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 @@
-{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"executionInfo":{"elapsed":476,"status":"ok","timestamp":1720679526275,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"uWKRSV6eZsCn"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"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":3,"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":4,"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":5,"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":5,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n","    found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":6,"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_orders = {\n","    \"Mistral-7B-v0.3-Chinese-Chat\": 5,\n","    \"internlm2_5-7b-chat\": 9,\n","    \"internlm2_5-7b-chat-1m\": 10,\n","    \"Qwen2-7B-Instruct\": 20,\n","    \"Llama3.1-8B-Chinese-Chat\": 30,\n","    \"Llama3.1-70B-Chinese-Chat\": 40,\n","    \"Qwen2-72B-Instruct\": 50,\n","}"]},{"cell_type":"code","execution_count":7,"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":8,"metadata":{},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>epoch</th>\n","      <th>model</th>\n","      <th>run</th>\n","      <th>accuracy</th>\n","      <th>precision</th>\n","      <th>recall</th>\n","      <th>f1</th>\n","      <th>ratio_valid_classifications</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.0</td>\n","      <td>Mistral-7B-v0.3-Chinese-Chat</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torc...</td>\n","      <td>0.694667</td>\n","      <td>0.701136</td>\n","      <td>0.694667</td>\n","      <td>0.663408</td>\n","      <td>0.011667</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>Mistral-7B-v0.3-Chinese-Chat</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.659667</td>\n","      <td>0.792340</td>\n","      <td>0.659667</td>\n","      <td>0.706754</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>Mistral-7B-v0.3-Chinese-Chat</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.714667</td>\n","      <td>0.786134</td>\n","      <td>0.714667</td>\n","      <td>0.740468</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>Mistral-7B-v0.3-Chinese-Chat</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.732667</td>\n","      <td>0.787687</td>\n","      <td>0.732667</td>\n","      <td>0.747187</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>Mistral-7B-v0.3-Chinese-Chat</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.701667</td>\n","      <td>0.790312</td>\n","      <td>0.701667</td>\n","      <td>0.734871</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>1.2</td>\n","      <td>Qwen2-72B-Instruct</td>\n","      <td>Qwen/Qwen2-72B-Instruct/checkpoint-210_torch.b...</td>\n","      <td>0.763000</td>\n","      <td>0.831888</td>\n","      <td>0.763000</td>\n","      <td>0.790108</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>1.4</td>\n","      <td>Qwen2-72B-Instruct</td>\n","      <td>Qwen/Qwen2-72B-Instruct/checkpoint-245_torch.b...</td>\n","      <td>0.765667</td>\n","      <td>0.828827</td>\n","      <td>0.765667</td>\n","      <td>0.790627</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1.6</td>\n","      <td>Qwen2-72B-Instruct</td>\n","      <td>Qwen/Qwen2-72B-Instruct/checkpoint-280_torch.b...</td>\n","      <td>0.769333</td>\n","      <td>0.829280</td>\n","      <td>0.769333</td>\n","      <td>0.793017</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>1.8</td>\n","      <td>Qwen2-72B-Instruct</td>\n","      <td>Qwen/Qwen2-72B-Instruct/checkpoint-315_torch.b...</td>\n","      <td>0.784000</td>\n","      <td>0.835435</td>\n","      <td>0.784000</td>\n","      <td>0.804195</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>2.0</td>\n","      <td>Qwen2-72B-Instruct</td>\n","      <td>Qwen/Qwen2-72B-Instruct/checkpoint-350_torch.b...</td>\n","      <td>0.773667</td>\n","      <td>0.833015</td>\n","      <td>0.773667</td>\n","      <td>0.797366</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>77 rows × 8 columns</p>\n","</div>"],"text/plain":["    epoch                         model  \\\n","0     0.0  Mistral-7B-v0.3-Chinese-Chat   \n","1     0.2  Mistral-7B-v0.3-Chinese-Chat   \n","2     0.4  Mistral-7B-v0.3-Chinese-Chat   \n","3     0.6  Mistral-7B-v0.3-Chinese-Chat   \n","4     0.8  Mistral-7B-v0.3-Chinese-Chat   \n","..    ...                           ...   \n","6     1.2            Qwen2-72B-Instruct   \n","7     1.4            Qwen2-72B-Instruct   \n","8     1.6            Qwen2-72B-Instruct   \n","9     1.8            Qwen2-72B-Instruct   \n","10    2.0            Qwen2-72B-Instruct   \n","\n","                                                  run  accuracy  precision  \\\n","0   shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torc...  0.694667   0.701136   \n","1   shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.659667   0.792340   \n","2   shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.714667   0.786134   \n","3   shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.732667   0.787687   \n","4   shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.701667   0.790312   \n","..                                                ...       ...        ...   \n","6   Qwen/Qwen2-72B-Instruct/checkpoint-210_torch.b...  0.763000   0.831888   \n","7   Qwen/Qwen2-72B-Instruct/checkpoint-245_torch.b...  0.765667   0.828827   \n","8   Qwen/Qwen2-72B-Instruct/checkpoint-280_torch.b...  0.769333   0.829280   \n","9   Qwen/Qwen2-72B-Instruct/checkpoint-315_torch.b...  0.784000   0.835435   \n","10  Qwen/Qwen2-72B-Instruct/checkpoint-350_torch.b...  0.773667   0.833015   \n","\n","      recall        f1  ratio_valid_classifications  \n","0   0.694667  0.663408                     0.011667  \n","1   0.659667  0.706754                     1.000000  \n","2   0.714667  0.740468                     1.000000  \n","3   0.732667  0.747187                     1.000000  \n","4   0.701667  0.734871                     1.000000  \n","..       ...       ...                          ...  \n","6   0.763000  0.790108                     1.000000  \n","7   0.765667  0.790627                     1.000000  \n","8   0.769333  0.793017                     1.000000  \n","9   0.784000  0.804195                     1.000000  \n","10  0.773667  0.797366                     1.000000  \n","\n","[77 rows x 8 columns]"]},"execution_count":8,"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","    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":9,"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_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]:.2f} epoch: {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","    # 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":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Best F1 for Mistral-7B-v0.3-Chinese-Chat @ 1.00 epoch: 0.7648234347578796\n","Best F1 for internlm2_5-7b-chat @ 0.40 epoch: 0.7660159670998776\n","Best F1 for internlm2_5-7b-chat-1m @ 0.80 epoch: 0.8028064320197301\n","Best F1 for Qwen2-7B-Instruct @ 0.40 epoch: 0.7748745026535183\n","Best F1 for Llama3.1-8B-Chinese-Chat @ 1.00 epoch: 0.7924651054056209\n","Best F1 for Llama3.1-70B-Chinese-Chat @ 1.00 epoch: 0.8076868978089201\n","Best F1 for Qwen2-72B-Instruct @ 1.80 epoch: 0.804194683154365\n"]},{"data":{"image/png":"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size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_perf(model_perf_dfs, model_markers)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 11 entries, 0 to 10\n","Data columns (total 8 columns):\n"," #   Column                       Non-Null Count  Dtype  \n","---  ------                       --------------  -----  \n"," 0   epoch                        11 non-null     float64\n"," 1   model                        11 non-null     object \n"," 2   run                          11 non-null     object \n"," 3   accuracy                     11 non-null     float64\n"," 4   precision                    11 non-null     float64\n"," 5   recall                       11 non-null     float64\n"," 6   f1                           11 non-null     float64\n"," 7   ratio_valid_classifications  11 non-null     float64\n","dtypes: float64(6), object(2)\n","memory usage: 836.0+ bytes\n"]}],"source":["df_openai = pd.read_csv(\"data/openai_results.csv\")\n","df.info()"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"text/plain":["Index(['epoch', 'model', 'run', 'accuracy', 'precision', 'recall', 'f1',\n","       'ratio_valid_classifications'],\n","      dtype='object')"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["df.columns"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[],"source":["df_best = df_openai[\n","    [\n","        \"text\",\n","        \"label\",\n","        \"title\",\n","        \"puzzle\",\n","        \"truth\",\n","    ]\n","].copy()"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n"]}],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/internlm2_5-7b-chat_results.csv\")\n","df_best[\"internlm2_5-7b-chat\"] = df[\n","    \"internlm/internlm2_5-7b-chat/checkpoint-140_torch.bfloat16_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/internlm2_5-7b-chat-1m_results.csv\")\n","df_best[\"internlm2_5-7b-chat-1m\"] = df[\n","    \"internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/Mistral-7B-v0.3-Chinese-Chat_results.csv\")\n","df_best[\"Mistral-7B-v0.3-Chinese-Chat\"] = df[\n","    \"shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-245_torch.float16_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":18,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/Qwen2-7B-Instruct_results.csv\")\n","df_best[\"Qwen2-7B-Instruct\"] = df[\n","    \"Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/Llama3.1-8B-Chinese-Chat_results.csv\")\n","df_best[\"Llama3.1-8B-Chinese-Chat\"] = df[\n","    \"shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":20,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/Llama3.1-70B-Chinese-Chat_results.csv\")\n","df_best[\"Llama3.1-70B-Chinese-Chat\"] = df[\n","    \"shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[],"source":["df = pd.read_csv(\"data/Qwen2-72B-Instruct_results.csv\")\n","df_best[\"Qwen2-72B-Instruct\"] = df[\n","    \"Qwen/Qwen2-72B-Instruct/checkpoint-315_torch.bfloat16_4bit_lf\"\n","].apply(extract_answer)"]},{"cell_type":"code","execution_count":22,"metadata":{},"outputs":[],"source":["df_best[\"Ensemble Model\"] = df_best.apply(\n","    lambda x: majority_vote(\n","        x[\"internlm2_5-7b-chat-1m\"],\n","        x[\"Qwen2-72B-Instruct\"],\n","        x[\"Llama3.1-70B-Chinese-Chat\"],\n","    ),\n","    axis=1,\n",")"]},{"cell_type":"code","execution_count":23,"metadata":{},"outputs":[],"source":["df_best[\"gpt-4o-mini (0-shot)\"] = df_openai[\"gpt-4o-mini/shots-00\"].apply(extract_answer)\n","df_best[\"o1-mini (10-shot)\"] = df_openai[\"o1-mini/shots-10\"].apply(extract_answer)\n","\n","df_best[\"gpt-4o (10-shot)\"] = df_openai[\"gpt-4o/shots-10\"].apply(extract_answer)\n","df_best[\"o1-preview (10-shot)\"] = df_openai[\"o1-preview/shots-10\"].apply(extract_answer)"]},{"cell_type":"code","execution_count":37,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n","columns: Index(['internlm2_5-7b-chat', 'internlm2_5-7b-chat-1m',\n","       'Mistral-7B-v0.3-Chinese-Chat', 'Qwen2-7B-Instruct',\n","       'Llama3.1-8B-Chinese-Chat', 'Llama3.1-70B-Chinese-Chat',\n","       'Qwen2-72B-Instruct', 'Ensemble Model', 'gpt-4o-mini (0-shot)',\n","       'o1-mini (10-shot)', 'gpt-4o (10-shot)', 'o1-preview (10-shot)'],\n","      dtype='object')\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:458: 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","  \n"]},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>index</th>\n","      <th>model</th>\n","      <th>run</th>\n","      <th>accuracy</th>\n","      <th>precision</th>\n","      <th>recall</th>\n","      <th>f1</th>\n","      <th>ratio_valid_classifications</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>internlm2_5-7b-chat</td>\n","      <td>internlm2_5-7b-chat</td>\n","      <td>0.749667</td>\n","      <td>0.804187</td>\n","      <td>0.749667</td>\n","      <td>0.766016</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2</td>\n","      <td>internlm2_5-7b-chat-1m</td>\n","      <td>internlm2_5-7b-chat-1m</td>\n","      <td>0.803000</td>\n","      <td>0.803141</td>\n","      <td>0.803000</td>\n","      <td>0.802806</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>3</td>\n","      <td>Mistral-7B-v0.3-Chinese-Chat</td>\n","      <td>Mistral-7B-v0.3-Chinese-Chat</td>\n","      <td>0.750000</td>\n","      <td>0.788587</td>\n","      <td>0.750000</td>\n","      <td>0.764823</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>4</td>\n","      <td>Qwen2-7B-Instruct</td>\n","      <td>Qwen2-7B-Instruct</td>\n","      <td>0.759000</td>\n","      <td>0.800530</td>\n","      <td>0.759000</td>\n","      <td>0.774875</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5</td>\n","      <td>Llama3.1-8B-Chinese-Chat</td>\n","      <td>Llama3.1-8B-Chinese-Chat</td>\n","      <td>0.780000</td>\n","      <td>0.810583</td>\n","      <td>0.780000</td>\n","      <td>0.792465</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>6</td>\n","      <td>Llama3.1-70B-Chinese-Chat</td>\n","      <td>Llama3.1-70B-Chinese-Chat</td>\n","      <td>0.796333</td>\n","      <td>0.824897</td>\n","      <td>0.796333</td>\n","      <td>0.807687</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>7</td>\n","      <td>Qwen2-72B-Instruct</td>\n","      <td>Qwen2-72B-Instruct</td>\n","      <td>0.784000</td>\n","      <td>0.835435</td>\n","      <td>0.784000</td>\n","      <td>0.804195</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>8</td>\n","      <td>Ensemble Model</td>\n","      <td>Ensemble Model</td>\n","      <td>0.819333</td>\n","      <td>0.840746</td>\n","      <td>0.819333</td>\n","      <td>0.828054</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>9</td>\n","      <td>gpt-4o-mini (0-shot)</td>\n","      <td>gpt-4o-mini (0-shot)</td>\n","      <td>0.717667</td>\n","      <td>0.785707</td>\n","      <td>0.717667</td>\n","      <td>0.729606</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>10</td>\n","      <td>o1-mini (10-shot)</td>\n","      <td>o1-mini (10-shot)</td>\n","      <td>0.725000</td>\n","      <td>0.789249</td>\n","      <td>0.725000</td>\n","      <td>0.748562</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>11</td>\n","      <td>gpt-4o (10-shot)</td>\n","      <td>gpt-4o (10-shot)</td>\n","      <td>0.791667</td>\n","      <td>0.822771</td>\n","      <td>0.791667</td>\n","      <td>0.803615</td>\n","      <td>0.999667</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>12</td>\n","      <td>o1-preview (10-shot)</td>\n","      <td>o1-preview (10-shot)</td>\n","      <td>0.749000</td>\n","      <td>0.796448</td>\n","      <td>0.749000</td>\n","      <td>0.767732</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   index                         model                           run  \\\n","0      1           internlm2_5-7b-chat           internlm2_5-7b-chat   \n","1      2        internlm2_5-7b-chat-1m        internlm2_5-7b-chat-1m   \n","2      3  Mistral-7B-v0.3-Chinese-Chat  Mistral-7B-v0.3-Chinese-Chat   \n","3      4             Qwen2-7B-Instruct             Qwen2-7B-Instruct   \n","4      5      Llama3.1-8B-Chinese-Chat      Llama3.1-8B-Chinese-Chat   \n","5      6     Llama3.1-70B-Chinese-Chat     Llama3.1-70B-Chinese-Chat   \n","6      7            Qwen2-72B-Instruct            Qwen2-72B-Instruct   \n","7      8                Ensemble Model                Ensemble Model   \n","8      9          gpt-4o-mini (0-shot)          gpt-4o-mini (0-shot)   \n","9     10             o1-mini (10-shot)             o1-mini (10-shot)   \n","10    11              gpt-4o (10-shot)              gpt-4o (10-shot)   \n","11    12          o1-preview (10-shot)          o1-preview (10-shot)   \n","\n","    accuracy  precision    recall        f1  ratio_valid_classifications  \n","0   0.749667   0.804187  0.749667  0.766016                     1.000000  \n","1   0.803000   0.803141  0.803000  0.802806                     1.000000  \n","2   0.750000   0.788587  0.750000  0.764823                     1.000000  \n","3   0.759000   0.800530  0.759000  0.774875                     1.000000  \n","4   0.780000   0.810583  0.780000  0.792465                     1.000000  \n","5   0.796333   0.824897  0.796333  0.807687                     1.000000  \n","6   0.784000   0.835435  0.784000  0.804195                     1.000000  \n","7   0.819333   0.840746  0.819333  0.828054                     1.000000  \n","8   0.717667   0.785707  0.717667  0.729606                     1.000000  \n","9   0.725000   0.789249  0.725000  0.748562                     1.000000  \n","10  0.791667   0.822771  0.791667  0.803615                     0.999667  \n","11  0.749000   0.796448  0.749000  0.767732                     1.000000  "]},"execution_count":37,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df_best, variant=\"index\")\n","perf_df"]},{"cell_type":"code","execution_count":38,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_19727/4003496019.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":"iVBORw0KGgoAAAANSUhEUgAAAxYAAAGGCAYAAADmRxfNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAADaX0lEQVR4nOzdd3xOd//48dcle4dIJCmyRQQxQhAkZhArLTFSJDErBLVrJsQqtVI7EtWkRo2qKrVC7U2NxhatPRJiRMj1+yO/nK9LhhBu2r6fj8d53K7zGedzznXl7nmfzzgqtVqtRgghhBBCCCEKociHboAQQgghhBDin08CCyGEEEIIIUShSWAhhBBCCCGEKDQJLIQQQgghhBCFJoGFEEIIIYQQotAksBBCCCGEEEIUmgQWQgghhBBCiEKTwEIIIYQQQghRaBJYCCGEEEIIIQpNAgshhBDiX8re3p7g4OAP3QzxAQUHB2Nvb/9WZX19ffH19X2n7RH/bhJYCCHERy4uLg6VSpXrNmzYMCXfb7/9RteuXSlfvjxaWlpvfDORlpbGmDFjKF++PEZGRlhYWFCpUiX69evHtWvX3vFZ/W/cvHmTQYMGUbZsWQwNDTEyMqJq1aqMHz+elJSUD9088f8FBgaiUqkYOnToh27Ke5P9N9utW7dc00eMGKHkuXPnzv+4dUK8G9ofugFCCCEKJjIyEgcHB4195cuXV/6dkJDA8uXLqVKlCra2tm9Ud0ZGBnXr1uXPP/+kS5cu9O3bl7S0NE6dOkVCQgIBAQFvXOeHdvDgQZo1a0ZaWhqff/45VatWBeDQoUNMmjSJnTt38ttvv33gVr5fSUlJFCnycT9DfPDgAT///DP29vb88MMPTJo0CZVK9aGb9V7o6+uzatUq5syZg66urkbaDz/8gL6+Pk+fPv1ArROi8CSwEEKIf4imTZvi6emZZ/qECRNYuHAhOjo6NG/enJMnTxa47rVr13L06FHi4+Pp2LGjRtrTp0959uzZW7f7TT169AgjI6NC1ZGSkkJAQABaWlocPXqUsmXLaqRHRUWxcOHCQh3jY6VWq3n69CkGBgbo6el96Oa81qpVq3jx4gWLFy+mfv367Ny5Ex8fn3dS97v4Lb1LTZo0Yd26dfz666+0atVK2b9nzx4uXbrEZ599xqpVqz5gC4UonI/7MYYQQogCs7W1RUdH563KXrhwAQBvb+8cafr6+piammrs+/PPPwkMDMTS0hIDAwNcXV0ZMWKERp6jR4/StGlTTE1NMTY2pkGDBuzbt08jT/Ywrx07dtC7d2+srKwoWbKkkv7rr79Sp04djIyMMDExwd/fn1OnTr32fObPn8/ff//NN998kyOoAChRogQjR47U2Ddnzhzc3d3R09PD1taWsLCwHMOlfH19KV++PCdOnMDHxwdDQ0OcnZ358ccfAdixYwdeXl7KNdmyZYtG+bFjx6JSqZTrZ2pqioWFBf369cvxpDo2Npb69etjZWWFnp4e5cqVY+7cuTnOxd7enubNm7Np0yY8PT0xMDBg/vz5StrLcywyMjKIiIjAxcUFfX19LCwsqF27Nps3b9aoc9u2bcp1Nzc3p1WrVpw5cybXczl//jzBwcGYm5tjZmZGSEgIjx8/zuVbyV18fDyNGjWiXr16uLm5ER8fn2u+1/3msttz+vRpOnbsSNGiRalduzYAz58/Z9y4cTg5OaGnp4e9vT1fffUV6enpGsc4dOgQfn5+FC9eHAMDAxwcHAgNDdXIs2zZMqpWrYqJiQmmpqZUqFCBmTNnFuhcP/nkE+rWrUtCQkKOa1ChQgWNHsiXrVy5kqpVq2JgYEDx4sX5/PPP+fvvv3PkW7t2LeXLl0dfX5/y5cuzZs2aXOvLzMxkxowZuLu7o6+vT4kSJejZsyf3799/7TnMnj0bd3d3DA0NKVq0KJ6enjnOR/x3SWAhhBD/EKmpqdy5c0dje1fs7OwA+O6771Cr1fnmPXHiBF5eXmzbto3u3bszc+ZMWrduzc8//6zkOXXqFHXq1OH48eMMGTKEUaNGcenSJXx9fdm/f3+OOnv37s3p06cZPXq0Mm9k6dKl+Pv7Y2xszOTJkxk1ahSnT5+mdu3aXL58Od82rlu3DgMDA9q0aVOg8x87dixhYWHY2toybdo0PvvsM+bPn0/jxo3JyMjQyHv//n2aN2+Ol5cXU6ZMQU9Pj/bt27N8+XLat29Ps2bNmDRpEo8ePaJNmzY8fPgwx/ECAwN5+vQpEydOpFmzZsyaNYsePXpo5Jk7dy52dnZ89dVXTJs2jVKlStG7d2++/fbbHPUlJSXRoUMHGjVqxMyZM6lUqVKe5xkREUG9evWIjo5mxIgRlC5dmiNHjih5tmzZgp+fH7du3WLs2LF8+eWX7NmzB29v71yve2BgIA8fPmTixIkEBgYSFxdHREREAa46XLt2je3bt9OhQwcAOnTowI8//pijh6wgv7lsbdu25fHjx0yYMIHu3bsD0K1bN0aPHk2VKlWYPn06Pj4+TJw4kfbt2yvlbt26RePGjbl8+TLDhg1j9uzZBAUFaQTDmzdvpkOHDhQtWpTJkyczadIkfH192b17d4HOF6Bjx478/PPPpKWlAVlBz8qVK3P0FGaLi4sjMDAQLS0tJk6cSPfu3Vm9ejW1a9fWCHx/++03PvvsM1QqFRMnTqR169aEhIRw6NChHHX27NmTwYMH4+3tzcyZMwkJCSE+Ph4/P78cv/eXLVy4kPDwcMqVK8eMGTOIiIigUqVKuf5Ni/8otRBCiI9abGysGsh1y4u/v7/azs6uwMd4/Pix2tXVVQ2o7ezs1MHBweqYmBj1zZs3c+StW7eu2sTERH3lyhWN/ZmZmcq/W7durdbV1VVfuHBB2Xft2jW1iYmJum7dujnOrXbt2urnz58r+x8+fKg2NzdXd+/eXeMYN27cUJuZmeXY/6qiRYuqPTw8CnTut27dUuvq6qobN26sfvHihbI/OjpaDagXL16s7PPx8VED6oSEBGXfn3/+qQbURYoUUe/bt0/Zv2nTJjWgjo2NVfaNGTNGDahbtmyp0YbevXurAfXx48eVfY8fP87RVj8/P7Wjo6PGPjs7OzWg3rhxY478dnZ26i5duiifPTw81P7+/vlcDbW6UqVKaisrK/Xdu3eVfcePH1cXKVJE3blz5xznEhoaqlE+ICBAbWFhke8xsk2dOlVtYGCgfvDggVqtVqvPnj2rBtRr1qzRyFeQ31x2ezp06KCR59ixY2pA3a1bN439gwYNUgPqbdu2qdVqtXrNmjVqQH3w4ME829uvXz+1qampxm+1oAB1WFiY+t69e2pdXV310qVL1Wq1Wv3LL7+oVSqV+vLly8o53L59W61Wq9XPnj1TW1lZqcuXL69+8uSJUtf69evVgHr06NHKvkqVKqltbGzUKSkpyr7ffvtN+ZvO9vvvv6sBdXx8vEb7Nm7cmGO/j4+P2sfHR/ncqlUrtbu7+xufu/jvkB4LIYT4h/j222/ZvHmzxvauGBgYsH//fgYPHgxkPSXt2rUrNjY29O3bVxkycvv2bXbu3EloaCilS5fWqCN7wu2LFy/47bffaN26NY6Ojkq6jY0NHTt2ZNeuXTx48ECjbPfu3dHS0lI+b968mZSUFDp06KDRQ6OlpYWXlxfbt2/P93wePHiAiYlJgc59y5YtPHv2jP79+2tMdO7evTumpqb88ssvGvmNjY01nnS7urpibm6Om5sbXl5eyv7sf1+8eDHHMcPCwjQ+9+3bF4ANGzYo+wwMDJR/Z/dW+fj4cPHiRVJTUzXKOzg44Ofn99pzNTc359SpU5w7dy7X9OvXr3Ps2DGCg4MpVqyYsr9ixYo0atRIo33ZevXqpfG5Tp063L17N8d3nJv4+Hj8/f2V78rFxYWqVatqDIcqyG8uv/Zkt/nLL7/U2D9w4EAA5fs1NzcHYP369Xk+tTc3N+fRo0eF+tsrWrQoTZo04YcffgCyFl2oVauW0mv4skOHDnHr1i169+6Nvr6+st/f35+yZcsqbc/+3rp06YKZmZmSr1GjRpQrV06jzpUrV2JmZkajRo00/raqVq2KsbFxvn9b5ubm/PXXXxw8ePCtz1/8u0lgIYQQ/xDVq1enYcOGGtu7ZGZmxpQpU7h8+TKXL18mJiYGV1dXoqOjGTduHPB/N8l5jQWHrBvBx48f4+rqmiPNzc2NzMxMrl69qrH/1dWusm9869evj6Wlpcb222+/cevWrXzPxdTUNNchSLm5cuUKQI726urq4ujoqKRnK1myZI4bWjMzM0qVKpVjH5DruHUXFxeNz05OThQpUkRjqNHu3btp2LChMs/B0tKSr776CiDXwKIgIiMjSUlJoUyZMlSoUIHBgwdz4sQJJT2vawFZ392dO3d49OiRxv5Xb/aLFi0K5H7eLztz5gxHjx7F29ub8+fPK5uvry/r169XApOC/OZe9uq1uHLlCkWKFMHZ2Vljv7W1Nebm5so5+/j48NlnnxEREUHx4sVp1aoVsbGxGvMwevfuTZkyZWjatCklS5YkNDSUjRs3FqhdL+vYsSObN28mOTmZtWvX5jkMKr/vo2zZskp69v+++rvKrey5c+dITU3Fysoqx99WWlpavn9bQ4cOxdjYmOrVq+Pi4kJYWNgbDQMT/36yKpQQQogc7OzsCA0NJSAgAEdHR+Lj4xk/fvx7O97LT+cha3IpZM2zsLa2zpFfWzv//3yVLVuWY8eO8ezZsxzLehbWyz0rBdmvfs2cFcj55P3ChQs0aNCAsmXL8s0331CqVCl0dXXZsGED06dPV65PtlevX17q1q3LhQsX+Omnn/jtt99YtGgR06dPZ968eXm+X+F13va8v//+ewAGDBjAgAEDcqSvWrWKkJCQN25PXtfidUvYqlQqfvzxR/bt28fPP//Mpk2bCA0NZdq0aezbtw9jY2OsrKw4duwYmzZt4tdff+XXX38lNjaWzp07s2TJkgK3sWXLlujp6dGlSxfS09MJDAx8o3MsjMzMTKysrPKcJG9paZlnWTc3N5KSkli/fj0bN25Uls4dPXp0gefViH83CSyEEELkqWjRojg5OSlL12YPbcpvKVtLS0sMDQ1JSkrKkfbnn39SpEiRHE/3X+Xk5ASAlZXVW/XMtGjRgr1797Jq1SplYnBesoegJCUlaQzdevbsGZcuXXrnPUOQ9dT45Sfr58+fJzMzU3mp4c8//0x6ejrr1q3T6BF43RCwgihWrBghISGEhISQlpZG3bp1GTt2LN26ddO4Fq/6888/KV68+DtZvlWtVpOQkEC9evXo3bt3jvRx48YRHx9PSEhIgX5z+bGzsyMzM5Nz587h5uam7L958yYpKSk5hiDVqFGDGjVqEBUVRUJCAkFBQSxbtkwJvHR1dWnRogUtWrQgMzOT3r17M3/+fEaNGpWjVyQvBgYGtG7dmu+//56mTZtSvHjxPNsOWd9H/fr1NdKSkpKU9Oz/zW2I26vfpZOTE1u2bMHb27vAAenLjIyMaNeuHe3atePZs2d8+umnREVFMXz4cI3hWuK/SYZCCSGE4Pjx47muMnXlyhVOnz6tDKewtLSkbt26LF68mOTkZI282U+otbS0aNy4MT/99JPG0J6bN2+SkJBA7dq1cyxf+yo/Pz9MTU2ZMGFCruPdb9++nW/5Xr16YWNjw8CBAzl79myO9Fu3bik9MA0bNkRXV5dZs2ZpPGWPiYkhNTUVf3//fI/1Nl5d2Wn27NlA1rtK4P96AV5uT2pqKrGxsYU67t27dzU+Gxsb4+zsrAz3sbGxoVKlSixZskRjxaGTJ0/y22+/0axZs0IdP9vu3bu5fPkyISEhtGnTJsfWrl07tm/fzrVr1wr0m8tPdptnzJihsf+bb74BUL7f+/fv56gve3Wt7Ovz6vUrUqQIFStW1MhTUIMGDWLMmDGMGjUqzzyenp5YWVkxb948jfp//fVXzpw5o7T95e/t5WFymzdv5vTp0xp1BgYG8uLFC2V448ueP3+e7xvpXz1/XV1dypUrh1qtznc1KfHfIT0WQgjxL3HixAnWrVsHZD0BT01NVW6ePTw8aNGiRZ5lN2/ezJgxY2jZsiU1atTA2NiYixcvsnjxYtLT0xk7dqySd9asWdSuXZsqVarQo0cPHBwcuHz5Mr/88gvHjh0DYPz48WzevJnatWvTu3dvtLW1mT9/Punp6UyZMuW152JqasrcuXPp1KkTVapUoX379lhaWpKcnMwvv/yCt7c30dHReZYvWrQoa9asoVmzZlSqVEnjzdtHjhzhhx9+oGbNmkBWsDR8+HAiIiJo0qQJLVu2JCkpiTlz5lCtWjU+//zz17b3TV26dImWLVvSpEkT9u7dy/fff0/Hjh3x8PAAoHHjxsqT8Z49e5KWlsbChQuxsrLi+vXrb33ccuXK4evrS9WqVSlWrBiHDh3ixx9/pE+fPkqer7/+mqZNm1KzZk26du3KkydPmD17NmZmZhq/g8KIj49HS0srz6CtZcuWjBgxgmXLlvHll18W6DeXFw8PD7p06cKCBQtISUnBx8eHAwcOsGTJElq3bk29evUAWLJkCXPmzCEgIAAnJycePnzIwoULMTU1VYKTbt26ce/ePerXr0/JkiW5cuUKs2fPplKlShq9IQXh4eGhfN950dHRYfLkyYSEhODj40OHDh24efMmM2fOxN7eXmMI2cSJE/H396d27dqEhoZy79495Z0T2UvbQtZckp49ezJx4kSOHTtG48aN0dHR4dy5c6xcuZKZM2fmuUxz48aNsba2xtvbmxIlSnDmzBmio6M1JuCL/7gPth6VEEKIAslekjW/ZTBfzpfb9vKSo7m5ePGievTo0eoaNWqorays1Nra2mpLS0u1v7+/shzny06ePKkOCAhQm5ubq/X19dWurq7qUaNGaeQ5cuSI2s/PT21sbKw2NDRU16tXT71nz543Orft27er/fz81GZmZmp9fX21k5OTOjg4WH3o0KF8zyfbtWvX1AMGDFCXKVNGra+vrzY0NFRXrVpVHRUVpU5NTdXIGx0drS5btqxaR0dHXaJECfUXX3yhvn//vkYeHx+fXJfbtLOzy3UZV/7/EqPZspcTPX36tLpNmzZqExMTddGiRdV9+vTRWE5UrVar161bp65YsaJaX19fbW9vr548ebJ68eLFakB96dKl1x47O+3l7378+PHq6tWrq83NzdUGBgbqsmXLqqOiotTPnj3TKLdlyxa1t7e32sDAQG1qaqpu0aKF+vTp0xp5Xl0aNVv2d/pyG1/27NkztYWFhbpOnTq5pmdzcHBQV65cWfn8ut9cXu1Rq9XqjIwMdUREhNrBwUGto6OjLlWqlHr48OHqp0+fKnmOHDmi7tChg7p06dJqPT09tZWVlbp58+Yav7Uff/xR3bhxY7WVlZVaV1dXXbp0aXXPnj3V169fz/dc1Oqcv4Xc5HUOy5cvV1euXFmtp6enLlasmDooKEj9119/5Si/atUqtZubm1pPT09drlw59erVq9VdunTJdenpBQsWqKtWrao2MDBQm5iYqCtUqKAeMmSI+tq1a0qeV5ebnT9/vrpu3bpqCwsLtZ6entrJyUk9ePDgHH9L4r9LpVYXoB9RCCGEEIWW/YK627dv5zmuXggh/qlkjoUQQgghhBCi0CSwEEIIIYQQQhSaBBZCCCGEEEKIQpM5FkIIIYQQQohCkx4LIYQQQgghRKFJYCGEEEIIIYQoNHlBnhD/cJmZmVy7dg0TExNUKtWHbo4QQggh/kXUajUPHz7E1taWIkXy75OQwEKIf7hr165RqlSpD90MIYQQQvyLXb16lZIlS+abRwILIf7hTExMgKw/eFNT0w/cGiGEEEL8mzx48IBSpUop9xv5kcBCiH+47OFPpqamElgIIYQQ4r0oyHBrCSyE+Jf4tEpftLV0P3QzhBBCiDe2MWnhh26CeAdkVSghhBBCCCFEoUlgIYQQQgghhCg0CSyEEEIIIYQQhSaBhRBCCCGE+KjZ29ujUqlybGFhYUqevXv3Ur9+fYyMjDA1NaVu3bo8efIk33r//vtvPv/8cywsLDAwMKBChQocOnRISVer1YwePRobGxsMDAxo2LAh586dU9LT09Pp1KkTpqamlClThi1btmjU//XXX9O3b993dBU+fhJY/I/5+vrSv3//D92MPNnb2zNjxowP3Yz3Ii4uDnNz83der0qlYu3ate+8XiGEEEJkOXjwINevX1e2zZs3A9C2bVsgK6ho0qQJjRs35sCBAxw8eJA+ffrk+0K3+/fv4+3tjY6ODr/++iunT59m2rRpFC1aVMkzZcoUZs2axbx589i/fz9GRkb4+fnx9OlTABYsWMDhw4fZu3cvPXr0oGPHjqjVagAuXbrEwoULiYqKel+X5aMjgcX/2OrVqxk3blyB8l6+fBmVSsWxY8feb6PesdWrV9OoUSMsLS0xNTWlZs2abNq0qcDlx44dm+OJRNmyZfMtk5iYmOuTDJVKxcGDBwt7Su9dcHAwrVu3/tDNEEIIIT5KlpaWWFtbK9v69etxcnLCx8cHgAEDBhAeHs6wYcNwd3fH1dWVwMBA9PT08qxz8uTJlCpVitjYWKpXr46DgwONGzfGyckJyOqtmDFjBiNHjqRVq1ZUrFiR7777jmvXrikPFM+cOUPLli1xd3cnLCyM27dvc+fOHQC++OILJk+e/J9aCl4Ci/+xYsWKFegFI+9aRkbG/+xYO3fupFGjRmzYsIHDhw9Tr149WrRowdGjRwtch7u7u8aTiV27duWbv1atWhr5r1+/Trdu3XBwcMDT07OwpySEEEKIj8SzZ8/4/vvvCQ0NRaVScevWLfbv34+VlRW1atWiRIkS+Pj4vPbeYd26dXh6etK2bVusrKyoXLkyCxf+37K3ly5d4saNGzRs2FDZZ2ZmhpeXF3v37gXAw8ODXbt28eTJEzZt2oSNjQ3FixcnPj4efX19AgIC3s9F+EhJYPE/9vJQKHt7eyZMmEBoaCgmJiaULl2aBQsWKHkdHBwAqFy5MiqVCl9fXyVt0aJFuLm5oa+vT9myZZkzZ46Slt3TsXz5cnx8fNDX1yc+Pl55Kj516lRsbGywsLAgLCws36BDpVIxf/58mjdvjqGhIW5ubuzdu5fz58/j6+uLkZERtWrV4sKFC0qZGTNmMGTIEKpVq4aLiwsTJkzAxcWFn3/+ucDXSVtbW+PJRPHixfPNr6urq5HfwsKCn376iZCQkBwvdFm7di0uLi7o6+vj5+fH1atXX9uexYsX4+7ujp6eHjY2NvTp00cj/c6dOwQEBGBoaIiLiwvr1q1T0l68eEHXrl1xcHDAwMAAV1dXZs6cqaSPHTuWJUuW8NNPPym9LImJiQW4SkIIIcR/z9q1a0lJSSE4OBiAixcvAln/Pe3evTsbN26kSpUqNGjQQGM+xKsuXrzI3LlzcXFxYdOmTXzxxReEh4ezZMkSAG7cuAFAiRIlNMqVKFFCSQsNDcXDw4Ny5coRFRXFihUruH//PqNHj2b27NmMHDkSZ2dn/Pz8+Pvvv9/1pfjoSGDxgU2bNg1PT0+OHj1K7969+eKLL0hKSgLgwIEDAGzZsoXr16+zevVqAOLj4xk9ejRRUVGcOXOGCRMmMGrUKOUPIduwYcPo168fZ86cwc/PD4Dt27dz4cIFtm/fzpIlS4iLiyMuLi7fNo4bN47OnTtz7NgxypYtS8eOHenZsyfDhw/n0KFDqNXqHDfaL8vMzOThw4cUK1aswNfl3Llz2Nra4ujoSFBQEMnJyQUuC1lPIe7evUtISIjG/sePHxMVFcV3333H7t27SUlJoX379vnWNXfuXMLCwujRowd//PEH69atw9nZWSNPREQEgYGBnDhxgmbNmhEUFMS9e/eArPMvWbIkK1eu5PTp04wePZqvvvqKFStWADBo0CACAwNp0qSJ0ttSq1atPNuTnp7OgwcPNDYhhBDivyImJoamTZtia2sLZP13FqBnz56EhIRQuXJlpk+fjqurK4sXL86znszMTKpUqcKECROoXLkyPXr0oHv37sybN6/AbdHR0eHbb7/l0qVLHDx4kNq1azNw4EDCw8M5evQoa9eu5fjx49SoUYPw8PDCnfg/gAQWH1izZs3o3bs3zs7ODB06lOLFi7N9+3YgazwhgIWFBdbW1sqN+ZgxY5g2bRqffvopDg4OfPrppwwYMID58+dr1N2/f38lj42NDQBFixYlOjqasmXL0rx5c/z9/dm6dWu+bQwJCSEwMJAyZcowdOhQLl++TFBQEH5+fri5udGvX798n7BPnTqVtLQ0AgMDC3RNvLy8iIuLY+PGjcydO5dLly5Rp04dHj58WKDykPV/On5+fpQsWVJjf0ZGBtHR0dSsWZOqVauyZMkS9uzZowRxuRk/fjwDBw6kX79+lClThmrVquWYgB8cHEyHDh1wdnZmwoQJpKWlKXXq6OgQERGBp6cnDg4OBAUFERISogQWxsbGGBgYoKenp/S46Orm/QbtiRMnYmZmpmylSpUq8HURQggh/smuXLnCli1b6Natm7Iv+x6nXLlyGnnd3NzyfTBpY2OTbxlra2sAbt68qZHn5s2bStqrtm/fzqlTp+jTpw+JiYk0a9YMIyMjAgMD/xOjESSw+MAqVqyo/FulUmFtbc2tW7fyzP/o0SMuXLhA165dMTY2Vrbx48drDEcCcp1b4O7ujpaWlvLZxsYm3+O92sbs7sAKFSpo7Hv69GmuT84TEhKIiIhgxYoVWFlZ5XucbE2bNqVt27ZUrFgRPz8/NmzYQEpKinIj3qtXL41zf9Vff/3Fpk2b6Nq1a440bW1tqlWrpnwuW7Ys5ubmnDlzhuTkZI16J0yYwK1bt7h27RoNGjTIt80vX6PsZe5evq7ffvstVatWxdLSEmNjYxYsWPDGvTDZhg8fTmpqqrIVZCiXEEII8W8QGxuLlZUV/v7+yj57e3tsbW2VER/Zzp49i52dXZ51eXt751vGwcEBa2trjQewDx48YP/+/dSsWTNHfU+fPiUsLIz58+ejpaXFixcvlOHmGRkZvHjx4s1P+B9G+0M34L9OR0dH47NKpVK69HKTlpYGwMKFC/Hy8tJIezlggKwb3MIe79Uy2fMVctv3aj3Lli2jW7durFy5UmPi05syNzenTJkynD9/HoDIyEgGDRqUZ/7Y2FgsLCxo2bLlGx3H1tZWYwWuYsWK5bheecnvui5btoxBgwYxbdo0atasiYmJCV9//TX79+9/o/Zl09PTy3eVCyGEEOLfKDMzk9jYWLp06YK29v/dwqpUKgYPHsyYMWPw8PCgUqVKLFmyhD///JMff/xRydegQQMCAgKU4dsDBgygVq1aTJgwgcDAQA4cOMCCBQuU+a4qlYr+/fszfvx4XFxccHBwYNSoUdja2ua6kuO4ceNo1qwZlStXBrICl8GDBxMSEkJ0dDTe3t7v8ep8HCSw+IhlD4d5OcItUaIEtra2XLx4kaCgoA/VtNf64YcfCA0NZdmyZRpPFd5GWloaFy5coFOnTgBYWVnl2fuhVquJjY2lc+fOuQYFz58/59ChQ1SvXh2ApKQkUlJScHNzQ1tbO8fcCch6ErJ161bq1av3Vu3fvXs3tWrVonfv3sq+V3uXdHV1/xNPMoQQQoi3tWXLFpKTkwkNDc2R1r9/f54+fcqAAQO4d+8eHh4ebN68WVk6FrL+25u9FCxAtWrVWLNmDcOHDycyMhIHBwdmzJihcX81ZMgQHj16RI8ePUhJSaF27dps3LgRfX19jeOfPHmSFStWaDygbNOmDYmJidSpUwdXV1cSEhLe4dX4OElg8RGzsrLCwMCAjRs3UrJkSfT19TEzMyMiIoLw8HDMzMxo0qQJ6enpHDp0iPv37/Pll19+6GaTkJBAly5dmDlzJl5eXsrKCQYGBpiZmb22/KBBg2jRogV2dnZcu3aNMWPGoKWlRYcOHV5bdtu2bVy6dElj7OXLdHR06Nu3L7NmzUJbW5s+ffpQo0YNJdDIzdixY+nVqxdWVlY0bdqUhw8fsnv37gK/SdPFxYXvvvuOTZs24eDgwNKlSzl48KCy6hdkBS+bNm0iKSkJCwsLzMzMCtxbIoQQQvwXNG7cWHn5XG6GDRvGsGHD8ky/fPlyjn3NmzenefPmeZZRqVRERkYSGRmZb9vKly+fYwWqIkWKMGfOHI2VO//tZI7FR0xbW5tZs2Yxf/58bG1tadWqFQDdunVj0aJFxMbGUqFCBXx8fIiLi9O4Uf2QFixYwPPnzwkLC8PGxkbZ+vXrV6Dyf/31Fx06dFBebmNhYcG+ffuUyez5iYmJoVatWnm+UM/Q0JChQ4fSsWNHvL29MTY2Zvny5fnW2aVLF2bMmMGcOXNwd3enefPm+S5f96qePXvy6aef0q5dO7y8vLh7965G7wVA9+7dcXV1xdPTE0tLS3bv3l3g+oUQQgghPgYqdX6hnxDio/fgwQPMzMxo4NQZba28V5MSQgghPlYbkxa+PpP4ILLvM1JTU1/7FnHpsRBCCCGEEEIUmgQW4n/q1SVdX93edglWIYQQQgjxYcnkbfE/9eqSrrmlCyGEEEKIfx6ZYyHEP9ybjH0UQgghhHgTMsdCCCGEEEII8T8lgYUQQgghhBCi0CSwEEIIIYQQQhSaBBZCCCGEEEKIQpNVoYT4l2jbbAw62nofuhlCCCHER2F94qQP3YT/HOmxEEIIIYQQQhSaBBZCCCGEEEKIQpPAQgghhBBCCFFoElgIIYQQQoj/nBcvXjBq1CgcHBwwMDDAycmJcePG8fK7o9VqNaNHj8bGxgYDAwMaNmzIuXPn8q134sSJVKtWDRMTE6ysrGjdujVJSUkaeW7cuEGnTp2wtrbGyMiIKlWqsGrVKiU9PT2dTp06YWpqSpkyZdiyZYtG+a+//pq+ffu+g6vwbklgAfj6+tK/f/8P3Yw82dvbM2PGjA/djPciLi4Oc3Pzd16vSqVi7dq177xeIYQQQvw7TJ48mblz5xIdHc2ZM2eYPHkyU6ZMYfbs2UqeKVOmMGvWLObNm8f+/fsxMjLCz8+Pp0+f5lnvjh07CAsLY9++fWzevJmMjAwaN27Mo0ePlDydO3cmKSmJdevW8ccff/Dpp58SGBjI0aNHAViwYAGHDx9m79699OjRg44dOyoBz6VLl1i4cCFRUVHv6cq8PQksgNWrVzNu3LgC5b18+TIqlYpjx46930a9Y6tXr6ZRo0ZYWlpiampKzZo12bRpU4HLjx07FpVKpbGVLVs23zKJiYk5ymRvBw8eLOwpvXfBwcG0bt26QHnDw8OpWrUqenp6VKpU6b22SwghhBCFt2fPHlq1aoW/vz/29va0adOGxo0bc+DAASCrt2LGjBmMHDmSVq1aUbFiRb777juuXbuW78PLjRs3EhwcjLu7Ox4eHsTFxZGcnMzhw4c1jt23b1+qV6+Oo6MjI0eOxNzcXMlz5swZWrZsibu7O2FhYdy+fZs7d+4A8MUXXzB58mRMTU3f38V5SxJYAMWKFcPExOR/ftyMjIz/2bF27txJo0aN2LBhA4cPH6ZevXq0aNFCiYwLwt3dnevXryvbrl278s1fq1YtjfzXr1+nW7duODg44OnpWdhT+uiEhobSrl27D90MIYQQQhRArVq12Lp1K2fPngXg+PHj7Nq1i6ZNmwJZPQM3btygYcOGShkzMzO8vLzYu3dvgY+TmpoKZN1vvnzs5cuXc+/ePTIzM1m2bBlPnz7F19cXAA8PD3bt2sWTJ0/YtGkTNjY2FC9enPj4ePT19QkICCjs6b8XEligORTK3t6eCRMmEBoaiomJCaVLl2bBggVKXgcHBwAqV66MSqVSfgAAixYtws3NDX19fcqWLcucOXOUtOyejuXLl+Pj44O+vj7x8fHKU/GpU6diY2ODhYUFYWFh+QYdKpWK+fPn07x5cwwNDXFzc2Pv3r2cP38eX19fjIyMqFWrFhcuXFDKzJgxgyFDhlCtWjVcXFyYMGECLi4u/PzzzwW+Ttra2lhbWytb8eLF882vq6urkd/CwoKffvqJkJAQVCqVRt61a9fi4uKCvr4+fn5+XL169bXtWbx4Me7u7ujp6WFjY0OfPn000u/cuUNAQACGhoa4uLiwbt06Je3Fixd07dpVGVfp6urKzJkzlfSxY8eyZMkSfvrpJ6WXJTExMc+2zJo1i7CwMBwdHXNNzx7ytX79elxdXTE0NKRNmzY8fvyYJUuWYG9vT9GiRQkPD+fFixevPXchhBBCFM6wYcNo3749ZcuWRUdHh8qVK9O/f3+CgoKArHkQACVKlNAoV6JECSXtdTIzM+nfvz/e3t6UL19e2b9ixQoyMjKwsLBAT0+Pnj17smbNGpydnYGsh5UeHh6UK1eOqKgoVqxYwf379xk9ejSzZ89m5MiRODs74+fnx99///0uLsc7IYFFLqZNm4anpydHjx6ld+/efPHFF8qkm+zusS1btnD9+nVWr14NQHx8PKNHjyYqKoozZ84wYcIERo0axZIlSzTqHjZsGP369ePMmTP4+fkBsH37di5cuMD27dtZsmQJcXFxxMXF5dvGcePG0blzZ44dO0bZsmXp2LEjPXv2ZPjw4Rw6dAi1Wp3jRvtlmZmZPHz4UCN6fp1z585ha2uLo6MjQUFBJCcnF7gswLp167h79y4hISEa+x8/fkxUVBTfffcdu3fvJiUlhfbt2+db19y5cwkLC6NHjx788ccfrFu3TvljzBYREUFgYCAnTpygWbNmBAUFce/ePSDr/EuWLMnKlSs5ffo0o0eP5quvvmLFihUADBo0iMDAQJo0aaL0ttSqVeuNzvdVjx8/ZtasWSxbtoyNGzeSmJhIQEAAGzZsYMOGDSxdupT58+fz448/5ltPeno6Dx480NiEEEII8WZWrFhBfHw8CQkJHDlyhCVLljB16tQc926FERYWxsmTJ1m2bJnG/lGjRpGSksKWLVs4dOgQX375JYGBgfzxxx8A6Ojo8O2333Lp0iUOHjxI7dq1GThwIOHh4Rw9epS1a9dy/PhxatSoQXh4+Dtrb2HJm7dz0axZM3r37g3A0KFDmT59Otu3b8fV1RVLS0sALCwssLa2VsqMGTOGadOm8emnnwJZPRunT59m/vz5dOnSRcnXv39/JU+2okWLEh0djZaWFmXLlsXf35+tW7fSvXv3PNsYEhJCYGCg0saaNWsyatQoJVjp169fjhv4l02dOpW0tDSljtfx8vIiLi4OV1dXrl+/TkREBHXq1OHkyZMFHkYWExODn58fJUuW1NifkZFBdHQ0Xl5eACxZsgQ3NzcOHDhA9erVc61r/PjxDBw4kH79+in7qlWrppEnODiYDh06ADBhwgRmzZrFgQMHaNKkCTo6OkRERCh5HRwc2Lt3LytWrCAwMBBjY2MMDAxIT0/X+J4LIyMjg7lz5+Lk5ARAmzZtWLp0KTdv3sTY2Jhy5cpRr149tm/fnu+QqokTJ2q0XQghhBBvbvDgwUqvBUCFChW4cuUKEydOpEuXLsp//2/evImNjY1S7ubNmwWaT9mnTx/Wr1/Pzp07Ne59Lly4QHR0NCdPnsTd3R3IGvr0+++/8+233zJv3rwcdW3fvp1Tp06xaNEiBg8eTLNmzTAyMiIwMJDo6OjCXIZ3SnosclGxYkXl3yqVCmtra27dupVn/kePHnHhwgW6du2KsbGxso0fP15jOBKQ69wCd3d3tLS0lM82Njb5Hu/VNmZ30VWoUEFj39OnT3N9mp2QkEBERAQrVqzAysoq3+Nka9q0KW3btqVixYr4+fmxYcMGUlJSlCf8vXr10jj3V/31119s2rSJrl275kjT1tbWCArKli2Lubk5Z86cITk5WaPeCRMmcOvWLa5du0aDBg3ybfPL18jIyAhTU1ON6/rtt99StWpVLC0tMTY2ZsGCBa/thWnatKnSluz/MygoQ0NDJaiArO/I3t5e43qVKFHitd/98OHDSU1NVbaCDBsTQgghhKbHjx9TpIjmrbCWlhaZmZlA1kNHa2trtm7dqqQ/ePCA/fv3U7NmzTzrzR41smbNGrZt26YMo3/5uEC+x37Z06dPCQsLY/78+WhpafHixQtlyHxGRsZHNYRaeixyoaOjo/FZpVLl+kVnS0tLA2DhwoXKU/dsLwcMkHWDW9jjvVome75CbvterWfZsmV069aNlStXakxGelPm5uaUKVOG8+fPAxAZGcmgQYPyzB8bG4uFhQUtW7Z8o+PY2tpqrMBVrFixHNcrL/ld12XLljFo0CCmTZtGzZo1MTEx4euvv2b//v351rlo0SKePHmSa/1v0563+e719PTQ09N7o2MLIYQQQlOLFi2IioqidOnSuLu7c/ToUb755htCQ0OBrP8m9+/fn/Hjx+Pi4oKDgwOjRo3C1tZWY9XIBg0aEBAQoAxBDwsLIyEhgZ9++gkTExNlPoaZmRkGBgaULVsWZ2dnevbsydSpU7GwsGDt2rVs3ryZ9evX52jnuHHjaNasGZUrVwbA29ubwYMHExISQnR0NN7e3u/5ShWcBBZvSFdXF0AjOixRogS2trZcvHhRmfDzMfrhhx8IDQ1l2bJl+Pv7F6qutLQ0Lly4QKdOnQCwsrLKs/dDrVYTGxtL586dc70Zf/78OYcOHVKGPSUlJZGSkoKbmxva2to55k5A1iT7rVu3Uq9evbdq/+7du6lVq5Yy5A3I0bukq6ub4ynAJ5988lbHE0IIIcTHZfbs2YwaNYrevXtz69YtbG1t6dmzJ6NHj1byDBkyhEePHtGjRw9SUlKoXbs2GzduRF9fX8lz4cIFZSlYyJoHCmgs8ANZD1mDg4PR0dFhw4YNDBs2jBYtWpCWloazszNLliyhWbNmGmVOnjzJihUrNB6ytmnThsTEROrUqYOrqysJCQnv8KoUjgQWb8jKygoDAwM2btxIyZIl0dfXx8zMjIiICMLDwzEzM6NJkyakp6dz6NAh7t+/z5dffvmhm01CQgJdunRh5syZeHl5KdGzgYEBZmZmry0/aNAgWrRogZ2dHdeuXWPMmDFoaWkpcxjys23bNi5dukS3bt1yTdfR0aFv377MmjULbW1t+vTpQ40aNfKcXwFZqzb16tULKysrmjZtysOHD9m9e3eB30Lp4uLCd999x6ZNm3BwcGDp0qUcPHhQo7vS3t6eTZs2kZSUhIWFBWZmZnn2Upw/f560tDRu3LjBkydPlP8DKFeunBKMCiGEEOLjYWJiwowZM/J9CbFKpSIyMpLIyMg881y+fFnj88tv7s6Li4uLxpu281K+fPkcb/ouUqQIc+bM0Vh99GMhcyzekLa2NrNmzWL+/PnY2trSqlUrALp168aiRYuIjY2lQoUK+Pj4EBcXl2Nc3YeyYMECnj9/TlhYGDY2Nsr28uTn/Pz111906NABV1dXAgMDsbCwYN++fcpk9vzExMRQq1atPF+oZ2hoyNChQ+nYsSPe3t4YGxuzfPnyfOvs0qULM2bMYM6cObi7u9O8efMcf3j56dmzJ59++int2rXDy8uLu3fvavReAHTv3h1XV1c8PT2xtLRk9+7dedbXrVs3KleuzPz58zl79iyVK1emcuXKXLt2rcBtEkIIIYT4J1OpCxJWCSE+Wg8ePMDMzIzG3v3R0Za5F0IIIQTA+sRJH7oJ/wrZ9xmpqamvfdu39FgIIYQQQgghCk0CC5FjSddXtzd9EZ4QQgghhPjvkcnbIseSrrmlCyGEEEIIkR8JLESeS7oKIYQQQghRUBJYCPEvsXJDxGsnVQkhhBBCvC8yx0IIIYQQQghRaBJYCCGEEEIIIQpNAgshhBBCCCFEoUlgIYQQQgghhCg0mbwtxL/Ep59PRFtH/0M3QwghhHgjG1eN+dBNEO+I9FgIIYQQQgghCk0CCyGEEEIIIUShSWAhhBBCCCGEKLR/TGDh6+tL//79P8ix7e3tmTFjxgc59j/R2LFjqVSpUr55PuT3+a7FxcVhbm7+oZshhBBC/CvZ29ujUqlybGFhYUqevXv3Ur9+fYyMjDA1NaVu3bo8efKkQPVPmjQJlUqV477kxo0bdOrUCWtra4yMjKhSpQqrVq1S0tPT0+nUqROmpqaUKVOGLVu2aJT/+uuv6du379uf+D/QBw0sgoODUalU9OrVK0daWFgYKpWK4OBgAFavXs24ceMKVO//+qY1MTEx1x+8SqXi4MGDueYxMDDA3d2dBQsWFPr4T58+JSwsDAsLC4yNjfnss8+4efNmvmXGjh1L2bJlMTIyomjRojRs2JD9+/cX6HirVq3C19cXMzMzjI2NqVixIpGRkdy7d6/AbX6T7/ND2759O82aNcPCwgJDQ0PKlSvHwIED+fvvv9/pcVQqFWvXrn2ndQohhBD/dAcPHuT69evKtnnzZgDatm0LZAUVTZo0oXHjxhw4cICDBw/Sp08fihR5/W3uwYMHmT9/PhUrVsyR1rlzZ5KSkli3bh1//PEHn376KYGBgRw9ehSABQsWcPjwYfbu3UuPHj3o2LEjarUagEuXLrFw4UKioqLe1WX4R/jgPRalSpVi2bJlGlHl06dPSUhIoHTp0sq+YsWKYWJi8s6Oq1aref78+Tupq1atWho/+OvXr9OtWzccHBzw9PTUyJuUlMT169c5ffo0PXv25IsvvmDr1q2FOv6AAQP4+eefWblyJTt27ODatWt8+umn+ZYpU6YM0dHR/PHHH+zatQt7e3saN27M7du38y03YsQI2rVrR7Vq1fj11185efIk06ZN4/jx4yxdurTAbX7X3+f7Mn/+fBo2bIi1tTWrVq3i9OnTzJs3j9TUVKZNm/ahmyeEEEL861laWmJtba1s69evx8nJCR8fHyDrPig8PJxhw4bh7u6Oq6srgYGB6Onp5VtvWloaQUFBLFy4kKJFi+ZI37NnD3379qV69eo4OjoycuRIzM3NOXz4MABnzpyhZcuWuLu7ExYWxu3bt7lz5w4AX3zxBZMnT8bU1PQdX42P2wcPLKpUqUKpUqVYvXq1sm/16tWULl2aypUrK/te7YWYM2cOLi4u6OvrU6JECdq0aQNk9YLs2LGDmTNnKr0Dly9fVnoMfv31V6pWrYqenh67du3iwoULtGrVihIlSmBsbEy1atVydGW9jq6ursYP3sLCgp9++omQkBBUKpVGXisrK6ytrXFwcCA8PBwHBweOHDmSa72ZmZmULFmSuXPnauw/evQoRYoU4cqVK6SmphITE8M333xD/fr1qVq1KrGxsezZs4d9+/bl2eaOHTvSsGFDHB0dcXd355tvvuHBgwecOHEizzIHDhxgwoQJTJs2ja+//ppatWphb29Po0aNWLVqFV26dNHIv3TpUuzt7TEzM6N9+/Y8fPhQSXv1+7S3t2fChAmEhoZiYmJC6dKlc/TmXL16lcDAQMzNzSlWrBitWrXi8uXLSnpiYiLVq1fHyMgIc3NzvL29uXLlipL+008/UaVKFfT19XF0dCQiIiLf4PKvv/4iPDyc8PBwFi9ejK+vL/b29tStW5dFixYxevRojfybNm3Czc0NY2NjmjRpwvXr15W0gwcP0qhRI4oXL46ZmRk+Pj4a37u9vT0AAQEBqFQq5bMQQggh/s+zZ8/4/vvvCQ0NRaVScevWLfbv34+VlRW1atWiRIkS+Pj4sGvXrtfWFRYWhr+/Pw0bNsw1vVatWixfvpx79+6RmZnJsmXLePr0Kb6+vgB4eHiwa9cunjx5wqZNm7CxsaF48eLEx8ejr69PQEDAuzz1f4QPHlgAhIaGEhsbq3xevHgxISEheeY/dOgQ4eHhREZGkpSUxMaNG6lbty4AM2fOpGbNmnTv3l3pPShVqpRSdtiwYUyaNIkzZ85QsWJF0tLSaNasGVu3buXo0aM0adKEFi1akJyc/Nbns27dOu7evZvvOajVajZu3EhycjJeXl655ilSpAgdOnQgISFBY398fDze3t7Y2dlx+PBhMjIyNP4oypYtS+nSpdm7d2+B2vvs2TMWLFiAmZkZHh4eeeaLj4/H2NiY3r1755r+8jyDCxcusHbtWtavX8/69evZsWMHkyZNyrcd06ZNw9PTk6NHj9K7d2+++OILkpKSAMjIyMDPzw8TExN+//13du/erdzAP3v2jOfPn9O6dWt8fHw4ceKE0i2ZHdj9/vvvdO7cmX79+nH69Gnmz59PXFxcvl2UK1eu5NmzZwwZMuS15/v48WOmTp3K0qVL2blzJ8nJyQwaNEhJf/jwIV26dGHXrl3s27cPFxcXmjVrpgRb2UPmYmNjuX79uvJZCCGEEP9n7dq1pKSkKEPlL168CGQN8e7evTsbN26kSpUqNGjQgHPnzuVZz7Jlyzhy5AgTJ07MM8+KFSvIyMjAwsICPT09evbsyZo1a3B2dgay7l89PDwoV64cUVFRrFixgvv37zN69Ghmz57NyJEjcXZ2xs/P750Pn/5YfRQvyPv8888ZPny48nR59+7dLFu2jMTExFzzJycnY2RkRPPmzTExMcHOzk7p3TAzM0NXVxdDQ0Osra1zlI2MjKRRo0bK52LFimncTI8bN441a9awbt06+vTp81bnExMTg5+fHyVLlsyRlr0vPT2dzMxMIiMjlaAoN0FBQUybNo3k5GRKly6tRMwjR44EsiYW6erq5pg8XKJECW7cuJFvO9evX0/79u15/PgxNjY2bN68meLFi+eZ/9y5czg6OqKjo5NvvZDV2xIXF6cMd+rUqRNbt27N90a+WbNmStAydOhQpk+fzvbt23F1dWX58uVkZmayaNEiJViIjY3F3NycxMREPD09SU1NpXnz5jg5OQHg5uam1B0REcGwYcOUXhVHR0fGjRvHkCFDGDMm9xfznDt3DlNTU2xsbF57vhkZGcybN085dp8+fYiMjFTS69evr5F/wYIFmJubs2PHDpo3b46lpSWQFazk9rt9WXp6Ounp6crnBw8evLZ9QgghxL9BTEwMTZs2xdbWFsi63wDo2bOn8kC3cuXKbN26lcWLF+caOFy9epV+/fqxefNm9PXzfrHsqFGjSElJYcuWLRQvXpy1a9cSGBjI77//ToUKFdDR0eHbb7/VKBMSEkJ4eDhHjx5l7dq1HD9+nClTphAeHq4x8fvf6qPosbC0tMTf35+4uDhiY2Px9/fP9wa3UaNG2NnZ4ejoSKdOnYiPj+fx48cFOtarcx7S0tIYNGgQbm5umJubY2xszJkzZ/LssejVqxfGxsbK9qq//vqLTZs20bVr11zL//777xw7doxjx46xaNEiJkyYoAx1yu4RyN5+//13KlWqhJubm9JrsWPHDm7duqVMWCqMevXqcezYMfbs2UOTJk0IDAzk1q1bADRt2lRph7u7O4AyIakg7O3tNeZQ2NjYKHXn5eWJUyqVCmtra6XM8ePHOX/+PCYmJkq7ihUrxtOnT7lw4QLFihUjODgYPz8/WrRowcyZMzWGIh0/fpzIyEiN65vdq/X48eNcv1e1Wp1jKFteDA0NlaAit/O9efMm3bt3x8XFBTMzM0xNTUlLS3urnrGJEydiZmambC/3yAkhhBD/VleuXGHLli1069ZN2Zf98K9cuXIaed3c3PL8b+zhw4e5desWVapUQVtbG21tbXbs2MGsWbPQ1tbmxYsXXLhwgejoaBYvXkyDBg3w8PBgzJgxeHp65ggmsm3fvp1Tp07Rp08fEhMTadasGUZGRgQGBub5sPzf5qPosYCs7qTsHoK8vrBsJiYmHDlyhMTERH777TdGjx7N2LFjOXjw4GuX/TQyMtL4PGjQIDZv3szUqVNxdnbGwMCANm3a8OzZs1zLR0ZGagxxeVVsbCwWFha0bNky13QHBwelje7u7uzfv5+oqCi++OILWrZsqTEs6pNPPgGyei0SEhIYNmwYCQkJNGnSBAsLCwCsra159uwZKSkpGud+8+bN1z75NjIywtnZGWdnZ2rUqIGLiwsxMTEMHz6cRYsWKRPqs3soypQpw65du8jIyHhtr8Wr6SqVSnmq8DZl0tLSqFq1KvHx8TnKZT/tj42NJTw8nI0bN7J8+XJGjhzJ5s2bqVGjBmlpaUREROQ6qV1fXz/X77VMmTKkpqZy/fr11/Za5Nb2lwOxLl26cPfuXWbOnImdnR16enrUrFkzz99ZfoYPH86XX36pfH7w4IEEF0IIIf71YmNjsbKywt/fX9lnb2+Pra2tMnQ629mzZ2natGmu9TRo0IA//vhDY19ISAhly5Zl6NChaGlpKQ+sX11ZSktLK9f7mewVOuPj49HS0uLFixfKfUBGRgYvXrx48xP+B/ooeiwAZax89lj619HW1qZhw4ZMmTKFEydOcPnyZbZt2wZkTaYu6Be4e/dugoODCQgIoEKFClhbW2tMCH6VlZWVcjOePcYum1qtJjY2ls6dOxdouBBk/UCzb+BNTEw06jYwMACyJlqfPHmSw4cP8+OPPxIUFKSUr1q1Kjo6OhorSyUlJZGcnEzNmjUL1IZsmZmZyhCbTz75RGmHnZ2d0o60tDTmzJmTa/mUlJQ3Ot6bqFKlCufOnctx/Z2dnTEzM1PyVa5cmeHDh7Nnzx7Kly+v9PRUqVKFpKSkHGWdnZ0pUqRIrt9rmzZt0NXVZcqUKYU+3927dxMeHk6zZs1wd3dHT09PWTkim46OToF+t3p6epiammpsQgghxL9ZZmYmsbGxdOnSBW3t/3surlKpGDx4MLNmzeLHH3/k/PnzjBo1ij///FNj9EiDBg2Ijo4Gsu63ypcvr7EZGRlhYWFB+fLlgaz5qs7OzvTs2ZMDBw5w4cIFpk2bxubNm2ndunWO9o0bN45mzZopQ/O9vb1ZvXo1J06cIDo6Gm9v7/d4dT4eH02PhZaWFmfOnFH+nZ/169dz8eJF6tatS9GiRdmwYQOZmZm4uroCWdHr/v37uXz5sjJkJi8uLi6sXr2aFi1aoFKpGDVq1GufrOdl27ZtXLp0SaOL7lW3bt3i6dOnpKenc+DAAZYuXaqsaJUXe3t7atWqRdeuXXnx4oVGb4iZmRldu3blyy+/pFixYpiamtK3b19q1qxJjRo1lHxly5Zl4sSJBAQE8OjRI6KiomjZsiU2NjbcuXOHb7/9lr///jvfIVZeXl4MGTJEeYdDQEAAtra2nD9/nnnz5lG7dm369ev3Bles4IKCgvj6669p1aoVkZGRlCxZkitXrrB69WqGDBlCRkYGCxYsoGXLlsqTi3PnztG5c2cARo8eTfPmzSldujRt2rShSJEiHD9+nJMnTzJ+/Phcj1mqVCmmT59Onz59ePDgAZ07d8be3p6//vqL7777DmNj4wIvOevi4sLSpUvx9PTkwYMHDB48WAkcs9nb27N161a8vb3R09PLdek7IYQQ4r9oy5YtJCcnExoamiOtf//+PH36lAEDBnDv3j08PDzYvHmzxhDlCxcu5Higlx8dHR02bNjAsGHDaNGiBWlpaTg7O7NkyRKaNWumkffkyZOsWLGCY8eOKfvatGlDYmIiderUwdXVNcdCPP9WH01gART4yau5uTmrV69m7NixPH36FBcXF3744QdlLsCgQYPo0qUL5cqV48mTJ1y6dCnPur755htCQ0OpVasWxYsXZ+jQoW89GTYmJoZatWpRtmzZPPNkBz/a2tqUKlWKnj17Mnbs2NfWHRQURO/evencuXOOG9Lp06dTpEgRPvvsM9LT0/Hz88vRq5CUlERqaiqQFbj9+eefLFmyhDt37mBhYUG1atX4/ffflWuYl8mTJ1O1alW+/fZb5s2bR2ZmJk5OTrRp0ybHcrPvkqGhITt37mTo0KF8+umnPHz4kE8++YQGDRpgamrKkydPlHO6e/cuNjY2hIWF0bNnTwD8/PxYv349kZGRTJ48GR0dHcqWLZtvEAjQu3dvypQpw9SpUwkICODJkyfY29vTvHlzjeFIrxMTE0OPHj2U5ZUnTJiQY+jVtGnT+PLLL1m4cCGffPJJvj1nQgghxH9J48aN853rOWzYMIYNG5Zn+uv+m5rbHAgXF5cCTbguX758jhWoihQpwpw5c/Ic5fFvpVK/yYxcIcRH58GDB5iZmdGgxTC0dfJe3UIIIYT4GG1clfvqjOLjkH2fkZqa+tpOgI9mjoUQQgghhBDin0sCCyGEEEIIIUShSWAhhBBCCCGEKDQJLIQQQgghhBCF9lGtCiWEeHurvx8u77QQQgghxAcjPRZCCCGEEEKIQpPAQgghhBBCCFFoElgIIYQQQgghCk0CCyGEEEIIIUShyeRtIf4lmvWejLauvHlbCCHEv0Pi4lEfugniDUmPhRBCCCGEEKLQJLAQQgghhBBCFJoEFkIIIYQQQohCk8BCCCGEEEL849jb26NSqXJsYWFhXL58Odc0lUrFypUrC1R/r169UKlUzJgxQ2P/kSNHaNSoEebm5lhYWNCjRw/S0tKU9Hv37tGiRQuMjY2pXLkyR48e1SgfFhbGtGnTCn3+HyMJLIQQQgghxD/OwYMHuX79urJt3rwZgLZt21KqVCmNtOvXrxMREYGxsTFNmzZ9bd1r1qxh37592Nraauy/du0aDRs2xNnZmf3797Nx40ZOnTpFcHCwkicqKoqHDx9y5MgRfH196d69u5K2b98+9u/fT//+/d/JNfjYSGDxD3D16lVCQ0OxtbVFV1cXOzs7+vXrx927dz9Ym44fP06HDh0oVaoUBgYGuLm5MXPmzNeW8/X1zfXpgb+/f555SpQoQdu2bbly5Uq+dScmJqJSqUhJSSns6QEwduxYKlWq9E7qKgh7e/scT0WEEEIIkTtLS0usra2Vbf369Tg5OeHj44OWlpZGmrW1NWvWrCEwMBBjY+N86/3777/p27cv8fHx6OjoaKStX78eHR0dvv32W1xdXalWrRrz5s1j1apVnD9/HoAzZ87Qvn17ypQpQ48ePThz5gwAGRkZ9OrVi3nz5qGlpfV+LsoHJoHFR+7ixYt4enpy7tw5fvjhB86fP8+8efPYunUrNWvW5N69ex+kXYcPH8bKyorvv/+eU6dOMWLECIYPH050dHS+5VavXq3x9ODkyZNoaWnRtm1bjXzdu3fn+vXrXLt2jZ9++omrV6/y+eefv89TemsZGRkfuglCCCHEf9qzZ8/4/vvvCQ0NRaVS5Ug/fPgwx44do2vXrvnWk5mZSadOnRg8eDDu7u450tPT09HV1aVIkf+7hTYwMABg165dAHh4eLBt2zaeP3/Opk2bqFixIgBTpkzB19cXT0/Ptz7Pj50EFh+5sLAwdHV1+e233/Dx8aF06dI0bdqULVu28PfffzNixAiio6MpX768Umbt2rWoVCrmzZun7GvYsCEjR45UPv/0009UqVIFfX19HB0diYiI4Pnz50q6SqVi0aJFBAQEYGhoiIuLC+vWrVPSQ0NDmTlzJj4+Pjg6OvL5558TEhLC6tWr8z2fYsWKaTw92Lx5M4aGhjkCC0NDQ6ytrbGxsaFGjRr06dOHI0eOvNG1i4uLw9zcnE2bNuHm5oaxsTFNmjTh+vXrSp7ExESqV6+OkZER5ubmeHt7c+XKFeLi4oiIiOD48eNKz0lcXJxybebOnUvLli0xMjIiKipKOdbLsr+Hl/38889Uq1YNfX19ihcvTkBAAJDVS3PlyhUGDBigHE8IIYQQBbN27VpSUlI0hiS9LCYmBjc3N2rVqpVvPZMnT0ZbW5vw8PBc0+vXr8+NGzf4+uuvefbsGffv32fYsGEAyv3FsGHD0NbWxsnJiTVr1hATE8O5c+dYsmQJo0aNolevXjg6OhIYGEhqaurbn/RHSAKLj9i9e/fYtGkTvXv3VqLhbNbW1gQFBbF8+XJ8fHw4ffo0t2/fBmDHjh0UL16cxMREIOuJ+t69e/H19QXg999/p3PnzvTr14/Tp08zf/584uLiiIqK0jhGREQEgYGBnDhxgmbNmhEUFJRvD0lqairFihV7o3OMiYmhffv2GBkZ5XsdVqxYgZeX1xvVDfD48WOmTp3K0qVL2blzJ8nJyQwaNAiA58+f07p1a3x8fDhx4gR79+6lR48eqFQq2rVrx8CBA3F3d1d6V9q1a6fUO3bsWAICAvjjjz8IDQ0tUFt++eUXAgICaNasGUePHmXr1q1Ur14dyOrJKVmyJJGRkcrx8pKens6DBw80NiGEEOK/LCYmhqZNm+aYEwHw5MkTEhISXttbcfjwYWbOnElcXFyeD/jc3d1ZsmQJ06ZNUx6COjg4UKJECaUXw8zMjISEBK5cucKOHTsoV64cPXv25OuvvyY+Pp6LFy+SlJSEoaEhkZGRhT/5j4gEFh+xc+fOoVarcXNzyzXdzc2N+/fvY2VlRbFixdixYweQ9RR+4MCByucDBw6QkZGhROkREREMGzaMLl264OjoSKNGjRg3bhzz58/XqD84OJgOHTrg7OzMhAkTSEtL48CBA7m2Zc+ePSxfvpwePXoU+PwOHDjAyZMn6datW460OXPmYGxsjJGRERYWFiQlJbF48eIC150tIyODefPm4enpSZUqVejTpw9bt24F4MGDB6SmptK8eXOcnJxwc3OjS5culC5dGgMDA4yNjdHW1lZ6V14O7jp27EhISAiOjo6ULl26QG2Jioqiffv2RERE4ObmhoeHB8OHDweyenK0tLQwMTFRjpeXiRMnYmZmpmylSpV64+sihBBC/FtcuXKFLVu25Ho/AfDjjz/y+PFjOnfunG89v//+O7du3aJ06dJoa2ujra3NlStXGDhwIPb29kq+jh07cuPGDf7++2/u3r3L2LFjuX37No6OjrnWGxsbi7m5Oa1atSIxMZHWrVujo6ND27ZtlYfA/xYSWPwDqNXqfNP19PSoW7cuiYmJpKSkcPr0aXr37k16ejp//vknO3bsoFq1ahgaGgJZE68jIyMxNjZWtuw5DY8fP1bqzR4TCGBkZISpqSm3bt3KcfyTJ0/SqlUrxowZQ+PGjQFITk7WqH/ChAk5ysXExFChQgXlqf3LgoKCOHbsGMePH2fXrl04OzvTuHFjHj58CGQ9MciuO7/VHQwNDXFyclI+29jYKOdQrFgxgoOD8fPzo0WLFsycOTPfnoKXvc34yGPHjtGgQYM3Lveq4cOHk5qaqmxXr14tdJ1CCCHEP1VsbCxWVlYaC8G8LCYmhpYtW2JpaZlvPZ06deLEiRMcO3ZM2WxtbRk8eDCbNm3Kkb9EiRIYGxuzfPly9PX1adSoUY48t2/fJjIyktmzZwPw4sULZW5mRkYGL168eNPT/ahpf+gGiLw5OzujUqk4c+aMMhb/ZWfOnMHS0hJzc3N8fX1ZsGABv//+O5UrV8bU1FQJNnbs2IGPj49SLi0tjYiICD799NMcderr6yv/fnUlBJVKRWZmpsa+06dP06BBA3r06KExh8PW1pZjx44pn18dIvXo0SOWLVuWZxegmZkZzs7OynWIiYnBxsaG5cuX061bNzZs2KD8Yb46TOxluZ3Dy4FabGws4eHhbNy4keXLlzNy5Eg2b95MjRo18qwTyDF0q0iRIjkCwFcndefXzjehp6eHnp7eO6lLCCGE+CfLzMwkNjaWLl26oK2d87b2/Pnz7Ny5kw0bNuRavmzZskycOJGAgAAsLCywsLDQSNfR0cHa2hpXV1dlX3R0NLVq1cLY2JjNmzczePBgJk2alGOuJUD//v0ZOHAgn3zyCQDe3t4sXbqUxo0bs2DBAry9vQtx9h8f6bH4iFlYWNCoUSPmzJnDkydPNNJu3LhBfHy8Mkkpe57FypUrlbkUvr6+bNmyhd27dyv7AKpUqUJSUhLOzs45tpdXOXidU6dOUa9ePbp06ZJjfoa2trZGva8GFitXriQ9Pb3AKz1lL8uWfR3s7OyUurP/WN9W5cqVGT58OHv27KF8+fIkJCQAoKurW+AnCZaWljx8+JBHjx4p+14OrCCrByh7GFZu3uR4QgghhIAtW7aQnJyc53zHxYsXU7JkSWVExauSkpLeeAL1gQMHaNSoERUqVGDBggXMnz8/18nemzZt4vz58/Tu3VvZ16dPHxwdHfHy8uLZs2eMGTPmjY79sZMei49cdlTs5+fH+PHjcXBw4NSpUwwePJgyZcowevRoIOumtWjRoiQkJLB+/XogK7AYNGgQKpVKIyIePXo0zZs3p3Tp0rRp04YiRYpw/PhxTp48yfjx4wvUrpMnT1K/fn38/Pz48ssvuXHjBpAVALyuqxGyuiVbt26d48lAtsePHyt13rx5k3HjxqGvr5/n/zG8jUuXLrFgwQJatmyJra0tSUlJnDt3ThmDaW9vz6VLlzh27BglS5bExMQkz54CLy8vDA0N+eqrrwgPD2f//v3KKlLZxowZQ4MGDXBycqJ9+/Y8f/6cDRs2MHToUOV4O3fupH379ujp6VG8ePF3dq5CCCHEv1Hjxo3zHTI+YcKEXIdjZ3vdcPPLly/n2Pfdd98VqG1+fn74+flp7DM0NGTFihUFKv9PJD0WHzkXFxcOHjyoLEtmZ2dH06ZNKVOmDLt371Ze8qJSqahTpw4qlYratWsDWcGGqakpnp6eGkN3/Pz8WL9+Pb/99hvVqlWjRo0aTJ8+HTs7uwK368cff+T27dt8//332NjYKFu1atVeWzYpKYldu3bluzrDwoULlTrr1avHnTt32LBhg0ZXZGEZGhry559/8tlnnykvsQkLC6Nnz54AfPbZZzRp0oR69ephaWnJDz/8kGddxYoV4/vvv2fDhg1UqFCBH374gbFjx2rk8fX1ZeXKlaxbt45KlSpRv359jcnwkZGRXL58GScnpwIFZ0IIIYQQHxOV+nWhmvjojBkzhm+++aZAcwHEv9+DBw8wMzPDO+grtHX1X19ACCGE+AdIXDzqQzdB8H/3GampqZiamuabV4ZC/QNFRERgb2/Pvn37qF69+hvNixBCCCGEEOJ9kMDiHyokJORDN0EIIYQQQgiFPOoWQgghhBBCFJr0WAjxL7FhztDXjn0UQgghhHhfpMdCCCGEEEIIUWgSWAghhBBCCCEKTQILIYQQQgghRKFJYCGEEEIIIYQoNJm8LcS/RIMhk9HWkxfkCSGE+G/ZO1NepPexkB4LIYQQQgghRKFJYCGEEEIIIYQoNAkshBBCCCGEEIUmgYUQQgghhPjXsre3R6VS5djCwsIAuHDhAgEBAVhaWmJqakpgYCA3b97Mt86JEydSrVo1TExMsLKyonXr1iQlJWnk8fX1zXHMXr16Ken37t2jRYsWGBsbU7lyZY4ePapRPiwsjGnTpr2jq/C/8a8OLFQqFWvXrv3QzfjPiYuLw9zcPN88wcHBtG7d+n/SnvctMTERlUpFSkrKh26KEEIIIV5x8OBBrl+/rmybN28GoG3btjx69IjGjRujUqnYtm0bu3fv5tmzZ7Ro0YLMzMw869yxYwdhYWHs27ePzZs3k5GRQePGjXn06JFGvu7du2sce8qUKUpaVFQUDx8+5MiRI/j6+tK9e3clbd++fezfv5/+/fu/24vxnv3jA4t/wg1qUlIS9erVo0SJEujr6+Po6MjIkSPJyMjIt1x4eDhVq1ZFT0+PSpUqFfh48fHxeHh4YGhoiI2NDaGhody9e1dJHzt2rEb0bGZmRp06ddixY0eB6t++fTvNmjXDwsICQ0NDypUrx8CBA/n7778L3MaZM2cSFxdX4Pwf0tGjR2nbtq3y/bm4uNC9e3fOnj37To9jb2/PjBkz3mmdQgghxH+dpaUl1tbWyrZ+/XqcnJzw8fFh9+7dXL58mbi4OCpUqECFChVYsmQJhw4dYtu2bXnWuXHjRoKDg3F3d8fDw4O4uDiSk5M5fPiwRj5DQ0ONY5uamippZ86coX379pQpU4YePXpw5swZADIyMujVqxfz5s1DS0vr/VyU9+QfH1j8E+jo6NC5c2d+++03kpKSmDFjBgsXLmTMmDGvLRsaGkq7du0KfKzdu3fTuXNnunbtyqlTp1i5ciUHDhzQiIIB3N3dleh57969uLi40Lx5c1JTU/Otf/78+TRs2BBra2tWrVrF6dOnmTdvHqmpqW/UXWdmZvbaXo2Pwfr166lRowbp6enEx8dz5swZvv/+e8zMzBg1Spa3E0IIIf5Jnj17xvfff09oaCgqlYr09HRUKhV6enpKHn19fYoUKcKuXbsKXG/2/VOxYsU09sfHx1O8eHHKly/P8OHDefz4sZLm4eHBtm3beP78OZs2baJixYoATJkyBV9fXzw9PQtzqh/EfyqwGDp0KGXKlMHQ0BBHR0dGjRql0WswduxYKlWqxOLFiyldujTGxsb07t2bFy9eMGXKFKytrbGysiIqKkqj3m+++YYKFSpgZGREqVKl6N27N2lpaUq6o6MjISEheHh4YGdnR8uWLQkKCuL333/Pt72zZs0iLCwMR0fHAp/j3r17sbe3Jzw8HAcHB2rXrk3Pnj05cOCARj5tbW0lei5XrhyRkZGkpaXl+xT+r7/+Ijw8nPDwcBYvXoyvry/29vbUrVuXRYsWMXr0aI38mzZtws3NDWNjY5o0acL169eVtFd7mnx9fQkPD2fIkCEUK1YMa2trxo4dq1FfSkoK3bp1U8ZA1q9fn+PHjyvpx48fp169epiYmGBqakrVqlU5dOiQkr5r1y7q1KmDgYEBpUqVIjw8PEeX5cseP35MSEgIzZo1Y926dTRs2BAHBwe8vLyYOnUq8+fP18h/+PBhPD09MTQ0pFatWhpjLS9cuECrVq0oUaIExsbGVKtWjS1btmic/5UrVxgwYIDSkySEEEKId2vt2rWkpKQQHBwMQI0aNTAyMmLo0KE8fvyYR48eMWjQIF68eKFx35KfzMxM+vfvj7e3N+XLl1f2d+zYke+//57t27czfPhwli5dyueff66kDxs2DG1tbZycnFizZg0xMTGcO3eOJUuWMGrUKHr16oWjoyOBgYGvffD7sfhPBRYmJibExcVx+vRpZs6cycKFC5k+fbpGngsXLvDrr7+yceNGfvjhB2JiYvD39+evv/5ix44dTJ48mZEjR7J//36lTJEiRZg1axanTp1iyZIlbNu2jSFDhuTZjvPnz7Nx40Z8fHze+TnWrFmTq1evsmHDBtRqNTdv3uTHH3+kWbNmeZZJT08nNjYWc3NzXF1d88y3cuVKnj17lue5vdwD8fjxY6ZOncrSpUvZuXMnycnJDBo0KN+2L1myBCMjI/bv38+UKVOIjIxUxkFC1ljIW7du8euvv3L48GGqVKlCgwYNuHfvHgBBQUGULFmSgwcPcvjwYYYNG4aOjg6Q9b02adKEzz77jBMnTrB8+XJ27dpFnz598mzPpk2buHPnToHOF2DEiBFMmzaNQ4cOoa2tTWhoqJKWlpZGs2bN2Lp1K0ePHqVJkya0aNGC5ORkAFavXk3JkiWJjIxUepLykp6ezoMHDzQ2IYQQQrxeTEwMTZs2xdbWFsgaJrVy5Up+/vlnjI2NMTMzIyUlhSpVqlCkSMFuk8PCwjh58iTLli3T2N+jRw/8/PyoUKECQUFBfPfdd6xZs4YLFy4AWaM3EhISuHLlCjt27KBcuXL07NmTr7/+mvj4eC5evEhSUhKGhoZERka+2wvxnvyn3rw9cuRI5d/29vYMGjSIZcuWadw4ZmZmsnjxYkxMTChXrhz16tUjKSmJDRs2UKRIEVxdXZk8eTLbt2/Hy8sLQGNijb29PePHj6dXr17MmTNH4/i1atXiyJEjpKen06NHj/fyI/H29iY+Pp527drx9OlTnj9/TosWLfj222818v3xxx8YGxsDWUGAiYkJy5cv1xj796pz585hamqKjY3Na9uRkZHBvHnzcHJyAqBPnz6vPd+KFSsqw8NcXFyIjo5m69atNGrUiF27dnHgwAFu3bqldFdOnTqVtWvX8uOPP9KjRw+Sk5MZPHgwZcuWVerINnHiRIKCgpTvysXFhVmzZuHj48PcuXPR18/5xupz584BKPW9TlRUlBIsDhs2DH9/f54+fYq+vj4eHh54eHgoeceNG8eaNWtYt24dffr0oVixYmhpaWFiYoK1tXW+x5k4cSIREREFapMQQgghsly5coUtW7awevVqjf2NGzfmwoUL3LlzB21tbczNzbG2ti7QiJE+ffqwfv16du7cScmSJfPNm33feP78eeX+6GXZD3lbtWrFp59+SuvWrdHR0aFt27Y5RoV8rP5TPRbLly/H29sba2trjI2NGTlypPLEOJu9vT0mJibK5xIlSlCuXDmNqLVEiRLcunVL+bxlyxYaNGjAJ598gomJCZ06deLu3bsa4+iyj3/kyBESEhL45ZdfmDp1aqHOx9jYWNmyly87ffo0/fr1Y/To0Rw+fJiNGzdy+fJljeXNAFxdXTl27BjHjh3j8OHDfPHFF7Rt21YZOtSrVy+N+gHUanWBh+gYGhpq/NHY2NhoXLPcZI8tzK3M8ePHSUtLw8LCQqNdly5dUiL/L7/8km7dutGwYUMmTZqk7M8uHxcXp1HWz8+PzMxMLl26xIQJEzTSkpOTUavVBTrX3NqfHXxltz8tLY1Bgwbh5uaGubk5xsbGnDlzJsfvryCGDx9Oamqqsl29evWN6xBCCCH+a2JjY7GyssLf3z/X9OLFi2Nubs62bdu4desWLVu2zLMutVpNnz59WLNmDdu2bcPBweG1xz927BhArg9ob9++TWRkJLNnzwbgxYsXynD9jIwMXrx48dr6Pwb/mR6LvXv3EhQUREREBH5+fpiZmbFs2bIcE46zh85kU6lUue7LXoLs8uXLNG/enC+++IKoqCiKFSvGrl276Nq1K8+ePcPQ0FApV6pUKQDKlSvHixcv6NGjBwMHDnzrGf/ZP1BA6WmYOHEi3t7eDB48GMi62TUyMqJOnTqMHz9e+THr6uri7OyslK9cuTJr165lxowZfP/990RGRuYYulSmTBlSU1O5fv36a3stcrtmr7tRz+86p6WlYWNjQ2JiYo5y2UOSxo4dS8eOHfnll1/49ddfGTNmDMuWLSMgIIC0tDR69uxJeHh4jvKlS5emV69eBAYGKvtsbW0pU6YMAH/++Sc1a9bMt+2vtj87AMtu/6BBg9i8eTNTp07F2dkZAwMD2rRpw7Nnz15b76v09PQ0JpkJIYQQIn+ZmZnExsbSpUsXtLU1b39jY2Nxc3PD0tKSvXv30q9fPwYMGKAxPLxBgwYEBAQoQ6jDwsJISEjgp59+wsTEhBs3bgBZw5sMDAy4cOECCQkJyiqaJ06cYMCAAdStWzfHg1TIGv0ycOBAPvnkEyBrBMrSpUtp3LgxCxYswNvb+31dmnfqPxNY7NmzBzs7O0aMGKHsu3LlSqHrPXz4MJmZmUybNk3p1VixYsVry2VmZpKRkUFmZuZbBxYvBwbZHj9+nOMPJrv+193Ya2lp8eTJEwCsrKywsrLSSG/Tpg3Dhg1jypQpOeamQNbk6ve10lOVKlW4ceMG2tra2Nvb55mvTJkylClThgEDBtChQwdiY2MJCAigSpUqnD59OtdrBlmrOLy6kkPjxo0pXrw4U6ZMYc2aNTnKvMn57t69m+DgYAICAoCsQOny5csaeXR1df8xTySEEEKIf5ItW7aQnJysMf8xW1JSEsOHD+fevXvY29szYsQIBgwYoJEne6hUtrlz5wJZi6+8LDY2luDgYHR1ddmyZQszZszg0aNHlCpVis8++0xjWH62TZs2cf78eZYuXars69OnD4cOHcLLy4vq1asXaCXRj8G/IrBITU3VeHoPYGFhofHZxcWF5ORkli1bRrVq1fjll19yvVl8U87OzmRkZDB79mxatGjB7t27mTdvnkae+Ph4dHR0qFChAnp6ehw6dIjhw4fTrl075Sn3mjVrGD58OH/++adS7vz586SlpXHjxg2ePHminGO5cuXQ1dXNtT0tWrSge/fuzJ07Fz8/P65fv07//v2pXr26MlEJ4Pnz50p0/fDhQ5YvX87p06cZOnRonudaqlQppk+fTp8+fXjw4AGdO3fG3t6ev/76i++++w5jY+P39obIhg0bUrNmTVq3bs2UKVMoU6YM165d45dffiEgIAB3d3cGDx5MmzZtcHBw4K+//uLgwYN89tlnQNaKYDVq1KBPnz5069YNIyMjTp8+zebNm4mOjs71mEZGRixatIi2bdvSsmVLwsPDcXZ25s6dO6xYsUL5PRWEi4sLq1evpkWLFqhUKkaNGpXjxTv29vbs3LmT9u3bo6enR/HixQt30YQQQggBZD0szOsB66RJk5g0aVK+5V99GPi6h7WlSpUq8PvB/Pz88PPz09hnaGhYoAfVH5t/RWCRmJhI5cqVNfZ17dpV43PLli0ZMGAAffr0IT09HX9/f0aNGpVjSdM35eHhwTfffMPkyZMZPnw4devWZeLEiXTu3FnJo62tzeTJkzl79ixqtRo7Ozv69OmjEQ2npqbmeBV8t27dNH6U2ed46dKlPJ/aBwcH8/DhQ6Kjoxk4cCDm5ubUr1+fyZMna+Q7deqUMpwpez7E3LlzNdqdm969e1OmTBmmTp1KQEAAT548wd7enubNm/Pll1++/oK9JZVKxYYNGxgxYgQhISHcvn0ba2tr6tatS4kSJdDS0uLu3bt07tyZmzdvUrx4cT799FNlknPFihXZsWMHI0aMoE6dOqjVapycnF77jpBWrVqxZ88eJk6cSMeOHXnw4AGlSpWifv36jB8/vsDt/+abbwgNDaVWrVoUL16coUOH5ljNKTIykp49e+Lk5ER6evobz/EQQgghhPiQVGq5exHiH+3BgweYmZnh2fMrtPVyrm4lhBBC/JvtnSkvrH2fsu8zUlNT8109FP5jq0IJIYQQQggh3g8JLIQQQgghhBCFJoGFEEIIIYQQotAksBBCCCGEEEIU2r9iVSghBGydMvS1k6qEEEIIId4X6bEQQgghhBBCFJoEFkIIIYQQQohCk8BCCCGEEEIIUWgSWAghhBBCCCEKTSZvC/EvUWf8RLTkzdtCCCGEhiPjxnzoJvxnSI+FEEIIIYQQotAksBBCCCGEEEIUmgQWQgghhBBCiEL7xwYWKpWKtWvXfuhmiFz4+vrSv3//fPP8m76/4OBgWrdu/aGbIYQQQoi38OLFC0aNGoWDgwMGBgY4OTkxbtw41Gq1kketVjN69GhsbGwwMDCgYcOGnDt3Lt967e3tUalUObawsDAALl++nGu6SqVi5cqVANy7d48WLVpgbGxM5cqVOXr0qMYxwsLCmDZt2ju+Im+vwIHFrFmzCry9K/+EG7akpCTq1atHiRIl0NfXx9HRkZEjR5KRkZFvufDwcKpWrYqenh6VKlUq0LGCg4Nz/fG5u7tr5Pv222+xt7dHX18fLy8vDhw4oJH+8g9dS0sLW1tbunbtyv3791/bhmfPnjFlyhQ8PDwwNDSkePHieHt7Exsb+9pzftn169dp2rRpgfN/KGq1mgULFuDl5YWxsTHm5uZ4enoyY8YMHj9+/M6Ok5iYiEqlIiUl5Z3VKYQQQojXmzx5MnPnziU6OpozZ84wefJkpkyZwuzZs5U8U6ZMYdasWcybN4/9+/djZGSEn58fT58+zbPegwcPcv36dWXbvHkzAG3btgWgVKlSGunXr18nIiICY2Nj5R4pKiqKhw8fcuTIEXx9fenevbtS/759+9i/f/9rH+b+LxV4Vajp06cXKJ9KpSI8PPytG/RPo6OjQ+fOnalSpQrm5uYcP36c7t27k5mZyYQJE/ItGxoayv79+zlx4kSBjjVz5kwmTZqkfH7+/DkeHh7KDxRg+fLlfPnll8ybNw8vLy9mzJiBn58fSUlJWFlZKfkiIyPp3r07L1684OzZs/To0YPw8HCWLl2a5/GfPXuGn58fx48fZ9y4cXh7e2Nqasq+ffuYOnUqlStXLnCQZG1tXaB8H1qnTp1YvXo1I0eOJDo6GktLS44fP86MGTOwt7f/6ANfIYQQQuRvz549tGrVCn9/fyDrAewPP/ygPJhVq9XMmDGDkSNH0qpVKwC+++47SpQowdq1a2nfvn2u9VpaWmp8njRpEk5OTvj4+ACgpaWV435ozZo1BAYGYmxsDMCZM2do3749ZcqUoUePHixYsACAjIwMevXqxaJFi9DS0npHV6LwCtxjcenSpQJtFy9efJ/tzdPQoUMpU6YMhoaGODo6MmrUKI0n6GPHjqVSpUosXryY0qVLY2xsTO/evXnx4gVTpkzB2toaKysroqKiNOr95ptvqFChAkZGRpQqVYrevXuTlpampDs6OhISEoKHhwd2dna0bNmSoKAgfv/993zbO2vWLMLCwnB0dCzwOZqZmWFtba1shw4d4v79+4SEhGi0t3v37oSEhFCuXDnmzZuHoaEhixcv1qjLxMQEa2trPvnkE+rVq0eXLl04cuRIvsefMWMGO3fuZOvWrYSFhVGpUiUcHR3p2LEj+/fvx8XFRcmbmZnJkCFDKFasGNbW1owdO1ajrpeHQmV3Ba5evZp69ephaGiIh4cHe/fu1Siza9cu6tSpg4GBAaVKlSI8PJxHjx4p6XPmzMHFxQV9fX1KlChBmzZtNNozceJEpZvTw8ODH3/8Md/zXbFiBfHx8fzwww989dVXVKtWDXt7e1q1asW2bduoV6+eRv6pU6diY2ODhYUFYWFhGr+/pUuX4unpqVz3jh07cuvWLeX8s+sqWrQoKpWK4ODgfNsmhBBCiHejVq1abN26lbNnzwJw/Phxdu3apfQaXLp0iRs3btCwYUOljJmZGV5eXjnuVfLy7Nkzvv/+e0JDQ1GpVLnmOXz4MMeOHaNr167KPg8PD7Zt28bz58/ZtGkTFStWBLJ6UHx9ffH09Hyrc35fCjXH4tmzZyQlJfH8+fN31Z63ZmJiQlxcHKdPn2bmzJksXLgwRy/LhQsX+PXXX9m4cSM//PADMTEx+Pv789dff7Fjxw4mT57MyJEj2b9/v1KmSJEizJo1i1OnTrFkyRK2bdvGkCFD8mzH+fPn2bhxoxKNvk8xMTE0bNgQOzs7IOv7OHz4sMYPv0iRIjRs2DDfH/7ff//Nzz//jJeXV77Hi4+Pp2HDhlSuXDlHmo6ODkZGRsrnJUuWYGRkxP79+5kyZQqRkZFKF2BeRowYwaBBgzh27BhlypShQ4cOym/rwoULNGnShM8++4wTJ06wfPlydu3aRZ8+fQA4dOgQ4eHhREZGkpSUxMaNG6lbt65S98SJE/nuu++YN28ep06dYsCAAXz++efs2LEj3/N1dXVVnk68TKVSYWZmpnzevn07Fy5cYPv27SxZsoS4uDji4uKU9IyMDMaNG8fx48dZu3Ytly9fVoKHUqVKsWrVKiBraN3169eZOXNmvtdKCCGEEO/GsGHDaN++PWXLlkVHR4fKlSvTv39/goKCALhx4wYAJUqU0ChXokQJJe111q5dS0pKSr4PDmNiYnBzc6NWrVoabdPW1sbJyYk1a9YQExPDuXPnWLJkCaNGjaJXr144OjoSGBhIamrqG575u/dWL8h7/Pgxffv2ZcmSJQCcPXsWR0dH+vbtyyeffMKwYcPeaSMLYuTIkcq/7e3tGTRoEMuWLdMIAjIzM1m8eDEmJiaUK1eOevXqkZSUxIYNGyhSpAiurq5MnjyZ7du3KzfZL49bs7e3Z/z48fTq1Ys5c+ZoHL9WrVocOXKE9PR0evToQWRk5Hs932vXrvHrr7+SkJCg7Ltz5w4vXrzI9Yf/559/auwbOnQoI0eO5MWLFzx9+hQvLy+++eabfI957tw5fH19C9S+ihUrMmZM1gtpXFxciI6OZuvWrTRq1CjPMoMGDVK6ISMiInB3d+f8+fOULVuWiRMnEhQUpHwfLi4uzJo1Cx8fH+bOnUtycjJGRkY0b94cExMT7OzslAAoPT2dCRMmsGXLFmrWrAlk9TTt2rWL+fPn5xkEnjt3DldX1wKdb9GiRYmOjkZLS4uyZcvi7+/P1q1blbGQoaGhSl5HR0dmzZpFtWrVSEtLw9jYmGLFigFgZWWFubl5vsdKT08nPT1d+fzgwYMCtVEIIYQQOWWPUEhISMDd3Z1jx47Rv39/bG1t6dKlyzs5RkxMDE2bNsXW1jbX9CdPnpCQkMCoUaM09puZmWnc6wHUr1+fr7/+mvj4eC5evEhSUhLdu3cnMjLyg0/kfqsei+HDh3P8+HESExPR1/+/N/02bNiQ5cuXv7PGvYnly5fj7e2NtbU1xsbGjBw5kuTkZI089vb2mJiYKJ9LlChBuXLlKFKkiMa+7CEqAFu2bKFBgwZ88sknmJiY0KlTJ+7evZtj4u7y5cs5cuQICQkJ/PLLL0ydOrVQ52NsbKxsvXr1ypG+ZMkSzM3N33qM/+DBgzl27BgnTpxg69atAPj7+/PixYs8j//y6givk91Vl83Gxkbjur6ujI2NDYBS5vjx48TFxWm0y8/Pj8zMTC5dukSjRo2ws7PD0dGRTp06ER8fr3xH58+f5/HjxzRq1Eij/HfffceFCxcAcHd3V/Znd32+yfm6u7trjHF89XwPHz5MixYtKF26NCYmJkow8+pvtCAmTpyImZmZspUqVeqN6xBCCCFElsGDByu9FhUqVKBTp04MGDCAiRMnAv83L/TmzZsa5W7evFmgOaNXrlxhy5YtdOvWLc88P/74I48fP6Zz58751hUbG4u5uTmtWrUiMTGR1q1bo6OjQ9u2bUlMTHxtW963t+qxWLt2LcuXL6dGjRoa48Tc3d2VG7X/pb179xIUFERERAR+fn6YmZmxbNmyHFGbjo6OxmeVSpXrvszMTCBr7Hvz5s354osviIqKolixYuzatYuuXbvy7NkzDA0NlXLZN3flypXjxYsX9OjRg4EDB771hJpjx44p/zY1NdVIU6vVLF68mE6dOqGrq6vsL168OFpaWgX64RcvXhxnZ2cg6+n/jBkzqFmzJtu3b6dhw4a5Hr9MmTI5ej7ykt91LUiZ7N9Vdpm0tDR69uyZ68IApUuXRldXlyNHjpCYmMhvv/3G6NGjGTt2LAcPHlTmxPzyyy988sknGmX19PQA2LBhgzInwsDA4J2e76NHj/Dz88PPz4/4+HgsLS1JTk7Gz8+PZ8+eFaj+lw0fPpwvv/xS+fzgwQMJLoQQQoi39PjxY42HzJA1sTr7v+MODg5YW1uzdetWZZGaBw8esH//fr744ovX1h8bG4uVlZUyKiM3MTExtGzZMseE75fdvn2byMhIdu3aBWQtk5t975KRkaE8HP6Q3iqwuH37tsYKQ9kePXqU54SU92nPnj3Y2dkxYsQIZd+VK1cKXe/hw4fJzMxk2rRpyg9uxYoVry2XmZlJRkYGmZmZbx1YZN/052bHjh2cP39eY3IPgK6uLlWrVmXr1q1KT0ZmZiZbt25V5iLkJbudT548yfP4HTt25KuvvuLo0aM55llkZGTw7NkzjXkW71KVKlU4ffp0vtdFW1ubhg0b0rBhQ8aMGYO5uTnbtm2jUaNG6OnpkZycnOewp+x5Ki/r2LEj7du356effsoxz0KtVvPgwQONeRZ5+fPPP7l79y6TJk1SAoBDhw5p5MkOEAvyfwp6enpKQCSEEEKIwmnRogVRUVGULl0ad3d3jh49yjfffKMMY1apVPTv35/x48fj4uKCg4MDo0aNwtbWVmPkSIMGDQgICNC458rMzCQ2NpYuXbqgrZ37bff58+fZuXMnGzZsyLed/fv3Z+DAgcpDUm9vb5YuXUrjxo1ZsGAB3t7ehbwShfdWgYWnpye//PILffv2Bf7v6fKiRYuUMezvSmpqqsbTcwALCwuNzy4uLiQnJ7Ns2TKqVavGL7/8wpo1awp9bGdnZzIyMpg9ezYtWrRg9+7dzJs3TyNPfHw8Ojo6VKhQAT09PQ4dOsTw4cNp166d8hR7zZo1DB8+XOPp9/nz50lLS+PGjRs8efJEOcdy5cpp9ELkJiYmBi8vL8qXL58j7csvv6RLly54enpSvXp1ZsyYwaNHjzRWjgJ4+PAhN27cQK1Wc/XqVYYMGYKlpaXGhKFX9e/fn19++YUGDRowbtw4ateujYmJCYcOHWLy5MnExMQUeLnZNzV06FBq1KhBnz596NatG0ZGRpw+fZrNmzcTHR3N+vXruXjxInXr1qVo0aJs2LCBzMxMXF1dMTExYdCgQQwYMIDMzExq165Namoqu3fvxtTUNM/xk4GBgaxZs4YOHTowcuRIGjdujKWlJX/88QfTp0+nb9++BRqKlt2jMnv2bHr16sXJkycZN26cRh47OztUKhXr16+nWbNmGBgYKEvNCSGEEOL9mT17NqNGjaJ3797cunULW1tbevbsyejRo5U8Q4YM4dGjR/To0YOUlBRq167Nxo0bNaYEXLhwgTt37mjUvWXLFpKTkzXmWr5q8eLFlCxZksaNG+eZZ9OmTZw/f17jtQB9+vTh0KFDeHl5Ub16dWVu64f0VoHFhAkTaNq0KadPn+b58+fMnDmT06dPs2fPnnxX2XkbiYmJOZ6Ov/qkvmXLlgwYMIA+ffqQnp6Ov78/o0aNyrHE6Zvy8PDgm2++YfLkyQwfPpy6desyceJEjfFv2traTJ48mbNnz6JWq7Gzs6NPnz4MGDBAyZOamkpSUpJG3d26ddO4VtnneOnSJezt7fNsU2pqKqtWrcpz1aB27dpx+/ZtRo8ezY0bN6hUqRIbN27MMaF79OjRyh+MpaUl1apV47fffssRtL1MT0+PzZs3M336dObPn8+gQYMwNDTEzc2N8PDwXAOdd6VixYrs2LGDESNGUKdOHdRqNU5OTrRr1w4Ac3NzVq9ezdixY3n69CkuLi788MMPyssDx40bh6WlJRMnTuTixYuYm5tTpUoVvvrqqzyPqVKpSEhIYMGCBSxevJioqCi0tbVxcXGhc+fO+Pn5FajtlpaWxMXF8dVXXzFr1iyqVKnC1KlTadmypZLnk08+ISIigmHDhhESEkLnzp01VpUSQgghxPthYmLCjBkzmDFjRp55VCoVkZGR+S7Oc/ny5Rz7Gjdu/No5mxMmTHjtu8+yh1S/zNDQsEAjaf6XVOo3maH6kgsXLjBp0iSOHz9OWloaVapUYejQoVSoUOFdt1EIkY/sIVkVBw9DS0//9QWEEEKI/5Aj4z78k/x/suz7jNTU1Bzzfl/1Vj0WAE5OTixcuPBtiwshhBBCCCH+RQocWLzJWvmvi2aEEEIIIYQQ/y4FDizMzc0LvOLTx7DclRBCCCGEEOJ/p8CBxfbt25V/X758mWHDhhEcHKysArV3716WLFmivExECCGEEEII8d/xVpO3GzRoQLdu3ejQoYPG/uwVdD6GN/8J8V/xJpOqhBBCCCHexJvcZxTJNzUPe/fuxdPTM8d+T09PDhw48DZVCiGEEEIIIf7B3iqwKFWqVK4rQi1atEh5s7AQQgghhBDiv+OtlpudPn06n332Gb/++iteXl4AHDhwgHPnzrFq1ap32kAhhBBCCCHEx++teiyaNWvGuXPnaNGiBffu3ePevXu0aNGCs2fP0qxZs3fdRiGEEEIIIcRH7q3fvC2E+DhkT6pyjxyGlr7eh26OEEII8VE4Pnjsh27Cv8L/5M3bKSkpxMTEcObMGQDc3d0JDQ3FzMzsbasUQgghhBBC/EO91VCoQ4cO4eTkxPTp05WhUN988w1OTk4cOXLkXbdRCCGEEEII8ZF7qx6LAQMG0LJlSxYuXIi2dlYVz58/p1u3bvTv35+dO3e+00YKIYQQQgghPm5v3WMxdOhQJagA0NbWZsiQIRw6dOidNU4IIYQQQoj34cWLF4waNQoHBwcMDAxwcnJi3LhxvDz9WK1WM3r0aGxsbDAwMKBhw4acO3euwMeYNGkSKpWK/v37K/vu3btH3759cXV1xcDAgNKlSxMeHk5qaqpGnhYtWmBsbEzlypU5evSoRr1hYWFMmzbt7U/+PXmrwMLU1JTk5OQc+69evYqJiUmhGyWEEEIIIcT7NHnyZObOnUt0dDRnzpxh8uTJTJkyhdmzZyt5pkyZwqxZs5g3bx779+/HyMgIPz8/nj59+tr6Dx48yPz586lYsaLG/mvXrnHt2jWmTp3KyZMniYuLY+PGjXTt2lXJExUVxcOHDzly5Ai+vr50795dSdu3bx/79+/XCFY+Fm8VWLRr146uXbuyfPlyrl69ytWrV1m2bBndunWjQ4cO77qN/2pXr14lNDQUW1tbdHV1sbOzo1+/fty9e/eDten48eN06NCBUqVKYWBggJubGzNnznxtOV9fX1QqVY7N398fgIyMDIYOHUqFChUwMjLC1taWzp07c+3aNY16Xi6rra1N6dKl+fLLL0lPT8/3+GPHjqVSpUpvfd65nc//6o/28uXLqFQqjh079j85nhBCCPFft2fPHlq1aoW/vz/29va0adOGxo0bc+DAASCrt2LGjBmMHDmSVq1aUbFiRb777juuXbvG2rVr8607LS2NoKAgFi5cSNGiRTXSypcvz6pVq2jRogVOTk7Ur1+fqKgofv75Z54/fw7AmTNnaN++PWXKlKFHjx7KYkkZGRn06tWLefPmoaWl9e4vSiG9VWAxdepUPv30Uzp37oy9vT12dnYEBwfTpk0bJk+e/K7b+K918eJFPD09OXfuHD/88APnz59n3rx5bN26lZo1a3Lv3r0P0q7Dhw9jZWXF999/z6lTpxgxYgTDhw8nOjo633KrV6/m+vXrynby5Em0tLRo27YtAI8fP+bIkSOMGjWKI0eOsHr1apKSkmjZsmWOumJjY7l+/TqXLl1izpw5LF26lPHjx7+X8y0MtVqt/J+AEEIIIf45atWqxdatWzl79iyQ9WB1165dNG3aFIBLly5x48YNGjZsqJQxMzPDy8uLvXv35lt3WFgY/v7+GmXzk72Ua/Y0Aw8PD7Zt28bz58/ZtGmT0usxZcoUfH198fT0fOPz/V94q8BCV1eXmTNncv/+fY4dO8bx48e5d+8e06dPR09P1tEvqLCwMHR1dfntt9/w8fGhdOnSNG3alC1btvD3338zYsQIoqOjKV++vFJm7dq1qFQq5s2bp+xr2LAhI0eOVD7/9NNPVKlSBX19fRwdHYmIiNC4+VWpVCxatIiAgAAMDQ1xcXFh3bp1SnpoaCgzZ87Ex8cHR0dHPv/8c0JCQli9enW+51OsWDGsra2VbfPmzRgaGiqBhZmZGZs3byYwMBBXV1dq1KhBdHQ0hw8fzjG0ztzcHGtra0qVKkXz5s1p1arVG684FhwcTOvWrZk6dSo2NjZYWFgQFhZGRkaGkmfOnDm4uLigr69PiRIlaNOmjVJ2x44dzJw5U+k9uXz5MomJiahUKn799VeqVq2Knp4eu3btUo71sv79++Pr66t8zszMZMqUKTg7O6Onp0fp0qWJiooCwMHBAYDKlSujUqk0ygkhhBDi3Rs2bBjt27enbNmy6OjoULlyZfr3709QUBAAN27cAKBEiRIa5UqUKKGk5WbZsmUcOXKEiRMnFqgdd+7cYdy4cfTo0UOjbdra2jg5ObFmzRpiYmI4d+4cS5YsYdSoUfTq1QtHR0cCAwM15mZ8aG+0KlRoaGiB8i1evPitGvNfcu/ePTZt2kRUVBQGBgYaadbW1gQFBbF8+XJ27NhBeHg4t2/fxtLSkh07dlC8eHESExPp1asXGRkZ7N27l2HDhgHw+++/07lzZ2bNmkWdOnW4cOGC8kMdM2aMcoyIiAimTJnC119/zezZswkKCuLKlSsUK1Ys1/ampqbmmZaXmJgY2rdvj5GRUZ55UlNTUalUmJub55nn7NmzbNu2jeDg4Dc6PsD27duxsbFh+/btnD9/nnbt2lGpUiW6d+/OoUOHCA8PZ+nSpdSqVYt79+7x+++/AzBz5kzOnj1L+fLliYyMBMDS0pLLly8DWX/wU6dOxdHRMUcXZ16GDx/OwoULmT59OrVr1+b69ev8+eefABw4cIDq1auzZcsW3N3d0dXVzbOe9PR0jWFhDx48eOPrIoQQQvzXrVixgvj4eBISEnB3d+fYsWP0798fW1tbunTp8lZ1Xr16lX79+rF582b09fVfm//Bgwf4+/tTrlw5xo4dq+w3MzMjISFBI2/9+vX5+uuviY+P5+LFiyQlJdG9e3ciIyM/moncb9RjERcXx/bt20lJSeH+/ft5buL1zp07h1qtxs3NLdd0Nzc37t+/j5WVFcWKFWPHjh0AJCYmMnDgQOXzgQMHyMjIoFatWkBWwDBs2DC6dOmCo6MjjRo1Yty4ccyfP1+j/uDgYDp06ICzszMTJkwgLS1NGVP4qj179rB8+XKNSPp1Dhw4wMmTJ+nWrVueeZ4+fcrQoUPp0KFDjjc5dujQAWNjY/T19XF1dcXd3Z3hw4cX+PjZihYtSnR0NGXLlqV58+b4+/uzdetWAJKTkzEyMqJ58+bY2dlRuXJlwsPDgaw/aF1dXQwNDZUemJfHMkZGRtKoUSOcnJwKFHA9fPiQmTNnMmXKFLp06YKTkxO1a9dWro+lpSUAFhYWWFtb51vnxIkTMTMzU7ZSpUq98XURQggh/usGDx6s9FpUqFCBTp06MWDAAKWnwdraGoCbN29qlLt586aS9qrDhw9z69YtqlSpgra2Ntra2uzYsYNZs2ahra3NixcvlLwPHz6kSZMmmJiYsGbNGnR0dPJsa2xsLObm5rRq1YrExERat26Njo4Obdu2JTExsZBX4t15o8Diiy++IDU1lUuXLlGvXj1iYmJYs2ZNjk0U3MtLmuVGT0+PunXrkpiYSEpKCqdPn6Z3796kp6fz559/smPHDqpVq4ahoSGQNT4wMjISY2NjZevevTvXr1/n8ePHSr0vr1BgZGSEqakpt27dynH8kydP0qpVK8aMGUPjxo2BrBvyl+ufMGFCjnIxMTFUqFCB6tWr53peGRkZBAYGolarmTt3bo706dOnK8Ps1q9fz9mzZ+nUqVOBj5/N3d1dIyCwsbFRzrNRo0bY2dnh6OhIp06diI+P17hG+XnTsY1nzpwhPT2dBg0avFG53AwfPpzU1FRlu3r1aqHrFEIIIf5rHj9+TJEimrfCWlpaZGZmAlnDlK2trZUHkpDVw7B//35q1qyZa50NGjTgjz/+4NixY8rm6elJUFAQx44dU+5JHjx4QOPGjdHV/X/t3XlcTvn/+P/H1b5oEdooIaUaknWUbTAS01jGZOhDya6msUXGvu87w8xY520bDN69vQ0TI5Q0ljKWZE0zRpa3pWRLXb8//DpflxYlRJ732+26zVyv8zqv63nOUZ3neS2XHhEREQX2bty8eZOJEycqq1VlZWUpw7ozMzM1kpWSVqShUEuWLGHu3Lls3bqVlStXMnLkSNq1a0evXr1o3bo1KpXqTcVZ6jg6OqJSqUhMTKRjx465ticmJlKhQgXMzc1p3rw5P/zwAwcPHsTDwwNTU1Ml2di/fz/NmjVT9rt//z4TJkygU6dOudp8/h/ti1mxSqVSfpBynDlzhpYtW9K3b1+NORy2trYaqxe9+HQ9IyODjRs3KkOIXpSTVFy5coXff/89V28FPHtK4OjoCICzszPp6el07dqVyZMn4+DgUODnP6+g4zQxMeH48eNERUXx22+/MXbsWMaPH8+RI0cKHJoF5BrepaWllStJfH4ux4vD3YpDX19f5jIJIYQQxeTr68uUKVOwt7fHzc2N+Ph45s6dqwz9z/n+icmTJ1O9enWqVKnCmDFjsLW11ZhX2bJlSzp27EhISAgmJiYac2Ph2T1DuXLllPKcpOLBgwesXbuWtLQ0ZVhzhQoVcq32NGjQIIYOHUrFihUB8PLy4l//+hetW7fmhx9+wMvL602doiIr8uRtfX19unbtSmRkJGfOnMHNzY2BAwfi4ODA/fv330SMpVK5cuX49NNP+e6773j48KHGttTUVNatW6fMKWjWrBlnzpxh8+bNyqTe5s2bs2fPHmJiYjQm+tapU4ekpCQcHR1zvV7Mygty+vRpPvnkEwICApQJxjl0dHQ02n3xxn7z5s08fvyY//u//8vVbk5Scf78efbs2UO5cuUKFU/OD9nDhw9f+vlFoaOjQ6tWrZg5cyZ//vknycnJ/P7778CzRQoK+xSgQoUKXLt2TaPs+eSnevXqGBoaajz1eF7OnIp36amDEEIIUZotWrSIzp07M3DgQFxcXBg2bBj9+vVj0qRJSp3hw4fz9ddf07dvX+rXr8/9+/fZtWuXxsPaixcvcuvWrUJ/7vHjx4mLi+PkyZM4OjpiY2OjvF4chbB7924uXLjAwIEDlbKQkBCqVq1Kw4YNefLkicYc2pJWpB6LF2lpaaFSqVCr1XJD9AoWL16Mp6cn3t7eTJ48mSpVqnD69GnCwsJwcnJi7NixwLNhS2XLlmX9+vXs2LEDeJZYDBs2DJVKpZGpjh07ls8++wx7e3s6d+6MlpYWJ06c4NSpU4VervXUqVO0aNECb29vhgwZoqx8oK2trcwFKMiKFSvo0KFDrqQhMzOTzp07c/z4cXbs2EFWVpbStoWFhcaE5bt375Kamkp2djbnz59n4sSJODk55Tsn5VXs2LGDS5cu0bRpU8qWLcvOnTvJzs7G2dkZAAcHB+Li4khOTqZMmTIFJjA5E6p++uknGjVqxNq1azl16hQeHh7As96iESNGMHz4cPT09PDy8uLmzZucPn2aXr16YWlpiaGhIbt27aJSpUoYGBhgZmb22o5VCCGEEJpMTEyYP38+8+fPz7eOSqVi4sSJ+Y7CAJSFXfLz4hyI5s2bv3QofA5vb2+8vb01yoyMjNi0aVOh9n/bitxj8fjxYzZs2MCnn36Kk5MTJ0+eZPHixcq4d1F41atX58iRI8pyYZUrV8bHxwcnJydiYmKU86lSqWjSpAkqlYrGjRsDz5INU1NT6tWrpzEsx9vbmx07dvDbb79Rv359Pv74Y+bNm0flypULHdeWLVu4efMma9eu1cii69ev/9J9k5KSiI6O1vj2yBxXr14lIiKCv//+m9q1a2u0fejQIY26PXv2xMbGhkqVKtG1a1fc3Nz49ddflfWdXwdzc3O2bt1KixYtcHFxYdmyZWzYsAE3NzcAhg0bhra2Nq6urlSoUCHPb5vP4e3tzZgxYxg+fDj169cnPT2dHj16aNQZM2YMQ4cOZezYsbi4uNClSxdlvoeOjg4LFy7k+++/x9bWlvbt27+24xRCCCGEeBtU6sKmTMDAgQPZuHEjdnZ2BAUF4e/vT/ny5d9kfB+ccePGMXfuXCIjI/n4449LOhzxHkhLS8PMzAy3ieFoG8jcCyGEEALgRNj4kg6hVMi5z8j5Er+CFOnx77Jly7C3t6dq1ars379fWfL0RS/7IjWRvwkTJuDg4MDhw4dp0KBBkeZFCCGEEEIIUVKKlFj06NFDVn56C3r27FnSIQghhBBCCFEkRUosVq9e/YbCEEIIIYQQQrzPXt9MWCFEiTr0zciXjn0UQgghhHhTZAC/EEIIIYQQotgksRBCCCGEEEIUmyQWQgghhBBCiGKTxEIIIYQQQghRbDJ5W4hSosWaSWgbyhfkCSGEEMUR13tySYfw3pIeCyGEEEIIIUSxSWIhhBBCCCGEKDZJLIQQQgghhBDFJomFEEIIIYQQotgksRDvnOTkZFQqFQkJCfnWiYqKQqVScffu3bcW16tSqVRs37690PUDAwPp0KHDG4tHCCGEEK8uKyuLMWPGUKVKFQwNDalWrRqTJk1CrVYDkJmZyYgRI6hZsybGxsbY2trSo0cP/vnnn2K1C7B161Zat25NuXLl8r1XGjJkCBYWFtjZ2bFu3TqNbZs3b8bX17f4JyEfkliUYoGBgahUqlyvNm3alHRo74TVq1ejUqlwcXHJtW3z5s2oVCocHBzefmBCCCGEeGfNmDGDpUuXsnjxYhITE5kxYwYzZ85k0aJFADx48IDjx48zZswYjh8/ztatW0lKSuLzzz8vVrsAGRkZNG7cmBkzZuTZxn/+8x/Wr1/Pb7/9xsyZM+nduze3bt0C4N69e4waNYolS5a8pjORmyw3W8q1adOGVatWaZTp68uSpDmMjY25ceMGsbGxNGrUSClfsWIF9vb2JRiZEEIIId5Fhw4don379rRr1w4ABwcHNmzYwB9//AGAmZkZkZGRGvssXryYBg0akJKSku/9xcvaBejevTvwbHRHXhITE2nevDn16tWjXr16DBo0iMuXL1O+fHmGDx/OgAED3uj9jfRYlHL6+vpYW1trvMqWLatsV6lULF++nI4dO2JkZET16tWJiIhQtt+5cwd/f38qVKiAoaEh1atX10hU/vrrL/z8/DA3N8fCwoL27dtr/GPPGdYzdepUrKysMDc3Z+LEiTx9+pSwsDAsLCyoVKlSruQH4OzZs3h6emJgYMBHH33E/v37CzzW6OhomjRpgqGhIXZ2doSGhpKRkVHgPjo6OnTr1o2VK1cqZX///TdRUVF069YtV/2lS5dSrVo19PT0cHZ25l//+pfG9vPnz9O0aVMMDAxwdXXN9YulMOdMCCGEEO8uT09P9u7dy7lz5wA4ceIE0dHR+Pj45LvPvXv3UKlUmJubv9Z2X+Tu7s7Ro0e5c+cOx44d4+HDhzg6OhIdHc3x48cJDQ0tdFuvQhILwYQJE/Dz8+PPP/+kbdu2+Pv7c/v2bQDGjBnDmTNn+PXXX0lMTGTp0qWUL18eeDaG0NvbGxMTEw4ePEhMTAxlypShTZs2PHnyRGn/999/559//uHAgQPMnTuXcePG8dlnn1G2bFni4uLo378//fr14++//9aIKywsjKFDhxIfH0+jRo3w9fXlf//7X57HcPHiRdq0acMXX3zBn3/+yc8//0x0dDQhISEvPf6goCA2bdrEgwcPgGdDpNq0aYOVlZVGvW3btvHNN98wdOhQTp06Rb9+/ejZsyf79u0DIDs7m06dOqGnp0dcXBzLli1jxIgRGm0U9pwJIYQQ4t0UHh7OV199RY0aNdDV1cXDw4NBgwbh7++fZ/1Hjx4xYsQIunbtiqmp6WtrNy/e3t783//9H/Xr1ycwMJA1a9ZgbGzMgAEDWLZsGUuXLsXZ2RkvLy9Onz5d5GN/GUksSrkdO3ZQpkwZjdfUqVM16gQGBtK1a1ccHR2ZOnUq9+/fV7rdUlJS8PDwoF69ejg4ONCqVStl0s/PP/9MdnY2y5cvp2bNmri4uLBq1SpSUlKIiopS2rewsGDhwoU4OzsTFBSEs7MzDx484Ntvv6V69eqMHDkSPT09oqOjNeIKCQnhiy++wMXFhaVLl2JmZsaKFSvyPM5p06bh7+/PoEGDqF69Op6enixcuJCffvqJR48eFXiOPDw8qFq1Klu2bEGtVrN69WqCgoJy1Zs9ezaBgYEMHDgQJycnhgwZQqdOnZg9ezYAe/bs4ezZs/z000+4u7vTtGnTXOe6sOesII8fPyYtLU3jJYQQQoi3Y9OmTaxbt47169dz/Phx1qxZw+zZs1mzZk2uupmZmfj5+aFWq1m6dOlra7cg48eP58KFC5w8eZKOHTsybdo0WrVqha6uLpMnTyY6OprevXvTo0ePIrVbGDLHopT75JNPcv1DtrCw0Hhfq1Yt5f+NjY0xNTXlxo0bAAwYMIAvvviC48eP07p1azp06ICnpyfwrIvuwoULmJiYaLT36NEjLl68qLx3c3NDS+v/5bBWVlZ89NFHynttbW3KlSunfGaO5+c86OjoUK9ePRITE/M8zhMnTvDnn39qrH6gVqvJzs7m8uXLeU7Qfl5QUBCrVq3C3t6ejIwM2rZty+LFizXqJCYm0rdvX40yLy8vFixYoGy3s7PD1tY2z2PIibMw56wg06ZNY8KECYWqK4QQQojXKywsTOldAKhZsyZXrlxh2rRpBAQEKPVykoorV67w+++/F9hbUZR2i+Ls2bOsXbuW+Ph4Vq5cSdOmTalQoQJ+fn4EBQWRnp6e656kOCSxKOWMjY1xdHQssI6urq7Ge5VKRXZ2NgA+Pj5cuXKFnTt3EhkZScuWLQkODmb27Nncv3+funXr5lrKDKBChQoFtl/QZ76K+/fv069fvzzHDhZmkpK/vz/Dhw9n/PjxdO/eHR2dN/OjUdhzVpCRI0cyZMgQ5X1aWhp2dnavLUYhhBBC5O/BgwcaD0zh2UPS5+9jcpKK8+fPs2/fPsqVK/da2i0KtVpNv379mDt3LmXKlCErK4vMzEwlPni2xO3rJImFeKkKFSoQEBBAQEAATZo0ISwsjNmzZ1OnTh1+/vlnLC0tX5qFv4rDhw/TtGlTAJ4+fcqxY8fynTNRp04dzpw589IkKj8WFhZ8/vnnbNq0iWXLluVZx8XFhZiYGI2nBjExMbi6uirb//rrL65du4aNjY1yDC/GWdxzpq+vLyt7CSGEECXE19eXKVOmYG9vj5ubG/Hx8cydO1cZRp2ZmUnnzp05fvw4O3bsICsri9TUVODZ/Yaenh4ALVu2pGPHjsq9zcvaBbh9+zYpKSnKd2IkJSUBKAv0PG/58uVUqFBBGcLu5eXF+PHjOXz4ML/++iuurq4FTiZ/FTLHopR7/PgxqampGq+c9YwLY+zYsfz73//mwoULnD59mh07dijDivz9/Slfvjzt27fn4MGDXL58maioKEJDQ3NNxH4VS5YsYdu2bZw9e5bg4GDu3LmT59wHgBEjRnDo0CFCQkJISEjg/Pnz/Pvf/y7U5O0cq1ev5tatW9SoUSPP7WFhYaxevZqlS5dy/vx55s6dy9atWxk2bBgArVq1wsnJiYCAAE6cOMHBgwcZNWqURhtv+pwJIYQQ4s1atGgRnTt3ZuDAgbi4uDBs2DD69evHpEmTALh69SoRERH8/fff1K5dGxsbG+V16NAhpZ2LFy9q3JO9rF2AiIgIPDw8lCVpv/rqKzw8PHI9FL1+/TpTpkxh4cKFSlmDBg0YOnQo7dq1Y9OmTXmuyFlc0mNRyu3atUt5ep7D2dmZs2fPFmp/PT09Ro4cSXJyMoaGhjRp0oSNGzcCYGRkxIEDBxgxYgSdOnUiPT2dihUr0rJly9fSgzF9+nSmT59OQkICjo6OREREKCtSvahWrVrs37+fUaNG0aRJE9RqNdWqVaNLly6F/jxDQ0MMDQ3z3d6hQwcWLFjA7Nmz+eabb6hSpQqrVq2iefPmAGhpabFt2zZ69epFgwYNcHBwYOHChRpfSPimz5kQQggh3iwTExPmz5/P/Pnz89zu4OCg8W3Z+XlxqfmXtQvPFtwJDAx8adtWVlZ5LmU/duxYxo4d+9L9X5VKXZgjF0K8s9LS0jAzM6PuwmFoG8oQKSGEEKI44npPLukQ3ik59xn37t176UNQGQolhBBCCCGEKDZJLIQQQgghhBDFJomFEEIIIYQQotgksRBCCCGEEEIUm6wKJUQp8XvAGFlZSgghhBAlRnoshBBCCCGEEMUmiYUQQgghhBCi2CSxEEIIIYQQQhSbJBZCCCGEEEKIYpPJ20KUEt3+MwZdI/nmbSGEEG/Wto4zSzoE8Y6SHgshhBBCCCFEsUliIYQQQgghhCg2SSyEEEIIIYQQxSaJhSgRzZs3Z9CgQYWun5ycjEqlIiEhocB6SUlJWFtbk56eXrwACxAYGEiHDh3eSNsff/wxv/zyyxtpWwghhHgbHBwcUKlUuV7BwcHcvn2br7/+GmdnZwwNDbG3tyc0NJR79+4V2Ob169cJDAzE1tYWIyMj2rRpw/nz53PVi42NpUWLFhgbG2NqakrTpk15+PAhAI8fP6Z79+6Ympri5OTEnj17NPadNWsWX3/99es7ER8gSSzecyqViu3btxdpn40bN6JSqd7YzXFhbN26lUmTJhW6vp2dHdeuXeOjjz4qsN7IkSP5+uuvMTExUcr+/PNPmjRpgoGBAXZ2dsycWfKTzlavXo25uXmu8tGjRxMeHk52dvbbD0oIIYR4DY4cOcK1a9eUV2RkJABffvkl//zzD//88w+zZ8/m1KlTrF69ml27dtGrV69821Or1XTo0IFLly7x73//m/j4eCpXrkyrVq3IyMhQ6sXGxtKmTRtat27NH3/8wZEjRwgJCUFL69nt7g8//MCxY8eIjY2lb9++dOvWDbVaDcDly5f58ccfmTJlyhs8M6WfrAr1gUlOTmbYsGE0adKkROOwsLAoUn1tbW2sra0LrJOSksKOHTtYtGiRUpaWlkbr1q1p1aoVy5Yt4+TJkwQFBWFubk7fvn1fKfY3ycfHh969e/Prr7/Srl27kg5HCCGEKLIKFSpovJ8+fTrVqlWjWbNmqFQqjZ75atWqMWXKFP7v//6Pp0+foqOT+9b0/PnzHD58mFOnTuHm5gbA0qVLsba2ZsOGDfTu3RuAwYMHExoaSnh4uLKvs7Oz8v+JiYl8/vnnuLm5UbVqVcLCwrh16xYVKlRgwIABzJgxA1NT09d6Lj400mNRQtLT0/H398fY2BgbGxvmzZuXa3iQg4MDkyZNomvXrhgbG1OxYkWWLFmisR2gY8eOqFQq5X1+srKy8Pf3Z8KECVStWjXX9jt37tCjRw/Kli2LkZERPj4+eXYzPi8qKgqVSsXu3bvx8PDA0NCQFi1acOPGDX799VdcXFwwNTWlW7duPHjwQNkvr2OdOnUqQUFBmJiYYG9vzw8//KBsL8xQqE2bNuHu7k7FihWVsnXr1vHkyRNWrlyJm5sbX331FaGhocydO7fA49qyZQs1a9bE0NCQcuXK5XoqAjB79mxsbGwoV64cwcHBZGZmFupcRkVF0bNnT+7du6d0D48fPx54lkC1bduWjRs3FhifEEII8T548uQJa9euJSgoCJVKlWede/fuYWpqmmdSAc+GMAEYGBgoZVpaWujr6xMdHQ3AjRs3iIuLw9LSEk9PT6ysrGjWrJmyHcDd3Z3o6GgePnzI7t27sbGxoXz58qxbtw4DAwM6duz4ug77gyWJRQkZMmQIMTExREREEBkZycGDBzl+/HiuerNmzcLd3Z34+HjCw8P55ptvlC7FI0eOALBq1SquXbumvM/PxIkTsbS0zLe7MTAwkKNHjxIREUFsbCxqtZq2bdtq3DDnZ/z48SxevJhDhw7x119/4efnx/z581m/fj3//e9/+e233zR6EvIyZ84c6tWrR3x8PAMHDmTAgAEkJSW99LNzHDx4kHr16mmUxcbG0rRpU/T09JQyb29vkpKSuHPnTp7tXLt2ja5duxIUFERiYiJRUVF06tRJ6S4F2LdvHxcvXmTfvn2sWbOG1atXs3r1amV7QefS09OT+fPnY2pqqnQTDxs2TNm3QYMGHDx4sNDHLYQQQryrtm/fzt27dwkMDMxz+61bt5g0aVKBowhq1KiBvb09I0eO5M6dOzx58oQZM2bw999/c+3aNQAuXboEPLsf6dOnD7t27aJOnTq0bNlSebAXFBSEu7s7rq6uTJkyhU2bNnHnzh3Gjh3LokWLGD16NI6Ojnh7e3P16tXXeyI+EDIUqgSkp6ezZs0a1q9fT8uWLYFnyYGtrW2uul5eXkqXnpOTEzExMcybN49PP/1U6Wo0Nzd/6TCh6OhoVqxYke8T//PnzxMREUFMTAyenp7As6f9dnZ2bN++nS+//LLA9idPnoyXlxcAvXr1YuTIkVy8eFHpGencuTP79u1jxIgR+bbRtm1bBg4cCMCIESOYN28e+/bt0+jGLMiVK1dyJRapqalUqVJFo8zKykrZVrZs2VztXLt2jadPn9KpUycqV64MQM2aNTXqlC1blsWLF6OtrU2NGjVo164de/fupU+fPoU6l2ZmZqhUqjyvm62tLX/99RfZ2dnKuNDnPX78WHl6A8+GewkhhBDvohUrVuDj45PnPU5aWhrt2rXD1dVV6bnPi66uLlu3bqVXr15YWFigra1Nq1at8PHxUR765cxN7NevHz179gTAw8ODvXv3snLlSqZNm4aurq7GyA+Anj17EhoaSnx8PNu3b+fEiRPMnDmT0NBQWUzlFUiPRQm4dOkSmZmZNGjQQCkzMzPL8wa6UaNGud4nJibm23ZKSgplypRRXlOnTiU9PZ3u3bvz448/Ur58+Tz3S0xMREdHh4YNGypl5cqVw9nZWfk8Hx8fpd2cMY45atWqpfy/lZUVRkZGGsOtrKysuHHjRr5xv9hGzk33y/Z53sOHDzW6SQvj4MGDGudr3bp1uLu707JlS2rWrMmXX37Jjz/+mKt3w83NDW1tbeW9jY2NEmthzmVBDA0Nyc7O1kgenjdt2jTMzMyUl52dXZGOWQghhHgbrly5wp49e5Q5EM9LT0+nTZs2mJiYsG3bNnR1dQtsq27duiQkJHD37l2uXbvGrl27+N///qfca9jY2ADg6uqqsZ+LiwspKSl5trlv3z5Onz5NSEgIUVFRtG3bFmNjY/z8/IiKinqFIxbSY1HK2NraavRKWFhYcPHiRZKTk/H19VXKczJ7HR2dQg83Wr58ubJk24u/AJ5/r1Kpcm1XqVQvXenoVfZ5Xvny5XMlANbW1ly/fl2jLOe9tbU1Dg4OGufLysoKbW1tIiMjOXTokDKEa9SoUcTFxSm9H8WNtSC3b9/G2NgYQ0PDPLePHDmSIUOGKO/T0tIkuRBCCPHOWbVqFZaWlrkWI0lLS8Pb2xt9fX0iIiKK9FDQzMwMeDbS4ujRo8oKkw4ODtja2ua6pzl37hw+Pj652nn06BHBwcGsW7cObW1tsrKylN6PzMxMsrKyinSs4hnpsSgBVatWRVdXV2NOxL179zh37lyuuocPH8713sXFRXmvq6ur8Y9fR0cHR0dH5WVhYUGNGjU4efIkCQkJyuvzzz/nk08+ISEhATs7O1xcXHj69ClxcXFKW//73/9ISkpSsv+KFSsq7eYMEXqXeHh4cObMGY2yRo0aceDAAY15IpGRkTg7O1O2bFkMDQ01zlfOMrUqlQovLy8mTJhAfHw8enp6bNu2rVBxFOZc6unp5ftL69SpU3h4eOTbvr6+PqamphovIYQQ4l2SnZ3NqlWrCAgI0JiUnbNaY0ZGBitWrCAtLY3U1FRSU1M1/i7WqFFD4+/u5s2biYqKUpac/fTTT+nQoQOtW7cGnv3dDgsLY+HChWzZsoULFy4wZswYzp49m+fc0kmTJtG2bVvl762Xlxdbt27lzz//ZPHixcrwblE00mNRAkxMTAgICCAsLAwLCwssLS0ZN24cWlpauVZMiImJYebMmXTo0IHIyEg2b97Mf//7X2W7g4MDe/fuxcvLC319/TznDBgYGOT6/oec71DIKa9evTrt27enT58+fP/995iYmBAeHk7FihVp3779az4Db4a3tze9e/cmKytLGabUrVs3JkyYQK9evRgxYgSnTp1iwYIFzJs3L9924uLi2Lt3L61bt8bS0pK4uDhu3rypkdAVpDDn0sHBgfv377N3717c3d0xMjLCyMgIeDY8K+cXpRBCCPE+2rNnDykpKQQFBWmUHz9+XHnw5ujoqLHt8uXLygqXSUlJGl+ad+3aNYYMGcL169exsbGhR48ejBkzRmP/QYMG8ejRIwYPHszt27dxd3cnMjKSatWqadQ7deoUmzZt0hix0LlzZ6KiomjSpAnOzs6sX7++uKfggyQ9FiVk7ty5NGrUiM8++4xWrVrh5eWFi4tLru7AoUOHcvToUTw8PJg8eTJz587F29tb2T5nzhwiIyOxs7Mr8Cl3YaxatYq6devy2Wef0ahRI9RqNTt37nzpuMd3hY+PDzo6OhrfpGlmZsZvv/3G5cuXqVu3LkOHDmXs2LEFrj5hamrKgQMHaNu2LU5OTowePZo5c+bk2ZWan5edS09PT/r370+XLl2oUKGC8qV9V69e5dChQ8rEMyGEEOJ91Lp1a9RqNU5OThrlzZs3R61W5/l6ftl8tVqtsZJUaGgof/31F0+ePOHKlStMmjRJY8XHHOHh4fz1119kZGRw6NAhGjdunKvORx99xPnz5zE2NlbKtLS0+O6777h37x5//PFHrqRHFI5K/fwamqLEZGRkULFiRebMmaN02Tk4ODBo0CCN73sQBVuyZAkRERHs3r27pEN5JSNGjODOnTsa3+HxMmlpaZiZmdFubSi6RvpvMDohhBACtnWcWdIhiLco5z4j5/tGCiJDoUpIfHw8Z8+epUGDBty7d4+JEycCvDfDjt5V/fr14+7du6SnpyvzJd4nlpaWGhOzhRBCCCHeF5JYlKDZs2eTlJSEnp4edevW5eDBg/kuBysKR0dHh1GjRpV0GK9s6NChJR2CEEIIIcQrkcSihHh4eHDs2LEC6yQnJ7+dYIQQQgghhCgmmbwthBBCCCGEKDbpsRCilFjvO0m+00IIIYQQJUZ6LIQQQgghhBDFJomFEEIIIYQQotgksRBCCCGEEEIUmyQWQgghhBBCiGKTydtClBLfHhiKvrFeSYchhBBCKOZ8sqSkQxBvkfRYCCGEEEIIIYpNEgshhBBCCCFEsUliIYQQQgghhCg2SSyEEEIIIUSJcHBwQKVS5XoFBwdr1FOr1fj4+KBSqdi+fXuBbd6/f5+QkBAqVaqEoaEhrq6uLFu2LFe92NhYWrRogbGxMaampjRt2pSHDx8C8PjxY7p3746pqSlOTk7s2bNHY99Zs2bx9ddfF+/gSyFJLMRrV5gf+uetXr0ac3Pzl9ZbsWIFrVu3fvXAXpOiHl9hnTlzhkqVKpGRkfHa2xZCCCHeRUeOHOHatWvKKzIyEoAvv/xSo978+fNRqVSFanPIkCHs2rWLtWvXkpiYyKBBgwgJCSEiIkKpExsbS5s2bWjdujV//PEHR44cISQkBC2tZ7fGP/zwA8eOHSM2Npa+ffvSrVs31Go1AJcvX+bHH39kypQpr+MUlCqSWHwgQkNDqVu3Lvr6+tSuXfuNfta1a9fw8fEpdP0uXbpw7ty5Aus8evSIMWPGMG7cOKXs9OnTfPHFF8rTjvnz5+e575IlS3BwcMDAwICGDRvyxx9/FDq2N6V58+YMGjRIo8zV1ZWPP/6YuXPnlkxQQgghxFtWoUIFrK2tldeOHTuoVq0azZo1U+okJCQwZ84cVq5cWag2Dx06REBAAM2bN8fBwYG+ffvi7u6u8fd/8ODBhIaGEh4ejpubG87Ozvj5+aGvrw9AYmIin3/+OW5ubgQHB3Pz5k1u3boFwIABA5gxYwampqav8UyUDpJYfECCgoLo0qXLG/8ca2tr5QezMAwNDbG0tCywzpYtWzA1NcXLy0spe/DgAVWrVmX69OlYW1vnud/PP//MkCFDGDduHMePH8fd3R1vb29u3LhR6Pjepp49e7J06VKePn1a0qEIIYQQb9WTJ09Yu3YtQUFBSu/EgwcP6NatG0uWLMn3b/2LPD09iYiI4OrVq6jVavbt28e5c+eUUQ83btwgLi4OS0tLPD09sbKyolmzZkRHRyttuLu7Ex0dzcOHD9m9ezc2NjaUL1+edevWYWBgQMeOHV//CSgFJLEoBR4/fkxoaCiWlpYYGBjQuHFjjhw5olFn4cKFBAcHU7Vq1UK3O378eGrXrs3KlSuxt7enTJkyDBw4kKysLGbOnIm1tTWWlpa5ugKfHyqUnJyMSqVi69atfPLJJxgZGeHu7k5sbKxSvzBDoTZu3Iivr69GWf369Zk1axZfffVVvonM3Llz6dOnDz179lTGWBoZGRX41OPJkyeEhIRgY2ODgYEBlStXZtq0aRp1bt26RceOHTEyMqJ69eoa3asA+/fvp0GDBujr62NjY0N4eLiSLAQGBrJ//34WLFigjCVNTk4G4NNPP+X27dvs37+/wPMhhBBClDbbt2/n7t27BAYGKmWDBw/G09OT9u3bF7qdRYsW4erqSqVKldDT06NNmzYsWbKEpk2bAnDp0iXg2X1Onz592LVrF3Xq1KFly5acP38eePYw1t3dHVdXV6ZMmcKmTZu4c+cOY8eOZdGiRYwePRpHR0e8vb25evXq6zsJ7zlJLEqB4cOH88svv7BmzRqOHz+u/EO/fft2sdu+ePEiv/76K7t27WLDhg2sWLGCdu3a8ffff7N//35mzJjB6NGjiYuLK7CdUaNGMWzYMBISEnBycqJr165FeiofHR1NvXr1ihT7kydPOHbsGK1atVLKtLS0aNWqlUZi86KFCxcSERHBpk2bSEpKYt26dTg4OGjUmTBhAn5+fvz555+0bdsWf39/5XxfvXqVtm3bUr9+fU6cOMHSpUtZsWIFkydPBmDBggU0atSIPn36KGNK7ezsANDT06N27docPHgw3/geP35MWlqaxksIIYR4361YsQIfHx9sbW0BiIiI4Pfff893qHN+Fi1axOHDh4mIiODYsWPMmTOH4OBgZQJ2dnY2AP369aNnz554eHgwb948nJ2dlQePurq6LFmyhMuXL3PkyBEaN27M0KFDCQ0NJT4+nu3bt3PixAk+/vhjQkNDX99JeM9JYvGey8jIYOnSpcyaNQsfHx9cXV358ccfMTQ0ZMWKFcVuPzs7m5UrV+Lq6oqvry+ffPIJSUlJzJ8/H2dnZ3r27ImzszP79u0rsJ1hw4bRrl07nJycmDBhAleuXOHChQuFiuHu3bvcu3dP+UVTWLdu3SIrKwsrKyuNcisrK1JTU/PdLyUlherVq9O4cWMqV65M48aN6dq1q0adwMBAunbtiqOjI1OnTuX+/fvK2M3vvvsOOzs7Fi9eTI0aNejQoQMTJkxgzpw5ZGdnY2Zmhp6eHkZGRsqYUm1tbaVtW1tbrly5km9806ZNw8zMTHnlJCVCCCHE++rKlSvs2bOH3r17K2W///47Fy9exNzcHB0dHXR0dAD44osvaN68eZ7tPHz4kG+//Za5c+fi6+tLrVq1CAkJoUuXLsyePRsAGxsb4Nncxue5uLiQkpKSZ7v79u3j9OnThISEEBUVRdu2bTE2NsbPz4+oqKhiHn3pIYnFe+7ixYtkZmZqzD3Q1dWlQYMGJCYmFrqdMmXKKK/+/fsr5Q4ODpiYmCjvrayscHV1VVZNyCl72ZyFWrVqKf+f8wNd2HkOOUu/GRgYFKp+UfTv31/j2OFZ0pCQkICzszOhoaH89ttvufZ7/nhylqnLOZ7ExEQaNWqksXqFl5cX9+/f5++//35pTIaGhjx48CDf7SNHjuTevXvK66+//ir08QohhBDvolWrVmFpaUm7du2UsvDwcP78808SEhKUF8C8efNYtWpVnu1kZmaSmZmpcZ8CoK2trfRUODg4YGtrS1JSkkadc+fOUbly5VxtPnr0iODgYL7//nu0tbXJysoiMzNT+bysrKxXPu7SRqekAxDvhpwfVkBjlQNdXV2NeiqVKs+ynB/W/Dy/T84N98v2yVGuXDlUKhV37twpVP0c5cuXR1tbm+vXr2uUX79+XZkANnHiRIYNG6axvU6dOly+fJlff/2VPXv24OfnR6tWrdiyZUuex5NzTIU9npe5ffs21apVy3e7vr5+kSbHCyGEEO+y7OxsVq1aRUBAgNIrASi9+i+yt7enSpUqyvsaNWowbdo0OnbsiKmpKc2aNSMsLAxDQ0MqV67M/v37+emnn5RVF1UqFWFhYYwbNw53d3dq167NmjVrOHv2rMbf+hyTJk2ibdu2eHh4AM8eFoaFhdGzZ08WL16s8XD3QyeJxXuuWrVq6OnpERMTo2TZmZmZHDlyJNdypgVxdHR8QxEWn56eHq6urpw5c6ZI32Ohp6dH3bp12bt3Lx06dACe/fLau3cvISEhAFhaWua5IpWpqSldunShS5cudO7cmTZt2nD79m0sLCxe+rkuLi788ssvqNVqJYmKiYnBxMSESpUqKbHl94Tj1KlTdO7cudDHKYQQQrzP9uzZQ0pKCkFBQa+0f1JSEvfu3VPeb9y4kZEjRyrzHytXrsyUKVM0RmQMGjSIR48eMXjwYG7fvo27uzuRkZG5HuydOnWKTZs2aTyA7dy5M1FRUTRp0gRnZ2fWr1//SnGXRpJYvOeMjY0ZMGAAYWFhWFhYYG9vz8yZM3nw4AG9evVS6l24cIH79++TmprKw4cPlR8QV1dX9PT0Sij6wvP29iY6OlojWXry5AlnzpxR/v/q1askJCRQpkwZJVEaMmQIAQEB1KtXjwYNGjB//nwyMjLo2bNnvp81d+5cbGxs8PDwQEtLi82bN2NtbV2oL/EDGDhwIPPnz+frr78mJCSEpKQkxo0bx5AhQ5SuWQcHB+Li4khOTqZMmTJYWFigpaVFcnIyV69e1ZhwLoQQQpRmrVu3Vr587mXyqvdimbW1db5DpZ4XHh5OeHh4gXU++ugjZaWoHFpaWnz33Xd89913hYj4wyKJRSkwffp0srOz6d69O+np6dSrV4/du3dTtmxZpU7v3r01ljDN6c67fPlyrhWP3kW9evWiXr163Lt3DzMzMwD++ecf5TgAZs+ezezZs2nWrJkykapLly7cvHmTsWPHkpqaSu3atdm1a1euCd3PMzExYebMmZw/fx5tbW3q16/Pzp07c43XzE/FihXZuXMnYWFhuLu7Y2FhQa9evRg9erRSZ9iwYQQEBODq6srDhw+V67BhwwZat26d5xhPIYQQQoh3mUpd2BRRiBL25ZdfUqdOHUaOHFnSobwRT548oXr16qxfv75I4zXT0tIwMzMj+D+90Td+93ufhBBCfDjmfLKkpEMQxZRzn3Hv3r2Xftu4rAol3huzZs1SVm4qjVJSUvj2229lEpgQQggh3ksyFEq8NxwcHPj6669LOow3xtHR8Z2eRC+EEEIIURDpsRBCCCGEEEIUm/RYCFFKTG0656VjH4UQQggh3hTpsRBCCCGEEEIUmyQWQgghhBBCiGKTxEIIIYQQQghRbJJYCCGEEEIIIYpNEgshhBBCCCFEscmqUEKUEj/G+WNorFvSYQghhBDvhIGeW0s6hA+O9FgIIYQQQgghik0SCyGEEEIIIUSxSWIhhBBCCCGEKDZJLMR7Y+/evbi4uJCVlVWicTg4ODB//vzX3u6tW7ewtLTk77//fu1tCyGEEEJTVlYWY8aMoUqVKhgaGlKtWjUmTZqEWq1W6qjVasaOHYuNjQ2Ghoa0atWK8+fPF9ju0qVLqVWrFqamppiamtKoUSN+/fXXXPViY2Np0aIFxsbGmJqa0rRpUx4+fAjA48eP6d69O6ampjg5ObFnzx6NfWfNmsXXX3/9Gs7C6yWJhSgUlUrF9u3bi7TPxo0bUalUdOjQ4bXEMHz4cEaPHo22tjYA165do1u3bjg5OaGlpcWgQYPy3G/z5s3UqFEDAwMDatasyc6dO19LPMURGBiY67yUL1+eHj16MG7cuJIJSgghhPiAzJgxg6VLl7J48WISExOZMWMGM2fOZNGiRUqdmTNnsnDhQpYtW0ZcXBzGxsZ4e3vz6NGjfNutVKkS06dP59ixYxw9epQWLVrQvn17Tp8+rdSJjY2lTZs2tG7dmj/++IMjR44QEhKCltazW/MffviBY8eOERsbS9++fenWrZuS8Fy+fJkff/yRKVOmvKEz8+oksRBvRHJyMsOGDaNJkyavpb3o6GguXrzIF198oZQ9fvyYChUqMHr0aNzd3fPc79ChQ3Tt2pVevXoRHx9Phw4d6NChA6dOnXotcb1uPXv2ZN26ddy+fbukQxFCCCFKtUOHDtG+fXvatWuHg4MDnTt3Vm704Vlvxfz58xk9ejTt27enVq1a/PTTT/zzzz8FPmz19fWlbdu2VK9eHScnJ6ZMmUKZMmU4fPiwUmfw4MGEhoYSHh6Om5sbzs7O+Pn5oa+vD0BiYiKff/45bm5uBAcHc/PmTW7dugXAgAEDmDFjBqampm/u5LwiSSxKufT0dPz9/TE2NsbGxoZ58+bRvHlzjaf7Dg4OTJo0ia5du2JsbEzFihVZsmSJxnaAjh07olKplPf5ycrKwt/fnwkTJlC1atVc2+/cuUOPHj0oW7YsRkZG+Pj4vLRbcePGjXz66acYGBhoxLVgwQJ69OiBmZlZnvstWLCANm3aEBYWhouLC5MmTaJOnTosXrw4389Sq9WMHz8ee3t79PX1sbW1JTQ0VKPOgwcPCAoKwsTEBHt7e3744QeN7SdPnqRFixYYGhpSrlw5+vbty/379wEYP348a9as4d///jcqlQqVSkVUVBQAbm5u2Nrasm3btgLPhxBCCCGKx9PTk71793Lu3DkATpw4QXR0ND4+PsCznoHU1FRatWql7GNmZkbDhg2JjY0t1GdkZWWxceNGMjIyaNSoEQA3btwgLi4OS0tLPD09sbKyolmzZkRHRyv7ubu7Ex0dzcOHD9m9ezc2NjaUL1+edevWYWBgQMeOHV/XaXitJLEo5YYMGUJMTAwRERFERkZy8OBBjh8/nqverFmzcHd3Jz4+nvDwcL755hsiIyMBOHLkCACrVq3i2rVryvv8TJw4EUtLS3r16pXn9sDAQI4ePUpERASxsbGo1Wratm1LZmZmvm0ePHiQevXqFfawFbGxsRq/EAC8vb0L/IXwyy+/MG/ePL7//nvOnz/P9u3bqVmzpkadOXPmUK9ePeLj4xk4cCADBgwgKSkJgIyMDLy9vSlbtixHjhxh8+bN7Nmzh5CQEACGDRuGn58fbdq04dq1a1y7dg1PT0+l7QYNGnDw4MEiH6sQQgghCi88PJyvvvqKGjVqoKuri4eHB4MGDcLf3x+A1NRUAKysrDT2s7KyUrbl5+TJk5QpUwZ9fX369+/Ptm3bcHV1BeDSpUvAsweNffr0YdeuXdSpU4eWLVsqD1qDgoJwd3fH1dWVKVOmsGnTJu7cucPYsWNZtGgRo0ePxtHREW9vb65evfpaz0txyBfklWLp6emsWbOG9evX07JlS+BZcmBra5urrpeXF+Hh4QA4OTkRExPDvHnz+PTTT6lQoQIA5ubmWFtbF/iZ0dHRrFixgoSEhDy3nz9/noiICGJiYpSb6XXr1mFnZ8f27dv58ssv89zvypUrecb9MqmpqUX+hZCSkoK1tTWtWrVCV1cXe3t7GjRooFGnbdu2DBw4EIARI0Ywb9489u3bh7OzM+vXr+fRo0f89NNPGBsbA7B48WJ8fX2ZMWMGVlZWGBoa8vjx4zzPp62tLfHx8fnG9/jxYx4/fqy8T0tLe/mJEEIIIYSGTZs2sW7dOtavX4+bmxsJCQkMGjQIW1tbAgICitW2s7MzCQkJ3Lt3jy1bthAQEMD+/ftxdXUlOzsbgH79+tGzZ08APDw82Lt3LytXrmTatGno6upqjB6BZ8OlQ0NDiY+PZ/v27Zw4cYKZM2cSGhrKL7/8Uqx4XxfpsSjFLl26RGZmpsZNsZmZGc7Ozrnq5nTPPf8+MTEx37ZTUlIoU6aM8po6dSrp6el0796dH3/8kfLly+e5X2JiIjo6OjRs2FApK1euHM7OzgV+3sOHDzWGQb0uU6dO1TiOlJQUvvzySx4+fEjVqlXp06cP27Zt4+nTpxr71apVS/l/lUqFtbU1N27cAJ4do7u7u5JUwLPELTs7W+nVKIihoSEPHjzId/u0adMwMzNTXnZ2dkU9bCGEEOKDFxYWpvRa1KxZk+7duzN48GCmTZsGoDz8u379usZ+169ff+mDVj09PRwdHalbty7Tpk3D3d2dBQsWAGBjYwOg9GDkcHFxISUlJc/29u3bx+nTpwkJCSEqKoq2bdtibGyMn5+fMpz6XSA9FuKV2NraavRKWFhYcPHiRZKTk/H19VXKc7JyHR2dQt1U56d8+fLcuXOnyPtZW1sX+Auhf//++Pn5KdtsbW2VWPfs2UNkZCQDBw5k1qxZ7N+/H11dXQDlvzlUKpVyrMV1+/ZtpZcoLyNHjmTIkCHK+7S0NEkuhBBCiCJ68OCBsgpTDm1tbeXveZUqVbC2tmbv3r3Url0bePY3Ny4ujgEDBhTps7Kzs5XRBg4ODtja2ua6Lzp37pwyv+N5jx49Ijg4mHXr1qGtrU1WVpayQlRmZmaJL8P/PEksSrGqVauiq6vLkSNHsLe3B+DevXucO3eOpk2batR9fqWCnPcuLi7Ke11dXY1/uDo6Ojg6OmrsY2RkxMmTJzXKRo8eTXp6OgsWLMDOzo7s7GyePn1KXFycMhTqf//7H0lJSbky9+d5eHhw5syZIhz9M40aNWLv3r0ak9UjIyOVHhoLCwssLCxy7WdoaIivry++vr4EBwdTo0YNTp48SZ06dV76mS4uLqxevZqMjAyl1yImJgYtLS2lt0hPTy/fXwSnTp2iefPm+bavr6+vrBohhBBCiFfj6+vLlClTsLe3x83Njfj4eObOnUtQUBDw7KHhoEGDmDx5MtWrV6dKlSqMGTMGW1tbjSXjW7ZsSceOHZW5lCNHjsTHxwd7e3vS09NZv349UVFR7N69W2k3LCyMcePG4e7uTu3atVmzZg1nz55ly5YtueKcNGkSbdu2xcPDA3g2CiIsLIyePXuyePFivLy83vCZKjxJLEoxExMTAgICCAsLw8LCAktLS8aNG4eWlhYqlUqjbkxMDDNnzqRDhw5ERkayefNm/vvf/yrbHRwc2Lt3L15eXujr61O2bNlcn2dgYMBHH32kUWZubg6glFevXp327dvTp08fvv/+e0xMTAgPD6dixYq0b98+32Px9vZmzZo1ucpzek3u37/PzZs3SUhIQE9PT0lSvvnmG5o1a8acOXNo164dGzdu5OjRo7lWcXre6tWrycrKomHDhhgZGbF27VoMDQ2pXLlyvvs8z9/fn3HjxhEQEMD48eO5efMmX3/9Nd27d1fmezg4OLB7926SkpIoV64cZmZm6Orq8uDBA44dO8bUqVML9VlCCCGEeDWLFi1izJgxDBw4kBs3bmBra0u/fv0YO3asUmf48OFkZGTQt29f7t69S+PGjdm1a5fG8OyLFy8qS8HCs1WfevTowbVr1zAzM6NWrVrs3r2bTz/9VKkzaNAgHj16xODBg7l9+zbu7u5ERkZSrVo1jRhPnTrFpk2bNEaJdO7cmaioKJo0aaLM7XxXqNTPf72gKHXS09Pp378/27dvx9TUlOHDh7Nx40ZatGihjCF0cHAgKCiIU6dO8d///hdTU1NGjhypscTqf/7zH4YMGUJycjIVK1YkOTm5UJ8fGBjI3bt3NdZ7vnPnDt988w0RERE8efKEpk2bsmjRIqpXr55vO7dv36ZixYokJCRozBF5MUECqFy5skZ8mzdvZvTo0SQnJ1O9enVmzpxJ27Zt8/2s7du3M336dBITE8nKyqJmzZpMnjxZmQDv4ODAoEGDNHpBateuTYcOHRg/fjzwbDWIb775htjYWIyMjPjiiy+YO3cuZcqUAeDmzZv4+/sTGxvL/fv32bdvH82bN2fDhg1MmDCBs2fPFnRaNaSlpWFmZsbs3z7D0Fj35TsIIYQQH4CBnltLOoRSIec+4969ey/97gxJLD4wGRkZVKxYkTlz5ijLweZ1o/wuCgsLIy0tje+//76kQ3ljPv74Y0JDQ+nWrVuh95HEQgghhMhNEovXoyiJhawKVcrFx8ezYcMGLl68yPHjx5W1mQsadvSuGjVqFJUrV35tk6TfNbdu3aJTp0507dq1pEMRQgghhCgymWPxAZg9ezZJSUno6elRt25dDh48mO9ysO8yc3Nzvv3225IO440pX748w4cPL+kwhBBCCCFeiSQWpZyHhwfHjh0rsE5h50sIIYQQQgiRHxkKJYQQQgghhCg26bEQopTo03DdSydVCSGEEEK8KdJjIYQQQgghhCg2SSyEEEIIIYQQxSaJhRBCCCGEEKLYJLEQQgghhBBCFJtM3hailPj9aAuMjbVLOgwhhBDilXzaMK6kQxDFJD0WQgghhBBCiGKTxEIIIYQQQghRbJJYCCGEEEIIIYpNEgshhBBCCPHOc3BwQKVS5XoFBwcrdWJjY2nRogXGxsaYmprStGlTHj58+MptJicn57ldpVKxefNmAG7fvo2vry9lypTBw8OD+Ph4jc8IDg5mzpw5b+CMvHsksRBFtnr1aszNzd/6544ZM4a+ffu+9c99Xs4vmISEhNfe9q5du6hduzbZ2dmvvW0hhBDifXfkyBGuXbumvCIjIwH48ssvgWdJRZs2bWjdujV//PEHR44cISQkBC2t/G93X9amnZ2dxvZr164xYcIEypQpg4+PDwBTpkwhPT2d48eP07x5c/r06aO0f/jwYeLi4hg0aNCbOCXvHEks3gGhoaHUrVsXfX19ateuXdLhvFSXLl04d+7cW/3M1NRUFixYwKhRo5SyAwcO4Ovri62tLSqViu3bt+faT61WM3bsWGxsbDA0NKRVq1acP3/+LUaeNwcHB+bPn69R1qZNG3R1dVm3bl3JBCWEEEK8wypUqIC1tbXy2rFjB9WqVaNZs2YADB48mNDQUMLDw3Fzc8PZ2Rk/Pz/09fVfuU1tbW2N7dbW1mzbtg0/Pz/KlCkDQGJiIl999RVOTk707duXxMREADIzM+nfvz/Lli1DW/vDWLVREot3RFBQEF26dHmjn/HkyZPX0o6hoSGWlpavpa3CWr58OZ6enlSuXFkpy8jIwN3dnSVLluS738yZM1m4cCHLli0jLi4OY2NjvL29efTo0dsIu8gCAwNZuHBhSYchhBBCvNOePHnC2rVrCQoKQqVScePGDeLi4rC0tMTT0xMrKyuaNWtGdHT0K7eZl2PHjpGQkECvXr2UMnd3d37//XeePn3K7t27qVWrFvDsHqR58+bUq1eveAf7HpHE4g17/PgxoaGhWFpaYmBgQOPGjTly5IhGnYULFxIcHEzVqlUL3e748eOpXbs233//PXZ2dhgZGeHn58e9e/eUOoGBgXTo0IEpU6Zga2uLs7MzAH/99Rd+fn6Ym5tjYWFB+/btSU5OBuC3337DwMCAu3fvanzeN998Q4sWLYC8h0L9+9//pk6dOhgYGFC1alUmTJjA06dPARg2bBifffaZUnf+/PmoVCp27dqllDk6OrJ8+fJ8j3fjxo34+vpqlPn4+DB58mQ6duyY5z5qtZr58+czevRo2rdvT61atfjpp5/4559/8uzdyHHnzh38/f2pUKEChoaGVK9enVWrVmnUuXTpEp988glGRka4u7sTGxursf2XX37Bzc0NfX19HBwcNMZWNm/enCtXrjB48GBlnGYOX19fjh49ysWLF/ONTwghhPjQbd++nbt37xIYGAg8+7sMz+6P+vTpw65du6hTpw4tW7Ys9EiFF9vMy4oVK3BxccHT01MpCw8PR0dHh2rVqrFt2zZWrFjB+fPnWbNmDWPGjKF///5UrVo1131aaSSJxRs2fPhwfvnlF9asWcPx48dxdHTE29ub27dvF7vtCxcusGnTJv7zn/+wa9cu4uPjGThwoEadvXv3kpSURGRkJDt27CAzMxNvb29MTEw4ePAgMTExlClThjZt2vDkyRNatmyJubk5v/zyi9JGVlYWP//8M/7+/nnGcfDgQXr06ME333zDmTNn+P7771m9ejVTpkwBUJ4YZGVlAbB//37Kly9PVFQUAFevXuXixYs0b948z/Zv377NmTNnipzxX758mdTUVFq1aqWUmZmZ0bBhw1yJwPPGjBnDmTNn+PXXX0lMTGTp0qWUL19eo86oUaMYNmwYCQkJODk50bVrVyWROnbsGH5+fnz11VecPHmS8ePHM2bMGFavXg3A1q1bqVSpEhMnTlTGa+awt7fHysqKgwcP5hvf48ePSUtL03gJIYQQH5IVK1bg4+ODra0tgDI/sV+/fvTs2RMPDw/mzZuHs7MzK1eufKU2X/Tw4UPWr1+v0VsBz+4t1q9fz5UrV9i/fz+urq7069ePWbNmsW7dOi5dukRSUhJGRkZMnDixGEf97pPE4g3KyMhg6dKlzJo1Cx8fH1xdXfnxxx8xNDRkxYoVxW7/0aNH/PTTT9SuXZumTZuyaNEiNm7cSGpqqlLH2NiY5cuX4+bmhpubGz///DPZ2dksX76cmjVr4uLiwqpVq0hJSSEqKgptbW2++uor1q9fr7Sxd+9e7t69yxdffJFnHBMmTCA8PJyAgACqVq3Kp59+yqRJk/j+++8BaNKkCenp6cTHx6NWqzlw4ABDhw5VEouoqCgqVqyIo6Njnu2npKSgVqvz/UHPT855sLKy0ii3srLSOEd5fZ6Hhwf16tXDwcGBVq1a5eotGTZsGO3atcPJyYkJEyZw5coVLly4AMDcuXNp2bIlY8aMwcnJicDAQEJCQpg1axYAFhYWaGtrY2JioozXfJ6trS1XrlzJN75p06ZhZmamvOzs7Ap/UoQQQoj33JUrV9izZw+9e/dWymxsbABwdXXVqOvi4kJKSsortfmiLVu28ODBA3r06FFgW6tWrcLc3Jz27dsTFRVFhw4d0NXV5csvv1TufUorSSzeoIsXL5KZmYmXl5dSpqurS4MGDZSJPYVRpkwZ5dW/f3+l3N7enooVKyrvGzVqRHZ2NklJSUpZzZo10dPTU96fOHGCCxcuYGJiorRpYWHBo0ePlOE3/v7+REVF8c8//wCwbt062rVrl+9KUCdOnGDixIkacfbp04dr167x4MEDzM3NcXd3JyoqipMnT6Knp0ffvn2Jj4/n/v377N+/X5kklZecZeIMDAwKfc4Ky8fHR4nZzc0NgAEDBrBx40Zq167N8OHDOXToUK79csZPwv/7ZXbjxg3g2SSu5685gJeXF+fPn1d6bQpiaGjIgwcP8t0+cuRI7t27p7z++uuvlx+oEEIIUUqsWrUKS0tL2rVrp5Q5ODhga2urcQ8EcO7cOY35mUVp80UrVqzg888/p0KFCvnWuXnzJhMnTmTRokXAs1EfmZmZwLPJ3IW5D3if6ZR0AOLlnl/a1NTUtEj7Ghsba7y/f/8+devWzXPloZwflPr161OtWjU2btzIgAED2LZtmzKMJy/3799nwoQJdOrUKde2nGSgefPmREVFoa+vT7NmzbCwsMDFxYXo6Gj279/P0KFD820/ZxjSnTt3CvxhflFOT8D169eVm/+c9zmrby1fvlxJXHR1dYFnycaVK1fYuXMnkZGRtGzZkuDgYGbPnq20kVMXUOZIvK5lYm/fvl3gcerr6xe4woUQQghRWmVnZ7Nq1SoCAgLQ0fl/t7EqlYqwsDDGjRuHu7s7tWvXZs2aNZw9e5YtW7Yo9Vq2bEnHjh0JCQl5aZvPu3DhAgcOHGDnzp0Fxjdo0CCGDh2qPPj18vLiX//6F61bt+aHH37I9eCxtJHE4g2qVq0aenp6xMTEKNlyZmYmR44cKdJ6xgUNEfrnn3+UIUKHDx9GS0tLmaSdlzp16vDzzz9jaWlZYJLi7+/PunXrqFSpElpaWgVm8HXq1CEpKSnfOOHZPIuVK1eio6NDmzZtgGfJxoYNGzh37ly+8yvg2Xk0NTXlzJkzODk55VvvRVWqVMHa2pq9e/cqiURaWhpxcXEMGDAAQKPH53kVKlQgICCAgIAAmjRpQlhYmEZiURAXFxdiYmI0ymJiYnByclKWm9PT08vzqUVOz5GHh0dhD1MIIYT4YOzZs4eUlBSCgoJybRs0aBCPHj1i8ODB3L59G3d3dyIjI6lWrZpS5+LFi9y6davQbeZYuXIllSpVonXr1vnW2b17NxcuXOBf//qXUhYSEsLRo0dp2LAhDRo0YNy4cUU53PeOJBZvkLGxMQMGDCAsLAwLCwvs7e2ZOXMmDx480Jj4c+HCBe7fv09qaioPHz5UeihcXV01hjG9yMDAgICAAGbPnk1aWhqhoaH4+fnlGrP/PH9/f2bNmkX79u2ZOHEilSpV4sqVK2zdupXhw4dTqVIlpd748eOZMmUKnTt3LvAJ+dixY/nss8+wt7enc+fOaGlpceLECU6dOsXkyZMBaNq0Kenp6ezYsYPp06cDzxKLzp07Y2NjU2DCoKWlRatWrYiOjqZDhw5K+f3795V5DfBssnZCQoJyrlUqFYMGDWLy5MlUr16dKlWqMGbMGGxtbTXayet46tati5ubG48fP2bHjh24uLjkW/9FQ4cOpX79+kyaNIkuXboQGxvL4sWL+e6775Q6Dg4OHDhwgK+++gp9fX2lV+bw4cPo6+vTqFGjQn+eEEII8aFo3bo1arU63+3h4eGEh4fnuz1nFcyitAkwdepUpk6dWmAdb29vvL29NcqMjIzYtGlTgfuVJpJYvGHTp08nOzub7t27k56eTr169di9ezdly5ZV6vTu3Zv9+/cr73OeVl++fBkHB4d823Z0dKRTp060bduW27dv89lnn2ncvObFyMiIAwcOMGLECDp16kR6ejoVK1akZcuWGj0Yjo6ONGjQgD/++CPXF7m9yNvbmx07djBx4kRmzJiBrq4uNWrU0JgAVbZsWWrWrMn169epUaMG8CzZyM7OLnB+RY7evXvTp08fZs6cqXyD5tGjR/nkk0+UOkOGDAEgICBAGbo1fPhwMjIy6Nu3L3fv3qVx48bs2rWrwPkaenp6jBw5kuTkZAwNDWnSpAkbN258aYw56tSpw6ZNmxg7diyTJk3CxsaGiRMnaixfN3HiRPr160e1atV4/Pix8gttw4YN+Pv7Y2RkVOjPE0IIIYR4F6jUL0vRxDtp/PjxbN++XWP+RWmmVqtp2LAhgwcPpmvXriUdzhtx69YtnJ2dOXr0KFWqVCn0fmlpaZiZmbFtb12MjT+Mb/YUQghR+nzaMK6kQxB5yLnPuHfv3kvn+sqqUOK9oFKp+OGHH5TviiiNkpOT+e6774qUVAghhBBCvCtkKJR4b9SuXVuZhF0a1atXr8hfAiiEEEII8a6QHov31Pjx4z+YYVBCCCGEEOLdJz0WQpQSLer9XuTvORFCCCGEeF2kx0IIIYQQQghRbNJjIcR7Lmdht7S0tBKORAghhBClTc79RWEWkpXEQoj33P/+9z8A7OzsSjgSIYQQQpRW6enpmJmZFVhHEgsh3nMWFhYApKSkvPQHXryb0tLSsLOz46+//pJ5Mu8puYalg1zH959cw9dPrVaTnp6Ora3tS+tKYiHEey7nm8jNzMzkl+h7ztTUVK7he06uYekg1/H9J9fw9Srsg0uZvC2EEEIIIYQoNkkshBBCCCGEEMUmiYUQ7zl9fX3GjRuHvr5+SYciXpFcw/efXMPSQa7j+0+uYclSqQuzdpQQQgghhBBCFEB6LIQQQgghhBDFJomFEEIIIYQQotgksRBCCCGEEEIUmyQWQrzjlixZgoODAwYGBjRs2JA//vijwPqbN2+mRo0aGBgYULNmTXbu3PmWIhUFKcp1/PHHH2nSpAlly5albNmytGrV6qXXXbx5Rf1ZzLFx40ZUKhUdOnR4swGKlyrqNbx79y7BwcHY2Nigr6+Pk5OT/E59BxT1Os6fPx9nZ2cMDQ2xs7Nj8ODBPHr06C1F+4FRCyHeWRs3blTr6empV65cqT59+rS6T58+anNzc/X169fzrB8TE6PW1tZWz5w5U33mzBn16NGj1bq6uuqTJ0++5cjF84p6Hbt166ZesmSJOj4+Xp2YmKgODAxUm5mZqf/++++3HLnIUdRrmOPy5cvqihUrqps0aaJu37792wlW5Kmo1/Dx48fqevXqqdu2bauOjo5WX758WR0VFaVOSEh4y5GL5xX1Oq5bt06tr6+vXrdunfry5cvq3bt3q21sbNSDBw9+y5F/GCSxEOId1qBBA3VwcLDyPisrS21ra6ueNm1anvX9/PzU7dq10yhr2LChul+/fm80TlGwol7HFz19+lRtYmKiXrNmzZsKUbzEq1zDp0+fqj09PdXLly9XBwQESGJRwop6DZcuXaquWrWq+smTJ28rRFEIRb2OwcHB6hYtWmiUDRkyRO3l5fVG4/xQyVAoId5RT5484dixY7Rq1Uop09LSolWrVsTGxua5T2xsrEZ9AG9v73zrizfvVa7jix48eEBmZiYWFhZvKkxRgFe9hhMnTsTS0pJevXq9jTBFAV7lGkZERNCoUSOCg4OxsrLio48+YurUqWRlZb2tsMULXuU6enp6cuzYMWW41KVLl9i5cydt27Z9KzF/aHRKOgAhRN5u3bpFVlYWVlZWGuVWVlacPXs2z31SU1PzrJ+amvrG4hQFe5Xr+KIRI0Zga2ubK2kUb8erXMPo6GhWrFhBQkLCW4hQvMyrXMNLly7x+++/4+/vz86dO7lw4QIDBw4kMzOTcePGvY2wxQte5Tp269aNW7du0bhxY9RqNU+fPqV///58++23byPkD470WAghxDts+vTpbNy4kW3btmFgYFDS4YhCSE9Pp3v37vz444+UL1++pMMRryg7OxtLS0t++OEH6tatS5cuXRg1ahTLli0r6dBEEURFRTF16lS+++47jh8/ztatW/nvf//LpEmTSjq0Ukl6LIR4R5UvXx5tbW2uX7+uUX79+nWsra3z3Mfa2rpI9cWb9yrXMcfs2bOZPn06e/bsoVatWm8yTFGAol7DixcvkpycjK+vr1KWnZ0NgI6ODklJSVSrVu3NBi00vMrPoY2NDbq6umhraytlLi4upKam8uTJE/T09N5ozCK3V7mOY8aMoXv37vTu3RuAmjVrkpGRQd++fRk1ahRaWvKM/XWSsynEO0pPT4+6deuyd+9epSw7O5u9e/fSqFGjPPdp1KiRRn2AyMjIfOuLN+9VriPAzJkzmTRpErt27aJevXpvI1SRj6Jewxo1anDy5EkSEhKU1+eff84nn3xCQkICdnZ2bzN8wav9HHp5eXHhwgUlKQQ4d+4cNjY2klSUkFe5jg8ePMiVPOQki2q1+s0F+6Eq6dnjQoj8bdy4Ua2vr69evXq1+syZM+q+ffuqzc3N1ampqWq1Wq3u3r27Ojw8XKkfExOj1tHRUc+ePVudmJioHjdunCw3+w4o6nWcPn26Wk9PT71lyxb1tWvXlFd6enpJHcIHr6jX8EWyKlTJK+o1TElJUZuYmKhDQkLUSUlJ6h07dqgtLS3VkydPLqlDEOqiX8dx48apTUxM1Bs2bFBfunRJ/dtvv6mrVaum9vPzK6lDKNVkKJQQ77AuXbpw8+ZNxo4dS2pqKrVr12bXrl3KxLWUlBSNJzGenp6sX7+e0aNH8+2331K9enW2b9/ORx99VFKHICj6dVy6dClPnjyhc+fOGu2MGzeO8ePHv83Qxf+vqNdQvHuKeg3t7OzYvXs3gwcPplatWlSsWJFvvvmGESNGlNQhCIp+HUePHo1KpWL06NFcvXqVChUq4Ovry5QpU0rqEEo1lVot/UBCCCGEEEKI4pHHK0IIIYQQQohik8RCCCGEEEIIUWySWAghhBBCCCGKTRILIYQQQgghRLFJYiGEEEIIIYQoNkkshBBCCCGEEMUmiYUQQgghhBCi2CSxEEIIIYQQQhSbJBZCCCGEEEKIYpPEQgghhChBgYGBqFSqXK8LFy4AcODAAXx9fbG1tUWlUrF9+/aXtpmVlcX06dOpUaMGhoaGWFhY0LBhQ5YvX/6Gj0YI8SHTKekAhBBCiA9dmzZtWLVqlUZZhQoVAMjIyMDd3Z2goCA6depUqPYmTJjA999/z+LFi6lXrx5paWkcPXqUO3fuvPbYczx58gQ9Pb031r4Q4t0nPRZCCCFECdPX18fa2lrjpa2tDYCPjw+TJ0+mY8eOhW4vIiKCgQMH8uWXX1KlShXc3d3p1asXw4YNU+pkZ2czc+ZMHB0d0dfXx97enilTpijbT548SYsWLTA0NKRcuXL07duX+/fvK9sDAwPp0KEDU6ZMwdbWFmdnZwD++usv/Pz8MDc3x8LCgvbt25OcnFzMMySEeB9IYiGEEEKUMtbW1vz+++/cvHkz3zojR45k+vTpjBkzhjNnzrB+/XqsrKyAZ70k3t7elC1bliNHjrB582b27NlDSEiIRht79+4lKSmJyMhIduzYQWZmJt7e3piYmHDw4EFiYmIoU6YMbdq04cmTJ2/0mIUQJU+GQgkhhBAlbMeOHZQpU0Z57+Pjw+bNm1+5vblz59K5c2esra1xc3PD09OT9u3b4+PjA0B6ejoLFixg8eLFBAQEAFCtWjUaN24MwPr163n06BE//fQTxsbGACxevBhfX19mzJihJCDGxsYsX75cGQK1du1asrOzWb58OSqVCoBVq1Zhbm5OVFQUrVu3fuVjEkK8+ySxEEIIIUrYJ598wtKlS5X3OTfzr8rV1ZVTp05x7NgxYmJilAnggYGBLF++nMTERB4/fkzLli3z3D8xMRF3d3eNOLy8vMjOziYpKUlJLGrWrKkxr+LEiRNcuHABExMTjfYePXrExYsXi3VMQoh3nyQWQgghRAkzNjbG0dHxtbappaVF/fr1qV+/PoMGDWLt2rV0796dUaNGYWho+Fo+48UE6P79+9StW5d169blqpszGV0IUXrJHAshhBDiA+Dq6go8mz9RvXp1DA0N2bt3b551XVxcOHHiBBkZGUpZTEwMWlpayiTtvNSpU4fz589jaWmJo6OjxsvMzOz1HpAQ4p0jiYUQQgjxDrt//z4JCQkkJCQAcPnyZRISEkhJScl3n86dOzNv3jzi4uK4cuUKUVFRBAcH4+TkRI0aNTAwMGDEiBEMHz6cn376iYsXL3L48GFWrFgBgL+/PwYGBgQEBHDq1Cn27dvH119/Tffu3ZVhUHnx9/enfPnytG/fnoMHD3L58mWioqIIDQ3l77//fq3nRQjx7pHEQgghhHiHHT16FA8PDzw8PAAYMmQIHh4ejB07Nt99vL29+c9//oOvry9OTk4EBARQo0YNfvvtN3R0no2CHjNmDEOHDmXs2LG4uLjQpUsXbty4AYCRkRG7d+/m9u3b1K9fn86dO9OyZUsWL15cYKxGRkYcOHAAe3t7OnXqhIuLC7169eLRo0eYmpq+pjMihHhXqdRqtbqkgxBCCCGEEEK836THQgghhBBCCFFsklgIIYQQQgghik0SCyGEEEIIIUSxSWIhhBBCCCGEKDZJLIQQQgghhBDFJomFEEIIIYQQotgksRBCCCGEEEIUmyQWQgghhBBCiGKTxEIIIYQQQghRbJJYCCGEEEIIIYpNEgshhBBCCCFEsUliIYQQQgghhCi2/w/pAlsC0zVBkQAAAABJRU5ErkJggg==","text/plain":["<Figure size 800x400 with 1 Axes>"]},"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":46,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"title\")"]},{"cell_type":"code","execution_count":52,"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":52,"metadata":{},"output_type":"execute_result"}],"source":["df_best[\"title\"].value_counts().keys()"]},{"cell_type":"code","execution_count":54,"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":57,"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:402: 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:403: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:600: RuntimeWarning: invalid value encountered in divide\n","  sns.heatmap(\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:419: 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:420: 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":56,"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:402: 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:403: 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)\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqgAAAGdCAYAAADe54HfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABJUUlEQVR4nO3deVyU5f7/8TeLMAMIKKbmQu6aW1YuddQyzfK4hKTVKS1UND2auZVlmnWyo5VanaOWWe5pZlguuLSY5b6UlZZhLgRoSoLIPsMMzO8Pv8yvOWBZjtw3+no+HvdD57qumfkMN8qb677v6/ZxuVwuAQAAACbha3QBAAAAwG8RUAEAAGAqBFQAAACYCgEVAAAApkJABQAAgKkQUAEAAGAqBFQAAACYCgEVAAAApuJvdAHeUlRUpF9++UUVK1aUj4+P0eUAAADgf7hcLmVnZ6tGjRry9b3wPOkVE1B/+eUX1a5d2+gyAAAA8AdSUlJUq1atC/ZfMQG1YsWKks5/4NDQUIOrAQAAwP/KyspS7dq13bntQq6YgFp8WD80NJSACgAAYGJ/dDomF0mZzB133CFfX1/NmDHDoz0hIUFBQUHy8fFRWlqaR19RUZGef/551apVS1WqVNGQIUOUk5Pj7vf39y+xWa1WnTp1qkw+EwAAwJ9BQDWZLVu2aPLkySXamzRpory8PF133XUl+l599VXt379fe/fuVXJysiIjIzVy5Eh3v9Pp9NhefPFFxcbG6tprr72snwUAAOCv+EsB9UKzfNu3b1e7du0UGhqqW265Rbt37/bof+GFF1StWjWFhoZq0KBBHrN8WVlZ6tevn0JCQlSjRg29/PLLf6W0q9IXX3yhUaNGqUaNGgoKCtJTTz2ltWvXljo2Ly9Ps2fP1lNPPVXGVQIAAFycvxRQS5vlO3LkiO6//379+9//VmpqqsaPH6/evXvrxIkTkqS5c+dq9erV2r17t06cOCEfHx8NGTLE/fxHH31UFSpU0MmTJ7Vr1y7FxcXprbfeuoSPdvXo1auXXnzxRSUlJSk7O1sTJkxQlSpVSh371ltvqXv37qx4AAAATMtrF0nNnj1bY8eO1Z133ilJuvfee7Vnzx6tXLlSY8eO1Wuvvably5erbt26ks4H1vr16+vYsWOyWCzasmWLkpKSZLFYFBYWpiVLlujvf/+7hg4d6q0Sr1iPPvqo1q5dqzp16kiSwsPD9dFHH5UYZ7fb9frrr+uLL74o2wIBAAD+BK8F1Lp166pHjx4ebbVr11ZKSop+/fVX5ebm6uabb3b3VahQQffcc48+//xzhYWFqWvXrrJYLO7+66+/XiEhITpy5IgaNmzorTKvSE899ZScTqeOHTumypUra/78+frll19KjJs/f77uuOMO9y8JAAAAZuS1gDp69OgSbfHx8YqNjVVycrIaNGhQor9x48Y6fvy4IiIifrefgHphZ86c0eLFi3XkyBH38lrjxo1Tr1691KxZM91www2SJIfDoRkzZmjTpk1GlgsAAPCHLttV/IsWLdLp06cVHR2t/Px8BQUFlRhjtVqVn5//h/2lsdvtysrK8tiuRsePH1fTpk1LrP3aunVrffbZZ+7HS5Ys0S233KJGjRqVdYkAAAB/ymUJqPv27dNTTz2l9957z73mps1mKzEuPT1dQUFBf9hfmmnTpiksLMy9Xa0X/dStW1fHjh2T0+n0aN+/f7+qV68uSSosLNTLL7+siRMnGlEiAADAn+L1gJqcnKzo6GjNnz9f119/vSQpMjJSiYmJJcYmJiaqXr16f9hfmgkTJigzM9O9paSkePeDlBNVq1bV7bffrkcffVSnT59WVlaWXnnlFX377bfq1auXJOm9995TixYt1KxZM4OrBQAA+GNeDajZ2dnq2bOnnnzySfXs2dPdXrVqVQUEBOjw4cPuNqfTqTVr1qhLly5q3769Nm/e7DEL+P3338tut5d6bqokBQYGum9rerXf3vTNN9+Un5+frr/+etWtW1fbt2/X559/7v6aHDp0SJMmTTK4SgAAgIvj43K5XH/lic8//7xCQkL0xBNPSDp/GLlnz56qX7++Zs+eXWL83LlztWzZMr333nsKCwvT+PHjlZOTo6VLl0qS/vGPf+iaa67RtGnTlJGRofvvv1+DBw9WbGzsRdWTlZWlsLAwZWZmGhJW6zy9vszf0wx+fqnHHw8CAADQxec1r82gjhw5Ups2bdLcuXM97vnepUsXSdKwYcPUtWtX3XTTTapZs6YKCgo0d+5c9/PfeustnT17VtWrV1fbtm117733XnQ4BQAAwJXjL8+gmg0zqMZgBhUAAFysMp9BBQAAALyBgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABT+UsB9Y477pCvr69mzJjh0b5jxw61atVKVqtVbdq00d69ez36582bp8jISAUHBys6OlqpqanuPofDoccff1yVKlVSRESEnnzySTmdzr9SHgAAAMqxvxRQt2zZosmTJ3u0paamKjo6WpMnT1ZWVpYmTpyoqKgonT59WpK0adMmTZ06VfHx8UpLS1Pz5s0VHR3tfv6zzz6rn376SQkJCUpISNChQ4f07LPPXsJHAwAAQHnktUP8CxYs0AMPPKB7771XFSpUUO/evRUTE6M33nhDkvTaa69p5syZatmypaxWq6ZMmaKioiJ9/vnnKigo0Ntvv61FixapWrVquuaaa7RkyRK98847ys3N9VaJAAAAKAe8FlC3bdumqKgoj7a+fftq8+bNcrlc2rNnj3r06FFq/7fffqvrr79e1atXd/dFRESoXbt22rlzp7dKBAAAQDngtYCanJysBg0aeLQ1btxYx48fV3p6usLDw2WxWErtL+25v+0HAADA1cPfWy+Un5+voKAgjzar1ar8/PxS+/5Mf2nsdrvsdrv7cVZW1iV+AgAAAJiB12ZQrVarbDabR1t6erqCgoJK7fsz/aWZNm2awsLC3Fvt2rW980EAAABgKK8F1MjISCUmJnq0JSYmql69eoqIiNC5c+fkcDhK7S/tub/tL82ECROUmZnp3lJSUrz1UQAAAGAgrwXUDh06aNOmTR5tcXFxuvPOO+Xj46PWrVvr888/L7W/VatWOnTokDIyMtx9Z8+e1Z49e/S3v/2t1PcLDAxUaGioxwYAAIDyz2sBNTY2VosXL9bGjRvldDoVHx+vFStWaPjw4ZKksWPHavTo0UpISJDNZtOUKVNktVrVqVMnBQQEaODAgRoyZIjS09OVlpamQYMG6bHHHrvgIX4AAABcmbwWUKtVq6YPPvhAEyZMUEhIiJ5//nmtXr1aVatWlSR169ZNo0ePVteuXVW5cmXt379fq1atcj//hRde0LXXXqv69eurUaNGatiwoZ5//nlvlQcAAIBywsflcrmMLsIbsrKyFBYWpszMTEMO99d5en2Zv6cZ/PxSjz8eBAAAoIvPa16bQQUAAAC8gYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKmEB6err69++vypUrKzIyUjNnzpQkffnll/L39/fY/Pz81KpVK7lcLkmSzWYrMWblypVGfhwAAC6Jv9EFAJBiYmLUunVrpaSkKCcnR0OHDlWVKlUUExMjp9PpMbZbt24aPHiwfHx8JEkJCQnq2LGjtmzZYkTpAAB4HTOogAls3bpVzzzzjIKDg1WtWjWNHDlSH330UYlx+/btU0pKivr06eNu++GHH9SkSZOyLBcAgMuKgAqYQI8ePTR+/HhlZWUpJSVFU6dOVbVq1UqMe/HFFzVx4kT37KkkHTp0SI0bNy7LcgEAuKwIqIAJzJkzR6tWrVJYWJgiIyN16tQpPffccx5jDhw4oISEBD3wwAMe7T/88INmzJihSpUq6W9/+5u++uqrsiwdAACvI6ACBnM6nerVq5ceeughpaenKykpSd26ddOvv/7qMe7FF1/UhAkT5Ofn59EeGxurPXv26NSpUxo3bpzuuecenTlzpiw/AgAAXkVABQwWHx8vq9Wql19+2X0V/5QpUzRw4EDZ7XZJ0o8//qj9+/erf//+JZ7fq1cv1axZUxaLRX369NE//vEPrVixoqw/BgAAXkNABQx2+PBhdezY0aMtODhY4eHh+v777yVJU6dO1fjx4+Xv/8cLb9SrV08nTpy4LLUCAFAWCKiAwerVq6eEhASPNpvNph9//FHVq1fXsWPHtH37dg0YMKDEc0eMGKG9e/d6tG3fvl2NGjW6nCUDAHBZEVABg/Xq1Uv79+/XnDlzlJ2drZMnTyomJka33nqratasqWnTpmns2LEKCAgo8dymTZtqxIgROnr0qLKzszV9+nTt3r1bDz74oAGfBAAA7yCgAgazWCyKj4/X2rVrVa1aNbVr105Vq1bVkiVLVFRUpIyMDA0ZMqTU5w4fPlxRUVHq1KmTqlWrpk8++UQbN25UUFBQGX8KAAC8x8dVfL/Eci4rK0thYWHKzMxUaGhomb9/nafXl/l7msHPL/UwugRDsL8BAPjzLjavMYMKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMxasBNT09Xf3791flypUVGRmpmTNnuvt+/PFHdejQQVarVc2aNdOGDRs8nrt69Wo1atRIVqtVnTt31pEjR7xZGgAAAMoJrwbUmJgYNWjQQCkpKdq3b5+2bdumxYsXy263q3v37nrwwQeVmZmpuXPnavDgwTp48KAk6eDBgxo6dKjefvttZWZm6v7771e3bt1ks9m8WR4AAADKAa8G1K1bt+qZZ55RcHCwqlWrppEjR+qjjz7Shx9+qObNm2vEiBEKCAhQx44dNXnyZE2fPl2SNHv2bI0fP1633367AgICNGzYMLVp00bLly/3ZnkAAAAoB7waUHv06KHx48crKytLKSkpmjp1qqpVq6Zt27YpKirKY2zfvn21efNmSfrDfgAAAFw9vBpQ58yZo1WrViksLEyRkZE6deqUnnvuOSUnJ6tBgwYeY6tUqSKbzSa73a6TJ0+qXr16Hv2NGzfW8ePHvVkeAAAAygGvBVSn06levXrpoYceUnp6upKSktStWzf9+uuvys/PV1BQUInnWK1W5efnq6ioSL6+vqX2XYjdbldWVpbHBgAAgPLPawE1Pj5eVqtVL7/8svsq/ilTpmjgwIEKCAgo9YKns2fPKigoSL6+vnK5XB596enppYbaYtOmTVNYWJh7q127trc+CgAAAAzktYB6+PBhdezY0aMtODhY4eHhkqTExESPvtOnT6ty5coKCAhQzZo1lZyc7NGfmJhY4rD/b02YMEGZmZnuLSUlxTsfBAAAAIbyWkCtV6+eEhISPNpsNpt+/PFH9e/fX5s2bfLoi4uL05133ilJ6tChw+/2lyYwMFChoaEeGwAAAMo/rwXUXr16af/+/ZozZ46ys7N18uRJxcTE6NZbb1WfPn20d+9eLVmyRA6HQ7t27dIrr7yiJ598UpI0cuRIvfjii9qzZ48cDocWLFigAwcO6MEHH/RWeQAAACgnvBZQLRaL4uPjtXbtWlWrVk3t2rVT1apVtWTJElksFq1bt07z5s1TxYoVFRsbq3nz5qlZs2aSpBYtWmjWrFl6+OGHFRoaqnfffVcbNmxQYGCgt8oDAABAOeHvzRdr2LChPv7441L7mjZtqu3bt1/wub1791bv3r29WQ4AAADKIa+ugwoAAABcKgIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwlcsaUJOSkrR48eLL+RYAAAC4wlzWgDpq1Cilpqa6H+/YsUOtWrWS1WpVmzZttHfvXo/x8+bNU2RkpIKDgxUdHe3xXAAAAFwdLltA3bBhg44dO6axY8dKklJTUxUdHa3JkycrKytLEydOVFRUlE6fPi1J2rRpk6ZOnar4+HilpaWpefPmio6OvlzlAQAAwKQuS0C12+0aPXq05s6dK39/f0nSggUL9MADD+jee+9VhQoV1Lt3b8XExOiNN96QJL322muaOXOmWrZsKavVqilTpqioqEiff/755SgRAAAAJnVZAuorr7yi2267Te3bt3e3bdu2TVFRUR7j+vbtq82bN8vlcmnPnj3q0aNHqf0AAAC4eng9oKakpGjatGn6+OOPValSJY0bN05FRUVKTk5WgwYNPMY2btxYx48fV3p6usLDw2WxWErtL43dbldWVpbHBgAAgPLP6wF1ypQp6tq1q77++mvt379f27dv15w5c5Sfn6+goCCPsVarVfn5+aX2/ba/NNOmTVNYWJh7q127trc/CgAAAAzg7+0XXLNmjRISElSpUiVJ0vz583X//ffLarXKZrN5jE1PT1dQUFCpfb/tL82ECRPcF2BJUlZWFiEVAADgCuDVGdQzZ84oODjYHU4lqVmzZjpx4oQiIyOVmJjoMT4xMVH16tVTRESEzp07J4fDUWp/aQIDAxUaGuqxAQAAoPzzakCNiIhQRkaGMjIy3G2HDh1SZGSkOnTooE2bNnmMj4uL05133ikfHx+1bt26xBX7xf0AAAC4eng1oPr6+mrAgAEaMGCAfv31VyUmJmrw4MEaNWqUYmNjtXjxYm3cuFFOp1Px8fFasWKFhg8fLkkaO3asRo8erYSEBNlsNk2ZMkVWq1WdOnXyZokAAAAwOa+fg/rSSy/pqaeeUvPmzRUcHKzHH39cQ4YMkSR98MEHGjFihKKjo9W8eXOtXr1aVatWlSR169ZNSUlJ6tq1q9LT03X33Xdr1apV3i4PAAAAJufjcrlcRhfhDVlZWQoLC1NmZqYh56PWeXp9mb+nGfz8Uo8/HnQFYn8DAPDnXWxeu2y3OgUAAAD+CgIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwlcsaUKdPn660tDRJ0o8//qgOHTrIarWqWbNm2rBhg8fY1atXq1GjRrJarercubOOHDlyOUsDAACASV22gHrgwAE9++yzkiS73a7u3bvrwQcfVGZmpubOnavBgwfr4MGDkqSDBw9q6NChevvtt5WZman7779f3bp1k81mu1zlAQAAwKQuS0AtKCjQww8/LKfTKUn68MMP1bx5c40YMUIBAQHq2LGjJk+erOnTp0uSZs+erfHjx+v2229XQECAhg0bpjZt2mj58uWXozwAAACY2GUJqBMnTlSLFi1Uq1YtSdK2bdsUFRXlMaZv377avHnzRfUDAADg6uH1gLp161bFxcVpzpw57rbk5GQ1aNDAY1yVKlVks9lkt9t18uRJ1atXz6O/cePGOn78uLfLAwAAgMn5e/PFsrKyNGDAAC1cuFBhYWHu9vz8fAUFBZUYb7ValZ+fr6KiIvn6+pbadyF2u112u93jvQEAAFD+eXUG9fHHH1efPn3UqVMnj3ar1VrqBU9nz55VUFCQfH195XK5PPrS09NLDbXFpk2bprCwMPdWu3Ztr3wGAAAAGMtrAXXNmjVatmyZZs2aJYvFIovFoqSkJNWqVUs//PCDEhMTPcafPn1alStXVkBAgGrWrKnk5GSP/sTExBKH/X9rwoQJyszMdG8pKSne+igAAAAwkNcCalRUlBwOh2w2m3u77rrrdOLECf373//Wpk2bPMbHxcXpzjvvlCR16NDhd/tLExgYqNDQUI8NAAAA5V+Z3Enq3nvv1d69e7VkyRI5HA7t2rVLr7zyip588klJ0siRI/Xiiy9qz549cjgcWrBggQ4cOKAHH3ywLMoDAACAiZRJQLVYLFq3bp3mzZunihUrKjY2VvPmzVOzZs0kSS1atNCsWbP08MMPKzQ0VO+++642bNigwMDAsigPAAAAJuLVq/j/188//+z+e9OmTbV9+/YLju3du7d69+59OcsBAABAOVAmM6gAAADAxSKgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFS8GlAzMjIUExOja665RnXq1NFLL72koqIiSdKOHTvUqlUrWa1WtWnTRnv37vV47rx58xQZGang4GBFR0crNTXVm6UBAACgnPBqQO3bt69q1qypY8eO6dNPP9Xq1as1e/ZspaamKjo6WpMnT1ZWVpYmTpyoqKgonT59WpK0adMmTZ06VfHx8UpLS1Pz5s0VHR3tzdIAAABQTngtoH7zzTf69ddf9e9//1uhoaFq2LChFi5cqHfeeUcLFizQAw88oHvvvVcVKlRQ7969FRMTozfeeEOS9Nprr2nmzJlq2bKlrFarpkyZoqKiIn3++efeKg8AyqXly5fryJEjRpcBAGXKawG1sLBQY8eOlY+Pj7utdu3aSk1N1bZt2xQVFeUxvm/fvtq8ebNcLpf27NmjHj16lNoPAFeqO+64Q76+vpoxY0ap/SdPntSYMWNUoUIFj/bnnntOfn5+6tmzZ1mUCQBlzmsBtXXr1ho4cKBHW3x8vFq3bq3k5GQ1aNDAo69x48Y6fvy40tPTFR4eLovFUmr/hdjtdmVlZXlsAFCebNmyRZMnT75g/5gxYzRmzBjVqVPHo/1f//oXv8ADuKJdtqv4T58+rXHjxmny5MnKz89XUFCQR7/ValV+fn6pfb/tv5Bp06YpLCzMvdWuXdvrnwEAjLJ582YdOnRI48aNM7oUAChzlyWg2u129enTR8OHD1e7du1ktVpls9k8xqSnpysoKKjUvt/2X8iECROUmZnp3lJSUrz+OQDACA6HQ48//rjefPPNEof3AeBqcFkCamxsrGrXrq1nnnlGkhQZGanExESPMYmJiapXr54iIiJ07tw5ORyOUvsvJDAwUKGhoR4bAFwJ/vOf/+jYsWO677771LBhQ33yySdGlwQAZcrrAfX555/X8ePHtWjRIvcFUx06dNCmTZs8xsXFxenOO++Uj4+PWrduXeKK/eJ+ALia5Obm6qWXXtKcOXN07NgxTZ8+Xf369dOpU6eMLg0AyoxXA+qyZcu0dOlSrV692uOip9jYWC1evFgbN26U0+lUfHy8VqxYoeHDh0uSxo4dq9GjRyshIUE2m01TpkyR1WpVp06dvFkeAJjeJ598os6dOys2NlbBwcHuZfmWLl1qdGkAUGb8vfVC27Zt06BBg+RwOFSjRg2PvmPHjumDDz7QiBEjFB0drebNm2v16tWqWrWqJKlbt25KSkpS165dlZ6errvvvlurVq3yVmkAUG4cPXpUzZs392hr2bKl9uzZY1BFAFD2vBZQO3bsKLvdfsH+6667Tt9+++0F+4cOHaqhQ4d6qxwAKJdq1aqljz76yKPt4MGDqlu3rkEVAUDZu2zLTAEA/rx77rlHe/bs0fz585WXl6e1a9dq+fLliomJMbo0ACgzBFQAMJHg4GB9/PHHWrJkiapXr66XXnpJ8fHxuuaaa4wuDQDKjNcO8QMA/rznn3++RFuTJk305Zdf/u7zOnXqxIWkAK5YBFQA+AN1nl5vdAmG+PmlHkaXAOAqxSF+AAAAmAoBFQAAAKZCQAUAAICpEFABAChjR48eVffu3RUWFqbGjRtr2bJlHv01a9aUv7+/e3vllVcMqhQwBhdJAQBQhnJzc9WtWzc9/fTTWrVqlRISEvTAAw+oevXq6tKli86dO6fAwEA5nU6jSwUMwwwqAABlaPv27WrevLkGDx4sq9WqG2+8US+//LIWLVokSfrhhx/UuHFjY4sEDEZABQCgDBUWFpbanpGRIUk6dOgQARVXPQIqAABlqEOHDtq3b58WLlyo/Px8ffPNN3rqqad02223STo/g7pixQpVrlxZrVq10scff2xwxUDZI6ACAFCGQkNDtW7dOr399tuqUaOG+7zTRx99VJLUo0cP7dy5U6dPn9bMmTM1aNAgHTp0yOCqgbJFQAUAoIzddNNN2rlzp5KSkmSxWPTaa68pPDxcktS1a1fVq1dPAQEB6tKli5566inNnz/f2IKBMkZABQDAIBMnTtRNN92kfv36XXBMvXr1dOLEiTKsCjAey0wBAGCAr7/+WsuWLdOBAwfcbVOmTNENN9yge+65x922fft2NWrUyIgSAcMQUAEAKGNFRUUaNmyYXnrpJdWqVcvdftNNN2nkyJGKjIxUo0aNtHLlSs2fP1/fffedgdUCZY+ACgBAGcvPz1dUVJT7wqhiPXr00C+//KI+ffro5MmTuvHGG7VmzRrVqFHDoEoBYxBQAQAoY8HBwZo0aVKpfUOGDNGQIUPKuCLAXAioAAD8Rp2n1xtdgiF+fqmH0SUAblzFDwAAUEamT5+utLQ09+P27dvL39/fvY0YMcLA6syDGVQAAIAycODAAT377LMaOHCgu+3IkSOy2Wzy9yeS/RYzqAAAAJdZQUGBHn74YTmdTnfbyZMnFRERQTgtBV8RAACAy2zixIlq0aKFMjMz3W2HDh1S48aNDazKvJhBBQAAuIy2bt2quLg4zZkzx6P9hx9+0Pbt21WlShU1adJES5cuNahC82EGFQAA4DLJysrSgAEDtHDhQoWFhXn0tW7dWlu3blWDBg104MABPfjgg6pevbq6du1qULXmwQwqAADAZfL444+rT58+6tSpU4m+Dh06qGnTpgoICFDr1q01c+ZMzZ07t+yLNCECKgAAwGWwZs0aLVu2TLNmzZLFYpHFYlFSUpJq1aqldevWlRhfr149nThxwoBKzYeACgAAcBlERUXJ4XDIZrO5t+uuu04nTpxQamqq3nrrLY/x27dvV6NGjQyq1lw4BxUAAKCMtW7dWnfffbeaNGmidu3a6ZNPPtGzzz6rTz/91OjSTIGACgAAUMZatWqlefPmafjw4Tp27JgaNWqkBQsWqFWrVkaXZgoEVAAAgDLy888/u/8eFRWlqKgo44oxMQIqAAC4atV5er3RJRji55d6GF3C7+IiKQAAAJgKARUAAACmQkAFAACAqRBQAQAAYCqmCqhZWVnq16+fQkJCVKNGDb388stGlwQAAIAyZqqr+B999FFZLBadPHlS586dU9++fRUeHq6hQ4caXRoAAADKiGkC6smTJ7VlyxYlJSXJYrEoLCxMS5Ys0d///ncCKgAAwFXENIf4d+zYoa5du8pisbjbrr/+eoWEhOjIkSMGVgYAAICyZJqAmpycrAYNGpRob9y4sY4fP25ARQAAADCCaQ7x5+fnKygoqES71WpVfn5+iXa73S673e5+nJmZKen8hVZGKLLnGfK+RjPq62009vfVhf19dWF/X13Y38a8r8vl+t1xpgmoVqtVeXklv0nS09NLDa7Tpk3Tv/71rxLttWvXviz1oXRhrxtdAcoS+/vqwv6+urC/ry5G7+/s7GyFhYVdsN80ATUyMlIbN24s0Z6YmKh69eqVaJ8wYYLGjh3rflxUVKSzZ88qIiJCPj4+l7VWM8nKylLt2rWVkpKi0NBQo8vBZcb+vrqwv68u7O+ry9W6v10ul7Kzs1WjRo3fHWeagNq+fXs98cQTcjqd8vc/X9b3338vu91e6rmpgYGBCgwM9GgLDw8vi1JNKTQ09Kr6Br/asb+vLuzvqwv7++pyNe7v35s5LWaai6Rq1qypv/3tbxozZoxycnKUkpKiIUOGaNKkSUaXBgAAgDJkmoAqSW+99ZbOnj2r6tWrq23btrr33nsVGxtrdFkAAAAoQ6Y5xC+dn/JdtmyZ0WWUK4GBgXruuedKnO6AKxP7++rC/r66sL+vLuzv3+fj+qPr/AEAAIAyZKpD/AAAAAABFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmAoBtZzLzc1Vy5Yt5XQ63W1ffPGFJk6c6NGGK0NOTo5CQ0M99u2GDRvUr18/FRQUGFgZgIuRmZmpUaNGXbA/ODhYZ86ccT/Ozc0ti7IA02GZqXLO6XTKYrEoPz9fy5cvV0xMjL744gt16dJFmZmZCgkJMbpEeFFhYaECAwOVm5urV155Rc8++6y2bdumTp06sb+vQE6nU48++qj+85//qGLFijp48KB8fX3VrFkzo0vDX5SVlaVmzZopJSVFb7/9tvLy8uTj4yOr1aohQ4aoSpUqSk5OVlBQkFJTU3XTTTdp586duu6664wuHV6yYcMGBQUFyde35Byhj4+PqlevroYNGxpQmbkQUMuJ3Nxc3XXXXe4FfV0ul8LCwrR69WqFhIS478B19uxZffvtt7r55puVlZWl4OBggyvHX5GTk6PGjRt77O+IiAh99dVXqlixont/p6en67vvvtNNN93E/i6n7Ha73nzzTVmtVvn5+SkvL0/R0dHq0qWL9u/fr/DwcJ07d04hISF66KGHtHPnTh05ckQVKlQwunT8BXa7Xc2bN9eRI0fUpEkTdezYUZK0ZcsWHT16VNddd52SkpIkSXPmzNH8+fO1f/9+I0uGlyQnJysyMlLXXnut2rRpI5fLpS+//FK33367vv76azVv3lwBAQHatm2bDh48qMjISKNLNhSH+MuJwMBApaSkKDY2VkePHtXgwYP1008/SZIsFosCAgLk7+/vfixJAQEBhtWLS2O1WmWxWLR06VL5+Pjo3XffVV5enqTz3wsVKlRw7+/i/czdSMonl8ulsWPHatmyZVq8eLHGjh0ru92u48ePy2KxKDAwUIGBgVq3bp1WrVqld955h3Bajvn7+3v823377bf19ttvy8/Pz912zz33KDU1VatWrdITTzxhZLnwoltvvVXvvvuugoKCtHbtWq1bt061atXSunXr1K5dOy1atEjx8fEaOHCg+//7q5mpbnWKC/P391d4eLj69eunl19+Wf369dO0adPcfZLcP7QcDocqVKjAD7FyzM/PT8HBwWrfvr37z+LDQf8bTAsKCmSxWNztKF8CAwPl5+enrVu3SpKCgoI8fgnx9fXVwoULNWnSJC1fvlx33nmnwRXjUvj5+Sk1NVXDhw/X6dOnNXz4cEny+PfduXNndezYURkZGerTp4+R5cKLrFar1qxZo6SkJL3wwguSpLS0NL3wwgs6fPiwXn31VYWGhiooKEhNmjQxuFrj8ROtHCv+D81ut+uFF15QTk6OXnjhBZ08eVLVq1c3uDp4W/H+zs/P16BBg5SRkaFBgwbpzJkzuvbaaw2uDn+Vj4+PfHx8PNr8/Pzk6+urSZMmyeFwaMeOHdq7d6/q1KljTJHwKqvVqvbt22vDhg1q3769XC6XtmzZIun898Po0aOVnZ2tDRs2cGTkCvDVV19p3bp1CgwM1AcffKDrrrvOPWPu4+MjPz8/95++vr6y2+0GV2wOHOIvx4pPHy4qKtKRI0d0zz336MiRI/r22291ww03GFwdvK14f/v6+qpmzZoaM2aMatasqYKCArVu3drg6nAp/vdSgKKiIrlcLh07dkyFhYVas2aN3n333RLjUD6FhYWpX79+qlSpkvr166f+/ftLkkaPHq2srCxJ0i+//KIDBw7om2++MbJUeIHD4dAnn3yipKQknThxQj4+Pho0aJAGDBigsLAwDRw4UNddd50ee+wxTZo0STNnzjS6ZFNgBrUcK/5hZbVatXTpUnd79+7d3f/h4cpRvL8DAgI0ZcoUd1v79u01duxYI0vDJSgqKioxg+p0OlVYWKj33ntPa9eu1RdffKFHHnlER44c0eLFiw2qFN7y888/q23btjpy5Ijatm3rbq9ataoyMjK0ceNGffnllxoyZIji4uJ04403GlgtLtWtt96qXbt26bXXXlO3bt3k7++vW265xX1U7NZbb9XZs2fVuHFjdenSRS+88AL7XMyglhuFhYUqKCjQTz/95P6zeC1Mp9OpgwcP6scff9RLL70km82m++67z+CKcSkKCwuVk5OjTz75xP1n8f4uLCzUzp079fHHH2vEiBGqW7eu7r77boMrxl9ls9nkdDo9Du9lZ2fL4XCooKBADodDTZo00RdffKEtW7Zo3rx5RpeMS1S9enUtXbpUkZGRevfdd7VkyRK5XC4988wzqlGjhiZNmiSLxaKoqCjt2LHD6HLhBWfOnFFCQoLeeOMNHT16VElJSUpMTFRiYqKSkpKUnZ2tH3/8UW3btlXnzp21b98+o0s2HDOo5YTNZtNPP/2k66+/Xi6XS02aNFGtWrUknT8H9ZtvvtHQoUMVEhKi3bt3G1wtLlV+fr5sNpuGDh0qSRo6dKgqV64s6fz3QvHFFYWFhdq0aZORpeISBQYG6uDBg+7z0AoLC1WrVi3NmjVLBQUFcjqdys3NldVq1Zw5czRw4ED169ePJcXKqaKiIvn7+6tx48bufe7j46OioiJJ5ycctm3bpk8//VQ1atTQd999Z3DF8AZfX1+tXbtWb731liSpXbt2Sk1N9VgL1W63q1u3boqLi+N8c7EOarlSfHV+sYKCAvn7+8tisaigoEDp6el67bXX9Oabb2rSpEkaM2aMgdXicigsLJTFYpHD4VBhYaEWLlyop59+Wv369dMrr7zCBRXl2Pvvv6/o6OgSy8OlpqZq+/btGjVqlDZu3KgffvhB//jHPwyqEpfKZrPp+uuvV2Jiom677TalpqbK4XCoWrVq2rVrl2rVqqWff/5Z/v7+SktLU9WqVZWenq5KlSoZXTouQU5OjiIjI7Vo0SLdcccduuuuu3T77bdr5MiRks6frtW2bVsdOnRI4eHhxhZrEgTUci4vL08hISFyOBzuqwJ37dqlQYMGafv27YqIiDC4QnhT8a1Oi385kaRjx44pNjZW69evZ1atHEpOTlafPn307bffKi4uTnl5eZo2bZp7PWPp/A+vn376Sf7+/lq5cqW6dOliYMW4FGfPnlX9+vWVkZFRan9YWJhSUlIUGhqq7OxsLVmyRI8++ijLBpZzWVlZqlGjhjp06KDvvvtO2dnZatmypccFrgsXLtTAgQMlSf/973+NKtU0OMRfjhQWFurkyZOqXbu2+6IKi8Xivv1hsVtvvVVff/21goKCjCoVl0lISIiys7M91jytX7++tmzZUuJCG5QP1atXV+vWrbVixQrVr19fy5cvV15ensaNG+cxrrCwUHv27HEfCkb5VLly5QuGU0lasWKFrFarJKlixYoaMWJEWZWGyyg3N1eBgYHatGmTCgsL9fnnn2v27NmaPXu2evTood69e+v1119XTk6O0tPTjS7XFJhBLUdSUlJUp04dnT59Wtdcc41H3+DBg9WiRQuNGjXKoOoAeMPHH3+s+Ph4zZo1y+hSAHiJzWbT/v379be//c2jfcuWLXr33Xc1a9YsJpX+BwG1HDl79qyqVKmi7Oxsj0O5w4YN08KFC/Xmm29q0KBBBlYIALgYZ86c0c0336zvvvvugueXFt/e+pNPPinj6gDjscxUORIYGCgfHx+Piygef/xxxcXF6bPPPiOcAuVYfn6+PvzwQ0lSZGSkUlJSDK4Il0t2drasVqtOnDghq9WqlJQUpaWl6cyZM0pOTtaZM2c0depU+fn56auvvjK6XJSRX3/9VTfddJMOHz5sdCmmQEAtR4pPki8+//DDDz/UwoULtWHDBnXs2NHI0gBcIofDoccee0zS+ZsxVKlSRTt27NDdd9+t7t27q3v37uratat69uxpcKW4FIsXL9YTTzwhi8UiHx8fWSwWNWrUSNWqVVP16tVVt25drVmzRtOmTVNoaKjHxXIov7799luFhobql19+kSRlZmZq/PjxSktLc4+xWq369ttvuZ7g/xBQyxE/Pz+5XC4tW7ZMkhQVFaXPPvvM404kAMqXwsJCNWvWTPfcc48yMjLUuXNnnTp1SoGBgbJarcrIyFCTJk3UuXNnffPNN3rmmWeMLhmX4KeffnKvhVp8cWudOnVUWFiotm3basGCBQoODlZERIQCAwM9LohE+RUUFKScnBz36XkBAQGaOXOm8vLy3GOKfxn536XmrlZ855dDo0aN0quvvqrmzZtLkubMmePR73Q6de7cOW3YsMGI8gD8CQ6HQ5MmTVJwcLCGDx+up556SrGxsfL19ZXValVERISaNGmi+vXrKyAgoMRFFihfWrZsqfXr10v6/0Hkt+sXF5/GVbFiRfn7+xNQrxDFM+bFKzRYrVa5XC6P/Vv89+IlI692zKCWMz4+Pjp8+LDatm2rZcuWaffu3XI4HB5bQUGBCgoKjC4VwEWwWCzq3LmzevTooaCgIN19993uq3k51HflqVevnhITE7V161ZJ0tatW5WXl6etW7cqKytLCQkJOnLkiGw2m7Zt2+axhCDKr+JT9H67nm3xXcR++1gS+/z/8KtZOVK84EKVKlU0d+5cdejQQSNGjNDgwYNZuBsopxwOh6699lr5+/ursLBQFSpUUFFRkRwOh2w2m/Lz85Wenq6QkBAVFhYqJSVFtWvXNrps/EXVqlXTN998o3HjxqmgoEDjxo3TyZMnNW7cOCUnJ2vFihXy9/fXqVOnNG7cOMLKFcLX11cul8vjZ7XL5VLfvn1LzKDjPAJqOeJ0OiWdP2fNz89P/fv3V2hoqKKjo/Xpp5+qXbt2BlcI4M/y9fVVSkqK+xzEY8eOqWHDhu4Fu0+ePKklS5ZIkipVqqT27dsrOTnZ4KrxV1WuXFmRkZHat2+fQkJCtG/fPrVq1Ur79u3Trbfeqn/+85+qVKmSJk6cqH379ql+/fpGlwwv+u3P6f/9me1yufTll18SUv8PAbUccTgcks4H1eJzVO655x499thjuu+++353PT0A5uTn56eaNWsqPz9f8+bNU3BwsAYPHuwOrDNmzFC3bt20Y8cOde7c2ehycYmsVqvOnTsn6fxkw2//LFZUVKS8vDy5XC7uHHaFcLlc8vHx0bRp03533CuvvCKWpz+PYwfliM1mkyTZ7XaP9ilTpshqtSomJsaIsgB4gcvl0sCBA3Xy5Enl5uaqSpUqKiws1OjRoxUYGKipU6fqgw8+MLpMXCI/Pz/l5+fL5XK5Jx3Onj2ryZMn68SJE/rwww+Vn5+vjIwM2e1295EzlG+/PQIqSbt27VJycnKJzcfHh4D6f5hBLUcKCgrUtGlT939qxfz8/DR58mRt3LhRRUVFnLMElCNFRUXq3Lmzxo8f727bvn27lixZosLCQtlsNi1ZskQ333yzYmNj1bRpUzVr1szAinEpHA6HioqKZLPZ5HK5VFhYqAEDBsjHx0eDBg2SzWZzn5Ock5NTYkIC5VPxfrTb7bLb7Wrfvr1HGC3+u4+PT4kZ9asVAbUcqVmzpg4ePFhq30MPPaT777+fcAqUMzk5Obrxxht1//33y8/PT7m5uUpJSdFHH30kl8ulnJwcffTRR5Kka6+9Vm+99Zb++9//Glw1/iqXy6W4uDjl5ubK5XIpNzdX//73v0uMS01NVVJSknJzcw2oEt6Wk5Pj/vdcuXJlHT161OPiKOn8Ly/169dn1vz/+LiYSwYAw504cUKxsbHKzMzU0KFDNXDgQJ06dUpt2rTRiRMnJJ0/isIi3uVfYWGhDh8+rO3btysmJqZEUCmWm5urHTt26K677irjCuFtubm5+v7773XTTTd5LDX1W+np6brmmmt04MAB9zrnVzMCKgCYyH/+8x/FxsYqJCRENptNhw8f1g033GB0WfCilJQU1alTR6dPn9Y111zj0Td48GC1aNFCo0aNMqg6GMXhcOinn35SgwYNLvhLy9WE48EAYCKjRo1SSEiIpPOL+BNOrzzBwcFyuVzuGzIUGzZsmJYuXaqKFSsaVBmMVKFCBTVr1oxw+n8IqABgAoWFhTp+/LgkKSsrS6GhoTp9+rTHmBMnTiglJcWI8uBFgYGB7luaFnv88ccVFxenzz77TIMGDTKwOlwulStXLtHWt29f913F4ImACgAmkJWVpYYNG8rpdCooKEg5OTkeM2nvvPOOmjdvrueff964IuEVxecgFt97/cMPP9TChQu1YcMGdezY0cjScBmFh4fL5XK5b7SRn5+vDRs2lFiZB+dxDioAmIDD4VBISIh7ORp/f3/ZbDbl5ORo0KBB2rBhgxo0aKCvv/6aQ4DlXPEtbZcsWaL+/fursLBQX331FXcDvIJlZ2erYcOGCggIULNmzbRx40YtXLhQU6dO1d69ezVgwAD5+fnJ5XIpPDxcCxcuNLpkw7HMFAAYLC8vT0FBQR6HfH19feXv76+UlBQ5nU7t2rVLPXv2JJxeQUaNGqVXX33VfcX2nDlzPPqdTqfOnTunDRs2GFEevCQ1NVXt27eXJG3atElNmzZVRkaGJk+erBEjRsjHx0fbt2/Xq6++qgkTJuiNN94wuGJz4BA/ABjI5XKpbt26atu2rWw2m9q2bau2bduqsLBQW7ZskcVi0dq1a3XjjTcqPT1d+fn5RpcML/Dx8dHhw4fVtm1bLVu2TLt375bD4fDYCgoKVFBQYHSpuETBwcEaN26cAgICtGLFCmVnZ6tv374aMGCAVq5cqfT0dAUHBysmJkZhYWHq3bu30SWbAjOoAGAgh8Ohp59+WhUrVtSIESM0YsQIuVwuxcbG6vXXX9fOnTu1aNEi9ejRQ9WrV9fRo0fVokULo8vGJSg+s65KlSqaO3euOnTooBEjRmjw4MHq0qWLwdXB20JCQvTPf/5TLVq00Jw5c1S3bl1NnDhRY8aMUXx8PEdFLoCACgAGCggI0JgxY+R0OjVixAjFxMS4A+rKlSsVFxenkSNHatOmTapcubIOHz5MQC3nfntfdj8/P/Xv31+hoaGKjo7Wp59+yrmoV6iBAwcqPj5ehw8f1u7du923NvXx8TG6NFPiED8AmEBmZqYcDofsdrv7ql6Hw6F+/frp0KFD8vf317fffqvdu3cbXCkuVfH+/e0tLe+55x499thjuu+++5SRkWFUabiMLBaLTp8+renTpysrK0sTJkyQJE7juAACKgCYgNVqVVJSkgIDA5Wfn68aNWooLy9P0vkfbK+99pqWLVumf/7znwZXiktls9kkyb1iQ7EpU6bIarUqJibGiLJwGX3yySeSpH/+859KSEjQBx98oLi4OLVp00bBwcHKz8/X2rVrlZOTo3Xr1hlcrTmwzBQAmMAjjzyi9PR0rV+/Xtu2bVPjxo0VHBys119/Xffdd58aNWpkdInwkpMnT6pbt2764osvFBER4dG3bNkybdy4UUuWLJGvL3NIV4K8vDxVq1ZNNptNZ86cUXh4uCRp/fr1GjZsmHbu3KkHH3xQFSpUUGFhofLy8vTVV18ZW7QJEFABwGBr1qzRkCFDtGfPHtWtW1c33HCDBg8erHbt2mny5Mn64osvVK9ePfXs2VNdunTR3XffbXTJuExcLpecTqd7MX9cGU6dOqVx48Zp9+7dWrNmjfs88q5du6p169aaNm2awRWaDwEVAAzmdDqVkJCg5s2b68CBA+rVq5eOHz8uPz8/SVJ6eroWLFig2bNna9CgQXruuecMrhjAX/Hmm29q6dKl2rlzp6Tz66I+8sgjOnXqlPvfO84joAKAyRw9elQNGjQo0e5wOOTn58ehX6AcO3v2rCpXrux+/PXXX+vmm282sCJzIqACgIEKCwv1+uuvX9QhXV9fX7Vs2VK33XZbGVQGwFtycnK0ZcsWVaxY8Xd/wSy+SUO3bt3KsDpzIqACgMH8/f3Vtm3bP1yw+/Tp0zp58qQyMjI4HAiUI6dPn1aNGjVKXBT3v86ePatGjRrpxx9/LKPKzIuACgAGCwoK0tGjR1WjRo3fHXf48GFdf/31SkhI4Kp+oBzJzMxUpUqVlJOTo6CgoFLH2Gw2BQUFqaioqIyrMyfuJAUABvvtbKjdbtebb77pvsNM8RzCiBEjVLlyZe3atYtwCpQz/v7+7jtG5eTk6L333nMfMbHZbHrkkUe4q9T/YAYVAAwWHBysI0eOqEaNGrLb7bJarerfv7/8/Pzkcrm0dOlS2e12+fszpwCUR8Wzozk5OSosLFR4eLiGDh0ql8ulBQsWKDMzUz4+PgoKClJhYaHR5ZoCARUADBYQEKCDBw+qcePGcrlc8vPzcx8KdDqdCggI4LAfUI4V/+KZk5Mji8WiwMBA9y1vK1asqOzsbNntdgLqb7BWCQAYyOl0qlq1asrPz5ck92G+4kN9HPYDriy+vr4e/6Z/eyoP/j+OFwGAgfz9/ZWSkuKeIS0oKJDL5dL48eNVoUIFd7vT6eQQP1BO/TaA2mw2FRYW6qGHHpLL5ZLdbld+fj4rc/wP/rcDAAPl5OToX//6lzZv3qx9+/apsLBQzz77rAIDA+Xr66uioiJNmjSJQ/xAOVZYWOieNXW5XJo9e7b7av477riDm2+UgnNQAcBAQ4cO1Zdffqknn3xS/fr1k8ViMbokAF6WmZmpypUr69ChQ7JaraWOsdvtatKkiX7++WfVrl27jCs0HwIqABgoIyNDFStWlL+/v/bu3au///3vCg4O/t3nJCcnl1F1ALzhl19+Ua1atS7qfFMfHx8ulBKH+AHAUJUqVXL/vU6dOlqyZMkFzzW12+3KyMgoq9IAeEnVqlWVlpamkJCQ3z3XtKCgQGfPni3DysyLGVQAAACYCmflAgAAwFQIqAAAADAVAioAAABMhYAKAFeQ48ePa86cOUaX4RWrV6/W9u3bjS4DgAEIqADKpZiYGPn5+emxxx4zupQLWrNmjSIjI2W328vsPRctWqRjx465H6elpemaa66Rj4+PvvrqqxLj582bp8jISAUHBys6Olqpqal/+j07depU6mv/WYsWLfLYn3l5eZo2bdolvy6A8oeACqBcWrx4sebPn290Gb+rUqVKatSoUZneonT9+vW6//773Y+rVKmiM2fO6Pbbby8xdtOmTZo6dari4+OVlpam5s2bKzo6usxq/SNRUVHaunWrbDab0aUAKGMEVAC4TG677TZ99tlnZXaP7by8PB0/flytW7e+qPGvvfaaZs6cqZYtW8pqtWrKlCkqKirS559/fpkrvTjBwcFq3ry59u/fb3QpAMoYARWA6Xz44Ye64YYbFBgYqLp162r69Ol/ePeV3/P8889rxowZmjdvnho2bCiLxaIbb7xR8fHx7jGLFi3S4MGD1bVrV7Vo0cL9fh9//LFat24ti8Wi2rVr65lnnlFBQYEkad26derRo0eJ92vbtq127typr776Sp06dXK3OxwOTZw4UTVr1pTFYlGbNm20ceNGSVJubq5q1aqlvLw8j9caM2aMx2ObzaaaNWuWumD/999/r2bNml3UjK3L5dKePXtK1N+3b19t3ry51Ofk5+crOjpawcHB6tKli8cdrex2u8aMGaOIiAhVq1ZNr776aonnjhs3TtWrV5fVatVtt92m3bt3u/sfeOABxcbG6o033pC/v7/S09MlSa1bt9Z33333h58HwJWFgArAVJYuXaqxY8dq+vTpysjI0IcffqgPP/ywRFD7sxYsWKBNmzZp/fr1Onv2rF588UUNHz5cH3zwgXvM8uXLFRMTo6+//lo+Pj7auHGjnnjiCc2aNUtZWVn68ssvlZKSon79+kmSevTooZ9++kmJiYnu19i3b5+cTqf+9re/laghJiZGaWlp2rt3rzIzMzVt2jSNGjVK69atU3BwsHr06OFRz3fffafXX39dBw8edLetWrVKXbp08bgDVbHExEQ1bNjwor4e6enpCg8Pl8Vi8Whv3Lixjh8/XupzFi9erIiICJ05c0YPPfSQTp8+7e577LHHdO211+rEiRPavHmz3nzzTXf4LioqUlRUlJKTk7Vjxw79+uuvGjJkiKKiotwh9f3339f8+fM1fPhwOZ1ORURESJIaNmzo8fUFcHUgoAIwjYKCAj355JNas2aN7rrrLgUFBenGG2/Uxo0b9cEHH+jw4cN/+bUtFos++OADNWrUSEFBQerRo4dWrVqlsWPHqqioSJJUt25d9e/fXwEBAZKkJ598UitWrNCtt96qgIAA1atXT0uWLNHx48f1zTffyNfXV8OGDdObb77pfp85c+aUeuHWvn37dPz4cb311luqWbOmAgMDdeeddyouLk6TJk2SJA0ePFgLFixwP2fu3Lnq3Lmz3nrrLXfbO++8o6FDh5b6GVNTU3Xttdde1NcjPz9fQUFBJdqtVqvy8/NLfY6fn5+Cg4MVFBSk2NhYtW3b1t13yy23aPz48bJarWrevLmeeOIJ9wz16tWrlZWVpffff1/169dXxYoV9fDDD2vWrFkaO3bs79ZZs2ZNjyAM4OpAQAVgGgcPHlTNmjV1ww03eLSHh4erZ8+e+vLLL//ya/ft27fEuaBt2rRRcHCwjhw5Iklq1aqVuy8tLU0//PCDbr75ZlksFvdmtVp18OBB93mRgwYN0vvvvy+bzaa0tDR99tlnevDBB0u8/5dffqmvvvrK47UsFovatm2rQ4cOqaCgQG3atFFWVpaOHTumnJwcbdiwQStXrlR8fLzy8vJ09OhRpaWlqX379qV+xtzcXIWEhFzU18NqtZZ68VF6enqpwVWS+vfvr4SEBPXp00cpKSkefffee6/H43r16rmD5ZYtW9SvXz/5+nr+yOnTp48OHDjwuxdBhYSElDjtAcCVj4AKwDSKiooueP6kn5+fe6bz99xyyy3y9/eXv7+/qlev7m6/mHNYQ0NDPR5Xq1ZNNputxFZQUKDY2FhJ56/U79atm/sQ9UMPPSSr1Vrq6z/xxBOlvp7D4XDP2sbGxmrBggVavny5oqOjFRERoV69emnFihWaP3++hgwZcsH6nU7nRV+QFRERoXPnzsnhcHi0JyYmql69eu5zQYu3DRs2yGq16uOPP1Z0dLQ6deqk77//3v28sLAwj9epUKGCe3mtC+1XHx8f+fj4/O6+8fPzk9PpvKjPBODKQUAFYBotW7ZUUlKSjh496tGek5Oj9evX67bbbvvD19i9e7ecTqecTqfHoeFVq1aVCDr79u1Tbm6u+7zN34a7KlWqKDw8XPv27fN4TmFhoYYPH66cnBx322OPPabZs2fr7bff1vDhw0utq0OHDtqwYYMKCws92r/55htNnz7d/bh///5auXKl5s6dq2HDhkmS+zSClStX6uGHH77gZ7dYLBc92+jj46PWrVuXuGI/Li5Od955p/tc0OKte/fuHjU++eSTmjdvnrvtf2dHf+v2229XXFxcifb4+Hg1bdr0goFeOr8ywe/1A7gyEVABmEZgYKBefPFF9erVy73+5YEDB9SzZ091795dTZs2/cuv7XQ6df/99+unn35SXl6e4uPjde+992rGjBkXDFczZszQgw8+qM2bN8tut+vIkSO67777lJ2d7XEovUWLFgoJCVHTpk1Vp06dUl/rlltu0fXXX6/+/fvr559/lt1u16ZNmxQdHa2WLVu6x4WHh+uWW25RaGiomjRpIklq1qyZAgMD1aFDh1IvjipWqVIlpaWlXfTXZOzYsRo9erQSEhJks9k0ZcoUWa1Wj5UHfuu///2vNm/erJycHG3evFnXXXfdRb1Pnz59VFhYqMGDBys5OVk5OTl6//33NXToUM2YMcM9ztfXt8SM7pkzZ373MwO4MpXd6tEAcBEGDx6s0NBQPfbYYzp8+LCqV6+uoUOH6umnn76k133kkUdUo0YN9e7dW8eOHVOTJk00a9Ys9e7d+4LP6dmzp3x9fTV+/Hj98MMPuuaaazRgwAA999xzJcaOHDnyD8//XLp0qZ577jm1b99eZ8+eVYsWLTRv3jzdddddHuOGDBmiX375xaNt2LBhqlu37u++fmRkpD766KPfHfNb3bp1U1JSkrp27ar09HTdfffdWrVq1QXH33bbbYqJidGxY8fUs2dPjRgx4qLex8/PT+vXr9czzzyjNm3aKDMzUzfffLNWrlypjh07usfddNNNGjNmjFJTU7V69WpJUnJysmrVqnXRnwnAlcHHdSmLCwJAOfD8888rJCRETzzxhNGlXFYnTpzQLbfcohMnThhditdERUVp4MCBv/uLBIArD4f4AeAKUatWLblcLo8F9MuzoqIi7d6922M5KwBXBwIqAFxBunfv7j48Xt7t2rVL1atXV40aNYwuBUAZ4xA/AAAATIUZVAAAAJgKARUAAACmQkAFAACAqRBQAQAAYCoEVAAAAJgKARUAAACmQkAFAACAqRBQAQAAYCoEVAAAAJjK/wNgy/qMlGekNQAAAABJRU5ErkJggg==","text/plain":["<Figure size 800x400 with 1 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:600: RuntimeWarning: invalid value encountered in divide\n","  sns.heatmap(\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:600: RuntimeWarning: invalid value encountered in divide\n","  sns.heatmap(\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:419: 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:420: 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 (10-shot)\")"]},{"cell_type":"code","execution_count":55,"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:402: 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:403: 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)\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqgAAAGiCAYAAAAryzSnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABH00lEQVR4nO3dd3gU1f7H8U8KSTYJSWhSE3oREBUpIkUEEQQVAlhBKQFBkBK4FgRRQQFFxAIWVDpcrkYEpCvSuwKCIj2QwCWUJCSk7Gazmd8f3uyPNYHrlU12Au/X88wDe87Z3e9mlHz2zMwZL8MwDAEAAAAm4e3pAgAAAIArEVABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICp/K2Aet9998nb21vvvvuuS/uWLVvUtGlThYSE6O6779aOHTtc+seNG6eyZcsqJCREffv2VVpamrMvNTVVPXr0UHBwsCpUqKC3337775QGAACAIu5vBdT169dr7NixLm1Hjx7VY489prfeekvnzp3Tiy++qC5duuj06dOSpE8//VRLlizRjh07dPr0aXl5eal///7O5z/77LMqVqyYzpw5o+3btysmJkafffbZdXw0AAAAFEVehmEYf+eJr7/+uoKDg/WPf/xDkjRs2DCFh4c7H0vSSy+9pLJly2rEiBGqXbu2Fi5cqLvuukuSZLfbVb16da1fv14BAQFq2LChTp06pYCAAEnS77//rgcffFAnT568zo8IAACAosTXXS9UtWpVderUyaUtPDxc8fHxOn/+vNLT053hVJKKFSumRx55RD/++KNCQ0PVrl07ZziVpFtvvVXBwcE6evSoatas6a4yAQAAYHJuC6jDhw/P07Z8+XJFRUUpLi5ONWrUyNNfu3ZtnThxQqVKlbpmf34B1WazyWazOR/n5OQoKSlJpUqVkpeX1/V9GAAAALidYRi6fPmyKlSoIG/vq59p6raA+mezZ89WQkKCIiMjtX37dgUGBuYZY7FYlJmZqczMzGv252fixIl644033F43AAAAClZ8fLwqVap01f4CCai7d+/WSy+9pA0bNsjX11cWi0VWqzXPuMTERAUGBspisSgjI+Oq/fkZNWqURowY4XyckpKiiIgIxcfHKyQkxH0fBgAAAG6Rmpqq8PBwFS9e/Jrj3B5Q4+LiFBkZqS+//FK33nqrJCkiIkKxsbF5xsbGxqpRo0YKCQnRqlWr8u2vVq1avu/j7+8vf3//PO0hISEEVAAAABP7b6djunWh/suXL+uhhx7SCy+8oIceesjZfsstt8jPz0+HDx92tmVnZ2vp0qVq27atmjdvrnXr1ik7O9vZ/+uvv8pms+V7bioAAABuXG4LqA6HQ4899phatWqlYcOG5emPjo5Wv379dPr0aV2+fFlDhgzR/fffr6pVq6pixYq65557FB0drbS0NMXHx6t///4aM2aMu8orMq52E4RDhw4pMDBQXl5eunjx4jVfY8eOHVqyZInzcWxsrDp06KDixYurdu3aWrRoUUGUDgAA4BZuC6hDhgzR6tWr9emnn8rX19e5tW3bVpI0cOBAtWvXTg0bNlTFihWVlZWlTz/91Pn8zz77TElJSSpXrpyaNGmirl27Kioqyl3lFRn53QRBkurUqaOMjAxVrlz5ms9PT0/X008/7ZyNNgxDjzzyiNq0aaOLFy/qq6++0qhRo/Lc5QsAAMAs/vZC/WaTmpqq0NBQpaSkFPlzUP98E4QrValSRT/99JNKly6d73MHDBigL7/8UosWLVL37t2VnJysr776SgMGDHCOGT58uCpVqpTv6wMAABSUv5rX3HoOKjxrxYoV2rBhg7p27epsK1GihDOcZmVl6fvvv9c333yjNm3aeKpMAACAayKg3iAuXryogQMHat68eVddmqtp06Z64IEH1Lp1a915552FXCEAAMBfQ0C9QTz77LPq37+/mjRpctUx27dv1/bt23X48GFNmDChEKsDAAD46wioN4DZs2fr7NmzGj169DXHBQQE6O6779a3336r9957r5CqAwAA+N8U2K1OUTji4uI0cuRIpaWlKSgoSJJkt9u1cOFC7dy5U4MHD5a/v7/Kly/vfE7FihXl4+OjzMxMWSwWT5UOAACQL2ZQi7iIiAglJibKZrPJarXKarXq6aef1sKFCzV58mRt3bo1z9X6J0+eVPHixQmnAADAlAioN7guXbpo165dmjNnjjIzM3Xo0CE98cQTevXVVz1dGgAAQL4IqDe4oKAgLV++XPPnz1eZMmX0wAMP6KmnnlLv3r09XRoAAEC+WKjfTaq8vKLQ39MMTk7q5OkSAABAEcFC/QAAACiSCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwlb8VUO+77z55e3vr3XffdWnfunWr7rjjDlksFjVu3Fi7du1y6Z8xY4YiIiIUFBSkyMhInTt3ztlnt9s1dOhQlShRQqVKldILL7yg7Ozsv1MeAAAAirC/FVDXr1+vsWPHurSdO3dOkZGRGjt2rFJTUzV69Gh17txZCQkJkqTVq1drwoQJWr58uS5evKj69esrMjLS+fxXX31VR44c0aFDh3To0CEdPHhQr7766nV8NAAAABRFbjvEP3PmTD3++OPq2rWrihUrpi5duqhXr176+OOPJUlTp07VlClT1KBBA1ksFo0fP145OTn68ccflZWVpc8//1yzZ89W2bJlVaZMGc2dO1dffPGF0tPT3VUicENYuHChjh496ukyAAAoMG4LqJs3b1bnzp1d2rp3765169bJMAzt3LlTnTp1yrd/3759uvXWW1WuXDlnX6lSpdS0aVNt27bNXSUCpnbs2DF17NhRoaGhql27thYsWJBnzJkzZxQdHa1ixYq5tH///ffy9vaWr6+vc7vyFBoAAIoStwXUuLg41ahRw6Wtdu3aOnHihBITExUWFqaAgIB8+/N77pX9wI0uPT1dHTp0UNeuXZWQkKBFixbpjTfe0Lp161zGRUdHKzo6WlWqVHFp/+233/Taa68pOzvbuZUtW7YQPwEAAO7jtoCamZmpwMBAlzaLxaLMzMx8+/6X/vzYbDalpqa6bEBRtWXLFtWvX1/9+vWTxWLRnXfeqbfffluzZ892jlm3bp0OHjyokSNH5nn+b7/9pjp16hRixQAAFBy3BVSLxSKr1erSlpiYqMDAwHz7/pf+/EycOFGhoaHOLTw83D0fBPAAh8ORb3tycrKk/1/l4pNPPslzeF+SDh48qNq1axdojQAAFBa3BdSIiAjFxsa6tMXGxqpatWoqVaqULl26JLvdnm9/fs+9sj8/o0aNUkpKinOLj49310cBCl2LFi20e/duzZo1S5mZmdq7d69eeukltWrVSpL0wQcf6Pjx43r00UdVs2ZNrV271uX5v/32m7p27apSpUqpe/fuOn/+vCc+BgAAbuG2gNqiRQutXr3apS0mJkb333+/vLy81KhRI/3444/59t9xxx06ePCgc7ZIkpKSkrRz507dc889+b6fv7+/QkJCXDagqAoJCdF3332nzz//XBUqVFDbtm116dIlPfvss0pPT9ekSZM0ffp0HT9+XJMnT1aPHj109uxZSZLVatWsWbO0Z88enThxQnXr1lXXrl09/IkAAPj73BZQo6KiNGfOHK1atUrZ2dlavny5Fi1apEGDBkmSRowYoeHDh+vQoUOyWq0aP368LBaLWrduLT8/P/Xp00f9+/dXYmKiLl68qL59++r555+/6iF+4EbTsGFDbdu2TadOnVJAQICmTp2qsLAwrV27Vm3atFFUVJSCgoKcS7jNmzdPkhQQEKDIyEiFhYUpNDRU48aNU0ZGhg4cOODhTwQAwN/jtoBatmxZff311xo1apSCg4P1+uuva8mSJbrlllskSR06dNDw4cPVrl07lSxZUnv27NE333zjfP64ceNUvnx5Va9eXbVq1VLNmjX1+uuvu6s8oMgYPXq0GjZsqB49ekj6Y/mp+vXru4xp0KCBTp06ddXXqFatmk6fPl2gdQIAUFC8DMMwPF2EO6Smpio0NFQpKSkeOdxf5eUVhf6eZnByUqf/Pgh/2c8//6x27dpp//79qlSpkiTpn//8p7799lt99dVXznEvvPCCypYtq6FDh6pTp05atmyZLBaLpD9WuKhVq5Z+/PFHVa9e3SOfAwCA/PzVvOa2GVQA1ycnJ0cDBw7UpEmTnOFUkh555BHt3LlTX375pTIyMrRs2TItXLhQvXr1kp+fn8LCwjR48GAlJyfr3//+t3r16qXGjRsTTgEARRYBFTCJzMxMde7cWc8++6xLe1BQkNasWaO5c+eqXLlymjRpkpYvX64yZcpIkj7//HM5HA5Vr15d9erVU2BgoGbOnOmJjwAAgFtwiN9NOMQPAABwbX81r/kWYk3ADYMvJAAAFBwO8QMAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFMhoAIAAMBUCKgAAAAwFQIqAAAATIWACgAAAFNxa0BNTExUz549VbJkSUVERGjKlCnOvt9//10tWrSQxWJRvXr1tHLlSpfnLlmyRLVq1ZLFYlGbNm109OhRd5YGAACAIsKtAbVXr16qUaOG4uPjtXv3bm3evFlz5syRzWZTx44d9eSTTyolJUWffvqp+vXrpwMHDkiSDhw4oAEDBujzzz9XSkqKHnvsMXXo0EFWq9Wd5QEAAKAIcGtA3bRpk1555RUFBQWpbNmyGjJkiL799lstXrxY9evX1+DBg+Xn56eWLVtq7Nixmjx5siRp2rRpevHFF3XvvffKz89PAwcOVOPGjbVw4UJ3lgcAAIAiwK0BtVOnTnrxxReVmpqq+Ph4TZgwQWXLltXmzZvVuXNnl7Hdu3fXunXrJOm/9gMAAODm4daAOn36dH3zzTcKDQ1VRESEzp49q9dee01xcXGqUaOGy9jSpUvLarXKZrPpzJkzqlatmkt/7dq1deLEiau+l81mU2pqqssGAACAos9tATU7O1sPP/ywnnrqKSUmJurUqVPq0KGDzp8/r8zMTAUGBuZ5jsViUWZmpnJycuTt7Z1v39VMnDhRoaGhzi08PNxdHwUAAAAe5LaAunz5clksFr399tvOq/jHjx+vPn36yM/PL98LnpKSkhQYGChvb28ZhuHSl5iYmG+ozTVq1CilpKQ4t/j4eHd9FAAAAHiQ2wLq4cOH1bJlS5e2oKAghYWFSZJiY2Nd+hISElSyZEn5+fmpYsWKiouLc+mPjY3Nc9j/Sv7+/goJCXHZAAAAUPS5LaBWq1ZNhw4dcmmzWq36/fff1bNnT61evdqlLyYmRvfff78kqUWLFtfsBwAAwM3DbQH14Ycf1p49ezR9+nRdvnxZZ86cUa9evdSsWTN169ZNu3bt0ty5c2W327V9+3a98847euGFFyRJQ4YM0ZtvvqmdO3fKbrdr5syZ2r9/v5588kl3lQcAAIAiwm0BNSAgQMuXL9eyZctUtmxZNW3aVLfccovmzp2rgIAAfffdd5oxY4aKFy+uqKgozZgxQ/Xq1ZMk3Xbbbfroo4/09NNPKyQkRPPnz9fKlSvl7+/vrvIAAABQRPi688Vq1qypNWvW5NtXt25dbdmy5arP7dKli7p06eLOcgAAAFAEuXUdVAAAAOB6EVABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgUaUE+dOqU5c+YU5FsAAADgBlOgAXXYsGE6d+6c8/HWrVt1xx13yGKxqHHjxtq1a5fL+BkzZigiIkJBQUGKjIx0eS4AAABuDgUWUFeuXKnjx49rxIgRkqRz584pMjJSY8eOVWpqqkaPHq3OnTsrISFBkrR69WpNmDBBy5cv18WLF1W/fn1FRkYWVHkAAAAwqQIJqDabTcOHD9enn34qX19fSdLMmTP1+OOPq2vXripWrJi6dOmiXr166eOPP5YkTZ06VVOmTFGDBg1ksVg0fvx45eTk6McffyyIEgEAAGBSBRJQ33nnHbVq1UrNmzd3tm3evFmdO3d2Gde9e3etW7dOhmFo586d6tSpU779AAAAuHm4PaDGx8dr4sSJWrNmjUqUKKGRI0cqJydHcXFxqlGjhsvY2rVr68SJE0pMTFRYWJgCAgLy7c+PzWZTamqqywYAAICiz+0Bdfz48WrXrp1+/vln7dmzR1u2bNH06dOVmZmpwMBAl7EWi0WZmZn59l3Zn5+JEycqNDTUuYWHh7v7owAAAMADfN39gkuXLtWhQ4dUokQJSdKXX36pxx57TBaLRVar1WVsYmKiAgMD8+27sj8/o0aNcl6AJUmpqamEVAAAgBuAW2dQL1y4oKCgIGc4laR69erp9OnTioiIUGxsrMv42NhYVatWTaVKldKlS5dkt9vz7c+Pv7+/QkJCXDYAAAAUfW4NqKVKlVJycrKSk5OdbQcPHlRERIRatGih1atXu4yPiYnR/fffLy8vLzVq1CjPFfu5/QAAALh5uDWgent7q3fv3urdu7fOnz+v2NhY9evXT8OGDVNUVJTmzJmjVatWKTs7W8uXL9eiRYs0aNAgSdKIESM0fPhwHTp0SFarVePHj5fFYlHr1q3dWSIAAABMzu3noE6aNEkvvfSS6tevr6CgIA0dOlT9+/eXJH399dcaPHiwIiMjVb9+fS1ZskS33HKLJKlDhw46deqU2rVrp8TERLVv317ffPONu8sDAACAyXkZhmF4ugh3SE1NVWhoqFJSUjxyPmqVl1cU+nuawclJnf77oBsQ+xsAgP/dX81rBXarUwAAAODvIKACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMBUCKgAAAEyFgAoAAABTIaACAADAVAioAAAAMJUCDaiTJ0/WxYsXJUm///67WrRoIYvFonr16mnlypUuY5csWaJatWrJYrGoTZs2Onr0aEGWBgAAAJMqsIC6f/9+vfrqq5Ikm82mjh076sknn1RKSoo+/fRT9evXTwcOHJAkHThwQAMGDNDnn3+ulJQUPfbYY+rQoYOsVmtBlQcAAACTKpCAmpWVpaefflrZ2dmSpMWLF6t+/foaPHiw/Pz81LJlS40dO1aTJ0+WJE2bNk0vvvii7r33Xvn5+WngwIFq3LixFi5cWBDlAQAAwMQKJKCOHj1at912mypVqiRJ2rx5szp37uwypnv37lq3bt1f6gcAAMDNw+0BddOmTYqJidH06dOdbXFxcapRo4bLuNKlS8tqtcpms+nMmTOqVq2aS3/t2rV14sQJd5cHAAAAk/N154ulpqaqd+/emjVrlkJDQ53tmZmZCgwMzDPeYrEoMzNTOTk58vb2zrfvamw2m2w2m8t7AwAAoOhz6wzq0KFD1a1bN7Vu3dql3WKx5HvBU1JSkgIDA+Xt7S3DMFz6EhMT8w21uSZOnKjQ0FDnFh4e7pbPAAAAAM9yW0BdunSpFixYoI8++kgBAQEKCAjQqVOnVKlSJf3222+KjY11GZ+QkKCSJUvKz89PFStWVFxcnEt/bGxsnsP+Vxo1apRSUlKcW3x8vLs+CgAAADzIbQG1c+fOstvtslqtzq1y5co6ffq03nrrLa1evdplfExMjO6//35JUosWLa7Znx9/f3+FhIS4bAAAACj6CuVOUl27dtWuXbs0d+5c2e12bd++Xe+8845eeOEFSdKQIUP05ptvaufOnbLb7Zo5c6b279+vJ598sjDKAwAAgIkUSkANCAjQd999pxkzZqh48eKKiorSjBkzVK9ePUnSbbfdpo8++khPP/20QkJCNH/+fK1cuVL+/v6FUR4AAABMxK1X8f/ZyZMnnX+vW7eutmzZctWxXbp0UZcuXQqyHAAAABQBhTKDCgAAAPxVBFQAAACYCgEVAAAApkJABQAAgKkQUAEAAGAqBFQAAACYCgEVAAAApkJABQAAgKkQUAEAAGAqBFQAAACYCgEVAAAApkJABQAAgKkQUAEAAGAqBFQAAACYCgEVAAAApkJABQAAgKkQUAEAAGAqBFQAAACYCgEVAAAApkJABQAAgKkQUAEAAGAqBFQAAACYCgEVAAAApkJABQAAgKkQUAEAAGAqBFQAAACYCgEVAAAApkJABQAAgKkQUAEAAGAqBFQAAACYCgEVAAAApkJABQAAgKkQUAEAAGAqBFQAAACYCgEVAAAApkJABQAAgKkQUAEAAGAqBFQAAACYCgEVADzkvvvuk7e3t959912X9g0bNqhRo0YKDg5Ws2bN9NNPPzn7cnJyNHr0aJUrV06lS5fWc889p4yMjMIuHQAKFAEVADxk/fr1Gjt2rEtbXFycevXqpalTpyo5OVlTpkzRM888o8TEREnSlClTtHnzZu3Zs0fHjh1TRkaGXnjhBU+UDwAFxq0BNTk5Wb169VKZMmVUpUoVTZo0STk5OZKkrVu36o477pDFYlHjxo21a9cul+fOmDFDERERCgoKUmRkpM6dO+fO0gCgSNi1a5datWqlli1bqlixYrrnnnt01113afPmzZKkSpUqaf78+apQoYLCwsIUHR2tjRs3erhqAHAvtwbU7t27q2LFijp+/Li+//57LVmyRNOmTdO5c+cUGRmpsWPHKjU1VaNHj1bnzp2VkJAgSVq9erUmTJig5cuX6+LFi6pfv74iIyPdWRoAFAnNmzfX5s2btWrVKmVlZWnt2rVatmyZypYtK0l68sknFRERIcMwdOLECb3++utq3769h6sGAPdyW0Ddu3evzp8/r7feekshISGqWbOmZs2apS+++EIzZ87U448/rq5du6pYsWLq0qWLevXqpY8//liSNHXqVE2ZMkUNGjSQxWLR+PHjlZOTox9//NFd5QFAkVC+fHm988476tixo/z9/dW+fXv16dNHzZo1cxn34Ycfqnr16tq+fbtGjBjhoWoBoGC4LaA6HA6NGDFCXl5ezrbw8HCdO3dOmzdvVufOnV3Gd+/eXevWrZNhGNq5c6c6deqUbz8A3Ex+/vln/eMf/9CKFSuUkZGhtWvXytfXVzabzWXc0KFDFRcXp6effloPPPCAsrKyPFQxALif2wJqo0aN1KdPH5e25cuXq1GjRoqLi1ONGjVc+mrXrq0TJ04oMTFRYWFhCggIyLf/amw2m1JTU102ACjqxo8frwkTJqhjx46yWCxq166dmjRpotGjR7uM8/LyUnh4uN59911VrFhRq1at8lDFAOB+BXYVf0JCgkaOHKmxY8cqMzNTgYGBLv0Wi0WZmZn59l3ZfzUTJ05UaGiocwsPD3f7ZwCAwnb48GG1bNnSpa1p06Zas2aNMjIytG/fvjzPuf3223X27NlCqhAACl6BBFSbzaZu3bpp0KBBatq0qSwWi6xWq8uYxMREBQYG5tt3Zf/VjBo1SikpKc4tPj7e7Z8DAApbtWrVdOjQIZe2PXv2qFy5cvLx8dEDDzyQ54jR7t27Vbdu3cIsEwAKVIEE1KioKIWHh+uVV16RJEVERCg2NtZlTGxsrKpVq6ZSpUrp0qVLstvt+fZfjb+/v0JCQlw2ACjqoqOjNWTIEO3YsUM2m02bNm3SsGHDNHjwYPn7+6t3797q27evEhISlJKSotdee02S1KpVKw9XDgDu4/aA+vrrr+vEiROaPXu284KpFi1aaPXq1S7jYmJidP/998vLy0uNGjXKc8V+bj8A3Ezuv/9+jRkzRk8//bTCwsI0ZMgQvfPOO+rSpYsk6c0331TVqlV15513qlKlSjpy5IhiYmI8WzQAuJmXYRiGu15swYIFGjt2rLZv365bbrnF2X7u3Dndeeed+vLLL9WuXTutXr1aAwcO1J49e3TLLbdo9erVio6O1rfffqsqVapo8uTJWrt2rXNh6r8iNTVVoaGhSklJ8chsapWXVxT6e5rByUmd/vugGxD7++bC/gYA9/irec3XXW+4efNm9e3bV3a7XRUqVHDpO378uL7++msNHjxYkZGRql+/vpYsWeIMsR06dNCpU6fUrl07JSYmqn379vrmm2/cVRoAAACKELcF1JYtW+ZZp+9KlStXzvfq01wDBgzQgAED3FUOAAAAiqgCW2YKAAAA+DsIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgBgQqtWrdKuXbs8XQbgEQRUAAA8aPLkybp48aJLW1pamgYOHKicnBwPVQV4FgEVAAAP2b9/v1599dU87ePGjdODDz6ou+++2wNVAZ7n6+kCAAC4GWVlZenpp59Wdna2S/uhQ4f0z3/+UwcOHPBQZYDnEVABAPCA0aNH67bbblNKSopL+/PPP6+JEycqLCzMM4UBJsAhfgAACtmmTZsUExOj6dOnu7THxMToxx9/1CuvvKJKlSpp3rx5HqoQhW3hwoU6evSop8swDQIqAACFKDU1Vb1799asWbMUGhrqbDcMQ6NHj9Ybb7yhgwcPauHChXrhhRf0yy+/eLBaXK/k5GT16tVLZcqUUZUqVTRp0qQ8F7+dOXNG0dHRKlasmIeqNB8CKgAAhWjo0KHq1q2bWrdu7dK+b98+hYaG6tVXX1VwcLBatWqlMWPG6LPPPvNMoXCL7t27q2LFijp+/Li+//57LVmyRNOmTXMZEx0drejoaFWpUsUzRZoQARUAgEKydOlSLViwQB999JECAgIUEBCgU6dOqVKlSvr1119Vv359l/ENGjTQqVOnPFQtrtfevXt1/vx5vfXWWwoJCVHNmjU1a9YsffHFF84x69at08GDBzVy5EgPVmo+BFQAAApJ586dZbfbZbVanVvlypV1+vRp1ahRQ7/++qvL+AMHDqhq1aoeqhbXy+FwaMSIEfLy8nK2hYeH69y5c5Iku92uoUOH6pNPPuHw/p8QUAEAMIGmTZsqJydH48ePV1pamjZv3qyJEydq0KBBni4Nf1OjRo3Up08fl7bly5erUaNGkqQPPvhAx48f16OPPqqaNWtq7dq1nijTlFhmCgAAE/D29tayZcs0YMAAVaxYUVWrVtXs2bNVt25dT5cGN0lISNDIkSO1ePFipaena9KkSZo+fbqeeOIJff/99+rRo4f279+v8uXLe7pUjyOgAgBwhSovryjcN3xiuhq9u/P/H9cbqBL1BuqSpH4/2KQfCqeek5M6Fcr73KxsNpu6deumQYMGqWnTpvr222/Vpk0bRUVFSZK6dOmiLVu2aN68eXrxxRc9XK3ncYgfAACggEVFRSk8PFyvvPKKJOnYsWNcFHcNBFQAAIAC9Prrr+vEiROaPXu284Kp3JUbrsRFcf+PgAoAAFBAFixYoHnz5mnJkiUKCAhwtj/yyCPauXOnvvzyS2VkZGjZsmVauHChevXq5cFqzYNzUAEAAArA5s2b1bdvX9ntdlWoUMGl7/jx41qzZo0GDBig6Oho1a9fX8uXL1eZMmU8VK25EFABAAAKQMuWLWWz2a45ZuPGjYVUTdFCQAUAADetQl+1wSTMvmqDqc5BTU1NVY8ePRQcHKwKFSro7bff9nRJAAAAKGSmmkF99tlnFRAQoDNnzujSpUvq3r27wsLCNGDAAE+XBgAAgEJimoB65swZrV+/XqdOnVJAQIBCQ0M1d+5cPfjggwRUAACAm4hpDvFv3bpV7dq1c1mC4dZbb1VwcLCOHj3qwcoAAABQmEwzgxoXF6caNWrkaa9du7ZOnDihmjVrurTbbDaXK+NSUlIk/XEeqyfk2DI88r6e5qmft6exv28u7O+bC/v75sL+9sz7GoZxzXGmCaiZmZkKDAzM026xWJSZmZmnfeLEiXrjjTfytIeHhxdIfchf6PuergCFif19c2F/31zY3zcXT+/vy5cvKzQ09Kr9pgmoFotFGRl5v8UkJibmG1xHjRqlESNGOB/n5OQoKSlJpUqVct5G7GaQmpqq8PBwxcfHKyQkxNPloICxv28u7O+bC/v75nKz7m/DMHT58uU8Ny74M9ME1IiICK1atSpPe2xsrKpVq5an3d/fX/7+/i5tYWFhBVWe6YWEhNxU/4Hf7NjfNxf2982F/X1zuRn397VmTnOZ5iKp5s2ba926dcrOzna2/frrr7LZbPmemwoAAIAbk2kCasWKFXXPPfcoOjpaaWlpio+PV//+/TVmzBhPlwYAAIBCZJqAKkmfffaZkpKSVK5cOTVp0kRdu3ZVVFSUp8syNX9/f7322mt5TnfAjYn9fXNhf99c2N83F/b3tXkZ/+06fwAAAKAQmWoGFQAAACCgAgAAwFQIqAAAADAVAioAAABMhYAKAAAAUyGgAgAAwFQIqEVcenq6GjRo4HIHrg0bNmj06NEubbgxpKWlKSQkxGXfrly5Uj169FBWVpYHK8PflZKSomHDhl21PygoSBcuXHA+Tk9PL4yyAMCjWAe1iMvOzlZAQIAyMzO1cOFC9erVSxs2bFDbtm2VkpKi4OBgT5cIN3I4HPL391d6erreeecdvfrqq9q8ebNat27N/i6iUlNTVa9ePcXHx+vzzz9XRkaGvLy8ZLFY1L9/f5UuXVpxcXEKDAzUuXPn1LBhQ23btk2VK1f2dOlws+zsbD377LP64IMPVLx4cR04cEDe3t6qV6+ep0uDG61cuVKBgYHy9s47R+jl5aVy5cqpZs2aHqjMXAioRUR6eroeeOAB5x0nDMNQaGiolixZouDgYOcduJKSkrRv3z7dddddSk1NVVBQkIcrx9+Rlpam2rVru+zvUqVK6aefflLx4sWd+zsxMVG//PKLGjZsyP4uomw2m+rXr6+jR4+qTp06atmypSRp/fr1OnbsmCpXrqxTp05JkqZPn64vv/xSe/bs8WTJuA42m02ffPKJLBaLfHx8lJGRocjISLVt21Z79uxRWFiYLl26pODgYD311FPatm2bjh49qmLFinm6dFynuLg4RUREqHz58mrcuLEMw9DGjRt177336ueff1b9+vXl5+enzZs368CBA4qIiPB0yR7FIf4iwt/fX/Hx8YqKitKxY8fUr18/HTlyRJIUEBAgPz8/+fr6Oh9Lkp+fn8fqxfWxWCwKCAjQvHnz5OXlpfnz5ysjI0PSH/8tFCtWzLm/c/czt8srmnx9fV325eeff67PP/9cPj4+zrZHHnlE586d0zfffKN//OMfniwX18kwDI0YMUILFizQnDlzNGLECNlsNp04cUIBAQHy9/eXv7+/vvvuO33zzTf64osvCKc3iGbNmmn+/PkKDAzUsmXL9N1336lSpUr67rvv1LRpU82ePVvLly9Xnz59nP/e38x8PV0A/hpfX1+FhYWpR48eevvtt9WjRw9NnDjR2SfJ+Y+Y3W5XsWLF+EetCPPx8VFQUJCaN2/u/DP3cNCfg2lWVpYCAgKc7ShafHx8dO7cOQ0aNEgJCQkaNGiQJLns7zZt2qhly5ZKTk5Wt27dPFkurpO/v798fHy0adMmSVJgYKDLl05vb2/NmjVLY8aM0cKFC3X//fd7uGK4i8Vi0dKlS3Xq1CmNGzdOknTx4kWNGzdOhw8f1nvvvaeQkBAFBgaqTp06Hq7W8/iNVoTl/gKz2WwaN26c0tLSNG7cOJ05c0blypXzcHVwt9z9nZmZqb59+yo5OVl9+/bVhQsXVL58eQ9Xh+thsVjUvHlzrVy5Us2bN5dhGFq/fr2kP85JGz58uC5fvqyVK1cyU17EeXl5ycvLy6XNx8dH3t7eGjNmjOx2u7Zu3apdu3apSpUqnikSbvXTTz/pu+++k7+/v77++mtVrlzZeYTEy8tLPj4+zj+9vb1ls9k8XLE5cIi/CMs9fTgnJ0dHjx7VI488oqNHj2rfvn26/fbbPVwd3C13f3t7e6tixYqKjo5WxYoVlZWVpUaNGnm4OlyP0NBQ9ejRQyVKlFCPHj3Us2dPSdLw4cOVmpoqSfr3v/+t/fv3a+/evZ4sFW7w50s/cnJyZBiGjh8/LofDoaVLl2r+/Pl5xqFostvtWrt2rU6dOqXTp0/Ly8tLffv2Ve/evRUaGqo+ffqocuXKev755zVmzBhNmTLF0yWbAjOoRVjuP14Wi0Xz5s1ztnfs2NH5Cw43jtz97efnp/HjxzvbmjdvrhEjRniyNFynkydPqkmTJjp69KiaNGnibL/llluUnJysVatWaePGjerfv79iYmJ05513erBaXI+cnJw8M6jZ2dlyOBz65z//qWXLlmnDhg165plndPToUc2ZM8dDlcJdmjVrpu3bt2vq1Knq0KGDfH19dffddzuPijVr1kxJSUmqXbu22rZtq3HjxvH/uJhBLTIcDoeysrJ05MgR55+5a2FmZ2frwIED+v333zVp0iRZrVY9+uijHq4Y18PhcCgtLU1r1651/pm7vx0Oh7Zt26Y1a9Zo8ODBqlq1qtq3b+/hinE9ypUrp3nz5ikiIkLz58/X3LlzZRiGXnnlFVWoUEFjxoxRQECAOnfurK1bt3q6XFwHq9Wq7Oxsl8O5ly9flt1uV1ZWlux2u+rUqaMNGzZo/fr1mjFjhqdLhhtcuHBBhw4d0scff6xjx47p1KlTio2NVWxsrE6dOqXLly/r999/V5MmTdSmTRvt3r3b0yV7HDOoRYTVatWRI0d06623yjAM1alTR5UqVZL0xzmoe/fu1YABAxQcHKwdO3Z4uFpcr8zMTFmtVg0YMECSNGDAAJUsWVLSH/8t5F5M43A4tHr1ak+WiuuUk5MjX19f1a5d23kumpeXl3JyciT98QV08+bN+v7771WhQgX98ssvHq4Y18Pf318HDhxw7muHw6FKlSrpo48+UlZWlrKzs5Weni6LxaLp06erT58+6tGjB0vIFXHe3t5atmyZPvvsM0lS06ZNde7cOZe1UG02mzp06KCYmBjOPxbroBYpuVfn58rKypKvr68CAgKUlZWlxMRETZ06VZ988onGjBmj6OhoD1aLguBwOBQQECC73S6Hw6FZs2bp5ZdfVo8ePfTOO+9wAU0RZLVadeuttyo2NlatWrXSuXPnZLfbVbZsWW3fvl2VKlXSyZMn5evrq4sXL+qWW25RYmKiSpQo4enScR3+9a9/KTIyMs9ygOfOndOWLVs0bNgwrVq1Sr/99pueeOIJD1UJd0lLS1NERIRmz56t++67Tw888IDuvfdeDRkyRNIfp2s1adJEBw8eVFhYmGeLNQkCahGXkZGh4OBg2e1251WB27dvV9++fbVlyxaVKlXKwxXCnXJvdZr75USSjh8/rqioKK1YsYJZliIoKSlJ1atXV3Jycr79oaGhio+PV0hIiC5fvqy5c+fq2WefZRm5IiouLk7dunXTvn37FBMTo4yMDE2cONG5frX0R1g5cuSIfH199dVXX6lt27YerBjukJqaqgoVKqhFixb65ZdfdPnyZTVo0MDlAtdZs2apT58+kqQPP/zQU6WaBof4ixCHw6EzZ84oPDzceZJ9QECA83Z4uZo1a6aff/5ZgYGBnioVBSQ4OFiXL192WfO0evXqWr9+fZ4LL1A0lCxZ8qrhVJIWLVoki8UiSSpevLgGDx5cWKWhAJQrV06NGjXSokWLVL16dS1cuFAZGRkaOXKkyziHw6GdO3c6T/VA0Zaeni5/f3+tXr1aDodDP/74o6ZNm6Zp06apU6dO6tKli95//32lpaUpMTHR0+WaAjOoRUh8fLyqVKmihIQElSlTxqWvX79+uu222zRs2DAPVQcA+F+tWbNGy5cv10cffeTpUlCArFar9uzZo3vuucelff369Zo/f74++ugjJpX+hIBahCQlJal06dK6fPmyy6HcgQMHatasWfrkk0/Ut29fD1YI4O+6cOGC7rrrLv3yyy9XPb8093bHa9euLeTqAKBwscxUEeLv7y8vLy+Xk+qHDh2qmJgY/fDDD4RToIi6fPmyLBaLTp8+LYvFovj4eF28eFEXLlxQXFycLly4oAkTJsjHx0c//fSTp8uFG2RmZmrx4sWSpIiICMXHx3u4Inja+fPn1bBhQx0+fNjTpZgCAbUIyb0oIvf8w8WLF2vWrFlauXKlWrZs6cnSAPxNc+bM0T/+8Q8FBATIy8tLAQEBqlWrlsqWLaty5cqpatWqWrp0qSZOnKiQkBCXi2lQdNntdj3//POS/rj5RunSpbV161a1b99eHTt2VMeOHdWuXTs99NBDHq4U7rBv3z6FhITo3//+tyQpJSVFL774oi5evOgcY7FYtG/fPq4n+A8CahHi4+MjwzC0YMECSVLnzp31ww8/uNx5BkDRcuTIEedaqLkXO1apUkUOh0NNmjTRzJkzFRQUpFKlSsnf39/lAjkUPQ6HQ/Xq1dMjjzyi5ORktWnTRmfPnpW/v78sFouSk5NVp04dtWnTRnv37tUrr7zi6ZLhBoGBgUpLS3Oenufn56cpU6YoIyPDOSb3y+eflx67WfEvXRE0bNgwvffee6pfv74kafr06S792dnZunTpklauXOmJ8gD8Dxo0aKAVK1ZI+v9fTFeuZ5t7Wk/x4sXl6+tLQC3i7Ha7xowZo6CgIA0aNEgvvfSSoqKi5O3tLYvFolKlSqlOnTqqXr26/Pz88lxUg6Ip9whJ7oocFotFhmG4/P+c+/fcJSNvdsygFjFeXl46fPiwmjRpogULFmjHjh2y2+0uW1ZWlrKysjxdKoC/oFq1aoqNjdWmTZskSZs2bVJGRoY2bdqk1NRUHTp0SEePHpXVatXmzZtdlpRD0RMQEKA2bdqoU6dOCgwMVPv27Z1Xb3No98aVe4relesX59417srHkvh//D/4Kl6E5C64ULp0aX366adq0aKFBg8erH79+rGQM1BElS1bVnv37tXIkSOVlZWlkSNH6syZMxo5cqTi4uK0aNEi+fr66uzZsxo5ciS/vIo4u92u8uXLy9fXVw6HQ8WKFVNOTo7sdrusVqsyMzOVmJio4OBgORwOxcfHKzw83NNl4zp5e3vLMAyX39WGYah79+55jpjgDwTUIiQ7O1vSH+cw+fj4qGfPngoJCVFkZKS+//57NW3a1MMVAvhflSxZUhEREdq9e7eCg4O1e/du3XHHHdq9e7eaNWum5557TiVKlNDo0aO1e/duVa9e3dMl4zp4e3srPj7eeY7x8ePHVbNmTecC7WfOnNHcuXMlSSVKlFDz5s0VFxfn4arhLlf+nv7z72zDMLRx40ZC6n8QUIsQu90u6Y+gmnuOyiOPPKLnn39ejz766DXXTwRgThaLRZcuXZL0x5fPK//MlZOTo4yMDBmGwZ2FijgfHx9VrFhRmZmZmjFjhoKCgtSvXz9nYH333XfVoUMHbd26VW3atPF0uXATwzDk5eWliRMnXnPcO++8I5an/wPHiooQq9UqSbLZbC7t48ePl8ViUa9evTxRFoDr4OPjo8zMTBmG4fwSmpSUpLFjx+r06dNavHixMjMzlZycLJvN5jySgqLNMAz16dNHZ86cUXp6ukqXLi2Hw6Hhw4fL399fEyZM0Ndff+3pMuEmVx4BlaTt27crLi4uz+bl5UVA/Q9mUIuQrKws1a1b1/lLLJePj4/Gjh2rVatWKScnh3PUgCLEbrcrJydHVqtVhmHI4XCod+/e8vLyUt++fWW1Wp3nLKalpeX5goqiJScnR23atNGLL77obNuyZYvmzp0rh8Mhq9WquXPn6q677lJUVJTq1q2revXqebBiuEPu/7c2m002m03Nmzd3CaO5f/fy8spzBOVmRUAtQipWrKgDBw7k2/fUU0/pscceI5wCRYxhGIqJiVF6eroMw1B6erreeuutPOPOnTunU6dOKT093QNVwl3S0tJ055136rHHHpOPj4/S09MVHx+vb7/9VoZhKC0tTd9++60kqXz58vrss8/04YcferhqXK+0tDTn/i1ZsqSOHTvmcnGU9MeX1erVq3OU5D+8DOaSAcCjHA6HDh8+rC1btqhXr155fnHlSk9P19atW/XAAw8UcoVwt9OnTysqKkopKSkaMGCA+vTpo7Nnz6px48Y6ffq0pD+OmrFo+40hPT1dv/76qxo2bOiy1NSVEhMTVaZMGe3fv9+5zvnNjIAKAB4WHx+vKlWqKCEhQWXKlHHp69evn2677TYNGzbMQ9WhIH3wwQeKiopScHCwrFarDh8+rNtvv93TZcED7Ha7jhw5oho1alz1S+rNhOPBAOBhQUFBMgzDuWB7roEDB2revHkqXry4hypDQRs2bJiCg4Ml/bGIP+H05lWsWDHVq1ePcPofBFQA8DB/f3/nLU1zDR06VDExMfrhhx/Ut29fD1aHguBwOHTixAlJUmpqqkJCQpSQkOAy5vTp04qPj/dEeSgAJUuWzNPWvXt3513k4IqACgAelntOWu69uBcvXqxZs2Zp5cqVatmypSdLQwFJTU1VzZo1lZ2drcDAQKWlpbnMlH/xxReqX7++Xn/9dc8VCbcKCwuTYRjOGy9kZmZq5cqVeVbmwR84BxUAPCz3lpdz585Vz5495XA49NNPP3F3uBuY3W5XcHCwc/khX19fWa1WpaWlqW/fvlq5cqVq1Kihn3/+mUO+N4DLly+rZs2a8vPzU7169bRq1SrNmjVLEyZM0K5du9S7d2/5+PjIMAyFhYVp1qxZni7Z41hmCgBMYtiwYXrvvfecV/BOnz7dpT87O1uXLl3SypUrPVEe3CQjI0OBgYEup3R4e3vL19dX8fHxys7O1vbt2/XQQw8RTm8A586dU/PmzSVJq1evVt26dZWcnKyxY8dq8ODB8vLy0pYtW/Tee+9p1KhR+vjjjz1csTlwiB8ATMDLy0uHDx9WkyZNtGDBAu3YsUN2u91ly8rKUlZWlqdLxXUwDENVq1ZVkyZNZLVa1aRJEzVp0kQOh0Pr169XQECAli1bpjvvvFOJiYnKzMz0dMm4TkFBQRo5cqT8/Py0aNEiXb58Wd27d1fv3r311VdfKTExUUFBQerVq5dCQ0PVpUsXT5dsCsygAoCH5Z5pVbp0aX366adq0aKFBg8erH79+qlt27Yerg7uZLfb9fLLL6t48eIaPHiwBg8eLMMwFBUVpffff1/btm3T7Nmz1alTJ5UrV07Hjh3Tbbfd5umycR2Cg4P13HPP6bbbbtP06dNVtWpVjR49WtHR0Vq+fDmz5FdBQAUAD7vyPt0+Pj7q2bOnQkJCFBkZqe+//55zUW8gfn5+io6OVnZ2tgYPHqxevXo5A+pXX32lmJgYDRkyRKtXr1bJkiV1+PBhAuoNok+fPlq+fLkOHz6sHTt2OG9t6uXl5enSTIlD/ADgYblX8V55i8NHHnlEzz//vB599FElJyd7qjQUkJSUFNntdtlsNuf+t9vt6tGjhw4ePChfX1/t27dPO3bs8HClcJeAgAAlJCRo8uTJSk1N1ahRoySJ03augoAKAB5mtVolyXlFd67x48fLYrGoV69enigLBchisejUqVPy9/dXZmamKlSooIyMDEl/BJmpU6dqwYIFeu655zxcKdxh7dq1kqTnnntOhw4d0tdff62YmBg1btxYQUFByszM1LJly5SWlqbvvvvOw9WaA8tMAYCHnTlzRh06dNCGDRtUqlQpl74FCxZo1apVmjt3rry9mVO4UTzzzDNKTEzUihUrtHnzZtWuXVtBQUF6//339eijj6pWrVqeLhFukpGRobJly8pqterChQsKCwuTJK1YsUIDBw7Utm3b9OSTT6pYsWJyOBzKyMjQTz/95NmiTYCACgAmZhiGsrOznYv5o+hbunSp+vfvr507d6pq1aq6/fbb1a9fPzVt2lRjx47Vhg0bVK1aNT300ENq27at2rdv7+mScZ3Onj2rkSNHaseOHVq6dKnzvOJ27dqpUaNGmjhxoocrNB8CKgAAhSg7O1uHDh1S/fr1tX//fj388MM6ceKEfHx8JEmJiYmaOXOmpk2bpr59++q1117zcMVwl08++UTz5s3Ttm3bJP2xLuozzzyjs2fPOvc//kBABQDAg44dO6YaNWrkabfb7fLx8eHUjhtMUlKSSpYs6Xz8888/66677vJgReZEQAUAoJA4HA69//77f+mUDW9vbzVo0ECtWrUqhMpQkNLS0rR+/XoVL178ml84cm/K0aFDh0KszpwIqAAAFCJfX181adLkvy7QnpCQoDNnzig5OZnDv0VcQkKCKlSokOciyD9LSkpSrVq19PvvvxdSZeZFQAUAoBAFBgbq2LFjqlChwjXHHT58WLfeeqsOHTrEVf1FXEpKikqUKKG0tDQFBgbmO8ZqtSowMFA5OTmFXJ05cScpAAAK0ZWzoTabTZ988onzjkK5c0aDBw9WyZIltX37dsLpDcDX19d5x6i0tDT985//dM6gW61WPfPMM9xV6k+YQQUAoBAFBQXp6NGjqlChgmw2mywWi3r27CkfHx8ZhqF58+bJZrPJ15c5pBtF7uxoWlqaHA6HwsLCNGDAABmGoZkzZyolJUVeXl4KDAyUw+HwdLmmQEAFAKAQ+fn56cCBA6pdu7YMw5CPj4/z0G92drb8/Pw4zHuDyf0ikpaWpoCAAPn7+ztvcVu8eHFdvnxZNpuNgHoF1q4AAKCQZGdnq2zZssrMzJQk52Hd3EO7HOa98Xl7e7vs4ytP7cD/4/gBAACFxNfXV/Hx8c4Z0qysLBmGoRdffFHFihVztmdnZ3OI/wZyZQC1Wq1yOBx66qmnZBiGbDabMjMzWanhT/ivHwCAQpKWlqY33nhD69at0+7du+VwOPTqq6/K399f3t7eysnJ0ZgxYzjEf4NxOBzOWVPDMDRt2jTn1fz33XcfN2PIB+egAgBQSAYMGKCNGzfqhRdeUI8ePRQQEODpklAIUlJSVLJkSR08eFAWiyXfMTabTXXq1NHJkycVHh5eyBWaDwEVAIBCkpycrOLFi8vX11e7du3Sgw8+qKCgoGs+Jy4urpCqQ0H597//rUqVKv2l8029vLy4UEoc4gcAoNCUKFHC+fcqVapo7ty5Vz3X1GazKTk5ubBKQwG65ZZbdPHiRQUHB1/zXNOsrCwlJSUVYmXmxQwqAAAATIWzcgEAAGAqBFQAAACYCgEVAAAApkJABQAAgKkQUAEUea1bt5avr6/LVrp0aU+Xla/WrVvrp59+uuaY119/Xe++++7ffo/s7Gx98sknV+3PysrSZ5999rdf/8/+yme6UpUqVXTx4kW3vT+AGw8BFcANYceOHcrOznZuN3MAiouL07vvvnvVuxEtXLhQ27ZtK+SqAOCvI6ACwA0mNjZWJ06c0Lfffptv/9SpU3XixIlCrgoA/joCKoAbWu/evfXVV1/prbfeUoUKFVSiRAm99NJLztnFzMxMRUZGKigoSG3btnW5a8/u3bvVunVrWSwWlS1bVs8995xSU1Od/a1bt9b333+vxx57TMHBwbrtttu0c+dOpaam6qmnnlJISIgaNGig3bt3u9Rks9n08ssvq3z58goMDNQDDzygX3/99aqf4ejRo3r44YcVHBysEiVKqEePHjp79uxVx8fGxqp169aaMmVKnr4ffvhBFotFJ0+edGnPzMzUyJEjVa5cOVksFrVq1Uo7duxwGeNwODRu3DhFRETIYrGoRYsW2rlzZ573+G8/NwD4bwioAG54b775ppKTk3X48GHt2bNH69evd56DOWfOHJUqVUoXLlzQU089pYSEBEnSvn379MQTT+iVV17RpUuXtHfvXgUGBqp9+/YutyEcMmSIunXrpqSkJL388st6/PHH1bdvX3Xt2lUXL17Uq6++qieeeMKlnmeffVbBwcHat2+fTp8+rYcfflht27bVkSNH8tR++vRptW/fXj179tT58+d17NgxNWjQQK1bt75q6IuNjdWTTz4pwzC0fft2l74pU6Zo9OjRys7Ols1mkyTl5OSoc+fOiouL09atW3X+/Hn1799fnTt3dgmpUVFR2rhxo1asWKGkpCS9+eabeu6551xmY//qzw0ArskAgCLu3nvvNfz8/Ax/f3/nVr16dcMwDKNXr15Ghw4dXMavWLHC6Nixo2EYhjFjxgxj6NCheV6zY8eOxsqVK/O0R0ZGGosXL3a+70svveTSX6tWLePll192aatbt64RFxfnfE50dHSe1508ebLx+OOPG4ZhGK+99poxefJkwzAMY9CgQcbHH3+cZ3x0dLTx3nvv5fPTMIwnn3zSWLNmjfH1118b3bp1c7b/9ttvRp06dYycnByjSZMmxqFDhwzDMIxvvvnGaNq0qeFwOFxe51//+pfRrFkzwzAMY/fu3Ua1atWMjIwMlzGHDx82/Pz8jN27dxuG8dd+bpUrVzYuXLiQb+0AYBiGwQwqgBvC1q1bZbVanduxY8ecfV27dnUZW6NGDedMac+ePXXo0CF169ZN8fHxzjGbNm1SZGSkAgICXLYVK1Zoz549znGtW7d2ee0yZcqoZcuWLm2lSpVSYmLiVevJrWPjxo152jdu3Kjhw4fnqWP69Onau3dvvj+L2NhYValSRZGRkfrll1+cM5xTp07VsGHD5OXlpcqVKzvb169frx49esjb2/VXQrdu3bR//35ZrVZt3LhRXbt2lcVicRlTq1YtNWzY8H/+uQHAtfh6ugAAKGihoaEuj/38/JyHty0Wi9asWaP58+erdevWWrp0qerXry9JSkpKUmBg4DVfu0SJEi6PfX19VbJkSZc2b29vZWdnOx9f+fe/4pdfflGdOnX+8viTJ0+qcuXK8vHx0ZAhQzR16lSNHTtWq1ev1ocffijpj6WeYmNjJf1xiN/XN++vAy8vL3l5eckwDOeWnz+3/5WfGwBcCzOoAG54f54ZzE/Pnj31wgsvaMaMGZKk5s2ba8WKFXnGvfTSSy4zrT4+PnnG5Bf2rrRw4cI8bXPnzs0zGytJLVq00HfffZen/Z133tEvv/ySpz0jI0NeXl7y9/eXJPXt21dLlizRm2++qT59+jhnQK+cQb333nsVExOT57WWL1+uunXrymKx6N5779XixYuVnp7uMubw4cPat2+f8/Ff/bkBwLUQUAHc1D788EOtW7dOaWlpWrdunSpXrixJmjBhgkaOHKnFixcrIyNDp0+f1sCBA7Vjxw5VrFjxut7z559/1ujRo5WQkKCkpCS9//77eu+99zR+/Pg8Y0ePHq1p06bpiy++UGpqqi5evKjXXntNs2bNUo0aNfKMz509zRUcHKwePXros88+0+DBg53tV86gduvWTQ6HQ/369VNcXJzS0tL0r3/9SwMGDHDeMKBx48Zq3ry5OnXqpAMHDigzM1M//PCDevTooXLlyjlftyB/bgBuHgRUADeEu+++2+VOUlWqVPlLz2vVqpVGjBihcuXKycfHxxniGjZsqK+++koffPCBSpUqpbvuuku+vr5asWLFX5qRvZZp06ZJkm6//XZVqlRJa9as0Y8//phv4AwPD9eaNWu0ZMkSVahQQbVq1dLx48e1YcMGBQUF5Rmfe/7plYYMGaI+ffqobNmyzrYrZ1B9fHy0YsUKBQUFqXHjxipdurQ+/PBDffXVVy7n086aNUv33nuvHnzwQZUsWVJvvfWWZs6c6fJ+BflzA3Dz8DKudlIRAAAA4AF8nQUAAICpEFABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmAoBFQAAAKZCQAUAAICpEFABAABgKgRUAAAAmMr/Afm9qAH7L/JGAAAAAElFTkSuQmCC","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqAAAAGcCAYAAAAGbBKOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA9h0lEQVR4nO3deVxU9eL/8ffAyDCAoKJpKEjuqWmZS13NKDO9WRlqK97Mpays3CozzbqZWpnZYpstlmZfr6llLmnllmtaqdnilihoQgrIPgMM5/eHl/k5oeXN4ZxBX8/HYx7G5xzmvOGYvPmczWYYhiEAAADAJEFWBwAAAMC5hQIKAAAAU1FAAQAAYCoKKAAAAExFAQUAAICpKKAAAAAwFQUUAAAAprJbHeB0lZaW6rffflPVqlVls9msjgMAAIA/MAxDubm5iomJUVDQqec5K00B/e233xQbG2t1DAAAAPyF1NRU1atX75TLK00BrVq1qqTjX1BkZKTFaQAAAPBHOTk5io2N9fa2U6k0BbTssHtkZCQFFAAAIID91emSXIQEAAAAU1FALZSVlaV+/fqpVq1aio+P17PPPqvS0lJJ0rp169ShQwdFRkbqsssu06ZNm7yf5/F49Mwzzyg+Pl61atXSgAEDlJ2dbdWXAQAA8D+hgFqoT58+qlu3rn799Vd9+eWX+vTTTzVt2jTt2bNHt9xyiyZMmKD09HQ9+uijuummm3Tw4EFJ0oQJE7Ru3TqtX79eu3btUnBwsPr372/xVwMAAHB6bIZhGFaHOB05OTmKiopSdnb2WXEO6NatW3XnnXfqhx9+8J4n8csvv+jWW2/VVVddpdjYWD388MPe9UeNGqXatWtrxIgRio6O1s8//6zatWtLkkpKSlS/fn3t2LFDNWrUsOTrAQAAON2+xgyoRTwej0aMGOFzkm5sbKzS09N1wQUXqGfPnj7rly3Ly8vToEGDvOVTkux2u84//3ylp6eblh8AAODvqjRXwZ9t2rZtq7Zt2/qMLV68WG3bttWwYcPKrb948WINHDhQEREReu6553yWpaSk6ODBg2rQoEFFRgYAAPALCmiASEtL08iRI7VgwYJyy95//32lpaUpMTGx3DKPx6P+/fvr4YcflsPhMCMqAADAGaGABgC3263evXvr/vvvV4cOHXyWbdmyRaNGjdLq1atlt5ffXaNGjVKVKlU0YsQIs+ICAACcEQpoABg4cKBiY2P1+OOP+4ynpKQoMTFR7777ri688MJyn/f2229r8eLF2rhx458+bxUAACCQUEAt9tRTT2nfvn1auXKlzwVJubm5uv766/XII4/o+uuvL/d5X331lcaNG6d169apevXqZkYGAAA4IxRQC82ePVuzZs3Sxo0bFRoa6h33eDy65ZZb1LlzZw0dOrTc5/38889KSkrS/Pnz1bBhQzMjAwAAnDGO21pk7dq1GjBggJKTkxUTEyO73e59DRo0SMuWLdObb77pM96lSxf9/vvv6tGjh37//XclJCT4LJ85c6bVXxYAAMBf4kb0pyn+sSWmbzMQ7H+2h9URAABAJcGN6AEAABCQKKAAAAAwFQUUAAAApqKAAgAAwFQUUAAAAJiKAgoAAABTUUABAABgKgooAAAATEUBBQAAgKkooAAAADAVBRQAAACmooACAADAVBRQAAAAmIoCCgAAAFNRQAEAAGAqCigAAABMRQEFAACAqSigAAAAMBUFFAAAAKaigAIAAMBUFFAAAACYigIKAAAAU1FAAQAAYKr/qYBmZWWpX79+qlWrluLj4/Xss8+qtLRUkrR+/XpdfPHFcjqdateunTZv3uzzudOnT1dcXJzCw8OVmJio9PR0/30VAAAAqDT+pwLap08f1a1bV7/++qu+/PJLffrpp5o2bZrS09OVmJiocePGKScnR2PGjFHPnj2VlpYmSVq2bJkmTpyoxYsX6+jRo2rZsqUSExMr5AsCAABAYDvtArp161b9/vvvmjBhgiIjI9W4cWPNmDFD77zzjt577z3deuut6tWrl6pUqaKbbrpJ/fr10+uvvy5Jmjp1qqZMmaJWrVrJ6XRq/PjxKi0t1cqVKyvsCwMAAEBgOu0C6vF4NGLECNlsNu9YbGys0tPTtXbtWvXs2dNn/T59+mjFihUyDEPffPONevTocdLlAAAAOLfYT3fFtm3bqm3btj5jixcvVtu2bXXgwAE1atTIZ1nTpk21b98+ZWRkqFq1agoNDS23/KOPPjrl9txut9xut/fjnJyc040KAACAAPa3r4JPS0vTyJEjNW7cOBUWFiosLMxnudPpVGFh4UmXnbj8VCZNmqSoqCjvKzY29u9GBQAAQAD5WwXU7Xard+/euv/++9WhQwc5nU65XC6fdTIyMhQWFnbSZScuP5XRo0crOzvb+0pNTf07UQEAABBgTvsQ/IkGDhyo2NhYPf7445KkuLg4JScnKy4uzrtOcnKyGjRooOjoaB07dkzFxcWqUqVKueWn4nA45HA4/k48AAAABLD/eQb0qaee0r59+/T+++97L0jq1KmTli1b5rPevHnzdM0118hms6lt27blrngvWw4AAIBzy/80Azp79mzNmjVLGzdu9LmoaODAgbrkkkvUuXNnde3aVcuWLdOcOXP0/fffS5JGjBihYcOG6ZNPPlF8fLwmT54sp9OphIQEv34xAAAACHynXUDXrl2rAQMGqLi4WDExMT7Lfv31V3388ccaMmSIEhMT1bJlS3366ac677zzJEndu3fXgQMH1LVrV2VkZKhbt26aP3++f78SAAAAVAo2wzAMq0OcjpycHEVFRSk7O1uRkZGmbz/+sSWmbzMQ7H+2x1+vBAAAoNPva3/7NkwAAADA30EBBQAAgKkooAAAADAVBRQAAACmooACAADAVBRQAAAAmIoCCgAAAFNRQAEAAGAqCigAAABMRQEFAACAqSigAAAAMBUFFAAAAKaigAIAAMBUFFAAAACYigIKAAAAU1FAAQAAYCoKKGCiq666SkFBQXrhhRe8YzNnzpTdbvd5BQUFqWfPnid9j+TkZE2fPt2syAAA+B0FFDDRqlWrNG7cOJ+xO++8UyUlJd5XUVGRLrzwQo0dO7bc55eWlupf//qXcnJyzIoMAIDfUUCBADN//nzFxcWpXbt25ZY999xz2rRpkwWpAADwH7vVAQD8f4ZhaMKECXr99dfLLdu2bZumTZumQYMGWZAMAAD/YQYUCCCLFi1SdHS0/vGPf/iMu1wu9e3bV9OmTVOdOnUsSgcAgH9QQIEA8swzz+iJJ54oNz569Gi1b99eiYmJFqQCAMC/OAQPBIjly5fL4XAoISHBZ3zlypVatGiRtm7dak0wAAD8jAIKBIgJEyaUm/3MycnRoEGDdPDgQdWqVUuSVFJSIpvNps2bN2vu3LlWRAUA4IxQQIEAsGbNGrndbl177bU+45GRkdq3b5/P2FNPPaWIiAg9/PDDZkYEAMBvOAcUCADjx48/6X0/AQA4G1FAAYvl5uYqOjpaN9xwg9VRAAAwhc0wDMPqEKcjJydHUVFRys7OVmRkpOnbj39sienbDAT7n+1hdQRLsL8BAPjfnW5fYwYUAAAApqKAAgAAwFQUUAAAAJiKAgoAAABTUUABAABgKgooAAAATEUBBQAAgKkooAAAADAVBRQAAACmooACAADAVBRQAAAAmIoCCgAAAFNRQAEAAGAqCigAAABMRQEFAACAqSigAAAAMBUFFAAAAKaigAIAAMBUFFAAAACYigIKAAAAU1FAAQAAYCoKKAAAAExFAQUAAICpKKAAAAAwFQUUAAAApqKAAgAAwFR/q4BeddVVCgoK0gsvvFBuWd26dWW3272v559/3rts+vTpiouLU3h4uBITE5Wenv73kwMAAKBS+lsFdNWqVRo3bly58WPHjsnhcKikpMT7evTRRyVJy5Yt08SJE7V48WIdPXpULVu2VGJi4pmlBwAAQKXj10PwP/30k5o2bXrSZVOnTtWUKVPUqlUrOZ1OjR8/XqWlpVq5cqU/IwAAACDA+bWA/vzzzyctoIZh6JtvvlGPHj18xvv06aMVK1b4MwIAAAACnN9nQOfMmaMaNWro4osv1vLlyyVJGRkZqlatmkJDQ33Wb9q0qfbt23fS93K73crJyfF5AQAAoPLzawHt0aOHNmzYoLS0NE2ZMkUDBgzQzz//rMLCQoWFhZVb3+l0qrCw8KTvNWnSJEVFRXlfsbGx/owKAAAAi/i1gHbt2lUNGjRQSEiIunTpolGjRundd9+V0+mUy+Uqt35GRsZJi6kkjR49WtnZ2d5XamqqP6MCAADAIvaKfPMGDRpo/fr1io6O1rFjx1RcXKwqVap4lycnJ6tBgwYn/VyHwyGHw1GR8QAAAGABv82Ajh8/Xp999pnP2Lp169SkSRPZbDa1bdu23BXv8+bN0zXXXOOvCAAAAKgE/DYD2qZNGz344IOKi4tTkyZNNHfuXL377rvavn27JGnEiBEaNmyYPvnkE8XHx2vy5MlyOp1KSEjwVwQAAABUAn4roD169NBvv/2m3r1769ChQ7rkkku0cOFCxcTESJK6d++uAwcOqGvXrsrIyFC3bt00f/58f20eAAAAlYTNMAzD6hCnIycnR1FRUcrOzlZkZKTp249/bInp2wwE+5/t8dcrnYXY3wAA/O9Ot6/59Sp4AAAA4K9QQAEAAGAqCigAAABMRQEFAACAqSigAAAAMBUFFAAAAKaigAIAAMBUFFAAAACYigIKAAAAU1FAAQAAYCoKKAAAAExFAQUAAICpKKAAAAAwFQUUAAAApqKAAgAAwFQUUAAAAJiKAgoAAABTUUABAABgKgooAAAATEUBBQAAgKkooAAAADAVBRQAAACmooACAADAVBRQAAAAmIoCCgAAAFNRQAEAAGAqCigAAABMRQEFAACAqSigAAAAMBUFFAAAAKaigAIAAMBUFFAAAACYigIKAAAAU1FAAQAAYCoKKAAAAExFAQUAAICpKKAAAAAwFQUUAAAApqKAAgAAwFQUUAAAAJiKAgoAAABTUUABAABgKgooAAAATEUBBQAAgKkooAAAADAVBRQAAACmooACAADAVBRQAAAAmIoCCgAAAFNRQAEAAGAqCigAAABMRQEFAACAqSigAAAAMBUFFAAAAKb6WwX0qquuUlBQkF544QWf8fXr1+viiy+W0+lUu3bttHnzZp/l06dPV1xcnMLDw5WYmKj09PS/nxwAAACV0t8qoKtWrdK4ceN8xtLT05WYmKhx48YpJydHY8aMUc+ePZWWliZJWrZsmSZOnKjFixfr6NGjatmypRITE8/8KwAAAECl4rdD8O+9955uvfVW9erVS1WqVNFNN92kfv366fXXX5ckTZ06VVOmTFGrVq3kdDo1fvx4lZaWauXKlf6KAAAAgErAbwV07dq16tmzp89Ynz59tGLFChmGoW+++UY9evQ46XIAAACcO/xWQFNSUtSoUSOfsaZNm2rfvn3KyMhQtWrVFBoaetLlJ+N2u5WTk+PzAgAAQOXntwJaWFiosLAwnzGn06nCwsKTLjtx+clMmjRJUVFR3ldsbKy/ogIAAMBCfiugTqdTLpfLZywjI0NhYWEnXXbi8pMZPXq0srOzva/U1FR/RQUAAICF7P56o7i4OCUnJysuLs47lpycrAYNGig6OlrHjh1TcXGxqlSpUm75yTgcDjkcDn/FAwAAQIDw2wxop06dtGzZMp+xefPm6ZprrpHNZlPbtm3LXfFethwAAADnDr8V0IEDB+qDDz7Q559/rpKSEi1evFhz5szR/fffL0kaMWKEhg0bpp07d8rlcmn8+PFyOp1KSEjwVwQAAABUAn47BF+7dm19/PHHGjJkiBITE9WyZUt9+umnOu+88yRJ3bt314EDB9S1a1dlZGSoW7dumj9/vr82DwAAgErCZhiGYXWI05GTk6OoqChlZ2crMjLS9O3HP7bE9G0Ggv3P9vjrlc5C7G8AAP53p9vX/HYIHgAAADgdFFAAAACYigIKAAAAU1FAAQAAYCoKKAAAAExFAQUAAICpKKAAAAAwFQUUAAAApqKAAgAAwFQUUAAAAJiKAgoAAABTUUABAABgKgooAAAATEUBBQAAgKkooAAAADAVBRQAAACmooACAADAVBRQAAAAmIoCCgAAAFNRQAEAAGAqCigAAABMRQEFAACAqSigAAAAMBUFFAAAAKaigAIAAMBUFFAAAACYigIKAAAAU1FAAQAAYCoKKAAAAExFAQUAAICpKKAAAAAwFQUUAAAApqKAAgAAwFQUUAAAAJiKAgoAAABTUUABAABgKgooAAAATEUBBQAAgKkooAAAADAVBRQAAACmooACAADAVBRQAAAAmIoCCgAAAFNRQAEAAGAqCigAAABMRQEFAACAqSigAAAAMBUFFAAAAKaigAIAAMBUFFAAAACYigIKAAAAU1FAAQAAYCoKKAAAAExFAQUAAICp/F5Ax4wZo+DgYNntdtntdrVs2VKS9Msvv6hTp05yOp1q0aKFli5d6u9NAwAAoBLwewH96aeftHLlSpWUlKikpEQ//vij3G63rrvuOt1+++3Kzs7Wm2++qUGDBmnHjh3+3jwAAAACXIUU0GbNmvmMLViwQC1bttSQIUMUEhKiK664QuPGjdPkyZP9vXkAAAAEOL8WUJfLpaysLNWuXdtnfO3aterZs6fPWJ8+fbRixQp/bh4AKo3Jkyfr6NGjkqQVK1bo4osvVkREhDp16qStW7danA4AKpZfC+jOnTuVn5+v2NhY1atXT6NGjVJxcbFSUlLUqFEjn3Vr1qwpl8slt9t90vdyu93KycnxeQHA2eCHH37QE088IUk6cOCAbr/9dk2ePFmZmZkaPny4brjhBuXn51ucEgAqjl8LaHh4uL766ivt3r1bGzdu1E8//aSnnnpKhYWFCgsLK7e+0+lUYWHhSd9r0qRJioqK8r5iY2P9GRUALFFUVKR//etfKikpkSRlZ2fr/fffV9euXRUSEqLevXurZs2a+uWXXyxOCgAVx+7PN2vcuLEaN24sSYqNjdWsWbPUtGlTtW/fXi6Xq9z6mZmZJy2mkjR69GiNGDHC+3FOTg4lFEClN2bMGF100UXKzs6WJLVq1UqtWrWSJOXm5mrWrFnKzs5W8+bNrYwJABXKrwX0j6pXry7DMFSrVi0lJyerc+fO3mVpaWmqUaOGQkJCTvq5DodDDoejIuMBgKm+/vprzZs3T9u2bVPr1q19lmVnZ6tatWqSpOnTp5/yl3MAOBv47RD8d999p3vvvddnbOfOnQoNDVXXrl21bNkyn2Xz5s3TNddc46/NA0BAy8nJ0V133aUZM2YoKiqq3PKoqCgdO3ZM8+bN01NPPaWvv/7agpQAYA6/FdDmzZtr2bJlev311+VyubR9+3bdeuutGjVqlHr16qXNmzdr5syZKi4u1saNG/X888/rkUce8dfmASCgPfTQQ+rdu7cSEhJOuU5UVJR69+6tyZMna+rUqeaFAwCT+a2AOp1OLVmyRB9//LGio6N1/fXX6/bbb9eQIUMUGhqqRYsWafr06apataoGDhyo6dOnq0WLFv7aPAAErIULF2r27Nl69dVXFRoaqtDQUB04cED16tXTyy+/rIKCAp/1W7durcOHD1uUFgAqnl/PAW3RooVWrVp10mXNmzfXunXr/Lk5AKgUevbsqeLiYp+x+Ph4ffvttxo9erRmz56tu+++27tsy5YtXIQE4KxWoRchAQD+3AMPPKAbb7xRLVq00KWXXqp169Zp3Lhx+vLLL62OBgAVhgIKABZq3bq13njjDd17773as2ePmjVrphkzZqhp06ZWRwOACkMBBXDOi39sifkbve01tX3hm///8XWTVFtSlqSBX7qkLys+0/5ne1T4NgDgZPz6JCQAAADgr1BAAQAAYCoKKAAAAExFAQUAAICpKKAAAAAwFQUUAAAApqKAAgAAwFQUUAAAAJiKAgoAAABTUUABAABgKgooAAAATEUBBQAAgKkooAAAADAVBRQAAACmooACAADAVBRQAAAAmIoCCgAAAFNRQAEAAGAqCigAAABMRQEFAACAqSigAAAAMBUFFAAAAKaigAIAAMBUFFAAAACYigIKAAAAU1FAAQAAYCoKKAAAAExFAQUAAICpKKAAAAAwFQUUAAAApqKAAgAAwFQUUAAAAJiKAgoAAABTUUABAABgKgooAAAVbO/evbruuusUFRWlpk2bavbs2VZHAixFAQUAoALl5+ere/fu6tWrl9LS0jRnzhz9+9//1ooVK6yOBliGAgoAQAVat26dWrZsqUGDBsnpdOqSSy7Rc889p/fff9/qaIBlKKAAAFQgj8dz0vGsrCyTkwCBgwIKAEAF6tSpk7Zs2aIZM2aosLBQW7du1ahRo9S5c2erowGWoYACAFCBIiMjtWjRIr399tuKiYlRly5ddOzYMd1zzz1WRwMsQwEFAKCCtWnTRhs2bNCBAwcUGhqqqVOnqlq1albHAixDAQUAwCRjxoxRmzZtlJSUZHUUVJDk5GR1795dVatWVdOmTTVnzhyrIwUku9UBAAA4F3z33XeaPXu2fvjhB6ujoIIYhqEbb7xR//rXv7Rw4ULt3LlTN910k+Lj43XZZZdZHS+gMAMKAEAFKy0t1b333qtnn31W9erVszoOKsixY8f0wAMP6NFHH5XD4VDr1q3Vs2dPrVu3zupoAYcZUADAOSX+sSWmb7O0yKUcZzNN3FdXEy3YviTtf7aHJds9l1SvXl2DBw+WJBUVFWnNmjWaP3++Fi5caHGywMMMKAAAFSwoJFTV/nGb1TFgog4dOujaa69VQkKCLrnkEqvjBBwKKAAAgJ9t3LhRGzdu1K5duzRx4kSr4wQcCigAAICfhYaG6rLLLtMnn3yiF1980eo4AYcCCgAA4Af79+/X4cOHfcbq1q2r4OBgFRYWWpQqMFFAAQAA/GD9+vV6+OGHfcb279+vqlWryul0WpQqMFFAAQAA/OCmm27S5s2b9cEHH6iwsFA7d+7UbbfdpieeeMLqaAHH1AKak5OjpKQkRUREKCYmRs8995yZmwcAAKgw4eHhWrx4sT788EPVqlVL1157re644w7dddddVkcLOKbeB/See+5RaGioDh06pGPHjqlPnz6qVq2a955ZAAAA/mTFfV916TDVvHSYJOnF36QXLcgQ6Pd9Na2AHjp0SKtWrdKBAwcUGhqqqKgozZw5U//85z8poAAAAOcQ0w7Br1+/Xl27dlVoaKh37MILL1RERIT27NljVgwAAABYzLQZ0JSUFDVq1KjceNOmTbVv3z41btzYZ9ztdsvtdns/zs7OlnT8PFIrlLoLLNmu1az6fluN/X1uYX+fW9jf5xb2tzXbNQzjT9czrYAWFhYqLCys3LjT6TzpvbEmTZqkf//73+XGY2NjKyQfTi7qJasTwEzs73ML+/vcwv4+t1i9v3NzcxUVFXXK5aYVUKfTqYKC8r+FZGRknLSYjh49WiNGjPB+XFpaqszMTEVHR8tms1Vo1kCSk5Oj2NhYpaamKjIy0uo4qGDs73ML+/vcwv4+t5yr+9swDOXm5iomJuZP1zOtgMbFxenzzz8vN56cnKwGDRqUG3c4HHI4HD5j1apVq6h4AS8yMvKc+gt8rmN/n1vY3+cW9ve55Vzc338281nGtIuQOnbsqBUrVqikpMQ79uOPP8rtdp/03FAAAACcnUwroHXr1tU//vEPDR8+XHl5eUpNTdXdd9+tsWPHmhUBAAAAAcDUJyG99dZbyszMVJ06ddS+fXv16tVLAwcONDNCpeNwOPTkk0+WOx0BZyf297mF/X1uYX+fW9jff85m/NV18gAAAIAfmToDCgAAAFBAAQAAYCoKKAAAAExFAQUAAICpKKAAAAAwFQUUAAAApqKABrj8/Hy1atXK5wlSq1ev1pgxY3zGcHbIy8tTZGSkz75dunSpkpKSVFRUZGEy/F3Z2dkaOnToKZeHh4fryJEj3o/z8/PNiAUAluI+oAGupKREoaGhKiws1EcffaR+/fpp9erV6tKli7KzsxUREWF1RPiRx+ORw+FQfn6+nn/+eT3xxBNau3atEhIS2N+VVE5Ojlq0aKHU1FS9/fbbKigokM1mk9Pp1N13362aNWsqJSVFYWFhSk9PV5s2bbRhwwbVr1/f6uioACUlJbrnnnv08ssvq2rVqtqxY4eCgoLUokULq6PBT5YuXaqwsDAFBZWf47PZbKpTp44aN25sQbLAQgENEPn5+br22mu9T0wwDENRUVH69NNPFRER4X2CVGZmprZt26ZLL71UOTk5Cg8Ptzg5/o68vDw1bdrUZ39HR0fr22+/VdWqVb37OyMjQ9u3b1ebNm3Y35WU2+1Wy5YttWfPHjVr1kxXXHGFJGnVqlXau3ev6tevrwMHDkiSXnvtNb377rv6/vvvrYyMM+R2u/XGG2/I6XQqODhYBQUFSkxMVJcuXfT999+rWrVqOnbsmCIiInTHHXdow4YN2rNnj6pUqWJ1dJyBlJQUxcXF6fzzz1e7du1kGIbWrFmjK6+8Ut99951atmypkJAQrV27Vjt27FBcXJzVkS3FIfgA4XA4lJqaqoEDB2rv3r0aNGiQdu/eLUkKDQ1VSEiI7Ha792NJCgkJsSwvzozT6VRoaKhmzZolm82mDz/8UAUFBZKO/12oUqWKd3+X7Wce51Y52e12n3359ttv6+2331ZwcLB37MYbb1R6errmz5+vhx9+2Mq48APDMDRixAjNnj1bH3zwgUaMGCG32619+/YpNDRUDodDDodDixYt0vz58/XOO+9QPs8Cl19+uT788EOFhYXps88+06JFi1SvXj0tWrRIHTp00Pvvv6/Fixerf//+3n/vz2V2qwPgOLvdrmrVqikpKUnPPfeckpKSNGnSJO8ySd5/oIqLi1WlShX+warEgoODFR4ero4dO3r/LDtc88fiWVRUpNDQUO84Kpfg4GClp6fr/vvvV1pamu6//35J8tnfV199ta644gplZWWpd+/eVsaFHzgcDgUHB+vrr7+WJIWFhfn8YhkUFKQZM2Zo7Nix+uijj3TNNddYnBj+4HQ6tXDhQh04cEBPP/20JOno0aN6+umntWvXLr344ouKjIxUWFiYmjVrZnFa6/ETLYCV/YByu916+umnlZeXp6efflqHDh1SnTp1LE4Hfyvb34WFhRowYICysrI0YMAAHTlyROeff77F6XAmnE6nOnbsqKVLl6pjx44yDEOrVq2SdPycsGHDhik3N1dLly5lpvssYLPZZLPZfMaCg4MVFBSksWPHqri4WOvXr9fmzZsVHx9vTUj4zbfffqtFixbJ4XDo448/Vv369b1HOGw2m4KDg71/BgUFye12W5w4MHAIPoCVnZ5bWlqqPXv26MYbb9SePXu0bds2tW7d2uJ08Ley/R0UFKS6detq+PDhqlu3roqKitS2bVuL0+FMREVFKSkpSdWrV1dSUpL69u0rSRo2bJhycnIkSb/99pt++OEHbd261cqo8JM/Xl5RWloqwzD066+/yuPxaOHChfrwww/LrYfKp7i4WF988YUOHDiggwcPymazacCAAbrrrrsUFRWl/v37q379+nrggQc0duxYTZkyxerIAYEZ0ABW9g+T0+nUrFmzvOPXXXed9wcYzh5l+zskJETjx4/3jnXs2FEjRoywMhrO0P79+9W+fXvt2bNH7du3946fd955ysrK0ueff641a9bo7rvv1rx583TJJZdYmBZnqrS0tNwMaElJiTwej/7v//5Pn332mVavXq0777xTe/bs0QcffGBRUvjD5Zdfro0bN2rq1Knq3r277Ha7LrvsMu9Rrcsvv1yZmZlq2rSpunTpoqeffpr/x8UMaMDweDwqKirS7t27vX+W3QuypKREO3bs0C+//KJnn31WLpdLN998s8WJcSY8Ho/y8vL0xRdfeP8s298ej0cbNmzQ8uXLNWTIEF1wwQXq1q2bxYlxJurUqaNZs2YpLi5OH374oWbOnCnDMPT4448rJiZGY8eOVWhoqHr27Kn169dbHRdnyOVyqaSkxOeQa25uroqLi1VUVKTi4mI1a9ZMq1ev1qpVqzR9+nSrI+MMHTlyRDt37tTrr7+uvXv36sCBA0pOTlZycrIOHDig3Nxc/fLLL2rfvr2uvvpqbdmyxerIlmMGNEC4XC7t3r1bF154oQzDULNmzVSvXj1Jx88B3bp1qwYPHqyIiAht2rTJ4rQ4U4WFhXK5XBo8eLAkafDgwapRo4ak438Xyi5W8Xg8WrZsmZVRcYZKS0tlt9vVtGlT77lgNptNpaWlko7/grl27Vp9+eWXiomJ0fbt2y1OjDPlcDi0Y8cO7/72eDyqV6+eXn31VRUVFamkpET5+flyOp167bXX1L9/fyUlJXGbtUosKChIn332md566y1JUocOHZSenu5zL1C3263u3btr3rx5nPsr7gMaUMqubi9TVFQku92u0NBQFRUVKSMjQ1OnTtUbb7yhsWPHavjw4RamRUXweDwKDQ1VcXGxPB6PZsyYoccee0xJSUl6/vnnuUClEnK5XLrwwguVnJyszp07Kz09XcXFxapdu7Y2btyoevXqaf/+/bLb7Tp69KjOO+88ZWRkqHr16lZHxxn6z3/+o8TExHK3zEtPT9e6des0dOhQff755/rpp5902223WZQS/pCXl6e4uDi9//77uuqqq3Tttdfqyiuv1IMPPijp+OlU7du3188//6xq1apZGzZAUEADXEFBgSIiIlRcXOy9qm7jxo0aMGCA1q1bp+joaIsTwp/KHsVZ9suHJP36668aOHCglixZwgxJJZSZmamGDRsqKyvrpMujoqKUmpqqyMhI5ebmaubMmbrnnnu4zVollpKSot69e2vbtm2aN2+eCgoKNGnSJO89nKXjhWT37t2y2+2aO3euunTpYmFinKmcnBzFxMSoU6dO2r59u3Jzc9WqVSufC0hnzJih/v37S5JeeeUVq6IGDA7BBxCPx6NDhw4pNjbWewJ7aGio91FtZS6//HJ99913CgsLsyoqKkhERIRyc3N97vnZsGFDrVq1qtxFDagcatSoccryKUlz5syR0+mUJFWtWlVDhgwxKxoqSJ06ddS2bVvNmTNHDRs21EcffaSCggKNHDnSZz2Px6NvvvnGezoGKq/8/Hw5HA4tW7ZMHo9HK1eu1LRp0zRt2jT16NFDN910k1566SXl5eUpIyPD6rgBgRnQAJKamqr4+HilpaWpVq1aPssGDRqkiy66SEOHDrUoHQDg71i+fLkWL16sV1991eooqCAul0vff/+9/vGPf/iMr1q1Sh9++KFeffVVJo3+gAIaQDIzM1WzZk3l5ub6HGq99957NWPGDL3xxhsaMGCAhQkB/F1HjhzRpZdequ3bt5/y/M6yx/F+8cUXJqcDAHNxG6YA4nA4ZLPZfE5Yf+ihhzRv3jx99dVXlE+gksrNzZXT6dTBgwfldDqVmpqqo0eP6siRI0pJSdGRI0c0ceJEBQcH69tvv7U6LvyksLBQCxYskCTFxcUpNTXV4kSw0u+//642bdpo165dVkcJCBTQAFJ20UHZ+X8LFizQjBkztHTpUl1xxRVWRgPwN33wwQd6+OGHFRoaKpvNptDQUDVp0kS1a9dWnTp1dMEFF2jhwoWaNGmSIiMjfS5UQeVWXFysBx54QNLxB0zUrFlT69evV7du3XTdddfpuuuuU9euXXX99ddbnBRnatu2bYqMjNRvv/0mScrOztajjz6qo0ePetdxOp3atm0b5/P/FwU0gAQHB8swDM2ePVuS1LNnT3311Vc+T04BULns3r3bey/QsosJ4+Pj5fF41L59e7333nsKDw9XdHS0HA6HzwVoqJw8Ho9atGihG2+8UVlZWbr66qt1+PBhORwOOZ1OZWVlqVmzZrr66qu1detWPf7441ZHxhkKCwtTXl6e9/S5kJAQTZkyRQUFBd51yn65/ONtuc5V/EsXgIYOHaoXX3xRLVu2lCS99tprPstLSkp07NgxLV261Ip4AP4HrVq10pIlSyT9/x88J97Ptey0m6pVq8put1NAzwLFxcUaO3aswsPDdf/992vUqFEaOHCggoKC5HQ6FR0drWbNmqlhw4YKCQkpd+EKKp+yIxxld7RwOp0yDMPn/+ey/y67peK5jhnQAGOz2bRr1y61b99es2fP1qZNm1RcXOzzKioqUlFRkdVRAZyGBg0aKDk5WV9//bUk6euvv1ZBQYG+/vpr5eTkaOfOndqzZ49cLpfWrl3rc8s1VE6hoaG6+uqr1aNHD4WFhalbt27eK6A5/Hp2KjuF7sT795Y99ezEjyXx//h/8at2ACm7IUHNmjX15ptvqlOnThoyZIgGDRrETYqBSqp27draunWrRo4cqaKiIo0cOVKHDh3SyJEjlZKSojlz5shut+vw4cMaOXIkP5zOAsXFxTr//PNlt9vl8XhUpUoVlZaWqri4WC6XS4WFhcrIyFBERIQ8Ho9SU1MVGxtrdWycgaCgIBmG4fOz2jAM9enTp9wRDxxHAQ0gJSUlko6fPxQcHKy+ffsqMjJSiYmJ+vLLL9WhQweLEwL4X9WoUUNxcXHasmWLIiIitGXLFl188cXasmWLLr/8ct13332qXr26xowZoy1btqhhw4ZWR8YZCgoKUmpqqvc8319//VWNGzf23oT80KFDmjlzpiSpevXq6tixo1JSUixODX848ef0H39mG4ahNWvWUEL/iwIaQIqLiyUdL6Jl54jceOONeuCBB3TzzTf/6f0DAQQmp9OpY8eOSTr+y+WJf5YpLS1VQUGBDMPgqThngeDgYNWtW1eFhYWaPn26wsPDNWjQIG8hfeGFF9S9e3etX79eV199tdVx4QeGYchms2nSpEl/ut7zzz8vbr9+HMd6AojL5ZIkud1un/Hx48fL6XSqX79+VsQCcAaCg4NVWFgowzC8v2RmZmZq3LhxOnjwoBYsWKDCwkJlZWXJ7XZ7j4Sg8jMMQ/3799ehQ4eUn5+vmjVryuPxaNiwYXI4HJo4caI+/vhjq2PCD048gilJGzduVEpKSrmXzWajgP4XM6ABpKioSM2bN/f+kCoTHByscePG6fPPP1dpaSnniAGVSHFxsUpLS+VyuWQYhjwej+666y7ZbDYNGDBALpfLe75gXl5euV9AUfmUlpbq6quv1qOPPuodW7dunWbOnCmPxyOXy6WZM2fq0ksv1cCBA9W8eXO1aNHCwsQ4U2X/37rdbrndbnXs2NGnbJb9t81mK3cE5FxFAQ0gdevW1Y4dO0667I477tAtt9xC+QQqGcMwNG/ePOXn58swDOXn52vChAnl1ktPT9eBAweUn59vQUr4U15eni655BLdcsstCg4OVn5+vlJTU/XJJ5/IMAzl5eXpk08+kSSdf/75euutt/TKK69YnBpnIi8vz7tva9Soob179/pcfCQd/2W0YcOGHOX4L54FDwAVzOPxaNeuXVq3bp369etX7gdTmfz8fK1fv17XXnutyQlREQ4ePKiBAwcqOztbgwcPVv/+/XX48GG1a9dOBw8elHT8yBc3Jq/88vPz9eOPP6pNmzY+t2I6UUZGhmrVqqUffvjBe5/vcxkFFAAqWGpqquLj45WWlqZatWr5LBs0aJAuuugiDR061KJ0qGgvv/yyBg4cqIiICLlcLu3atUutW7e2OhZMVlxcrN27d6tRo0an/CX0XMLxXACoYOHh4TIMw3sz8jL33nuvZs2apapVq1qUDGYYOnSoIiIiJB2/ST3l89xUpUoVtWjRgvL5XxRQAKhgDofD+8jNMg899JDmzZunr776SgMGDLAwHSqKx+PRvn37JEk5OTmKjIxUWlqazzoHDx5UamqqFfHgZzVq1Cg31qdPH+9T0OCLAgoAFazsnLCyZ0EvWLBAM2bM0NKlS3XFFVdYGQ0VKCcnR40bN1ZJSYnCwsKUl5fnM9v9zjvvqGXLlnrqqaesCwm/qVatmgzD8D5UoLCwUEuXLi13ZxscxzmgAFDByh7HOHPmTPXt21cej0fffvstTzc7yxUXFysiIsJ7ix673S6Xy6W8vDwNGDBAS5cuVaNGjfTdd99xWLaSy83NVePGjRUSEqIWLVro888/14wZMzRx4kRt3rxZd911l4KDg2UYhqpVq6YZM2ZYHdly3IYJAEwydOhQvfjii94rYF977TWf5SUlJTp27JiWLl1qRTz4UUFBgcLCwnxOuwgKCpLdbldqaqpKSkq0ceNGXX/99ZTPSi49PV0dO3aUJC1btkzNmzdXVlaWxo0bpyFDhshms2ndunV68cUXNXr0aL3++usWJw4MHIIHABPYbDbt2rVL7du31+zZs7Vp0yYVFxf7vIqKilRUVGR1VJwhwzB0wQUXqH379nK5XGrfvr3at28vj8ejVatWKTQ0VJ999pkuueQSZWRkqLCw0OrIOAPh4eEaOXKkQkJCNGfOHOXm5qpPnz666667NHfuXGVkZCg8PFz9+vVTVFSUbrrpJqsjBwRmQAGggpWd6VSzZk29+eab6tSpk4YMGaJBgwapS5cuFqeDvxUXF+uxxx5T1apVNWTIEA0ZMkSGYWjgwIF66aWXtGHDBr3//vvq0aOH6tSpo7179+qiiy6yOjb+poiICN1333266KKL9Nprr+mCCy7QmDFjNHz4cC1evJgZ7lOggAJABTvxOdHBwcHq27evIiMjlZiYqC+//JJzQc8yISEhGj58uEpKSjRkyBD169fPW0Dnzp2refPm6cEHH9SyZctUo0YN7dq1iwJ6Fujfv78WL16sXbt2adOmTd5Hb9psNqujBSQOwQNABSu7CvbER/DdeOONeuCBB3TzzTcrKyvLqmioQNnZ2SouLpbb7fb+HSguLlZSUpJ+/vln2e12bdu2TZs2bbI4KfwhNDRUaWlpmjx5snJycjR69GhJ4rSaU6CAAkAFc7lckuS9GrrM+PHj5XQ61a9fPytioYI5nU4dOHBADodDhYWFiomJUUFBgaTjZWXq1KmaPXu27rvvPouT4kx98cUXkqT77rtPO3fu1Mcff6x58+apXbt2Cg8PV2FhoT777DPl5eVp0aJFFqcNDNyGCQAq2KFDh9S9e3etXr1a0dHRPstmz56tzz//XDNnzlRQEHMCZ5M777xTGRkZWrJkidauXaumTZsqPDxcL730km6++WY1adLE6ojwg4KCAtWuXVsul0tHjhxRtWrVJElLlizRvffeqw0bNuj2229XlSpV5PF4VFBQoG+//dba0AGAAgoAFjIMQyUlJd6b1ePssHDhQt1999365ptvdMEFF6h169YaNGiQOnTooHHjxmn16tVq0KCBrr/+enXp0kXdunWzOjLOwOHDhzVy5Eht2rRJCxcu9J7T27VrV7Vt21aTJk2yOGHgoYACAOBnJSUl2rlzp1q2bKkffvhBN9xwg/bt26fg4GBJUkZGht577z1NmzZNAwYM0JNPPmlxYvjDG2+8oVmzZmnDhg2Sjt8X9M4779Thw4e9+x7HUUABAKhge/fuVaNGjcqNFxcXKzg4mNMvziKZmZk+z4X/7rvvdOmll1qYKDBRQAEA8COPx6OXXnrptE6rCAoKUqtWrdS5c2cTkqGi5OXladWqVapateqf/jJR9tCJ7t27m5guMFFAAQDwM7vdrvbt2//lTcjT0tJ06NAhZWVlcYi2EktLS1NMTEy5iwz/KDMzU02aNNEvv/xiUrLARQEFAMDPwsLCtHfvXsXExPzpert27dKFF16onTt3clV8JZadna3q1asrLy9PYWFhJ13H5XIpLCxMpaWlJqcLTDwJCQAAPztxNtPtduuNN97wPhWnbN5nyJAhqlGjhjZu3Ej5rOTsdrv3iUd5eXn6v//7P+/st8vl0p133slTkf6AGVAAAPwsPDxce/bsUUxMjNxut5xOp/r27avg4GAZhqFZs2bJ7XbLbmce6GxQNruZl5cnj8ejatWqafDgwTIMQ++9956ys7Nls9kUFhYmj8djddyAQAEFAMDPQkJCtGPHDjVt2lSGYSg4ONh7eLakpEQhISEcij2LlP2SkZeXp9DQUDkcDu/jV6tWrarc3Fy53W4K6Am47wMAAH5UUlKi2rVrq7CwUJK8h17LDr9yKPbsFhQU5LN/TzztAv8fc/8AAPiR3W5Xamqqd4azqKhIhmHo0UcfVZUqVbzjJSUlHII/S5xYMF0ulzwej+644w4ZhiG3263CwkLucvAH/M0HAMCP8vLy9O9//1srVqzQli1b5PF49MQTT8jhcCgoKEilpaUaO3Ysh+DPIh6PxzvraRiGpk2b5r0a/qqrruJBAyfBOaAAAPjR4MGDtWbNGj3yyCNKSkpSaGio1ZFQwbKzs1WjRg39/PPPcjqdJ13H7XarWbNm2r9/v2JjY01OGHgooAAA+FFWVpaqVq0qu92uzZs365///KfCw8P/9HNSUlJMSoeK8Ntvv6levXqndb6nzWbjQiRxCB4AAL+qXr2697/j4+M1c+bMU57r6Xa7lZWVZVY0VJDzzjtPR48eVURExJ+e61lUVKTMzEwTkwUuZkABAABgKs6KBQAAgKkooAAAADAVBRQAAACmooACAADAVBRQAAEvISFBdrvd51WzZk2rY51UQkKCvv322z9d56mnntILL7zwt7dRUlKiN95445TLi4qK9NZbb/3t9/+j0/maThQfH6+jR4/6bfsAzj4UUACVwqZNm1RSUuJ9ncsFJyUlRS+88MIpn6Tz0UcfacOGDSanAoDTRwEFgEomOTlZ+/bt0yeffHLS5VOnTtW+fftMTgUAp48CCqBSu+uuuzR37lxNmDBBMTExql69ukaNGuWdHSwsLFRiYqLCw8PVpUsXnyfObNmyRQkJCXI6napdu7buu+8+5eTkeJcnJCToyy+/1C233KKIiAhddNFF+uabb5STk6M77rhDkZGRatWqlbZs2eKTye1267HHHtP555+vsLAwXXvttfrxxx9P+TXs2bNHN9xwgyIiIlS9enUlJSXp8OHDp1w/OTlZCQkJmjJlSrllX331lZxOp/bv3+8zXlhYqJEjR6pOnTpyOp3q3LmzNm3a5LOOx+PR008/rbi4ODmdTnXq1EnffPNNuW381fcNAP4KBRRApffMM88oKytLu3bt0vfff69Vq1Z5z4H84IMPFB0drSNHjuiOO+5QWlqaJGnbtm267bbb9Pjjj+vYsWPaunWrwsLC1K1bN5/H5D344IPq3bu3MjMz9dhjj+nWW2/VgAED1KtXLx09elRPPPGEbrvtNp8899xzjyIiIrRt2zYdPHhQN9xwg7p06aLdu3eXy37w4EF169ZNffv21e+//669e/eqVatWSkhIOGWpS05O1u233y7DMLRx40afZVOmTNGYMWNUUlIit9stSSotLVXPnj2VkpKi9evX6/fff9fdd9+tnj17+pTQgQMHas2aNVqyZIkyMzP1zDPP6L777vOZTT3d7xsA/CkDAALclVdeaYSEhBgOh8P7atiwoWEYhtGvXz+je/fuPusvWbLEuO666wzDMIzp06cbDz30ULn3vO6664ylS5eWG09MTDQWLFjg3e6oUaN8ljdp0sR47LHHfMaaN29upKSkeD9n+PDh5d538uTJxq233moYhmE8+eSTxuTJkw3DMIz777/feP3118utP3z4cOPFF188yXfDMG6//XZj+fLlxscff2z07t3bO/7TTz8ZzZo1M0pLS4327dsbO3fuNAzDMObPn2906NDB8Hg8Pu/zn//8x7j88ssNwzCMLVu2GA0aNDAKCgp81tm1a5cREhJibNmyxTCM0/u+1a9f3zhy5MhJswOAYRgGM6AAKoX169fL5XJ5X3v37vUu69Wrl8+6jRo18s509u3bVzt37lTv3r2VmprqXefrr79WYmKiQkNDfV5LlizR999/710vISHB571r1aqlK664wmcsOjpaGRkZp8xTlmPNmjXlxtesWaNhw4aVy/Haa69p69atJ/1eJCcnKz4+XomJidq+fbt3hnLq1KkaOnSobDab6tev7x1ftWqVkpKSFBTk+09+79699cMPP8jlcmnNmjXq1auXnE6nzzpNmjRRmzZt/ufvGwD8GbvVAQDgTEVFRfl8HBIS4j387HQ6tXz5cn344YdKSEjQwoUL1bJlS0lSZmamwsLC/vS9q1ev7vOx3W5XjRo1fMaCgoJUUlLi/fjE/z4d27dvV7NmzU57/f3796t+/foKDg7Wgw8+qKlTp2rcuHFatmyZXnnlFUnHb4WUnJws6fgheLu9/D/3NptNNptNhmF4Xyfzx/HT+b4BwJ9hBhRApffHmb2T6du3rx555BFNnz5dktSxY0ctWbKk3HqjRo3ymSkNDg4ut87JytyJPvroo3JjM2fOLDebKkmdOnXSokWLyo0///zz2r59e7nxgoIC2Ww2ORwOSdKAAQP06aef6plnnlH//v29M5gnzoBeeeWVmjdvXrn3Wrx4sZo3by6n06krr7xSCxYsUH5+vs86u3bt0rZt27wfn+73DQD+DAUUwFntlVde0YoVK5SXl6cVK1aofv36kqSJEydq5MiRWrBggQoKCnTw4EHde++92rRpk+rWrXtG2/zuu+80ZswYpaWlKTMzUy+99JJefPFFjR8/vty6Y8aM0bRp0/TOO+8oJydHR48e1ZNPPqkZM2aoUaNG5dYvm/0sExERoaSkJL311lsaMmSId/zEGdDevXvL4/Fo0KBBSklJUV5env7zn/9o8ODB3hvit2vXTh07dlSPHj20Y8cOFRYW6quvvlJSUpLq1Knjfd+K/L4BOHdQQAFUCpdddpnPk5Di4+NP6/M6d+6sESNGqE6dOgoODvaWtDZt2mju3Ll6+eWXFR0drUsvvVR2u11Lliw5rRnVPzNt2jRJUuvWrVWvXj0tX75cK1euPGmhjI2N1fLly/Xpp58qJiZGTZo00a+//qrVq1crPDy83Ppl53+e6MEHH1T//v1Vu3Zt79iJM6DBwcFasmSJwsPD1a5dO9WsWVOvvPKK5s6d63M+64wZM3TllVfqn//8p2rUqKEJEybovffe89leRX7fAJw7bMapTvoBAAAAKgC/rgIAAMBUFFAAAACYigIKAAAAU1FAAQAAYCoKKAAAAExFAQUAAICpKKAAAAAwFQUUAAAApqKAAgAAwFQUUAAAAJiKAgoAAABT/T899S7w3nsdWAAAAABJRU5ErkJggg==","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAApkAAAGcCAYAAACSirt8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA0OklEQVR4nO3deVyU5eL+8WsEGQYQ3HeQzNLcynKpg1um1alvIWpZ6TmaWqZWVtYp8mhmix1tOafF9sitryfJNAUpNTUzPFourS4pClaQAoLIzLA9vz/8MV8n0AP46MOMn/frNS+de25mLulJL+5nsxmGYQgAAAAwUR2rAwAAAMD/UDIBAABgOkomAAAATEfJBAAAgOkomQAAADAdJRMAAACmo2QCAADAdIFWByhXVlamX3/9VfXq1ZPNZrM6DgAAAP7AMAwdO3ZMLVu2VJ06p1+rrDUl89dff1VkZKTVMQAAAPBfZGRkqHXr1qedU2tKZr169SSdCB0eHm5xGgAAAPxRfn6+IiMjPb3tdGpNySzfRR4eHk7JrIKDBw9q/fr1GjVqlNVRAADAeaYqhzZy4o+Pmjx5srKysjzPd+3apZCQENlsNh05csTCZAAAALVoJRNVl5ycrH379ikxMdEz1qFDBxUWFio6Otq6YAAAAP8fJdPHuN1uPfDAA0pISFBgIP/5AABA7cTuch8ze/Zs9e3bVzExMVZHAQAAOCVKpg/JyMjQrFmz9Omnn6pBgwaaMmWKysrKrI4FAABQASXThzz11FMaNGiQvvnmG23btk1ffvmlXnvtNatjAQAAVMBBfT5k+fLl2rVrlxo0aCBJevfdd3XrrbfqvvvuszgZAACAN1YyfcThw4cVGhrqKZiS1KlTJx06dMjCVAAAAJWjZPqIRo0aKTc3V7m5uZ6xH3/8UVFRURamAgAAqBwl00fUqVNHo0eP1ujRo/X7778rLS1N48aN0+TJk62OBgAAUMEZlcyDBw9q3rx5ZmXBf/Hcc8/pggsuUOfOnTVgwADdeuutuuuuu6yOBQAAUMEZlcw/3tpw06ZNuuyyy+RwONSjRw9t2bLljAPi/9jtdv3zn//0rGQ++OCDFeYcOHBAjRs3tiAdAADA/6nx2eV/vLVhVlaW4uLi9MYbb+imm25SUlKSYmNjtX37djVv3ty0wFaJfizJ6gg+58BzN1odAQAAWKRGK5nltzZ84403PLc2fO+99zR8+HANGTJEdevW1eDBgzVq1CjNnTvX1MAAAACo/WpUMiu7teHGjRsVGxvrNW/YsGFau3btmSUEAACAz6l2yTzVrQ3T09PVrl07r7nt27fX/v37TQsLAAAA31DtknmqWxs6nU6FhIR4zXU4HHI6nZW+j9vtVn5+vtcDAAAA/qHaJ/6c6taGDodDLpfLa252dnaF4llu1qxZevLJJ2sQGQAAALVdtVYyT3drw6ioKKWlpXnNT0tLU9u2bSt9r/j4eOXl5XkeGRkZNYgPAACA2qhaJfN0tzbs3bu3UlJSvOYnJiZq4MCBlb6X3W5XeHi41wMAAAD+oVq7y0++teHbb7+t48ePe25tePPNN6tbt27q27evBg0apJSUFC1evFjbtm07W9kBAABQS1X7xJ9T3dqwWbNmWrJkieLj4xUWFqYZM2Zo2bJlatq06dnIDQAAgFrMZhiGYXUIScrPz1dERITy8vJq5a5z7vhTfdzxBwAA/1KdvnZG9y4HAAAAKkPJBAAAgOkomQAAADAdJRMAAACmo2QCAADAdJRMAAAAmI6SCQAAANNRMgEAAGA6SiYAAABMR8kEAACA6SiZAAAAMB0lEwAAAKajZAIAAMB0lEwAAACYjpIJAAAA01EyAQAAYDpKJgAAAExHyQQAAIDpKJkAAAAwHSUTAAAApqNkAgAAwHSUTAAAAJiOkgkAAADTUTIBAABgOkomAAAATEfJBAAAgOkomQAAADAdJRMAAACmo2QCAADAdJRMAAAAmI6SCQAAANNRMgEAAGA6SiYAAABMR8kEAACA6SiZAAAAMB0lEwAAAKajZAIAAMB0NSqZU6dOVUBAgAIDAxUYGKjOnTtLkn766Sf17t1bDodDnTp1UnJysqlhAQAA4BtqVDJ/+OEHff755yopKVFJSYm+//57ud1u3XDDDbr99tuVl5enN954Q+PGjdN3331ndmYAAADUcjUumR06dPAaW7p0qTp37qxJkyYpKChIffr00fTp0zVnzhxTggIAAMB3VLtkulwu5ebmqlmzZl7jGzduVGxsrNfYsGHDtHbt2jNLCAAAAJ9T7ZK5a9cuHT9+XJGRkWrdurUeffRRFRcXKz09Xe3atfOa27hxY7lcLrnd7grv43a7lZ+f7/UAAACAf6h2yQwNDdWaNWu0Z88epaam6ocfftCMGTPkdDoVEhJSYb7D4ZDT6awwPmvWLEVERHgekZGRNfsTAAAAoNapdsm86KKLFBMTI4fDocjISC1YsEBvv/22HA6HXC5Xhfk5OTmVls/4+Hjl5eV5HhkZGTX7EwAAAKDWOePrZDZo0ECGYahJkyZKS0vzei0zM1MNGzZUUFBQha+z2+0KDw/3egAAAMA/VKtkfvPNN7rnnnu8xnbt2qXg4GANGjRIKSkpXq8lJiZq4MCBZ54SAAAAPqVaJbNjx45KSUnR3Llz5XK5tHPnTg0fPlyPPvqohgwZoi1btmj+/PkqLi5WamqqZs+erUceeeRsZQcAAEAtVa2S6XA4lJSUpCVLlqhRo0b6n//5H91+++2aNGmSgoODtWLFCr311luqV6+exo4dq7feekudOnU6W9kBAABQSwVW9ws6deqkdevWVfpax44d9eWXX55xKAAAAPi2Mz7xBwAAAPgjSiYAAABMR8kEAACA6SiZAAAAMB0lEwAAAKajZAIAAMB0lEwAAACYjpIJAAAA01EyAQAAYDpKJgAAAExHyQQAAIDpKJkAAAAwHSUTAAAApqNkAgAAwHSUTAAAAJiOkgkAAADTUTIBAABgOkomAAAATEfJBAAAgOkomQAAADAdJRPAac2ZM0dHjhyRJP34448aMGCAwsPD1bVrVyUlJVmcDgBQW1EyAZzSt99+q2nTpkmScnJydO2112rChAnKysrSv/71L911113avn27xSkBALURJRNApYqKivSXv/xFJSUlkqR58+Zp8ODBuuWWW+RwOHT11Vdr2rRpSkhIsDgpAKA2CrQ6AIDaaerUqerSpYvy8vIkSU2aNNGVV17pNScyMlLr16+3IB0AoLajZAKo4IsvvlBiYqJ27NihSy+9VJI0cuTICvNWrlyp7t27n+t4AAAfQMkE4CU/P1+jR49WQkKCIiIiTjnv888/V3Jysr777rtzmA4A4CsomQC83H///Ro6dKj69+9/yjkHDhzQyJEj9cEHH5y2iAIAzl+c+APAY/ny5Vq0aJFeeeUVBQcHKzg4WAcPHlTr1q21YsUKSVJeXp5uvPFGTZs27bRFFABwfmMlE4BHbGysiouLvcaio6P19ddfq3HjxiopKdGwYcM8lzICAOBUWMkEUGUTJkxQSEiIXnjhBaujAABqOVYyAVTJ7Nmz9c4776hOnToKCgryjEdHR+vnn3+2MBkAoDayGYZhWB1COnFGa0REhPLy8hQeHm51nAqiH+P2edV14LkbrY7gk9jWqo9tDQDOjer0NXaXAwAAwHSUTAAAAJiOkgkAAADTUTIBAABgujMqmXPmzNGRI0ckST/99JN69+4th8OhTp06KTk52ZSAAAAA8D01Lpnffvutpk2bJklyu9264YYbdPvttysvL09vvPGGxo0bxz2NAQAAzlM1KplFRUX6y1/+opKSEknS0qVL1blzZ02aNElBQUHq06ePpk+frjlz5pgaFgAAAL6hRiVz6tSp6tKli1q3bi1J2rhxo2JjY73mDBs2TGvXrj3zhAAAAPA51S6ZX3zxhRITE/Xaa695xtLT09WuXTuveY0bN5bL5ZLb7a70fdxut/Lz870eAAAA8A/VKpn5+fkaPXq0EhISFBER4Rl3Op0KCQmpMN/hcMjpdFb6XrNmzVJERITnERkZWc3oAAAAqK2qVTLvv/9+DR06VP379/cadzgccrlcFebn5ORUWj4lKT4+Xnl5eZ5HRkZGdaIAAACgFgus6sTly5dr0aJFCggI0CuvvCLpxC7v1q1bq0WLFkpLS1Pfvn098zMzM9WwYUMFBQVV+n52u112u/0M4wMAAKA2qvJKZmxsrIqLi+VyuTyPNm3a6NChQ3rmmWeUkpLiNT8xMVEDBw40PTAAAABqP1Pu+DNkyBBt2bJF8+fPV3FxsVJTUzV79mw98sgjZrw9AAAAfIwpJTM4OFgrVqzQW2+9pXr16mns2LF666231KlTJzPeHgAAAD6mysdkVubAgQOe33fs2FFffvnlmeYBAACAHzBlJRMAAAA4GSUTAAAApqNkAgAAwHSUTAAAAJiOkgkAAADTUTIBAABgOkomAAAATEfJBAAAgOkomQAAADAdJRMAAACmo2QCAADAdJRMAAAAmI6SCQAAANNRMgEAAGA6SiYAAABMR8kEAACA6SiZAAAAMB0lEwAAAKajZAIAAMB0lEwAAACYjpIJAAAA01EyAQAAYDpKJgAAAExHyQQAAIDpKJkAAAAwHSUTAAAApqNkAgAAwHSUTAAAAJiOkgkAAADTUTIBAABgOkomAAAATEfJBAAAgOkomQAAADAdJRMAAACmo2QCAADAdJRMAAAAmK7aJTMtLU3XX3+96tWrp/bt22vx4sWe1zZt2qTLLrtMDodDPXr00JYtW0wNCwAAAN9QrZJpGIZuvvlmDRgwQEeOHNGHH36o+Ph4bd68WVlZWYqLi9P06dOVn5+vqVOnKjY2VpmZmWcrOwAAAGqpapXMo0eP6t5779Xf/vY32e12XXrppYqNjdWXX36p9957T8OHD9eQIUNUt25dDR48WKNGjdLcuXPPVnYAAADUUtUqmQ0aNND48eMlSUVFRVq9erU++ugjDRgwQBs3blRsbKzX/GHDhmnt2rXmpQUAAIBPCKzpF/bq1Us7duzQyJEj1a1bN6Wnp6tdu3Zec9q3b6/9+/dX+vVut1tut9vzPD8/v6ZRAAAAUMvU+Ozy1NRUpaamavfu3Xr22WfldDoVEhLiNcfhcMjpdFb69bNmzVJERITnERkZWdMoAAAAqGVqXDKDg4N15ZVX6uOPP9aLL74oh8Mhl8vlNSc7O7tC8SwXHx+vvLw8zyMjI6OmUQAAAFDLVGt3+YEDB2S329WiRQvPWKtWrRQQEKAmTZooLS1NUVFRntfS0tLUtm3bSt/LbrfLbrfXMDYAAABqs2qtZG7atEkPP/yw19iBAwdUr149DRo0SCkpKV6vJSYmauDAgWeeEgAAAD6lWiVz8ODB2rJli+bNmyen06ldu3bptttu07Rp0zR27FjNmzdPq1atUklJiVauXKnFixdr4sSJZys7AAAAaqlqlczQ0FCtXLlSCxcuVJMmTXTttdfqjjvu0OjRo9WsWTMtWbJE8fHxCgsL04wZM7Rs2TI1bdr0bGUHAABALVXtSxi1b99eq1evrvS1mJgY7dix40wzAQAAwMfV+OxyAAAA4FQomQAAADAdJRMAAACmo2QCAADAdJRMAAAAmI6SCQAAANNRMgEAAGA6SiYAAABMR8kEAACA6SiZAAAAMB0lEwAAAKajZAIAAMB0lEwAAACYjpIJAAAA01EyAQAAYDpKJgAAAExHyQQAAIDpKJkAAAAwHSUTAAAApqNkAgAAwHSUTAAAAJiOkgkAAADTUTIBAABgOkomAAAATEfJBAAAgOkomQAAADAdJRMAAACmo2QCAADAdJRMAAAAmI6SCQAAANNRMgEAAGA6SiYAAABMR8kEAACA6SiZAAAAMB0lEwAAAKajZAIAAMB01SqZubm5GjVqlJo0aaLo6Gg999xzKisrkyRt2rRJl112mRwOh3r06KEtW7aclcAAAACo/apVMocNG6ZWrVpp3759Wr16tZYtW6ZXX31VWVlZiouL0/Tp05Wfn6+pU6cqNjZWmZmZZys3AAAAarHAqk7cvn27fv/9dz3zzDOy2WwKDw9XQkKChg8fruPHj2v48OEaMmSIJGnw4MHavHmz5s6dq5kzZ5618AAAAKidqrySWVpaqoceekg2m80zFhkZqaysLG3cuFGxsbFe84cNG6a1a9ealxQAAAA+o8ormd27d1f37t29xlauXKnu3bvr4MGDateunddr7du31/79+0/5fm63W2632/M8Pz+/qlEAAABQy9X47PLMzExNmTJF06dPl9PpVEhIiNfrDodDTqfzlF8/a9YsRUREeB6RkZE1jQIAAIBapkYl0+12a+jQoZo4caJ69eolh8Mhl8vlNSc7O7tC8TxZfHy88vLyPI+MjIyaRAEAAEAtVOXd5ScbO3asIiMj9fjjj0uSoqKilJaWpqioKM+ctLQ0tW3b9pTvYbfbZbfba/LxAAAAqOWqvZI5Y8YM7d+/X++//77nJKDevXsrJSXFa15iYqIGDhxoTkoAAAD4lGqtZC5atEgLFixQamqqgoODPeNjx45Vt27d1LdvXw0aNEgpKSlavHixtm3bZnpgAAAA1H5VLpkbN27UmDFjVFxcrJYtW3q9tm/fPi1ZskSTJk1SXFycOnfurGXLlqlp06amBwYAAEDtV+WS2adPH69LDv1RmzZttGPHDjMyAQAAwMfV+BJGAAAAwKlQMgEAAGA6SiYAAABMR8kEAACA6SiZAAAAMB0lEwAAAKajZAIAAMB0lEwAAACYjpIJAAAA01EyAQAAYDpKJgAAAExHyQQAAIDpKJkAAAAwHSUTAAAApqNkAgAAwHSUTAAAAJiOkgkAAADTUTIBAABgOkomAAAATEfJBAAAgOkomQAAADAdJRMAAACmo2QCAADAdJRMAAAAmI6SCQAAANNRMgEAAGA6SiYAAABMR8kEAACA6SiZAAAAMB0lEwBgqauvvlp16tTR888/7zW+adMmXXbZZXI4HOrRo4e2bNliUUIANUHJBABYat26dZo+fbrXWFZWluLi4jR9+nTl5+dr6tSpio2NVWZmpkUpAVQXJRMAUOu89957Gj58uIYMGaK6detq8ODBGjVqlObOnWt1NABVRMkEANQ6GzduVGxsrNfYsGHDtHbtWosSAaguSiYAoNZJT09Xu3btvMbat2+v/fv3W5QIQHVRMgEAtY7T6VRISIjXmMPhkNPptCgRgOqiZAIAah2HwyGXy+U1lp2dXaF4Aqi9alQyudwEAOBsioqKUlpamtdYWlqa2rZta1EiANVVo5LJ5SYAAGdT7969lZKS4jWWmJiogQMHWpQIQHWZtrucy00AAMwyduxYzZs3T6tWrVJJSYlWrlypxYsXa+LEiVZHA1BFppVMLjcBADBLs2bNtGTJEsXHxyssLEwzZszQsmXL1LRpU6ujAaiiQLPeqLqXm3C73XK73Z7n+fn5ZkUBAPiYGTNmVBiLiYnRjh07znkWAOYwrWRW93ITs2bN0pNPPmnWxwMAqin6sSSrI/icA8/daHUEwGeYtru8upebiI+PV15enueRkZFhVhQAAABYzLSVzPLLTURFRXnGTne5CbvdLrvdbtbHAwAAoBYxbSWTy00AAACgnGkrmWPHjlW3bt3Ut29fDRo0SCkpKVq8eLG2bdtm1kcAAADAR5hWMssvNzFp0iTFxcWpc+fOXG4CAADgPFXjksnlJgAAAHAqph2TCQAAAJSjZAIAAMB0lEwAAACYjpIJAAAA01EyAQAAYDpKJgAAAExHyQQAAIDpKJkAAAAwHSUTAAAApqNkAgAAwHSUTAAAAJiOkgkAAADTUTIBAABgOkomAAAATEfJBAAAgOkomQAAADAdJRMAAACmo2QCAADAdJRMAAAAmI6SCQAAANNRMgEAwHklNzdXo0aNUpMmTRQdHa3nnntOZWVlVsfyO5RMAABwXhk2bJhatWqlffv2afXq1Vq2bJleffVVq2P5HUomAAA4b2zfvl2///67nnnmGYWHh+uiiy5SQkKC3nnnHauj+R1KJgAAOG+UlpbqoYceks1m84xFRkYqKyvLwlT+KdDqAAAAAOdK9+7d1b17d6+xlStXVhjDmaNkAgCA81ZmZqamTJmipUuXWh3F77C7HAAAnJfcbreGDh2qiRMnqlevXlbH8TuUTAAAcF4aO3asIiMj9fjjj1sdxS+xuxwAAJx3ZsyYof379+vzzz/3OgkI5qFkAgCA88qiRYu0YMECpaamKjg42Oo4fouSCQAAzhsbN27UmDFjVFxcrJYtW3q9tm/fPrVp08aiZP6HkgkAAM4bffr0kdvttjrGeYGSCQAAzqrox5KsjuBzDjx3o9URzhhnlwMAAMB0lEwAAACYjpIJAAAA05laMvPz8zVixAiFhYWpZcuW+sc//mHm2wMAAMBHmHriz913363g4GD98ssvOnr0qIYNG6b69etr/PjxZn4MAAAAajnTSuYvv/yidevW6eDBgwoODlZERITmz5+vP//5z5RMAACA84xpu8s3bdqkQYMGeV05/5JLLlFYWJj27t1r1scAAADAB5i2kpmenq527dpVGG/fvr3279+viy66yGvc7XZ7XQw1Ly9P0onjOmujMneh1RF8Tm39b1nbsa1VH9tazbCtVR/bWs2wrVVfbd3WynMZhvFf55pWMp1Op0JCQiqMOxwOOZ3OCuOzZs3Sk08+WWE8MjLSrEiwWMQ/rU6A8wXbGs4VtjWcK7V9Wzt27JgiIiJOO8e0kulwOFRYWPEnlezs7ErLZ3x8vB566CHP87KyMuXk5KhRo0ay2WxmxfJ7+fn5ioyMVEZGhsLDw62OAz/GtoZzhW0N5wrbWvUZhqFjx45VuO97ZUwrmVFRUVq1alWF8bS0NLVt27bCuN1ul91u9xqrX7++WXHOO+Hh4fwPgnOCbQ3nCtsazhW2ter5byuY5Uw78ScmJkZr165VSUmJZ+z777+X2+2u9FhNAAAA+C/TSmarVq30pz/9SQ8++KAKCgqUkZGhu+66S3//+9/N+ggAAAD4CFPv+PPmm28qJydHzZs3V8+ePTVkyBCNHTvWzI/AH9jtdj3xxBMVDj0AzMa2hnOFbQ3nCtva2WUzqnIOOgAAAFANpq5kAgAAABIlEwAAAGcBJRMAAACmo2QCAADAdJRMAAAAmI6SCQAAANNRMn3c8ePH1bVrV687La1fv15Tp071GgPOVEFBgcLDw722q+TkZI0YMUJFRUUWJoMvysvL0+TJk0/5emhoqA4fPux5fvz48XMRC4CJuE6mjyspKVFwcLCcTqc++OADjRo1SuvXr9c111yjvLw8hYWFWR0RfqK0tFR2u13Hjx/X7NmzNW3aNG3cuFH9+/dnW0O15efnq1OnTsrIyNDbb7+twsJC2Ww2ORwO3XXXXWrcuLHS09MVEhKirKwsXX755frqq6/Upk0bq6PDDyQnJyskJER16lRca7PZbGrevLkuuugiC5L5F0qmjzh+/LiuvfZaz10JDMNQRESEli1bprCwMM+dlnJycrRjxw5dccUVys/PV2hoqMXJ4WsKCgrUvn17r22tUaNG+vrrr1WvXj3Ptpadna2dO3fq8ssvZ1tDtbndbnXu3Fl79+5Vhw4d1KdPH0nSunXr9PPPP6tNmzY6ePCgJOm1117Tu+++q23btlkZGX4gPT1dUVFRatGihXr06CHDMLRhwwb169dP33zzjTp37qygoCBt3LhR3333naKioqyO7NPYXe4j7Ha7MjIyNHbsWP38888aN26c9uzZI0kKDg5WUFCQAgMDPc8lKSgoyLK88F0Oh0PBwcFasGCBbDabFi5cqMLCQkkntsO6det6trXybYxbsqG6AgMDvbajt99+W2+//bYCAgI8YzfffLOysrL00Ucf6eGHH7YyLvzEVVddpYULFyokJESffPKJVqxYodatW2vFihXq1auX3n//fa1cuVJ33nmn5+891Fyg1QFQNYGBgapfv75GjBihf/zjHxoxYoRmzZrleU2S6tatK0kqLi5W3bp1Pc+B6ggICFBoaKhiYmI8v5bvUvpjuSwqKlJwcLBnHKiqgIAAZWVlaeLEicrMzNTEiRMlyWtbGzBggPr06aPc3FwNHTrUyrjwEw6HQ8uXL9fBgwc1c+ZMSdKRI0c0c+ZM7d69Wy+++KLCw8MVEhKiDh06WJzW9/Evgw8r/8vY7XZr5syZKigo0MyZM/XLL7+oefPmFqeDPynf1pxOp8aMGaPc3FyNGTNGhw8fVosWLSxOB1/lcDgUExOj5ORkxcTEyDAMrVu3TtKJ4+IeeOABHTt2TMnJyayW44x8/fXXWrFihex2u5YsWaI2bdp4Vs1tNpsCAgI8v9apU0dut9vixP6BkunDyg+nLSsr0969e3XzzTdr79692rNnjy699FKL08GflG9rderUUatWrfTggw9Kkn755Rd1797dymjwYRERERoxYoSef/55jRgxQpL0zDPP6IEHHlB+fr4k6ddff9W3336r7du3q1u3blbGhQ8rLi7WZ599poMHD+rQoUOy2WwaM2aMysrKNG/ePN15553atGmT7r33XkVGRlod129QMn1Y+T/8DodDCxYs8IzfcMMNGjlypFWx4IfKt7WgoCA99dRTnrGYmBg99NBDVkaDDztw4IB69uypvXv3qmfPnp7xpk2bKjc3V6tWrdKGDRt01113KTExkZKJGrvqqquUmpqql156Sddff70CAwN15ZVXevbSXHXVVcrJyVH79u11zTXXaObMmWxvJqBk+ojS0lIVFRVpz549nl/Lr1dYUlKi7777ToGBgVq+fLlcLpduueUWixPDV5WWlqqgoECfffaZ59fyba20tFRfffWVjh07puXLl+uCCy7QddddZ3Fi+KrmzZtrwYIFiouL08KFC1VWVqbBgwfr8ccfV0JCgv7+978rODhYsbGxevLJJ62OCx93+PBh7dq1S3PnzlXfvn0rnXPw4EHNnz9fAwYM0GeffaYePXqc45T+hZLpI1wul/bs2aNLLrlEhmGoQ4cOat26taQTx2Ru375d48ePV1hYmDZv3mxxWvgyp9Mpl8ul8ePHS5LGjx+vhg0bSjqxHZafpFFaWqqUlBQro8KHlZWVKTAwUO3bt/ccD2ez2VRWVibpxA/PGzdu1OrVq9WyZUvt3LnT4sTwdXXq1NEnn3yiN998U5LUq1cvZWVleV0r0+126/rrr1diYqKio6MtSuo/uE6mDyk/a7xcUVGRAgMDFRwcrKKiImVnZ+ull17S66+/rr///e+e4+YAM5SWlio4OFjFxcUqLS1VQkKCHnvsMY0YMUKzZ8/mxAxUi8vl0iWXXKK0tDT17dtXWVlZKi4uVrNmzZSamqrWrVvrwIEDCgwM1JEjR9S0aVNlZ2erQYMGVkeHjyooKFBUVJTef/99XX311br22mvVr18/3XfffZJOHALUs2dP/fjjj6pfv761Yf0EJdPHFRYWKiwsTMXFxZ4z5VJTUzVmzBh9+eWXatSokcUJ4S/KbytZ/sONJO3bt09jx45VUlISF2NHteTk5OjCCy9Ubm5upa9HREQoIyND4eHhOnbsmObPn6+7776bS7OhxvLz89WyZUv17t1bO3fu1LFjx9S1a1evkxcTEhJ05513SpJefvllq6L6DUqmDyktLdUvv/yiyMhI2Ww2SSd2Of3000/q2LGjZ0w6UT5DQkKsigo/dfz48Qpl0jAMr20PMMOqVas0cOBASiVM89tvv6lz587Kzs5WaWmpPv/8c7366qtasWKFbrzxRg0ePFjSiR+os7OzPdfRRM1RMn1IRkaGoqOjlZmZqSZNmni9Nm7cOHXp0kWTJ0+2KB0AALWXy+XStm3b9Kc//clrfN26dVq4cKFeeeUVFmdMxm0lfUhoaKgMw6jwP8E999yjBQsWqF69ehYlA4CaOXz4sKKiok6521w68QP2tddeew5TwR8FBwdXKJiSdPXVV+vdd9+lYJ4FlEwfYrfbZbPZvO5Jfv/99ysxMVFr1qzRmDFjLEwHANVz7NgxORwOHTp0SA6HQxkZGTpy5IgOHz6s9PR0HT58WM8++6wCAgL09ddfWx0X54Hff/9dl19+uXbv3m11FL9AyfQh5ccmlZ90sXTpUiUkJCg5OVl9+vSxMhoAVMu8efP08MMPKzg4WDabTcHBwbr44ovVrFkzNW/eXBdccIGWL1+uWbNmKTw8XMHBwVZHho/bsWOHwsPD9euvv0qS8vLy9Le//U1HjhzxzHE4HNqxYwfHmZuEkulDAgICZBiGFi1aJEmKjY3VmjVrvO6UAQC+YM+ePZ5rZZZfpzA6OlqlpaXq2bOn3nvvPYWGhqpRo0ay2+2eH66BmgoJCVFBQYHn5MWgoCC98MILKiws9Mwp/2Hm5D2GqDn+r/VBkydP1osvvqjOnTtLkl577TWv10tKSnT06FElJydbEQ8A/quuXbsqKSlJ0v/9g37ytVbLDw2qV6+eAgMDKZk4Y+Wr5g6HQ9KJVUvDMLy2rfLfl18SEGeGlUwfY7PZtHv3bvXs2VOLFi3S5s2bVVxc7PUoKipSUVGR1VEB4JTatm2rtLQ0ffHFF5KkL774QoWFhfriiy+Un5+vXbt2ae/evXK5XNq4caPXXVmAmig/5Ozky2KV32nq5OeS2N5MwiWMfEhJSYnsdrtKS0slSQsXLtSkSZO0dOlSXXPNNRanA4CqS09PV8eOHXXJJZdox44duuyyy/Tjjz+qY8eO2rVrl5o0aaLAwED9+uuvuuSSS5SXl6c9e/ZYHRs+LCsrSy1atFD//v09Y+vXr9dVV13ltYq+YcMGpaenq1WrVhak9C/sf/AhJSUlkk5clD0gIEAjR45UeHi44uLitHr1avXq1cvihABQNQ0bNlRUVJS2bt2qsLAwbd26VZdddpm2bt2qq666ShMmTFCDBg00depUbd26VRdeeKHVkeEnTv638o//bhqGoQ0bNnDij0komT6kuLhY0omyWX68yM0336x7771Xt9xyi3bu3Ml9fQH4BIfDoaNHj0qSZ+9M+a/lysrKVFhYKMMwVFZWdq4jws+U351s1qxZp503e/ZssZPXHBx04ENcLpckye12e40/9dRTcjgcGjVqlBWxAKDaAgIC5HQ6ZRiG5wfonJwcTZ8+XYcOHdLSpUvldDqVm5srt9vt2ZMD1NTJewMlKTU1Venp6RUeNpuNkmkSVjJ9SFFRkTp27Oj5C7lcQECApk+frlWrVqmsrIwDlgHUesXFxSorK5PL5ZJhGCotLdXo0aNls9k0ZswYuVwutWjRQoGBgSooKKjwwzVQXeXbkNvtltvtVkxMjFehLP+9zWarsKqOmuHEHz9hGIZKSkq8zpoDgNqqqKhIGzZsULdu3dS0aVMdPXpU4eHhlc49ePCgOnbsqOPHj5/jlPAnO3fuVLdu3ZSZmamGDRsqPT3d64Qf6cQPPxdeeKH27NnDccAmYCXTT9hsNgomAJ8RFBSkAQMGaPfu3XrjjTcq/GN/ssaNG+vjjz8+h+ngj9q1a6fU1FQ1aNBAgYGBatu2bYU52dnZMgxDTqfTgoT+h5VMAIAlMjIyFB0drczMTDVp0sTrtXHjxqlLly6aPHmyRelwPiouLtaePXvUrl270/7gg6rh4D0AgCVCQ0NlGIZCQkK8xu+55x4tWLBA9erVsygZzld169ZVp06dKJgmoWQCACxht9s9t48sd//99ysxMVFr1qzRmDFjLEwHf9SwYcMKY8OGDfPceQrmomQCACxRfhx5+f2ily5dqoSEBCUnJ6tPnz5WRoOfql+/vgzDUHp6uiTJ6XQqOTm5wlVbYA5O/AEAWCIgIECGYWjRokUaOXKkYmNjtWbNGvXs2dPqaPBDx44dU2Fhodq0aaNOnTpp1apVWrx4sVq1aqXLL79csbGxnm2yfv36SkhIsDqyz+PEHwCAJUpLS1W3bl01aNBAbdq0UefOnSudV1JSoqNHjyo5OfkcJ4S/yMrKUkxMjAoKCvT555+rY8eOys3NVdeuXTVp0iTdc889uvDCC/Xiiy8qPj5ec+fO1eDBg62O7fPYXQ4AsIzNZtPu3bvVs2dPLVq0SJs3b1ZxcbHXo6ioSEVFRVZHhQ8LDQ3VlClTFBQUpMWLF+vYsWMaNmyYRo8erQ8//FDZ2dkKDQ3VqFGjFBERQcE0CbvLAQCWKN+R1rhxY73xxhvq3bu3Jk2apHHjxumaa66xOB38SVhYmCZMmKAuXbrotdde0wUXXKCpU6fqwQcf1MqVKzmb/CyhZAIALHHyvaQDAgI0cuRIhYeHKy4uTqtXr1avXr0sTgh/c+edd2rlypXavXu3Nm/e7LmNpM1mszqaX2J3OQDAEuVn9JaXTUm6+eabde+99+qWW25Rbm6uVdHgp4KDg5WZmak5c+YoPz9f8fHxksThGGcJJRMAYAmXyyVJcrvdXuNPPfWUHA6HRo0aZUUs+KnPPvtMkjRhwgTt2rVLS5YsUWJionr06KHQ0FA5nU598sknKigo0IoVKyxO6x84uxwAYIlffvlF119/vdavX69GjRp5vbZo0SKtWrVK8+fPV506rIfgzBQWFqpZs2ZyuVw6fPiw6tevL0lKSkrSPffco6+++kq333676tatq9LSUhUWFurrr7+2NrQfoGQCAGodwzBUUlLiuWA7cKZ+++03TZkyRZs3b9by5cvVpUsXSdKgQYPUvXt3zZo1y+KE/oeSCQAAzhuvv/66FixYoK+++kqSlJKSor/+9a/67bffFBAQYHE6/0LJBAAA55WcnByv+5h/8803uuKKKyxM5J8omQAAwO8VFBRo3bp1qlev3mmP8y2/CcD1119/DtP5J0omAADwe5mZmWrZsmWFk8z+KCcnRxdffLF++umnc5TMf1EyAQCA38vLy1ODBg1UUFCgkJCQSue4XC6FhISorKzsHKfzT9zxBwAA+L3AwEDPnX0KCgr0v//7v57bSbpcLv31r3/l7j8mYyUTAAD4vfJVyoKCApWWlqp+/foaP368DMPQe++9p7y8PNlsNoWEhKi0tNTquH6BkgkAAPye2+2Ww+FQQUGBgoODZbfbPbc2rVevno4dOya3203JNBG3UQAAAOeVOnXqeO0Wt9lsYs3NfByTCQAA/N7JJdLlcqm0tFR33HGHDMOQ2+2W0+nkYuwmo2QCAAC/V1pa6lm9NAxDr776qucs86uvvvq0185EzXBMJgAA8Ht5eXlq2LChfvzxRzkcjkrnuN1udejQQQcOHFBkZOQ5Tuh/KJkAAMDv/frrr2rdunWVjr+02Wyc/GMCdpcDAAC/17RpUx05ckRhYWGnPfayqKhIOTk55zCZ/2IlEwAAAKbjKFcAAACYjpIJAAAA01EyAQAAYDpKJgAAAExHyQRQK/Tv31+BgYFej8aNG1sdq1L9+/fX119/fdo5M2bM0PPPP1/jzygpKdHrr79+yteLior05ptv1vj9/6gqf6aTRUdH68iRI6Z9PgD/Q8kEUGts3rxZJSUlnsf5XGLS09P1/PPPq6ysrNLXP/jgA3311VfnOBUAVB0lEwBqobS0NO3fv18ff/xxpa+/9NJL2r9//zlOBQBVR8kEUOuNHj1aH374oZ555hm1bNlSDRo00KOPPupZ5XM6nYqLi1NoaKiuueYapaene75269at6t+/vxwOh5o1a6YJEyYoPz/f83r//v21evVq3XrrrQoLC1OXLl30n//8R/n5+brjjjsUHh6url27auvWrV6Z3G63HnvsMbVo0UIhISG69tpr9f3335/yz7B3717ddNNNCgsLU4MGDTRixAj99ttvp5yflpam/v3764UXXqjw2po1a+RwOHTgwAGvcafTqSlTpqh58+ZyOBzq27evNm/e7DWntLRUM2fOVFRUlBwOh3r37q3//Oc/FT7jv33fAOC/oWQC8AlPP/20cnNztXv3bm3btk3r1q3zHJM4b948NWrUSIcPH9Ydd9yhzMxMSdKOHTt022236fHHH9fRo0e1fft2hYSE6LrrrvO6Zdx9992noUOHKicnR4899piGDx+uMWPGaMiQITpy5IimTZum2267zSvP3XffrbCwMO3YsUOHDh3STTfdpGuuuUZ79uypkP3QoUO67rrrNHLkSP3+++/6+eef1bVrV/Xv3/+UxS0tLU233367DMNQamqq12svvPCCpk6dqpKSErndbklSWVmZYmNjlZ6erk2bNun333/XXXfdpdjYWK+iOXbsWG3YsEFJSUnKycnR008/rQkTJnitilb1+wYAp2UAQC3Qr18/IygoyLDb7Z7HhRdeaBiGYYwaNcq4/vrrveYnJSUZN9xwg2EYhvHWW28Z999/f4X3vOGGG4zk5OQK43FxccbSpUs9n/voo496vX7xxRcbjz32mNdYx44djfT0dM/XPPjggxXed86cOcbw4cMNwzCMJ554wpgzZ45hGIYxceJEY+7cuRXmP/jgg8aLL75YyXfDMG6//Xbj008/NZYsWWIMHTrUM/7DDz8YHTp0MMrKyoyePXsau3btMgzDMD766COjV69eRmlpqdf7/Pvf/zauuuoqwzAMY+vWrUbbtm2NwsJCrzm7d+82goKCjK1btxqGUbXvW5s2bYzDhw9Xmh0ADMMwWMkEUGts2rRJLpfL8/j55589rw0ZMsRrbrt27TwrliNHjtSuXbs0dOhQZWRkeOZ88cUXiouLU3BwsNcjKSlJ27Zt88zr37+/13s3adJEffr08Rpr1KiRsrOzT5mnPMeGDRsqjG/YsEEPPPBAhRyvvfaatm/fXun3Ii0tTdHR0YqLi9POnTs9K40vvfSSJk+eLJvNpjZt2njG161bpxEjRqhOHe+/1ocOHapvv/1WLpdLGzZs0JAhQ+RwOLzmXHzxxbr88sur/X0DgNMJtDoAAFRFRESE1/OgoCDPrmKHw6FPP/1UCxcuVP/+/bV8+XJ17txZkpSTk6OQkJDTvneDBg28ngcGBqphw4ZeY3Xq1FFJSYnn+cm/r4qdO3eqQ4cOVZ5/4MABtWnTRgEBAbrvvvv00ksvafr06UpJSdHLL78s6cRlhNLS0iSd2F0eGFjxr3SbzSabzSbDMDyPyvxxvCrfNwA4HVYyAfiEP67QVWbkyJF65JFH9NZbb0mSYmJilJSUVGHeo48+6rXiGRAQUGFOZYXtZB988EGFsfnz51dYFZWk3r17a8WKFRXGZ8+erZ07d1YYLywslM1mk91ulySNGTNGy5Yt09NPP60777zTsxJ58kpmv379lJiYWOG9Vq5cqY4dO8rhcKhfv35aunSpjh8/7jVn9+7d2rFjh+d5Vb9vAHA6lEwAPu/ll1/W2rVrVVBQoLVr16pNmzaSpGeffVZTpkzR0qVLVVhYqEOHDumee+7R5s2b1apVqzP6zG+++UZTp05VZmamcnJy9M9//lMvvviinnrqqQpzp06dqldffVXvvPOO8vPzdeTIET3xxBNKSEhQu3btKswvX8UsFxYWphEjRujNN9/UpEmTPOMnr2QOHTpUpaWlGjdunNLT01VQUKB///vfGj9+vOei8D169FBMTIxuvPFGfffdd3I6nVqzZo1GjBih5s2be973bH7fAJw/KJkAao0rr7zS644/0dHRVfq6vn376qGHHlLz5s0VEBDgKWKXX365PvzwQ/3rX/9So0aNdMUVVygwMFBJSUlVWhk9nVdffVWSdOmll6p169b69NNP9fnnn1daGiMjI/Xpp59q2bJlatmypS6++GLt27dP69evV2hoaIX55cdjnuy+++7TnXfeqWbNmnnGTl7JDAgIUFJSkkJDQ9WjRw81btxYL7/8sj788EOv40sTEhLUr18//fnPf1bDhg31zDPP6L333vP6vLP5fQNw/rAZpzpABwAAAKghfiQFAACA6SiZAAAAMB0lEwAAAKajZAIAAMB0lEwAAACYjpIJAAAA01EyAQAAYDpKJgAAAExHyQQAAIDpKJkAAAAwHSUTAAAApvt/ldRvgiWIGgAAAAAASUVORK5CYII=","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:419: 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:420: 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:402: 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:403: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:419: 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:420: 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(\"Ensemble Model\")"]},{"cell_type":"code","execution_count":39,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"label\")"]},{"cell_type":"code","execution_count":40,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"Ensemble Model\")"]},{"cell_type":"code","execution_count":41,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"Ensemble Model\", preprocess_func=extract_answer)"]},{"cell_type":"code","execution_count":42,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:600: RuntimeWarning: invalid value encountered in divide\n","  sns.heatmap(\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"gpt-4o (10-shot)\", preprocess_func=extract_answer)"]},{"cell_type":"code","execution_count":43,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"o1-mini (10-shot)\", preprocess_func=extract_answer)"]},{"cell_type":"code","execution_count":44,"metadata":{},"outputs":[],"source":["df_best.to_csv(\"data/best_results.csv\", index=False)"]},{"cell_type":"code","execution_count":45,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"data/best_metrics.csv\", index=False)"]}],"metadata":{"accelerator":"GPU","application/vnd.databricks.v1+notebook":{"dashboards":[],"environmentMetadata":null,"language":"python","notebookMetadata":{"mostRecentlyExecutedCommandWithImplicitDF":{"commandId":-1,"dataframes":["_sqldf"]},"pythonIndentUnit":4},"notebookName":"10_eval-lf-medium-py3.11","widgets":{}},"colab":{"gpuType":"L4","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.9"}},"nbformat":4,"nbformat_minor":0}
+{"cells":[{"cell_type":"code","execution_count":2,"metadata":{"executionInfo":{"elapsed":476,"status":"ok","timestamp":1720679526275,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"uWKRSV6eZsCn"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":3,"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":4,"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":5,"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":6,"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":6,"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":7,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n","/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":8,"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_orders = {\n","    # \"Mistral-7B-v0.3-Chinese-Chat\": 5,\n","    \"internlm2_5-7b-chat\": 9,\n","    \"internlm2_5-7b-chat-1m\": 10,\n","    \"internlm2_5-20b-chat\": 11,\n","    \"Qwen2-7B-Instruct\": 20,\n","    \"Qwen2-72B-Instruct\": 25,\n","    \"Llama3.1-8B-Chinese-Chat\": 30,\n","    \"Llama3.1-70B-Chinese-Chat\": 40,\n","    \"gpt-4o-mini\": 90,\n","    \"o1-mini\": 91,\n","    \"gpt-4o\": 95,\n","    \"o1-preview\": 100,\n","}"]},{"cell_type":"code","execution_count":9,"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":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 30 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","dtypes: object(30)\n","memory usage: 703.3+ 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":11,"metadata":{},"outputs":[],"source":["df_best = df_openai[\n","    [\n","        \"text\",\n","        \"label\",\n","        \"title\",\n","        \"puzzle\",\n","        \"truth\",\n","    ]\n","].copy()"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Best F1 for internlm2_5-7b-chat @ 0.80 epoch & internlm/internlm2_5-7b-chat/checkpoint-140_torch.bfloat16_lf run: 0.7660159670998776\n","Best F1 for internlm2_5-7b-chat-1m @ 0.80 epoch & internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf run: 0.8028064320197301\n","Best F1 for internlm2_5-20b-chat @ 0.80 epoch & internlm/internlm2_5-20b-chat/checkpoint-140_torch.bfloat16_4bit_lf run: 0.8027552955647029\n","Best F1 for Qwen2-7B-Instruct @ 0.40 epoch & Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf run: 0.7748745026535183\n","Best F1 for Qwen2-72B-Instruct @ 1.80 epoch & Qwen/Qwen2-72B-Instruct/checkpoint-315_torch.bfloat16_4bit_lf run: 0.804194683154365\n","Best F1 for Llama3.1-8B-Chinese-Chat @ 1.00 epoch & shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf run: 0.7924651054056209\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: 0.8076868978089201\n"]},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>epoch</th>\n","      <th>model</th>\n","      <th>run</th>\n","      <th>accuracy</th>\n","      <th>precision</th>\n","      <th>recall</th>\n","      <th>f1</th>\n","      <th>ratio_valid_classifications</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.0</td>\n","      <td>internlm2_5-7b-chat</td>\n","      <td>internlm/internlm2_5-7b-chat_torch.bfloat16_lf</td>\n","      <td>0.705000</td>\n","      <td>0.739804</td>\n","      <td>0.705000</td>\n","      <td>0.690636</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>internlm2_5-7b-chat</td>\n","      <td>internlm/internlm2_5-7b-chat/checkpoint-35_tor...</td>\n","      <td>0.719333</td>\n","      <td>0.786349</td>\n","      <td>0.719333</td>\n","      <td>0.733050</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>internlm2_5-7b-chat</td>\n","      <td>internlm/internlm2_5-7b-chat/checkpoint-70_tor...</td>\n","      <td>0.726000</td>\n","      <td>0.790025</td>\n","      <td>0.726000</td>\n","      <td>0.739658</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>internlm2_5-7b-chat</td>\n","      <td>internlm/internlm2_5-7b-chat/checkpoint-105_to...</td>\n","      <td>0.673667</td>\n","      <td>0.804457</td>\n","      <td>0.673667</td>\n","      <td>0.710412</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>internlm2_5-7b-chat</td>\n","      <td>internlm/internlm2_5-7b-chat/checkpoint-140_to...</td>\n","      <td>0.749667</td>\n","      <td>0.804187</td>\n","      <td>0.749667</td>\n","      <td>0.766016</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>1.2</td>\n","      <td>Llama3.1-70B-Chinese-Chat</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.732667</td>\n","      <td>0.826535</td>\n","      <td>0.732667</td>\n","      <td>0.764442</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>1.4</td>\n","      <td>Llama3.1-70B-Chinese-Chat</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.755667</td>\n","      <td>0.825899</td>\n","      <td>0.755667</td>\n","      <td>0.782041</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1.6</td>\n","      <td>Llama3.1-70B-Chinese-Chat</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.757000</td>\n","      <td>0.826446</td>\n","      <td>0.757000</td>\n","      <td>0.783450</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>1.8</td>\n","      <td>Llama3.1-70B-Chinese-Chat</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.754667</td>\n","      <td>0.827772</td>\n","      <td>0.754667</td>\n","      <td>0.782358</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>2.0</td>\n","      <td>Llama3.1-70B-Chinese-Chat</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.749667</td>\n","      <td>0.828231</td>\n","      <td>0.749667</td>\n","      <td>0.779195</td>\n","      <td>1.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>77 rows × 8 columns</p>\n","</div>"],"text/plain":["    epoch                      model  \\\n","0     0.0        internlm2_5-7b-chat   \n","1     0.2        internlm2_5-7b-chat   \n","2     0.4        internlm2_5-7b-chat   \n","3     0.6        internlm2_5-7b-chat   \n","4     0.8        internlm2_5-7b-chat   \n","..    ...                        ...   \n","6     1.2  Llama3.1-70B-Chinese-Chat   \n","7     1.4  Llama3.1-70B-Chinese-Chat   \n","8     1.6  Llama3.1-70B-Chinese-Chat   \n","9     1.8  Llama3.1-70B-Chinese-Chat   \n","10    2.0  Llama3.1-70B-Chinese-Chat   \n","\n","                                                  run  accuracy  precision  \\\n","0      internlm/internlm2_5-7b-chat_torch.bfloat16_lf  0.705000   0.739804   \n","1   internlm/internlm2_5-7b-chat/checkpoint-35_tor...  0.719333   0.786349   \n","2   internlm/internlm2_5-7b-chat/checkpoint-70_tor...  0.726000   0.790025   \n","3   internlm/internlm2_5-7b-chat/checkpoint-105_to...  0.673667   0.804457   \n","4   internlm/internlm2_5-7b-chat/checkpoint-140_to...  0.749667   0.804187   \n","..                                                ...       ...        ...   \n","6   shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.732667   0.826535   \n","7   shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.755667   0.825899   \n","8   shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.757000   0.826446   \n","9   shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.754667   0.827772   \n","10  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.749667   0.828231   \n","\n","      recall        f1  ratio_valid_classifications  \n","0   0.705000  0.690636                          1.0  \n","1   0.719333  0.733050                          1.0  \n","2   0.726000  0.739658                          1.0  \n","3   0.673667  0.710412                          1.0  \n","4   0.749667  0.766016                          1.0  \n","..       ...       ...                          ...  \n","6   0.732667  0.764442                          1.0  \n","7   0.755667  0.782041                          1.0  \n","8   0.757000  0.783450                          1.0  \n","9   0.754667  0.782358                          1.0  \n","10  0.749667  0.779195                          1.0  \n","\n","[77 rows x 8 columns]"]},"execution_count":12,"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":13,"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_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_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":14,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Best F1 for internlm2_5-7b-chat @ 0.8 epoch & internlm/internlm2_5-7b-chat/checkpoint-140_torch.bfloat16_lf run: 0.7660159670998776\n","Best F1 for internlm2_5-7b-chat-1m @ 0.8 epoch & internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf run: 0.8028064320197301\n","Best F1 for internlm2_5-20b-chat @ 0.8 epoch & internlm/internlm2_5-20b-chat/checkpoint-140_torch.bfloat16_4bit_lf run: 0.8027552955647029\n","Best F1 for Qwen2-7B-Instruct @ 0.4 epoch & Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf run: 0.7748745026535183\n","Best F1 for Qwen2-72B-Instruct @ 1.8 epoch & Qwen/Qwen2-72B-Instruct/checkpoint-315_torch.bfloat16_4bit_lf run: 0.804194683154365\n","Best F1 for Llama3.1-8B-Chinese-Chat @ 1.0 epoch & shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf run: 0.7924651054056209\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: 0.8076868978089201\n"]},{"data":{"image/png":"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size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_perf(model_perf_dfs, model_markers)"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"data":{"text/plain":["['gpt-4o-mini', 'o1-mini', 'gpt-4o', 'o1-preview']"]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["models = [m for m in model_orders.keys()]\n","models[-4:]"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Best F1 for internlm2_5-7b-chat @ 0-shot & internlm/internlm2_5-7b-chat/shots-00: 0.6906357423169466\n","Best F1 for internlm2_5-7b-chat-1m @ 10-shot & internlm/internlm2_5-7b-chat-1m/shots-10: 0.665824871588245\n","Best F1 for internlm2_5-20b-chat @ 0-shot & internlm/internlm2_5-20b-chat/shots-00: 0.6352190975436365\n","Best F1 for Qwen2-7B-Instruct @ 0-shot & Qwen/Qwen2-7B-Instruct/shots-00: 0.710140098232232\n","Best F1 for Qwen2-72B-Instruct @ 0-shot & Qwen/Qwen2-72B-Instruct_torch/shots-00: 0.7572499605227642\n","Best F1 for Llama3.1-8B-Chinese-Chat @ 0-shot & shenzhi-wang/Llama3.1-8B-Chinese-Chat/shots-00: 0.7371050181385632\n","Best F1 for Llama3.1-70B-Chinese-Chat @ 10-shot & shenzhi-wang/Llama3.1-70B-Chinese-Chat/shots-10: 0.756682017266956\n","Best F1 for gpt-4o-mini @ 0-shot & gpt-4o-mini/shots-00: 0.7296061848734905\n","Best F1 for o1-mini @ 20-shot & o1-mini/shots-20: 0.7535300565051624\n","Best F1 for gpt-4o @ 10-shot & gpt-4o/shots-10: 0.803614688453356\n","Best F1 for o1-preview @ 50-shot & o1-preview/shots-50: 0.7708181822112403\n"]},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>shots</th>\n","      <th>model</th>\n","      <th>run</th>\n","      <th>accuracy</th>\n","      <th>precision</th>\n","      <th>recall</th>\n","      <th>f1</th>\n","      <th>ratio_valid_classifications</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>internlm2_5-7b-chat</td>\n","      <td>internlm/internlm2_5-7b-chat/shots-00</td>\n","      <td>0.705000</td>\n","      <td>0.739804</td>\n","      <td>0.705000</td>\n","      <td>0.690636</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>10</td>\n","      <td>internlm2_5-7b-chat</td>\n","      <td>internlm/internlm2_5-7b-chat/shots-10</td>\n","      <td>0.553333</td>\n","      <td>0.730174</td>\n","      <td>0.553333</td>\n","      <td>0.625097</td>\n","      <td>0.988333</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>internlm2_5-7b-chat-1m</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/shots-00</td>\n","      <td>0.481333</td>\n","      <td>0.760525</td>\n","      <td>0.481333</td>\n","      <td>0.524452</td>\n","      <td>0.998667</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>10</td>\n","      <td>internlm2_5-7b-chat-1m</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/shots-10</td>\n","      <td>0.647333</td>\n","      <td>0.728207</td>\n","      <td>0.647333</td>\n","      <td>0.665825</td>\n","      <td>0.886667</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>internlm2_5-20b-chat</td>\n","      <td>internlm/internlm2_5-20b-chat/shots-00</td>\n","      <td>0.564000</td>\n","      <td>0.774526</td>\n","      <td>0.564000</td>\n","      <td>0.635219</td>\n","      <td>0.672667</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>Qwen2-7B-Instruct</td>\n","      <td>Qwen/Qwen2-7B-Instruct/shots-00</td>\n","      <td>0.683000</td>\n","      <td>0.749310</td>\n","      <td>0.683000</td>\n","      <td>0.710140</td>\n","      <td>0.999667</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>10</td>\n","      <td>Qwen2-7B-Instruct</td>\n","      <td>Qwen/Qwen2-7B-Instruct/shots-10</td>\n","      <td>0.564667</td>\n","      <td>0.739120</td>\n","      <td>0.564667</td>\n","      <td>0.606405</td>\n","      <td>0.989667</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>Qwen2-72B-Instruct</td>\n","      <td>Qwen/Qwen2-72B-Instruct_torch/shots-00</td>\n","      <td>0.751667</td>\n","      <td>0.794938</td>\n","      <td>0.751667</td>\n","      <td>0.757250</td>\n","      <td>0.977333</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>Llama3.1-8B-Chinese-Chat</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/shots-00</td>\n","      <td>0.742000</td>\n","      <td>0.747706</td>\n","      <td>0.742000</td>\n","      <td>0.737105</td>\n","      <td>0.803333</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>10</td>\n","      <td>Llama3.1-8B-Chinese-Chat</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/shots-10</td>\n","      <td>0.667667</td>\n","      <td>0.783408</td>\n","      <td>0.667667</td>\n","      <td>0.708261</td>\n","      <td>0.962333</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>Llama3.1-70B-Chinese-Chat</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/shots-00</td>\n","      <td>0.763667</td>\n","      <td>0.780665</td>\n","      <td>0.763667</td>\n","      <td>0.752581</td>\n","      <td>0.009667</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>5</td>\n","      <td>Llama3.1-70B-Chinese-Chat</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/shots-05</td>\n","      <td>0.753667</td>\n","      <td>0.772126</td>\n","      <td>0.753667</td>\n","      <td>0.754503</td>\n","      <td>0.790000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>10</td>\n","      <td>Llama3.1-70B-Chinese-Chat</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/shots-10</td>\n","      <td>0.754000</td>\n","      <td>0.772948</td>\n","      <td>0.754000</td>\n","      <td>0.756682</td>\n","      <td>0.832667</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>20</td>\n","      <td>Llama3.1-70B-Chinese-Chat</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/shots-20</td>\n","      <td>0.738000</td>\n","      <td>0.756694</td>\n","      <td>0.738000</td>\n","      <td>0.734896</td>\n","      <td>0.819000</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>gpt-4o-mini</td>\n","      <td>gpt-4o-mini/shots-00</td>\n","      <td>0.717667</td>\n","      <td>0.785707</td>\n","      <td>0.717667</td>\n","      <td>0.729606</td>\n","      <td>0.991667</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>5</td>\n","      <td>gpt-4o-mini</td>\n","      <td>gpt-4o-mini/shots-05</td>\n","      <td>0.717667</td>\n","      <td>0.776729</td>\n","      <td>0.717667</td>\n","      <td>0.718107</td>\n","      <td>0.999667</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>10</td>\n","      <td>gpt-4o-mini</td>\n","      <td>gpt-4o-mini/shots-10</td>\n","      <td>0.679333</td>\n","      <td>0.772809</td>\n","      <td>0.679333</td>\n","      <td>0.691675</td>\n","      <td>0.998333</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>20</td>\n","      <td>gpt-4o-mini</td>\n","      <td>gpt-4o-mini/shots-20</td>\n","      <td>0.662333</td>\n","      <td>0.768671</td>\n","      <td>0.662333</td>\n","      <td>0.679802</td>\n","      <td>0.998000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>30</td>\n","      <td>gpt-4o-mini</td>\n","      <td>gpt-4o-mini/shots-30</td>\n","      <td>0.687333</td>\n","      <td>0.768421</td>\n","      <td>0.687333</td>\n","      <td>0.691302</td>\n","      <td>0.999000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>40</td>\n","      <td>gpt-4o-mini</td>\n","      <td>gpt-4o-mini/shots-40</td>\n","      <td>0.692333</td>\n","      <td>0.763987</td>\n","      <td>0.692333</td>\n","      <td>0.692493</td>\n","      <td>0.998667</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>50</td>\n","      <td>gpt-4o-mini</td>\n","      <td>gpt-4o-mini/shots-50</td>\n","      <td>0.717000</td>\n","      <td>0.769264</td>\n","      <td>0.717000</td>\n","      <td>0.710523</td>\n","      <td>0.999333</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>o1-mini</td>\n","      <td>o1-mini/shots-00</td>\n","      <td>0.708333</td>\n","      <td>0.784810</td>\n","      <td>0.708333</td>\n","      <td>0.737707</td>\n","      <td>0.999000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>5</td>\n","      <td>o1-mini</td>\n","      <td>o1-mini/shots-05</td>\n","      <td>0.724000</td>\n","      <td>0.790505</td>\n","      <td>0.724000</td>\n","      <td>0.748296</td>\n","      <td>0.996667</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>10</td>\n","      <td>o1-mini</td>\n","      <td>o1-mini/shots-10</td>\n","      <td>0.725000</td>\n","      <td>0.789249</td>\n","      <td>0.725000</td>\n","      <td>0.748562</td>\n","      <td>0.994333</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>20</td>\n","      <td>o1-mini</td>\n","      <td>o1-mini/shots-20</td>\n","      <td>0.734333</td>\n","      <td>0.786101</td>\n","      <td>0.734333</td>\n","      <td>0.753530</td>\n","      <td>0.994667</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>gpt-4o</td>\n","      <td>gpt-4o/shots-00</td>\n","      <td>0.782000</td>\n","      <td>0.820405</td>\n","      <td>0.782000</td>\n","      <td>0.795302</td>\n","      <td>0.066000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>5</td>\n","      <td>gpt-4o</td>\n","      <td>gpt-4o/shots-05</td>\n","      <td>0.787333</td>\n","      <td>0.823097</td>\n","      <td>0.787333</td>\n","      <td>0.800029</td>\n","      <td>0.998000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>10</td>\n","      <td>gpt-4o</td>\n","      <td>gpt-4o/shots-10</td>\n","      <td>0.791667</td>\n","      <td>0.822771</td>\n","      <td>0.791667</td>\n","      <td>0.803615</td>\n","      <td>0.999667</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>20</td>\n","      <td>gpt-4o</td>\n","      <td>gpt-4o/shots-20</td>\n","      <td>0.781667</td>\n","      <td>0.820454</td>\n","      <td>0.781667</td>\n","      <td>0.796702</td>\n","      <td>0.999333</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>30</td>\n","      <td>gpt-4o</td>\n","      <td>gpt-4o/shots-30</td>\n","      <td>0.788667</td>\n","      <td>0.826085</td>\n","      <td>0.788667</td>\n","      <td>0.803095</td>\n","      <td>0.999000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>40</td>\n","      <td>gpt-4o</td>\n","      <td>gpt-4o/shots-40</td>\n","      <td>0.784000</td>\n","      <td>0.823351</td>\n","      <td>0.784000</td>\n","      <td>0.799334</td>\n","      <td>0.997333</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>50</td>\n","      <td>gpt-4o</td>\n","      <td>gpt-4o/shots-50</td>\n","      <td>0.787000</td>\n","      <td>0.823480</td>\n","      <td>0.787000</td>\n","      <td>0.801353</td>\n","      <td>0.999333</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>o1-preview</td>\n","      <td>o1-preview/shots-00</td>\n","      <td>0.721000</td>\n","      <td>0.784937</td>\n","      <td>0.721000</td>\n","      <td>0.745121</td>\n","      <td>0.998000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>5</td>\n","      <td>o1-preview</td>\n","      <td>o1-preview/shots-05</td>\n","      <td>0.731333</td>\n","      <td>0.787828</td>\n","      <td>0.731333</td>\n","      <td>0.753549</td>\n","      <td>0.979000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>10</td>\n","      <td>o1-preview</td>\n","      <td>o1-preview/shots-10</td>\n","      <td>0.749000</td>\n","      <td>0.796448</td>\n","      <td>0.749000</td>\n","      <td>0.767732</td>\n","      <td>0.987333</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>20</td>\n","      <td>o1-preview</td>\n","      <td>o1-preview/shots-20</td>\n","      <td>0.744333</td>\n","      <td>0.791144</td>\n","      <td>0.744333</td>\n","      <td>0.762514</td>\n","      <td>0.985333</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>30</td>\n","      <td>o1-preview</td>\n","      <td>o1-preview/shots-30</td>\n","      <td>0.747333</td>\n","      <td>0.792060</td>\n","      <td>0.747333</td>\n","      <td>0.764398</td>\n","      <td>0.984000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>40</td>\n","      <td>o1-preview</td>\n","      <td>o1-preview/shots-40</td>\n","      <td>0.750667</td>\n","      <td>0.796468</td>\n","      <td>0.750667</td>\n","      <td>0.767411</td>\n","      <td>0.984000</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>50</td>\n","      <td>o1-preview</td>\n","      <td>o1-preview/shots-50</td>\n","      <td>0.754667</td>\n","      <td>0.797998</td>\n","      <td>0.754667</td>\n","      <td>0.770818</td>\n","      <td>0.981667</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   shots                      model  \\\n","0      0        internlm2_5-7b-chat   \n","1     10        internlm2_5-7b-chat   \n","0      0     internlm2_5-7b-chat-1m   \n","1     10     internlm2_5-7b-chat-1m   \n","0      0       internlm2_5-20b-chat   \n","0      0          Qwen2-7B-Instruct   \n","1     10          Qwen2-7B-Instruct   \n","0      0         Qwen2-72B-Instruct   \n","0      0   Llama3.1-8B-Chinese-Chat   \n","1     10   Llama3.1-8B-Chinese-Chat   \n","0      0  Llama3.1-70B-Chinese-Chat   \n","1      5  Llama3.1-70B-Chinese-Chat   \n","2     10  Llama3.1-70B-Chinese-Chat   \n","3     20  Llama3.1-70B-Chinese-Chat   \n","0      0                gpt-4o-mini   \n","1      5                gpt-4o-mini   \n","2     10                gpt-4o-mini   \n","3     20                gpt-4o-mini   \n","4     30                gpt-4o-mini   \n","5     40                gpt-4o-mini   \n","6     50                gpt-4o-mini   \n","0      0                    o1-mini   \n","1      5                    o1-mini   \n","2     10                    o1-mini   \n","3     20                    o1-mini   \n","0      0                     gpt-4o   \n","1      5                     gpt-4o   \n","2     10                     gpt-4o   \n","3     20                     gpt-4o   \n","4     30                     gpt-4o   \n","5     40                     gpt-4o   \n","6     50                     gpt-4o   \n","0      0                 o1-preview   \n","1      5                 o1-preview   \n","2     10                 o1-preview   \n","3     20                 o1-preview   \n","4     30                 o1-preview   \n","5     40                 o1-preview   \n","6     50                 o1-preview   \n","\n","                                               run  accuracy  precision  \\\n","0            internlm/internlm2_5-7b-chat/shots-00  0.705000   0.739804   \n","1            internlm/internlm2_5-7b-chat/shots-10  0.553333   0.730174   \n","0         internlm/internlm2_5-7b-chat-1m/shots-00  0.481333   0.760525   \n","1         internlm/internlm2_5-7b-chat-1m/shots-10  0.647333   0.728207   \n","0           internlm/internlm2_5-20b-chat/shots-00  0.564000   0.774526   \n","0                  Qwen/Qwen2-7B-Instruct/shots-00  0.683000   0.749310   \n","1                  Qwen/Qwen2-7B-Instruct/shots-10  0.564667   0.739120   \n","0           Qwen/Qwen2-72B-Instruct_torch/shots-00  0.751667   0.794938   \n","0   shenzhi-wang/Llama3.1-8B-Chinese-Chat/shots-00  0.742000   0.747706   \n","1   shenzhi-wang/Llama3.1-8B-Chinese-Chat/shots-10  0.667667   0.783408   \n","0  shenzhi-wang/Llama3.1-70B-Chinese-Chat/shots-00  0.763667   0.780665   \n","1  shenzhi-wang/Llama3.1-70B-Chinese-Chat/shots-05  0.753667   0.772126   \n","2  shenzhi-wang/Llama3.1-70B-Chinese-Chat/shots-10  0.754000   0.772948   \n","3  shenzhi-wang/Llama3.1-70B-Chinese-Chat/shots-20  0.738000   0.756694   \n","0                             gpt-4o-mini/shots-00  0.717667   0.785707   \n","1                             gpt-4o-mini/shots-05  0.717667   0.776729   \n","2                             gpt-4o-mini/shots-10  0.679333   0.772809   \n","3                             gpt-4o-mini/shots-20  0.662333   0.768671   \n","4                             gpt-4o-mini/shots-30  0.687333   0.768421   \n","5                             gpt-4o-mini/shots-40  0.692333   0.763987   \n","6                             gpt-4o-mini/shots-50  0.717000   0.769264   \n","0                                 o1-mini/shots-00  0.708333   0.784810   \n","1                                 o1-mini/shots-05  0.724000   0.790505   \n","2                                 o1-mini/shots-10  0.725000   0.789249   \n","3                                 o1-mini/shots-20  0.734333   0.786101   \n","0                                  gpt-4o/shots-00  0.782000   0.820405   \n","1                                  gpt-4o/shots-05  0.787333   0.823097   \n","2                                  gpt-4o/shots-10  0.791667   0.822771   \n","3                                  gpt-4o/shots-20  0.781667   0.820454   \n","4                                  gpt-4o/shots-30  0.788667   0.826085   \n","5                                  gpt-4o/shots-40  0.784000   0.823351   \n","6                                  gpt-4o/shots-50  0.787000   0.823480   \n","0                              o1-preview/shots-00  0.721000   0.784937   \n","1                              o1-preview/shots-05  0.731333   0.787828   \n","2                              o1-preview/shots-10  0.749000   0.796448   \n","3                              o1-preview/shots-20  0.744333   0.791144   \n","4                              o1-preview/shots-30  0.747333   0.792060   \n","5                              o1-preview/shots-40  0.750667   0.796468   \n","6                              o1-preview/shots-50  0.754667   0.797998   \n","\n","     recall        f1  ratio_valid_classifications  \n","0  0.705000  0.690636                     1.000000  \n","1  0.553333  0.625097                     0.988333  \n","0  0.481333  0.524452                     0.998667  \n","1  0.647333  0.665825                     0.886667  \n","0  0.564000  0.635219                     0.672667  \n","0  0.683000  0.710140                     0.999667  \n","1  0.564667  0.606405                     0.989667  \n","0  0.751667  0.757250                     0.977333  \n","0  0.742000  0.737105                     0.803333  \n","1  0.667667  0.708261                     0.962333  \n","0  0.763667  0.752581                     0.009667  \n","1  0.753667  0.754503                     0.790000  \n","2  0.754000  0.756682                     0.832667  \n","3  0.738000  0.734896                     0.819000  \n","0  0.717667  0.729606                     0.991667  \n","1  0.717667  0.718107                     0.999667  \n","2  0.679333  0.691675                     0.998333  \n","3  0.662333  0.679802                     0.998000  \n","4  0.687333  0.691302                     0.999000  \n","5  0.692333  0.692493                     0.998667  \n","6  0.717000  0.710523                     0.999333  \n","0  0.708333  0.737707                     0.999000  \n","1  0.724000  0.748296                     0.996667  \n","2  0.725000  0.748562                     0.994333  \n","3  0.734333  0.753530                     0.994667  \n","0  0.782000  0.795302                     0.066000  \n","1  0.787333  0.800029                     0.998000  \n","2  0.791667  0.803615                     0.999667  \n","3  0.781667  0.796702                     0.999333  \n","4  0.788667  0.803095                     0.999000  \n","5  0.784000  0.799334                     0.997333  \n","6  0.787000  0.801353                     0.999333  \n","0  0.721000  0.745121                     0.998000  \n","1  0.731333  0.753549                     0.979000  \n","2  0.749000  0.767732                     0.987333  \n","3  0.744333  0.762514                     0.985333  \n","4  0.747333  0.764398                     0.984000  \n","5  0.750667  0.767411                     0.984000  \n","6  0.754667  0.770818                     0.981667  "]},"execution_count":16,"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_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":17,"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":18,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 16 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   internlm2_5-7b-chat (0.8-epoch)        3000 non-null   object\n"," 6   internlm2_5-7b-chat-1m (0.8-epoch)     3000 non-null   object\n"," 7   internlm2_5-20b-chat (0.8-epoch)       3000 non-null   object\n"," 8   Qwen2-7B-Instruct (0.4-epoch)          3000 non-null   object\n"," 9   Qwen2-72B-Instruct (1.8-epoch)         3000 non-null   object\n"," 10  Llama3.1-8B-Chinese-Chat (1.0-epoch)   3000 non-null   object\n"," 11  Llama3.1-70B-Chinese-Chat (1.0-epoch)  3000 non-null   object\n"," 12  gpt-4o-mini (0-shot)                   3000 non-null   object\n"," 13  o1-mini (20-shot)                      3000 non-null   object\n"," 14  gpt-4o (10-shot)                       3000 non-null   object\n"," 15  o1-preview (50-shot)                   3000 non-null   object\n","dtypes: object(16)\n","memory usage: 375.1+ KB\n"]}],"source":["df_best.info()"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"data":{"text/plain":["Index(['internlm2_5-7b-chat (0.8-epoch)', 'internlm2_5-7b-chat-1m (0.8-epoch)',\n","       'internlm2_5-20b-chat (0.8-epoch)', 'Qwen2-7B-Instruct (0.4-epoch)',\n","       'Qwen2-72B-Instruct (1.8-epoch)',\n","       'Llama3.1-8B-Chinese-Chat (1.0-epoch)',\n","       'Llama3.1-70B-Chinese-Chat (1.0-epoch)', 'gpt-4o-mini (0-shot)',\n","       'o1-mini (20-shot)', 'gpt-4o (10-shot)', 'o1-preview (50-shot)'],\n","      dtype='object')"]},"execution_count":19,"metadata":{},"output_type":"execute_result"}],"source":["df_best.columns[5:]"]},{"cell_type":"code","execution_count":20,"metadata":{},"outputs":[],"source":["df_best[\"Ensemble Model (Open Source)\"] = df_best.apply(\n","    lambda x: majority_vote(\n","        x[\"internlm2_5-7b-chat-1m (0.8-epoch)\"],\n","        x[\"Qwen2-72B-Instruct (1.8-epoch)\"],\n","        x[\"Llama3.1-70B-Chinese-Chat (1.0-epoch)\"],\n","    ),\n","    axis=1,\n",")"]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[],"source":["df_best[\"Ensemble Model (OpenAI)\"] = df_best.apply(\n","    lambda x: majority_vote(\n","        x[\"o1-mini (20-shot)\"],\n","        x[\"gpt-4o (10-shot)\"],\n","        x[\"o1-preview (50-shot)\"],\n","    ),\n","    axis=1,\n",")"]},{"cell_type":"code","execution_count":22,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['internlm2_5-7b-chat (0.8-epoch)', 'internlm2_5-7b-chat-1m (0.8-epoch)', 'internlm2_5-20b-chat (0.8-epoch)', 'Qwen2-7B-Instruct (0.4-epoch)', 'Qwen2-72B-Instruct (1.8-epoch)', 'Llama3.1-8B-Chinese-Chat (1.0-epoch)', 'Llama3.1-70B-Chinese-Chat (1.0-epoch)', 'gpt-4o-mini (0-shot)', 'o1-mini (20-shot)', 'gpt-4o (10-shot)', 'o1-preview (50-shot)', 'Ensemble Model (Open Source)', 'Ensemble Model (OpenAI)']\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:474: 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":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>index</th>\n","      <th>model</th>\n","      <th>run</th>\n","      <th>accuracy</th>\n","      <th>precision</th>\n","      <th>recall</th>\n","      <th>f1</th>\n","      <th>ratio_valid_classifications</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>internlm2_5-7b-chat (0.8-epoch)</td>\n","      <td>internlm2_5-7b-chat (0.8-epoch)</td>\n","      <td>0.749667</td>\n","      <td>0.804187</td>\n","      <td>0.749667</td>\n","      <td>0.766016</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2</td>\n","      <td>internlm2_5-7b-chat-1m (0.8-epoch)</td>\n","      <td>internlm2_5-7b-chat-1m (0.8-epoch)</td>\n","      <td>0.803000</td>\n","      <td>0.803141</td>\n","      <td>0.803000</td>\n","      <td>0.802806</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>3</td>\n","      <td>internlm2_5-20b-chat (0.8-epoch)</td>\n","      <td>internlm2_5-20b-chat (0.8-epoch)</td>\n","      <td>0.795000</td>\n","      <td>0.817458</td>\n","      <td>0.795000</td>\n","      <td>0.802755</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>4</td>\n","      <td>Qwen2-7B-Instruct (0.4-epoch)</td>\n","      <td>Qwen2-7B-Instruct (0.4-epoch)</td>\n","      <td>0.759000</td>\n","      <td>0.800530</td>\n","      <td>0.759000</td>\n","      <td>0.774875</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5</td>\n","      <td>Qwen2-72B-Instruct (1.8-epoch)</td>\n","      <td>Qwen2-72B-Instruct (1.8-epoch)</td>\n","      <td>0.784000</td>\n","      <td>0.835435</td>\n","      <td>0.784000</td>\n","      <td>0.804195</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>6</td>\n","      <td>Llama3.1-8B-Chinese-Chat (1.0-epoch)</td>\n","      <td>Llama3.1-8B-Chinese-Chat (1.0-epoch)</td>\n","      <td>0.780000</td>\n","      <td>0.810583</td>\n","      <td>0.780000</td>\n","      <td>0.792465</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>7</td>\n","      <td>Llama3.1-70B-Chinese-Chat (1.0-epoch)</td>\n","      <td>Llama3.1-70B-Chinese-Chat (1.0-epoch)</td>\n","      <td>0.796333</td>\n","      <td>0.824897</td>\n","      <td>0.796333</td>\n","      <td>0.807687</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>8</td>\n","      <td>gpt-4o-mini (0-shot)</td>\n","      <td>gpt-4o-mini (0-shot)</td>\n","      <td>0.717667</td>\n","      <td>0.785707</td>\n","      <td>0.717667</td>\n","      <td>0.729606</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>9</td>\n","      <td>o1-mini (20-shot)</td>\n","      <td>o1-mini (20-shot)</td>\n","      <td>0.734333</td>\n","      <td>0.786101</td>\n","      <td>0.734333</td>\n","      <td>0.753530</td>\n","      <td>0.999000</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>10</td>\n","      <td>gpt-4o (10-shot)</td>\n","      <td>gpt-4o (10-shot)</td>\n","      <td>0.791667</td>\n","      <td>0.822771</td>\n","      <td>0.791667</td>\n","      <td>0.803615</td>\n","      <td>0.999667</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>11</td>\n","      <td>o1-preview (50-shot)</td>\n","      <td>o1-preview (50-shot)</td>\n","      <td>0.754667</td>\n","      <td>0.797998</td>\n","      <td>0.754667</td>\n","      <td>0.770818</td>\n","      <td>0.999667</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>12</td>\n","      <td>Ensemble Model (Open Source)</td>\n","      <td>Ensemble Model (Open Source)</td>\n","      <td>0.819333</td>\n","      <td>0.840746</td>\n","      <td>0.819333</td>\n","      <td>0.828054</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>13</td>\n","      <td>Ensemble Model (OpenAI)</td>\n","      <td>Ensemble Model (OpenAI)</td>\n","      <td>0.798667</td>\n","      <td>0.822307</td>\n","      <td>0.798667</td>\n","      <td>0.808023</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   index                                  model  \\\n","0      1        internlm2_5-7b-chat (0.8-epoch)   \n","1      2     internlm2_5-7b-chat-1m (0.8-epoch)   \n","2      3       internlm2_5-20b-chat (0.8-epoch)   \n","3      4          Qwen2-7B-Instruct (0.4-epoch)   \n","4      5         Qwen2-72B-Instruct (1.8-epoch)   \n","5      6   Llama3.1-8B-Chinese-Chat (1.0-epoch)   \n","6      7  Llama3.1-70B-Chinese-Chat (1.0-epoch)   \n","7      8                   gpt-4o-mini (0-shot)   \n","8      9                      o1-mini (20-shot)   \n","9     10                       gpt-4o (10-shot)   \n","10    11                   o1-preview (50-shot)   \n","11    12           Ensemble Model (Open Source)   \n","12    13                Ensemble Model (OpenAI)   \n","\n","                                      run  accuracy  precision    recall  \\\n","0         internlm2_5-7b-chat (0.8-epoch)  0.749667   0.804187  0.749667   \n","1      internlm2_5-7b-chat-1m (0.8-epoch)  0.803000   0.803141  0.803000   \n","2        internlm2_5-20b-chat (0.8-epoch)  0.795000   0.817458  0.795000   \n","3           Qwen2-7B-Instruct (0.4-epoch)  0.759000   0.800530  0.759000   \n","4          Qwen2-72B-Instruct (1.8-epoch)  0.784000   0.835435  0.784000   \n","5    Llama3.1-8B-Chinese-Chat (1.0-epoch)  0.780000   0.810583  0.780000   \n","6   Llama3.1-70B-Chinese-Chat (1.0-epoch)  0.796333   0.824897  0.796333   \n","7                    gpt-4o-mini (0-shot)  0.717667   0.785707  0.717667   \n","8                       o1-mini (20-shot)  0.734333   0.786101  0.734333   \n","9                        gpt-4o (10-shot)  0.791667   0.822771  0.791667   \n","10                   o1-preview (50-shot)  0.754667   0.797998  0.754667   \n","11           Ensemble Model (Open Source)  0.819333   0.840746  0.819333   \n","12                Ensemble Model (OpenAI)  0.798667   0.822307  0.798667   \n","\n","          f1  ratio_valid_classifications  \n","0   0.766016                     1.000000  \n","1   0.802806                     1.000000  \n","2   0.802755                     1.000000  \n","3   0.774875                     1.000000  \n","4   0.804195                     1.000000  \n","5   0.792465                     1.000000  \n","6   0.807687                     1.000000  \n","7   0.729606                     1.000000  \n","8   0.753530                     0.999000  \n","9   0.803615                     0.999667  \n","10  0.770818                     0.999667  \n","11  0.828054                     1.000000  \n","12  0.808023                     1.000000  "]},"execution_count":22,"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":23,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_66210/4003496019.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":"iVBORw0KGgoAAAANSUhEUgAAAxYAAAGGCAYAAADmRxfNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeVyN6f/48dfRvkdahxRSCcleoawhWYbJNkjWkbEMWYaikm2syZJlFMo2gzEYJDQYW5GZ1ISsYzckSYnO749+3V/HqWRi8hnX8/E4D7qv677u677POXW/r+2WyeVyOYIgCIIgCIIgCGVQobwrIAiCIAiCIAjC/z4RWAiCIAiCIAiCUGYisBAEQRAEQRAEocxEYCEIgiAIgiAIQpmJwEIQBEEQBEEQhDITgYUgCIIgCIIgCGUmAgtBEARBEARBEMpMBBaCIAiCIAiCIJSZCCwEQRAEQRAEQSgzEVgIgiAIgvCvsrKywsfHp7yrIZQjHx8frKys/tG+7u7uuLu7v9f6CO+HCCwEQRCEfyQyMhKZTFbka/LkyVK+AwcOMHjwYOrUqYOKiso730xkZWUxffp06tSpg46ODkZGRtSvX58xY8Zw+/bt93xW/4579+4xYcIE7Ozs0NbWRkdHh4YNGzJz5kwyMjLKu3rC/+ft7Y1MJmPSpEnlXZUPpvA7O2TIkCLTp06dKuV5+PDhv1w74X+NanlXQBAEQfjfFhwcjLW1tcK2OnXqSP+PiYlhy5YtNGjQAAsLi3cqOy8vj5YtW/Lnn38ycOBAvv76a7Kysrhw4QIxMTF07979ncssb2fOnKFTp05kZWXx5Zdf0rBhQwASEhKYM2cOv/76KwcOHCjnWn5YaWlpVKjwcbdtZmZm8vPPP2NlZcWmTZuYM2cOMpmsvKv1QWhqavLjjz+yfPly1NXVFdI2bdqEpqYmOTk55VQ74X+JCCwEQRCEMunYsSONGjUqNn3WrFmsXr0aNTU1OnfuTHJycqnL3rlzJ+fOnSM6Opq+ffsqpOXk5PDixYt/XO939ezZM3R0dMpURkZGBt27d0dFRYVz585hZ2enkB4aGsrq1avLdIyPlVwuJycnBy0tLTQ0NMq7Om/1448/8urVK77//ntat27Nr7/+ipub23sp+318lt6nDh06sGvXLn755Re6du0qbf/tt9+4evUqPXr04McffyzHGgr/Kz7u5gJBEAThf56FhQVqamr/aN/09HQAXF1dldI0NTXR19dX2Pbnn3/i7e2NsbExWlpa2NraMnXqVIU8586do2PHjujr66Orq0ubNm04efKkQp7CYV7x8fGMHDkSExMTqlSpIqX/8ssvtGjRAh0dHfT09PD09OTChQtvPZ+IiAhu3brFwoULlYIKAFNTU6ZNm6awbfny5Tg4OKChoYGFhQV+fn5Kw6Xc3d2pU6cOv//+O25ubmhra1OzZk1++OEHAOLj42natKl0TQ4ePKiw/4wZM5DJZNL109fXx8jIiDFjxii1VK9bt47WrVtjYmKChoYGtWvXZsWKFUrnYmVlRefOndm/fz+NGjVCS0uLiIgIKe31ORZ5eXkEBQVhY2ODpqYmRkZGNG/enNjYWIUyDx06JF13Q0NDunbtSmpqapHncvnyZXx8fDA0NMTAwIBBgwaRnZ1dxLtStOjoaNq1a0erVq2wt7cnOjq6yHxv+8wV1iclJYW+fftSsWJFmjdvDsDLly8JCQmhRo0aaGhoYGVlxbfffktubq7CMRISEvDw8KBy5cpoaWlhbW2Nr6+vQp7NmzfTsGFD9PT00NfXp27duixZsqRU5/rZZ5/RsmVLYmJilK5B3bp1FXogX7dt2zYaNmyIlpYWlStX5ssvv+TWrVtK+Xbu3EmdOnXQ1NSkTp067Nixo8jy8vPzWbx4MQ4ODmhqamJqasrw4cN5/PjxW89h6dKlODg4oK2tTcWKFWnUqJHS+QgfnggsBEEQhDJ58uQJDx8+VHi9L9WqVQNg/fr1yOXyEvP+/vvvNG3alEOHDjF06FCWLFlCt27d+Pnnn6U8Fy5coEWLFpw/f56JEycSEBDA1atXcXd359SpU0pljhw5kpSUFAIDA6V5Ixs2bMDT0xNdXV3mzp1LQEAAKSkpNG/enGvXrpVYx127dqGlpUXPnj1Ldf4zZszAz88PCwsLFixYQI8ePYiIiKB9+/bk5eUp5H38+DGdO3emadOmzJs3Dw0NDXr37s2WLVvo3bs3nTp1Ys6cOTx79oyePXvy9OlTpeN5e3uTk5PD7Nmz6dSpE2FhYQwbNkwhz4oVK6hWrRrffvstCxYsoGrVqowcOZJly5YplZeWlkafPn1o164dS5YsoX79+sWeZ1BQEK1atSI8PJypU6diaWnJ2bNnpTwHDx7Ew8OD+/fvM2PGDL755ht+++03XF1di7zu3t7ePH36lNmzZ+Pt7U1kZCRBQUGluOpw+/ZtDh8+TJ8+fQDo06cPP/zwg1IPWWk+c4W++OILsrOzmTVrFkOHDgVgyJAhBAYG0qBBAxYtWoSbmxuzZ8+md+/e0n7379+nffv2XLt2jcmTJ7N06VL69eunEAzHxsbSp08fKlasyNy5c5kzZw7u7u4cP368VOcL0LdvX37++WeysrKAgqBn27ZtSj2FhSIjI/H29kZFRYXZs2czdOhQtm/fTvPmzRUC3wMHDtCjRw9kMhmzZ8+mW7duDBo0iISEBKUyhw8fjr+/P66urixZsoRBgwYRHR2Nh4eH0uf9datXr2b06NHUrl2bxYsXExQURP369Yv8TgsfmFwQBEEQ/oF169bJgSJfxfH09JRXq1at1MfIzs6W29raygF5tWrV5D4+PvK1a9fK7927p5S3ZcuWcj09Pfn169cVtufn50v/79atm1xdXV2enp4ubbt9+7ZcT09P3rJlS6Vza968ufzly5fS9qdPn8oNDQ3lQ4cOVTjG3bt35QYGBkrb31SxYkW5o6Njqc79/v37cnV1dXn79u3lr169kraHh4fLAfn3338vbXNzc5MD8piYGGnbn3/+KQfkFSpUkJ88eVLavn//fjkgX7dunbRt+vTpckDepUsXhTqMHDlSDsjPnz8vbcvOzlaqq4eHh7x69eoK26pVqyYH5Pv27VPKX61aNfnAgQOlnx0dHeWenp4lXA25vH79+nITExP533//LW07f/68vEKFCvIBAwYonYuvr6/C/t27d5cbGRmVeIxC8+fPl2tpackzMzPlcrlcfvHiRTkg37Fjh0K+0nzmCuvTp08fhTxJSUlyQD5kyBCF7RMmTJAD8kOHDsnlcrl8x44dckB+5syZYus7ZswYub6+vsJntbQAuZ+fn/zRo0dydXV1+YYNG+RyuVy+Z88euUwmk1+7dk06hwcPHsjlcrn8xYsXchMTE3mdOnXkz58/l8ravXu3HJAHBgZK2+rXry83NzeXZ2RkSNsOHDggfacLHT16VA7Io6OjFeq3b98+pe1ubm5yNzc36eeuXbvKHRwc3vnchfdP9FgIgiAIZbJs2TJiY2MVXu+LlpYWp06dwt/fHyhoJR08eDDm5uZ8/fXX0pCRBw8e8Ouvv+Lr64ulpaVCGYUTbl+9esWBAwfo1q0b1atXl9LNzc3p27cvx44dIzMzU2HfoUOHoqKiIv0cGxtLRkYGffr0UeihUVFRoWnTphw+fLjE88nMzERPT69U537w4EFevHjB2LFjFSY6Dx06FH19ffbs2aOQX1dXV6Gl29bWFkNDQ+zt7WnatKm0vfD/V65cUTqmn5+fws9ff/01AHv37pW2aWlpSf8v7K1yc3PjypUrPHnyRGF/a2trPDw83nquhoaGXLhwgUuXLhWZfufOHZKSkvDx8aFSpUrS9nr16tGuXTuF+hUaMWKEws8tWrTg77//VnqPixIdHY2np6f0XtnY2NCwYUOF4VCl+cyVVJ/COn/zzTcK28ePHw8gvb+GhoYA7N69u9hWe0NDQ549e1am717FihXp0KEDmzZtAgoWXXBxcZF6DV+XkJDA/fv3GTlyJJqamtJ2T09P7OzspLoXvm8DBw7EwMBAyteuXTtq166tUOa2bdswMDCgXbt2Ct+thg0boqurW+J3y9DQkL/++oszZ8784/MX3g8RWAiCIAhl0qRJE9q2bavwep8MDAyYN28e165d49q1a6xduxZbW1vCw8MJCQkB/u8mubix4FBwI5idnY2tra1Smr29Pfn5+dy8eVNh+5urXRXe+LZu3RpjY2OF14EDB7h//36J56Kvr1/kEKSiXL9+HUCpvurq6lSvXl1KL1SlShWlG1oDAwOqVq2qtA0octy6jY2Nws81atSgQoUKCkONjh8/Ttu2baV5DsbGxnz77bcARQYWpREcHExGRga1atWibt26+Pv78/vvv0vpxV0LKHjvHj58yLNnzxS2v3mzX7FiRaDo835damoq586dw9XVlcuXL0svd3d3du/eLQUmpfnMve7Na3H9+nUqVKhAzZo1FbabmZlhaGgonbObmxs9evQgKCiIypUr07VrV9atW6cwD2PkyJHUqlWLjh07UqVKFXx9fdm3b1+p6vW6vn37Ehsby40bN9i5c2exw6BKej/s7Oyk9MJ/3/xcFbXvpUuXePLkCSYmJkrfraysrBK/W5MmTUJXV5cmTZpgY2ODn5/fOw0DE94fsSqUIAiC8D+jWrVq+Pr60r17d6pXr050dDQzZ878YMd7vXUeCiaXQsE8CzMzM6X8qqol/1m1s7MjKSmJFy9eKC3rWVav96yUZrv8LXNWQLnlPT09nTZt2mBnZ8fChQupWrUq6urq7N27l0WLFknXp9Cb1684LVu2JD09nZ9++okDBw6wZs0aFi1axMqVK4t9vsLb/NPz3rhxIwDjxo1j3LhxSuk//vgjgwYNeuf6FHct3raErUwm44cffuDkyZP8/PPP7N+/H19fXxYsWMDJkyfR1dXFxMSEpKQk9u/fzy+//MIvv/zCunXrGDBgAFFRUaWuY5cuXdDQ0GDgwIHk5ubi7e39TudYFvn5+ZiYmBQ7Sd7Y2LjYfe3t7UlLS2P37t3s27dPWjo3MDCw1PNqhPdDBBaCIAjC/5yKFStSo0YNaenawqFNJS1la2xsjLa2NmlpaUppf/75JxUqVFBq3X9TjRo1ADAxMflHPTNeXl6cOHGCH3/8UZoYXJzCIShpaWkKQ7devHjB1atX33vPEBS0Gr/esn758mXy8/Olhxr+/PPP5ObmsmvXLoUegbcNASuNSpUqMWjQIAYNGkRWVhYtW7ZkxowZDBkyROFavOnPP/+kcuXK72X5VrlcTkxMDK1atWLkyJFK6SEhIURHRzNo0KBSfeZKUq1aNfLz87l06RL29vbS9nv37pGRkaE0BKlZs2Y0a9aM0NBQYmJi6NevH5s3b5YCL3V1dby8vPDy8iI/P5+RI0cSERFBQECAUq9IcbS0tOjWrRsbN26kY8eOVK5cudi6Q8H70bp1a4W0tLQ0Kb3w36KGuL35XtaoUYODBw/i6upa6oD0dTo6OvTq1YtevXrx4sULPv/8c0JDQ5kyZYrCcC3hwxJDoQRBEISP1vnz54tcZer69eukpKRIwymMjY1p2bIl33//PTdu3FDIW9hCraKiQvv27fnpp58Uhvbcu3ePmJgYmjdvrrR87Zs8PDzQ19dn1qxZRY53f/DgQYn7jxgxAnNzc8aPH8/FixeV0u/fvy/1wLRt2xZ1dXXCwsIUWtnXrl3LkydP8PT0LPFY/8SbKzstXboUKHhWCfxfL8Dr9Xny5Anr1q0r03H//vtvhZ91dXWpWbOmNNzH3Nyc+vXrExUVpbDiUHJyMgcOHKBTp05lOn6h48ePc+3aNQYNGkTPnj2VXr169eLw4cPcvn27VJ+5khTWefHixQrbFy5cCCC9v48fP1Yqr3B1rcLr8+b1q1ChAvXq1VPIU1oTJkxg+vTpBAQEFJunUaNGmJiYsHLlSoXyf/nlF1JTU6W6v/6+vT5MLjY2lpSUFIUyvb29efXqlTS88XUvX74s8Yn0b56/uro6tWvXRi6Xl7ialPD+iR4LQRAE4YP6/fff2bVrF1DQAv7kyRPp5tnR0REvL69i942NjWX69Ol06dKFZs2aoaury5UrV/j+++/Jzc1lxowZUt6wsDCaN29OgwYNGDZsGNbW1ly7do09e/aQlJQEwMyZM4mNjaV58+aMHDkSVVVVIiIiyM3NZd68eW89F319fVasWEH//v1p0KABvXv3xtjYmBs3brBnzx5cXV0JDw8vdv+KFSuyY8cOOnXqRP369RWevH327Fk2bdqEs7MzUBAsTZkyhaCgIDp06ECXLl1IS0tj+fLlNG7cmC+//PKt9X1XV69epUuXLnTo0IETJ06wceNG+vbti6OjIwDt27eXWsaHDx9OVlYWq1evxsTEhDt37vzj49auXRt3d3caNmxIpUqVSEhI4IcffmDUqFFSnu+++46OHTvi7OzM4MGDef78OUuXLsXAwEDhc1AW0dHRqKioFBu0denShalTp7J582a++eabUn3miuPo6MjAgQNZtWoVGRkZuLm5cfr0aaKioujWrRutWrUCICoqiuXLl9O9e3dq1KjB06dPWb16Nfr6+lJwMmTIEB49ekTr1q2pUqUK169fZ+nSpdSvX1+hN6Q0HB0dpfe7OGpqasydO5dBgwbh5uZGnz59uHfvHkuWLMHKykphCNns2bPx9PSkefPm+Pr68ujRI+mZE4VL20LBXJLhw4cze/ZskpKSaN++PWpqaly6dIlt27axZMmSYpdpbt++PWZmZri6umJqakpqairh4eEKE/CFf0m5rUclCIIg/E8rXJK1pGUwX89X1Ov1JUeLcuXKFXlgYKC8WbNmchMTE7mqqqrc2NhY7unpKS3H+brk5GR59+7d5YaGhnJNTU25ra2tPCAgQCHP2bNn5R4eHnJdXV25tra2vFWrVvLffvvtnc7t8OHDcg8PD7mBgYFcU1NTXqNGDbmPj488ISGhxPMpdPv2bfm4cePktWrVkmtqasq1tbXlDRs2lIeGhsqfPHmikDc8PFxuZ2cnV1NTk5uamsq/+uor+ePHjxXyuLm5FbncZrVq1YpcxpX/v8RoocLlRFNSUuQ9e/aU6+npyStWrCgfNWqUwnKicrlcvmvXLnm9evXkmpqacisrK/ncuXPl33//vRyQX7169a3HLkx7/b2fOXOmvEmTJnJDQ0O5lpaW3M7OTh4aGip/8eKFwn4HDx6Uu7q6yrW0tOT6+vpyLy8veUpKikKeN5dGLVT4nr5ex9e9ePFCbmRkJG/RokWR6YWsra3lTk5O0s9v+8wVVx+5XC7Py8uTBwUFya2treVqamryqlWryqdMmSLPycmR8pw9e1bep08fuaWlpVxDQ0NuYmIi79y5s8Jn7YcffpC3b99ebmJiIldXV5dbWlrKhw8fLr9z506J5yKXK38WilLcOWzZskXu5OQk19DQkFeqVEner18/+V9//aW0/48//ii3t7eXa2hoyGvXri3fvn27fODAgUUuPb1q1Sp5w4YN5VpaWnI9PT153bp15RMnTpTfvn1byvPmcrMRERHyli1byo2MjOQaGhryGjVqyP39/ZW+S8KHJ5PLS9FfJwiCIAjCf1bhA+oePHhQ7Lh6QRCEtxFzLARBEARBEARBKDMRWAiCIAiCIAiCUGYisBAEQRAEQRAEoczEHAtBEARBEARBEMpM9FgIgiAIgiAIglBmIrAQBEEQBEEQBKHMxAPyBEH4pOTn53P79m309PSQyWTlXR1BEARB+KjJ5XKePn2KhYUFFSqU3CchAgtBED4pt2/fpmrVquVdDUEQBEH4n3Lz5k2qVKlSYh4RWAiC8EnR09MDCn5B6uvrl3NtBEEQBOHjlpmZSdWqVaW/nyURgYUgCJ+UwuFP+vr6IrAQBEEQhFIqzfBhEVgIgvBJ+txpFKoq6uVdDUEQBKEM9l1cU95VEF4jVoUSBEEQBEEQBKHMRGAhCIIgCIIgCEKZicBCEARBEARB+M+ysrJCJpMpvfz8/KQ8J06coHXr1ujo6KCvr0/Lli15/vx5ieXeunWLL7/8EiMjI7S0tKhbty4JCQlSulwuJzAwEHNzc7S0tGjbti2XLl2S0nNzc+nfvz/6+vrUqlWLgwcPKpT/3Xff8fXXX7+nq/DvEIHFe+bu7s7YsWPLuxolsrKyYvHixeVdjQ8iMjISQ0PD916uTCZj586d773c4vz999+YmJhw7dq1f+2YH5u3fU4fPnyIiYkJf/31179XKUEQBOF/zpkzZ7hz5470io2NBeCLL74ACoKKDh060L59e06fPs2ZM2cYNWpUic9sePz4Ma6urqipqfHLL7+QkpLCggULqFixopRn3rx5hIWFsXLlSk6dOoWOjg4eHh7k5OQAsGrVKhITEzlx4gTDhg2jb9++yOVyAK5evcrq1asJDQ39UJflgxCBxXu2fft2QkJCSp3/2rVryGQykpKSPlylPoDt27fTrl07jI2N0dfXx9nZmf3795d6/xkzZii1HNjZ2ZW4z5EjR4pscZDJZJw5c6asp/TB+fj40K1bt1LlDQ0NpWvXrlhZWUnbbty4gaenJ9ra2piYmODv78/Lly9LLOfixYt07dqVypUro6+vT/PmzTl8+HAZzuLjUblyZQYMGMD06dPLuyqCIAjCR8zY2BgzMzPptXv3bmrUqIGbmxsA48aNY/To0UyePBkHBwdsbW3x9vZGQ0Oj2DLnzp1L1apVWbduHU2aNMHa2pr27dtTo0YNoKC3YvHixUybNo2uXbtSr1491q9fz+3bt6WGytTUVLp06YKDgwN+fn48ePCAhw8fAvDVV18xd+7c/7nVC0Vg8Z5VqlSpVOv8fgh5eXn/2rF+/fVX2rVrx969e0lMTKRVq1Z4eXlx7ty5Upfh4OCg0IJw7NixEvO7uLgo5L9z5w5DhgzB2tqaRo0alfWUPhrZ2dmsXbuWwYMHS9tevXqFp6cnL1684LfffiMqKorIyEgCAwNLLKtz5868fPmSQ4cOkZiYiKOjI507d+bu3bsf+jT+FYMGDSI6OppHjx6Vd1UEQRCE/wEvXrxg48aN+Pr6IpPJuH//PqdOncLExAQXFxdMTU1xc3N76z3Jrl27aNSoEV988QUmJiY4OTmxevVqKf3q1avcvXuXtm3bStsMDAxo2rQpJ06cAMDR0ZFjx47x/Plz9u/fj7m5OZUrVyY6OhpNTU26d+/+YS7CByQCi/fszaFQVlZWzJo1C19fX/T09LC0tGTVqlVSurW1NQBOTk7IZDLc3d2ltDVr1mBvb4+mpiZ2dnYsX75cSivs6diyZQtubm5oamoSHR0ttYrPnz8fc3NzjIyM8PPzKzHokMlkRERE0LlzZ7S1tbG3t+fEiRNcvnwZd3d3dHR0cHFxIT09Xdpn8eLFTJw4kcaNG2NjY8OsWbOwsbHh559/LvW1UlVVVWhBqFy5con51dXVFfIbGRnx008/MWjQIKW1lXfu3ImNjQ2ampp4eHhw8+bNt9bn+++/x8HBAQ0NDczNzRk1apRC+sOHD+nevTva2trY2Niwa9cuKe3Vq1cMHjwYa2trtLS0sLW1ZcmSJVL6jBkziIqK4qeffpJ6WY4cOVJkPfbu3YuGhgbNmjWTth04cICUlBQ2btxI/fr16dixIyEhISxbtowXL14UWc7Dhw+5dOkSkydPpl69etjY2DBnzhyys7NJTk4u8VocO3aMFi1aoKWlRdWqVRk9ejTPnj2T0q2srAgJCaFPnz7o6Ojw2WefsWzZMoUybty4QdeuXdHV1UVfXx9vb2/u3bunkOfnn3+mcePGaGpqUrlyZaVfotnZ2cV+d6AgOLWwsGDHjh0lno8gCIIgQMH9QUZGBj4+PgBcuXIFKPg7PXToUPbt20eDBg1o06aNwnyIN125coUVK1ZgY2PD/v37+eqrrxg9ejRRUVEAUgOeqampwn6mpqZSmq+vL46OjtSuXZvQ0FC2bt3K48ePCQwMZOnSpUybNo2aNWvi4eHBrVu33vel+CBEYPEvWLBgAY0aNeLcuXOMHDmSr776irS0NABOnz4NwMGDB7lz5w7bt28HIDo6msDAQEJDQ0lNTWXWrFkEBARIH9hCkydPZsyYMaSmpuLh4QHA4cOHSU9P5/Dhw1LLdmRkZIl1DAkJYcCAASQlJWFnZ0ffvn0ZPnw4U6ZMISEhAblcrnSj/br8/HyePn1KpUqVSn1dLl26hIWFBdWrV6dfv37cuHGj1PtCQWvB33//zaBBgxS2Z2dnExoayvr16zl+/DgZGRn07t27xLJWrFiBn58fw4YN448//mDXrl3UrFlTIU9QUBDe3t78/vvvdOrUiX79+kkt5fn5+VSpUoVt27aRkpJCYGAg3377LVu3bgVgwoQJeHt706FDB6m3xcXFpci6HD16lIYNGypsO3HiBHXr1lX4BeXh4UFmZiYXLlwoshwjIyNsbW1Zv349z5494+XLl0RERGBiYqJU/uvS09Pp0KEDPXr04Pfff2fLli0cO3ZM6f3/7rvvcHR05Ny5c9LnsHDcan5+Pl27duXRo0fEx8cTGxvLlStX6NWrl7T/nj176N69O506deLcuXPExcXRpEkThWOU9N0p1KRJE44ePVrs+eTm5pKZmanwEgRBED5Na9eupWPHjlhYWAAFf68Ahg8fzqBBg3BycmLRokXY2try/fffF1tOfn4+DRo0YNasWTg5OTFs2DCGDh3KypUrS10XNTU1li1bxtWrVzlz5gzNmzdn/PjxjB49mnPnzrFz507Onz9Ps2bNGD16dNlO/F8iHpD3L+jUqRMjR44EYNKkSSxatIjDhw9ja2uLsbExUHATaGZmJu0zffp0FixYwOeffw4U9GykpKQQERHBwIEDpXxjx46V8hSqWLEi4eHhqKioYGdnh6enJ3FxcQwdOrTYOg4aNAhvb2+pjs7OzgQEBEjBypgxY5Ru4F83f/58srKypDLepmnTpkRGRmJra8udO3cICgqiRYsWJCcnl3oo2dq1a/Hw8KBKlSoK2/Py8ggPD6dp06YAREVFYW9vz+nTp5VuXAvNnDmT8ePHM2bMGGlb48aNFfL4+PjQp08fAGbNmkVYWBinT5+mQ4cOqKmpERQUJOW1trbmxIkTbN26FW9vb3R1ddHS0iI3N1fhfS7K9evXpV94he7evVtkq0dhWlFkMhkHDx6kW7du6OnpUaFCBUxMTNi3b5/C5LI3zZ49m379+kk9bzY2NoSFheHm5saKFSvQ1NQEwNXVlcmTJwNQq1Ytjh8/zqJFi2jXrh1xcXH88ccfXL16lapVqwKwfv16HBwcOHPmDI0bNyY0NJTevXsrXDdHR0eFupT03SlkYWFR4hC82bNnKxxDEARB+DRdv36dgwcPSo24AObm5gDUrl1bIa+9vX2JDZ7m5uZF7vPjjz8CSH/r7927Jx2j8Of69esXWebhw4e5cOECa9aswd/fn06dOqGjo4O3tzfh4eGlP9FyJHos/gX16tWT/i+TyTAzM+P+/fvF5n/27Bnp6ekMHjwYXV1d6TVz5kyF4UhAkXMLHBwcUFFRkX42Nzcv8Xhv1rHwhrVu3boK23Jycops7Y2JiSEoKIitW7diYmJS4nEKdezYkS+++IJ69erh4eHB3r17ycjIkFr4R4wYoXDub/rrr7/Yv3+/wjyEQqqqqgpBgZ2dHYaGhqSmpnLjxg2FcmfNmsX9+/e5ffs2bdq0KbHOr1+jwuXoXr+uy5Yto2HDhhgbG6Orq8uqVaveuRcG4Pnz59LNe1nI5XL8/PwwMTHh6NGjnD59mm7duuHl5cWdO3eAgs9K4bXo2LEjAOfPnycyMlLhOnl4eJCfn8/Vq1el8p2dnRWO5+zsTGpqKlAwIa1q1apSUAEFv7QL3weApKSkd7rmxX13tLS0yM7OLraMKVOm8OTJE+lVmmFxgiAIwn/PunXrMDExwdPTU9pmZWWFhYWFUm/4xYsXqVatWrFlubq6lriPtbU1ZmZmxMXFSemZmZmcOnVK6e8nQE5ODn5+fkRERKCiosKrV6+kYex5eXm8evXq3U+4HIgei3+Bmpqaws8ymUzqeitKVlYWAKtXr5Za3Qu9HjBAwQ1uWY/35j6F8xWK2vZmOZs3b2bIkCFs27ZNYYLSuzI0NKRWrVpcvnwZgODgYCZMmFBs/nXr1mFkZESXLl3e6TgWFhYKK3BVqlRJ6XoVp6TrunnzZiZMmMCCBQtwdnZGT0+P7777jlOnTr1T/aBgtaPHjx8rbDMzM5OGzRUqnK9QXA/IoUOH2L17N48fP5ZWlVi+fDmxsbFERUUxefJk9u7dK/3i0tLSAgo+f8OHDy+y29XS0vKdz6c4hccrSWk+y48ePZJ6/oqioaFR4soegiAIwn9ffn4+69atY+DAgaiq/t/tr0wmw9/fn+nTp+Po6Ej9+vWJiorizz//5IcffpDytWnThu7du0vDgseNG4eLiwuzZs3C29ub06dPs2rVKmkuoEwmY+zYscycORMbGxusra0JCAjAwsKiyBUiQ0JC6NSpE05OTkBB4OLv78+gQYMIDw/H1dX1A16d90cEFuVMXV0dQCESNTU1xcLCgitXrtCvX7/yqtpbbdq0CV9fXzZv3qwQ/f8TWVlZpKen079/fwBMTEyK7f2Qy+WsW7eOAQMGFBkUvHz5koSEBGnYU1paGhkZGdjb26Oqqqo0dwIKWizi4uJo1arVP6r/8ePHcXFxkYbtAEq9S+rq6qVqcXBycmLjxo0K25ydnQkNDeX+/fvSdYmNjUVfX1+pK7ZQYSv+m+twV6hQQbo5L6o1pkGDBqSkpBR5nV538uRJpZ/t7e2Bgu7gmzdvcvPmTanXIiUlhYyMDKm+9erVIy4ursQhdqWRnJyssOiBIAiCILzp4MGD3LhxA19fX6W0sWPHkpOTw7hx43j06BGOjo7ExsZKS8dCwd/0wqVgoWC49I4dO5gyZQrBwcFYW1uzePFihfu2iRMn8uzZM4YNG0ZGRgbNmzdn3759SqMSkpOT2bp1q0LDZ8+ePTly5AgtWrTA1taWmJiY93g1PhwRWJQzExMTtLS02LdvH1WqVEFTUxMDAwOCgoIYPXo0BgYGdOjQgdzcXBISEnj8+DHffPNNeVebmJgYBg4cyJIlS2jatKk0zl9LSwsDA4O37j9hwgS8vLyoVq0at2/fZvr06aioqEhzGEpy6NAhrl69ypAhQ4pMV1NT4+uvvyYsLAxVVVVGjRpFs2bNip1fAQWrQYwYMQITExM6duzI06dPOX78eKmfeGljY8P69evZv38/1tbWbNiwgTNnzkirfkFB8LJ//37S0tIwMjLCwMCgyMDIw8ODKVOm8PjxY2kuRPv27alduzb9+/dn3rx53L17l2nTpuHn5ye1xp8+fZoBAwYQFxfHZ599hrOzMxUrVmTgwIEEBgaipaXF6tWruXr1aomB4KRJk2jWrBmjRo1iyJAh6OjokJKSQmxsrMIYz+PHjzNv3jy6detGbGws27ZtY8+ePQC0bduWunXr0q9fPxYvXszLly8ZOXIkbm5u0vC96dOn06ZNG2rUqEHv3r15+fIle/fuZdKkSaW65lAQPCUmJjJr1qxS7yMIgiB8etq3by89fK4okydPluYNFqWoB9Z27tyZzp07F7uPTCYjODiY4ODgEutWp04dpRWoKlSowPLlyxVWBP1fIOZYlDNVVVXCwsKIiIjAwsKCrl27AjBkyBDWrFnDunXrqFu3Lm5ubkRGRircqJanVatW8fLlS/z8/DA3N5der09+Lslff/1Fnz59pIfQGBkZcfLkyRKHtBRau3YtLi4uxT5QT1tbm0mTJtG3b19cXV3R1dVly5YtJZY5cOBAFi9ezPLly3FwcKBz584lLjP3puHDh/P555/Tq1cvmjZtyt9//63QewEwdOhQbG1tadSoEcbGxhw/frzIsurWrUuDBg2k+SZQMARu9+7dqKio4OzszJdffsmAAQMUflllZ2eTlpYmDW2qXLky+/btIysri9atW9OoUSOOHTvGTz/9pDRJ+nX16tUjPj6eixcv0qJFC5ycnAgMDFSaUD5+/HgSEhJwcnJi5syZLFy4UJrsL5PJ+Omnn6hYsSItW7akbdu2VK9eXeF9cHd3Z9u2bezatYv69evTunVrpeFeb/PTTz9haWlJixYt3mk/QRAEQRDeP5m8pPBNEIRysWfPHvz9/UlOTlYayvQxsLKyYuzYsQrPbCkPhUvw9e3bt9T7ZGZmYmBgQJvq/VFVUf+AtRMEQRA+tH0X15R3Ff7zCv9uPnny5K1PAhdDoQThI+Tp6cmlS5e4deuWwspKwv95+PAhn3/+eamGzwmCIAiC8OGJwEJ4727cuFHshGIomMT7PlcX+q8q796Aj13lypWZOHFieVdDEARBEIT/TwyFEt67ly9fFjnJqZCVlZXCUm+C8G96ly5dQRAEQfjUiaFQQrkqbklXQRAEQRAE4b/r45sVKgiCIAiCIAjC/xwRWAiCIAiCIAiCUGYisBAEQRAEQRAEoczEHAtBED5JX7QPQE1Vo7yrIQiCIHwEdh+bV95V+E8QPRaCIAiCIAiCIJSZCCwEQRAEQRAEQSgzEVgIgiAIgiAIQglevXpFQEAA1tbWaGlpUaNGDUJCQnj9cXByuZzAwEDMzc3R0tKibdu2XLp0qcRyZ8+eTePGjdHT08PExIRu3bqRlpamkOfu3bv0798fMzMzdHR0aNCgAT/++KOUnpubS//+/dHX16dWrVocPHhQYf/vvvuOr7/++j1chbf7JAILd3f3j/4pxlZWVixevLi8q/FBREZGYmho+N7Llclk7Ny5872X+7Fo2bIlMTEx5V2NcuPj40O3bt1KzNOsWTOFX66CIAiC8CHMnTuXFStWEB4eTmpqKnPnzmXevHksXbpUyjNv3jzCwsJYuXIlp06dQkdHBw8PD3JycootNz4+Hj8/P06ePElsbCx5eXm0b9+eZ8+eSXkGDBhAWloau3bt4o8//uDzzz/H29ubc+fOAbBq1SoSExM5ceIEw4YNo2/fvlLAc/XqVVavXk1oaOgHujKKPonAYvv27YSEhJQ6/7Vr15DJZCQlJX24Sn0A27dvp127dhgbG6Ovr4+zszP79+8v9f4zZsxAJpMpvOzs7Erc58iRI0r7FL7OnDlT1lP64Epz81po9OjRNGzYEA0NDerXr/9B67Vr1y7u3btH7969pW05OTn4+flhZGSErq4uPXr04N69eyWWk5WVxahRo6hSpQpaWlrUrl2blStXftC6/5umTZvG5MmTyc/PL++qCIIgCP9hv/32G127dsXT0xMrKyt69uxJ+/btOX36NFDQW7F48WKmTZtG165dqVevHuvXr+f27dslNoLu27cPHx8fHBwccHR0JDIykhs3bpCYmKhw7K+//pomTZpQvXp1pk2bhqGhoZQnNTWVLl264ODggJ+fHw8ePODhw4cAfPXVV8ydO/etT8x+Xz6JwKJSpUro6emVy7Hz8vL+tWP9+uuvtGvXjr1795KYmEirVq3w8vKSItrScHBw4M6dO9Lr2LFjJeZ3cXFRyH/nzh2GDBmCtbU1jRo1KuspfXR8fX3p1avXBz9OWFgYgwYNokKF//uKjhs3jp9//plt27YRHx/P7du3+fzzz0ss55tvvmHfvn1s3LiR1NRUxo4dy6hRo9i1a9eHPoV/RceOHXn69Cm//PJLeVdFEARB+A9zcXEhLi6OixcvAnD+/HmOHTtGx44dgYKegbt379K2bVtpHwMDA5o2bcqJEydKfZwnT54ABfeurx97y5YtPHr0iPz8fDZv3kxOTg7u7u4AODo6cuzYMZ4/f87+/fsxNzencuXKREdHo6mpSffu3ct6+qX2SQQWbw6FsrKyYtasWfj6+qKnp4elpSWrVq2S0q2trQFwcnJCJpNJbxzAmjVrsLe3R1NTEzs7O5YvXy6lFfZ0bNmyBTc3NzQ1NYmOjpZaxefPn4+5uTlGRkb4+fmVGHTIZDIiIiLo3Lkz2tra2Nvbc+LECS5fvoy7uzs6Ojq4uLiQnp4u7bN48WImTpxI48aNsbGxYdasWdjY2PDzzz+X+lqpqqpiZmYmvSpXrlxifnV1dYX8RkZG/PTTTwwaNAiZTKaQd+fOndjY2KCpqYmHhwc3b958a32+//57HBwc0NDQwNzcnFGjRimkP3z4kO7du6OtrY2NjY3CDfOrV68YPHiwNB7S1taWJUuWSOkzZswgKiqKn376SeplOXLkSLF1CQsLw8/Pj+rVqxeZXjjka/fu3dja2qKtrU3Pnj3Jzs4mKioKKysrKlasyOjRo3n16lWxx3nw4AGHDh3Cy8tL2vbkyRPWrl3LwoULad26NQ0bNmTdunX89ttvnDx5stiyfvvtNwYOHIi7uztWVlYMGzYMR0dHqYWlODdv3sTb2xtDQ0MqVapE165duXbtmpRe+JkOCgqSeshGjBjBixcvpDy5ubmMHj0aExMTNDU1ad68uVIv1oULF+jcuTP6+vro6enRokULhc80UOL3RkVFhU6dOrF58+YSz0cQBEEQymLy5Mn07t0bOzs71NTUcHJyYuzYsfTr1w8omAcBYGpqqrCfqamplPY2+fn5jB07FldXV+rUqSNt37p1K3l5eRgZGaGhocHw4cPZsWMHNWvWBAoaPR0dHalduzahoaFs3bqVx48fExgYyNKlS5k2bRo1a9bEw8ODW7duvY/LUaxPIrAoyoIFC2jUqBHnzp1j5MiRfPXVV9JkmcKbroMHD3Lnzh22b98OQHR0NIGBgYSGhpKamsqsWbMICAggKipKoezJkyczZswYUlNT8fDwAODw4cOkp6dz+PBhoqKiiIyMJDIyssQ6hoSEMGDAAJKSkrCzs6Nv374MHz6cKVOmkJCQgFwuV7rRfl1+fj5Pnz5ViHrf5tKlS1hYWFC9enX69evHjRs3Sr0vFAzh+fvvvxk0aJDC9uzsbEJDQ1m/fj3Hjx8nIyNDYZhPUVasWIGfnx/Dhg3jjz/+YNeuXdKXqFBQUBDe3t78/vvvdOrUiX79+vHo0SOg4PyrVKnCtm3bSElJITAwkG+//ZatW7cCMGHCBLy9venQoYPU2+Li4vJO5/um7OxswsLC2Lx5M/v27ePIkSN0796dvXv3snfvXjZs2EBERAQ//PBDsWUcO3ZMCiYLJSYmkpeXp9ASYmdnh6WlZYktIS4uLuzatYtbt24hl8s5fPgwFy9epH379sXuk5eXh4eHB3p6ehw9epTjx4+jq6tLhw4dFAKHuLg4UlNTOXLkCJs2bWL79u0EBQVJ6RMnTuTHH38kKiqKs2fPSr/UCt+fW7du0bJlSzQ0NDh06BCJiYn4+vry8uVLqYzSfG+aNGnC0aNHiz2f3NxcMjMzFV6CIAiC8C62bt1KdHQ0MTExnD17lqioKObPn690D1gWfn5+JCcnKzWWBQQEkJGRwcGDB0lISOCbb77B29ubP/74AwA1NTWWLVvG1atXOXPmDM2bN2f8+PGMHj2ac+fOsXPnTs6fP0+zZs0YPXr0e6tvUT7ZB+R16tSJkSNHAjBp0iQWLVrE4cOHsbW1xdjYGAAjIyPMzMykfaZPn86CBQuk4SfW1takpKQQERHBwIEDpXxjx45VGqJSsWJFwsPDUVFRwc7ODk9PT+Li4hg6dGixdRw0aBDe3t5SHZ2dnQkICJCClTFjxijdwL9u/vz5ZGVlSWW8TdOmTYmMjMTW1pY7d+4QFBREixYtSE5OLvVQsrVr1+Lh4UGVKlUUtufl5REeHk7Tpk0BiIqKwt7entOnT9OkSZMiy5o5cybjx49nzJgx0rbGjRsr5PHx8aFPnz4AzJo1i7CwME6fPk2HDh1QU1NTuNG1trbmxIkTbN26FW9vb3R1ddHS0iI3N1fhfS6LvLw8VqxYQY0aNQDo2bMnGzZs4N69e+jq6lK7dm1atWrF4cOHix1Sdf36dUxNTRWGQd29exd1dXWlSfBvawlZunQpw4YNo0qVKqiqqlKhQgVWr15Ny5Yti91ny5Yt5Ofns2bNGqnXad26dRgaGnLkyBEpKFFXV+f7779HW1sbBwcHgoOD8ff3JyQkhOfPn7NixQoiIyOlbuLVq1cTGxvL2rVr8ff3Z9myZRgYGLB582bU1NQAqFWrlkJdSvO9sbCw4ObNm+Tn5ytcs0KzZ89W+BwIgiAIwrvy9/eXei0A6taty/Xr15k9ezYDBw6U7iPu3buHubm5tN+9e/dKNS9z1KhR7N69m19//VXhHio9PZ3w8HCSk5NxcHAACoY+HT16lGXLlhU5b/Lw4cNcuHCBNWvW4O/vT6dOndDR0cHb25vw8PCyXIa3+mR7LOrVqyf9XyaTYWZmxv3794vN/+zZM9LT0xk8eDC6urrSa+bMmUpDN4qaW+Dg4ICKior0s7m5eYnHe7OOhV1rdevWVdiWk5NTZAtsTEwMQUFBbN26FRMTkxKPU6hjx4588cUX1KtXDw8PD/bu3UtGRobUwj9ixAiFc3/TX3/9xf79+xk8eLBSmqqqqkJQYGdnh6GhIampqdy4cUOh3FmzZnH//n1u375NmzZtSqzz69dIR0cHfX19heu6bNkyGjZsiLGxMbq6uqxateqtvTAdO3aU6lL4JS4tbW1tKaiAgvfIyspK4XqZmpqW+N4/f/4cTU3NdzpucZYuXcrJkyfZtWsXiYmJLFiwAD8/P2kpuqLe0/Pnz3P58mX09PSk7ZUqVSInJ0fhs+7o6Ii2trb0s7OzM1lZWdy8eZP09HTy8vJwdXWV0tXU1GjSpAmpqakAJCUl0aJFCymoKEppvjdaWlrk5+eTm5tbZBlTpkzhyZMn0qs0Q/AEQRAE4XXZ2dlKjVcqKirS4iHW1taYmZkRFxcnpWdmZnLq1CmcnZ2LLbdw9MmOHTs4dOiQNBz/9eMCJR77dYULvURERKCiosKrV6+kIcR5eXklDsV+Hz7ZHos3b2ZkMlmJK8tkZWUBBa2uha3uhV6/8YGCG9yyHu/NfQpbjova9mY5mzdvZsiQIWzbtk1h6My7MjQ0pFatWly+fBmA4OBgJkyYUGz+devWYWRkRJcuXd7pOBYWFgorcFWqVKnEm83XlXRdN2/ezIQJE1iwYAHOzs7o6enx3XffcerUqRLLXLNmDc+fPy+y/H9Sn3d97ytXrszjx48VtpmZmfHixQsyMjIUei3u3btXbG/L8+fP+fbbb9mxYweenp5AQSCWlJTE/Pnzadu2bZHvaVZWFg0bNiQ6OlqpzMLevPdBS0vrrXlKc+0ePXqEjo5OseVpaGigoaHxzysqCIIgfPK8vLwIDQ3F0tISBwcHzp07x8KFC/H19QUK/j6NHTuWmTNnYmNjg7W1NQEBAVhYWCisPtmmTRu6d+8uDWX38/MjJiaGn376CT09PWkUgoGBAVpaWtjZ2VGzZk2GDx/O/PnzMTIyYufOncTGxrJ7926leoaEhNCpUyecnJwAcHV1xd/fn0GDBhEeHq7Q4PchfLKBRUnU1dUBFKI6U1NTLCwsuHLlijRR52O0adMmfH192bx5s3Qz+U9lZWWRnp5O//79ATAxMSm290Mul7Nu3ToGDBhQ5M34y5cvSUhIkIY9paWlkZGRgb29PaqqqkpzJ6Bgkn1cXBytWrX6R/U/fvw4Li4u0pA3QKl3SV1dXSl6/+yzz/7R8d4XJycn7t69y+PHj6lYsSIADRs2RE1Njbi4OHr06AEUXMMbN24U2xKSl5dHXl5eia0cRb2nDRo0YMuWLZiYmJS4PN358+d5/vy5dEN/8uRJdHV1qVq1KpUrV0ZdXZ3jx49TrVo1qT5nzpyRFlKoV68eUVFR5OXlvXMA97rk5GTpF6ggCIIgfAhLly4lICCAkSNHcv/+fSwsLBg+fDiBgYFSnokTJ/Ls2TOGDRtGRkYGzZs3Z9++fQqjENLT06WlYKFgPimgsFAQFDTW+vj4oKamxt69e5k8eTJeXl5kZWVRs2ZNoqKi6NSpk8I+ycnJbN26VaGxtmfPnhw5coQWLVpga2v7wZ+PJQKLIpiYmKClpcW+ffuoUqUKmpqaGBgYEBQUxOjRozEwMKBDhw7k5uaSkJDA48eP+eabb8q72sTExDBw4ECWLFlC06ZNpahXS0sLAwODt+4/YcIEvLy8qFatGrdv32b69OmoqKhIcxhKcujQIa5evcqQIUOKTFdTU+Prr78mLCwMVVVVRo0aRbNmzYqdXwEFqzaNGDECExMTaVnR48ePl/rpkTY2Nqxfv579+/djbW3Nhg0bOHPmjEI3o5WVFfv37yctLQ0jIyMMDAyKvcm9fPkyWVlZ3L17l+fPn0tf3Nq1a0vB6Pvg5ORE5cqVOX78OJ07dwYKWi4GDx7MN998Q6VKldDX1+frr7/G2dmZZs2aSfva2dkxe/Zsunfvjr6+Pm5ubvj7+6OlpUW1atWIj49n/fr1LFy4sNjj9+vXj++++46uXbsSHBxMlSpVuH79Otu3b2fixInS2M8XL14wePBgpk2bxrVr15g+fTqjRo2iQoUK6Ojo8NVXX+Hv70+lSpWwtLRk3rx5ZGdnS0PlRo0axdKlS+nduzdTpkzBwMCAkydP0qRJE2xtbUt9vY4ePVriZHRBEARBKCs9PT0WL15c4sOMZTIZwcHBBAcHF5vn9RUWAYUndxfHxsamVA+DrVOnjtKTvitUqMDy5csVVjH9kD7ZORYlUVVVJSwsjIiICCwsLOjatSsAQ4YMYc2aNaxbt466devi5uZGZGSk0ni48rJq1SpevnyJn58f5ubm0uv1yc8l+euvv+jTpw+2trZ4e3tjZGTEyZMnSzX8Ze3atbi4uBT7QD1tbW0mTZpE3759cXV1RVdXly1btpRY5sCBA1m8eDHLly/HwcGBzp07K31hSjJ8+HA+//xzevXqRdOmTfn7778Vei8Ahg4diq2tLY0aNcLY2Jjjx48XW96QIUNwcnIiIiKCixcv4uTkhJOTE7dv3y51nUpDRUWFQYMGKQ1FWrRoEZ07d6ZHjx60bNkSMzMzacWyQmlpadIa2FAwHKxx48b069eP2rVrM2fOHEJDQxkxYkSxx9fW1ubXX3/F0tKSzz//HHt7ewYPHkxOTo5CD0abNm2wsbGhZcuW9OrViy5dujBjxgwpfc6cOfTo0YP+/fvToEEDLl++zP79+6VeGCMjIw4dOkRWVhZubm40bNiQ1atXv1Pvxa1bt/jtt99KXMRAEARBEIR/h0xemlBJEIR/1d27d3FwcODs2bPSUKKPiY+PDxkZGSU+TfTfMGnSJB4/fqzwHJq3yczMxMDAgPZNR6OmKuZeCIIgCLD72LzyrsJHq/Dv5pMnT976BG/RYyEIHyEzMzPWrl37zs8R+dSYmJgQEhJS3tUQBEEQBAExx+KTcePGDWrXrl1sekpKCpaWlv9ijYS3eX0VCaFo48ePL+8qCIIgCILw/4nA4hPx5pKuRaULQmm97anxgiAIgiB8esQcC0EQPinvMlZUEARBED51Yo6FIAiCIAiCIAj/KhFYCIIgCIIgCIJQZiKwEARBEARBEAShzERgIQiCIAiCIAhCmYlVoQRB+CT16D0bNTXxgDxBEAQB9v40o7yr8J8geiwEQRAEQRAEQSgzEVgIgiAIgiAIglBmIrAQBEEQBEEQhBK8evWKgIAArK2t0dLSokaNGoSEhPD64+DkcjmBgYGYm5ujpaVF27ZtuXTpUonlzp49m8aNG6Onp4eJiQndunUjLS1NIc/du3fp378/ZmZm6Ojo0KBBA3788UcpPTc3l/79+6Ovr0+tWrU4ePCgwv7fffcdX3/99Xu4Cm8nAot34O7uztixY8u7GiWysrJi8eLF5V2NcuPj40O3bt3ea5lHjhxBJpORkZHxXsstSVxcHPb29rx69epfO+bH5Nq1a8hkshKfFr9v3z7q169Pfn7+v1cxQRAE4ZM0d+5cVqxYQXh4OKmpqcydO5d58+axdOlSKc+8efMICwtj5cqVnDp1Ch0dHTw8PMjJySm23Pj4ePz8/Dh58iSxsbHk5eXRvn17nj17JuUZMGAAaWlp7Nq1iz/++IPPP/8cb29vzp07B8CqVatITEzkxIkTDBs2jL59+0oBz9WrV1m9ejWhoaEf6MooEoHFO9i+fTshISGlzl+am6OP0fbt22nXrh3Gxsbo6+vj7OzM/v37S73/jBkzkMlkCi87O7sS97l27RqDBw9WaAmYPn06L168UMj3+++/06JFCzQ1NalatSrz5s37R+dYHt4l6Js4cSLTpk1DRUVF2nbkyBEaNGiAhoYGNWvWJDIy8q3l7N+/n2bNmqGnp4exsTE9evTg2rVr/+wEPjIdOnRATU2N6Ojo8q6KIAiC8B/322+/0bVrVzw9PbGysqJnz560b9+e06dPAwW9FYsXL2batGl07dqVevXqsX79em7fvs3OnTuLLXffvn34+Pjg4OCAo6MjkZGR3Lhxg8TERIVjf/311zRp0oTq1aszbdo0DA0NpTypqal06dIFBwcH/Pz8ePDgAQ8fPgTgq6++Yu7cuW99Yvb7IgKLd1CpUiX09PTK5dh5eXn/2rF+/fVX2rVrx969e0lMTKRVq1Z4eXlJkXFpODg4cOfOHel17NixEvP/+eef5OfnExERwYULF1i0aBErV67k22+/lfJkZmbSvn17qlWrRmJiIt999x0zZsxg1apV//hcP0bHjh0jPT2dHj16SNuuXr2Kp6cnrVq1IikpibFjxzJkyJASA76rV6/StWtXWrduTVJSEvv37+fhw4d8/vnn/8Zp/Ct8fHwICwsr72oIgiAI/3EuLi7ExcVx8eJFAM6fP8+xY8fo2LEjUPA39+7du7Rt21bax8DAgKZNm3LixIlSH+fJkydAwT3n68fesmULjx49Ij8/n82bN5OTk4O7uzsAjo6OHDt2jOfPn7N//37Mzc2pXLky0dHRaGpq0r1797KefqmJwOIdvDkUysrKilmzZuHr64uenh6WlpYKN7nW1tYAODk5IZPJpA8AwJo1a7C3t0dTUxM7OzuWL18upRX2dGzZsgU3Nzc0NTWJjo6WhvnMnz8fc3NzjIyM8PPzKzHokMlkRERE0LlzZ7S1tbG3t+fEiRNcvnwZd3d3dHR0cHFxIT09Xdpn8eLFTJw4kcaNG2NjY8OsWbOwsbHh559/LvW1UlVVxczMTHpVrly5xPwdOnRg3bp1tG/fnurVq9OlSxcmTJjA9u3bpTzR0dG8ePGC77//HgcHB3r37s3o0aNZuHChUnlBQUFSj8uIESOUej7elJuby6RJk6hatarUI7B27VqFPImJiTRq1AhtbW1cXFwUxkCmp6fTtWtXTE1N0dXVpXHjxgpjHN3d3bl+/Trjxo2TenGKs3nzZtq1a4empqa0beXKlVhbW7NgwQLs7e0ZNWoUPXv2ZNGiRcWWk5iYyKtXr5g5cyY1atSgQYMGTJgwgaSkpLcGqqX5fG7evBkXFxc0NTWpU6cO8fHxCmXEx8fTpEkTNDQ0MDc3Z/Lkybx8+VJKz8/PZ968edSsWRMNDQ0sLS2VumqvXLlCq1at0NbWxtHRUemXs5eXFwkJCQqfX0EQBEF43yZPnkzv3r2xs7NDTU0NJycnxo4dS79+/YCCeRAApqamCvuZmppKaW+Tn5/P2LFjcXV1pU6dOtL2rVu3kpeXh5GRERoaGgwfPpwdO3ZQs2ZNAHx9fXF0dKR27dqEhoaydetWHj9+TGBgIEuXLmXatGnUrFkTDw8Pbt269T4uR7FEYFFGCxYsoFGjRpw7d46RI0fy1VdfSTechd1jBw8e5M6dO9JNcnR0NIGBgYSGhpKamsqsWbMICAggKipKoezJkyczZswYUlNT8fDwAODw4cOkp6dz+PBhoqKiiIyMfOuQmJCQEAYMGEBSUhJ2dnb07duX4cOHM2XKFBISEpDL5YwaNarY/fPz83n69KlC9Pw2ly5dwsLCgurVq9OvXz9u3LhR6n0LPXnyROGYJ06coGXLlqirq0vbPDw8SEtL4/Hjx9K2uLg4UlNTOXLkCJs2bWL79u0EBQWVeKwBAwawadMmwsLCSE1NJSIiAl1dXYU8U6dOZcGCBSQkJKCqqoqvr6+UlpWVRadOnYiLi+PcuXN06NABLy8v6by3b99OlSpVCA4OlnpxinP06FEaNWqksO3EiRMKrSCF515SK0jDhg2pUKEC69at49WrVzx58oQNGzbQtm1b1NTUit2vtJ9Pf39/xo8fz7lz53B2dsbLy4u///4bgFu3btGpUycaN27M+fPnWbFiBWvXrmXmzJnS/lOmTGHOnDkEBASQkpJCTEyM0i/kqVOnSsFQrVq16NOnj0JwYmlpiampKUePHi32fHJzc8nMzFR4CYIgCMK72Lp1K9HR0cTExHD27FmioqKYP3++0t/GsvDz8yM5OZnNmzcrbA8ICCAjI4ODBw+SkJDAN998g7e3N3/88QcAampqLFu2jKtXr3LmzBmaN2/O+PHjGT16NOfOnWPnzp2cP3+eZs2aMXr06PdW36KIB+SVUadOnRg5ciQAkyZNYtGiRRw+fBhbW1uMjY0BMDIywszMTNpn+vTpLFiwQBqSYm1tTUpKChEREQwcOFDKN3bsWKVhKxUrViQ8PBwVFRXs7Ozw9PQkLi6OoUOHFlvHQYMG4e3tLdXR2dmZgIAAKVgZM2YMgwYNKnb/+fPnk5WVJZXxNk2bNiUyMhJbW1vu3LlDUFAQLVq0IDk5udRDyS5fvszSpUuZP3++tO3u3btSL1ChwhvRu3fvUrFiRQDU1dX5/vvv0dbWxsHBgeDgYPz9/QkJCaFCBeVY+uLFi2zdupXY2Fjp5r169epK+UJDQ3FzcwMKgj5PT09ycnLQ1NTE0dERR0dHKW9ISAg7duxg165djBo1ikqVKqGiooKenp7CZ6Eo169fx8LCQmHb3bt3i2wFyczM5Pnz52hpaSmVY21tzYEDB/D29mb48OG8evUKZ2dn9u7dW+LxS/v5HDVqlDRca8WKFezbt4+1a9cyceJEli9fTtWqVQkPD5fm2Ny+fZtJkyYRGBjIs2fPWLJkCeHh4VKZNWrUoHnz5gp1mTBhAp6enkBBL5SDgwOXL19WmLNjYWHB9evXiz2f2bNnvzWwFARBEISS+Pv7S70WAHXr1uX69evMnj2bgQMHSn/b7927h7m5ubTfvXv3qF+//lvLHzVqFLt37+bXX3+lSpUq0vb09HTCw8NJTk7GwcEBKBj6dPToUZYtW8bKlSuVyjp8+DAXLlxgzZo1+Pv706lTJ3R0dPD29iY8PLwsl+GtRI9FGdWrV0/6v0wmw8zMjPv37xeb/9mzZ6SnpzN48GB0dXWl18yZM5WGc7zZag0Fcxden9Brbm5e4vHerGPhzWndunUVtuXk5BTZkhsTE0NQUBBbt27FxMSkxOMU6tixI1988QX16tXDw8ODvXv3kpGRwdatWwEYMWKEwrm/6datW3To0IEvvviixICpOI6Ojmhra0s/Ozs7k5WVxc2bN4mOjlY49tGjR0lKSkJFRUUKGorz+nUs/KVReO2zsrKYMGEC9vb2GBoaoqurS2pq6j/qqXn+/LnCMKh/6u7duwwdOpSBAwdy5swZ4uPjUVdXp2fPnsjlcm7cuKFwLWbNmvVOn09nZ2fp/6qqqjRq1IjU1FSgYCKZs7OzwpAvV1dXsrKy+Ouvv0hNTSU3N5c2bdqUeA4lXfNCWlpaZGdnF1vGlClTePLkifS6efPmW66cIAiCICjKzs5WapxUUVGRVia0trbGzMyMuLg4KT0zM5NTp04p/L18U+GokR07dnDo0CGlBtTCv28lHft1OTk5+Pn5ERERgYqKCq9evZKGP+fl5X3w1SZFj0UZvTmkRCaTlbj8ZVZWFgCrV6+madOmCmmvBwwAOjo6ZT7em/sU3ugVte3NcjZv3syQIUPYtm2b0jCcd2FoaEitWrW4fPkyAMHBwUyYMKHIvLdv36ZVq1a4uLgoTco2MzPj3r17CtsKf35bL0ChLl26KFz3zz77TGm95+KUdM0mTJhAbGws8+fPp2bNmmhpadGzZ8+3zu0oSuXKlRWGdkHx566vr19kbwXAsmXLMDAwUFg5a+PGjVStWpVTp07RqFEjhRXLKlWq9E6fz7Iors5vKs3n9NGjR1LvYFE0NDTQ0ND4B7UUBEEQhAJeXl6EhoZiaWmJg4MD586dY+HChdKwaJlMxtixY5k5cyY2NjZYW1sTEBCAhYWFwjL4bdq0oXv37tIQdD8/P2JiYvjpp5/Q09OT5mMYGBigpaWFnZ0dNWvWZPjw4cyfPx8jIyN27txJbGwsu3fvVqpnSEgInTp1wsnJCSho1PP392fQoEGEh4fj6ur6Qa+TCCw+oMK5AK9Hh6amplhYWHDlyhVpws/HaNOmTfj6+rJ582ZpKMo/lZWVRXp6Ov379wfAxMSkyN6PW7du0apVKxo2bMi6deuUonNnZ2emTp1KXl6edMMZGxuLra2tNAwKClZqeH140MmTJ9HV1aVq1apUqFBBaThW3bp1yc/PJz4+/h8HUMePH8fHx0daeSErK0tpWVd1dfVStRQ4OTmRkpKisK2oIUyxsbEltoIU17oCBTfnqqqq0sSv15X283ny5ElatmwJwMuXL0lMTJR+Udrb2/Pjjz8il8ulgOD48ePo6elRpUoVTExM0NLSIi4ujiFDhpR4nJLk5OSQnp4u/QIVBEEQhA9h6dKlBAQEMHLkSO7fv4+FhQXDhw8nMDBQyjNx4kSePXvGsGHDyMjIoHnz5uzbt09hFEJ6erq0FCwUDCUGFBb4AVi3bh0+Pj6oqamxd+9eJk+ejJeXF1lZWdSsWZOoqCg6deqksE9ycjJbt25VaDTs2bMnR44coUWLFtja2hITE/Mer4oyEVh8QIU3T/v27aNKlSpoampiYGBAUFAQo0ePxsDAgA4dOpCbm0tCQgKPHz/mm2++Ke9qExMTw8CBA1myZAlNmzaVomctLS0MDAzeuv+ECRPw8vKiWrVq3L59m+nTp6OiokKfPn2K3efWrVu4u7tTrVo15s+fz4MHD6S0wt6Ivn37EhQUxODBg5k0aRLJycksWbJEaWWkFy9eMHjwYKZNm8a1a9eYPn06o0aNKnJ+BRSs7jVw4EB8fX0JCwvD0dGR69evc//+/VLPK7GxsWH79u14eXkhk8kICAhQalm3srLi119/pXfv3mhoaBS7UpaHh4fSZLARI0YQHh7OxIkT8fX15dChQ2zdupU9e/ZIecLDw9mxY4fUDevp6cmiRYsIDg6mT58+PH36lG+//ZZq1aqVeCNe2s/nsmXLsLGxwd7enkWLFvH48WOp5WbkyJEsXryYr7/+mlGjRpGWlsb06dP55ptvqFChApqamkyaNImJEyeirq6Oq6srDx484MKFCwwePLhU1xwKghsNDY0SAyxBEARBKCs9PT0WL15c4vOoZDIZwcHBBAcHF5vnzUbH15/cXRwbGxuFJ20Xp06dOkpP+q5QoQLLly9XWN3xQxJzLD4gVVVVwsLCiIiIwMLCgq5duwIwZMgQ1qxZw7p166hbty5ubm5ERkYqjasrL6tWreLly5f4+flhbm4uvcaMGVOq/f/66y/69OmDra0t3t7eGBkZcfLkyRKHq8TGxnL58mXi4uKoUqWKwnELGRgYcODAAa5evUrDhg0ZP348gYGBDBs2TKGsNm3aYGNjQ8uWLenVqxddunRhxowZJdZ5xYoV9OzZk5EjR2JnZ8fQoUMVnnr5NgsXLqRixYq4uLjg5eWFh4cHDRo0UMgTHBzMtWvXqFGjRonXol+/fly4cEFhOVtra2v27NlDbGwsjo6OLFiwgDVr1kgT8AEePnyoMA+idevWxMTEsHPnTpycnOjQoQMaGhrs27evxKFIpf18zpkzhzlz5kjrZ+/atUsKlj777DP27t3L6dOncXR0ZMSIEVKwVyggIEB6D+3t7enVq9db5wu9adOmTfTr109hTo0gCIIgCOVDJi9NqCQIwr/K39+fzMxMIiIiyrsqSq5du4a1tTXnzp0r1UoXH8rDhw+xtbUlISHhnYLyzMxMDAwMaNtxMmpqYu6FIAiCAHt/mlHeVfhoFf7dfPLkyVuf4C16LAThIzR16lSqVav21on5n7Jr166xfPnyj6anTxAEQRA+dWKOhfBObty4Qe3atYtNT0lJwdLS8l+s0X+ToaEh3377bXlX46PWqFGjIpdkFgRBEAShfIihUMI7efnypdLEo9dZWVmhqiriVeHj9S5duoIgCILwqXuXv5viDlB4J8UtUSoIgiAIgiB82sQcC0EQBEEQBEEQykwEFoIgCIIgCIIglJkILARBEARBEARBKDMxx0IQhE9S52FzUVXXLO9qCIIgCO/ZofUB5V2FT5bosRAEQRAEQRAEocxEYCEIgiAIgiAIQpmJwEIQBEEQBEH4ZFhZWSGTyZRefn5+XLt2rcg0mUzGtm3bSlX+iBEjkMlkLF68WGH72bNnadeuHYaGhhgZGTFs2DCysrKk9EePHuHl5YWuri5OTk6cO3dOYX8/Pz8WLFhQ5vP/kERgIQgfobi4OOzt7Xn16lV5V6VcHDlyBJlMRkZGRrF5Vq5ciZeX179XKUEQBOE/4cyZM9y5c0d6xcbGAvDFF19QtWpVhbQ7d+4QFBSErq4uHTt2fGvZO3bs4OTJk1hYWChsv337Nm3btqVmzZqcOnWKffv2ceHCBXx8fKQ8oaGhPH36lLNnz+Lu7s7QoUOltJMnT3Lq1CnGjh37Xq7BhyICi3J28+ZNfH19sbCwQF1dnWrVqjFmzBj+/vvvcq3X+fPn6dOnD1WrVkVLSwt7e3uWLFny1v3c3d2LjPI9PT2LzWNqasoXX3zB9evXSyy7NDeb72LGjBnUr1//vZRVGlZWVkqtF8WZOHEi06ZNQ0VFRdp25MgRGjRogIaGBjVr1iQyMrLUx758+TJ6enoYGhq+W6U/Yr6+vpw9e5ajR4+Wd1UEQRCE/yHGxsaYmZlJr927d1OjRg3c3NxQUVFRSDMzM2PHjh14e3ujq6tbYrm3bt3i66+/Jjo6GjU1NYW03bt3o6amxrJly7C1taVx48asXLmSH3/8kcuXLwOQmppK7969qVWrFsOGDSM1NRWAvLw8RowYwcqVKxXuCz5GIrAoR1euXKFRo0ZcunSJTZs2cfnyZVauXElcXBzOzs48evSo3OqWmJiIiYkJGzdu5MKFC0ydOpUpU6YQHh5e4n7bt29XiPKTk5NRUVHhiy++UMg3dOhQ7ty5w+3bt/npp5+4efMmX3755Yc8pX8sLy/vXz3esWPHSE9Pp0ePHtK2q1ev4unpSatWrUhKSmLs2LEMGTKE/fv3v7W8vLw8+vTpQ4sWLT5ktf916urq9O3bl7CwsPKuiiAIgvA/6sWLF2zcuBFfX19kMplSemJiIklJSQwePLjEcvLz8+nfvz/+/v44ODgopefm5qKurk6FCv93662lpQUU/N0HcHR05NChQ7x8+ZL9+/dTr149AObNm4e7uzuNGjX6x+f5bxGBRTny8/NDXV2dAwcO4ObmhqWlJR07duTgwYPcunWLqVOnAhAeHk6dOnWk/Xbu3IlMJmPlypXStrZt2zJt2jTp559++okGDRqgqalJ9erVCQoK4uXLl1K6TCZjzZo1dO/eHW1tbWxsbNi1a5eU7uvry5IlS3Bzc6N69ep8+eWXDBo0iO3bt5d4TpUqVVKI8mNjY9HW1lYKLLS1tTEzM8Pc3JxmzZoxatQozp49+07XLzIyEkNDQ/bv34+9vT26urp06NCBO3fuSHmOHDlCkyZN0NHRwdDQEFdXV65fv05kZCRBQUGcP39e6jkp7AGQyWSsWLGCLl26oKOjQ2hoqHSs1xW+D6/7+eefady4MZqamlSuXJnu3bsDBb00169fZ9y4cdLxirN582batWuHpub/LYW6cuVKrK2tWbBgAfb29owaNYqePXuyaNGit16nadOmYWdnh7e391vzQsEvx9mzZ2NtbY2WlhaOjo788MMPUnphz9GePXuoV68empqaNGvWjOTkZIVyfvzxRxwcHNDQ0MDKykppXGhubi6TJk2iatWqUi/M2rVrFfIkJibSqFEjtLW1cXFxIS0tTSHdy8uLXbt28fz581KdmyAIgiC8bufOnWRkZCgMSXrd2rVrsbe3x8XFpcRy5s6di6qqKqNHjy4yvXXr1ty9e5fvvvuOFy9e8PjxYyZPngwg3bdMnjwZVVVVatSowY4dO1i7di2XLl0iKiqKgIAARowYQfXq1fH29ubJkyf//KQ/IBFYlJNHjx6xf/9+Ro4cKUWshczMzOjXrx9btmxBLpfj5uZGSkoKDx48ACA+Pp7KlStz5MgRoKBF+sSJE7i7uwNw9OhRBgwYwJgxY0hJSSEiIoLIyEhCQ0MVjhMUFIS3tze///47nTp1ol+/fiX2kjx58oRKlSq903muXbuW3r17o6OjU+K12Lp1K02bNn2nsgGys7OZP38+GzZs4Ndff+XGjRtMmDABgJcvX9KtWzfc3Nz4/fffOXHiBMOGDUMmk9GrVy/Gjx+Pg4OD1LvSq1cvqdwZM2bQvXt3/vjjD3x9fUtVlz179tC9e3c6derEuXPniIuLo0mTJkBBT06VKlUIDg6Wjleco0ePKrVKnDhxgrZt2yps8/Dw4MSJEyXW6dChQ2zbto1ly5aV6hwAZs+ezfr161m5ciUXLlxg3LhxfPnll8THxyvk8/f3Z8GCBZw5cwZjY2O8vLyk3p3ExES8vb3p3bs3f/zxBzNmzCAgIEBh+NaAAQPYtGkTYWFhpKamEhERodTNPHXqVBYsWEBCQgKqqqpK70WjRo14+fIlp06dKvZ8cnNzyczMVHgJgiAIAhTcp3Ts2FFpTgTA8+fPiYmJeWtvRWJiIkuWLCEyMrLYhkMHBweioqJYsGCB1LhqbW2Nqamp1IthYGBATEwM169fJz4+ntq1azN8+HC+++47oqOjuXLlCmlpaWhraxMcHFz2k/8AxAPyysmlS5eQy+XY29sXmW5vb8/jx4958OABderUoVKlSsTHx9OzZ0+OHDnC+PHjpTkPp0+fJi8vT4qmg4KCmDx5MgMHDgSgevXqhISEMHHiRKZPny4dw8fHhz59+gAwa9YswsLCOH36NB06dFCqz2+//caWLVvYs2dPqc/x9OnTJCcnK7VCAyxfvpw1a9Ygl8vJzs6mVq1apRrW86a8vDxWrlxJjRo1ABg1apT0ZcvMzOTJkyd07txZSn/9euvq6qKqqoqZmZlSuX379mXQoEHvVJfQ0FB69+5NUFCQtM3R0REo6MlRUVFBT0+vyOO97vr160q/4O7evYupqanCNlNTUzIzM3n+/LlScArw999/4+Pjw8aNG9HX1y/VOeTm5jJr1iwOHjyIs7MzUPD5OXbsGBEREbi5uUl5p0+fTrt27QCIioqiSpUq0jjUhQsX0qZNGwICCh5SVKtWLVJSUvjuu+/w8fHh4sWLbN26ldjYWClgql69ulJ9QkNDpWNOnjwZT09PcnJypN4cbW1tDAwMSpyfM3v2bIX3RBAEQRCg4O/twYMHix2N8cMPP5Cdnc2AAQNKLOfo0aPcv38fS0tLadurV68YP348ixcv5tq1a0DBvUXfvn25d+8eOjo6yGQyFi5cWOTfP4B169ZhaGhI165d+fzzz+nWrRtqamp88cUXBAYG/rOT/sBEj0U5k8vlJaarq6sjk8lo2bIlR44cISMjg5SUFEaOHElubi5//vkn8fHxNG7cGG1tbaBg4nVwcDC6urrSq3BOQ3Z2tlR24dg9AB0dHfT19bl//75SHZKTk+natSvTp0+nffv2ANy4cUOh/FmzZintt3btWurWrSu12r+uX79+JCUlcf78eY4dO0bNmjVp3749T58+BQoi+8KyS1qFQVtbWwoaAMzNzaVzqFSpEj4+Pnh4eODl5cWSJUtK7Cl43T8Zx5iUlESbNm3eeb83PX/+XGEY1D81dOhQ+vbtS8uWLYtMP3r0qMJ7GB0dzeXLl8nOzqZdu3YKaevXryc9PV1h/8LAAwquta2trTTRLDU1FVdXV4X8rq6uXLp0iVevXpGUlISKiopCoFKU1z+j5ubmAEqfUS0tLYXP9ZumTJnCkydPpNfNmzdLPKYgCILwaVi3bh0mJiYKC8y8bu3atXTp0gVjY+MSy+nfvz+///47SUlJ0svCwgJ/f/8iG01NTU3R1dVly5YtaGpqSo10r3vw4AHBwcEsXboUKAhUCkcF5OXlfbSrRooei3JSs2ZNZDIZqamp0jj816WmpmJsbCyN63d3d2fVqlUcPXoUJycn9PX1pWAjPj5e4QYtKyuLoKAgPv/8c6VyX79hfXPFAplMRn5+vsK2lJQU2rRpw7BhwxTmcFhYWJCUlCT9/OYQqWfPnrF58+Ziu+oMDAyoWbOmdC3Wrl2Lubk5W7ZsYciQIezdu1f6AhXVGl/SObwerK1bt47Ro0ezb98+tmzZwrRp04iNjaVZs2bFlgkoDd2qUKGCUhD45qTukur5LipXrszjx48VtpmZmXHv3j2Fbffu3UNfX7/Y4x46dIhdu3Yxf/58oCCIzc/PR1VVlVWrVtGnTx+F99DU1JSUlBSgYFjXZ599plCehoZGWU9NUtpr9fr7W9i9/OZn9NGjRyX+0tfQ0HivdRcEQRD+9+Xn57Nu3ToGDhyIqqry7fDly5f59ddf2bt3b5H729nZMXv2bLp3746RkRFGRkYK6WpqapiZmWFrayttCw8Px8XFBV1dXWJjY/H392fOnDlFrtg4duxYxo8fL/0tdnV1ZcOGDbRv355Vq1YpNd59LERgUU6MjIxo164dy5cvZ9y4cQo3Wnfv3iU6Oho/Pz9pm5ubG2PHjmXbtm3SXAp3d3cOHjzI8ePHGT9+vJS3QYMGpKWlSTfu/9SFCxdo3bo1AwcOVJqfoaqqWmL527ZtIzc3t9QrPRUun1Y4CbdatWr/sNbKnJyccHJyYsqUKTg7OxMTE0OzZs1QV1cvdcRvbGzM06dPefbsmRR0vH5TDgWt63FxccUOoSrt8ZycnKQb/ELOzs5Kv9xiY2MVeg3edOLECYXj/fTTT8ydO5fffvuNzz77DC0tLaX3sHbt2mhoaHDjxo239iacPHlS6vZ9/PgxFy9elIaa2dvbc/z4cYX8x48fp1atWqioqFC3bl3y8/OJj49XmjvyLtLT08nJycHJyekflyEIgiB8eg4ePMiNGzeKnUf5/fffU6VKFWmkxpvS0tLeeQL16dOnmT59OllZWdjZ2REREUH//v2V8u3fv5/Lly+zYcMGaduoUaNISEigadOmNGnSRGFo+8dEBBblqDBy9fDwYObMmVhbW3PhwgX8/f2pVauWwvi5evXqUbFiRWJiYti9ezdQEFhMmDABmUymELkGBgbSuXNnLC0t6dmzJxUqVOD8+fMkJyczc+bMUtUtOTmZ1q1b4+HhwTfffMPdu3eBggDgbV2CUNB92K1bN6UIvlB2drZU5r179wgJCUFTU7PYL/A/cfXqVVatWkWXLl2wsLAgLS2NS5cuSWMlraysuHr1KklJSVSpUgU9Pb1iW7abNm2KtrY23377LaNHj+bUqVNKz5GYPn06bdq0oUaNGvTu3ZuXL1+yd+9eJk2aJB3v119/pXfv3mhoaFC5cuUij+Xh4UFUVJTCthEjRhAeHs7EiRPx9fXl0KFDbN26VWHOS3h4ODt27CAuLg5Aaf5OQkICFSpUUFhh7E16enpMmDCBcePGkZ+fT/PmzXny5AnHjx9HX19fmrcDEBwcjJGREaampkydOpXKlSvTrVs3AMaPH0/jxo0JCQmhV69enDhxgvDwcJYvXy5di4EDB+Lr60tYWBiOjo5cv36d+/fvl3r1KigYzlW9enWF4XCCIAiC8Dbt27cvcTj6rFmzihzmXehtQ9kL51W8bv369aWqm4eHBx4eHgrbtLW12bp1a6n2L09ijkU5srGx4cyZM9LSYdWqVaNjx47UqlWL48ePK6yQI5PJaNGiBTKZjObNmwMFwYa+vj6NGjVSGLrj4eHB7t27OXDgAI0bN6ZZs2YsWrTonXoBfvjhBx48eMDGjRsxNzeXXo0bN37rvmlpaRw7dqzEVRRWr14tldmqVSsePnzI3r17FboMy0pbW5s///yTHj16SA+b8fPzY/jw4QD06NGDDh060KpVK4yNjdm0aVOxZVWqVImNGzeyd+9e6taty6ZNm5gxY4ZCHnd3d7Zt28auXbuoX78+rVu35vTp01J6cHAw165do0aNGiUGZ/369ePChQsKS6taW1uzZ88eYmNjcXR0ZMGCBaxZs0bhF8/Dhw+V5kH8EyEhIQQEBDB79mzs7e3p0KEDe/bswdraWiHfnDlzGDNmDA0bNuTu3bv8/PPPqKurAwW9Zlu3bmXz5s3UqVOHwMBAgoODFZbzW7FiBT179mTkyJHY2dkxdOhQnj179k513bRpk8KTSQVBEARBKD8y+dtCLuFfNX36dBYuXFiqeQDCf5e/vz+ZmZlERESUd1WUHDlyhFatWvH48eNyfZJ34VC9ixcvYmBgUOr9MjMzMTAwoEWvb1FVL/skeUEQBOHjcmh9QHlX4T+l8O/mkydP3rrKpOix+MgEBQURFhbGyZMnlSapCp+OqVOnUq1aNfEZKMGdO3dYv379OwUVgiAIgiB8OGKOxUfoXZ+fIPz3GBoa8u2335Z3NT5qZZn0LQiCIAjC+ycCC0EQ3om7u/tbJ60JgiAIgvDpEYGFIAifpN2rJpX6ieSCIAiCILydmGMhCIIgCIIgCEKZicBCEARBEARBEIQyE4GFIAiCIAiCIAhlJuZYCILwSWo3fq54joUgCIIgOb5MPP+irESPhSAIgiAIgiAIZSYCC0EQBEEQBEEQykwEFoIgCIIgCIIglJkILAThIxQQEMCwYcPKuxrl5siRI8hkMjIyMorNs3LlSry8vP69SgmCIAiftFevXhEQEIC1tTVaWlrUqFGDkJAQhYfGyuVyAgMDMTc3R0tLi7Zt23Lp0qVSH2POnDnIZDLGjh0rbXv06BFff/01tra2aGlpYWlpyejRo3ny5IlCHi8vL3R1dXFycuLcuXMK5fr5+bFgwYJ/fvKlJAKLD+jmzZv4+vpiYWGBuro61apVY8yYMfz999/lWq/z58/Tp08fqlatipaWFvb29ixZsuSt+7m7uyOTyZRenp6eAOTl5TFp0iTq1q2Ljo4OFhYWDBgwgNu3byuU8/q+qqqqWFpa8s0335Cbm1vi8WfMmEH9+vX/8XkXdT6vf3E/pGvXriGTyUhKSnpr3rt377JkyRKmTp0qbfv111/x8vLCwsICmUzGzp07S3Xc6OhoHB0d0dbWxtzcHF9f33L//L0vvr6+nD17lqNHj5Z3VQRBEIRPwNy5c1mxYgXh4eGkpqYyd+5c5s2bx9KlS6U88+bNIywsjJUrV3Lq1Cl0dHTw8PAgJyfnreWfOXOGiIgI6tWrp7D99u3b3L59m/nz55OcnExkZCT79u1j8ODBUp7Q0FCePn3K2bNncXd3Z+jQoVLayZMnOXXq1L9yzyMCiw/kypUrNGrUiEuXLrFp0yYuX77MypUriYuLw9nZmUePHpVb3RITEzExMWHjxo1cuHCBqVOnMmXKFMLDw0vcb/v27dy5c0d6JScno6KiwhdffAFAdnY2Z8+eJSAggLNnz7J9+3bS0tLo0qWLUlnr1q3jzp07XL16leXLl7NhwwZmzpz5Qc63LORyOS9fvvxXj7lmzRpcXFyoVq2atO3Zs2c4OjqybNmyUpdz/PhxBgwYwODBg7lw4QLbtm3j9OnTCr9s/pepq6vTt29fwsLCyrsqgiAIwifgt99+o2vXrnh6emJlZUXPnj1p3749p0+fBgruGRYvXsy0adPo2rUr9erVY/369dy+ffutDYJZWVn069eP1atXU7FiRYW0OnXq8OOPP+Ll5UWNGjVo3bo1oaGh/Pzzz9I9SmpqKr1796ZWrVoMGzaM1NRUoKDRd8SIEaxcuRIVFZX3f1HeIAKLD8TPzw91dXUOHDiAm5sblpaWdOzYkYMHD3Lr1i2pNTo8PJw6depI++3cuROZTMbKlSulbW3btmXatGnSzz/99BMNGjRAU1OT6tWrExQUpHDzK5PJWLNmDd27d0dbWxsbGxt27dolpfv6+rJkyRLc3NyoXr06X375JYMGDWL79u0lnlOlSpUwMzOTXrGxsWhra0uBhYGBAbGxsXh7e2Nra0uzZs0IDw8nMTGRGzduKJRlaGiImZkZVatWpXPnznTt2pWzZ8++0zX28fGhW7duzJ8/H3Nzc4yMjPDz8yMvL0/Ks3z5cmxsbNDU1MTU1JSePXtK+8bHx7NkyRKp9+TatWvSEJxffvmFhg0boqGhwbFjx6RjvW7s2LG4u7tLP+fn5zNv3jxq1qyJhoYGlpaWhIaGAmBtbQ2Ak5MTMplMYb83bd68WWmIT8eOHZk5cybdu3cv9fU5ceIEVlZWjB49Gmtra5o3b87w4cOlX4DFyc/PZ/bs2VJXr6OjIz/88IOUXniN9uzZQ7169dDU1KRZs2YkJycrlPPjjz/i4OCAhoYGVlZWSl2wubm5TJo0iapVq6KhoUHNmjVZu3atQp7ExEQaNWqEtrY2Li4upKWlKaR7eXmxa9cunj9/XurrIgiCIAj/hIuLC3FxcVy8eBEoGAFy7NgxOnbsCMDVq1e5e/cubdu2lfYxMDCgadOmnDhxosSy/fz88PT0VNi3JE+ePEFfXx9V1YInRzg6OnLo0CFevnzJ/v37pV6PefPm4e7uTqNGjd75fP8JEVh8AI8ePWL//v2MHDkSLS0thTQzMzP69evHli1bkMvluLm5kZKSwoMHDwCIj4+ncuXKHDlyBCiINE+cOCHdiB49epQBAwYwZswYUlJSiIiIIDIyUrqBLRQUFIS3tze///47nTp1ol+/fiX2kjx58oRKlSq903muXbuW3r17o6OjU2K5MpkMQ0PDYvNcvHiRQ4cO0bRp03c6PsDhw4dJT0/n8OHDREVFERkZSWRkJAAJCQmMHj2a4OBg0tLS2LdvHy1btgRgyZIlODs7M3ToUKkHpmrVqlK5kydPZs6cOaSmpip1SRZnypQpzJkzh4CAAFJSUoiJicHU1BRAupk/ePAgd+7cKTaIe/ToESkpKe/lF4CzszM3b95k7969yOVy7t27xw8//ECnTp1K3G/27NmsX7+elStXcuHCBcaNG8eXX35JfHy8Qj5/f38WLFjAmTNnMDY2xsvLSwrqEhMT8fb2pnfv3vzxxx/MmDGDgIAA6b0BGDBgAJs2bSIsLIzU1FQiIiLQ1dVVOMbUqVNZsGABCQkJqKqq4uvrq5DeqFEjXr58yalTp8pwpQRBEATh7SZPnkzv3r2xs7NDTU0NJycnxo4dS79+/YCCocyA9Le/kKmpqZRWlM2bN3P27Flmz55dqno8fPiQkJAQhbmYkydPRlVVlRo1arBjxw7Wrl3LpUuXiIqKIiAggBEjRlC9enW8vb0V5ma8b+IBeR/ApUuXkMvl2NvbF5lub2/P48ePefDgAXXq1KFSpUrEx8fTs2dPjhw5wvjx46U5D6dPnyYvLw8XFxegIGCYPHkyAwcOBKB69eqEhIQwceJEpk+fLh3Dx8eHPn36ADBr1izCwsI4ffo0HTp0UKrPb7/9xpYtW9izZ0+pz/H06dMkJycrtTC/Licnh0mTJtGnTx/09fUV0vr06YOKigovX74kNzeXzp07M2XKlFIfv1DFihUJDw9HRUUFOzs7PD09iYuLY+jQody4cQMdHR06d+6Mnp4e1apVw8nJCShoQVBXV0dbWxszMzOlcoODg2nXrl2p6/H06VOWLFlCeHi49N7UqFGD5s2bA2BsbAyAkZFRkccrdOPGDeRyORYWFqU+dnFcXV2Jjo6mV69e5OTk8PLlS7y8vEocTpWbm8usWbM4ePAgzs7OQMFn7NixY0RERODm5iblnT59unSNoqKiqFKlCjt27MDb25uFCxfSpk0bAgIKHjZUq1YtUlJS+O677/Dx8eHixYts3bqV2NhYqXWmevXqSvUJDQ2Vjjl58mQ8PT3JyclBU7PgwXba2toYGBhw/fr1Es/p9fk7mZmZpbp+giAIgvC6rVu3Eh0dTUxMDA4ODiQlJTF27FgsLCykv/3v6ubNm4wZM4bY2Fjpb1tJMjMz8fT0pHbt2syYMUPabmBgQExMjELe1q1b89133xEdHc2VK1dIS0tj6NChBAcHf7CJ3KLH4gN6fZWAoqirqyOTyWjZsiVHjhwhIyODlJQURo4cSW5uLn/++Sfx8fE0btwYbW1toKDbLTg4GF1dXelV2OqenZ0tlf16K7uOjg76+vrcv39fqQ7Jycl07dqV6dOn0759e6Dg5vb18mfNmqW039q1a6lbty5NmjQp8tzy8vLw9vZGLpezYsUKpfRFixaRlJTE+fPn2b17NxcvXqR///6lPn4hBwcHhTGD5ubm0nm2a9eOatWqUb16dfr37090dLTCNSrJu/YYpKamkpubS5s2bd5pvzcVDukpzS+Xt0lJSWHMmDEEBgaSmJjIvn37uHbtGiNGjAAKer9ev87R0dFcvnyZ7Oxs2rVrp5C2fv160tPTFcovDDygYJicra2tNKYzNTUVV1dXhfyurq5cunSJV69ekZSUhIqKikKgUpTXP8fm5uYASp9jLS2tEt/X2bNnY2BgIL1e75kSBEEQhNLy9/eXei3q1q1L//79GTdunNTTUNhweO/ePYX97t27V2yjYmJiIvfv36dBgwaoqqqiqqpKfHw8YWFhqKqq8urVKynv06dP6dChA3p6euzYsQM1NbVi67pu3ToMDQ3p2rUrR44coVu3bqipqfHFF19Io2I+BNFj8QHUrFkTmUxGampqkWPiU1NTMTY2loYHubu7s2rVKo4ePYqTkxP6+vpSsBEfH69w85WVlUVQUBCff/65Urmv34y++WGTyWTk5+crbEtJSaFNmzYMGzZMYQ6HhYWFwupFbw6RevbsGZs3byY4OLjI8y8MKq5fv86hQ4eUeiug4MtXs2ZNAGxtbXn69Cl9+vRh5syZWFlZlXj815V0nnp6epw9e5YjR45w4MABAgMDmTFjBmfOnClxaBagNLyrQoUKSoHi63M53hzy9k9VrlwZgMePH0u9HP/U7NmzcXV1xd/fHyi4SdfR0aFFixbMnDmTRo0aKVxnU1NTUlJSANizZw+fffaZQnkaGhplqs/rSnu9Xn9/ZTIZgNLn+NGjRyVeqylTpvDNN99IP2dmZorgQhAEQXhn2dnZVKig2CavoqIi/V2ytrbGzMyMuLg4aRXLzMxMTp06xVdffVVkmW3atOGPP/5Q2DZo0CDs7OyYNGmS1HiamZmJh4cHGhoa7Nq1q8QGyAcPHhAcHMyxY8eAgmVyC+9Z8vLyFIKV900EFh+AkZER7dq1Y/ny5YwbN07hJuru3btER0fj5+cnbXNzc2Ps2LFs27ZNmkvh7u7OwYMHOX78OOPHj5fyNmjQgLS0NOmm/J+6cOECrVu3ZuDAgUrzM1RVVUssf9u2beTm5vLll18qpRUGFZcuXeLw4cMYGRmVqj6FX5znz5+/9fjvQlVVlbZt29K2bVumT5+OoaEhhw4d4vPPP0ddXb3UXy5jY2OlyclJSUnSja+NjQ1aWlrExcUxZMgQpf3V1dUB3nq8GjVqoK+vT0pKCrVq1SpV3YqTnZ0tTeoqVHid5XI5WlpaSte5du3aaGhocOPGjbf2Jpw8eRJLS0ugIBC6ePGiNPzP3t6e48ePK+Q/fvw4tWrVQkVFhbp165Kfn098fHypJ6oVJT09nZycHGmIW1E0NDTea1AkCIIgfJq8vLwIDQ3F0tISBwcHzp07x8KFC6X5f4XPn5g5cyY2NjZYW1sTEBCAhYWFwgIwbdq0oXv37owaNQo9PT2FRXygoHHTyMhI2p6ZmUn79u3Jzs5m48aNZGZmSsN6jY2NlVZ7Gjt2LOPHj5caCF1dXdmwYQPt27dn1apVSiMK3icRWHwg4eHhuLi44OHhwcyZM7G2tubChQv4+/tTq1YtAgMDpbz16tWjYsWKxMTEsHv3bqAgsJgwYQIymUzhAxAYGEjnzp2xtLSkZ8+eVKhQgfPnz5OcnFzq5VqTk5Np3bo1Hh4efPPNN9KEIhUVlVK1kq9du5Zu3bopBQ15eXn07NmTs2fPsnv3bl69eiWVXalSJenmGiAjI4O7d++Sn5/PpUuXCA4OplatWsXOS/kndu/ezZUrV2jZsiUVK1Zk79695OfnY2trC4CVlRWnTp3i2rVr6OrqltgzUjhOcf369Tg7O7Nx40aSk5OlG1pNTU0mTZrExIkTUVdXx9XVlQcPHnDhwgUGDx6MiYkJWlpa7Nu3jypVqqCpqYmBgYHScSpUqEDbtm05duyYwi+hrKwsLl++LP189epVkpKSqFSpknRzP2XKFG7dusX69euBgl+AQ4cOZcWKFXh4eHDnzh3Gjh1LkyZNip3Doaenx4QJExg3bhz5+fk0b96cJ0+ecPz4cfT19RXGkAYHB2NkZISpqSlTp06lcuXKUp3Hjx9P48aNCQkJoVevXpw4cYLw8HCWL18uXfuBAwfi6+tLWFgYjo6OXL9+nfv37+Pt7f22t1Zy9OhRqlevTo0aNUq9jyAIgiD8E0uXLiUgIICRI0dy//59LCwsGD58uMI93cSJE3n27BnDhg0jIyOD5s2bs2/fPoUehvT0dB4+fFjq4549e1ZapOTNBsGrV69iZWUl/bx//34uX77Mhg0bpG2jRo0iISGBpk2b0qRJE4U5ue+bCCw+EBsbG86cOcOMGTPw9vbm/v37yOVyPv/8czZs2CDNmYCCCLdFixbs2bNHmuxbr1499PX1sbW1VRiW4+Hhwe7duwkODmbu3LmoqalhZ2dXZCt5cX744QcePHjAxo0b2bhxo7S9WrVqXLt2rcR909LSOHbsGAcOHFBKu3XrlrSs7ZsPsjt8+LDCEquDBg2Szt3MzIyWLVsya9YspRb2sjA0NGT79u3MmDGDnJwcbGxs2LRpEw4ODgBMmDCBgQMHUrt2bZ4/f87Vq1eLLcvDw4OAgAAmTpxITk4Ovr6+DBgwQKH7MiAgAFVVVQIDA7l9+zbm5ubSfAZVVVXCwsIIDg4mMDCQFi1aFDvGcciQIQwdOpR58+ZJXa4JCQm0atVKylM4tGfgwIHSSkt37txRWNbXx8eHp0+fEh4ezvjx4zE0NKR169bMnTu3xOsWEhKCsbExs2fP5sqVKxgaGtKgQQO+/fZbhXxz5sxhzJgxXLp0ifr16/Pzzz9LwWODBg3YunUrgYGBhISEYG5uTnBwMD4+PtL+K1as4Ntvv2XkyJH8/fffWFpaKh3jbTZt2vSfeS6HIAiC8HHT09Nj8eLFLF68uNg8MpmM4ODgYoeLA2+913rz/sDd3f2t83YLeXh44OHhobBNW1ubrVu3lmr/spLJS1tTocymT5/OwoULiY2NpVmzZuVdHeEjJZfLadq0KePGjZNW9vqYHDlyhFatWvH48eO3zlX5kAqH8128eLHI3p/iZGZmYmBgQJMh36KqXvZJ8oIgCMJ/w/FlAeVdhY9S4d/NwmdnlESsCvUvCgoKIiwsjJMnTypNQBWEQjKZjFWrVv3rT/z+X3Pnzh3Wr1//TkGFIAiCIAgfjhgK9S8rHAIkCCWpX7++0nAyQVFZJn0LgiAIgvD+icBCEIR38i5jPQVBEARB+HSIwEIQhE9S7IJJbx0rKgiCIAhC6Yk5FoIgCIIgCIIglJkILARBEARBEARBKDMRWAiCIAiCIAiCUGYisBAEQRAEQRAEoczE5G1BED5J7oFzUNEQD8gTBEH41JyZG1jeVfjPEj0WgiAIgiAIgiCUmQgsBEEQBEEQBEEoMxFYCIIgCIIgCML/Z2VlhUwmU3r5+fkBkJ6eTvfu3TE2NkZfXx9vb2/u3btXYpmzZ8+mcePG6OnpYWJiQrdu3UhLS1PI4+7urnTMESNGSOmPHj3Cy8sLXV1dnJycOHfunML+fn5+LFiw4D1dhX/mfzqwkMlk7Ny5s7yr8cmJjIzE0NCwxDw+Pj5069btX6nPh3bkyBFkMhkZGRn/2jHj4uKwt7fn1atX/9oxPybXrl1DJpORlJRUbJ59+/ZRv3598vPz/72KCYIgCP95Z86c4c6dO9IrNjYWgC+++IJnz57Rvn17ZDIZhw4d4vjx47x48QIvL68S/x7Fx8fj5+fHyZMniY2NJS8vj/bt2/Ps2TOFfEOHDlU49rx586S00NBQnj59ytmzZ3F3d2fo0KFS2smTJzl16hRjx459vxfjHX3UgcX/ys1pWloarVq1wtTUFE1NTapXr860adPIy8srcb/Ro0fTsGFDNDQ0qF+/fqmPFx0djaOjI9ra2pibm+Pr68vff/8tpc+YMUMh2jUwMKBFixbEx8eXqvzDhw/TqVMnjIyM0NbWpnbt2owfP55bt26Vuo5LliwhMjKy1PnL07lz5/jiiy+k98/GxoahQ4dy8eLF93ocKysrFi9eXKq8EydOZNq0aaioqABw584d+vbtS61atahQoUKpf3HcuHEDT09PtLW1MTExwd/fn5cvX/7DM/i4dOjQATU1NaKjo8u7KoIgCMJ/iLGxMWZmZtJr9+7d1KhRAzc3N44fP861a9eIjIykbt261K1bl6ioKBISEjh06FCxZe7btw8fHx8cHBxwdHQkMjKSGzdukJiYqJBPW1tb4dj6+vpSWmpqKr1796ZWrVoMGzaM1NRUAPLy8hgxYgQrV66U7hvKy0cdWPyvUFNTY8CAARw4cIC0tDQWL17M6tWrmT59+lv39fX1pVevXqU+1vHjxxkwYACDBw/mwoULbNu2jdOnTytErQAODg5StHvixAlsbGzo3LkzT548KbH8iIgI2rZti5mZGT/++CMpKSmsXLmSJ0+evFP3moGBwVt7NT4Gu3fvplmzZuTm5hIdHU1qaiobN27EwMCAgICAcqnTsWPHSE9Pp0ePHtK23NxcjI2NmTZtGo6OjqUq59WrV3h6evLixQt+++03oqKiiIyMJDDwv7Maho+PD2FhYeVdDUEQBOE/6sWLF2zcuBFfX19kMhm5ubnIZDI0NDSkPJqamlSoUIFjx46VutzC+7FKlSopbI+OjqZy5crUqVOHKVOmkJ2dLaU5Ojpy6NAhXr58yf79+6lXrx4A8+bNw93dnUaNGpXlVN+L/1RgMWnSJGrVqoW2tjbVq1cnICBAoddgxowZ1K9fn++//x5LS0t0dXUZOXIkr169Yt68eZiZmWFiYkJoaKhCuQsXLqRu3bro6OhQtWpVRo4cSVZWlpRevXp1Bg0ahKOjI9WqVaNLly7069ePo0ePlljfsLAw/Pz8qF69eqnP8cSJE1hZWTF69Gisra1p3rw5w4cP5/Tp0wr5VFVVpWi3du3aBAcHk5WVVWIr/F9//cXo0aMZPXo033//Pe7u7lhZWdGyZUvWrFmjdEO6f/9+7O3t0dXVpUOHDty5c0dKe7O3yd3dndGjRzNx4kQqVaqEmZkZM2bMUCgvIyODIUOGSGMWW7duzfnz56X08+fP06pVK/T09NDX16dhw4YkJCRI6ceOHaNFixZoaWlRtWpVRo8erdTF+Lrs7GwGDRpEp06d2LVrF23btsXa2pqmTZsyf/58IiIiFPInJibSqFEjtLW1cXFxURgbmZ6eTteuXTE1NUVXV5fGjRtz8OBBhfO/fv0648aNk3qSirN582batWuHpub/LYVqZWXFkiVLGDBgAAYGBsXu+7oDBw6QkpLCxo0bqV+/Ph07diQkJIRly5bx4sWLEvdds2YN9vb2aGpqYmdnx/Lly6W0wmFKmzdvxsXFBU1NTerUqaPUIxYfH0+TJk3Q0NDA3NycyZMnK/SW5OfnM2/ePGrWrImGhgaWlpZK370rV67QqlUrtLW1cXR05MSJEwrpXl5eJCQkkJ6eXqprIgiCIAjvYufOnWRkZODj4wNAs2bN0NHRYdKkSWRnZ/Ps2TMmTJjAq1evFO6DSpKfn8/YsWNxdXWlTp060va+ffuyceNGDh8+zJQpU9iwYQNffvmllD558mRUVVWpUaMGO3bsYO3atVy6dImoqCgCAgIYMWIE1atXx9vb+60NyR/Kfyqw0NPTIzIykpSUFJYsWcLq1atZtGiRQp709HR++eUX9u3bx6ZNm1i7di2enp789ddfxMfHM3fuXKZNm8apU6ekfSpUqEBYWBgXLlwgKiqKQ4cOMXHixGLrcfnyZfbt24ebm9t7P0dnZ2du3rzJ3r17kcvl3Lt3jx9++IFOnToVu09ubi7r1q3D0NAQW1vbYvNt27aNFy9eFHtur/dAZGdnM3/+fDZs2MCvv/7KjRs3mDBhQol1j4qKQkdHh1OnTjFv3jyCg4OlcYtQMHbx/v37/PLLLyQmJtKgQQPatGnDo0ePAOjXrx9VqlThzJkzJCYmMnnyZNTU1ICC97VDhw706NGD33//nS1btnDs2DFGjRpVbH3279/Pw4cPS3W+AFOnTmXBggUkJCSgqqqKr6+vlJaVlUWnTp2Ii4vj3LlzdOjQAS8vL27cuAHA9u3bqVKlCsHBwVJPUnGOHj36XlodTpw4Qd26dTE1NZW2eXh4kJmZyYULF4rdLzo6msDAQEJDQ0lNTWXWrFkEBAQQFRWlkM/f35/x48dz7tw5nJ2d8fLykobk3bp1i06dOtG4cWPOnz/PihUrWLt2LTNnzpT2nzJlCnPmzCEgIICUlBRiYmIU6goF13zChAkkJSVRq1Yt+vTpoxCcWFpaYmpqWmIQn5ubS2ZmpsJLEARBEEpj7dq1dOzYEQsLC6BgmNS2bdv4+eef0dXVxcDAgIyMDBo0aECFCqW7rfbz8yM5OZnNmzcrbB82bBgeHh7UrVuXfv36sX79enbs2CE1nhkYGBATE8P169eJj4+ndu3aDB8+nO+++47o6GiuXLlCWloa2traBAcHv98LUUr/qQfkTZs2Tfq/lZUVEyZMYPPmzQo3jvn5+Xz//ffo6elRu3ZtWrVqRVpaGnv37qVChQrY2toyd+5cDh8+TNOmTQEUxrNbWVkxc+ZMRowYodCKC+Di4sLZs2fJzc1l2LBhH+RNdXV1JTo6ml69epGTk8PLly/x8vJi2bJlCvn++OMPdHV1gYIgQE9Pjy1btiiM1XvTpUuX0NfXx9zc/K31yMvLY+XKldSoUQOAUaNGvfV869WrJw0Ps7GxITw8nLi4ONq1a8exY8c4ffo09+/fl7oX58+fz86dO/nhhx8YNmwYN27cwN/fHzs7O6mMQrNnz6Zfv37Se2VjY0NYWBhubm6sWLFCofX/9fMFpPLeJjQ0VAoWJ0+ejKenJzk5OWhqauLo6KgwRCkkJIQdO3awa9cuRo0aRaVKlVBRUUFPTw8zM7MSj3P9+nXpF1hZ3L17V+lGvfDnu3fvFrvf9P/H3n3H53T+jx9/3bKXRGRrCDIkKRFSSqxWKoLYFPnYakVTe9SeQWNrbQltCFpUUUQIQmyhmhhJES0xisQWyf37wzfn524mQoz38/G4H9znXOc673POnfs+1zxjxzJjxgxatmwJQNmyZYmPj2fRokV07txZSdevXz+lu9aCBQvYtm0by5YtY+jQofzwww/Y29szf/58VCoVFSpU4MqVKwwbNowxY8Zw//595syZw/z585U8y5cvT61atTRiGTx4MI0bNwZg/PjxuLu7k5iYqHHN7OzsuHTpUq7HExwczPjx4/M9X0IIIcTzLl26xM6dO1m/fr3G8gYNGpCUlMTNmzfR1tbGzMwMGxubAvVA6devH5s3b2bv3r189NFHeabNug9NTExU7reel1Vp3KxZM1q2bEnz5s3R0dGhTZs2Rdbt+b1qsVizZg3e3t7Y2NhgbGzMqFGjlBrjLA4ODpiYmCjvra2tcXNz0yhlWltbc/36deX9zp07qV+/PqVKlcLExISOHTvy77//avR7y9r/8ePHWbVqFVu2bCEkJOSVjsfY2Fh5ZU03Fh8fzzfffMOYMWM4duwY27Zt4+LFixrTkQG4uLgQFxdHXFwcx44do0+fPrRp00bpOtS7d2+N/AHUanWeXXSeZ2hoqPEht7W11ThnOcnqC5jTNidPnuTevXuULFlSI64LFy4oJfWBAwfSo0cPfHx8mDp1qkb3l5MnTxIWFqaxra+vL5mZmVy4cIEpU6ZorEtOTkatVhfoWHOKP6vwlRX/vXv3GDx4MK6urpiZmWFsbExCQkK2z19BPHz4MMeCUGFLTk7WOCdTpkzh/v37JCUl0b17d411kyZNytbdqEaNGsr/tbW18fLyUgaSJSQkUKNGDY3Pk7e3N/fu3ePvv/8mISGBx48fU79+/TxjzOucZzEwMMj2t/i8ESNGkJqaqrwuX76cz5kRQgghnt24W1lZKRVc/2VhYYGZmRm7du3i+vXrNG3aNNe81Go1/fr1Y8OGDezatYuyZcvmu/+smRFzqvC9ceMGEyZMYN68ecCzcZVZ3f/T09OLbFbJ96bFIjY2loCAAMaPH4+vry+mpqZERERkG3Cc1XUmi0qlynFZ1pRhFy9epEmTJvTp04fJkydjbm5OTEwM3bt358mTJxgaGirb2dvbA+Dm5kZGRgY9e/Zk0KBBLz1C//mpNrNaGoKDg/H29mbIkCHAsxsvIyMjateuzaRJk5QPn66uLo6Ojsr2np6ebNy4kdmzZ/PTTz8xYcKEbF2XnJ2dSU1N5erVq/m2WuR0zvK7Uc/rPN+7dw9bW1uio6OzbZfVJWncuHF06NCBLVu28PvvvzN27FgiIiJo0aIF9+7do1evXgQFBWXbvnTp0vTu3Zu2bdsqy+zs7HB2dgbgzJkzGjfJBYk/64Y5K/7BgwcTGRlJSEgIjo6OGBgY0Lp163zHMuTEwsKC27dvv/B2/2VjY5Nt7E3WPNs2NjbY2dlpfMbMzc2VsUNLlixRakqyFOZMEwYGBgVKl9c5z3Lr1i0sLS1zzUNPT09jkJ0QQgiRn8zMTEJDQ+ncuTPa2pq3y6Ghobi6umJpaUlsbCzffPMNAwYM0OhuXr9+fVq0aKF0yQ4MDGTVqlX8+uuvmJiYKD0HTE1NMTAwICkpiVWrVimzcp46dYoBAwZQp06dbBWz8Kw3zaBBgyhVqhTwrPLuxx9/pEGDBixevBhvb+/XdWry9N4ULA4cOECZMmUYOXKksiyv7hEFdezYMTIzM5kxY4bSqrF27dp8t8vMzCQ9PZ3MzMyXviF7vmCQ5cGDB9k+4Fn553djr6WlxcOHDwGwsrLCyspKY33r1q0ZPnw406dPzzY2BZ4Nrn5dMz1VqVKFlJQUtLW1cXBwyDWds7Mzzs7ODBgwgPbt2xMaGkqLFi2oUqUK8fHxOZ4zeHbT/N+ZFxo0aICFhQXTp09nw4YN2bZ5kePdv38/Xbp0oUWLFsCzgtLFixc10ujq6haoBsHT05P4+PgC7TcvNWrUYPLkyVy/fl251pGRkRQvXhw3Nze0tbVzPF92dnb89ddfBAQE5Jn/wYMHqVOnDgBPnz7l2LFjyheoq6srv/zyi0Yr2P79+zExMeGjjz7CysoKAwMDoqKi6NGjx0sf46NHj0hKSsLT0/Ol8xBCCCH+a+fOnSQnJ2uMp8xy9uxZRowYwa1bt3BwcGDkyJEMGDBAI01WV6ksCxYsAJ5N5vK80NBQunTpgq6uLjt37mT27Nncv38fe3t7WrVqpdHNP8v27dtJTEzkxx9/VJb169ePo0ePUr16dapVq1agmUlfh7e+YJGamprtIVklS5ZUWgeyODk5kZycTEREBJ988glbtmzJ8WbxRTk6OpKens68efPw9/dn//79LFy4UCNNeHg4Ojo6VKxYET09PY4ePcqIESP48ssvlRrXDRs2MGLECM6cOaNsl5iYyL1790hJSeHhw4fKcbq5uaGrq5tjPP7+/nz11VcsWLAAX19frl69Sv/+/alWrZpGv/ynT58qpeG7d++yZs0a4uPjGTZsWK7Ham9vz6xZs+jXrx9paWl06tQJBwcH/v77b1auXImxsfFre6Kjj48PNWrUoHnz5kyfPh1nZ2euXLnCli1baNGiBe7u7gwZMoTWrVtTtmxZ/v77b44cOaL08R82bBiffvop/fr1o0ePHhgZGREfH09kZCTz58/PcZ9GRkYsXbqUNm3a0LRpU4KCgnB0dOTmzZusXbtW+TwVhJOTE+vXr8ff3x+VSsXo0aOz1aw7ODiwd+9e2rVrh56eHhYWFjnm5evrm22gNPz/Fqx79+5x48YN4uLi0NXVxc3NDcj+GWvQoAFubm507NiR6dOnk5KSwqhRowgMDMyzBn/8+PEEBQVhampKw4YNefz4MUePHuX27dsMHDhQSff999/j5OSEq6srs2bN4vbt28oXcN++fZk9ezZff/01/fr14+zZs4wdO5aBAwdSrFgx9PX1GTZsGEOHDkVXVxdvb29u3LjBn3/+Sffu3Qt0zuFZ4UZPT69ALU5CCCFEQTVo0CDXCtupU6cyderUPLf/b+VifpW/9vb2BX7emK+vL76+vhrLDA0NC1Tx/bq99QWL6OjobLWR3bt3Z+nSpRrLmjZtyoABA+jXrx+PHz+mcePGjB49OtuUpi/Kw8ODmTNnMm3aNEaMGEGdOnUIDg6mU6dOShptbW2mTZvGuXPnUKvVlClThn79+mmUXlNTU7M9ur1Hjx4aH6Ks47xw4UKutfZdunTh7t27zJ8/n0GDBmFmZsbnn3/OtGnTNNL9+eefSnemrPEQCxYs0Ig7J3379sXZ2ZmQkBBatGjBw4cPcXBwoEmTJho3lYVNpVKxdetWRo4cSdeuXblx4wY2NjbUqVMHa2trtLS0+Pfff+nUqRPXrl3DwsKCli1bKoNyK1WqxJ49exg5ciS1a9dGrVZTvnz5fJ8R0qxZMw4cOEBwcDAdOnQgLS0Ne3t7Pv/8c40ZjPIzc+ZMunXrRs2aNbGwsGDYsGHZZh+aMGECvXr1onz58jx+/DjXL5mAgACGDh3K2bNnNZpVn/87OHbsGKtWraJMmTLKl9d/P2NaWlps3ryZPn36UKNGDYyMjOjcuXO+g+x79OiBoaEh3333HUOGDMHIyIiKFStmeyhf1hdrXFwcjo6ObNq0SSkslSpViq1btzJkyBA8PDwwNzene/fuGjUvo0ePRltbmzFjxnDlyhVsbW2zjRXKz+rVqwkICNDokiiEEEKIoqFSF3AE64s8hCqnfu5CiIIbMmQIaWlp2Z6l8Ta4ePEiZcuW5cSJEy/0xPjCdvPmTVxcXDh69GiBBsFlSUtLw9TUFM9vRqCl9/oHyQshhHi7HJn2/jwo9k3I+t1MTU3Nc3ZReIEWi5z63OdEpVJJwUKIVzRy5Eh++OEHMjMzCzwv9ofm4sWL/PDDDy9UqBBCCCHE61PggsWFCxdeZxxCiOeYmZnx7bffFnUYbzUvL69CeZCgEEIIIQpHgbtC5eTJkydcuHCB8uXLZ5upSAgh3kYv0qQrhBBCfOhe5HfzpfpYPHjwgO7du2NoaIi7u7vyELCvv/4631HyQgghhBBCiPfPSxUsRowYwcmTJ4mOjtZ4QrCPjw9r1qwptOCEEEIIIYQQ74aX6r+0ceNG1qxZw6effqo8/ArA3d2dpKSkQgtOCCGEEEII8W54qRaLGzduZHtqM8D9+/c1ChpCCCGEEEKID8NLtVh4eXmxZcsWvv76awClMLF06VJ5Aq4Q4p3gPT0YLf3cn0AuhBDiwxQ3alxRh/DOeqmCxZQpU/Dz8yM+Pp6nT58yZ84c4uPjOXDgQIEfRy6EEEIIIYR4f7xUV6hatWoRFxfH06dPqVixIjt27MDKyorY2FiqVq1a2DEKIYQQQggh3nIv/fCJ8uXLs2TJksKMRQghhBBCCPGOKnCLRVpaWoFfhUWlUrFx48ZCy08Unnr16tG/f/8807xP169Lly40b978je6zY8eOTJky5Y3u820ybtw4KleunGeadu3aMWPGjDcTkBBCCAFkZGQwevRoypYti4GBAeXLl2fixIk8/8xptVrNmDFjsLW1xcDAAB8fH86fP59nvg4ODqhUqmyvwMBAAC5evJjjepVKxbp16wC4desW/v7+GBsb4+npyYkTJzT2ERgY+Fp/NwtcsDAzM6NEiRIFehVUUdysvYyzZ8/y2WefYW1tjb6+PuXKlWPUqFGkp6fnuV1QUBBVq1ZFT08v3xukLF26dMnxA+Pu7q6R7vvvv8fBwQF9fX2qV6/O4cOHNdY//+HU0tLCzs6O7t27c/v27XxjePLkCdOnT8fDwwNDQ0MsLCzw9vYmNDQ032N+3tWrV/Hz8ytw+qKiVqtZvHgx1atXx9jYGDMzM7y8vJg9ezYPHjwotP1ER0ejUqm4c+dOvmlPnjzJ1q1bCQoKUpatX7+eBg0aULJkSVQqFXFxcQXa77p166hQoQL6+vpUrFiRrVu3vuQRvH1GjRrF5MmTSU1NLepQhBBCfCCmTZvGggULmD9/PgkJCUybNo3p06czb948Jc306dOZO3cuCxcu5NChQxgZGeHr68ujR49yzffIkSNcvXpVeUVGRgLQpk0bAOzt7TXWX716lfHjx2NsbKzcb02ePJm7d+9y/Phx6tWrx1dffaXkf/DgQQ4dOpRvxfCrKHDBYvfu3ezatYtdu3axfPlyrKysGDp0KBs2bGDDhg0MHToUa2trli9f/tqCLSo6Ojp06tSJHTt2cPbsWWbPns2SJUsYO3Zsvtt269aNL7/8ssD7mjNnjsYH5vLly5ibmysfKoA1a9YwcOBAxo4dy/Hjx/Hw8MDX15fr169r5DVhwgSuXr1KcnIy4eHh7N27V+NGNSdPnjzB19eXqVOn0rNnTw4cOMDhw4cJDAxk3rx5/PnnnwU+FhsbG/T03v5Zdzp27Ej//v1p1qwZu3fvJi4ujtGjR/Prr7+yY8eOIolp3rx5tGnTBmNjY2XZ/fv3qVWrFtOmTStwPgcOHKB9+/Z0796dEydO0Lx5c5o3b87p06dfR9hv3Mcff0z58uX56aefijoUIYQQH4gDBw7QrFkzGjdujIODA61bt6ZBgwZKJa9arWb27NmMGjWKZs2aUalSJVauXMmVK1fy7MlhaWmJjY2N8tq8eTPly5enbt26AGhpaWmst7GxYcOGDbRt21a5X0hISKBdu3Y4OzvTs2dPEhISAEhPT6d3794sXLgQLS2t13ZuClywqFu3rvJauXIlM2fOJDg4mKZNm9K0aVOCg4MJCQkhNDT0tQU7bNgwnJ2dMTQ0pFy5cowePVqjBj2r68Ty5cspXbo0xsbG9O3bl4yMDKZPn46NjQ1WVlZMnjxZI9+ZM2dSsWJFjIyMsLe3p2/fvty7d09ZX65cObp27YqHhwdlypShadOmBAQEsG/fvjzjnTt3LoGBgZQrV67Ax2hqaqrxgTl69Ci3b9+ma9euGvF+9dVXdO3aFTc3NxYuXIihoWG2Qp2JiQk2NjaUKlWKzz77jM6dO3P8+PE89z979mz27t1LVFQUgYGBVK5cmXLlytGhQwcOHTqEk5OTkjYzM5OhQ4dibm6OjY0N48aN08jr+a5QWc1369ev57PPPsPQ0BAPDw9iY2M1tomJiaF27doYGBhgb29PUFAQ9+/fV9b/8MMPODk5oa+vj7W1Na1bt9aIJzg4WGma9PDw4Oeff87zeNeuXUt4eDirV6/m22+/5ZNPPsHBwYFmzZqxa9cuPvvsM430ISEh2NraUrJkSQIDAzU+fz/++CNeXl7Kee/QoYNS2Lt48aKSV4kSJVCpVHTp0iXHmDIyMvj555/x9/fXWN6xY0fGjBmDj49Pnsf0vDlz5tCwYUOGDBmCq6srEydOpEqVKsyfPz/P7e7cuUOPHj2wtLSkePHifP7555w8eVJZn/W3tmjRIuzt7TE0NKRt27YaLQeZmZlMmDCBjz76SGm127Ztm8Z+/v77b9q3b4+5uTlGRkZ4eXlx6NAhjTQ//vgjDg4OmJqa0q5dO+7evaux3t/fn4iIiAKfEyGEEOJV1KxZk6ioKM6dOwc862UQExOjtBpcuHCBlJQUjd9rU1NTqlevnu2+JzdPnjzhp59+olu3brk+I+7YsWPExcXRvXt3ZZmHhwe7du3i6dOnbN++nUqVKgHPWlDq1auHl5fXSx1zQb3UrFCxsbE5Bubl5ZWtS05hMjExISwsjPj4eObMmcOSJUuYNWuWRpqkpCR+//13tm3bxurVq1m2bBmNGzfm77//Zs+ePUybNo1Ro0Zp3LwUK1aMuXPn8ueff7JixQp27drF0KFDc40jMTGRbdu2KSXI12nZsmX4+PhQpkwZ4NkH7dixYxof1mLFiuHj45Pnh/Wff/7ht99+o3r16nnuLzw8HB8fHzw9PbOt09HRwcjISHm/YsUKjIyMOHToENOnT2fChAlKs11uRo4cyeDBg4mLi8PZ2Zn27dvz9OlT4Nm1a9iwIa1ateLUqVOsWbOGmJgY+vXrB8DRo0cJCgpiwoQJnD17lm3btlGnTh0l7+DgYFauXMnChQv5888/GTBgAP/73//ynAI5PDwcFxcXmjVrlm2dSqXC1NRUeb97926SkpLYvXs3K1asICwsjLCwMGV9eno6EydO5OTJk2zcuJGLFy8qhQd7e3t++eUX4FnXuqtXrzJnzpwcYzp16hSpqamF8scfGxubrSDi6+ub7xdbmzZtuH79Or///jvHjh2jSpUq1K9fn1u3bilpEhMTWbt2Lb/99hvbtm3jxIkT9O3bV1k/Z84cZsyYQUhICKdOncLX15emTZsqfUzv3btH3bp1+eeff9i0aRMnT55k6NChZGZmKnkkJSWxceNGNm/ezObNm9mzZw9Tp07ViLVatWocPnyYx48fv/R5EkIIIQpq+PDhtGvXjgoVKqCjo4Onpyf9+/cnICAAgJSUFACsra01trO2tlbW5Wfjxo3cuXMn10pIeHaP6OrqSs2aNTVi09bWpnz58mzYsIFly5Zx/vx5VqxYwejRo+nduzflypXLVhlYWF5qVih7e3uWLFnC9OnTNZYvXboUe3v7QgksJ6NGjVL+7+DgwODBg4mIiNAoBGRmZrJ8+XJMTExwc3Pjs88+4+zZs2zdupVixYrh4uLCtGnT2L17t3KT/XxfMwcHByZNmkTv3r354YcfNPZfs2ZNjh8/zuPHj+nZsycTJkx4bccKcOXKFX7//XdWrVqlLLt58yYZGRk5fljPnDmjsWzYsGGMGjWKjIwMHj16RPXq1Zk5c2ae+zx//jz16tUrUHyVKlVSuoM5OTkxf/58oqKi+OKLL3LdZvDgwTRu3BiA8ePH4+7uTmJiIhUqVCA4OJiAgADlejg5OTF37lzq1q3LggULSE5OxsjIiCZNmmBiYkKZMmWUAtDjx4+ZMmUKO3fuVB7SWK5cOWJiYli0aFGuhcDz58/j4uJSoOMtUaIE8+fPR0tLiwoVKtC4cWOioqKU/ovdunVT0pYrV465c+fyySefcO/ePYyNjTE3NwfAysoKMzOzXPdz6dIltLS0cny6/YtKSUl54S+2mJgYDh8+zPXr15WubCEhIWzcuJGff/6Znj17AvDo0SNWrlxJqVKlgGfdtxo3bsyMGTOwsbEhJCSEYcOG0a5dOwDl72727Nl8//33rFq1ihs3bnDkyBHl3Dg6OmrEkpmZSVhYGCYmJsCzVpuoqCiNVkc7OzuePHlCSkqKUgB/3uPHjzUKHYU5wYQQQogPT1Zvh1WrVuHu7k5cXBz9+/fHzs6Ozp07F8o+li1bhp+fH3Z2djmuf/jwIatWrWL06NEay01NTTXuGwE+//xzvvvuO8LDw/nrr784e/YsX331FRMmTCj0gdwv1WIxa9Ys5s2bR8WKFenRowc9evSgUqVKzJs3L1sLQmFas2YN3t7e2NjYYGxszKhRo0hOTtZI4+DgoNyEwLObKDc3N4oVK6ax7PnxCDt37qR+/fqUKlUKExMTOnbsyL///ptt4O6aNWs4fvw4q1atYsuWLYSEhLzS8RgbGyuv3r17Z1u/YsUKzMzMXnqA+5AhQ4iLi+PUqVNERUUB0LhxYzIyMnLd//MzGuQnq3kti62tbbZxHnltY2trC6Bsc/LkScLCwjTi8vX1JTMzkwsXLvDFF19QpkwZypUrR8eOHQkPD1euUWJiIg8ePOCLL77Q2H7lypUkJSUB4O7urizPaq58keN1d3fX6Jf43+M9duwY/v7+lC5dGhMTE6Uw89/PaH4ePnyInp5erk2fhWnKlCka5ys5OZmTJ09y7949SpYsqbHuwoULyrkEKF26tFKoAKhRowaZmZmcPXuWtLQ0rly5gre3t8b+vL29lf6ecXFxeHp6KoWKnPz37zmnz5iBgQFArgPtg4ODMTU1VV6vs/JDCCHE+2/IkCFKq0XFihXp2LEjAwYMIDg4GHg2xhTg2rVrGttdu3ZNWZeXS5cusXPnTnr06JFrmp9//pkHDx7QqVOnPPMKDQ3FzMyMZs2aER0dTfPmzdHR0aFNmzZER0fnG8uLeqkWi0aNGnH+/Hl++OEHpZbc39+f3r17v7Yf7djYWAICAhg/fjy+vr6YmpoSERGRraSlo6Oj8V6lUuW4LKu7xcWLF2nSpAl9+vRh8uTJmJubExMTQ/fu3Xny5AmGhobKdlnH5ubmRkZGBj179mTQoEEvPQjm+Vl9ihcvrrFOrVazfPlyOnbsiK6urrLcwsICLS2tAn1YLSwslBpgJycnZs+eTY0aNdi9ezc+Pj457t/Z2Tlby0du8jqvBdkm68Y5a5t79+7Rq1evHAeYly5dGl1dXY4fP050dDQ7duxgzJgxjBs3jiNHjihjYrZs2aJxswsote5bt25VxkRk3YwW1vHev38fX19ffH19CQ8Px9LSkuTkZHx9fXny5EmB8s9iYWHBgwcPePLkica1fxk2NjZ5flZ69+5N27ZtlXV2dnbcu3cPW1vbHL9w8mppeVFZ1yAvBfmMZXXPsrS0zDGPESNGMHDgQOV9WlqaFC6EEEK8tAcPHmhUWMOzgdVZv09ly5bFxsaGqKgoZVbQtLQ0Dh06RJ8+ffLNPzQ0FCsrK6WHR06WLVtG06ZNc/3tA7hx4wYTJkwgJiYGeDaGM+s+KD09XaloLkwv/YC8jz766I3OsX/gwAHKlCnDyJEjlWWXLl165XyPHTtGZmYmM2bMUD4ka9euzXe7zMxM0tPTyczMfOmCxX+7fTxvz549JCYmagzIAdDV1aVq1apERUUpLRmZmZlERUUpYxFykxXnw4cPc91/hw4d+Pbbbzlx4kS2cRbp6ek8efJEY5xFYapSpQrx8fF5nhdtbW18fHzw8fFh7NixmJmZsWvXLr744gv09PRITk7OtdtTTt1kOnToQLt27fj111+zjbNQq9WkpaVpjLPIzZkzZ/j333+ZOnWqctN69OhRjTRZhYT8/pCzvoTi4+MLPE1xbmrUqEFUVJRGd7/IyEilu5i5uXm2FoMqVaqQkpKCtrY2Dg4OueadnJzMlStXlGbagwcPKt0Nixcvjp2dHfv379e4Hvv376datWrAs9arpUuXcuvWrTxbLfJz+vRpPvroIywsLHJcr6en907MTiaEEOLd4O/vz+TJkyldujTu7u6cOHGCmTNnKl2iVSoV/fv3Z9KkSTg5OVG2bFlGjx6NnZ2dRi+U+vXr06JFC437t8zMTEJDQ+ncuTPa2jnfpicmJrJ37958p4/v378/gwYNUipcvb29+fHHH2nQoAGLFy/O1qugMLx0weLOnTssW7ZM6dbg7u5Ot27dCnQT9rzU1NRs8/GXLFkyW42ik5MTycnJRERE8Mknn7BlyxY2bNjwsuErHB0dSU9PZ968efj7+7N//34WLlyokSY8PBwdHR0qVqyInp4eR48eZcSIEXz55ZdKjeqGDRsYMWKERu13YmIi9+7dIyUlhYcPHyrH6ebmlm9N9LJly6hevToff/xxtnUDBw6kc+fOeHl5Ua1aNWbPns39+/c1Zo4CuHv3LikpKajVai5fvszQoUOxtLTUGOTzX/3792fLli3Ur1+fiRMnUqtWLUxMTDh69CjTpk1j2bJlr3yzm5thw4bx6aef0q9fP3r06IGRkRHx8fFERkYyf/58Nm/ezF9//UWdOnUoUaIEW7duJTMzExcXF0xMTBg8eDADBgwgMzOTWrVqkZqayv79+ylevHiufR7btm3Lhg0baN++PaNGjaJBgwZYWlryxx9/MGvWLL7++usCdUXLalGZN28evXv35vTp00ycOFEjTZkyZVCpVGzevJlGjRphYGCgMZ1sFktLS6pUqUJMTIzGub5165ZyMw/PBoEDygxiAJ06daJUqVJKc+w333xD3bp1mTFjBo0bNyYiIoKjR4+yePHiXI/Fx8eHGjVq0Lx5c6ZPn46zszNXrlxhy5YttGjRQhlUrq+vT+fOnQkJCSEtLY2goCDatm2rxDJkyBDGjh1L+fLlqVy5MqGhocTFxREeHg5A+/btmTJlCs2bNyc4OBhbW1tOnDiBnZ2dUvApiH379tGgQYMCpxdCCCFexbx58xg9ejR9+/bl+vXr2NnZ0atXL8aMGaOkGTp0KPfv36dnz57cuXOHWrVqsW3bNvT19ZU0SUlJ3Lx5UyPvnTt3kpycrDFu87+WL1/ORx99lOdv3/bt20lMTOTHH39UlvXr14+jR49SvXp1qlWrVqDHJryolypYHD16FF9fXwwMDJTax5kzZzJ58mR27NhBlSpVCpxXdHR0tprx7t27s3TpUo1lTZs2ZcCAAfTr14/Hjx/TuHFjRo8enW2K0xfl4eHBzJkzmTZtGiNGjKBOnToEBwdr9FnT1tZm2rRpnDt3DrVaTZkyZejXrx8DBgxQ0qSmpio3ell69OihMSNR1nFeuHAhz5rg1NRUfvnll1xnDfryyy+5ceMGY8aMISUlRZnG87+DdMeMGaN8yC0tLfnkk0/YsWMHJUuWzHXfenp6REZGMmvWLBYtWsTgwYMxNDTE1dWVoKCgHAs6haVSpUrs2bOHkSNHUrt2bdRqNeXLl1eeA2JmZsb69esZN24cjx49wsnJidWrVysPD5w4cSKWlpYEBwfz119/YWZmRpUqVfj2229z3adKpWLVqlUsXryY5cuXM3nyZLS1tXFycqJTp074+voWKHZLS0vCwsL49ttvmTt3LlWqVCEkJISmTZsqaUqVKsX48eMZPnw4Xbt2pVOnThqzSj2vR48erFy5UqMWY9OmTRqFx6xB0WPHjlX+DpKTkzWaZ2vWrMmqVasYNWoU3377LU5OTmzcuDHP66hSqdi6dSsjR46ka9eu3LhxAxsbG+rUqaPxGXN0dKRly5Y0atSIW7du0aRJE40JD4KCgkhNTWXQoEFcv34dNzc3Nm3apExZrKury44dOxg0aBCNGjXi6dOnuLm58f333xfgjD/z6NEjNm7cmG0aWyGEEOJ1MTExYfbs2cyePTvXNCqVigkTJuQ50c/FixezLWvQoEG+4z+nTJmSb6+hrO7ZzzM0NCxQr5xXoVK/yOjV/1O7dm0cHR1ZsmSJ0kzz9OlTevTowV9//cXevXsLPVAhPiQPHz7ExcWFNWvWvFDt/Zsybtw4Nm7cWOCnf78uCxYsYMOGDS/0IMOs7m0fjxyOlr50kRJCCKEpbtS4og7hrZL1u5mampptTPB/vXSLxfOFCnhWqz906NDX/uANIT4EBgYGrFy5MlsTqdCko6PDvHnzijoMIYQQQvCSBYvixYuTnJxMhQoVNJZfvnxZY2pIIcTLK+jzRD5keU3FJ4QQQog366WeY/Hll1/SvXt31qxZw+XLl7l8+TIRERH06NGD9u3bF3aMQoi3zLhx44q8G5QQQggh3i4v1WIREhKCSqWiU6dOPH36FLVaja6uLn369GHq1KmFHaMQQhS6/UNH5NtXVAghhBAF91KDt7M8ePBAeRJv+fLlNR4mJ4QQb6MXGYQmhBBCfOhe2+DtvObUfd7y5ctfJFshhBBCCCHEO+6FChZhYWGUKVMGT0/PfOfYFUIIIYQQQnw4Xqhg0adPH1avXs2FCxfo2rUr//vf/zA3N39dsQkhhBBCCCHeES88xuLx48esX7+e5cuXc+DAARo3bkz37t1p0KABKpXqdcUphBCFQnlA3rRh8oA8IYQoQnFB44s6BFEALzLG4oWnm9XT06N9+/ZERkYSHx+Pu7s7ffv2xcHBgXv37r100EIIIYQQQoh310s9x0LZuFgxVCoVarWajIyMwopJCCGEEEII8Y554YLF48ePWb16NV988QXOzs788ccfzJ8/n+TkZIyNjV9HjEJ88OrVq0f//v0LnP7ixYuoVKp8H2J39uxZbGxsuHv37qsFmIcuXbrQvHnz15L3p59+yi+//PJa8hZCCFG0HBwcUKlU2V6BgYHcunWLr7/+GhcXFwwMDChdujRBQUGkpqbmmee1a9fo0qULdnZ2GBoa0rBhQ86fP58tXWxsLJ9//jlGRkYUL16cOnXq8PDhQ+DZvXDHjh0pXrw4zs7O7Ny5U2Pb7777jq+//rrwTsQ75IUKFn379sXW1papU6fSpEkTLl++zLp162jUqBHFir1S44cQb4RKpWLjxo0vtE1ERAQqleq13RwXxPr165k4cWKB09vb23P16lU+/vjjPNONGDGCr7/+GhMTE2XZqVOnqF27Nvr6+tjb2zN9+vSXjruwhIWFYWZmlm35qFGjGD58OJmZmW8+KCGEEK/VkSNHuHr1qvKKjIwEoE2bNly5coUrV64QEhLC6dOnCQsLY9u2bXTv3j3X/NRqNc2bN+evv/7i119/5cSJE5QpUwYfHx/u37+vpIuNjaVhw4Y0aNCAw4cPc+TIEfr166fc6y5evJhjx44RGxtLz5496dChgzJb6oULF1iyZAmTJ09+jWfm7fVCs0ItXLiQ0qVLU65cOfbs2cOePXtyTLd+/fpCCU6Ionbx4kUGDx5M7dq1izSOF519TUtLCxsbmzzTJCcns3nzZubNm6csS0tLo0GDBvj4+LBw4UL++OMPunXrhpmZGT179nyp2F8nPz8/evTowe+//07jxo2LOhwhhBCFyNLSUuP91KlTKV++PHXr1kWlUmm0WJcvX57Jkyfzv//9j6dPn6Ktnf0W9/z58xw8eJDTp0/j7u4OwIIFC7CxsWH16tX06NEDgAEDBhAUFMTw4cOVbV1cXJT/JyQk0LRpU9zd3SlXrhxDhgzh5s2bWFpa0qdPH6ZNm/bBPoD1hZoZOnXqxGeffYaZmRmmpqa5voQobHfv3iUgIAAjIyNsbW2ZNWtWtu5BDg4OTJw4kfbt22NkZESpUqX4/vvvNdYDtGjRApVKpbzPTUZGBgEBAYwfP55y5cplW3/79m06depEiRIlMDQ0xM/PL8fm1OdFR0ejUqnYvn07np6eGBgY8Pnnn3P9+nV+//13XF1dKV68OB06dODBgwfKdjkd65QpU+jWrRsmJiaULl2axYsXK+sL0hVq7dq1eHh4UKpUKWVZeHg4T548Yfny5bi7u9OuXTuCgoKYOXNmnsf1888/U7FiRQwMDChZsmS22h+AkJAQbG1tKVmyJIGBgaSnpxfoXEZHR9O1a1dSU1OVZvBx48YBzwpQjRo1IiIiIs/4hBBCvNuePHnCTz/9RLdu3XKdhTRr1qKcChXwrAsTgL6+vrKsWLFi6OnpERMTA8D169c5dOgQVlZW1KxZE2tra+rWrausB/Dw8CAmJoaHDx+yfft2bG1tsbCwIDw8HH19fVq0aFFYh/3OeaGCRVhYGKGhofm+hChsAwcOZP/+/WzatInIyEj27dvH8ePHs6X77rvv8PDw4MSJEwwfPpxvvvlGaTo9cuQIAKGhoVy9elV5n5sJEyZgZWWVa7Nqly5dOHr0KJs2bSI2Nha1Wk2jRo00bphzM27cOObPn8+BAwe4fPkybdu2Zfbs2axatYotW7awY8cOjZaEnMyYMQMvLy9OnDhB37596dOnD2fPns1331n27duHl5eXxrLY2Fjq1KmDrq6usszX15ezZ89y+/btHPO5evUq7du3p1u3biQkJBAdHU3Lli01HqK5e/dukpKS2L17NytWrCAsLIywsDBlfV7nsmbNmsyePZvixYsrzeGDBw9Wtq1WrRr79u0r8HELIYR492zcuJE7d+7QpUuXHNffvHmTiRMn5tm6XqFCBUqXLs2IESO4ffs2T548Ydq0afz9999cvXoVgL/++gt49jv91VdfsW3bNqpUqUL9+vWVCq9u3brh4eGBm5sbkydPZu3atdy+fZsxY8Ywb948Ro0ahaOjI76+vvzzzz+FeyLeci/UFUqIonD37l1WrFjBqlWrqF+/PvCscGBnZ5ctrbe3t9J06ezszP79+5k1axZffPGF0qRqZmaWbzehmJgYli1blmuN//nz59m0aRP79++nZs2awLPafnt7ezZu3EibNm3yzH/SpEl4e3sD0L17d0aMGEFSUpLSMtK6dWt2797NsGHDcs2jUaNG9O3bF4Bhw4Yxa9Ysdu/erdFcm5dLly5lK1ikpKRQtmxZjWXW1tbKuhIlSmTL5+rVqzx9+pSWLVtSpkwZACpWrKiRpkSJEsyfPx8tLS0qVKhA48aNiYqK4quvvirQuTQ1NUWlUuV43ezs7Lh8+TKZmZk5jvV6/PixUksFz7p7CSGEeLcsW7YMPz+/HH/709LSaNy4MW5ubkqLdk50dHRYv3493bt3x9zcHC0tLXx8fPDz81Mqw7LG7PXq1YuuXbsC4OnpSVRUFMuXLyc4OBgdHR2NHhEAXbt2JSgoiBMnTrBx40ZOnjzJ9OnTCQoK+qAmGZER1+Kt99dff5Genk61atWUZaampjneQNeoUSPb+4SEhFzzzprNLOs1ZcoU7t69S8eOHVmyZAkWFhY5bpeQkIC2tjbVq1dXlpUsWRIXFxdlf35+fkq+WX05s1SqVEn5v7W1NYaGhhrdraytrbl+/Xqucf83j6yb7vy2ed7Dhw81moMLYt++fRrnKzw8HA8PD+rXr0/FihVp06YNS5Ysyda64e7ujpaWlvLe1tZWibUg5zIvBgYGZGZmahQenhccHKzRVdPe3v6FjlkIIUTRunTpEjt37lTGQDzv7t27NGzYEBMTEzZs2ICOjk6eeVWtWpW4uDju3LnD1atX2bZtG//++6/yG2xrawuAm5ubxnaurq4kJyfnmOfu3bv5888/6devH9HR0TRq1AgjIyPatm1LdHT0Sxzxu0taLMQHzc7OTqNVwtzcnKSkJC5evIi/v7+yPKsGQ1tbu8DdjZYuXapMTfffL7rn36tUqmzrVSpVvjMdvcw2z7OwsMhWALCxseHatWsay7Le29jY4ODgoHG+rK2t0dLSIjIykgMHDihduEaOHMmhQ4eU1o9XjTUvt27dwsjICAMDgxzXjxgxgoEDByrv09LSpHAhhBDvkNDQUKysrLJN0pGWloavry96enps2rTphSrLssYEnz9/nqNHjyozLzo4OGBnZ5ftt/7cuXP4+flly+fRo0cEBgYSHh6OlpYWGRkZSutHenr6B/ecN2mxEG+9cuXKoaOjozEmIjU1lXPnzmVLe/DgwWzvXV1dlfc6Ojoaf+Ta2to4OjoqL3NzcypUqMAff/xBXFyc8mratCmfffYZcXFx2Nvb4+rqytOnTzl06JCS17///svZs2eVWo5SpUop+WZ1EXqbeHp6Eh8fr7GsRo0a7N27V2OcSGRkJC4uLpQoUQIDAwON85U1Ta1KpcLb25vx48dz4sQJdHV12bBhQ4HiKMi51NXVzfXL+fTp03h6euaav56eHsWLF9d4CSGEeDdkZmYSGhpK586dNQZlZ81ieP/+fZYtW0ZaWhopKSmkpKRo/F5UqFBB4/do3bp1REdHK1POfvHFFzRv3pwGDRoAz37PhgwZwty5c/n5559JTExk9OjRnDlzJscxlxMnTqRRo0bK75C3tzfr16/n1KlTzJ8/X+n2/KGQFgvx1jMxMaFz584MGTIEc3NzrKysGDt2rPLk9+ft37+f6dOn07x5cyIjI1m3bh1btmxR1js4OBAVFYW3tzd6eno5jhnQ19fP9vyHrGcoZC13cnKiWbNmfPXVVyxatAgTExOGDx9OqVKlaNasWSGfgdfD19eXHj16kJGRoXRT6tChA+PHj6d79+4MGzaM06dPM2fOHGbNmpVrPocOHSIqKooGDRpgZWXFoUOHuHHjhkaBLi8FOZcODg7cu3ePqKgoPDw8MDQ0xNDQEHjWPSvrB0EIIcT7ZefOnSQnJ9OtWzeN5cePH1cqpBwdHTXWXbhwQZn58ezZsxoPzbt69SoDBw7k2rVr2Nra0qlTJ0aPHq2xff/+/Xn06BEDBgzg1q1beHh4EBkZSfny5TXSnT59mrVr12q05Ldu3Zro6Ghq166Ni4sLq1atetVT8E6RFgvxTpg5cyY1atSgSZMm+Pj44O3tjaura7Zmz0GDBnH06FE8PT2ZNGkSM2fOxNfXV1k/Y8YMIiMjsbe3z7OWuyBCQ0OpWrUqTZo0oUaNGqjVarZu3Zpv/863hZ+fH9ra2hpPDDU1NWXHjh1cuHCBqlWrMmjQIMaMGZPnLBvFixdn7969NGrUCGdnZ0aNGsWMGTNybDLOTX7nsmbNmvTu3Zsvv/wSS0tL5aF9//zzDwcOHFAG2AkhhHi/NGjQALVajbOzs8byevXqoVarc3w9P528Wq3WmEkqKCiIy5cv8+TJEy5dusTEiRM1ZkLMMnz4cC5fvsz9+/c5cOAAtWrVypbm448/5vz58xgZGSnLihUrxg8//EBqaiqHDx/OVuh536nUz88JKcQ74v79+5QqVYoZM2YoTZMODg70799f43kPIm/ff/89mzZtYvv27UUdyksZNmwYt2/f1niGR37S0tIwNTXl42nD0NLXe43RCSGEyEtc0PiiDkEUQNbvZtZzQvIiXaHEO+HEiROcOXOGatWqkZqayoQJEwDemW5Hb6tevXpx584d7t69q4yXeJdYWVlpDMwWQgghRNGRgoV4Z4SEhHD27Fl0dXWpWrUq+/bty3U6WFEw2trajBw5sqjDeGmDBg0q6hCEEEII8X+kYCHeCZ6enhw7dizPNBcvXnwzwQghhBBCiGykYCGE+CDt7/2tTD0rhBBCFCKZFUoIIYQQQgjxyqRgIYQQQgghhHhlUrAQQgghhBBCvDIpWAghhBBCCCFemQzeFkJ8kBqunoC2gTwgTwgh3gV7O00u6hBEAUiLhRBCCCGEEOKVScFCCCGEEEII8cqkYCGEEEIIId5pDg4OqFSqbK/AwEAA6tWrl21d796988xz3LhxVKhQASMjI0qUKIGPjw+HDh3Kd79Tp05V1l+8eJE6depgZGREnTp1sj3Mt0mTJvzyyy+FcxLeAlKwEKKIqVQqNm7cWOD0YWFhmJmZ5Ztu2bJlNGjQ4OUDKwQXL15EpVIRFxdX6Hlv27aNypUrk5mZWeh5CyGEeLccOXKEq1evKq/IyEgA2rRpo6T56quvNNJMnz49zzydnZ2ZP38+f/zxBzExMTg4ONCgQQNu3LihkW7ChAka+X799dfKukGDBlGqVCni4uKwtbVl8ODByro1a9ZQrFgxWrVqVRin4K0gBQshchAUFETVqlXR09OjcuXKr3VfV69exc/Pr8Dpv/zyS86dO5dnmkePHjF69GjGjh2rLFuyZAm1a9emRIkSSs3L4cOHNbZTq9WMGTMGW1tbDAwM8PHx4fz58y92QK+Bg4MDs2fP1ljWsGFDdHR0CA8PL5qghBBCvDUsLS2xsbFRXps3b6Z8+fLUrVtXSWNoaKiRpnjx4nnm2aFDB3x8fChXrhzu7u7MnDmTtLQ0Tp06pZHOxMREI18jIyNlXUJCAp07d8bJyYkuXbqQkJAAwJ07dxg1ahTff/99IZ6FoicFCyFy0a1bN7788svXvh8bGxv09Ao+O5GBgQFWVlZ5pvn5558pXrw43t7eyrLo6Gjat2/P7t27iY2Nxd7engYNGvDPP/8oaaZPn87cuXNZuHAhhw4dwsjICF9fXx49evTiB/YGdOnShblz5xZ1GEIIId4iT5484aeffqJbt26oVCpleXh4OBYWFnz88ceMGDGCBw8evFCeixcvxtTUFA8PD411U6dOpWTJknh6evLdd9/x9OlTZZ2Hhwc7d+4kMzOTHTt2UKlSJQCGDBlCYGAg9vb2r3i0bxcpWIgPzuPHjwkKCsLKygp9fX1q1arFkSNHNNLMnTuXwMBAypUrV+B8x40bR+XKlVm+fDmlS5fG2NiYvn37kpGRwfTp07GxscHKyorJkzWnzHu+K1RW16H169fz2WefYWhoiIeHB7GxsUr6gnSFioiIwN/fX2NZeHg4ffv2pXLlylSoUIGlS5eSmZlJVFQU8Ky1Yvbs2YwaNYpmzZpRqVIlVq5cyZUrV/LsqnX79m0CAgKwtLTEwMAAJycnQkNDNdL89ddfuR4PwC+//IK7uzt6eno4ODgwY8YMZV29evW4dOkSAwYMUPqvZvH39+fo0aMkJSXleT6EEEJ8ODZu3MidO3fo0qWLsqxDhw789NNP7N69mxEjRvDjjz/yv//9L9+8Nm/ejLGxMfr6+syaNYvIyEgsLCyU9UFBQURERLB792569erFlClTGDp0qLI+JCSEM2fO4ODgwPnz5wkJCWHv3r3ExcXRqVMn2rZtS7ly5ejduzdPnjwp1PNQFOQ5FuKDM3ToUH755RdWrFhBmTJlmD59Or6+viQmJmJubv5KeSclJfH777+zbds2kpKSaN26NX/99RfOzs7s2bOHAwcO0K1bN3x8fKhevXqu+YwcOZKQkBCcnJwYOXIk7du3JzExEW3tgv3JxsTE0LFjxzzTPHjwgPT0dOWYL1y4QEpKCj4+PkoaU1NTqlevTmxsLO3atcsxn9GjRxMfH8/vv/+OhYUFiYmJPHz4sMDHc+zYMdq2bcu4ceP48ssvOXDgAH379qVkyZJ06dKF9evX4+HhQc+ePfnqq6808i1dujTW1tbs27eP8uXL5xjf48ePefz4sfI+LS0tz/MihBDi3bZs2TL8/Pyws7NTlvXs2VP5f8WKFbG1taV+/fokJSXl+vsB8NlnnxEXF8fNmzdZsmQJbdu25dChQ0rPgYEDByppK1WqhK6uLr169SI4OBg9PT1KlSrF5s2blTSPHz/G19eXFStWMGnSJExMTDh79iwNGzZk0aJFGuMz3kXSYiE+KPfv32fBggV89913+Pn54ebmxpIlSzAwMGDZsmWvnH9mZibLly/Hzc0Nf39/PvvsM86ePcvs2bNxcXGha9euuLi4sHv37jzzGTx4MI0bN8bZ2Znx48dz6dIlEhMTCxTDnTt3SE1N1fhCzcmwYcOws7NTChIpKSkAWFtba6SztrZW1uUkOTkZT09PvLy8cHBwwMfHJ1trSV7HM3PmTOrXr8/o0aNxdnamS5cu9OvXj++++w4Ac3NztLS0NPqwPs/Ozo5Lly7lGl9wcDCmpqbK631rdhZCCPH/Xbp0iZ07d9KjR48802VV7uX322pkZISjoyOffvopy5YtQ1tbO8/7herVq/P06dNssz9lmTJlCg0aNKBq1apER0fTqlUrdHR0aNmyJdHR0XnG8i6QgoX4oCQlJZGenq4x9kBHR4dq1aopA6oKwtjYWHk9P12dg4MDJiYmyntra2vc3NwoVqyYxrLr16/nmX9WH0wAW1tbgHy3yZLVWqCvr59rmqlTpxIREcGGDRvyTPdffn5+ynG7u7sD0KdPHyIiIqhcuTJDhw7lwIEDL3Q8CQkJGtcDwNvbm/Pnz5ORkZFvTAYGBnn2kx0xYgSpqanK6/Lly/kfqBBCiHdSaGgoVlZWNG7cOM90WbMVZv0mFVRmZqZGK3hO+RYrVizHsZAJCQmsWrWKiRMnApCRkUF6ejoA6enpBfrNe9tJVyghXsLz06c+P6uEjo6ORjqVSpXjsvymSH1+m6wxBQWdVrVkyZKoVCpu376d4/qQkBCmTp3Kzp07NW74s1oCrl27pvFFe+3aNWVmrKVLlyoFl6wY/fz8uHTpElu3biUyMpL69esTGBhISEhIoRxPfm7duoWlpWWu6/X09F5ocLwQQoh3U2ZmJqGhoXTu3Fmj63BSUhKrVq2iUaNGlCxZklOnTjFgwADq1Kmj8TtYoUIFgoODadGiBffv32fy5Mk0bdoUW1tbbt68yffff88///yjTGEbGxvLoUOH+OyzzzAxMSE2NpYBAwbwv//9jxIlSmjEplar6dmzJ7NmzVJmjfL29mbJkiU4OzuzcuVK2rdv/wbO0uslLRbig1K+fHl0dXXZv3+/siw9PZ0jR47g5uZW4HwcHR2VV34zNL1purq6uLm5ER8fn23d9OnTmThxItu2bcPLy0tjXdmyZbGxsVEGc8Oz8QiHDh2iRo0aAJQqVUo57jJlyijpLC0t6dy5Mz/99BOzZ89m8eLFBY7X1dVV43oA7N+/H2dnZ7S0tJRjyqkm59GjRyQlJeHp6Vng/QkhhHg/7dy5k+TkZLp166axXFdXl507d9KgQQMqVKjAoEGDaNWqFb/99ptGurNnz5KamgqAlpYWZ86coVWrVjg7O+Pv78+///7Lvn37lBZ7PT09IiIiqFu3Lu7u7kyePJkBAwbk+Bu4ePFirK2tadKkibJs3LhxPHr0iOrVq+Po6Kg8zO9dJi0W4oNiZGREnz59GDJkCObm5pQuXZrp06fz4MEDunfvrqRLTEzk3r17pKSk8PDhQ6WFws3NDV1d3SKKvuB8fX2JiYmhf//+yrJp06YxZswYVq1ahYODgzJuIqtrk0qlon///kyaNAknJyfKli3L6NGjsbOzo3nz5rnua8yYMVStWhV3d3ceP37M5s2bcXV1LXCsgwYN4pNPPmHixIl8+eWXxMbGMn/+fH744QcljYODA3v37qVdu3bo6ekpM3IcPHgQPT09peAjhBDiw9WgQQPUanW25fb29uzZsyff7Z/fVl9fn/Xr1+eZvkqVKhw8eLBAsfXq1YtevXppLLOysmLnzp0F2v5dIQUL8cGZOnUqmZmZdOzYkbt37+Ll5cX27ds1mi179Oih8SWUVSN+4cIFHBwc3nTIL6x79+54eXmRmpqKqakpAAsWLODJkye0bt1aI+3YsWMZN24c8GzGrPv379OzZ0/u3LlDrVq12LZtW57jMHR1dRkxYgQXL17EwMCA2rVrExERUeBYq1Spwtq1axkzZgwTJ07E1taWCRMmaEwTOGHCBHr16kX58uV5/Pix8uW/evVqAgICMDQ0LPD+hBBCCPF6qNQ5Fe2EEO+8Nm3aUKVKFUaMGFHUobwWN2/exMXFhaNHj1K2bNkCb5eWloapqSk1Fg5C20DGXgghxLtgb6fJ+ScSr0XW72Zqamq+TyuXMRZCvKe+++47jI2NizqM1+bixYv88MMPL1SoEEIIIcTrI12hhHhPOTg4vPMP2smLl5dXtgHoQgghhCg60mIhhBBCCCGEeGXSYiGE+CBtaz8m376iQgghhCg4abEQQgghhBBCvDIpWAghhBBCCCFemRQshBBCCCGEEK9MxlgIIT5I3X8fiY6hPMdCCCHEM6v8Q4o6hHeetFgIIYQQQgghXpkULIQQQgghhBCvTAoWQgghhBBCiFcmBQsh3lNRUVG4urqSkZFRpHE4ODgwe/bsQs/35s2bWFlZ8ffffxd63kIIIcR/ZWRkMHr0aMqWLYuBgQHly5dn4sSJqNVqJY1arWbMmDHY2tpiYGCAj48P58+fzzPfBQsWUKlSJYoXL07x4sWpUaMGv//+e7Z0sbGxfP755xgZGVG8eHHq1KnDw4cPAXj8+DEdO3akePHiODs7s3PnTo1tv/vuO77++utCOAt5k4KFEK+BSqVi48aNL7RNREQEKpWK5s2bF0oMQ4cOZdSoUWhpaQFw9epVOnTogLOzM8WKFaN///45brdu3ToqVKiAvr4+FStWZOvWrYUSz6vo0qVLtvNiYWFBp06dGDt2bNEEJYQQ4oMybdo0FixYwPz580lISGDatGlMnz6defPmKWmmT5/O3LlzWbhwIYcOHcLIyAhfX18ePXqUa74fffQRU6dO5dixYxw9epTPP/+cZs2a8eeffyppYmNjadiwIQ0aNODw4cMcOXKEfv36UazYs1v5xYsXc+zYMWJjY+nZsycdOnRQCjwXLlxgyZIlTJ48+TWdmf9PChZCvAUuXrzI4MGDqV27dqHkFxMTQ1JSEq1atVKWPX78GEtLS0aNGoWHh0eO2x04cID27dvTvXt3Tpw4QfPmzWnevDmnT58ulLgKW9euXQkPD+fWrVtFHYoQQoj33IEDB2jWrBmNGzfGwcGB1q1bKzf68Ky1Yvbs2YwaNYpmzZpRqVIlVq5cyZUrV/KsbPT396dRo0Y4OTnh7OzM5MmTMTY25uDBg0qaAQMGEBQUxPDhw3F3d8fFxYW2bduip/dsdsOEhASaNm2Ku7s7gYGB3Lhxg5s3bwLQp08fpk2bRvHixV/fyfk/UrAQ4jl3794lICAAIyMjbG1tmTVrFvXq1dOo3XdwcGDixIm0b98eIyMjSpUqxffff6+xHqBFixaoVCrlfW4yMjIICAhg/PjxlCtXLtv627dv06lTJ0qUKIGhoSF+fn75NqtGRETwxRdfoK+vrxHXnDlz6NSpE6ampjluN2fOHBo2bMiQIUNwdXVl4sSJVKlShfnz5+e6L7Vazbhx4yhdujR6enrY2dkRFBSkkebBgwd069YNExMTSpcuzeLFizXW//HHH3z++ecYGBhQsmRJevbsyb179wAYN24cK1as4Ndff0WlUqFSqYiOjgbA3d0dOzs7NmzYkOf5EEIIIV5VzZo1iYqK4ty5cwCcPHmSmJgY/Pz8gGctAykpKfj4+CjbmJqaUr16dWJjYwu0j4yMDCIiIrh//z41atQA4Pr16xw6dAgrKytq1qyJtbU1devWJSYmRtnOw8ODmJgYHj58yPbt27G1tcXCwoLw8HD09fVp0aJFYZ2GPEnBQojnDBw4kP3797Np0yYiIyPZt28fx48fz5buu+++w8PDgxMnTjB8+HC++eYbIiMjAThy5AgAoaGhXL16VXmfmwkTJmBlZUX37t1zXN+lSxeOHj3Kpk2biI2NRa1W06hRI9LT03PNc9++fXh5eRX0sBWxsbEaX4gAvr6+eX4h/vLLL8yaNYtFixZx/vx5Nm7cSMWKFTXSzJgxAy8vL06cOEHfvn3p06cPZ8+eBeD+/fv4+vpSokQJjhw5wrp169i5cyf9+vUDYPDgwbRt25aGDRty9epVrl69Ss2aNZW8q1Wrxr59+174WIUQQogXMXz4cNq1a0eFChXQ0dHB09OT/v37ExAQAEBKSgoA1tbWGttZW1sr63Lzxx9/YGxsjJ6eHr1792bDhg24ubkB8NdffwHPKtq++uortm3bRpUqVahfv75S0ditWzc8PDxwc3Nj8uTJrF27ltu3bzNmzBjmzZvHqFGjcHR0xNfXl3/++adQz8vz5AF5Qvyfu3fvsmLFClatWkX9+vWBZ4UDOzu7bGm9vb0ZPnw4AM7Ozuzfv59Zs2bxxRdfYGlpCYCZmRk2NjZ57jMmJoZly5YRFxeX4/rz58+zadMm9u/fr9xMh4eHY29vz8aNG2nTpk2O2126dCnHuPOTkpLywl+IycnJ2NjY4OPjg46ODqVLl6ZatWoaaRo1akTfvn0BGDZsGLNmzWL37t24uLiwatUqHj16xMqVKzEyMgJg/vz5+Pv7M23aNKytrTEwMODx48c5nk87OztOnDiRa3yPHz/m8ePHyvu0tLT8T4QQQgjxH2vXriU8PJxVq1bh7u5OXFwc/fv3x87Ojs6dO79S3i4uLsTFxZGamsrPP/9M586d2bNnD25ubmRmZgLQq1cvunbtCoCnpydRUVEsX76c4OBgdHR0NHpPwLPuwkFBQZw4cYKNGzdy8uRJpk+fTlBQEL/88ssrxZsbabEQ4v/89ddfpKena9wUm5qa4uLiki1tVvPk8+8TEhJyzTs5ORljY2PlNWXKFO7evUvHjh1ZsmQJFhYWOW6XkJCAtrY21atXV5aVLFkSFxeXPPf38OFDjW5QhWXKlCkax5GcnEybNm14+PAh5cqV46uvvmLDhg08ffpUY7tKlSop/1epVNjY2HD9+nXg2TF6eHgohQp4VnDLzMxUWjXyYmBgwIMHD3JdHxwcjKmpqfKyt7d/0cMWQgghGDJkiNJqUbFiRTp27MiAAQMIDg4GUCq/rl27prHdtWvX8q1o1NXVxdHRkapVqxIcHIyHhwdz5swBwNbWFkBpwcji6upKcnJyjvnt3r2bP//8k379+hEdHU2jRo0wMjKibdu2Snfi10FaLIR4A+zs7DRaJczNzUlKSuLixYv4+/sry7NqJbS1tQt0U50bCwsLbt++/cLb2djY5PmF2Lt3b9q2bauss7OzU2LduXMnkZGR9O3bl++++449e/ago6MDoPybRaVSKcf6qm7duqW0EuVkxIgRDBw4UHmflpYmhQshhBAv7MGDB8osTFm0tLSU37OyZctiY2NDVFQUlStXBp795hw6dIg+ffq80L4yMzOV1nYHBwfs7Oyy3RecO3dOGd/xvEePHhEYGEh4eDhaWlpkZGQoM0Slp6e/1mnopWAhxP8pV64cOjo6HDlyhNKlSwOQmprKuXPnqFOnjkba52dqyHrv6uqqvNfR0dH4w9XW1sbR0VFjG0NDQ/744w+NZaNGjeLu3bvMmTMHe3t7MjMzefr0KYcOHVK6Qv3777+cPXs2W83F8zw9PYmPj3+Bo3+mRo0aREVFaQxWj4yMVFpozM3NMTc3z7adgYEB/v7++Pv7ExgYSIUKFfjjjz+oUqVKvvt0dXUlLCyM+/fvK60W+/fvp1ixYkprka6ubq5fhKdPn6ZevXq55q+np6fMmiGEEEK8LH9/fyZPnkzp0qVxd3fnxIkTzJw5k27dugHPKs369+/PpEmTcHJyomzZsowePRo7OzuNKdPr169PixYtlLGEI0aMwM/Pj9KlS3P37l1WrVpFdHQ027dvV/IdMmQIY8eOxcPDg8qVK7NixQrOnDnDzz//nC3OiRMn0qhRIzw9PYFnvQCGDBlC165dmT9/Pt7e3q/tHEnBQoj/Y2JiQufOnRkyZAjm5uZYWVkxduxYihUrhkql0ki7f/9+pk+fTvPmzYmMjGTdunVs2bJFWe/g4EBUVBTe3t7o6elRokSJbPvT19fn448/1lhmZmYGoCx3cnKiWbNmfPXVVyxatAgTExOGDx9OqVKlaNasWa7H4uvry4oVK7Itz2o1uXfvHjdu3CAuLg5dXV2lkPLNN99Qt25dZsyYQePGjYmIiODo0aPZZnF6XlhYGBkZGVSvXh1DQ0N++uknDAwMKFOmTK7bPC8gIICxY8fSuXNnxo0bx40bN/j666/p2LGjMt7DwcGB7du3c/bsWUqWLImpqSk6Ojo8ePCAY8eOMWXKlALtSwghhHhZ8+bNY/To0fTt25fr169jZ2dHr169GDNmjJJm6NCh3L9/n549e3Lnzh1q1arFtm3bNLonJyUlKVPBwrNZnzp16sTVq1cxNTWlUqVKbN++nS+++EJJ079/fx49esSAAQO4desWHh4eREZGUr58eY0YT58+zdq1azV6SbRu3Zro6Ghq166tjG18XVTq5x8XKMQH7u7du/Tu3ZuNGzdSvHhxhg4dSkREBJ9//rnSh9LBwYFu3bpx+vRptmzZQvHixRkxYoTGFKu//fYbAwcO5OLFi5QqVYqLFy8WaP9dunThzp07GvNd3759m2+++YZNmzbx5MkT6tSpw7x583Bycso1n1u3blGqVCni4uI0xoj8t4AEUKZMGY341q1bx6hRo7h48SJOTk5Mnz6dRo0a5bqvjRs3MnXqVBISEsjIyKBixYpMmjRJGQDv4OBA//79NVpBKleuTPPmzRk3bhzwbDaMb775htjYWAwNDWnVqhUzZ87E2NgYgBs3bhAQEEBsbCz37t1j9+7d1KtXj9WrVzN+/HjOnDmT12nVkJaWhqmpKa0j+qFjKC0ZQgghnlnlH1LUIbyVsn43U1NT830WhhQshMjD/fv3KVWqFDNmzFCmg83pRvltNGTIENLS0li0aFFRh/LafPrppwQFBdGhQ4cCbyMFCyGEEDmRgkXOXqRgIbNCCfGcEydOsHr1apKSkjh+/LgyN3Ve3Y7eViNHjqRMmTKFNkj6bXPz5k1atmxJ+/btizoUIYQQQiBjLITIJiQkhLNnz6Krq0vVqlXZt29frtPBvs3MzMz49ttvizqM18bCwoKhQ4cWdRhCCCGE+D9SsBDiOZ6enhw7dizPNAUdLyGEEEII8SGRgoUQ4oO0zG9yvn1FhRBCCFFwMsZCCCGEEEII8cqkYCGEEEIIIYR4ZVKwEEIIIYQQQrwyKVgIIYQQQgghXpkM3hZCfJAmxgShZ6Rb1GEIIYQoJJPqLi7qED540mIhhBBCCCGEeGVSsBBCCCGEEEK8MilYCCGEEEKI956DgwMqlSrbKzAwkIsXL+a4TqVSsW7dulzzVKvVjBkzBltbWwwMDPDx8eH8+fMaac6dO0ezZs2wsLCgePHi1KpVi927dyvrb926hb+/P8bGxnh6enLixAmN7QMDA5kxY0bhnozXRAoWQrxmYWFhmJmZvfH9jh49mp49e77x/T4vOjoalUrFnTt3Cj3vhQsX4u/vX+j5CiGEeD8dOXKEq1evKq/IyEgA2rRpg729vca6q1evMn78eIyNjfHz88s1z+nTpzN37lwWLlzIoUOHMDIywtfXl0ePHilpmjRpwtOnT9m1axfHjh3Dw8ODJk2akJKSAsDkyZO5e/cux48fp169enz11VfKtgcPHuTQoUP079//9ZyUQiYFC/HOCQoKomrVqujp6VG5cuWiDidfX375JefOnXuj+0xJSWHOnDmMHDlSWTZu3LhstTAVKlTQ2O7Ro0cEBgZSsmRJjI2NadWqFdeuXXujsedEpVKxceNGjWXdunXj+PHj7Nu3r2iCEkII8U6xtLTExsZGeW3evJny5ctTt25dtLS0NNbZ2NiwYcMG2rZti7GxcY75qdVqZs+ezahRo2jWrBmVKlVi5cqVXLlyRfnNunnzJufPn2f48OFUqlQJJycnpk6dyoMHDzh9+jQACQkJtGvXDmdnZ3r27ElCQgIA6enp9O7dm4ULF6KlpfVGztGrkoKFeCd169aNL7/88rXu48mTJ4WSj4GBAVZWVoWSV0EtXbqUmjVrUqZMGY3l7u7uGrUxMTExGusHDBjAb7/9xrp169izZw9XrlyhZcuWbzL0AtPV1aVDhw7MnTu3qEMRQgjxjnny5Ak//fQT3bp1Q6VSZVt/7Ngx4uLi6N69e655XLhwgZSUFHx8fJRlpqamVK9endjYWABKliyJi4sLK1eu5P79+zx9+pRFixZhZWVF1apVAfDw8GDXrl08ffqU7du3U6lSJeBZa0i9evXw8vIqzEN/raRgId4qjx8/JigoCCsrK/T19alVqxZHjhzRSDN37lwCAwMpV65cgfMdN24clStXZtGiRdjb22NoaEjbtm1JTU1V0nTp0oXmzZszefJk7OzscHFxAeDy5cu0bdsWMzMzzM3NadasGRcvXgRgx44d6OvrZ+vq88033/D5558DOXeF+vXXX6lSpQr6+vqUK1eO8ePH8/TpUwAGDx5MkyZNlLSzZ89GpVKxbds2ZZmjoyNLly7N9XgjIiJy7Cakra2tURtjYWGhrEtNTWXZsmXMnDmTzz//nKpVqxIaGsqBAwc4ePBgrvu6dOkS/v7+lChRAiMjI9zd3dm6datGmmPHjuHl5YWhoSE1a9bk7NmzGusXLFhA+fLl0dXVxcXFhR9//FFZ5+DgAECLFi1QqVTKewB/f382bdrEw4cPc41PCCGE+K+NGzdy584dunTpkuP6ZcuW4erqSs2aNXPNI6srk7W1tcZya2trZZ1KpWLnzp2cOHECExMT9PX1mTlzJtu2baNEiRIADB8+HG1tbcqXL8+GDRtYtmwZ58+fZ8WKFYwePZrevXtTrly5bPctbyMpWIi3ytChQ/nll19YsWIFx48fx9HREV9fX27duvXKeScmJrJ27Vp+++03tm3bxokTJ+jbt69GmqioKM6ePUtkZCSbN28mPT0dX19fTExM2LdvH/v378fY2JiGDRvy5MkT6tevj5mZGb/88ouSR0ZGBmvWrCEgICDHOPbt20enTp345ptviI+PZ9GiRYSFhTF58mQA6tatS0xMDBkZGQDs2bMHCwsLoqOjAfjnn39ISkqiXr16OeZ/69Yt4uPjc6zhOH/+PHZ2dpQrV46AgACSk5OVdceOHSM9PV2j5qVChQqULl1aqXnJSWBgII8fP2bv3r388ccfTJs2LVuz8ciRI5kxYwZHjx5FW1ubbt26Kes2bNjAN998w6BBgzh9+jS9evWia9euysC2rIJlaGgoV69e1Shoenl58fTpUw4dOpRrfI8fPyYtLU3jJYQQ4sO2bNky/Pz8sLOzy7bu4cOHrFq1Ks/WioJSq9UEBgZiZWXFvn37OHz4MM2bN8ff35+rV68Cz1o5Vq1axaVLl9izZw9ubm706tWL7777jvDwcP766y/Onj2LoaEhEyZMeOWYXicpWIi3xv3791mwYAHfffcdfn5+uLm5sWTJEgwMDFi2bNkr5//o0SNWrlxJ5cqVqVOnDvPmzSMiIkKpVQAwMjJi6dKluLu74+7uzpo1a8jMzGTp0qVUrFgRV1dXQkNDSU5OJjo6Gi0tLdq1a8eqVauUPKKiorhz5w6tWrXKMY7x48czfPhwOnfuTLly5fjiiy+YOHEiixYtAqB27drcvXuXEydOoFar2bt3L4MGDVIKFtHR0ZQqVQpHR8cc809OTkatVmf7sqxevTphYWFs27aNBQsWcOHCBWVf8KzmRVdXN1vryvM1L7ntz9vbm4oVK1KuXDmaNGlCnTp1NNJMnjyZunXr4ubmxvDhwzlw4IAysC0kJIQuXbrQt29fnJ2dGThwIC1btiQkJAR41icWwMzMDBsbG+U9gKGhIaamply6dCnX+IKDgzE1NVVe9vb2uaYVQgjx/rt06RI7d+6kR48eOa7/+eefefDgAZ06dcozHxsbG4BsYxGvXbumrNu1axebN28mIiICb29vqlSpwg8//ICBgQErVqzIMd/Q0FDMzMxo1qwZ0dHRNG/eHB0dHdq0aaPcC7ytpGAh3hpJSUmkp6fj7e2tLNPR0aFatWrKQKaCMDY2Vl69e/dWlpcuXZpSpUop72vUqEFmZqZGt5yKFSuiq/v/n8Z88uRJEhMTMTExUfI0Nzfn0aNHJCUlARAQEEB0dDRXrlwBIDw8nMaNG+c6E9TJkyeZMGGCRpxfffUVV69e5cGDB5iZmeHh4UF0dDR//PEHurq69OzZkxMnTnDv3j327NlD3bp1cz3+rG5B+vr6Gsv9/Pxo06YNlSpVwtfXl61bt3Lnzh3Wrl1bwDP7bIxGVsxZs2QEBQUxadIkvL29GTt2LKdOncq2XVZ/UQBbW1sArl+/DjwbtPb8NQfw9vYu8DU3MDDgwYMHua4fMWIEqampyuvy5csFylcIIcT7KTQ0FCsrKxo3bpzj+mXLltG0aVONiqyclC1bFhsbG6KiopRlaWlpHDp0iBo1agAov0/FimnechcrVozMzMxsed64cYMJEyYwb9484FkviPT0dODZYO6s3gxvK+2iDkCIwhYXF6f8v3jx4i+0rZGRkcb7e/fuUbVqVcLDw7OlzfrC+eSTTyhfvjwRERH06dOHDRs2EBYWlus+7t27x/jx43McFJ1VGKhXrx7R0dHo6elRt25dzM3NcXV1JSYmhj179jBo0KBc888aN3H79u08vxTNzMxwdnYmMTEReFbz8uTJE+7cuaNRKHq+5mXr1q3KF5yBgQEAPXr0wNfXly1btrBjxw6Cg4OZMWMGX3/9tZKHjo6O8v+sQXI5faG+jFu3buV5nHp6eujp6RXKvoQQQrzbMjMzCQ0NpXPnzmhrZ78NTkxMZO/evdnGCmapUKECwcHByri//v37M2nSJJycnChbtiyjR4/Gzs6O5s2bA88qMUuUKEHnzp0ZM2YMBgYGLFmyhAsXLuRYsOnfvz+DBg1SKkK9vb358ccfadCgAYsXL85WEfe2kRYL8dbIGry7f/9+ZVl6ejpHjhzBzc2twPk4Ojoqr+dnY0pOTlZaFeDZ3NDFihVTBmnnpEqVKpw/fx4rKyuNfB0dHTE1NVXSBQQEEB4ezm+//UaxYsVyrQXJyvPs2bPZ8nN0dFRqNLLGWURFRSljKerVq8fq1as5d+5cruMr4Nl5LF68OPHx8Xmep3v37pGUlKS0IFStWhUdHR2NmpezZ8+SnJys1LyUKVNGifX51h97e3t69+7N+vXrGTRoEEuWLMlz389zdXXVuOYA+/fv17jmOjo6OdbSJCUl8ejRIzw9PQu8PyGEEB+unTt3kpycrDHW73nLly/no48+okGDBjmuP3v2rMYA6qFDh/L111/Ts2dPPvnkE+7du8e2bduUikILCwu2bdvGvXv3+Pzzz/Hy8iImJoZff/0VDw8Pjby3b99OYmKixvjPfv36Ua5cOapXr86TJ08YO3bsq56C10paLMRbw8jIiD59+jBkyBDMzc0pXbo006dP58GDBxoDqBITE7l37x4pKSk8fPhQaaFwc3PT6Mb0X/r6+nTu3JmQkBDS0tIICgqibdu2Sm18TgICAvjuu+9o1qwZEyZM4KOPPuLSpUusX7+eoUOH8tFHHynpxo0bx+TJk2ndunWeNeRjxoyhSZMmlC5dmtatW1OsWDFOnjzJ6dOnmTRpEgB16tTh7t27bN68malTpwLPChatW7fG1tYWZ2fnXPMvVqwYPj4+xMTEKDUm8Gy2KX9/f8qUKcOVK1cYO3YsWlpatG/fHng2eKx79+4MHDgQc3Nzihcvztdff02NGjX49NNPc91f//798fPzw9nZmdu3b7N7925cXV1zTf9fQ4YMoW3btnh6euLj48Nvv/3G+vXr2blzp5LGwcGBqKgovL290dPTU2bS2LdvH+XKlaN8+fIF3p8QQogPV4MGDVCr1bmunzJlClOmTMl1/X+3ValUTJgwIc9B1V5eXmzfvj3f2Hx9ffH19dVYZmho+EJdlouatFiIt8rUqVNp1aoVHTt2pEqVKiQmJrJ9+3blRhKedb3x9PRk0aJFnDt3Dk9PTzw9PTVaI3Li6OhIy5YtadSoEQ0aNKBSpUr88MMPeW5jaGjI3r17KV26NC1btsTV1ZXu3bvz6NEjjW5Wjo6OVKtWjVOnTuU6G1QWX19fNm/ezI4dO/jkk0/49NNPmTVrlsYzJ0qUKEHFihWxtLRUHmJXp04dMjMz8xxfkaVHjx5ERERodDf6+++/ad++PS4uLrRt25aSJUty8OBBjW5Es2bNokmTJrRq1Yo6depgY2PD+vXr89xXRkYGgYGBuLq60rBhQ5ydnfM9r89r3rw5c+bMISQkBHd3dxYtWkRoaKhGq8yMGTOIjIzE3t5eo3Vi9erVGk8oFUIIIUTRUanzKrYJ8Z4YN24cGzdu1Bh/8T5Tq9VUr16dAQMGKC0S75s///yTzz//nHPnzml0S8tPWloapqamDN7SGT2j3Fu4hBBCvFsm1V1c1CG8l7J+N1NTU/MduyotFkK8h1QqFYsXL1Yeuvc+unr1KitXrnyhQoUQQgghXh8ZYyHEe6py5cpUrly5qMN4bZ5/kJ8QQgghip60WIgPwrhx4z6YblBCCCGEEEVBWiyEEB+k0bXmvvBzToQQQgiRO2mxEEIIIYQQQrwyKVgIIYQQQgghXpkULIQQQgghhBCvTMZYCCE+SGGHv8TASKeowxBCCPGO+qrGpqIO4a0jLRZCCCGEEEKIVyYFCyGEEEIIIcQrk4KFEEIIIYQQ4pVJwULk6+LFi6hUqjwfMBcdHY1KpeLOnTtvLK6XpVKp2LhxY4HTd+nShebNm+ebrmPHjkyZMuXlAxMv7NNPP+WXX34p6jCEEEKIbDIyMhg9ejRly5bFwMCA8uXLM3HiRNRqNQDp6ekMGzaMihUrYmRkhJ2dHZ06deLKlSuvlC/A+vXradCgASVLlsz1Hm7gwIGYm5tjb29PeHi4xrp169bh7+//wscsBYs3qEuXLqhUqmyvhg0bFnVob4WwsDBUKhWurq7Z1q1btw6VSoWDg8ObD6wATp48ydatWwkKCtJY/ueff9K2bVssLS3R09PD2dmZMWPG8ODBgyKKVFNGRgZTp06lQoUKGBgYYG5uTvXq1Vm6dGlRh1Ygo0aNYvjw4WRmZhZ1KEIIIYSGadOmsWDBAubPn09CQgLTpk1j+vTpzJs3D4AHDx5w/PhxRo8ezfHjx1m/fj1nz56ladOmr5QvwP3796lVqxbTpk3LMY/ffvuNVatWsWPHDqZPn06PHj24efMmAKmpqYwcOZLvv//+hY9ZZoV6wxo2bEhoaKjGMj09vSKK5u1jZGTE9evXiY2NpUaNGsryZcuWUbp06SKMLG/z5s2jTZs2GBsbK8sOHjyIj48PPj4+bNmyBWtraw4fPsygQYOIiopi9+7d6OrqFmHUMH78eBYtWsT8+fPx8vIiLS2No0ePcvv27de63ydPnhTKsfv5+dGjRw9+//13GjduXAiRCSGEEIXjwIEDNGvWTPl9cnBwYPXq1Rw+fBgAU1NTIiMjNbaZP38+1apVIzk5Odf7nvzyhWe9KOBZr5OcJCQkUK9ePby8vPDy8qJ///5cuHABCwsLhg4dSp8+fV7qvktaLN4wPT09bGxsNF4lSpRQ1qtUKpYuXUqLFi0wNDTEycmJTZv+/3Rmt2/fJiAgAEtLSwwMDHByctIoqFy+fJm2bdtiZmaGubk5zZo10/hQZXXrmTJlCtbW1piZmTFhwgSePn3KkCFDMDc356OPPspW+AE4c+YMNWvWRF9fn48//pg9e/bkeawxMTHUrl0bAwMD7O3tCQoK4v79+3luo62tTYcOHVi+fLmy7O+//yY6OpoOHTpkS79gwQLKly+Prq4uLi4u/Pjjjxrrz58/T506ddDX18fNzS3bH3BBzll+MjIy+PnnnzWaDNVqNd27d8fV1ZX169dTrVo1ypQpQ5s2bfjtt9+IjY1l1qxZSnqVSsWCBQvw8/PDwMCAcuXK8fPPP79QnFnXNiQkBFtbW0qWLElgYCDp6em5xr5p0yb69u1LmzZtKFu2LB4eHnTv3p3BgwcraR4/fkxQUBBWVlbo6+tTq1Ytjhw5oqwPCwvDzMxMI9+NGzeiUqmU9+PGjaNy5cosXbqUsmXLoq+vD8CdO3fo1asX1tbWyudq8+bNynb5fYa0tLRo1KgRERERuR6jEEIIURRq1qxJVFQU586dA571boiJicHPzy/XbVJTU1GpVNl+V1813//y8PBQKhKPHTvGw4cPcXR0JCYmhuPHj2frgVFQUrB4C40fP562bdty6tQpGjVqREBAALdu3QJg9OjRxMfH8/vvv5OQkMCCBQuwsLAAnvXV8/X1xcTEhH379rF//36MjY1p2LAhT548UfLftWsXV65cYe/evcycOZOxY8fSpEkTSpQowaFDh+jduze9evXi77//1ohryJAhDBo0iBMnTlCjRg38/f35999/czyGpKQkGjZsSKtWrTh16hRr1qwhJiaGfv365Xv83bp1Y+3atUp3obCwMBo2bIi1tbVGug0bNvDNN98waNAgTp8+Ta9evejatSu7d+8GIDMzk5YtW6Krq8uhQ4dYuHAhw4YN08ijoOcsL6dOnSI1NRUvLy9lWVxcHPHx8QwcOJBixTT/zDw8PPDx8WH16tUay0ePHk2rVq04efIkAQEBtGvXjoSEhBeKc/fu3SQlJbF7925WrFhBWFgYYWFhucZuY2PDrl27uHHjRq5phg4dyi+//MKKFSs4fvw4jo6O+Pr6Kp/JgkpMTOSXX35h/fr1xMXFkZmZiZ+fH/v37+enn34iPj6eqVOnoqWlBRT8M1StWjX27dv3QrEIIYQQr9vw4cNp164dFSpUQEdHB09PT/r3709AQECO6R89esSwYcNo3749xYsXL7R8c+Lr68v//vc/PvnkE7p06cKKFSswMjKiT58+LFy4kAULFuDi4oK3t7dyL1IQUrB4wzZv3oyxsbHG678Dfrt06UL79u1xdHRkypQp3Lt3T2neSk5OxtPTEy8vLxwcHPDx8VFqytesWUNmZiZLly6lYsWKuLq6EhoaSnJyMtHR0Ur+5ubmzJ07FxcXF7p164aLiwsPHjzg22+/xcnJiREjRqCrq0tMTIxGXP369aNVq1a4urqyYMECTE1NWbZsWY7HGRwcTEBAAP3798fJyYmaNWsyd+5cVq5cyaNHj/I8R56enkqNvVqtJiwsjG7dumVLFxISQpcuXejbty/Ozs4MHDiQli1bEhISAsDOnTs5c+YMK1euxMPDgzp16mQ71wU9Z3m5dOkSWlpaWFlZKcuyahFyGi+StTwrTZY2bdrQo0cPnJ2dmThxIl5eXkp/yYLGWaJECebPn0+FChVo0qQJjRs3JioqKtfYZ86cyY0bN7CxsaFSpUr07t2b33//XVl///59FixYwHfffYefnx9ubm4sWbIEAwODXK99bp48ecLKlSvx9PSkUqVK7Ny5k8OHD7N+/Xq++OILypUrR5MmTZQal4J+huzs7Lh8+XKu4yweP35MWlqaxksIIYR43dauXUt4eDirVq3i+PHjrFixgpCQEFasWJEtbXp6Om3btkWtVrNgwYJCyzcv48aNIzExkT/++IMWLVoQHByMj48POjo6TJo0iZiYGHr06EGvXr0KnKeMsXjDPvvss2wfGHNzc433lSpVUv5vZGRE8eLFuX79OgB9+vShVatWHD9+nAYNGtC8eXNq1qwJPGsKS0xMxMTERCO/R48ekZSUpLx3d3fXqEW3trbm448/Vt5raWlRsmRJZZ9Znh/zoK2tjZeXV66l2JMnT3Lq1CmNWQbUajWZmZlcuHAh1xvuLN26dSM0NJTSpUtz//59GjVqxPz58zXSJCQk0LNnT41l3t7ezJkzR1lvb2+PnZ1djseQFWdBzlleHj58iJ6enkbXnyzPz9CQn//GVqNGDWUWhxe5tlk1/gC2trb88ccfue7Tzc2N06dPc+zYMfbv38/evXvx9/enS5cuLF26lKSkJNLT0/H29la20dHRoVq1ai9UgwFQpkwZLC0tlfdxcXF89NFHODs755i+oJ8hAwMDMjMzefz4MQYGBtnyCQ4OZvz48S8UqxBCCPGqhgwZorQuAFSsWJFLly4RHBxM586dlXRZhYpLly6xa9euPFsrXiTfF3HmzBl++uknTpw4wfLly6lTpw6Wlpa0bds2x8rd3EjB4g0zMjLC0dExzzQ6Ojoa71UqlVIb6+fnx6VLl9i6dSuRkZHUr1+fwMBAQkJCuHfvHlWrVs02ZRigcUOXU/557fNl3Lt3j169euXYR68gg4ECAgIYOnQo48aNo2PHjmhrv56PakHPWV4sLCx48OCBxoDkrJvlhIQEPD09s22TkJCQ6w31q8T5MtexWLFifPLJJ3zyySf079+fn376iY4dOzJy5MgCxVasWLFsBaicxnUYGRlpvM+pEPC8gn6Gbt26hZGRUa75jRgxgoEDByrv09LSsLe3z3PfQgghxKt68OBBtu7QWlpaGr/LWYWK8+fPs3v3bkqWLFko+b4ItVpNr169mDlzJsbGxmRkZCi/43mN08yJdIV6B1laWtK5c2d++uknZs+ezeLFiwGoUqUK58+fx8rKCkdHR42XqanpK+/34MGDyv+fPn3KsWPHcm15qFKlCvHx8dnicHR0LNBsQObm5jRt2pQ9e/bkWlJ2dXVl//79Gsv279+Pm5ubsv7y5ctcvXo1x2PIivNVz1nlypUBiI+P11hWoUIFZs2ale0P/eTJk+zcuZP27dtrLP9vbAcPHlTO7+u+ts/LOn/3799XBsY/f57T09M5cuSIks7S0pK7d+9qDKrO65knWSpVqsTff/+drUtYloJ+hk6fPp1j4S2Lnp4exYsX13gJIYQQr5u/vz+TJ09my5YtXLx4kQ0bNjBz5kxatGgBPPs9bd26NUePHiU8PJyMjAxSUlJISUnRGD9Zv359jV4b+eULzyrdssZ7Apw9e5a4uDhSUlKyxbl06VIsLS2VrvXe3t7s2rWLgwcPMmvWLCpUqFDgY5aCxRv2+PFj5UOT9cqaN7ggxowZw6+//kpiYiJ//vknmzdvVm4+AwICsLCwoFmzZuzbt48LFy4QHR1NUFBQtoHYL+P7779nw4YNnDlzhsDAQG7fvp3rTf+wYcM4cOAA/fr1Iy4ujvPnz/Prr78WaPB2lrCwMG7evJnrB3rIkCGEhYWxYMECzp8/z8yZM1m/fr0yo5GPjw/Ozs507tyZkydPsm/fvmy18IVxziwtLalSpYrGmBSVSsWyZcuIj4+nVatWHD58mOTkZOWBMzVq1KB///4a+axbt47ly5dz7tw5xo4dy+HDh5Xz9bqubevWrZk1axaHDh3i0qVLREdHExgYiLOzMxUqVFAGcg0ZMoRt27YRHx/PV199xYMHD+jevTsA1atXx9DQkG+//ZakpCRWrVqV54DxLHXr1qVOnTq0atWKyMhILly4wO+//862bduAgn+G9u3bR4MGDV76HAghhBCvw7x582jdujV9+/bF1dWVwYMH06tXLyZOnAjAP//8w6ZNm/j777+pXLkytra2yuvAgQNKPklJSRr3ivnlC89mffT09FSmpG3Xrh2enp4sXLhQI8Zr164xefJk5s6dqyyrVq0agwYNonHjxqxdu5YffvihwMcsBYs3bNu2bRofHFtbW2rVqlXg7XV1dRkxYgSVKlWiTp06aGlpKVNtGhoasnfvXkqXLk3Lli1xdXWle/fuPHr0qFBqaadOncrUqVPx8PAgJiaGTZs2KTNS/VelSpXYs2cP586do3bt2nh6ejJmzBiN8Q75MTAwyLNJsHnz5syZM4eQkBDc3d1ZtGgRoaGh1KtXD3jWRWfDhg08fPiQatWq0aNHDyZPnqyRR2Gdsx49emTrplSzZk0OHjyIlpYWfn5+ODo6MmLECDp37kxkZGS255eMHz+eiIgIKlWqxMqVK1m9erXSKvC6rq2vry+//fYb/v7+SiGsQoUK7NixQ+l+NnXqVFq1akXHjh2pUqUKiYmJbN++XZkm2dzcnJ9++omtW7dSsWJFVq9ezbhx4wq0/19++YVPPvmE9u3b4+bmxtChQ8nIyAAK9hn6559/OHDgAF27dn3pcyCEEEK8DiYmJsyePZtLly7x8OFDkpKSmDRpktLq7uDggFqtzvGVdS8Dz55F8fzvan75wrOJgHLK97+/z9bW1ly8eDHb/dmYMWP4999/SUhIoGrVqgU+ZpX6RUaXCiFy9PDhQ1xcXFizZk22QdgFoVKp2LBhA82bNy/84N5jw4YN4/bt20p3wIJIS0vD1NSUOZENMTDSyX8DIYQQIgdf1diUf6L3QNbvZmpqar6VmTJ4W4hCYGBgwMqVK1+oW5t4dVZWVhoDs4UQQghRdKRgIUQheb7ZUrwZgwYNKuoQhBBCCPF/pGAhxFtAeiQKIYQQ4l0nBQshxAepS7U1MvWsEEIIUYhkVighhBBCCCHEK5OChRBCCCGEEOKVScFCCCGEEEII8cqkYCGEEEIIIYR4ZTJ4WwjxQdp99DOMjLWKOgwhhBBvGZ9qh4s6hHeWtFgIIYQQQgghXpkULIQQQgghhBCvTAoWQgghhBBCFFBGRgajR4+mbNmyGBgYUL58eSZOnKjxsFu1Ws2YMWOwtbXFwMAAHx8fzp8//9rzffz4MR07dqR48eI4Ozuzc+dOjX189913fP3114V0JrKTgoV4Z128eBGVSkVcXFyuaaKjo1GpVNy5c+eNxfWyVCoVGzduLHD6Ll260Lx583zTdezYkSlTprx8YG+pbdu2UblyZTIzM4s6FCGEEB+QadOmsWDBAubPn09CQgLTpk1j+vTpzJs3T0kzffp05s6dy8KFCzl06BBGRkb4+vry6NGj15rv4sWLOXbsGLGxsfTs2ZMOHTooBZMLFy6wZMkSJk+e/JrOjBQsBM9uUFUqVbZXw4YNizq0t0JYWBgqlQpXV9ds69atW4dKpcLBweHNB1YAJ0+eZOvWrQQFBWks//PPP2nbti2Wlpbo6enh7OzMmDFjePDgQRFF+szq1avR0tIiMDAw27r/FhIbNmyIjo4O4eHhbzhKIYQQH7IDBw7QrFkzGjdujIODA61bt6ZBgwYcPvxs0LdarWb27NmMGjWKZs2aUalSJVauXMmVK1fyrEAsjHwTEhJo2rQp7u7uBAYGcuPGDW7evAlAnz59mDZtGsWLF39t50YKFgJ4dpN29epVjdfq1auLOqy3hpGREdevXyc2NlZj+bJlyyhdunQRRZW/efPm0aZNG4yNjZVlBw8epHr16jx58oQtW7Zw7tw5Jk+eTFhYGF988QVPnjwpsniXLVvG0KFDWb16dZ61Olm6dOnC3Llz30BkQgghxDM1a9YkKiqKc+fOAc8q8WJiYvDz8wOetQykpKTg4+OjbGNqakr16tWz3UcUdr4eHh7ExMTw8OFDtm/fjq2tLRYWFoSHh6Ovr0+LFi0K92T8hxQsBAB6enrY2NhovEqUKKGsV6lULF26lBYtWmBoaIiTkxObNm1S1t++fZuAgAAsLS0xMDDAycmJ0NBQZf3ly5dp27YtZmZmmJub06xZMy5evKisz+rWM2XKFKytrTEzM2PChAk8ffqUIUOGYG5uzkcffaSRZ5YzZ85Qs2ZN9PX1+fjjj9mzZ0+exxoTE0Pt2rUxMDDA3t6eoKAg7t+/n+c22tradOjQgeXLlyvL/v77b6Kjo+nQoUO29AsWLKB8+fLo6uri4uLCjz/+qLH+/Pnz1KlTB319fdzc3IiMjMyWR37nLD8ZGRn8/PPP+Pv7K8vUajXdu3fH1dWV9evXU61aNcqUKUObNm347bffiI2NZdasWUp6lUrFggUL8PPzw8DAgHLlyvHzzz+/UJxZ1zYkJARbW1tKlixJYGAg6enpGvlcuHCBAwcOMHz4cJydnVm/fn2+x+jv78/Ro0dJSkoq8HkRQgghXsXw4cNp164dFSpUQEdHB09PT/r3709AQAAAKSkpAFhbW2tsZ21trax7Xfl269YNDw8P3NzcmDx5MmvXruX27duMGTOGefPmMWrUKBwdHfH19eWff/4pnBPyHClYiAIbP348bdu25dSpUzRq1IiAgABu3boFwOjRo4mPj+f3338nISGBBQsWYGFhAUB6ejq+vr6YmJiwb98+9u/fj7GxMQ0bNtSoHd+1axdXrlxh7969zJw5k7Fjx9KkSRNKlCjBoUOH6N27N7169eLvv//WiGvIkCEMGjSIEydOUKNGDfz9/fn3339zPIakpCQaNmxIq1atOHXqFGvWrCEmJoZ+/frle/zdunVj7dq1SnehsLAwGjZsmO0PfMOGDXzzzTcMGjSI06dP06tXL7p27cru3bsByMzMpGXLlujq6nLo0CEWLlzIsGHDNPIo6DnLy6lTp0hNTcXLy0tZFhcXR3x8PAMHDqRYMc0/fw8PD3x8fLK1VI0ePZpWrVpx8uRJAgICaNeuHQkJCS8U5+7du0lKSmL37t2sWLGCsLAwwsLCNPYTGhpK48aNMTU15X//+x/Lli3L9xhLly6NtbU1+/btyzXN48ePSUtL03gJIYQQL2vt2rWEh4ezatUqjh8/zooVKwgJCWHFihVFnq+Ojg7ff/89Fy5c4MiRI9SqVYtBgwYRFBTEiRMn2LhxIydPnuTTTz/N1k26MEjBQgCwefNmjI2NNV7/HfDbpUsX2rdvj6OjI1OmTOHevXtKv7/k5GQ8PT3x8vLCwcEBHx8fpaZ8zZo1ZGZmsnTpUipWrIirqyuhoaEkJycTHR2t5G9ubs7cuXNxcXGhW7duuLi48ODBA7799lucnJwYMWIEurq6xMTEaMTVr18/WrVqhaurKwsWLMDU1DTXm9Lg4GACAgLo378/Tk5O1KxZk7lz57Jy5cp8u954enoqNfZqtZqwsDC6deuWLV1ISAhdunShb9++ODs7M3DgQFq2bElISAgAO3fu5MyZM6xcuRIPDw/q1KmT7VwX9Jzl5dKlS2hpaWFlZaUsy2pezWm8SNbyrDRZ2rRpQ48ePXB2dmbixIl4eXkpA8kKGmeJEiWYP38+FSpUoEmTJjRu3JioqChlfWZmJmFhYfzvf/8DoF27dsTExHDhwoV8j9POzo5Lly7luj44OBhTU1PlZW9vn2+eQgghRG6GDBmitC5UrFiRjh07MmDAAIKDgwGwsbEB4Nq1axrbXbt2TVn3pvLdvXs3f/75J/369SM6OppGjRphZGRE27ZtC3w/8SKkYCEA+Oyzz4iLi9N49e7dWyNNpUqVlP8bGRlRvHhxrl+/DjwbEBQREUHlypUZOnQoBw4cUNKePHmSxMRETExMlEKLubk5jx490ujC4u7urlGLbm1tTcWKFZX3WlpalCxZUtlnlho1aij/19bWxsvLS6lR/6+TJ08SFhamUYDy9fUlMzOzQDex3bp1IzQ0lD179nD//n0aNWqULU1CQgLe3t4ay7y9vZWYEhISsLe3x87OLsdjyIqzIOcsLw8fPkRPTw+VSpVt3fNT1+Xnv7HVqFFDOZYXubZaWv//Kde2trYa1zEyMlLjfFpYWPDFF19odD3LjYGBQZ6DzkeMGEFqaqryunz5csEOXAghhMjBgwcPsrX6a2lpKbMUli1bFhsbG40KtLS0NA4dOpTtN/V15vvo0SMCAwNZtGgRWlpaZGRkKN2Q09PTycjIeMEjz592oeco3klGRkY4OjrmmUZHR0fjvUqlUj7sfn5+XLp0ia1btxIZGUn9+vUJDAwkJCSEe/fuUbVq1Rxn77G0tMwz/7z2+TLu3btHr169cmz+K8gg7ICAAIYOHcq4cePo2LEj2tqv50+ooOcsLxYWFjx48IAnT56gq6sLgLOzM/CscOPp6Zltm4SEBCVNYcaZ33VctmwZt27dwsDAQFmWmZnJqVOnGD9+fLYv2ufdunUrz3Oip6eHnp5egY5HCCGEyI+/vz+TJ0+mdOnSuLu7c+LECWbOnKn0YlCpVPTv359Jkybh5ORE2bJlGT16NHZ2dhrTxNevX58WLVoo3bELK98sEydOpFGjRsrvvbe3N0OGDKFr167Mnz8/WyVoYZCChSg0lpaWdO7cmc6dO1O7dm2GDBlCSEgIVapUYc2aNVhZWb2WKc4OHjxInTp1AHj69CnHjh3LdcxElSpViI+Pz7cQlRtzc3OaNm3K2rVrWbhwYY5pXF1d2b9/P507d1aW7d+/Hzc3N2X95cuXuXr1Kra2tsox/DfOVz1nlStXBiA+Pl75f+XKlalQoQKzZs2iXbt2GjfsJ0+eZOfOnUqTa5aDBw/SqVMnjfdZX1KFEee///7Lr7/+SkREkC3S/gAAD/VJREFUBO7u7sryjIwMatWqxY4dO3Kd+jirZSSnQpIQQgjxOsybN4/Ro0fTt29frl+/jp2dHb169WLMmDFKmqFDh3L//n169uzJnTt3qFWrFtu2bUNfX19Jk5SUpEwFW5j5Apw+fZq1a9dqPOurdevWREdHU7t2bVxcXFi1alWhnxvpCiWAZwNcU1JSNF7Pf9jzM2bMGH799VcSExP5888/2bx5s9KPPyAgAAsLC5o1a8a+ffu4cOEC0dHRBAUFZRuI/TK+//57NmzYwJkzZwgMDOT27ds5jn0AGDZsGAcOHKBfv37ExcVx/vx5fv311wIN3s4SFhbGzZs3qVChQo7rhwwZQlhYGAsWLOD8+fPMnDmT9evXM3jwYAB8fHxwdnamc+fOnDx5kn379jFy5EiNPArjnFlaWlKlShWNMSkqlYply5YRHx9Pq1atOHz4MMnJyaxbtw5/f39q1KhB//79NfJZt24dy5cv59y5c4wdO5bDhw8r56sw4vzxxx8pWbIkbdu25eOPP1ZeHh4eNGrUKM9B3AcPHkRPTy/PpmUhhBCiMJmYmDB79mwuXbrEw4cPSUpKYtKkSUrvAHj2ezthwgRSUlJ49OgRO3fuzNYj4OLFi4wbN67Q8wX4+OOPOX/+PEZGRsqyYsWK8cMPP5Camsrhw4dfupI1L1KwEMCzpxjb2tpqvGrVqlXg7XV1dRkxYgSVKlWiTp06aGlpERERAYChoSF79+6ldOnStGzZEldXV7p3786jR48KpQVj6tSpTJ06VZm7edOmTcqMVP9VqVIl9uzZw7lz56hduzaenp6MGTNGY7xDfgwMDChZsmSu65s3b86cOXMICQnB3d2dRYsWERoaSr169YBnf9gbNmzg4cOHVKtWjR49emR7CmZhnbMePXpk66ZUs2ZNDh48iJaWFn5+fjg6OjJixAg6d+5MZGRktm5D48ePJyIiQnkQz+rVq5XWl8KIc/ny5bRo0SLHsSCtWrVi06ZNuRZyV69eTUBAAIaGhgXalxBCCCFeH5X6RUZxCiHeKQ8fPsTFxYU1a9a8VK2+SqViw4YNOfbdLGo3b97ExcWFo0ePUrZs2QJvl5aWhqmpKRujqmBkrJX/BkIIIT4oPtUOF3UIb5Ws383U1NR8Kw2lxUKI95iBgQErV658oW5t74qLFy/yww8/vFChQgghhBCvjwzeFuI9l9UF633j5eWl8fA/IYQQQhQtKVgIIXL1PveU/Mxr92uZpUwIIYT4UElXKCGEEEIIIcQrkxYLIcQHJasVJi0trYgjEUIIId5+Wb+XBenFIAULIcQH5d9//wXA3t6+iCMRQggh3h13797F1NQ0zzRSsBBCfFDMzc0BSE5OzvcLUrweaWlp2Nvbc/nyZRnnUkTkGrwd5DoUPbkG+VOr1dy9e7dAz/ySgoUQ4oNSrNizoWWmpqbyI1LEihcvLtegiMk1eDvIdSh6cg3yVtCKOBm8LYQQQgghhHhlUrAQQgghhBBCvDIpWAghPih6enqMHTsWPT29og7lgyXXoOjJNXg7yHUoenINCpdK/T4/AUsIIYQQQgjxRkiLhRBCCCGEEOKVScFCCCGEEEII8cqkYCGEEEIIIYR4ZVKwEEK8d77//nscHBzQ19enevXqHD58OM/069ato0KFCujr61OxYkW2bt36hiJ9f73INViyZAm1a9emRIkSlChRAh8fn3yvmcjfi/4dZImIiEClUtG8efPXG+AH4kWvw507dwgMDMTW1hY9PT2cnZ3lO+kVveg1mD17Ni4uLhgYGGBvb8+AAQN49OjRG4r2HacWQoj3SEREhFpXV1e9fPly9Z9//qn+6quv1GZmZupr167lmH7//v1qLS0t9fTp09Xx8fHqUaNGqXV0dNR//PHHG478/fGi16BDhw7q77//Xn3ixAl1QkKCukuXLmpTU1P133///YYjf3+86DXIcuHCBXWpUqXUtWvXVjdr1uzNBPsee9Hr8PjxY7WXl5e6UaNG6piYGPWFCxfU0dHR6ri4uDcc+fvjRa9BeHi4Wk9PTx0eHq6+cOGCevv27WpbW1v1gAED3nDk7yYpWAgh3ivVqlVTBwYGKu8zMjLUdnZ26uDg4BzTt23bVt24cWONZdWrV1f36tXrtcb5PnvRa/BfT58+VZuYmKhXrFjxukJ8773MNXj69Km6Zs2a6qVLl6o7d+4sBYtC8KLXYcGCBepy5cqpnzx58qZCfO+96DUIDAxUf/755xrLBg4cqPb29n6tcb4vpCuUEOK98eTJE44dO4aPj4+yrFixYvj4+BAbG5vjNrGxsRrpAXx9fXNNL/L2Mtfgvx48eEB6ejrm5uavK8z32stegwkTJmBlZUX37t3fRJjvvZe5Dps2baJGjRoEBgZibW3Nxx9/zJQpU8jIyHhTYb9XXuYa1KxZk2PHjindpf766y+2bt1Ko0aN3kjM7zrtog5ACCEKy82bN8nIyMDa2lpjubW1NWfOnMlxm5SUlBzTp6SkvLY432cvcw3+a9iwYdjZ2WUr8ImCeZlrEBMTw7Jly4iLi3sDEX4YXuY6/PXXX+zatYuAgAC2bt1KYmIiffv2JT09nbFjx76JsN8rL3MNOnTowM2bN6lVqxZqtZqnT5/Su3dvvv322zcR8jtPWiyEEEK8NaZOnUpERAQbNmxAX1+/qMP5INy9e5eOHTuyZMkSLCwsijqcD1pmZiZWVlYsXryYqlWr8uWXXzJy5EgWLlxY1KF9MKKjo5kyZQo//PADx48fZ/369WzZsoWJEycWdWjvBGmxEEK8NywsLNDS0uLatWsay69du4aNjU2O29jY2LxQepG3l7kGWUJCQpg6dSo7d+6kUqVKrzPM99qLXoOkpCQuXryIv7+/siwzMxMAbW1tzp49S/ny5V9v0O+hl/lbsLW1RUdHBy0tLWWZq6srKSkpPHnyBF1d3dca8/vmZa7B6NGj6dixIz169ACgYsWK3L9/n549ezJy5EiKFZM6+bzI2RFCvDd0dXWpWrUqUVFRyrLMzEyioqKoUaNGjtvUqFFDIz1AZGRkrulF3l7mGgBMnz6diRMnsm3bNry8vN5EqO+tF70GFSpU4I8//iAuLk55NW3alM8++4y4uDjs7e3fZPjvjZf5W/D29iYxMVEp2AGcO3cOW1tbKVS8hJe5Bg8ePMhWeMgq6KnV6tcX7PuiqEePCyFEYYqIiFDr6empw8LC1PHx8eqePXuqzczM1CkpKWq1Wq3u2LGjevjw4Ur6/fv3q7W1tdUhISHqhIQE9dixY2W62Vf0otdg6tSpal1dXfXPP/+svnr1qvK6e/duUR3CO+9Fr8F/yaxQheNFr0NycrLaxMRE3a9fP/XZs2fVmzdvVltZWaknTZpUVIfwznvRazB27Fi1iYmJevXq1eq//vpLvWPHDnX58uXVbdu2LapDeKdIVyghxHvlyy+/5MaNG4wZM4aUlBQqV67Mtm3blMF7ycnJGrVRNWvWZNWqVYwaNYpvv/0WJycnNm7cyMcff1xUh/DOe9FrsGDBAp48eULr1q018hk7dizjxo17k6G/N170GojX40Wvg729Pdu3b2fAgAFUqlSJUqVK8c033zBs2LCiOoT/1779hTTVx3Ec/xyLdE7LLGt4IUTLNiPGqhFUNyU0dzFWsupCZCOhi/4RFUWkQtDAuiiCQQQLQcwbb6K86Y81lEGRwURJJMX+3hQU1IRlNJ+LaD0+reepjuUTvV9wLs45v/Pd73d2s89+v99v73u/g8bGRhmGocbGRj1//lxlZWXy+/2KRCIzNYTfijE5ybwOAAAAAHP4uwIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAA8IVwOCzDML44RkZGJEk9PT3y+/0qLy+XYRi6fPnyf9b88OGDWlpa5HA4ZLFYVFpaqrVr1yoWi/3k0QD4FWbPdAcAAMD/U01NjVpbW6dcKysrkySNj4/L5XJp586dqq2t/aZ6J06c0IULFxSNRrVmzRq9efNGfX19ev369bT3/ZOJiQnNmTPnp9UH8BkzFgAAIKf8/HzZbLYpx6xZsyRJPp9PJ0+e1NatW7+53pUrV7R7925t27ZNS5YskcvlUkNDgw4fPpxtk8lkdPr0adntduXn56uiokKRSCR7f2BgQJs2bZLFYtGCBQu0a9cupVKp7P1wOKwtW7YoEomovLxcy5cvlyQ9ffpU27dvV0lJiUpLSxUIBPTo0SOTbwjA3xEsAADAL2Gz2XTr1i29fPnyq22OHTumlpYWNTU16cGDB+ro6NDixYslfZwl8Xq9mj9/vu7du6fOzk7dvHlTe/funVKju7tbw8PDunHjhrq6uvT+/Xt5vV4VFxert7dXiURCRUVFqqmp0cTExE8dM/AnYSkUAADIqaurS0VFRdlzn8+nzs7OH6535swZBYNB2Ww2rVixQuvWrVMgEJDP55MkvX37VufOnVM0GlUoFJIkLV26VBs2bJAkdXR0KJ1Oq62tTVarVZIUjUbl9/t16tSpbACxWq2KxWLZJVDt7e3KZDKKxWIyDEOS1NraqpKSEsXjcW3evPmHxwTgM4IFAADIaePGjTp//nz2/NOP+R9VVVWlwcFB3b9/X4lEIrsBPBwOKxaLaWhoSO/evVN1dXXO54eGhuRyuab0Y/369cpkMhoeHs4Gi5UrV07ZV9Hf36+RkREVFxdPqZdOpzU6OmpqTAA+I1gAAICcrFar7Hb7tNbMy8uTx+ORx+PRgQMH1N7ervr6eh0/flwWi2VaPuOfASiVSmn16tW6dOnSF20/bUYHYB57LAAAwIypqqqS9HH/xLJly2SxWNTd3Z2zrdPpVH9/v8bHx7PXEomE8vLyspu0c1m1apUePnyoRYsWyW63TznmzZs3vQMC/mAECwAA8N1SqZSSyaSSyaQkaWxsTMlkUk+ePPnqM8FgUGfPntXdu3f1+PFjxeNx7dmzR5WVlXI4HCooKNDRo0d15MgRtbW1aXR0VHfu3NHFixclSXV1dSooKFAoFNLg4KBu376tffv2qb6+PrsMKpe6ujotXLhQgUBAvb29GhsbUzwe1/79+/Xs2bNpfS/An4xgAQAAvltfX5/cbrfcbrck6eDBg3K73Wpubv7qM16vV1evXpXf71dlZaVCoZAcDoeuX7+u2bM/rs5uamrSoUOH1NzcLKfTqR07dujFixeSpMLCQl27dk2vXr2Sx+NRMBhUdXW1otHov/a1sLBQPT09qqioUG1trZxOpxoaGpROpzV37txpeiMAjMnJycmZ7gQAAACA3xszFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANP+AmvGfKcqaI8pAAAAAElFTkSuQmCC","text/plain":["<Figure size 800x400 with 1 Axes>"]},"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":24,"metadata":{},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqwAAAI/CAYAAACyMIvdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABs/0lEQVR4nO3deVhUdeP+8XtAQZHNDQVFEc2FJHNPzd00Nc3qyUxcwTXNhSztKTWX1MzKfLLMUjFzqRQ11zQXXHLHfSHXcMM1RMAV+P3hz/k2oa0D58zwfl3XXBeccxjuacK558znfD6WjIyMDAEAAAAm5WJ0AAAAAOCPUFgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmFouowNklfT0dJ07d05eXl6yWCxGxwEAAMDvZGRk6Pr16woICJCLy8PPozptYT137pwCAwONjgEAAIA/cfr0aRUvXvyh+522sHp5eUm69x/A29vb4DQAAAD4vaSkJAUGBlp728M4bWG9PwzA29ubwgoAAGBifzZ8k4uuAAAAYGoUVgAAAJgahRUAAACmRmE1mbFjx6p69ery8vKSn5+f2rRpo7i4OJtjevbsqdKlSytv3rwqXLiwnn32WR05ciTTfUVFRemxxx5Tnjx55Ofnpz59+lj3xcXFqWHDhipSpIjy5Mmj4OBgvf3227pz506WP0YAAIC/w2kvunJUMTEx6tOnj6pXr667d+/qv//9r5o2bapDhw4pX758kqSqVasqLCxMJUqU0NWrV/XOO++oadOmOnnypFxdXSVJH374oT744AO9//77qlmzplJSUnTq1Cnr78mdO7c6deqkKlWqyNfXV3v37lX37t2Vnp6uMWPGGPHQAQAAHsiSkZGRYXSIrJCUlCQfHx9du3bNoWcJuHTpkvz8/BQTE6N69eo98Jh9+/apUqVKOnbsmEqXLq1ff/1VxYoV05IlS9S4ceO//LsiIyO1Y8cObdy40V7xAQAAHuqv9jWGBJjctWvXJEkFChR44P6UlBTNmDFDpUqVsi6UsHr1aqWnp+vs2bOqUKGCihcvrrZt2+r06dMP/T3Hjh3TypUrVb9+ffs/CAAAgH+Bwmpi6enpGjBggOrUqaOKFSva7Pv000/l6ekpT09PrVixQqtXr5abm5sk6cSJE9aP9idOnKj58+fr6tWreuqpp3T79m2b+6ldu7by5MmjRx55RHXr1tXIkSOz7fEBAAD8FRRWE+vTp48OHDigefPmZdoXFham3bt3KyYmRmXLllXbtm118+ZNSfeK7p07dzRp0iQ1a9ZMTzzxhObOnaujR49q3bp1NvfzzTffKDY2VnPmzNGyZcs0YcKEbHlsAAAAfxUXXZlU3759tXTpUm3YsOGBa+v6+PjIx8dHjzzyiJ544gnlz59fCxcu1Msvvyx/f39JUkhIiPX4woULq1ChQoqPj7e5n/vDCEJCQpSWlqYePXrotddes168BQAAYDTOsJpMRkaG+vbtq4ULF2rt2rUqVarUX/qZjIwM3bp1S5JUp04dSbKZDuvq1au6fPmySpYs+dD7uX9mNj09/V8+CgAAAPvhDKvJ9OnTR3PmzNHixYvl5eWlhIQESffOqObNm1cnTpzQN998o6ZNm6pw4cI6c+aMxo0bp7x586pFixaSpLJly+rZZ59V//79NXXqVHl7e+vNN99U+fLl1bBhQ0nS7NmzlTt3boWGhsrd3V07d+7Um2++qZdeekm5c+c27PEDAAD8HtNaZZGgIcv+0c/98t4zD9xesMUAeYY20d3rV3Rl5STdTjiu9JvJcs3nK/fAR+Vb+2XlLvh/QwfSb6Xq6povdOPnnySLi9xLVFSBxj2Uy7uwJCnl8AYlbVugO7+ekzIylMvbT/kebSDv6m1kyeX2j7JL0qlxLf/xzwIAgJzlr/Y1CmsW+aeF1dFRWAEAwF/FPKwAAABwChRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKb2twrr2LFjVb16dXl5ecnPz09t2rRRXFyczTE3b95Unz59VLBgQXl6euqFF17QhQsXbI6Jj49Xy5Yt5eHhIT8/P73++uu6e/euzTHr169XlSpV5O7urjJlyigqKuqfPUIAAAA4tL9VWGNiYtSnTx9t3bpVq1ev1p07d9S0aVOlpKRYjxk4cKCWLFmi7777TjExMTp37pyef/556/60tDS1bNlSt2/f1k8//aSZM2cqKipKw4YNsx5z8uRJtWzZUg0bNtSePXs0YMAAdevWTT/88IMdHjIAAAAciSUjIyPjn/7wpUuX5Ofnp5iYGNWrV0/Xrl1T4cKFNWfOHP3nP/+RJB05ckQVKlTQli1b9MQTT2jFihV65plndO7cORUpUkSSNGXKFA0ePFiXLl2Sm5ubBg8erGXLlunAgQPW39WuXTslJiZq5cqVfylbUlKSfHx8dO3aNXl7e//Th/iPBQ1Zlu2/0wxOjWtpdAQAAOAg/mpf+1djWK9duyZJKlCggCRp165dunPnjpo0aWI9pnz58ipRooS2bNkiSdqyZYtCQ0OtZVWSmjVrpqSkJB08eNB6zG/v4/4x9+/jQW7duqWkpCSbGwAAABzfPy6s6enpGjBggOrUqaOKFStKkhISEuTm5iZfX1+bY4sUKaKEhATrMb8tq/f339/3R8ckJSXpxo0bD8wzduxY+fj4WG+BgYH/9KEBAADARP5xYe3Tp48OHDigefPm2TPPP/bmm2/q2rVr1tvp06eNjgQAAAA7yPVPfqhv375aunSpNmzYoOLFi1u3Fy1aVLdv31ZiYqLNWdYLFy6oaNGi1mO2b99uc3/3ZxH47TG/n1ngwoUL8vb2Vt68eR+Yyd3dXe7u7v/k4QAAAMDE/tYZ1oyMDPXt21cLFy7U2rVrVapUKZv9VatWVe7cubVmzRrrtri4OMXHx6tWrVqSpFq1amn//v26ePGi9ZjVq1fL29tbISEh1mN+ex/3j7l/HwAAAMg5/tYZ1j59+mjOnDlavHixvLy8rGNOfXx8lDdvXvn4+CgiIkKRkZEqUKCAvL299eqrr6pWrVp64oknJElNmzZVSEiIOnbsqPHjxyshIUFvv/22+vTpYz1D2qtXL33yySd64403FB4errVr1+rbb7/VsmU588p7AACAnOxvnWH97LPPdO3aNTVo0ED+/v7W2zfffGM95qOPPtIzzzyjF154QfXq1VPRokUVHR1t3e/q6qqlS5fK1dVVtWrVUocOHdSpUyeNHDnSekypUqW0bNkyrV69WpUqVdIHH3ygL7/8Us2aNbPDQwYAAIAj+VfzsJoZ87Aag3lYAQDAX5Ut87ACAAAAWY3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDU/nZh3bBhg1q1aqWAgABZLBYtWrTIZn+XLl1ksVhsbk8//bTNMVevXlVYWJi8vb3l6+uriIgIJScn2xyzb98+1a1bV3ny5FFgYKDGjx//9x8dAAAAHN7fLqwpKSmqVKmSJk+e/NBjnn76aZ0/f956mzt3rs3+sLAwHTx4UKtXr9bSpUu1YcMG9ejRw7o/KSlJTZs2VcmSJbVr1y69//77eueddzR16tS/GxcAAAAOLtff/YHmzZurefPmf3iMu7u7ihYt+sB9hw8f1sqVK7Vjxw5Vq1ZNkvS///1PLVq00IQJExQQEKDZs2fr9u3bmj59utzc3PToo49qz549+vDDD22KLQAAAJxfloxhXb9+vfz8/FSuXDn17t1bV65cse7bsmWLfH19rWVVkpo0aSIXFxdt27bNeky9evXk5uZmPaZZs2aKi4vTr7/++sDfeevWLSUlJdncAAAA4PjsXliffvppffXVV1qzZo3ee+89xcTEqHnz5kpLS5MkJSQkyM/Pz+ZncuXKpQIFCighIcF6TJEiRWyOuf/9/WN+b+zYsfLx8bHeAgMD7f3QAAAAYIC/PSTgz7Rr1876dWhoqB577DGVLl1a69evV+PGje3966zefPNNRUZGWr9PSkqitAIAADiBLJ/WKjg4WIUKFdKxY8ckSUWLFtXFixdtjrl7966uXr1qHfdatGhRXbhwweaY+98/bGysu7u7vL29bW4AAABwfFleWM+cOaMrV67I399fklSrVi0lJiZq165d1mPWrl2r9PR01axZ03rMhg0bdOfOHesxq1evVrly5ZQ/f/6sjgwAAAAT+duFNTk5WXv27NGePXskSSdPntSePXsUHx+v5ORkvf7669q6datOnTqlNWvW6Nlnn1WZMmXUrFkzSVKFChX09NNPq3v37tq+fbs2b96svn37ql27dgoICJAktW/fXm5uboqIiNDBgwf1zTff6OOPP7b5yB8AAAA5w98urDt37lTlypVVuXJlSVJkZKQqV66sYcOGydXVVfv27VPr1q1VtmxZRUREqGrVqtq4caPc3d2t9zF79myVL19ejRs3VosWLfTkk0/azLHq4+OjVatW6eTJk6patapee+01DRs2jCmtAAAAciBLRkZGhtEhskJSUpJ8fHx07do1Q8azBg1Zlu2/0wxOjWtpdAQAAOAg/mpfy/IxrAAAAMC/QWEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGp/u7Bu2LBBrVq1UkBAgCwWixYtWmSzPyMjQ8OGDZO/v7/y5s2rJk2a6OjRozbHXL16VWFhYfL29pavr68iIiKUnJxsc8y+fftUt25d5cmTR4GBgRo/fvzff3QAAABweH+7sKakpKhSpUqaPHnyA/ePHz9ekyZN0pQpU7Rt2zbly5dPzZo1082bN63HhIWF6eDBg1q9erWWLl2qDRs2qEePHtb9SUlJatq0qUqWLKldu3bp/fff1zvvvKOpU6f+g4cIAAAAR2bJyMjI+Mc/bLFo4cKFatOmjaR7Z1cDAgL02muvadCgQZKka9euqUiRIoqKilK7du10+PBhhYSEaMeOHapWrZokaeXKlWrRooXOnDmjgIAAffbZZ3rrrbeUkJAgNzc3SdKQIUO0aNEiHTly5C9lS0pKko+Pj65duyZvb+9/+hD/saAhy7L9d5rBqXEtjY4AAAAcxF/ta3Ydw3ry5EklJCSoSZMm1m0+Pj6qWbOmtmzZIknasmWLfH19rWVVkpo0aSIXFxdt27bNeky9evWsZVWSmjVrpri4OP36668P/N23bt1SUlKSzQ0AAACOz66FNSEhQZJUpEgRm+1FihSx7ktISJCfn5/N/ly5cqlAgQI2xzzoPn77O35v7Nix8vHxsd4CAwP//QMCAACA4ZxmloA333xT165ds95Onz5tdCQAAADYgV0La9GiRSVJFy5csNl+4cIF676iRYvq4sWLNvvv3r2rq1ev2hzzoPv47e/4PXd3d3l7e9vcAAAA4PjsWlhLlSqlokWLas2aNdZtSUlJ2rZtm2rVqiVJqlWrlhITE7Vr1y7rMWvXrlV6erpq1qxpPWbDhg26c+eO9ZjVq1erXLlyyp8/vz0jAwAAwOT+dmFNTk7Wnj17tGfPHkn3LrTas2eP4uPjZbFYNGDAAI0ePVrff/+99u/fr06dOikgIMA6k0CFChX09NNPq3v37tq+fbs2b96svn37ql27dgoICJAktW/fXm5uboqIiNDBgwf1zTff6OOPP1ZkZKTdHjgAAAAcQ66/+wM7d+5Uw4YNrd/fL5GdO3dWVFSU3njjDaWkpKhHjx5KTEzUk08+qZUrVypPnjzWn5k9e7b69u2rxo0by8XFRS+88IImTZpk3e/j46NVq1apT58+qlq1qgoVKqRhw4bZzNUKAACAnOFfzcNqZszDagzmYQUAAH+VIfOwAgAAAPZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABgahRWAAAAmBqFFQAAAKZGYQUAAICpUVgBAABganYvrO+8844sFovNrXz58tb9N2/eVJ8+fVSwYEF5enrqhRde0IULF2zuIz4+Xi1btpSHh4f8/Pz0+uuv6+7du/aOCgAAAAeQJWdYH330UZ0/f95627Rpk3XfwIEDtWTJEn333XeKiYnRuXPn9Pzzz1v3p6WlqWXLlrp9+7Z++uknzZw5U1FRURo2bFhWRAVMbdy4cbJYLBowYIB1W4MGDTK9KezVq5fNz/Xr109Vq1aVu7u7Hn/88ewNDQCAneXKkjvNlUtFixbNtP3atWuaNm2a5syZo0aNGkmSZsyYoQoVKmjr1q164okntGrVKh06dEg//vijihQposcff1yjRo3S4MGD9c4778jNzS0rIgOms2PHDn3++ed67LHHMu3r3r27Ro4caf3ew8Mj0zHh4eHatm2b9u3bl6U5AQDIallyhvXo0aMKCAhQcHCwwsLCFB8fL0natWuX7ty5oyZNmliPLV++vEqUKKEtW7ZIkrZs2aLQ0FAVKVLEekyzZs2UlJSkgwcPPvR33rp1S0lJSTY3wFElJycrLCxMX3zxhfLnz59pv4eHh4oWLWq9eXt72+yfNGmS+vTpo+Dg4OyKDABAlrF7Ya1Zs6aioqK0cuVKffbZZzp58qTq1q2r69evKyEhQW5ubvL19bX5mSJFiighIUGSlJCQYFNW7++/v+9hxo4dKx8fH+stMDDQvg8MyEZ9+vRRy5Ytbd7c/dbs2bNVqFAhVaxYUW+++aZSU1OzOSEAANnH7kMCmjdvbv36scceU82aNVWyZEl9++23yps3r71/ndWbb76pyMhI6/dJSUmUVjikefPmKTY2Vjt27Hjg/vbt26tkyZIKCAjQvn37NHjwYMXFxSk6OjqbkwIAkD2yZAzrb/n6+qps2bI6duyYnnrqKd2+fVuJiYk2Z1kvXLhgHfNatGhRbd++3eY+7s8i8KBxsfe5u7vL3d3d/g8AyEanT59W//79tXr1auXJk+eBx/To0cP6dWhoqPz9/dW4cWMdP35cpUuXzq6oAABkmyyfhzU5OVnHjx+Xv7+/qlatqty5c2vNmjXW/XFxcYqPj1etWrUkSbVq1dL+/ft18eJF6zGrV6+Wt7e3QkJCsjouYKhdu3bp4sWLqlKlinLlyqVcuXIpJiZGkyZNUq5cuZSWlpbpZ2rWrClJOnbsWHbHBQAgW9j9DOugQYPUqlUrlSxZUufOndPw4cPl6uqql19+WT4+PoqIiFBkZKQKFCggb29vvfrqq6pVq5aeeOIJSVLTpk0VEhKijh07avz48UpISNDbb7+tPn36cAYVTq9x48bav3+/zbauXbuqfPnyGjx4sFxdXTP9zJ49eyRJ/v7+2RERAIBsZ/fCeubMGb388su6cuWKChcurCeffFJbt25V4cKFJUkfffSRXFxc9MILL+jWrVtq1qyZPv30U+vPu7q6aunSperdu7dq1aqlfPnyqXPnzjZT+ADOysvLSxUrVrTZli9fPhUsWFAVK1bU8ePHNWfOHLVo0UIFCxbUvn37NHDgQNWrV89m+qtjx44pOTlZCQkJunHjhrXUhoSEMDUcAMDhWDIyMjKMDpEVkpKS5OPjo2vXrmWa8ic7BA1Zlu2/0wxOjWtpdARDZOXznTBniNz8glWgSQ/dTbqky0s/0J1Lvyj9zk3l8i4kj0dqyad2O7m4e9j8zK3TBzLdV7Fe05TLp0im7f9UTn2+AQD28Vf7WpZfdAXg3ynafpz161zehW2+/ys/AwCAo8vyi64AAACAf4PCCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAAAAwNQorAAAATI3CCgAAAFOjsAIAAMDUKKwAYKANGzaoVatWCggIkMVi0aJFi2z2R0dHq2nTpipYsKAsFov27NmT6T4aNGggi8Vic+vVq1f2PAAAyAYUVgAwUEpKiipVqqTJkyc/dP+TTz6p99577w/vp3v37jp//rz1Nn78+KyICwCGyGV0AADIyZo3b67mzZs/dH/Hjh0lSadOnfrD+/Hw8FDRokXtGQ0ATIMzrADgBGbPnq1ChQqpYsWKevPNN5Wammp0JACwG86wAoCDa9++vUqWLKmAgADt27dPgwcPVlxcnKKjo42OBgB2QWEFAAfXo0cP69ehoaHy9/dX48aNdfz4cZUuXdrAZABgHwwJAAAnU7NmTUnSsWPHDE4CAPZBYQUAJ3N/6it/f39jgwCAnVBYAcBAycnJ2rNnj7Vknjx5Unv27FF8fLwk6erVq9qzZ48OHTokSYqLi9OePXuUkJAgSTp+/LhGjRqlXbt26dSpU/r+++/VqVMn1atXT4899pghjwn/3Lhx42SxWDRgwADrtuPHj+u5555T4cKF5e3trbZt2+rChQvGhQQMwBhWAPibgoYss9t93Yzfpwtz/2v9PjIyUpKUr2JjFWo5UMn7f9SV5ROt+9u1aydJ8qnzsnyfDNPdpEu6vPRbvTPmfaXfualc3oXk8Ugt3anSzq45JenUuJZ2vT/Y2rFjhz7//HObNxopKSlq2rSpKlWqpLVr10qShg4dqlatWmnr1q1yceG8E3IGCisAGChPicdUcvDSh+73DG0iz9AmD92fy7uwirYflxXRkI2Sk5MVFhamL774QqNHj7Zu37x5s06dOqXdu3fL29tbkjRz5kzlz59fa9euVZMmD/9/A3AmvDUDAMBgffr0UcuWLTMV0Fu3bsliscjd3d26LU+ePHJxcdGmTZuyOyb+pbFjx6p69ery8vKSn5+f2rRpo7i4OOv+q1ev6tVXX1W5cuWUN29elShRQv369dO1a9cMTG0OFFYAAAw0b948xcbGauzYsZn2PfHEE8qXL58GDx6s1NRUpaSkaNCgQUpLS9P58+cNSIt/IyYmRn369NHWrVu1evVq3blzR02bNlVKSook6dy5czp37pwmTJigAwcOKCoqSitXrlRERITByY3HkAAAAAxy+vRp9e/fX6tXr1aePHky7S9cuLC+++479e7dW5MmTZKLi4tefvllValShfGrDmjlypU230dFRcnPz0+7du1SvXr1VLFiRS1YsMC6v3Tp0nr33XfVoUMH3b17V7ly5dzalnMfOQAABtu1a5cuXryoKlWqWLelpaVpw4YN+uSTT3Tr1i01bdpUx48f1+XLl5UrVy75+vqqaNGiCg4ONjA57OH+R/0FChT4w2O8vb1zdFmVKKwAABimcePG2r9/v822rl27qnz58ho8eLBcXV2t2wsVKiRJWrt2rS5evKjWrVtna1bYV3p6ugYMGKA6deqoYsWKDzzm8uXLGjVqlM1qdjkVhRUAAIN4eXllKiv58uVTwYIFrdtnzJihChUqqHDhwtqyZYv69++vgQMHqly5ckZEhp306dNHBw4ceOjFc0lJSWrZsqVCQkL0zjvvZG84E6KwAgDwB+w9n+2fSThxRbHJJ7Xo///eX9cvV/KBSKXfSFYuHz95Pf6c5udqqAVZnIt5d7NO3759tXTpUm3YsEHFixfPtP/69et6+umn5eXlpYULFyp37twGpDQXCisAACby+3l18zfoovwNuhgTBnaVkZGhV199VQsXLtT69etVqlSpTMckJSWpWbNmcnd31/fff//Ai/FyIgorAABANujTp4/mzJmjxYsXy8vLy7rEso+Pj/LmzaukpCQ1bdpUqamp+vrrr5WUlKSkpCRJ92aM+O2Y5pzG1IV18uTJev/995WQkKBKlSrpf//7n2rUqGF0LAAA4KSycgjIL599Jklq0KCBzfaCLQbIM7TJvaWat22TJJUpU8bmmGK9pimXT5Esy2b2ISCmLazffPONIiMjNWXKFNWsWVMTJ05Us2bNFBcXJz8/P6PjAQAA/C1/tAyz9OdLNedkpi2sH374obp3766uXbtKkqZMmaJly5Zp+vTpGjJkSKbjb926pVu3blm/vz+32f1T6dkt/VaqIb/XaEb99zYaz3fOwvOds/B85yw838b83oyMjD88zpLxZ0cY4Pbt2/Lw8ND8+fPVpk0b6/bOnTsrMTFRixcvzvQz77zzjkaMGJGNKQEAAGAPp0+ffuCMCfeZ8gzr5cuXlZaWpiJFbMdqFClSREeOHHngz7z55puKjIy0fp+enq6rV6+qYMGCslgsWZrXTJKSkhQYGKjTp0/L29vb6DjIYjzfOQvPd87C852z5NTnOyMjQ9evX1dAQMAfHmfKwvpPuLu7y93d3Wabr6+vMWFMwNvbO0f9D5/T8XznLDzfOQvPd86SE59vHx+fPz3GJRty/G2FChWSq6urLly4YLP9woULKlq0qEGpAAAAYARTFlY3NzdVrVpVa9assW5LT0/XmjVrVKtWLQOTAQAAILuZdkhAZGSkOnfurGrVqqlGjRqaOHGiUlJSrLMG4MHc3d01fPjwTMMj4Jx4vnMWnu+chec7Z+H5/mOmnCXgvk8++cS6cMDjjz+uSZMmqWbNmkbHAgAAQDYydWEFAAAATDmGFQAAALiPwgoAAABTo7ACAADA1CisAAAABrp586bREUyPwurgZs6cqWXLllm/f+ONN+Tr66vatWvrl19+MTAZssrGjRvVoUMH1apVS2fPnpUkzZo1S5s2bTI4GbICz3fO4erqqosXL2bafuXKFbm6uhqQCFkpPT1do0aNUrFixeTp6akTJ05IkoYOHapp06YZnM58KKwObsyYMcqbN68kacuWLZo8ebLGjx+vQoUKaeDAgQang70tWLBAzZo1U968ebV7927dunVLknTt2jWNGTPG4HSwN57vnOVhk/bcunVLbm5u2ZwGWW306NGKiorS+PHjbZ7fihUr6ssvvzQwmTkxrZWD8/Dw0JEjR1SiRAkNHjxY58+f11dffaWDBw+qQYMGunTpktERYUeVK1fWwIED1alTJ3l5eWnv3r0KDg7W7t271bx5cyUkJBgdEXbE850zTJo0SZI0cOBAjRo1Sp6entZ9aWlp2rBhg06dOqXdu3cbFRFZoEyZMvr888/VuHFjm7/vI0eOqFatWvr111+Njmgqpl3pCn+Np6enrly5ohIlSmjVqlWKjIyUJOXJk0c3btwwOB3sLS4uTvXq1cu03cfHR4mJidkfCFmK5ztn+OijjyTdO8M6ZcoUm4//3dzcFBQUpClTphgVD1nk7NmzKlOmTKbt6enpunPnjgGJzI3C6uCeeuopdevWTZUrV9bPP/+sFi1aSJIOHjyooKAgY8PB7ooWLapjx45lem43bdqk4OBgY0Ihy/B85wwnT56UJDVs2FDR0dHKnz+/wYmQHUJCQrRx40aVLFnSZvv8+fNVuXJlg1KZF4XVwU2ePFlvv/22Tp8+rQULFqhgwYKSpF27dunll182OB3srXv37urfv7+mT58ui8Wic+fOacuWLRo0aJCGDh1qdDzYGc93zrJu3Tqb79PS0rR//36VLFmSEuuEhg0bps6dO+vs2bNKT09XdHS04uLi9NVXX2np0qVGxzMdxrACDiQjI0NjxozR2LFjlZqaKklyd3fXoEGDNGrUKIPTwd54vnOWAQMGKDQ0VBEREUpLS1O9evW0ZcsWeXh4aOnSpWrQoIHREWFnGzdu1MiRI7V3714lJyerSpUqGjZsmJo2bWp0NNOhsDqgffv2/eVjH3vssSxMgux2584d5c6dW7dv39axY8eUnJyskJAQeXp66vLlyypUqJDREZEFHvR8w/kUK1ZMixcvVrVq1bRo0SL16dNH69at06xZs7R27Vpt3rzZ6IiAYSisDsjFxUUWi+WhU6Dc32exWJSWlpbN6ZCVXnjhBc2fP18Wi8Vm+4ULF9S4cWMdOHDAoGQA/q08efLo2LFjKl68uHr06CEPDw9NnDhRJ0+eVKVKlZSUlGR0RMAwjGF1QPcH6CPniY+PV7du3WwmlT5//rwaNWqkRx991MBkyArPPfdcpjcn0r03pXny5FGZMmXUvn17lStXzoB0sLciRYro0KFD8vf318qVK/XZZ59JklJTU1k4wAnlz5//T/++u3Tpoq5duxqQznworA7o91cUIudYvny56tWrp8jISH344Yc6d+6cGjZsqEqVKmnevHlGx4Od+fj4aNGiRfL19VXVqlUlSbGxsUpMTFTTpk31zTff6L333tOaNWtUp04dg9Pi3+ratavatm0rf39/WSwWNWnSRJK0bds2lS9f3uB0sLdhw4bp3XffVfPmzVWjRg1J0vbt27Vy5Ur16dNHJ0+eVO/evXX37l11797d4LTGY0iAA/r+++/VvHlz5c6dW99///0fHtu6detsSoXscvr0aT355JN64YUXtHTpUlWpUkWzZ8/mDIwTGjJkiJKSkvTJJ5/IxeXewoTp6enq37+/vLy89O6776pXr146ePAgS7U6ifnz5+v06dN68cUXVbx4cUn3luD29fXVs88+a3A62NMLL7ygp556Sr169bLZ/vnnn2vVqlVasGCB/ve//2nq1Knav3+/QSnNg8LqgFxcXJSQkCA/Pz/ri9iDMIbVef3888+qW7eunnrqKc2aNeuBHyvB8RUuXFibN29W2bJlbbb//PPPql27ti5fvqz9+/erbt26LCQAOBhPT0/t2bMn0+IBx44d0+OPP67k5GQdP35cjz32mFJSUgxKaR4MCXBA6enpD/wazulh45xSU1O1ZMkS69y7knT16tXsjIYsdvfuXR05ciRTYT1y5Ij1zWiePHl4w+JEUlJSFBMTo/j4eN2+fdtmX79+/QxKhaxQoEABLVmyRAMHDrTZvmTJEhUoUEDSvf8fvLy8jIhnOhRWwOQmTpxodAQYpGPHjoqIiNB///tfVa9eXZK0Y8cOjRkzRp06dZIkxcTEcMGdk9i9e7datGih1NRUpaSkqECBArp8+bI8PDzk5+dHYXUyQ4cOVe/evbVu3TrrGNYdO3Zo+fLl1qV4V69erfr16xsZ0zQYEuAEeEcOOKe0tDSNGzdOn3zyiS5cuCDp3pXkr776qgYPHixXV1fFx8fLxcXFOt4RjqtBgwYqW7aspkyZIh8fH+3du1e5c+dWhw4d1L9/fz3//PNGR4Sdbd68WZ988oni4uIkSeXKldOrr76q2rVrG5zMfCisDu7P3pGfOHHC6IjIIjdv3sz0BsXb29ugNMhq9+fg5Dl2Xr6+vtq2bZvKlSsnX19fbdmyRRUqVNC2bdvUuXNnHTlyxOiIgGEefsUOHMLAgQPVqlUr/frrr8qbN6+2bt2qX375RVWrVtWECROMjgc7S0lJUd++feXn56d8+fIpf/78Njc4L29vb8qqk8udO7f1Qlo/Pz/Fx8dLuje92enTp42MBjtJSkr6yzfYYgyrg9uzZ48+//xzubi4yNXVVbdu3VJwcLDGjx+vzp078xGSk3njjTe0bt06ffbZZ+rYsaMmT56ss2fP6vPPP9e4ceOMjgc7qFy58l++iCo2NjaL0yA7Va5cWTt27NAjjzyi+vXra9iwYbp8+bJmzZqlihUrGh0PduDr6/uX/76Z5ccWhdXBPegdeYUKFXhH7qSWLFmir776Sg0aNFDXrl1Vt25dlSlTRiVLltTs2bMVFhZmdET8S23atLF+ffPmTX366acKCQlRrVq1JElbt27VwYMH9corrxiUEFllzJgxun79uiTp3XffVadOndS7d2898sgjmj59usHpYA/r1q2zfn3q1CkNGTJEXbp0sf59b9myRTNnztTYsWONimhajGF1cE2bNlWXLl3Uvn17de/eXfv27VO/fv00a9Ys/frrr9q2bZvREWFHnp6eOnTokEqUKKHixYsrOjpaNWrU0MmTJxUaGqrk5GSjI8KOunXrJn9/f40aNcpm+/Dhw3X69GlKDODAGjdurG7duunll1+22T5nzhxNnTpV69evNyaYSTGG1cGNGTNG/v7+ku69I8+fP7969+6tS5cuaerUqQang70FBwfr5MmTkqTy5cvr22+/lXTvzKuvr6+ByZAVvvvuO+v0Vb/VoUMHLViwwIBEyA6XLl3Spk2btGnTJl2+fNnoOMgiW7ZsUbVq1TJtr1atmrZv325AInOjsDq4atWqqWHDhpLuDQlYuXKlkpKStGvXLlWqVMngdLC3rl27au/evZLuLds5efJk5cmTRwMHDtTrr79ucDrYW968ebV58+ZM2zdv3qw8efIYkAhZKSUlReHh4QoICFC9evVUr149+fv7KyIiQqmpqUbHg50FBgbqiy++yLT9yy+/VGBgoAGJzI0hAQ5u+vTpatiwoUqVKmV0FBjgl19+0a5du1SmTBk99thjRseBnY0bN04jRoxQ9+7drROLb9u2TdOnT9fQoUM1ZMgQgxPCnnr27Kkff/xRn3zyierUqSNJ2rRpk/r166ennnpKn332mcEJYU/Lly/XCy+8oDJlyqhmzZqSpO3bt+vo0aNasGCBWrRoYXBCc6GwOrhHHnlEJ06cULFixVS/fn3Vr19fDRo0yLQ2MZzbmTNnNHLkSIaBOKFvv/1WH3/8sQ4fPixJqlChgvr376+2bdsanAz2VqhQIc2fP18NGjSw2b5u3Tq1bdtWly5dMiYYssyZM2f06aefWufYrVChgnr16sUZ1gegsDqBs2fPav369dqwYYNiYmJ09OhR+fv7q0GDBvr666+NjodssHfvXlWpUoVpUAAH5uHhoV27dqlChQo22w8ePKgaNWooJSXFoGSA8RjD6gSKFSumsLAwffTRR/r444/VsWNHXbhwQfPmzTM6GoB/YPv27X/45uPWrVvWC+7gPGrVqqXhw4fr5s2b1m03btzQiBEjrNMewfGNHz9eN27csH6/efNm3bp1y/r99evXmbbuATjD6uBWrVql9evXa/369dq9e7cqVKhgHRZQr149Vj/KITjD6lxcXV11/vx5+fn5Sbq3ytWePXsUHBwsSbpw4YICAgJ4vp3MgQMH1KxZM926dct60ezevXuVJ08e/fDDD3r00UcNTgh74O/7n2HhAAf39NNPq3Dhwnrttde0fPlypjYCnMDvzyM86LwC5xqcT8WKFXX06FHNnj3bOqbx5ZdfVlhYmPLmzWtwOtjLX/n7RmYUVgf34YcfasOGDRo/frw+/vhj69nVBg0aqGzZskbHg5382RK7iYmJ2RMEpvFXl3eEY/Hw8FD37t2NjgGYDmNYHdyAAQMUHR2ty5cva+XKlapdu7ZWrlypihUrqnjx4kbHg534+Pj84a1kyZIPnGAegPnt2rVLDRs2VFJSUqZ9165dU8OGDa3zLwM5FWdYnUBGRoZ2796t9evXa926ddq0aZPS09NVuHBho6PBTmbMmGF0BGSzQ4cOKSEhQdK9v/EjR45Yl95l9SPn8sEHH6hRo0by9vbOtM/Hx0dPPfWU3n//fWZ9cSJffvmlPD09JUl3795VVFSUChUqJOneRVfIjIuuHFyrVq20efNmJSUlqVKlSmrQoIHq16+vevXqMZ4VcFAuLi6yWCwPHNt2f7vFYuGiDCdRunRpLVy48KGLf+zfv1/PPvusTpw4kc3JkBWCgoL+0pCe+8tw4x7OsDq48uXLq2fPnqpbt658fHyMjgPADnihylnOnj0rLy+vh+739PTU+fPnszERstKpU6eMjuCQKKwO7v333zc6AgA7K1mypNERkI0KFy6suLi4hy6xfeTIEevHxUBOxUVXAAAYqEmTJnr33XcfuC8jI0PvvvuumjRpks2pAHNhDCsAAAY6fvy4qlatqnLlyum1115TuXLlJN07s/rBBx/o559/1s6dO1WmTBmDkwLG4Qwr4GBmzZqlOnXqKCAgQL/88oskaeLEiVq8eLHByQD8E6VLl9aPP/6olJQUtWvXTlWqVFGVKlX08ssvKzU1VatXr6asIsejsAIO5LPPPlNkZKRatGihxMRE61Xivr6+mjhxorHhAPxj1apV04EDBxQbG6t58+Zp7ty5io2N1YEDB1S9enWj4wGGY0iAg4uNjVXu3LkVGhoqSVq8eLFmzJihkJAQvfPOO3JzczM4IewpJCREY8aMUZs2beTl5aW9e/cqODhYBw4cUIMGDZif08ncuHFDGRkZ8vDwkCT98ssvWrhwoUJCQtS0aVOD0wH4N3j9/ns4w+rgevbsqZ9//lmSdOLECbVr104eHh767rvv9MYbbxicDvZ28uRJVa5cOdN2d3d3paSkGJAIWenZZ5/VV199Jene8rs1a9bUBx98oGeffVafffaZwekA/Bu8fv89FFYH9/PPP+vxxx+XJH333XeqV6+e5syZo6ioKC1YsMDYcLC7UqVKac+ePZm2r1y5UhUqVMj+QMhSsbGxqlu3riRp/vz5KlKkiH755Rd99dVXmjRpksHpAPwbvH7/PczD6uAyMjKUnp4uSfrxxx/1zDPPSJICAwP5eNgJRUZGqk+fPrp586YyMjK0fft2zZ07V2PHjtWXX35pdDzYWWpqqnVC+VWrVun555+Xi4uLnnjiCesFdwAcE6/ffw+F1cFVq1ZNo0ePVpMmTRQTE2P9mPDkyZMqUqSIwelgb926dVPevHn19ttvKzU1Ve3bt1dAQIA+/vhjtWvXzuh4sLMyZcpo0aJFeu655/TDDz9o4MCBkqSLFy8+cN15AI6D1++/hyEBDm7ixImKjY1V37599dZbb1mnPpk/f75q165tcDpkhbCwMB09elTJyclKSEjQmTNnFBERYXQsZIFhw4Zp0KBBCgoKUs2aNVWrVi1J9862PmgsMxzfxo0b1aFDB9WqVUtnz56VdG8qu02bNhmcDPbG6/ffwywBTurmzZtydXVV7ty5jY4C4F9ISEjQ+fPnValSJbm43DvHsH37dnl7e6t8+fIGp4M9LViwQB07dlRYWJhmzZqlQ4cOKTg4WJ988omWL1+u5cuXGx0R2YDX7wejsAIO5MKFCxo0aJDWrFmjixcv6vd/vvfnZQXgeCpXrqyBAweqU6dONtPW7d69W82bN1dCQoLREQHDMIbVQZUqVUoWi8X6/YkTJwxMg+zSpUsXxcfHa+jQofL397f5fwDOIzw83Ob76dOnG5QE2SkuLk716tXLtN3Hx0eJiYnZHwhZgtfvf4bC6qCioqKMjgADbNq0SRs3brROhQLnVLJkSaMjwABFixbVsWPHFBQUZLN906ZNCg4ONiYU7I7X73+Gwuqg6tevb3QEGCAwMDDTMAA4n+HDhxsdAQbo3r27+vfvr+nTp8tisejcuXPasmWLBg0apKFDhxodD3bC6/c/wxhWJ5CWlqZFixbp8OHDkqRHH31UrVu3lqurq8HJYG+rVq3SBx98oM8//zzTWRg4p7t372r9+vU6fvy42rdvLy8vL507d07e3t7y9PQ0Oh7sKCMjQ2PGjNHYsWOVmpoq6d4qdoMGDdKoUaMMToescPz4cc2YMUPHjx/Xxx9/LD8/P61YsUIlSpTQo48+anQ8U6GwOrhjx46pRYsWOnv2rMqVKyfp3jiowMBALVu2TKVLlzY4If6t/Pnz24x3SklJ0d27d+Xh4ZHpKtKrV69mdzxkoV9++UVPP/204uPjdevWLf38888KDg5W//79devWLU2ZMsXoiMgCt2/f1rFjx5ScnKyQkBDemDipmJgYNW/eXHXq1NGGDRt0+PBhBQcHa9y4cdq5c6fmz59vdERTobA6uBYtWigjI0OzZ89WgQIFJElXrlxRhw4d5OLiomXLlhmcEP/WzJkz//KxnTt3zsIkyG5t2rSRl5eXpk2bpoIFC1qvGl+/fr26d++uo0ePGh0RwD9Uq1Ytvfjii4qMjLSZFWL79u16/vnndebMGaMjmgqF1cHly5dPW7duVWhoqM32vXv3qk6dOkpOTjYoGYB/q2DBgvrpp59Urlw5mxe0U6dOKSQkxPqxMZxDSkqKxo0bZ5227v6ynfdxNblz8fT01P79+1WqVKlMf9/ly5fXzZs3jY5oKlx05eDc3d11/fr1TNuTk5Pl5uZmQCJkJVdXV50/f15+fn42269cuSI/Pz/mYXUy6enpD3xOz5w5Iy8vLwMSISt169ZNMTEx6tixI9PW5QC+vr46f/68SpUqZbN99+7dKlasmEGpzIvC6uCeeeYZ9ejRQ9OmTVONGjUkSdu2bVOvXr3UunVrg9PB3h72gcitW7d4g+KEmjZtqokTJ2rq1KmSJIvFouTkZA0fPlwtWrQwOB3sbcWKFVq2bJnq1KljdBRkg3bt2mnw4MH67rvvZLFYlJ6ers2bN2vQoEHq1KmT0fFMhyEBDi4xMVGdO3fWkiVLrBfg3L17V61bt1ZUVJR8fHwMTgh7mDRpkiRp4MCBGjVqlM1FGGlpadqwYYNOnTql3bt3GxURWeDMmTNq1qyZMjIydPToUVWrVk1Hjx5VoUKFtGHDhkxn2uHYSpUqpeXLl6tChQpGR0E2uH37tvr06aOoqCilpaUpV65cSktLU/v27RUVFcVMP79DYXUSR48e1ZEjRyRJFSpUUJkyZQxOBHu6/5HRL7/8ouLFi9v8Q+bm5qagoCCNHDlSNWvWNCoissjdu3f1zTffaO/evUpOTlaVKlUUFhamvHnzGh0Ndvb1119r8eLFmjlzpjw8PIyOg2xy+vRp7d+/X8nJyapcubIeeeQR3bhxg7/x36GwAg6kYcOGio6OVv78+Y2Ogmwwd+5cvfzyyw/c9/rrr+v999/P5kSwt8qVK9uMVT127JgyMjIUFBSUadq62NjY7I6HLNSvXz/rp2e/lZKSomeeeUbr1q0zIJV5MYbVwf1+zfHfYw1y58I/YDlL79695evrq+bNm9tsHzhwoObNm0dhdQJt2rQxOgIMsmzZMuXPn18jRoywbktJSdHTTz9tYCrzorA6uF9//dXm+zt37ujAgQNKTExUo0aNDEoFwB5mz56tl19+WUuXLtWTTz4pSXr11VcVHR3NmxcnwTK8OdeqVatUt25d5c+fXwMGDND169fVrFkz5cqVSytWrDA6nulQWB3cwoULM21LT09X7969WeUKcHAtW7bUp59+qtatW2v16tWaNm2aFi9erHXr1qls2bJGx4OdBQcHa8eOHSpYsKDN9sTERFWpUoV5WJ1M6dKltXLlSjVs2FAuLi6aO3eu3N3dtWzZMuXLl8/oeKbDGFYnFRcXpwYNGuj8+fNGRwHwL3366aeKjIxU4cKFtW7dOi6qdFIuLi5KSEjINPvDhQsXFBgYqNu3bxuUDFlpy5Yteuqpp1SzZk0tXbqUi60egjOsTur48eO6e/eu0TEA/E2RkZEP3F64cGFVqVJFn376qXXbhx9+mF2xkIW+//5769c//PCDzXSEaWlpWrNmTabJ5eGYfn+R3X3u7u46d+6czRy8XGRni8Lq4H7/4paRkaHz589r2bJlrCvvpBITE7V9+/YHLt3IZNOO72Fz6ZYpU0ZJSUnW/ayC5DzuX3hlsVgy/budO3duBQUF6YMPPjAgGeyNi+z+OYYEOLiGDRvafO/i4qLChQurUaNGCg8PV65cvCdxJkuWLFFYWJiSk5Pl7e1tU1osFouuXr1qYDoA/0apUqW0Y8cOFSpUyOgogOlQWAEHUrZsWbVo0UJjxoxhYnEAQI5BYQUcSL58+bR//34FBwcbHQXZZOfOnfr2228VHx+f6aKb6Ohog1IB+LfS0tL00UcfPfTvm0/MbLkYHQD/zoULF9SxY0cFBAQoV65ccnV1tbnBuTRr1kw7d+40Ogayybx581S7dm0dPnxYCxcu1J07d3Tw4EGtXbvW5sIcAI5nxIgR+vDDD/XSSy/p2rVrioyM1PPPPy8XFxe98847RsczHc6wOrjmzZsrPj5effv2lb+/f6YLMZ599lmDkiErTJs2TSNHjlTXrl0VGhqaaenG1q1bG5QMWeGxxx5Tz5491adPH3l5eWnv3r0qVaqUevbsKX9/f5sVcgA4ltKlS2vSpElq2bKlvLy8tGfPHuu2rVu3as6cOUZHNBUKq4Pz8vLSxo0b9fjjjxsdBdnAxeXhH4pYLBalpaVlYxpktXz58ungwYMKCgpSwYIFtX79eoWGhurw4cNq1KgR8yw7gcjISI0aNUr58uXThg0bVLt2bS6WzSHy5cunw4cPq0SJEvL399eyZcusC0RUrlxZ165dMzqiqTAkwMEFBgaK9xw5R3p6+kNvlFXnkz9/fl2/fl2SVKxYMR04cEDSvanNUlNTjYwGO/nf//6n5ORkSfdmfWHcYs5RvHhx65vO0qVLa9WqVZKkHTt2yN3d3chopsTbOAc3ceJEDRkyRJ9//rmCgoKMjgPAjurVq6fVq1crNDRUL774ovr376+1a9dq9erVaty4sdHxYAdBQUGaNGmSmjZtqoyMDG3ZskX58+d/4LH16tXL5nTISs8995zWrFmjmjVr6tVXX1WHDh00bdo0xcfHa+DAgUbHMx2GBDig/Pnz24xVTUlJ0d27d+Xh4ZFpTCPv1p1PTEyMJkyYoMOHD0uSQkJC9Prrr6tu3boGJ4O9Xb16VTdv3lRAQIDS09M1fvx4/fTTT3rkkUf09ttvP7TYwHEsWrRIvXr10sWLF2WxWB76iRlDfpzf1q1brX/frVq1MjqO6VBYHdDMmTP/8rGsduVcvv76a3Xt2lXPP/+8dQm/zZs3a+HChYqKilL79u0NTojskJqaqj179qh27dpGR4Gd3F8MJC4uTn5+fg88hpkhcoaLFy/qyy+/1H//+1+jo5gKhRVwIBUqVFCPHj0yfVz04Ycf6osvvrCedYVz27t3r6pUqcIZNycTExOjOnXqcNFVDsff94Nx0ZWDioiI0LZt2x66/9dff1WjRo2yMRGyw4kTJx74UVHr1q118uRJAxIBsJf69evLYrFowYIFGj16tEaPHq3o6GiKCyAKq8OaMWOGGjRooBkzZjxw/+3btxUTE5PNqZDVAgMDtWbNmkzbf/zxRwUGBhqQCIC9HDt2TCEhIerUqZOio6MVHR2tjh076tFHH9Xx48eNjgcYis8dHNgbb7yhnj17as+ePfroo4/+cI5OOIfXXntN/fr1sxm/uHnzZkVFRenjjz82OB2Af6Nfv34KDg7Wli1bVKBAAUnSlStX1KFDB/Xr10/Lli0zOCFgHMawOigXFxclJCTo8OHDatu2rUJDQ/Xtt99a/5G7cOGCAgIC+CjJCS1cuFAffPCBdbxqhQoV9Prrr7OqmRP5/vvv/3D/yZMnFRkZyd+3k8mXL5+2bt2q0NBQm+179+5VnTp1rPO1wrFFRkb+4f5Lly5pzpw5/H3/DmdYHVz9+vW1fft2tWnTRtWrV9fixYtVsWJFo2MhCz333HN67rnnjI6BLNSmTZs/Peb3yzDD8bm7u1sXivit5ORkubm5GZAIWWH37t1/egxz7mbGGVYHdf8M6/3pT27cuKHw8HAtW7ZMUVFRqlOnDmdYAcCBdOrUSbGxsZo2bZpq1KghSdq2bZu6d++uqlWrKioqytiAgIEY9Oigfn92JW/evJo7d67eeusttWvXTiNGjDAoGQDgn5g0aZJKly6tWrVqKU+ePMqTJ4/q1KmjMmXKMEYdOR5nWB3U78+w/taKFSsUFhama9eucYYVABzMsWPHbMaolylTxuBEgPEYw+qgZsyY8dBVT5o3b65t27Zp7ty52ZwKAPBvlSlThpIK/A5nWAEHcuLECQUHBxsdAwCAbEVhBRyIi4uLihcvrvr166tBgwaqX78+Z2IAAE6Pi64AB3L69GmNHTtWefPm1fjx41W2bFkVL15cYWFh+vLLL42OhyyQmJioL7/8Um+++aauXr0qSYqNjdXZs2cNTgbg39q4caM6dOigWrVqWf+mZ82apU2bNhmczHw4wwo4sKNHj+rdd9/V7NmzlZ6ezkV2Tmbfvn1q0qSJfHx8dOrUKcXFxSk4OFhvv/224uPj9dVXXxkdEcA/tGDBAnXs2FFhYWGaNWuWDh06pODgYH3yySdavny5li9fbnREU+EMK+BAUlNTtWrVKv33v/9V7dq19dhjj2nv3r3q27evoqOjjY4HO4uMjFSXLl109OhR5cmTx7q9RYsW2rBhg4HJkBWCgoI0cuRIxcfHGx0F2WD06NGaMmWKvvjiC+XOndu6vU6dOoqNjTUwmTkxS4ATSExM1Pbt23Xx4kWlp6fb7OvUqZNBqZAVfH19lT9/foWFhWnIkCGqW7eu8ufPb3QsZJEdO3bo888/z7S9WLFiSkhIMCARstKAAQMUFRWlkSNHqmHDhoqIiNBzzz0nd3d3o6MhC8TFxT1wRSsfHx8lJiZmfyCTo7A6uCVLligsLEzJycny9va2WVDAYrFQWJ1MixYttGnTJs2bN08JCQlKSEhQgwYNVLZsWaOjIQu4u7srKSkp0/aff/5ZhQsXNiARstKAAQM0YMAAxcbGKioqSq+++qpeeeUVtW/fXuHh4apSpYrREWFHRYsW1bFjxxQUFGSzfdOmTcwG8wAMCXBwr732msLDw5WcnKzExET9+uuv1tv9CzTgPBYtWqTLly9r5cqVqlWrllatWqW6deuqWLFiCgsLMzoe7Kx169YaOXKk7ty5I+nem9D4+HgNHjxYL7zwgsHpkFWqVKmiSZMm6dy5cxo+fLi+/PJLVa9eXY8//rimT58uLj1xDt27d1f//v21bds2WSwWnTt3TrNnz9agQYPUu3dvo+OZDhddObh8+fJp//79vBvLYTIyMrR7926tW7dO69at0w8//KCMjAzdvXvX6Giwo2vXruk///mPdu7cqevXrysgIEAJCQmqVauWli9frnz58hkdEVngzp07WrhwoWbMmKHVq1friSeeUEREhM6cOaPJkyerUaNGmjNnjtEx8S9lZGRozJgxGjt2rFJTUyXd+1Rl0KBBGjVqlMHpzIfC6uCef/55tWvXTm3btjU6CrLBhx9+qPXr12vTpk26fv26KlWqpHr16qlBgwaMZ3VimzZt0r59+5ScnKwqVaqoSZMmRkdCFoiNjdWMGTM0d+5cubi4qFOnTurWrZvKly9vPebAgQOqXr26bty4YWBS2NPt27d17NgxJScnKyQkRJ6enkZHMiUKq4ObNm2aRo4cqa5duyo0NNTmSkPp3keKcB7Vq1e3LhpQt27dhy7PC8DxuLq66qmnnlJERITatGmT6d9zSUpJSVHfvn01Y8YMAxICxqGwOjgXl4cPQ7ZYLMzLCTi4NWvWaM2aNQ+cBWT69OkGpYK9paWl6euvv1br1q35pCSHSElJ0bhx4x76933ixAmDkpkTswQ4uN//Dw7nl5iYqGnTpunw4cOSpJCQEEVERHC21QmNGDFCI0eOVLVq1eTv728zCwici6urq3r27Kl69epRWHOIbt26KSYmRh07duTv+y/gDKsTuXnzps3k4nA+O3fuVLNmzZQ3b17VqFFD0r25Om/cuKFVq1Yx7Y2T8ff31/jx49WxY0ejoyAbVKtWTe+9954aN25sdBRkA19fXy1btkx16tQxOopDYForB5eWlqZRo0apWLFi8vT0tH6EMHToUE2bNs3gdLC3gQMHqnXr1jp16pSio6MVHR2tkydP6plnntGAAQOMjgc7u337tmrXrm10DGST0aNHa9CgQVq6dKnOnz+vpKQkmxucS/78+VWgQAGjYzgMzrA6uJEjR2rmzJkaOXKkunfvrgMHDig4OFjffPONJk6cqC1bthgdEXaUN29e7d692+aqYUk6dOiQqlWrZp0aBc5h8ODB8vT01NChQ42Ogmzw22sSfvvxcEZGBtckOKGvv/5aixcv1syZM+Xh4WF0HNNjDKuD++qrrzR16lQ1btxYvXr1sm6vVKmSjhw5YmAyZAVvb2/Fx8dnKqynT5+Wl5eXQalgT5GRkdav09PTNXXqVP3444967LHHMl01/uGHH2Z3PGShdevWGR0BWaxy5co2b0aOHTumIkWKKCgoKNPfd2xsbHbHMzUKq4M7e/asypQpk2l7enq6dXUcOI+XXnpJERERmjBhgvWj4s2bN+v111/Xyy+/bHA62MPu3bttvn/88ccl3Zt/E86tfv36RkdAFmvTpo3RERwWhdXBhYSEaOPGjSpZsqTN9vnz56ty5coGpUJWmTBhgiwWizp16mRd1Sp37tzq3bu3xo0bZ3A62ANn2XK2jRs36vPPP9eJEyf03XffqVixYpo1a5ZKlSqlJ5980uh4+JeGDx9udASHxUVXDm7YsGHq27ev3nvvPaWnpys6Olrdu3fXu+++q2HDhhkdD3bm5uamjz/+WL/++qv27NmjPXv26OrVq/roo4/k7u5udDzYWXh4uK5fv55pe0pKisLDww1IhKy0YMEC6ywgsbGxunXrlqR7S/SOGTPG4HSwt+DgYF25ciXT9sTERJZbfwAuunICGzdu1MiRI7V3717r0o3Dhg1T06ZNjY4G4F9wdXXV+fPn5efnZ7P98uXLKlq0qPUsO5xD5cqVNXDgQHXq1EleXl7au3evgoODtXv3bjVv3lwJCQlGR4Qdubi4KCEhIdPf94ULFxQYGKjbt28blMycGBLgBOrWravVq1cbHQNZ5Pnnn//Lx0ZHR2dhEmSXpKQkZWRkKCMjQ9evX7eZXzktLU3Lly/P9CIHxxcXF6d69epl2u7j46PExMTsD4Qs8f3331u//uGHH2wWfUlLS9OaNWtUqlQpI6KZGoXVSdy+ffuBS7uVKFHCoESwl9/+Y5aRkaGFCxfKx8dH1apVkyTt2rVLiYmJf6vYwtx8fX1lsVhksVhUtmzZTPstFotGjBhhQDJkpaJFi+rYsWMKCgqy2b5p0yY+InYi9y+8slgs6ty5s82+3LlzKygoSB988IEBycyNwurgjh49qvDwcP30008225m3z3nMmDHD+vXgwYPVtm1bTZkyRa6urpLuvSN/5ZVX5O3tbVRE2Nm6deuUkZGhRo0aacGCBTaTi7u5ualkyZIKCAgwMCGyQvfu3dW/f39Nnz5dFotF586d05YtWzRo0CDm4nUi908slSpVSjt27FChQoUMTuQYGMPq4OrUqaNcuXJpyJAhD1yLuFKlSgYlQ1YoXLiwNm3apHLlytlsj4uLU+3atR84gB+O65dfflGJEiVYYzyHyMjI0JgxYzR27FjrIiDu7u4aNGiQRo0aZXA6wFgUVgeXL18+7dq1K9NE8nBO+fPnV1RUlJ599lmb7YsXL1aXLl3066+/GpQMgL3cvn1bx44dU3JyskJCQuTp6Wl0JMBwDAlwcCEhIbp8+bLRMZBNunbtqoiICB0/flw1atSQJG3btk3jxo1T165dDU4H4N8IDw/Xxx9/LC8vL4WEhFi3p6Sk6NVXX9X06dMNTAcYizOsDigpKcn69c6dO/X2229rzJgxCg0NzbS0G+ManUt6eromTJigjz/+WOfPn5ck+fv7q3///nrttdes41oBOB6mMQMejsLqgFxcXGzGtN2/wOq3uOjK+d1/48KbEsCx3Z/GLH/+/Dp69KgKFy5s3ZeWlqYlS5ZoyJAhOnfunIEpYQ+RkZEaNWqU8uXLpw0bNqh27drKlYsPu/8KCqsDiomJ+cvHsjY1AJjb709C/N79aczeeuutbEyFrJA7d26dOXNGRYoUeegZdTwYtd4BUUJztvnz5+vbb79VfHx8ppVQYmNjDUqFrHDhwgUNGjRIa9as0cWLF/X78wt8guIcmMYs5wgKCtKkSZPUtGlTZWRkaMuWLcqfP/8Dj33QIhI5GWdYHVTjxo3Vp0+fh04Wf/nyZdWoUUMnTpzI5mTISpMmTdJbb72lLl26aOrUqeratauOHz+uHTt2qE+fPnr33XeNjgg7at68ueLj49W3b98HTlv3+9ki4NiYxsz5LVq0SL169dLFixdlsVgyvQm9jyF9mVFYHZSLi4tcXFz01ltvPXDFmwsXLiggIID/4Z1M+fLlNXz4cL388ss2a40PGzZMV69e1SeffGJ0RNiRl5eXNm7cqMcff9zoKMgGK1eulKenp5588klJ0uTJk/XFF18oJCREkydPfuiZODie5ORkeXt7Ky4u7qFDAn67yiEkF6MD4J/77LPPNHHiRD333HNKSUkxOg6yQXx8vGrXri1Jyps3r65fvy5J6tixo+bOnWtkNGSBwMDAh56BgfN5/fXXrRdT7t+/X5GRkWrRooVOnjypyMhIg9PBnjw9PbVu3TqVKlVKPj4+D7zBFoXVgT377LPaunWrDh48qCeeeIKP/3OAokWL6urVq5KkEiVKaOvWrZKkkydPUmyc0MSJEzVkyBCdOnXK6CjIBidPnrTOv7pgwQK1atVKY8aM0eTJk7VixQqD08He6tevL4vFogULFmj06NEaPXq0oqOj+WT0ISisDq5ChQrasWOHAgMDVb16df34449GR0IWatSokb7//ntJ9xYRGDhwoJ566im99NJLeu655wxOB3t76aWXtH79epUuXVpeXl4qUKCAzQ3Oxc3Nzbok648//qimTZtKkgoUKGAz/zacw7FjxxQSEqJOnTopOjpa0dHR6tixox599FEdP37c6HimwxhWB+Xi4qKEhATr2JeMjAy9+eab+vDDD/Xee++pffv2jGF1Qunp6UpPT7fO2zdv3jz99NNPeuSRR9SzZ0+5ubkZnBD2NHPmzD/c37lz52xKguzQunVr3b59W3Xq1NGoUaN08uRJFStWTKtWrVLfvn31888/Gx0RdtSiRQtlZGRo9uzZ1jegV65cUYcOHeTi4qJly5YZnNBcKKwO6mHzt82bN0/dunVTw4YNtXz5cgorADiI+Ph4vfLKKzp9+rT69euniIgISdLAgQOVlpamSZMmGZwQ9pQvXz5t3bpVoaGhNtv37t2rOnXqKDk52aBk5sQ8rA7qYe8z2rVrp/Lly6tNmzbZGwjZJjExUdu3b9fFixeVnp5us69Tp04GpUJWSUtL06JFi3T48GFJ0qOPPqrWrVuzDK8TKlGihJYuXZpp+0cffWRAGmQ1d3d364Wzv5WcnMynZQ/AGVYHFRMTozp16jx0SbcrV65o2bJlFBgns2TJEoWFhVmnRPntfI0Wi8V6QRacw7Fjx9SiRQudPXtW5cqVkyTFxcUpMDBQy5YtU+nSpQ1OCHuqX7++IiIi9OKLLypv3rxGx0EW69Spk2JjYzVt2jTVqFFDkrRt2zZ1795dVatWVVRUlLEBTYbCCjiQsmXLqkWLFhozZow8PDyMjoMsxhi3nGXAgAGaM2eObt26pbZt2yoiIkJPPPGE0bGQRRITE9W5c2ctWbJEuXPnliTdvXtXrVu3VlRUFFNb/Q6FFXAg+fLl0/79+xUcHGx0FGQDxrjlPHfv3tX333+vmTNnasWKFSpTpozCw8PVsWNHFSlSxOh4yALHjh2zDvmpUKGCypQpY3Aic2JaK8CBNGvWTDt37jQ6BrIJY9xynly5cun555/X4sWLdebMGbVv315Dhw5VYGCg2rRpo7Vr1xodEXZWpkwZtWrVSq1ataKs/gEuugJM7v68q5LUsmVLvf766zp06JBCQ0OtHyPd17p16+yOhyz0zDPPqEePHpnGuPXq1Yvn2slt375dM2bM0Lx58+Tn56cuXbro7NmzeuaZZ/TKK69owoQJRkcEshVDAgCTc3H5ax+EWCwWpjFzMoxxy1kuXryoWbNmacaMGTp69KhatWqlbt26qVmzZtYLLDdt2qSnn36a4SDIcSisAGByjHHLGdzc3FS6dGmFh4erS5cuKly4cKZjkpKS9Oyzz2rdunUGJASMQ2EFAMAENm7cqLp16xodAzAlLroCHMCWLVsyTSj+1VdfqVSpUvLz81OPHj1069Ytg9IBsAfKas4SFBSkkSNHKj4+3ugoDoEzrIADaN68uRo0aKDBgwdLkvbv368qVaqoS5cuqlChgt5//3317NlT77zzjrFBAfxtjRo1+kvHMUOAc5k4caKioqJ04MABNWzYUBEREXruuefk7u5udDRTorACDsDf319LlixRtWrVJElvvfWWYmJitGnTJknSd999p+HDh+vQoUNGxgTwD7i4uKhkyZJq2bJlppk/foslWp1TbGysoqKiNHfuXKWlpal9+/YKDw9XlSpVjI5mKhRWwAHkyZNHR48eVWBgoCTpySefVPPmzfXWW29Jkk6dOqXQ0NAHztkJwNzef/99zZgxQ1euXFFYWJjCw8NVsWJFo2Mhm925c0effvqpBg8erDt37ig0NFT9+vVT165dbZbhzqkYwwo4gCJFiujkyZOSpNu3bys2NtZmycbr16//4ZkZOLbU1FQdOXJE+/bts7nBOdyfW3nRokW6fv266tSpoxo1amjKlClKSkoyOh6y2J07d/Ttt9+qdevWeu2111StWjV9+eWXeuGFF/Tf//5XYWFhRkc0Bc6wAg6gd+/e2rt3r9577z0tWrRIM2fO1Llz56yrHc2ePVsTJ07Ujh07DE4Ke7p06ZK6du2qFStWPHA/8+46p9TUVH333XeaPHmyDh06pHPnzsnb29voWLCz2NhYzZgxQ3PnzpWLi4s6deqkbt26qXz58tZjDhw4oOrVq+vGjRsGJjUHzrACDmDUqFHKlSuX6tevry+++EJffPGFzdKc06dPV9OmTQ1MiKwwYMAAJSYmatu2bcqbN69WrlypmTNn6pFHHrFZAQ3OJTY2VjExMTp8+LAqVqzIpydOqnr16jp69Kg+++wznT17VhMmTLApq5JUqlQptWvXzqCE5sIZVsCBXLt2TZ6ennJ1dbXZfvXqVXl6erK+vJPx9/fX4sWLVaNGDXl7e2vnzp0qW7asvv/+e40fP9560R0c37lz5xQVFaWoqCglJSWpQ4cOCg8PV0hIiNHRkAXS0tL09ddfq3Xr1sqfP7/RcRwCZ1gBB+Lj45OprEpSgQIFKKtOKCUlRX5+fpKk/Pnz69KlS5Kk0NBQxcbGGhkNdtSiRQuVLl1a27Zt0/vvv68zZ85owoQJlFUn5urqqp49eyoxMdHoKA4jl9EBAAAPVq5cOcXFxSkoKEiVKlXS559/rqCgIE2ZMkX+/v5Gx4OdrFy5Uv7+/oqPj9eIESM0YsSIBx7HmxTnUrFiRZ04cUKlSpUyOopDoLACgEn1799f58+flyQNHz5cTz/9tGbPni03NzdFRUUZGw52M3z4cKMjwACjR4/WoEGDNGrUKFWtWlX58uWz2c+FdrYYwwoADuL+9FYlSpRQoUKFjI4D4F9wcfm/UZm/nWc1IyNDFouFWUB+hzOsgANJSUnJ9C4cOYeHhwer3wBOYt26dUZHcCicYQUciKenp9q2bavw8HA9+eSTRsdBFsvIyND8+fO1bt06Xbx4Uenp6Tb7o6OjDUoGANmLWQIAB/L111/r6tWratSokcqWLatx48bp3LlzRsdCFhkwYIA6duyokydPytPTUz4+PjY3AI5t48aN6tChg2rXrq2zZ89KkmbNmsWUdQ/AGVbAAV26dEmzZs1SVFSUDh8+rGbNmik8PFytW7dWrlyM9HEWBQoU0Ndff60WLVoYHQWAnS1YsEAdO3ZUWFiYZs2apUOHDik4OFiffPKJli9fruXLlxsd0VQ4wwo4oMKFCysyMlL79u3Thx9+qB9//FH/+c9/FBAQoGHDhik1NdXoiLADHx8fBQcHGx0DBrh586bREZDFRo8erSlTpuiLL76wWc2sTp06TGH2ABRWwAFduHBB48ePV0hIiIYMGaL//Oc/WrNmjT744ANFR0erTZs2RkeEHbzzzjsaMWIE64jnEOnp6Ro1apSKFSsmT09PnThxQpI0dOhQTZs2zeB0sLe4uDjVq1cv03YfHx8WFHgAPjsEHEh0dLRmzJihH374QSEhIXrllVfUoUMH+fr6Wo+pXbu2KlSoYFxI2E3btm01d+5c+fn5KSgoKNOa8pyFcS6jR4/WzJkzNX78eHXv3t26vWLFipo4caIiIiIMTAd7K1q0qI4dO6agoCCb7Zs2beKTlQegsAIOpGvXrmrXrp02b96s6tWrP/CYgIAAvfXWW9mcDFmhc+fO2rVrlzp06KAiRYrYzNUI5/PVV19p6tSpaty4sXr16mXdXqlSJR05csTAZMgK3bt3V//+/TV9+nRZLBadO3dOW7Zs0aBBgzR06FCj45kOhRVwIOfPn5eHh8cfHpM3b15WznESy5Yt0w8//MAUZjnE2bNnVaZMmUzb09PTdefOHQMSISsNGTJE6enpaty4sVJTU1WvXj25u7tr0KBBevXVV42OZzqMYQUciJeXly5evJhp+5UrV+Tq6mpAImSlwMBAlmfMQUJCQrRx48ZM2+fPn6/KlSsbkAhZyWKx6K233tLVq1d14MABbd26VZcuXdKoUaOMjmZKFFbAgTxsFrpbt27Jzc0tm9Mgq33wwQd64403dOrUKaOjIBsMGzZMffv21Xvvvaf09HRFR0ere/fuevfddzVs2DCj48HOwsPDdf36dbm5uSkkJEQ1atSQp6enUlJSFB4ebnQ802EeVsABTJo0SZI0cOBAjRo1Sp6entZ9aWlp2rBhg06dOqXdu3cbFRFZIH/+/EpNTdXdu3fl4eGR6aKrq1evGpQMWWXjxo0aOXKk9u7dq+TkZFWpUkXDhg1T06ZNjY4GO3N1ddX58+fl5+dns/3y5csqWrSo7t69a1Ayc2IMK+AAPvroI0n3zrBOmTLF5uN/Nzc3BQUFacqUKUbFQxaZOHGi0RGQzerWravVq1cbHQNZKCkpSRkZGcrIyND169eVJ08e6760tDQtX748U4kFZ1gBh9KwYUNFR0crf/78RkcBkEVu376tixcvKj093WZ7iRIlDEoEe3JxcfnDGT8sFotGjBjBbC+/Q2EFHFhaWpr279+vkiVLUmKdUFJS0gO3WywWubu7M27ZyRw9elTh4eH66aefbLZnZGTIYrEoLS3NoGSwp5iYGGVkZKhRo0ZasGCBChQoYN3n5uamkiVLKiAgwMCE5kRhBRzIgAEDFBoaqoiICKWlpalevXrasmWLPDw8tHTpUjVo0MDoiLCjPzsTU7x4cXXp0kXDhw+XiwvX0Dq6OnXqKFeuXBoyZIj8/f0zPfeVKlUyKBmywi+//KISJUowv/JfxBhWwIF899136tChgyRpyZIlOnXqlI4cOaJZs2bprbfe0ubNmw1OCHuKiorSW2+9pS5duqhGjRqSpO3bt2vmzJl6++23denSJU2YMEHu7u7673//a3Ba/Ft79uzRrl27VL58eaOjIBscPnxYp0+fts6zPHnyZH3xxRcKCQnR5MmT+dTsdzjDCjiQPHny6NixYypevLh69OghDw8PTZw4USdPnlSlSpUe+hEyHFPjxo3Vs2dPtW3b1mb7t99+q88//1xr1qzRrFmz9O6777ISkhOoXr26PvroIxaKyCFCQ0P13nvvqUWLFtq/f7+qVaum1157TevWrVP58uU1Y8YMoyOaCp8hAQ6kSJEiOnTokNLS0rRy5Uo99dRTkqTU1FQWDnBCP/300wMnjK9cubK2bNkiSXryyScVHx+f3dFgJ0lJSdbbe++9pzfeeEPr16/XlStXbPbxZtT5nDx5UiEhIZKkBQsWqFWrVhozZowmT56sFStWGJzOfBgSADiQrl27qm3bttbxbU2aNJEkbdu2jY8RnVBgYKCmTZumcePG2WyfNm2aAgMDJd1b5YyPDh2Xr6+vzRjGjIwMNW7c2OYYLrpyTm5ubkpNTZUk/fjjj+rUqZMkqUCBArxBeQAKK+BA3nnnHVWsWFGnT5/Wiy++KHd3d0n3JqAeMmSIwelgbxMmTNCLL76oFStWqHr16pKknTt36siRI5o/f74kaceOHXrppZeMjIl/Yd26dUZHgEGefPJJRUZGqk6dOtq+fbu++eYbSdLPP/+s4sWLG5zOfBjDCgAmdvLkSU2dOlVxcXGSpHLlyqlnz54KCgoyNhjsZuTIkRo0aJA8PDyMjoJsFB8fr1deeUWnT59Wv379FBERIeneioZpaWnWFQ5xD4UVMLlJkyapR48eypMnz5/+A9avX79sSgXAXh62RCeA/0NhBUyuVKlS2rlzpwoWLKhSpUo99DiLxaITJ05kYzJkhX379qlixYpycXHRvn37/vDYxx57LJtSISu5uLgoISGBwprD1K9fXxEREXrxxReVN29eo+OYHoUVAEzkt+Xl/sIBD/pnmotwnIeLi4suXLigwoULGx0F2WjAgAGaM2eObt26pbZt2yoiIkJPPPGE0bFMi8IKACby29Vvfvnllz88tmTJktmUClnJxcVFPj4+f7ri0dWrV7MpEbLL3bt39f3332vmzJlasWKFypQpo/DwcHXs2FFFihQxOp6pUFgBBzBy5Mi/dNywYcOyOAkAe3NxcdHEiRPl4+Pzh8d17tw5mxLBCBcvXtTUqVP17rvvKi0tTS1atFC/fv3UqFEjo6OZAoUVcAAuLi4KCAiQn5/fAz8elu59RBwbG5vNyZDVjh49qnXr1unixYtKT0+32ccbFOfAGFZs375dM2bM0Lx58+Tt7a0uXbro7NmzmjNnjl555RVNmDDB6IiGo7ACDqBly5Zau3atmjVrpvDwcD3zzDNycWGhOmf3xRdfqHfv3ipUqJCKFi1q85Exb1CcB7ME5EwXL17UrFmzNGPGDB09elStWrVSt27d1KxZM+vf+qZNm/T0008rOTnZ4LTGo7ACDuLcuXOaOXOmoqKilJSUpE6dOik8PFzlypUzOhqySMmSJfXKK69o8ODBRkdBFuIMa87k5uam0qVLKzw8XF26dHngRXdJSUl69tlnWWBCFFbAIW3YsEEzZszQggULFBoaqh9//JFpUZyQt7e39uzZo+DgYKOjALCzjRs3qm7dukbHcBh8pgg4oOrVq6thw4aqUKGCdu/erTt37hgdCVngxRdf1KpVq4yOASALUFb/nlxGBwDw123ZskXTp0/Xt99+q7Jly6pr165q3769vL29jY6GLFCmTBkNHTpUW7duVWhoqHLnzm2zn5XNAMfzV6/6X7t2bRYncSwMCQAcwPjx4xUVFaXLly8rLCxMXbt2ZZWjHICVzQDn4+LiopIlS6ply5aZ3oT+1kcffZSNqcyPwgo4ABcXF5UoUULPPPOM3NzcHnrchx9+mI2pAAB/1/vvv68ZM2boypUrCgsLU3h4uCpWrGh0LNOjsAIOoEGDBn+6Co7FYuEjJABwEL8d4lWuXDmFh4czxOsPUFgBwGRCQkK0adMmFShQQJL0yiuvaOTIkSpUqJCke/M3BgUFKTU11ciYAOwgNTVV3333nSZPnqxDhw7p3LlzlNYHYJYAADCZI0eO6O7du9bvv/76ayUlJVm/z8jI0M2bN42IBsDOYmNjFRMTo8OHD6tixYp/OK41J6OwAoDJPeiDsD8bIgLAvM6dO6cxY8aobNmy+s9//qMCBQpo27Zt2rp1K3NqPwTTWgEAAGSTFi1aaN26dWratKnef/99tWzZUrlyUcf+DGNYAcBkXF1dlZCQYF2q0cvLS/v27bNOc3XhwgUFBAQoLS3NyJgA/gEXFxf5+/vLz8/vDz8piY2NzcZU5kelB5zEgQMHmBrFSWRkZKhx48bWsy43btxQq1atrFOa/XZ8KwDHMnz4cKMjOCTOsAIO7Pr165o7d66+/PJL7dq1izNuTmLEiBF/6The+ADkFBRWwAFt2LBB06ZN04IFCxQQEKDnn39eL7zwgqpXr250NAAA7I4hAYCDSEhIUFRUlKZNm6akpCS1bdtWt27d0qJFixQSEmJ0PAAAsgzTWgEOoFWrVipXrpz27duniRMn6ty5c/rf//5ndCwAALIFZ1gBB7BixQr169dPvXv31iOPPGJ0HAAAshVnWAEHsGnTJl2/fl1Vq1ZVzZo19cknn+jy5ctGxwIA2AEr1/05CivgAJ544gl98cUXOn/+vHr27Kl58+YpICBA6enpWr16ta5fv250RGQxXtAA55Kenq5Ro0apWLFi8vT01IkTJyRJQ4cO1bRp0wxOZz4UVsCB5MuXT+Hh4dq0aZP279+v1157TePGjZOfn59at25tdDzYGS9ogPMaPXq0oqKiNH78eOscy5JUsWJFffnllwYmMycKK+CgypUrp/Hjx+vMmTOaO3eu0XGQBXhBA5zXV199palTpyosLEyurq7W7ZUqVdKRI0cMTGZOFFbAwbm6uqpNmzb6/vvvjY4CO+MFDXBeZ8+eVZkyZTJtT09P1507dwxIZG4UVgAwKV7QAOcVEhKijRs3Zto+f/58Va5c2YBE5sa0VgBgUvdf0EqWLGmznRc0wPENGzZMnTt31tmzZ5Wenq7o6GjFxcXpq6++0tKlS42OZzoUVgAwKV7QAOf17LPPasmSJRo5cqTy5cunYcOGqUqVKlqyZImeeuopo+OZjiUjIyPD6BAAgAfbuHGjRo4cqb179yo5OVlVqlTRsGHD1LRpU6OjAUC2obACAAAY5Pbt27p48aLS09NttpcoUcKgRObEkAAAMDle0ADnc/ToUYWHh+unn36y2Z6RkSGLxaK0tDSDkpkThRUATIoXNMB5denSRbly5dLSpUvl7+8vi8VidCRTo7ACgEnxggY4rz179mjXrl0qX7680VEcAoUVAEyKFzTAeYWEhOjy5ctGx3AYLBwAACbFCxrgXJKSkqy39957T2+88YbWr1+vK1eu2OxLSkoyOqrpMEsAAJjIb1+odu7cqbfffltjxoxRaGiocufObXOst7d3dscD8C+4uLjYDO25Px79txij/mAUVgAwEV7QAOcVExPzl4+tX79+FiZxPBRWADARXtAA5zZy5EgNGjRIHh4eRkdxKBRWADAZXtAA5+Xq6qrz58/Lz8/P6CgOhcIKACbDCxrgvFxcXJSQkMDf99/ELAEAYDKcRwCcG3Mq/33MwwoAJsQLGuC8ypYt+6d/41evXs2mNI6BwgoAJsQLGuC8RowYIR8fH6NjOBQKKwCYEC9ogPNq164dY1j/Ji66AgCT4aIMwHlxUeU/w0VXAGAyjF8FnBfnCf8ZhgQAgMnwggY4r/T0dKMjOCSGBAAAAMDUGBIAAAAAU6OwAgAAwNQorAAAADA1CisAAABMjcIKACayfv16WSwWJSYm/uFxQUFBmjhxYrZkAgCjUVgBwEANGjTQgAEDrN/Xrl1b58+ft65yFRUVJV9fX2PCAYBJMA8rAJiIm5ubihYtanQMADAVzrACgEG6dOmimJgYffzxx7JYLLJYLIqKirIOCVi/fr26du2qa9euWfe/8847D7yvxMREdevWTYULF5a3t7caNWqkvXv3Zu8DAoAsQmEFAIN8/PHHqlWrlrp3767z58/r/PnzCgwMtO6vXbu2Jk6cKG9vb+v+QYMGPfC+XnzxRV28eFErVqzQrl27VKVKFTVu3FhXr17NrocDAFmGIQEAYBAfHx+5ubnJw8PDOgzgyJEj1v1ubm7y8fGRxWL5w2ECmzZt0vbt23Xx4kW5u7tLkiZMmKBFixZp/vz56tGjR9Y+EADIYhRWAHBwe/fuVXJysgoWLGiz/caNGzp+/LhBqQDAfiisAODgkpOT5e/vr/Xr12faxwwDAJwBhRUADOTm5qa0tLR/vF+SqlSpooSEBOXKlUtBQUF2TggAxuOiKwAwUFBQkLZt26ZTp07p8uXLSk9Pz7Q/OTlZa9as0eXLl5WamprpPpo0aaJatWqpTZs2WrVqlU6dOqWffvpJb731lnbu3JldDwUAsgyFFQAMNGjQILm6uiokJESFCxdWfHy8zf7atWurV69eeumll1S4cGGNHz8+031YLBYtX75c9erVU9euXVW2bFm1a9dOv/zyi4oUKZJdDwUAsowlIyMjw+gQAAAAwMNwhhUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGoUVgAAAJgahRUAAACmRmEFAACAqVFYAQAAYGr/D+1sZWmOYjc2AAAAAElFTkSuQmCC","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"title\")"]},{"cell_type":"code","execution_count":25,"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":25,"metadata":{},"output_type":"execute_result"}],"source":["df_best[\"title\"].value_counts().keys()"]},{"cell_type":"code","execution_count":26,"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":27,"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:412: 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:413: 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)\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":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:433: 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:434: 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":28,"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:412: 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:413: 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)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35868 (\\N{CJK UNIFIED IDEOGRAPH-8C1C}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38754 (\\N{CJK UNIFIED IDEOGRAPH-9762}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22312 (\\N{CJK UNIFIED IDEOGRAPH-5728}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19968 (\\N{CJK UNIFIED IDEOGRAPH-4E00}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20010 (\\N{CJK UNIFIED IDEOGRAPH-4E2A}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23433 (\\N{CJK UNIFIED IDEOGRAPH-5B89}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38745 (\\N{CJK UNIFIED IDEOGRAPH-9759}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22812 (\\N{CJK UNIFIED IDEOGRAPH-591C}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26202 (\\N{CJK UNIFIED IDEOGRAPH-665A}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65292 (\\N{FULLWIDTH COMMA}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26449 (\\N{CJK UNIFIED IDEOGRAPH-6751}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24196 (\\N{CJK UNIFIED IDEOGRAPH-5E84}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28246 (\\N{CJK UNIFIED IDEOGRAPH-6E56}) missing from font(s) DejaVu 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font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26469 (\\N{CJK UNIFIED IDEOGRAPH-6765}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38453 (\\N{CJK UNIFIED IDEOGRAPH-9635}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21741 (\\N{CJK UNIFIED IDEOGRAPH-54ED}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27875 (\\N{CJK UNIFIED IDEOGRAPH-6CE3}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22768 (\\N{CJK UNIFIED IDEOGRAPH-58F0}) missing from font(s) DejaVu Sans.\n","  fig.canvas.print_figure(bytes_io, 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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:433: 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:434: 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:412: 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:413: 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)\n"]},{"name":"stdout","output_type":"stream","text":["Title: 湖畔迷影\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:433: 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:434: 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":29,"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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:433: 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:434: 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:412: 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:413: 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)\n"]},{"name":"stdout","output_type":"stream","text":["Title: 湖畔迷影\n"]},{"data":{"image/png":"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size 800x400 with 1 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qwwEhEREXHRi0I8OkRERESkEBNGIiIiIlKIU9JEREREXPSiECuMRERERKQQK4xEREREXPSiEI8OERERESnECiMRERERK4wK8egQERERkUJMGImIiIhIIU5JExEREYl5Wx1FWGEkIiIiIoVYYSQiIiLioheFeHSIiIiISCEmjERERESkEKekiYiIiPgsaYVYYSQiIiIihVhhJCIiIuKiF4V4dIiIiIhIIVYYiYiIiHgNo0KsMBIRERGRQkwYiYiIiEghTkkTERERcdGLQjw6RERERKQQK4xEREREXPSiECuMRERERKQQE0YiIiIiUohT0kRERERc9KIQjw4RERERKaRyFUapVAoAEPHiUyIiIsovzDsUUpmEcdOmTVi4cCEePnwIAKhQoQImTpyIPn36CBxZ7gxobIMRLW1hqq+NOy8SMG3bTdx8Ep9j/yEu5dG/sTVKGxVF/PvPOHT9Jeb+LwwpaZJcjVnWuChuLGib7dgDV1zEoesvAQAN7E0xpWMl2JfRx8eUNOy8+Azz9t5CukSah59etezbvR07tqxHfFwsrMvbYsyEabCvWDnH/qdPHsO6lX54HRWJ0mXNMez3cahTr6Hs/Y8fP2KV/2KcPxuExMQElCxVGr/+1gsdfu0m67PI2xM3rl5CbGwMihQpikpVnDD093Ewt7CS9XnzOgo+871w8/o1FClaFC3btMfgEWOhrq4yp2Ge27FtKzauX4vY2BhUsLXDlGkzUblKlRz7Hz92FP7LluBVZCTKmVtgrNsENGjYSPa+VCrFcr+l2LtnN969S4JT1WqY7j4L5uYWsj6JCQn4Y95snD1zGmKxGE2bNcfkKdNRVEdH1ufB/XuYN8cLd27fgqGREXr07A3XgYN/yDFQFft3b8fOrRtk58Wo8VMVnhdnTh3D+pV+eB31CmXKlsPgkfLnRXxcLFb7L8b1K5fw/t07VKlaHaPGT0WZcuZy49y5FYK1K5bh3p1bEIvFsK5giwVLVkJLWxsAsGX9Kly+cA6PHtyHuoYGDp26+GMOgArZuX0rNm5Yi7jYWFSwtcPkqTNQqXLO58WJY4FY7rcEr15Folw5c4weJ39enDp5HHt27UD43TtITEzEjt37YGtnLzfGHE93XLl8CTEx0ShStCgcHatizLgJsLT6+jtqvvcchN4MRkTEQ1haWWPnnv15/tmp4FKJKWkfHx8MHz4crVu3xq5du7Br1y60bNkSw4YNw+LFi4UO7191qFkWnt0csejgHbh4nsCdFwnYOa4hTHS1su3fuXY5zOhSBYsO3kX9GYEYt+EaOtYqi+m/Vs71mJHxyag07qDca/7+23j/KRVBt14DACqW0ce2MQ0QdPs1mnqewOCAy2jhWAozu+T8i6mgCzpxFP6+C9Bv0HCs3rQb1uVtMWH0ULyNj8u2/+2wm5g9cxJat++E1Zt3o0GjJpg+cTQeP3oo6+PvuwBXL53HdE9vbNp5EF2698GSRfNw4dxpWZ8Kdg6YMnMONu08iEVLV0IqlWLCqCFIT08HAKSnp2PyuBFITU2F/9otmOoxF0f/OoB1q/x+7AERUODRI1i0wBtDR4zM+A+YrR2GDx2IuLjsv4uQm8GYMnE8OnXugp179qNxk6YYO2okHj58IOuzfu1qbN+6GTM8ZmHL9l0oUqQIhg8ZiJSUFFmfqZMn4FFEBALWrMdS/wAEX78Or1nusvffv3+PYYMHomSpUti+ey/GjZ+EgOV+2LNr5487GAI7fSIQK5YsRN+Bw7By4y5Y21TA5DGKzosQzJk5Ga3adcaqTbtRr2ETuE8agyeZ54VUKoX7pDF4FfkSsxcuxcrNu2BWoiQmjBqM5OSPsnHu3ArBlDHDUaO2M/zXb8PyDdvRqWsPiMRf/9OTlpqKRk2bo/2vv/3Yg6AijgUewZ8L/8DQYSOxbddeVKhgixFDByE+p/MiJBhTJ49Hx85dsH33PvzSxAVuY35HxDfnRXJyMpyqVsfocRNy3K+9Q0XMmj0Pew8cxvKANZBCihFDB8p+R33RodOvaN6ydd582IJGJBbuVQCoRJTLli3DihUrMH/+fLRv3x7t27fHggULsHz5cixdulTo8P7VsOYVsOXcY+y48BQPopIwcfMNJH9OQ4/6ltn2r2ltjKsRsdh75TlexH3EmTtvsO/Kc1S1NMr1mBKpFNFJn+RerauVxoFrL/AhJQ0A0KFWOdx9mYg/D93Fk+j3uPQgBl57QuHa2Bo62j9nVWvXtk1o27ELWrfrBAsra4yf4g5tbW0cObQv2/57dmxBrTr10KPPAFhYWmPgsFGoYOeAfbu2yfrcCQtBizYdULV6LZQsVRrtO3WFdXlbhN+5JevTvlNXOFargZKlSqOCnQMGDRuF6Dev8ToqEgBw7cpFPHvyCDM8/0D5CnaoU7cBBg79Hft370BqauqPPSgC2bxxPTp3+Q0dO/0KaxsbzPDwhLa2Nvbv/V+2/bdu2YS69Rug/4BBsLK2xu+jx8LewQE7tm0BkJGkbN28CYOHDkfjJi6oYGuHOd4LEBMdjaBTJwEAjx89woXzf8PDaw6qVHFEteo1MGXaDAQePYzo6DcAgCN/HURqaiq8Zs+DjU15tGrdBj169cHmTevz58AIYPf2TWjd4Ve0yjwvxk1xh5Z2ERzN4bzYuzPjvOjexxXmllYYMGwUyts6YP/u7QCAly+e4e7tMIydPBN2DpVQztwSYyfPxOeUFAQdPyobZ/nihej0W0/07DcIllY2KGduiV9cWkJTU1PWp/+Qkejaoy8srcv/2IOgIrZs2oDOv3ZFh06/wtraBtPdPaFdRBv792V/Xmzfshl169VHP9eBsLKyxshRYzLOi+1bZX3atuuAocNHok4d5xz3+2vXbqheoyZKlS4De4eKGPn7WLx+HYVXryJlfSZPnYFuPXqhTJkyefeB6aehEgljVFQU6tatm6W9bt26iIqKEiCi3NNQE8PR3BDnwt/I2qRS4NzdaNSwNs52m2uP4uBobihLEM1NdNC0ckmcDHv93WNWMTdE5XKG2Pb3E1mblroYKanyfz1++pyOIprqcDQ3/L4PrMJSU1Px4N5dVK9ZR9YmFotRvWYd3LkVmu02d26Fonot+V+yNevUletfsYoTLpw7jZjoN5BKpQi+fhUvnj9FzdpZ/80CQHLyRxw9tB8lS5WBqVlJ2X6srMvDyNhE1q9WnXr48OE9njyO+O7PrKpSP39G+N07qOP89RiJxWLUqVMXYaE3s90mLCQky3/w6tarj7CQEABA5MuXiI2NQe06X8fU1dVF5SqOsjFDQ29CV08PFSt9rdbXdq4LsViMW2FhmX1CUL1GDWh8k7TUrVcfT588QVJi4n/74CpIdl7Uynpe3M3hvLh7KxTVvjmPAPnzIvXzZwCApubXWRSxWAwNDQ3cDg0GALyNj0P4nTAYGBnh90G98WvLRhg7rD9uhQTn6ecrSFJTM86Lb/8Ni8Vi1K7jjLDQkGy3CQsNkesPAM516+XYPzeSP37Ewf17Ubp0GZQoUeK7x6HCRSUSRhsbG+zatStL+86dO1G+vOK/OlNSUpCUlCT3kqbnX8XGSFcT6mpixCSlyLXHJH2Cqb52ttvsvfIc8/ffwaEpjRG5sguuzW+Di/ejseRI+HeP2auBJe6/SsS1R1+nNU7feY2aNsboVKssxCIRShgUwfj2FQEAZjmMU5AlJrxFeno6DI3kk2pDI2PEx8Vmu018XGw2/U0QH/+1/5gJ02BhaY0ubZuiad2qmDRmKMZOnA7HajXkttu3ZwdaNqqJlo1q4cql8/jTbxU0NDRy3o+xsey9n83bzO/C2Fj+MxsbGyM2NvvPGxsbC+NvEmpZ/8zjExsbk9FmkvOYcbGxMDIykntfXV0devr6iMvcPjY2Vi5xzxjDRPbezyYx4S0kOZ0XOUxJZ39eGONt5ndRzsISpiVKYs1yX7xLSkRqaiq2b1qLmOg3iMs8hlGRGddRb1q9Am06/Io/lgSgvK09Jvw+CC+fP8vrj1kgvH2bcV4YZTkvTBCXw++BjH+v2fT/jn+ru3ZsQ91a1VC3djVcOH8OK1avg4aG5r9vWFiIRMK9CgCVmJf09PREt27dcO7cOdSrVw8AcOHCBZw6dSrbRPJb3t7e8PT0lGsr6tQFOtW6/rB4/6u6tsUxto0dJm8JRvDjeFiaFsOcHk5wa+sAn7/uKj2etoYaOtcuB59D8tueufMGnrvDsLBPdfgPqo2UNAl8Dt2Fc4Xi+InXvOS5vbu24u7tMMz70w8lSpRE6M0b8F04FybFTVHjm+pks5ZtULOWM+JiY7Bj6wbMmjYBfqs3Q0sr+2tZiQoqdXUNeP2xGAvneqBDs/oQq6mhes06qOVcH0DGLxdJ5h0v2nbqilbtOgEAytva4+b1Kzh6aB8GjxwrUPSFV6s27VDbuS5iY2KwaeM6TB4/Fus3b+fvKMoVlUgYf/31V1y5cgU+Pj7Yv38/AMDe3h5Xr15F1apVFW47depUuLm5ybVZjz70o0LNIv7dZ6SlS1BcT/6EK66njejET9luM6VjJey+9AxbM6ePwyMTUVRLDYv61sDiw3eVHrNdjTIooqmGXRez/tUecPwBAo4/gJmBNhI/pKKsSVHM7FIFz2Lef+9HVln6BoZQU1PLciH/2/i4LBWlL4yMTbLpHwsjo4z+KZ8+YfXyJZizYAmc62esSrQub4uIB/ewc8sGuYSxWDFdFCumizLlzOFQ2RFtm9bF32dOwaVFaxgZm+DeN9c8AsDbzIvcc4qtIDPM/C7+ucAlLi4OJibZf14Tk6xVlri4OJhkHh8Tk+IZbbFxKF7cVK6PrZ0dAMDYxATx8fJ3J0hLS0NSYiKMM7c3MTHJUtX9st+cYivI9A0MIc7pvDDK/hKX7M+LOBh+82+1gn1FrN6yB+/fv0NaaioMDI0wYkBP2No5AMj4LgDA3NJKbpxyFlaIfqPalxr9KIaGGefFPxe4xMVlra5/kfHvNZv+3/FvVVdXF7q6ujA3t0AVR0c0rFcbQadOoFXr7O+4UegUkMUnQlGZo1O9enVs3boVN27cwI0bN7Bly5Z/TRYBQEtLC3p6enIvkZpGPkScITVdgtBnb9HA3kzWJhJl3M7m+qPsp3uKaKplqfB9uc2NCCKlx+xZ3xLHQl4h7n1Klve+eJPwCZ9S09G5Vjm8jPuAsGcJSnzKgkFDQwMV7Bxw49oVWZtEIkHw9SuoWNkx220qVnbEjWuX5dquX7kk65+Wloa0tDS5VZ0AIFZTg0QqQU6kUimkUilSUz/L9vP40UO5/whfu3oJOjrFYGFprdwHLQA0NDVh71ARVy5fkrVJJBJcuXIJVRyzP6+rODnhymX57+LypYuo4uQEAChdpgxMTIrjypWvY75//x63wkJlYzo6VsW7pCTcvXNb1ufqlcuQSCSy2/k4OjrhxvXrcouNLl+6CAtLS+jp6/+3D66CvpwXwf88L65dhkMO54VDZUcEX78i13b96qVsz6NixXRhYGiEl8+f4UH4HdRt2AQAUKJkaRgXN8WLZ0/l+r98/gxmJUr9x09VMGloZJ4XV+TPi6uXL6OKo1O221RxdMLVb/oDmedFDv1zSyrN+H9frkcl+jeCJoxisRhqamoKXwXhHnUBxx+gd0MrdKtrjvIldbGwd3UU1VLHjgsZFUS/gbUwvfPXi/CPh0ah/y/W6FirLMqZ6KCRgxmmdKyE46GvZNM4/zbmF5amxeBcoTi2/C3f/sXIFrawL60P21J6cGvrgFGt7TB9+03Zfn42v/Xsi8MH9iDwrwN4+uQRfObPRnJyMlq17QgAmOsxFav8v96qqUv33rh66QJ2bt2AZ08fY/0qf9wPv4NOv/UEAOgUKwanajUQsPRP3LxxFVGRL3H0r/04duQgGjRqCgB4FfkCWzasxv3wO3jzOgq3w27CY6obtLS0UKduAwBAzdp1YW5pjbkeUxHx4B6uXrqAtQHL0LFrd7kVoz+TPv1csXfPLhzcvw+PHz3CHK9ZSE5ORsdOnQEA06dOwpLFf8r69+rdFxcv/I2NG9bhyeNHWOG/DHdu30b3nr0BZNzMv1efvli9cgXOBJ3Cwwf3MWPqJBQ3NUWTpi4AACtra9Sr3wCeHjNxKywMN4NvwHvubLRs1Qamphl/gLVq0w4aGhqY5T4dEREPEXj0CLZu2YQ+fV3z9wDlo649+uLwgf/h2OEDePbkMXznz8anT8lomXleeM+ahtX+vrL+nbv1xrVLF7Br60Y8f/oYG1Yvx4PwO+jYtYesz5lTxxBy4xpeRb7AhbNBmDh6COo1bIKamQs0RCIRuvXqj327tuHsqeOIfPEc6wKW4fmzJ2jVvrNsnDevoxDx4B6iX0dBIklHxIN7iHhwD8kfv96e52fSu29/7Pvfbhw8sA+PHz/CvNkZ50WHjhnHZMa0yVjq+/W86NG7Dy5eOI9NG9fhyePHCFi+DHfv3EH3Hr1kfRITE3D/XjgePXoEAHj69Anu3wuXXff78sULrF2zEnfv3EZU1CuEhARj4vgx0NLSQv0GX+/n+Pz5s8ztYpGS8gn374Xj/r1w2R++VLgJmo3t25f9LR0A4NKlS1i6dCkkkpyrOKriwLUXMNbVwqSOlWCqp43bLxLQffE52aKV0kZF5RI0n7/uQgoppnashBKGRRD3LgXHQ6Mwb++tXI/5RY/6lnj19iPO3HmdbWxNKpfA2Lb20FQX486LRPRddgFBt7Pv+zNo0qwVEt6+xbpVfoiPi4VNBTssXBIgm/aNfhMF8TfVwkpVqmLm7PlYG7AMq5cvQZmy5pi7cCmsvrnFh/ucRVi13Bdz3KcgKSkRJUqUwqBho2U37tbU1EJYSDD27NiMd0lJMDQyhmPVGvBfu0W2cEBNTQ1/+PjDZ/5sjBjYG9pFiqBlm/YYMOT3fDw6+atlq9Z4Gx+P5X5LERsbA1s7eyxfuUY2lfY6Kgrib6aAnKpWg/eCRfBb6otlvj4oZ24B32X+KF++gqyP68DBSE5Ohtcsd7x7l4Sq1apj+co1ctdgec9fBO+5szFkYD/ZjbunTJ0he19XVxcBq9di3hwv9OjaGQaGhhg6bAS6/Pb1Ruw/m8bNWiIhIR7rV/njbVwsrCvYYb7vP8+LrxfeV6rihOmz/8C6AD+sXbEEpcuaw2vBErlb38THxmKF78KMqW2T4mjeqh36DBwmt98uPfrg8+cULPddgHdJSbAqXwELl65C6TJlZX02rPLDscMHZT8P6ZNx/bnP8nVwql7zhxwPIbVomXFerPBfhrjM88I/YPU358UriL9ZBOHkVA3z/lgEfz9f+C1ZjHLmFvBZ4gebb86Ls6eD4DFzmuznKRMzLtMaOnwkho0YBU0tTdy8cQPbNm9CUlISjI2NUa16DWzYvF1uQY2XxwzcuH5N9nP3rhnXnh4OPIlSpQvBrXY4Ja2QSCpVrVLT/fv3MWXKFBw6dAi9evWCl5cXzM3N/33Db5gOVLxQhvJPmE8noUOgbxjo5N/lGqRY3HtWbVSFYVGeF6qiqKZwK4aLtFsu2L6TD40QbN+5pTLp9KtXrzB48GBUrlwZaWlpCAkJwcaNG5VOFomIiIiUxtvqKCR4wpiYmIjJkyfDxsYGd+7cwalTp3Do0CFUqlRJ6NCIiIiICAJfw7hgwQLMnz8fJUqUwPbt29GhQwchwyEiIiKibAiaME6ZMgVFihSBjY0NNm7ciI0bN2bbb+/evfkcGRERERUqXPSikKAJY9++fSEqIHP3RERERIWVoAnjhg0bhNw9ERERUQYWsBRi/ZWIiIiIFFL9x6gQERER/Wi8hlEhHh0iIiIiUogJIxEREREpxClpIiIiIi56UYgVRiIiIiJSiBVGIiIiKvR4X2jFWGEkIiIiIoWYMBIRERGRQpySJiIiokKPU9KKscJIRERERAqxwkhERETEAqNCrDASERERkUKsMBIREVGhx2sYFWOFkYiIiIgUYsJIRERERApxSpqIiIgKPU5JK8YKIxEREREpxAojERERFXqsMCrGCiMRERERKcSEkYiIiIgU4pQ0ERERFXqcklaMFUYiIiIiUogVRiIiIiIWGBVihZGIiIiIFGKFkYiIiAo9XsOoGCuMRERERKQQE0YiIiIiUohT0kRERFTocUpaMVYYiYiIiEghVhiJiIio0GOFUTFWGImIiIhIISaMRERERKQQp6SJiIio0OOUtGKsMBIRERGRQqwwEhEREbHAqBArjERERESkECuMREREVOjxGkbFWGEkIiIiIoWYMBIRERGRQpySJiIiokKPU9KKscJIRERERAqxwkhERESFHiuMirHCSEREREQKMWEkIiIiIoU4JU1ERETEGWmFWGEkIiIiKmD8/f1hYWEBbW1t1K5dG1evXlXY39fXF7a2tihSpAjKli2LcePG4dOnT7neHyuMREREVOgVpEUvO3fuhJubGwICAlC7dm34+vqiRYsWuH//PkxNTbP037ZtG6ZMmYJ169ahbt26ePDgAfr37w+RSAQfH59c7ZMVRiIiIqICxMfHB4MHD4arqyscHBwQEBCAokWLYt26ddn2v3jxIurVq4eePXvCwsICzZs3R48ePf61KvktJoxERERU6IlEIsFeKSkpSEpKknulpKRkG+fnz59x48YNuLi4yNrEYjFcXFxw6dKlbLepW7cubty4IUsQHz9+jCNHjqB169a5Pj4/5ZT02TlthA6BMo07cEfoEOgb63s6CR0CZbr/+p3QIVCmujbGQodAhZy3tzc8PT3l2jw8PDBr1qwsfWNjY5Geng4zMzO5djMzM9y7dy/b8Xv27InY2FjUr18fUqkUaWlpGDZsGKZNm5brGFlhJCIiIhLQ1KlTkZiYKPeaOnVqno1/5swZzJs3D8uXL0dwcDD27t2Lw4cPY/bs2bke46esMBIREREpQ8hFL1paWtDS0spVXxMTE6ipqeHNmzdy7W/evEGJEiWy3WbmzJno06cPBg0aBACoXLkyPnz4gCFDhmD69OkQi/+9fsgKIxEREVEBoampierVq+PUqVOyNolEglOnTsHZ2TnbbT5+/JglKVRTUwMASKXSXO2XFUYiIiIq9ArSbXXc3NzQr18/1KhRA7Vq1YKvry8+fPgAV1dXAEDfvn1RunRpeHt7AwDatWsHHx8fVK1aFbVr10ZERARmzpyJdu3ayRLHf8OEkYiIiKgA6datG2JiYuDu7o7Xr1/DyckJgYGBsoUwz58/l6sozpgxAyKRCDNmzEBkZCSKFy+Odu3aYe7cubnep0ia21pkARIe9UHoECiT14mHQodA3+AqadVxMSJO6BAoE1dJqw5tActYpYbuFWzfr1Z2FmzfucUKIxEREVHBmZEWBBe9EBEREZFCrDASERFRoVeQFr0IgRVGIiIiIlKIFUYiIiIq9FhhVIwVRiIiIiJSiAkjERERESnEKWkiIiIq9DglrRgrjERERESkECuMRERERCwwKsQKIxEREREpxISRiIiIiBTilDQREREVelz0ohgrjERERESkkEokjJs2bUJKSkqW9s+fP2PTpk0CRERERESFiUgkEuxVEKhEwujq6orExMQs7e/evYOrq6sAERERERHRFyqRMEql0mwz7JcvX0JfX1+AiIiIiIjoC0EXvVStWlVWjm3atCnU1b+Gk56ejidPnqBly5YCRkhERESFQUGZGhaKoAljx44dAQAhISFo0aIFihUrJntPU1MTFhYW+PXXXwWKjoiIiIgAgRNGDw8PAICFhQW6desGbW1tIcMhIiKiQooVRsVU4j6M/fr1A5CxKjo6OhoSiUTu/XLlygkRFhERERFBRRLGhw8fYsCAAbh48aJc+5fFMOnp6QJFRkRERIUCC4wKqUTC2L9/f6irq+Ovv/5CyZIlWRYmIiIiUiEqkTCGhITgxo0bsLOzEzoUIiIiIvoHlUgYHRwcEBsbK3QYREREVEhxdlMxlbhx9/z58zFp0iScOXMGcXFxSEpKknsRERERkXBUosLo4uICAGjatKlcOxe9EBERUX5ghVExlUgYT58+LXQIRERERJQDlUgYGzVqJHQIRERERJQDlUgYv/j48SOeP3+Oz58/y7VXqVJFoIiIiIioMOCMtGIqkTDGxMTA1dUVR48ezfZ9XsNIREREJByVWCU9duxYJCQk4MqVKyhSpAgCAwOxceNGlC9fHgcPHhQ6PCIiIvrJiUQiwV4FgUpUGIOCgnDgwAHUqFEDYrEY5ubmaNasGfT09ODt7Y02bdoIHSIRERFRoaUSFcYPHz7A1NQUAGBoaIiYmBgAQOXKlREcHCxkaERERFQIiETCvQoClUgYbW1tcf/+fQCAo6MjVq5cicjISAQEBKBkyZICR0dERERUuKnElPSYMWMQFRUFAPDw8EDLli2xdetWaGpqYsOGDcIGR0RERFTIqUTC2Lt3b9n/rl69Op49e4Z79+6hXLlyMDExETAyIiIiKgwKyuIToajElLSXlxc+fvwo+7lo0aKoVq0adHR04OXlJWBkRERERKQSCaOnpyfev3+fpf3jx4/w9PQUICIiIiIqTLjoRTGVSBilUmm2peDQ0FAYGRkJEBERERERfSHoNYyGhoaym1ZWqFBBLmlMT0/H+/fvMWzYMAEjJCIiIiJBE0ZfX19IpVIMGDAAnp6e0NfXl72nqakJCwsLODs7CxghERERFQZicQGZGxaIoAljv379kJaWBpFIhCZNmqBs2bJChkNERERE2RD8GkZ1dXUMHz4cEolE6FCIiIiokOKiF8UETxgBoFatWrh586bQYRARERFRNlTixt0jRozA+PHj8fLlS1SvXh06Ojpy71epUkWgyIiIiKgw4I27FVOJhLF79+4AgNGjR8vaRCKR7HY76enpQoVGREREVOipRML45MkToUMgIiIiohyoRMJobm4udAhERERUiHFGWjGVSBgB4NGjR/D19UV4eDgAwMHBAWPGjIG1tbXAkeXOkX07sW/HJiTEx8HCpgIGj56ECvaVsu37/MkjbFu/Ao/uhyPmTRQGjByP9l17ZekXFxONTSuXIPjqRaR8+oQSpcti9ORZsLFzkPV58ewxNq1cijuhwUhPT0NZcytM9lqI4mYl8SbqFYb2aJttDBNnzUe9X5rlzYdXMc1sTdCuoin0i6jjeXwyNlyNxKO4j9n2bWhthOH1ysm1fU6XoN/WMNnPw+qWQyMb+ScOhUYm4Y9Tj2U/L+3sgOLFNOX6bA9+hYO3o+Xa2jgUR9MKxjDR0cS7lDScuB+H/bfefNfnLAh2bNuKjevXIjY2BhVs7TBl2kxUVnBN8vFjR+G/bAleRUainLkFxrpNQIOGjWTvS6VSLPdbir17duPduyQ4Va2G6e6zYG5uIeuTmJCAP+bNxtkzpyEWi9G0WXNMnjIdRb+5NvrB/XuYN8cLd27fgqGREXr07A3XgYN/yDFQFWcO/w8n9m9F0tt4lLGwQbchbrCo4JBt3/PHD+Dy6UC8epbxb7yctS069hkm1394h7rZbtup30g079wLD24FY/GM37PtM3nRGliUzxjrbvBlHNq+FlHPn0BDUxM2FZ3QxXUUjM1K/pePq9J4XlBBpBIJ47Fjx9C+fXs4OTmhXr16AIALFy6gYsWKOHToEJo1U+3E5nzQMaxb7oPhbtNQwb4yDu7ZCs+JI+G/eR8MDLM+2jAl5RNKlCyNeo2aYZ3/n9mO+f5dEqb87orKVWtg5vxl0DcwxKuXz6GjqyvrExX5AtNGDUTT1h3Qw3UYihTVwYunj6GhqQUAMDE1w/r/HZcb9/hfe7FvxyZUq1UvD4+A6qhjYYA+NUph7eWXiIj9gFb2xTHFxQrjD9xD0qe0bLf5+DkdbvvDFY4bEpmEgAvPZT+nSaRZ+uy6GYWgh3Gynz+lyd8qql/N0qhcShdbr7/C84RPKKaphmJaasp8vAIl8OgRLFrgjRkenqhc2RFbN2/E8KEDceCvQBgbG2fpH3IzGFMmjsfosW5o2Kgxjhw+hLGjRmLHnr0oX74CAGD92tXYvnUzZs/7A6VLl4H/siUYPmQg9h08Ai2tjH/3UydPQGxMDALWrEdaaio8ZkyD1yx3/LEw41x7//49hg0eiNrOzpjh4YmHDx5g1sxp0NXVQ5ffuuXfAcpH1/8+if+tW4oewyfCskJFBB3aiaWzxmHW8u3QM8j6O+rBrZuo2cAFVoMrQ0NTE8f/twVLZ42F+7KtMDAuDgD4Y8MhuW3u3LiELX7eqFr3FwCAlV3lLH0ObV2Fe2E3YG5jDwCIffMKK+ZNQdMO3THAzQPJHz9gz9olWPnHVExbvCHvD4QK4HmhurjoRTGVuK3OlClTMG7cOFy5cgU+Pj7w8fHBlStXMHbsWEyePFno8P7Vgd1b0bxNJzRt1QFlLaww3G06tLS1cerIgWz7l7eriP7Dx6FB0xZQ19DIts/ebRtgYmqG0VM8UcG+EsxKlkbVms4oWfrrzc23rvFHtdr10H/YWFiVt0PJ0mVRq14jWZKqpqYGQ2MTudflv0+jXuNmKFK0aN4fCBXQxr44gh7G4eyjeEQmpmDt5Zf4nC7BLzY5P5NcCiDxU5rc659S06Vy73/4nHUh1qc0iVyflG8SxlL6WnCxNcGfp5/gxsskxLz/jCfxybgV9T5PPrcq2rxxPTp3+Q0dO/0KaxsbzPDwhLa2Nvbv/V+2/bdu2YS69Rug/4BBsLK2xu+jx8LewQE7tm0BkFFF2bp5EwYPHY7GTVxQwdYOc7wXICY6GkGnTgIAHj96hAvn/4aH1xxUqeKIatVrYMq0GQg8ehjR0RmV3CN/HURqaiq8Zs+DjU15tGrdBj169cHmTevz58AI4NSBHajXvD3qurRFyXKW6DF8EjS1tHDp5F/Z9h8wfhYatf4VZa0qoEQZC/T+fSqkEgnuhV6X9dE3NJZ7hV39GxUqV0PxEqUBAOoaGnLvF9PVR+jVv1G3aRvZf5ifR9yDRJKO9r2GoHjJMihnbQuXjj3x8slDpKdl/wdeQcfzggoqlUgYw8PDMXDgwCztAwYMwN27dwWIKPdSU1Px6H44qlSvLWsTi8VwrF4b9++GKdhSsasXz8LG1gELPCahX8emGDeoB47/tVf2vkQiwfXL51GqrDlmTRyBfh2bYuLwvrj89+kcx4y4fxdPIu6jWeuO3x2XKlMTi2BpXBS3v0nCpABuR71H+eI6OW6nrS7G0s4O8PvVAeMbW6KMvnaWPg4liiGga0X82cEOA2qXybYy2L6SKVZ1qwTvthXQtmJxfPuUqepl9BH9LgXVyuhhSSd7LO3sgMHOZaGj+XNWGFM/f0b43Tuo4/x12lIsFqNOnboIC83+nqthISGoU0f+UaB169VHWEgIACDy5UvExsagdp2vY+rq6qJyFUfZmKGhN6Grp4eKlSrL+tR2rguxWIxbYWGZfUJQvUYNaGhqyu3n6ZMnSEpM/G8fXAWlpabi+aP7sHOsIWsTi8Wwc6yJx/dv52qMzymfkJ6eBh1dvWzfT0qIx63rF1HXpV2OY4Re/Rsf3iXBuWkbWVs5GzuIRWJcOnUYkvR0JH94jytnAmHnWANq6ioxAZaneF5QQaYSCWPx4sURkvmP/1shISEwNTXN/4CU8C4xARJJOgyM5CtY+oZGeBsfl8NW/+7Nq0gEHtiDkmXKwmOhP1p26II1SxciKDBjiifxbTw+JX/E3m3rUa1WXXgsXI469RtjvvsE3A65ke2YJ48cQBlzS9hVcvzuuFSZnpYa1MQiJCanyrUnJqfCQDv7//hEJX7CyovP8efpJ/A//wwiAJ6tysOo6NfKb+irJKw4/wxzTzzC9uAo2JsVw+SmVnIXSAeGx2DpuWeYcywCpx7EoUMlM/SsXkr2vmkxTZgU00RtcwMsv/AcKy48h5VxEYxrZJGXh0BlvE14i/T09CxTbMbGxoiNjc12m9jYWBgbm2TtHxeb+X5MRptJzmPGxcbC6B/norq6OvT09RGXuX1sbCyMsuzHRPbez+Z9UsbvqH9OPesZGCHpbXyuxti3aTn0jUzkks5vXQ46Au0iRVHVuVG27wPAxZN/waFqbRiafP2dbmJWCqM8fXFgcwBGdfkFbj2bIyE2GoMmzslVXAUNzwvVJhKJBHsVBCrxJ9zgwYMxZMgQPH78GHXrZvyVdOHCBcyfPx9ubm4Kt01JSUFKSopc2+eUNGhmXrdRUEmlEljbOqDP4FEAAKvydnj+5BGOHdyDJi3bQSrNuIauVr1f0L5r78w+trh3JxTHDu5BJafqcuOlpHzCuZNH8VtfXsD8rYexH/Ew9uuCmAfRT7Cogz2aVjDG7pDXAIBLTxNk779I+ITnb5OxpLMDHMyK4c7rjGrmkfAYWZ/nCZ+QJpFiYJ2y2BEchTSJFCIRoKkmxvLzz/H6Xca/15UXX8C7rS1K6mkhKkn+3zCRqji2ZxOu/30S4+b6y66P/qeLJ/9CrUYtcnz/bWw07t68gkETZ8u1J76Nw1b/P1CnSWvUbOiCT8kfcWjbGqyaPx1jvJYUmP+QEhUGKlFhnDlzJtzd3bFs2TI0atQIjRo1gp+fH2bNmoUZM2Yo3Nbb2xv6+vpyr1XLFuVT5ICuvgHEYjUkxMv/pZ74Nh6GRlkvYM4tQ2MTlDW3kmsrY26JmOjXsv2qqakr7POti2dP4nPKJzRukf2q6Z9BUko60iVS6BeRvy5Uv4gGEnJY8PJP6VLgaXwySujm/AdH9PvPSPqUprBPRMxHqItFspXTCclpSJNIZckiAEQmfgIAmOhkfx1rQWZoYAg1NTXExclX2ePi4mBiYpLtNiYmJoiLi83aP7PKYWKSsdgiLjbnMY1NTBD/j3MxLS0NSYmJMM7c3sTEBPFZ9hMre+9nU0wv43dUUoL8cUlKiIdeNovyvnVi3zYc27sFo2f5ooyFTbZ9Ht4JwZvI56jXLOfp6EunDkNHVw+OtRrItZ898j8UKaqDzv1HoqyVLcpXrArXcR64H3YdTx7cyeUnLDh4Xqg2PktaMZVIGEUiEcaNG4eXL18iMTERiYmJePnyJcaMGfOvf2FOnTpVts2X15BRE/IpckBDQwPWtvYIC74qa5NIJAi7cRW2Dt//SEO7Sk6IfPFUru3Vi2connmrCQ0NDdjYOWTT57msz7dOHj6AmnUbQd/A8LtjUnXpEimexH1EpZLFZG0iABVLFMPDmA+5GkMkAsoaauPtP6a1v2VUVAPFtNSQoKCPuVERSCRS2crs+9EfoC4WwfSbW++U1MtIOGPe5zxOQaWhqQl7h4q4cvmSrE0ikeDKlUuo4lg1222qODnhyuXLcm2XL11EFScnAEDpMmVgYlIcV658HfP9+/e4FRYqG9PRsSreJSXh7p2v1+ZdvXIZEolEdtsSR0cn3Lh+HampqXL7sbC0hJ6+/n/74CpIXUMD5axtcT/s66UqEokE98Ouw8o2+1t/AcDxvVtwZNd6/O7hA/Py9jn2u3jyL5SztkMZy/LZvi+VSnHx1GHUadwqy3WJn1M+QSSS/8+QWJzxszSbOxEUdDwvqCBTiYTxi+joaISEhCAkJAQxMTH/vgEALS0t6Onpyb3yezq6Q9deOPHXPgQFHsKLZ48RsHgePn1KRtNW7QEAvvNmYvOqZbL+qampePzwPh4/vI+0tFTEx0bj8cP7iHr59bYt7bv2woO7t7F7y1pEvXyOsyeP4vhfe9G642+yPp2698WF08dx/K+9iHr5HIf37sC1i+fQqkNXufiiXj7H3bBgNGvT8cceCBVwODwGjcsbo6GVIUrpa2FAnTLQUhfjbETGX9fD65VD96pfE+rOVcxQuaQuTItpwsKoCH6vb47iOpo4nXl7HC11MXpWLwUbk6Iw0dFExRLFML6xJd68S0Hoq3cAgPImRdHKvjjKGWrDtJgm6lkaok+NUjj/5K1sNfXtqHd4HPcRw+qWg4VREVgaFcGgOmUR9ipJrur4M+nTzxV79+zCwf378PjRI8zxmoXk5GR07NQZADB96iQsWfz1tlK9evfFxQt/Y+OGdXjy+BFW+C/Dndu30b1nxiUXIpEIvfr0xeqVK3Am6BQePriPGVMnobipKZo0dQEAWFlbo179BvD0mIlbYWG4GXwD3nNno2WrNjA1NQMAtGrTDhoaGpjlPh0REQ8RePQItm7ZhD59XfP3AOWjph264/zxg7gUdARRL55ie8BCpHz6BGeXjBmHDYu9sH/TCln/Y//bjENbV6PPqGkwNi2JxLdxSHwbh0/J8vczTf74AcEXghRWF++H3UDcm1fZ9qlUoy6eRYTj8I51iH71As8f3cempXNhZFoCZa0q5NGnVy08L1QXr2FUTCWuYXz37h1GjBiB7du3QyLJuBWJmpoaunXrBn9/f+ir+F839Zu0QGLCW2xfvwJv4+NgaWMLjwV+MMicko5581rur+j42Bi4De4h+3n/zs3Yv3MzKjpWx9wlqwFk3HpnyuxF2LzaD7s2roZZyVIY+PsENGrWWrZdnQZNMMxtGv63dT3WLF2IUmXNMdlrIRyqyP+levLoARgXN4NTTfmVdj+jy08ToKelji5OJWFQRB3P4pPxx6nHslvlmOhoQvpN4UJHUw2DncvCoIg6PnxOx5O4j/AIfIjIxIwkTiKVopyhNhpaWUJHUw1vk9MQ9ioJu0Ney+7FmCqRwtnCAL86loCGWITo959xNDwGh+9+/aNHCmBR0GP0q1UG7i1skJImQUhkErZcf5Vvxya/tWzVGm/j47HcbyliY2Nga2eP5SvXwDhzeut1VBTE35wXTlWrwXvBIvgt9cUyXx+UM7eA7zJ/2b3mAMB14GAkJyfDa5Y73r1LQtVq1bF85RrZveYAwHv+InjPnY0hA/vJblA8ZerXS1t0dXURsHot5s3xQo+unWFgaIihw0b81Peaq9HABe+TEvDXttUZN+62LI9RHj6yhTDxsW8gEn/9Ls4F7kNaWipWz58uN06b7gPQtscg2c/X/z4BqVSKmg1zvlfuhZOHYGVXGSXKWGR5z65KDbi6zcKJfVtxYt9WaGhpwcq2EkZ5+BT469BzwvOCCiqRVCoVvO7frVs33Lx5E8uWLYOzc0ZSc+nSJYwZMwZOTk7YsWOHUuOFR+Vu+pF+PK8TD4UOgb6xvqeT0CFQposR338XBcpbdW2+/3pzyls53NAiX1T1DBJs3zc9mgi279xSiQrjX3/9hWPHjqF+/fqythYtWmD16tVo2bKlgJERERFRYVBAZoYFoxLXMBobG2c77ayvrw9Dw593kQYRERFRQaASCeOMGTPg5uaG16+/3g7m9evXmDhxImbOnClgZERERFQYcNGLYioxJb1ixQpERESgXLlyKFeuHADg+fPn0NLSQkxMDFauXCnrGxwcLFSYRERERIWSSiSMHTt2FDoEIiIiIsqBSiSMHh4eQodAREREhVgBmRkWjEokjN96//697F6MX+jp6QkUDRERERGpRML45MkT/P777zhz5gw+ffoka5dKpRCJREhPTxcwOiIiIvrZFZTFJ0JRiYSxd+/ekEqlWLduHczMzPilEREREakQlUgYQ0NDcePGDdja2godChERERVCrFUpphL3YaxZsyZevHghdBhERERElA2VqDCuWbMGw4YNQ2RkJCpVqgQNDQ2596tUqSJQZERERESkEgljTEwMHj16BFdXV1mbSCTiohciIiLKF1w/oZhKJIwDBgxA1apVsX37di56ISIiIlIxKpEwPnv2DAcPHoSNjY3QoRAREVEhxFqVYiqx6KVJkyYIDQ0VOgwiIiIiyoZKVBjbtWuHcePG4datW6hcuXKWRS/t27cXKDIiIiIiUomEcdiwYQAALy+vLO9x0QsRERH9aFw/oZhKJIz/fHY0EREREakOlUgYiYiIiITEAqNigiWMS5cuxZAhQ6CtrY2lS5cq7Dt69Oh8ioqIiIiI/kmwhHHx4sXo1asXtLW1sXjx4hz7iUQiJoxERET0Q/EaRsUESxifPHmS7f8mIiIiItWiEvdhJCIiIiLVpRKLXtLT07FhwwacOnUK0dHRWVZNBwUFCRQZERERFQackVZMJRLGMWPGYMOGDWjTpg0qVarE6wiIiIiIVIhKJIw7duzArl270Lp1a6FDISIiokKIxSrFVOIaRk1NTdjY2AgdBhERERFlQyUSxvHjx2PJkiWQSqVCh0JERERE/6ASU9Lnz5/H6dOncfToUVSsWBEaGhpy7+/du1egyIiIiKgw4JS0YiqRMBoYGKBTp05Ch0FERERE2VCJhHH9+vVCh0BERESFGAuMigmaMBoaGmZbAtbX10eFChUwYcIENGvWTIDIiIiIiOgLQRNGX1/fbNsTEhJw48YNtG3bFnv27EG7du3yNzAiIiIikhE0YezXr5/C952cnODt7c2EkYiIiH4oLnpRTCVuq5OTtm3b4t69e0KHQURERFSoqcSil5ykpKRAU1NT6DCIiIjoJ8cCo2IqXWFcu3YtnJychA6DiIiIqFATtMLo5uaWbXtiYiKCg4Px4MEDnDt3Lp+jIiIiosKG1zAqJmjCePPmzWzb9fT00KxZM+zduxeWlpb5HBURERERfUvQhPH06dNC7p6IiIiIckGlF70QERER5QfOSCum0oteiIiIiEh4rDASERFRoSdmiVEhVhiJiIiISCEmjERERESkEKekiYiIqNDjjLRirDASERERkUKsMBIREVGhxye9KMYKIxEREREpxAojERERFXpiFhgVYoWRiIiIiBRiwkhERERUwPj7+8PCwgLa2tqoXbs2rl69qrB/QkICRo4ciZIlS0JLSwsVKlTAkSNHcr0/TkkTERFRoVeQFr3s3LkTbm5uCAgIQO3ateHr64sWLVrg/v37MDU1zdL/8+fPaNasGUxNTbFnzx6ULl0az549g4GBQa73yYSRiIiIqADx8fHB4MGD4erqCgAICAjA4cOHsW7dOkyZMiVL/3Xr1iE+Ph4XL16EhoYGAMDCwkKpfXJKmoiIiAo9kUi4V0pKCpKSkuReKSkp2cb5+fNn3LhxAy4uLrI2sVgMFxcXXLp0KdttDh48CGdnZ4wcORJmZmaoVKkS5s2bh/T09Fwfn5+ywmhZXEfoECjT+p5OQodA3zCs+bvQIVCmt9f8hA6BiFSEt7c3PD095do8PDwwa9asLH1jY2ORnp4OMzMzuXYzMzPcu3cv2/EfP36MoKAg9OrVC0eOHEFERARGjBiB1NRUeHh45CrGnzJhJCIiIioopk6dCjc3N7k2LS2tPBtfIpHA1NQUq1atgpqaGqpXr47IyEgsXLiQCSMRERFRbokg3KIXLS2tXCeIJiYmUFNTw5s3b+Ta37x5gxIlSmS7TcmSJaGhoQE1NTVZm729PV6/fo3Pnz9DU1PzX/fLaxiJiIiICghNTU1Ur14dp06dkrVJJBKcOnUKzs7O2W5Tr149REREQCKRyNoePHiAkiVL5ipZBJgwEhEREUEsEu6lLDc3N6xevRobN25EeHg4hg8fjg8fPshWTfft2xdTp06V9R8+fDji4+MxZswYPHjwAIcPH8a8efMwcuTIXO+TU9JEREREBUi3bt0QExMDd3d3vH79Gk5OTggMDJQthHn+/DnE4q81wbJly+LYsWMYN24cqlSpgtKlS2PMmDGYPHlyrvcpkkql0jz/JAL7lCZ0BESqiaukVQdXSRNlpS1gGavD6uuC7fvA4BqC7Tu3OCVNRERERAoxYSQiIiIihXgNIxERERV6BehR0oIQtMKYlpaGTZs2ZbmXEBERERGpDkErjOrq6hg2bBjCw8OFDIOIiIgKOTFLjAoJfg1jrVq1EBISInQYRERERJQDwa9hHDFiBNzc3PDixQtUr14dOjo6cu9XqVJFoMiIiIiICFCBhLF79+4AgNGjR8vaRCIRpFIpRCIR0tPThQqNiIiICgnOSCsmeML45MkToUMgIiIiIgUETxjNzc2FDoGIiIgKORFLjAoJvugFADZv3ox69eqhVKlSePbsGQDA19cXBw4cEDgyIiIiIhI8YVyxYgXc3NzQunVrJCQkyK5ZNDAwgK+vr7DBERERUaEgEgn3KggETxiXLVuG1atXY/r06VBTU5O116hRA7du3RIwMiIiIiICVCBhfPLkCapWrZqlXUtLCx8+fBAgIiIiIiL6luCLXiwtLRESEpJl8UtgYCDs7e0FioqIiIgKEz7pRTHBE0Y3NzeMHDkSnz59glQqxdWrV7F9+3Z4e3tjzZo1QodHREREVOgJnjAOGjQIRYoUwYwZM/Dx40f07NkTpUqVwpIlS2Q39SYiIiL6kVhfVEzwhBEAevXqhV69euHjx494//49TE1NhQ6JiIiIiDIJvuhl3bp1sqe9FC1alMkiERERkYrJk4QxISHhu7f19vaGjY0NypUrhz59+mDNmjWIiIjIi7CIiIiIckUkEgn2KgiUThjnz5+PnTt3yn7+7bffYGxsjNKlSyM0NFTpAB4+fIjnz5/D29sbRYsWxaJFi2Bra4syZcqgd+/eSo9HRERERHlL6YQxICAAZcuWBQCcOHECJ06cwNGjR9GqVStMnDjxu4IoXbo0evXqhcWLF2PJkiXo06cP3rx5gx07dnzXeERERETKEIuEexUESi96ef36tSxh/Ouvv/Dbb7+hefPmsLCwQO3atZUO4Pjx4zhz5gzOnDmDmzdvwt7eHo0aNcKePXvQsGFDpccjIiIioryldMJoaGiIFy9eoGzZsggMDMScOXMAAFKpVPYcaGW0bNkSxYsXx/jx43HkyBEYGBgoPQYRERHRf1FQriUUitJT0p07d0bPnj3RrFkzxMXFoVWrVgCAmzdvwsbGRukAfHx8UK9ePSxYsAAVK1ZEz549sWrVKjx48EDpsYiIiIgo7ymdMC5evBi///47HBwccOLECRQrVgwAEBUVhREjRigdwNixY7F3717ExsYiMDAQdevWRWBgICpVqoQyZcooPR4RERER5S2lp6Q1NDQwYcKELO3jxo377iCkUilu3ryJM2fO4PTp0zh//jwkEgmKFy/+3WMSERER5RZnpBXLVcJ48ODBXA/Yvn17pQJo164dLly4gKSkJDg6OuKXX37B4MGD0bBhQ17PSERERKQCcpUwduzYMVeDiUQipRe+2NnZYejQoWjQoAH09fWV2paIiIgoL3DRi2K5ShglEskPC2DhwoVZ2hISElhdJCIiIlIR/+nRgJ8+ffrPAWT35BgjI6PvfnIMEREREeUtpRPG9PR0zJ49G6VLl0axYsXw+PFjAMDMmTOxdu1apQPI7skxgYGB/+nJMURERETK4JNeFFM6YZw7dy42bNiABQsWQFNTU9ZeqVIlrFmzRukAcnpyzKRJk3Dt2jWlxyMiIiKivKV0wrhp0yasWrUKvXr1gpqamqzd0dER9+7dUzqAL0+OAYDAwEC4uLgA+P4nxxAREREpSyQSCfYqCJS+D2NkZGS2T3SRSCRITU1VOoAvT44pX758njw5hoiIiIjyltIJo4ODA/7++2+Ym5vLte/ZswdVq1ZVOoDFixfDwsICL168wIIFC/7zk2OIiIiIlFUw6nzCUTphdHd3R79+/RAZGQmJRIK9e/fi/v372LRpE/766y+lA/gRT44hIiIioryjdMLYoUMHHDp0CF5eXtDR0YG7uzuqVauGQ4cOoVmzZt8VxMOHD3H69GlER0dnueeju7v7d41JRERERHlD6YQRABo0aIATJ07kSQCrV6/G8OHDYWJighIlSshd/CkSiZgwEhER0Q8nLiCLT4TyXQkjAFy/fh3h4eEAMq5rrF69+neNM2fOHMydOxeTJ0/+3lCIiIiI6AdSOmF8+fIlevTogQsXLsge35eQkIC6detix44dKFOmjFLjvX37Fl27dlU2DCIiIqI8wwKjYkrfh3HQoEFITU1FeHg44uPjER8fj/DwcEgkEgwaNEjpALp27Yrjx48rvR0RERER5Q+lK4xnz57FxYsXYWtrK2uztbXFsmXL0KBBA6UDsLGxwcyZM3H58mVUrlwZGhoacu+PHj1a6TGJiIiIKO8onTCWLVs22xt0p6eno1SpUkoHsGrVKhQrVgxnz57F2bNn5d4TiURMGImIiOiHKyhPXBGK0gnjwoULMWrUKPj7+6NGjRoAMhbAjBkzBosWLVI6gCdPnii9DRERERHln1wljIaGhnKZ94cPH1C7dm2oq2dsnpaWBnV1dQwYMAAdO3b8IYESERER/SgsMCqWq4TR19f3hwbx8uVLHDx4EM+fP8fnz5/l3vPx8fmh+yYiIiIixXKVMPbr1++HBXDq1Cm0b98eVlZWuHfvHipVqoSnT59CKpWiWrVqP2y/RERERJQ7St9W51ufPn1CUlKS3EtZU6dOxYQJE3Dr1i1oa2vjf//7H168eIFGjRrx/oxERESUL8QikWCvgkDphPHDhw/4/fffYWpqCh0dHRgaGsq9lBUeHo6+ffsCANTV1ZGcnIxixYrBy8sL8+fPV3o8oezYthWtmjVBzaqV0at7V9wKC1PY//ixo+jQtiVqVq2MXzu2w9/n5FeIS6VS+C9bgqaN6qNWtSoYMrA/nj17KtcnMSEBUyeNR91a1VC/Tg14zJyGjx8+yPV5cP8e+vfpiZpVK6N500ZYv3Z1nnxeVcbvQjXUq2aNPb5D8fj4XCTf9EO7X6r86zYNqpfHxW2TkXBlMW4f8EDvdrWz9Bn6W0PcO+yJt5cX49ymCahR0VzufS1NdSye8htenp6PmAt/YvuiQTA10pXrU7aEIfYuHYa4iz54dsob88Z2hJraf/r7WeXxvFAd/C6oIFL6N+SkSZMQFBSEFStWQEtLC2vWrIGnpydKlSqFTZs2KR2Ajo6O7LrFkiVL4tGjR7L3YmNjlR5PCIFHj2DRAm8MHTESO3bvg62tHYYPHYi4uLhs+4fcDMaUiePRqXMX7NyzH42bNMXYUSPx8OEDWZ/1a1dj+9bNmOExC1u270KRIkUwfMhApKSkyPpMnTwBjyIiELBmPZb6ByD4+nV4zfr67O33799j2OCBKFmqFLbv3otx4ychYLkf9uza+eMOhsD4XagOnSJauPUgEmO9c/cZzUsZY9+yYTh3/QFqd/8DfttOY4V7T7g428v6dGleDfPHd8LclUfh3HM+wh5E4uDykShuWEzWZ8GEX9GmYSX0mrQWzQf5omRxfez48+tDBcRiEfYuHQ5NDXU07v8nBrtvRu/2teE+vE3efXgVw/NCdfC7UF0ikXCvgkDphPHQoUNYvnw5fv31V6irq6NBgwaYMWMG5s2bh61btyodQJ06dXD+/HkAQOvWrTF+/HjMnTsXAwYMQJ06dZQeTwibN65H5y6/oWOnX2FtY4MZHp7Q1tbG/r3/y7b/1i2bULd+A/QfMAhW1tb4ffRY2Ds4YMe2LQAy/lrcunkTBg8djsZNXFDB1g5zvBcgJjoaQadOAgAeP3qEC+f/hofXHFSp4ohq1WtgyrQZCDx6GNHRbwAAR/46iNTUVHjNngcbm/Jo1boNevTqg82b1ufPgREAvwvVcfzCXXgu/wsHTyuunnwxuEt9PI2MwxSffbj/5A0Cdp7DvlMhGNWrsazP6N5NsH7vRWw+eBn3Hr/GqLk7kPzpM/p1dAYA6BXTRv+Ozpjssxdnrz3AzfAXGOKxBc5O1qhV2QIA4OJsD3urEhgwfSPCHkTi+IW78Fp+GEN/awgNdbU8Pw6qgOeF6uB3QQWV0gljfHw8rKysAAB6enqIj48HANSvXx/nzp1TOgAfHx/Urp0x7eTp6YmmTZti586dsLCwwNq1a5UeL7+lfv6M8Lt3UMe5rqxNLBajTp26CAu9me02YSEhqFPHWa6tbr36CAsJAQBEvnyJ2NgY1K7zdUxdXV1UruIoGzM09CZ09fRQsVJlWZ/aznUhFotl0xuhoSGoXqMGNDQ15fbz9MkTJCUm/rcProL4XRRstR0tcfrKfbm2ExfDUbuKJQBAQ10NVe3LIuibPlKpFEFX7qNWZp+q9uWgqaGOoMtf+zx4+gbPo+Jl49SuYonbEa8QHf9Obj/6ukXgYF3yh30+ofC8UB38LlSbSCQS7FUQKJ0wWllZyW62bWdnh127dgHIqDwaGBgoHYCVlRWqVMm4tklHRwcBAQEICwvD//73P5ibm//L1sJ7m/AW6enpMDY2lms3NjbOcUo9NjYWxsYmWfvHxWa+H5PRZpLzmHGxsTAyMpJ7X11dHXr6+ojL3D42NhZGWfZjInvvZ8PvomAzM9bDm2+SOACIjk+Cvm4RaGtpwMSwGNTV1eQSPQCIjktCCWM9AEAJYz2kfE5F4vvkLH3MMvuYGeshOi7rfgDAzEQvTz+TKuB5oTr4XVBBpvSTXlxdXREaGopGjRphypQpaNeuHfz8/JCamirIPRNTUlLkrtMAAKmaFrS0tPI9FiIiIqKfkdIVxnHjxsme7+zi4oJ79+5h27ZtuHnzJsaMGZPnAf4bb29v6Ovry70WzvfOt/0bGhhCTU0tywXLcXFxMDExyXYbExMTxMXFZu2f+deciUnxjLbYnMc0NjGRXQ7wRVpaGpISE2Gcub2JiQnis+wnVvbez4bfRcH2Ji4JZv9YzWxqpIfEd8n4lJKK2LfvkZaWnmXFs6mxHl7HZVQIX8clQUtTA/rFimTp8yazz5u4JJgaZ90PALyJVf7WYKqO54Xq4Heh2sQCvgqC/xynubk5OnfuLJtWzm9Tp05FYmKi3Gvi5Kn5tn8NTU3YO1TElcuXZG0SiQRXrlxCFceq2W5TxckJVy5flmu7fOkiqjg5AQBKlykDE5PiuHLl65jv37/HrbBQ2ZiOjlXxLikJd+/clvW5euUyJBIJKmd+F46OTrhx/TpSU1Pl9mNhaQk9ff3/9sFVEL+Lgu1K6BP8UstWrq1pHTtcCcu4BCY1LR03w1+gce2vfUQiERrXqoCrmX1uhj/H59Q0uT7lzU1RrqSRbJwrYU9QyaaU3MrqpnXskPguGeGPX/+wzycUnheqg98FFWS5mpJeunRprgf8Un3ML1paWaefP6Xlawjo088VM6dNRsWKlVCpchVs2bwRycnJ6NipMwBg+tRJMDU1w5hx4wEAvXr3xcD+fbBxwzo0bNgIgUeP4M7t25g5ywtAxn8Ee/Xpi9UrV8C8nDlKlykD/2VLUNzUFE2augAArKytUa9+A3h6zMQMd0+kpaXCe+5stGzVBqamZgCAVm3aIWC5P2a5T4frwMGIePgQW7dswsRJ+ZdQ5zd+F6pDp4gmrMsWl/1sUdoYVSqUxtukj3jx+i28RrVHKVN9DJq5GQCwes95DOveEHPHdMDGA5fxS80K+LVZVXQaHSAbY+mWIKz26oMbd5/j+u2n+L1nYxQtooVNBzL+g5r0/hM27L+E+eM7Iz7xA959+ASfyV1xOfQxrt56CgA4eSkc4Y9fY+2cfpi+ZD/MjPXgMbItVu46h8+p+fzLI5/wvFAd/C5UV0FZfCIUkVQqlf5bJ0tLy9wNJhLh8ePHSgXg5eWFCRMmoGjRonLtycnJWLhwIdzd3XPYMmf5nTACwPatW7Bx/VrExsbA1s4ek6fNQJUqjgCAgf37oFSp0pg97w9Z/+PHjsJvqS9eRUainLkFxo2fiAYNG8nel0qlWO63FP/bvQvv3iWharXqmDbTAxYWX7+LxIQEeM+djbNngiAWi9G0WXNMmToDRXV0ZH0e3L+HeXO8cOf2LRgYGqJHz94YMGhIPhwR4fC7yJlhzd/zbV8NqpfH8TVZL1PZfPAyhnhswSrP3jAvZYwWg5fIbbNgQmfYW5VA5JsEeK8OxJZDV+S2H9atIcb1c4GZsS7C7kdi/ILduHb7mex9LU11/OHWGb+1rA4tTXWcvBiOMd478eabhS7lShpiybTuaFi9PD58SsHWQ1cxY+kBpKdLfsCRyN7ba375ti+A54Uq4XeRM22lV1bkndH77wm276Ud7QTbd27lKmH8kdTU1BAVFQVTU1O59ri4OJiamiI9PV3pMYVIGIkKgvxMGEmx/E4YiQoCJoyqS8CvJoNUKs22DBwaGprlNgBEREREP4KYM9IKCZYwGhoaym5YWaFCBbmkMT09PeMxRcOGCRUeEREREWUSLGH09fWFVCrFgAED4OnpCf1vVmFpamrCwsICzs7OCkYgIiIiyhusMComWMLYr18/ABkLaurVqwd1dcFnx4mIiIgoG4LfL/LDhw84depUlvZjx47h6NGjAkREREREhQ2fJa3YdyWMf//9N3r37g1nZ2dERkYCADZv3ozz588rPdaUKVOyXQktlUoxZcqU7wmPiIiIiPKQ0gnj//73P7Ro0QJFihTBzZs3Zc9xTkxMxLx585QO4OHDh3BwcMjSbmdnh4iICKXHIyIiIqK8pXTCOGfOHAQEBGD16tXQ0NCQtderVw/BwcFKB6Cvr5/tzb4jIiKg880NRYmIiIh+FLFIuFdBoHTCeP/+fTRs2DBLu76+PhISEpQOoEOHDhg7diwePXoka4uIiMD48ePRvn17pccjIiIioryldMJYokSJbKeKz58/DysrK6UDWLBgAXR0dGBnZwdLS0tYWlrC3t4exsbGWLRokdLjERERESlLJBLuVRAofS+bwYMHY8yYMVi3bh1EIhFevXqFS5cuYcKECZg5c6bSAejr6+PixYs4ceIEQkNDUaRIEVSpUiXbKiYRERER5T+lE8YpU6ZAIpGgadOm+PjxIxo2bAgtLS1MmDABo0aN+q4gRCIRmjdvLhuroCwxJyIiIioMlJ6SFolEmD59OuLj43H79m1cvnwZMTExmD179ncFIJFIMHv2bJQuXRrFihXDkydPAAAzZ87E2rVrv2tMIiIiImWIRSLBXgXBd9+4W1NTEw4ODqhVqxaKFSv23QHMmTMHGzZswIIFC6CpqSlrr1SpEtasWfPd4xIRERFR3lB6Srpx48YKp4yDgoKUGm/Tpk1YtWoVmjZtimHDhsnaHR0dce/ePWXDIyIiIlKa4I++U3FKJ4xOTk5yP6empiIkJAS3b9+WPR9aGZGRkbCxscnSLpFIkJqaqvR4RERERJS3lE4YFy9enG37rFmz8P79e6UDcHBwwN9//w1zc3O59j179qBq1apKj0dERESkrAJyKaFglE4Yc9K7d2/UqlVL6Xsnuru7o1+/foiMjIREIsHevXtx//59bNq0CX/99VdehUdERERE3ynPpuwvXboEbW1tpbfr0KEDDh06hJMnT0JHRwfu7u4IDw/HoUOH0KxZs7wKj4iIiIi+k9IVxs6dO8v9LJVKERUVhevXryt94+60tDTMmzcPAwYMwIkTJ5QNhYiIiChPFJTb2whF6YRRX19f7mexWAxbW1t4eXmhefPmyu1cXR0LFixA3759lQ2DiIiIiPKJUgljeno6XF1dUblyZRgaGuZJAE2bNsXZs2dhYWGRJ+MRERERKYsFRsWUShjV1NTQvHlzhIeH51nC2KpVK0yZMgW3bt1C9erVoaOjI/d++/bt82Q/RERERPR9lJ6SrlSpEh4/fgxLS8s8CWDEiBEAAB8fnyzviUQipKen58l+iIiIiOj7KJ0wzpkzBxMmTMDs2bOzrQjq6ekpNZ5EIlE2BCIiIqI8JeaUtEK5vq2Ol5cXPnz4gNatWyM0NBTt27dHmTJlYGhoCENDQxgYGCg9TZ2amgp1dXXcvn1b6cCJiIiIKH/kusLo6emJYcOG4fTp03m2cw0NDZQrV47TzkRERCQo3lZHsVwnjFKpFADQqFGjPA1g+vTpmDZtGjZv3gwjI6M8HZuIiIiI/julrmEU/YDs28/PDxEREShVqhTMzc2zXBMZHByc5/skIiIi+hYLjIoplTBWqFDhX5PG+Ph4pQLo2LGjUv2JiIiIKH8plTB6enpmedLLf+Xh4ZGn4xERERFR3lIqYezevTtMTU1/SCA3btxAeHg4AKBixYqoWrXqD9kPERER0T/xtjqK5Tph/BHXLwJAdHQ0unfvjjNnzsDAwAAAkJCQgMaNG2PHjh0oXrz4D9kvEREREeVOru/D+GWVdF4bNWoU3r17hzt37iA+Ph7x8fG4ffs2kpKSMHr06B+yTyIiIqJviQT8v4Ig1xXGH/VElsDAQJw8eRL29vayNgcHB/j7+6N58+Y/ZJ9ERERElHu5rjD+KBKJBBoaGlnaNTQ0+NhAIiIiIhUgeMLYpEkTjBkzBq9evZK1RUZGYty4cWjatKmAkREREVFhIRYJ9yoIBE8Y/fz8kJSUBAsLC1hbW8Pa2hqWlpZISkrCsmXLhA6PiIiIqNBT6rY6P0LZsmURHByMkydP4t69ewAAe3t7uLi4CBwZERERFRYFpdInFMETRiDjlj3NmjVDs2bNhA6FiIiIiP5BsCnpoKAgODg4ICkpKct7iYmJqFixIv7++28BIiMiIqLCRiQSCfYqCARLGH19fTF48GDo6elleU9fXx9Dhw6Fj4+PAJERERER0bcESxhDQ0PRsmXLHN9v3rw5bty4kY8REREREVF2BLuG8c2bN9nef/ELdXV1xMTE5GNEREREVFhx0YtiglUYS5cujdu3b+f4flhYGEqWLJmPERERERFRdgRLGFu3bo2ZM2fi06dPWd5LTk6Gh4cH2rZtK0BkREREVNiIRMK9CgLBpqRnzJiBvXv3okKFCvj9999ha2sLALh37x78/f2Rnp6O6dOnCxUeEREREWUSLGE0MzPDxYsXMXz4cEydOhVSqRRAxrL2Fi1awN/fH2ZmZkKFR0RERESZBL1xt7m5OY4cOYK3b98iIiICUqkU5cuXh6GhoZBhERERUSEjLihzwwJRiSe9GBoaombNmkKHQURERETZUImEkYiIiEhIvK2OYoKtkiYiIiKigoEJIxERERV6Be22Ov7+/rCwsIC2tjZq166Nq1ev5mq7HTt2QCQSoWPHjkrtjwkjERERUQGyc+dOuLm5wcPDA8HBwXB0dESLFi0QHR2tcLunT59iwoQJaNCggdL7ZMJIREREVID4+Phg8ODBcHV1hYODAwICAlC0aFGsW7cux23S09PRq1cveHp6wsrKSul9MmEkIiKiQk8MkWCvlJQUJCUlyb1SUlKyjfPz58+4ceMGXFxcvsYuFsPFxQWXLl3K8fN5eXnB1NQUAwcO/K7j81Oukn4Znyx0CJRJv4iG0CHQN95e8xM6BMpUfuwBoUOgTPd82gsdAskUzqXK3t7e8PT0lGvz8PDArFmzsvSNjY1Fenp6loebmJmZ4d69e9mOf/78eaxduxYhISHfHeNPmTASERERKUPI+3ZPnToVbm5ucm1aWlp5Mva7d+/Qp08frF69GiYmJt89DhNGIiIiIgFpaWnlOkE0MTGBmpoa3rx5I9f+5s0blChRIkv/R48e4enTp2jXrp2sTSKRAADU1dVx//59WFtb/+t+eQ0jERERUQGhqamJ6tWr49SpU7I2iUSCU6dOwdnZOUt/Ozs73Lp1CyEhIbJX+/bt0bhxY4SEhKBs2bK52i8rjERERFToFaQnvbi5uaFfv36oUaMGatWqBV9fX3z48AGurq4AgL59+6J06dLw9vaGtrY2KlWqJLe9gYEBAGRpV4QJIxEREVEB0q1bN8TExMDd3R2vX7+Gk5MTAgMDZQthnj9/DrE4byeRRVKpVJqnI6qAiGiuklYVXCWtWnSL8G9EVcFV0qqDq6RVh46mcGW+VZefCbbvIXXMBdt3bvEaRiIiIiJSiAkjERERESnE+SkiIiIq9IS8D2NBwAojERERESnECiMREREVemKWGBVihZGIiIiIFGKFkYiIiAo9FhgVY4WRiIiIiBRiwkhERERECnFKmoiIiAo9VtAU4/EhIiIiIoVYYSQiIqJCT8RVLwqxwkhERERECjFhJCIiIiKFOCVNREREhR4npBVjhZGIiIiIFGKFkYiIiAo9PktaMVYYiYiIiEghVhiJiIio0GN9UTFWGImIiIhIISaMRERERKQQp6SJiIio0OOaF8VYYSQiIiIihVhhJCIiokKPz5JWjBVGIiIiIlKICSMRERERKcQpaSIiIir0WEFTjMeHiIiIiBRihZGIiIgKPS56UYwVRiIiIiJSiBVGIiIiKvRYX1SMFUYiIiIiUogJIxEREREpxClpIiIiKvS46EUxVhiJiIiISCFWGImIiKjQYwVNMR4fIiIiIlKICSMRERERKcQpaSIiIir0uOhFMVYYiYiIiEghVhiJiIio0GN9UTFWGImIiIhIIVYYiYiIqNDjJYyKscJIRERERAoxYSQiIiIihTglTURERIWemMteFBK0wpicnIyPHz/Kfn727Bl8fX1x/PhxAaMiIiIiom8JmjB26NABmzZtAgAkJCSgdu3a+PPPP9GhQwesWLFCyNCIiIioEBGJhHsVBIImjMHBwWjQoAEAYM+ePTAzM8OzZ8+wadMmLF26VMjQiIiIiCiToAnjx48foaurCwA4fvw4OnfuDLFYjDp16uDZs2dChkZEREREmQRd9GJjY4P9+/ejU6dOOHbsGMaNGwcAiI6Ohp6enpChKe2vvTvwv+0b8TY+DpbWFTBs7GTYOlTOtu+zJxHYsnYFIu7fRfTrKAweNQEdf+ud49i7tqzDxpVL0aFrTwwZPUnWvmzhbIRcv4L42BhoFykK+8qOcB02BmXNLeW2P3HkAPbv3ILIl89QtKgO6jduhhFu0/Lmg6ug/+3ahu2b1yM+LhbW5W0xbuI0OFSqkmP/oJPHsGbFMryOikSZsuYYPsoNzvUbyvV5+uQRViz1QUjwdaSnp8PCygpzFviiRIlSAIDIl8/h57sIt0KC8Tn1M2o718e4idNgZGwiG2Pj2pW4dOEcHt6/Bw0NDQSeufxjDoAK2bFtKzauX4vY2BhUsLXDlGkzUblKzt/F8WNH4b9sCV5FRqKcuQXGuk1Ag4aNZO9LpVIs91uKvXt24927JDhVrYbp7rNgbm4h65OYkIA/5s3G2TOnIRaL0bRZc0yeMh1FdXRkfR7cv4d5c7xw5/YtGBoZoUfP3nAdOPiHHANV0a+hJYY2tUFxPS2ERybBfXcYQp4lZNt315h6cC5vkqX91O3X6B9wBQDwwq9DttvO2XcHK09FAABGtaiAJhXNULGMHj6nSVFp0hG5vgY6GljWrzrsS+vDoKgG4t5/xvGwKMw/FI73n9L+w6dVbTu3b8WmDWsRFxuLCrZ2mDR1BipVzvm8OHEsECv8luDVq0iUK2eO0eMmoP4358Wpk8fxv107EH73DhITE7F99z7Y2tlnGSc05Cb8l/ni9q0wqInFqGBrD/+Va6CtrQ0ASExMwIJ5c3Du7GmIxGI0dWmOiVOmoWhRnSxj/YxEXPSikKAVRnd3d0yYMAEWFhaoVasWnJ2dAWRUG6tWrSpkaEo5d+oYVvv9iZ79h2Lpmu2wtKmAmeNHIOFtfLb9Uz59QomSpdF/6BgYGmX9pfytB+G3EXhwDyytK2R5z8bWHuOmeiJgy17M/nM5pFIpZroNR3p6uqzPvh2bsXm1H7r2dsWKTf/D3MUrUa1W3f/2gVXYqeNH4bd4AVwHj8DaLbthU8EWbqOG4m18XLb9b4XehOf0iWjboTPWbd2DBr80wdQJo/A44qGsT+TL5xgxqA/MLSyxbOUGbNyxF/0HDoOWphYAIDn5I8aNHAKRSIQlAeuwYu0WpKWmYvK4kZBIJLJx0tJS0bhpc3Ts0u3HHgQVEXj0CBYt8MbQESOxY/c+2NraYfjQgYiLy/67CLkZjCkTx6NT5y7YuWc/GjdpirGjRuLhwweyPuvXrsb2rZsxw2MWtmzfhSJFimD4kIFISUmR9Zk6eQIeRUQgYM16LPUPQPD16/Ca5S57//379xg2eCBKliqF7bv3Ytz4SQhY7oc9u3b+uIMhsHbVSmFmp4rwPXofreefxd3IRGwe6QzjYprZ9h+y+iqqTQ2UvZrOCUJaugSHb76S9fn2/WpTAzF+y01IJFIcDfnaR0NNhMM3I7H576fZ7kcqAY6HvcaAlVfQyOsU3DYHo75tcXh3d8zTz69KjgUegc/CPzBk2Ehs27UX5SvYYuTQQYjP4bwIDQnGtMnj0aFzF2zbvQ+/NHGB25jfEfHNeZGcnAynqtUxetyEHPcbGnITo4YPhrNzPWzetgubt+9Gtx69IBZ/TQOmT56IR48isHzVOizxC0DwjeuY8825Q4WbSCqVSoUM4PXr14iKioKjo6PsH+7Vq1ehp6cHOzu77xozIjo5L0P8V+OG9EYF+4oYPm4qAEAikaD/ry3Q9tce+K33AIXbunZthQ5de2VbYUz++BGjB3bHiPHTsHPjaliVt5WrMP7Tk4gH+N31N6zZcQglS5fFu3dJ6NepOdz/WAKnGrX/24f8TvpFNPJ1f4P7dYe9QyW4TZ4BIOO76NymKX7t1hN9+metILlPHY9PyclY4Ltc1jakfw+Ur2CHidM8AAAeUydAXV0dM2f/ke0+r16+gAmjh+Fo0CXoFCsGAHj//h1aNXaGj99q1KztLNf/yKF9WPrnfEEqjLpF8m9SoVf3rqhYqTKmzcj4D45EIkHzpo3Qo2cfDBw8JEv/iePHIjk5GX7LV8raevf4DbZ2dpjp4QWpVAqXXxqgb39X9HMdCAB49+4dmjSsC6+5f6BV6zZ4/OgROrVvjW0796BipYwK/4W/z2Hk8CE4HnQWpqZm2LVjG5Yt8UXQ2fPQ0MxImHx9FuF00Ekc+CvwRx8WmfJjD+Tbvg5OaIjQZ28xc/ctABkX2V+d3Rzrzz7B8hMP/2VrYOAvVhjfxg7Vpx9D8uf0bPusGVwLOtrq6LHsYpb3utYuC49fK2epMGbHtZEVhrnYoPbM/Ltbxj2f9vm2r749f4NDxUqYMv3redGq2S/o3qM3XAdlPS8mTxiH5OSPWOr/9bzo26sbbG3tMN3dU67vq8iXaNvSJdsKY99e3VCnTl2MGDUm27geP36ELh3aYMuO3XComHnunP8bo0cMQeDJMyhuavafPndu6WgKV+U7cidasH23rmgq2L5zS/Abd5coUQK6uro4ceIEkpMzEr2aNWt+d7KY31JTUxHxIBxO1b8mZGKxGE41auPenbD/NPaKxfNQ07kBqtao8699PyUn48SRAzArWRompiUAACHXLkEilSAuNhpDe3dC387N4e0+ETFvXv+nuFRVaupnPLh3FzW+SdDEYjFq1KqDO2Gh2W5zOywENWrJH9/azvVw+1YIgIxf5hcvnEVZc3O4/T4YbZs1wOB+3XHuzClZ/8+fP0MkEsmSDwDQ1NSCWCxGWEhwHn7CgiP182eE372DOs5fq9kZ1yfXRVjozWy3CQsJQZ068sl13Xr1ERYSAgCIfPkSsbExqF3n65i6urqoXMVRNmZo6E3o6unJkkUAqO1cF2KxGLfCwjL7hKB6jRpy31fdevXx9MkTJCUm/rcProI01ESoXFYf5+/HyNqkUuDv+zGobmmYqzG61zXHweDIHJNFE10tNKlkhp2X/tu152b62mjlVBKXH8b+p3FUVWpqxnnx7b9hsViM2nWcERYaku02t0JD5PoDgHPdejn2z058XBxuh4XCyMgI/Xt3h0ujehjUvzduBt+Q9QkLDYGurp4sWQSA2nWcM86dW//tv2X0cxA0YYyLi0PTpk1RoUIFtG7dGlFRUQCAgQMHYvz48bkaIyUlBUlJSXKvb6enfrSkxLeQpKfDwMhYrt3A0Bhv477/l97Zk4GIeHAP/YeOVtjvr3078WtzZ/za3Bk3rlzA3MUB0NDIqOpFvYqEVCLBrs1rMWTUREybvQjvkpIww20YUlNTvzs2VZWYkID09HQY/eO7MDIyRlwO30V8XCwM/9Hf0MhYNj30Nj4OyR8/YsuGtajtXB+L/VahYeOmmD5xDG7euAYAqFjZEdraRbBi2Z/49CkZyckf4e+7EOnp6YiLjcmyz8LgbcJbpKenw9hY/tgaGxsjNjb77yI2NhbGxiZZ+2d+d7GZx9LYJOcx42JjYWRkJPe+uro69PT1Zd9FbGys3LWlGWOYyN772RgV04K6mhgx7+R/L8YmpaC4nva/bu9kbgC7UnrYcTHnZLBL7bL48CkNR0OivitGv/7V8cCnDa7PbYH3n1IxaVvId42j6hLeZpwXRv84L4yMTXL8HZVxXvzz37wJ4pT4t/ry5QsAwMoVfuj0a1f4BayGnX1FDBvUH8+fPQUAxMXGwMg4p3Pn5zsvsiOGSLBXQSBowjhu3DhoaGjg+fPnKFq0qKy9W7duCAzM3dSQt7c39PX15V4rly78USHni5g3r7Fq6QJMnDkPmlpaCvs2btYaS9fuwPxla1GqrDm83Sfhc2bCLJVIkJaWhqFjJqF67bqwq1gFkz288erlc4QFX8uPj1Lgfblio36jxujWqx/K29qjT//BqFu/Efb/L+OaN0NDI8ye74ML586iWYOaaPlLHbx/9w4V7Bzkrg8iKoi6OZsjPDIxxwUyANCtTjnsu/4SKWmSHPso4vm/22g1/ywGrLyCciY6cO9c6TujpexIpRnfS+eu3dCh06+ws3fAhMlTYW5hiQP7/idwdFRQCLpK+vjx4zh27BjKlCkj116+fPlc31Zn6tSpcHNzk2t7kfh9v7S+h56+IcRqakj4x6KKhLdxMDRWvKAlJxH37yLhbTxGD+oha5Okp+N2aDAO7d2J/aeuQk1NDQCgU0wXOsV0UbqsOWwrVkG31g1w8e8g/OLSSlZFKWdhLRtH39AIevoGiHnzfZUAVaZvYAA1NTXE/+O7iI+Py1K5+sLI2CTLgpi38XGyCkDGmOqwsLSW62NuaYVb30w316pTD7sOBCIh4S3U1NSgq6uH9i0aolTpVnnx0QocQwNDqKmpZVngEhcXBxOT7L8LE5OsVZa4uDiYZH53JibFM9pi41C8uKlcH9vMS1iMTUwQHy+/2CwtLQ1JiYkwztzexMQE8Vn2Eyt772cT/z4FaekSFNeV/+PTRE8LMUmfFG5bRFMN7auXxp+H7+XYp5a1EWxK6GLE+uvfHWPMuxTEvEvBozfvkfDhM/a6NcCSwPuITsq/2aL8YGCYcV78c4FLfFzW6voXGefFP8+jWBgr8W/VxCTjfLGyspFrt7SyxuvMmT1jk+KIj8vp3Pn5zgtSnqDljw8fPshVFr+Ij4+H1r9U1r7Q0tKCnp6e3Cu32+YFDQ0N2FSwR8iNq7I2iUSCkBtXYVcx59skKOJYozb8N+7BsnU7Za/ydg74pVlrLFu3U5YsZiGVAtKM68cAwKFyxkrzl8+fyrq8S0pEUmICTEuU/K7YVJmGhiYq2DngxtWvi0kkEgluXLuCilWyX3VZqYoTrl+TX3xy7colVKrsJBvTvmIlvMictvnixfNnMCtZKst4BgaG0NXVw41rl/E2Ph71Gzb+bx+qgNLQ1IS9Q0VcuXxJ1iaRSHDlyiVUccz+DghVnJxw5bL8d3H50kVUcXICAJQuUwYmJsVx5crXMd+/f49bYaGyMR0dq+JdUhLu3rkt63P1ymVIJBLZ7XwcHZ1w4/p1ucsyLl+6CAtLS+jp6/+3D66CUtOluPUiEfVsi8vaRCKgfoXiuPHkrcJt21YtBU11MfZee5Fjn+7O5gh7noDwyKQ8iVec+dgLTfWfrzqvoZFxXly9In9eXL18GVUcnbLdprKjk1x/ALhy6WKO/bNTqnRpFDc1xbOnT+Tanz97ihKlMn6PVXF0wrt38ufOtauZ546CW/78TPikF8UEOSNfvcq47UKDBg1kjwYEAJFIBIlEggULFqBx44LzH9pO3frg2F97cfLoQTx/+hj+f87Fp+RkNGudcZ+yP+fMwIaAr0+uSU1NxaOH9/Do4T2kpaYhLiYajx7ew6uXzwEARYvqwMLKRu6lrV0Eevr6sMj8CzHq1Uvs2rwWD+/fRfSbKNy9FYJ57hOhqaWFms4ZT88pXc4cder/glVLF+DurRA8fRwBn7kzUaacBapUq5nPRyl/dO/VD4f278HRv/bj6ZNHWOTtheTkZLRp1wkAMNt9KgL8Fsv6d+3eG1cuXsD2LRvw7OljrF3pj3t3b+PX33rK+vTo44pTJ47i4L7dePniGf63cysu/n0Gnbp2l/U5fHAfbt8KReTL5zh25BBmTnHDbz37opzF13tivn79Cg/vh+PN6yikS9Lx8H44Ht4Px8ePH378gRFAn36u2LtnFw7u34fHjx5hjtcsJCcno2OnzgCA6VMnYcniP2X9e/Xui4sX/sbGDevw5PEjrPBfhju3b6N7z4w7CIhEIvTq0xerV67AmaBTePjgPmZMnYTipqZo0tQFAGBlbY169RvA02MmboWF4WbwDXjPnY2WrdrANHOVZ6s27aChoYFZ7tMREfEQgUePYOuWTejT1zV/D1A+Wh0UgR51zdGldlnYmBXDvG6OKKKlhl2XM37nLO5TDZPbZ71vX3dncxwPi0LCh+yveS6mrY42VUthew7XN5YyLAKH0nooZVgEamIRHErrwaG0HopqZvzR29jBFL/VKQfbkrooY1QETSqaYV53R1x9FIeX8fl7t4v80qtvf+z7324cOrAPjx8/wrzZGedF+44Z58XMaZOxzPfredGzdx9cunAemzeuw5PHjxGwfBnu3rmDbj16yfokJibg/r1wPH70CADw9OkT3L8XLrvuVyQSoW//gdixbTNOHg/E8+fPsHzZEjx98hgdO3cBAFhZWaNuvQaY4+mO27fCEHIzGPPnzUaLlq3zbYU0qTZBpqQrVqwIf39/LFy4EE2aNMH169fx+fNnTJo0CXfu3EF8fDwuXLggRGjfpWHTFkhMeIsta1fgbXwsrGxs4bVouWwxRcybKIi++RMiPjYaowd8TTb27tiEvTs2obJTdfyxbG2u9qmpqYk7YcE4sHsr3r9LgoGRMSo5VsOiFRthYPj1wuXxM+Zg1bJFmDVpFMRiMSo5VYfXouVQV8/f293kl6bNWyHhbTzWBPghPi4WNhXs8OeylbLp+TevoyAWf/0uKjtWhcfcBVi9fClW+fuiTFlzeC9aBiub8rI+jRq7YMJUD2zZsBq+i7xRztwCc+b7wtGpuqzP82dPsNJ/MZISE1GiVGn0dR2Cbr36ycW2NsAPR//6eisV114Zv6iXBqxHtRq1fsjxEFLLVq3xNj4ey/2WIjY2BrZ29li+co1seut1VBTEoq9/szpVrQbvBYvgt9QXy3x9UM7cAr7L/FG+/Nd7kLoOHIzk5GR4zXLHu3dJqFqtOpavXCM3q+A9fxG8587GkIH9ZDfunjJ1hux9XV1dBKxei3lzvNCja2cYGBpi6LAR6PLbz3t/zEPBr2BUTAvj29ihuK4W7kYmoY//ZcRmLoQpbVQE/7zDmpVpMdSyMUZPv6y3yfmiffXSEImAA9dfZvv+hDZ26FqnnOznY1MzCgFdl5zH5Ydx+JQqQY+65nDvXAla6mK8SkjG0ZAoLD/xINvxfgYtWmacFyv8lyEu87zwC1j9zXnxSlZlBQBHp2qY+8ciLPfzhd+SxShnbgGfJX6w+ea8OHs6CLNmfn0Yw9SJGZdpDRk+EsNGjAIA9OrTD59TUvDngj+QmJSIChVssXzVOpQt+/X7mTt/IebPnY1hg/pDLBajiUtzTJo6/YceD1VSUCp9QhHkPozLly/H5MmT0bJlSwQEBCAgIAChoaF4//49qlWrhpEjR6Jkye+fMs3v+zBSzvL7PoykWH7eh5EUy8/7MJJi+XkfRlJMyPswHg8X7q4Wze2L/3sngQnyX48RI0agVatWGDhwICpWrIhVq1Zh+vTC81cMERERUUEiWLnB0tISQUFB8PPzw6+//gp7e3uoq8uHExxcOG96TERERPmLz5JWTND5qWfPnmHv3r0wNDREhw4dsiSMRERERCQ8wTK01atXY/z48XBxccGdO3dQvLjqz98TERHRz0nMAqNCgiSMLVu2xNWrV+Hn54e+ffsKEQIRERER5ZIgCWN6ejrCwsKyPOGFiIiISAi8hlExQRLGEydOCLFbIiIiIvoOP9+zl4iIiIgoT3FZMhERERV6fNKLYqwwEhEREZFCrDASERFRocdFL4qxwkhERERECjFhJCIiIiKFOCVNREREhR6f9KIYK4xEREREpBArjERERFTocdGLYqwwEhEREZFCTBiJiIiISCFOSRMREVGhxye9KMYKIxEREREpxAojERERFXosMCrGCiMRERERKcQKIxERERV6Yl7EqBArjERERESkEBNGIiIiIlKIU9JERERU6HFCWjFWGImIiIhIIVYYiYiIiFhiVIgVRiIiIiJSiAkjERERESnEKWkiIiIq9ESck1aIFUYiIiIiUogVRiIiIir0+KAXxVhhJCIiIiKFWGEkIiKiQo8FRsVYYSQiIiIihZgwEhEREZFCnJImIiIi4py0QqwwEhEREZFCrDASERFRoccbdyvGCiMRERERKcSEkYiIiIgU4pQ0ERERFXp80otirDASERERkUKsMBIREVGhxwKjYqwwEhEREZFCrDASERERscSoECuMRERERKQQE0YiIiIiUohT0kRERFTo8UkvirHCSEREREQKscJIREREhR5v3K0YK4xEREREBYy/vz8sLCygra2N2rVr4+rVqzn2Xb16NRo0aABDQ0MYGhrCxcVFYf/sMGEkIiIiKkB27twJNzc3eHh4IDg4GI6OjmjRogWio6Oz7X/mzBn06NEDp0+fxqVLl1C2bFk0b94ckZGRud6nSCqVSvPqA6iKiOhkoUOgTPpFNIQOgb6hW4RXoaiK8mMPCB0CZbrn017oECiTjqZw88Khz98Jtm/HcrpK9a9duzZq1qwJPz8/AIBEIkHZsmUxatQoTJky5V+3T09Ph6GhIfz8/NC3b99c7ZMVRiIiIiIBpaSkICkpSe6VkpKSbd/Pnz/jxo0bcHFxkbWJxWK4uLjg0qVLudrfx48fkZqaCiMjo1zH+FOWG+aceih0CJRpfht7oUMgUkmnZjQTOgTKdPdlktAhUKaaVvrC7VzARS/e3t7w9PSUa/Pw8MCsWbOy9I2NjUV6ejrMzMzk2s3MzHDv3r1c7W/y5MkoVaqUXNL5b37KhJGIiIiooJg6dSrc3Nzk2rS0tH7Ivv744w/s2LEDZ86cgba2dq63Y8JIREREhZ6QN+7W0tLKdYJoYmICNTU1vHnzRq79zZs3KFGihMJtFy1ahD/++AMnT55ElSpVlIqR1zASERERFRCampqoXr06Tp06JWuTSCQ4deoUnJ2dc9xuwYIFmD17NgIDA1GjRg2l98sKIxEREVEB4ubmhn79+qFGjRqoVasWfH198eHDB7i6ugIA+vbti9KlS8Pb2xsAMH/+fLi7u2Pbtm2wsLDA69evAQDFihVDsWLFcrVPJoxERERU6BWkJ71069YNMTExcHd3x+vXr+Hk5ITAwEDZQpjnz59DLP46ibxixQp8/vwZXbp0kRsnp4U12fkp78PYf3uY0CFQJq6SVi36RXlfTFXxPPaj0CFQpsSPqUKHQJmEXCV96+V7wfZduUzuqnxCYoWRiIiICr0CVGAUBBe9EBEREZFCglcYP3z4gD/++AOnTp1CdHQ0JBKJ3PuPHz8WKDIiIiIiAlQgYRw0aBDOnj2LPn36oGTJkhAVpKtOiYiI6OfA9EMhwRPGo0eP4vDhw6hXr57QoRARERFRNgRPGA0NDZV6+DURERFRXhPySS8FgeCLXmbPng13d3d8/MhbTBARERGpIsErjH/++ScePXoEMzMzWFhYQEND/j5xwcHBAkVGREREhQWXUCgmeMLYsWNHoUMgIiIiIgUETxg9PDyEDoGIiIiIFBA8Yfzixo0bCA8PBwBUrFgRVatWFTgiIiIiKiw4I62Y4AljdHQ0unfvjjNnzsDAwAAAkJCQgMaNG2PHjh0oXry4sAESERERFXKCr5IeNWoU3r17hzt37iA+Ph7x8fG4ffs2kpKSMHr0aKHDIyIiosJAJOCrABC8whgYGIiTJ0/C3t5e1ubg4AB/f380b95cwMiIiIiICFCBCqNEIslyKx0A0NDQyPJcaSIiIiLKf4InjE2aNMGYMWPw6tUrWVtkZCTGjRuHpk2bChgZERERFRYiAf+vIBA8YfTz80NSUhIsLCxgbW0Na2trWFpaIikpCcuWLRM6PCIiIqJCT/BrGMuWLYvg4GCcPHkS9+7dAwDY29vDxcVF4MiIiIiosOCTXhQTPGEEAJFIhGbNmqFZs2ZCh0JERERE/yBIwrh06VIMGTIE2traWLp0qcK+vLUOERER/WgsMComSMK4ePFi9OrVC9ra2li8eHGO/UQiERNGIiIiIoEJkjA+efIk2/9NRERERKpH8FXSXl5e+PjxY5b25ORkeHl5/b+9+w6L4vr6AP7dpS1l6UgTqVJEhNhRA4Ioaoqoif7UKPaaaCI2Ehs27FHsFewVNHZFBLtYQaI0KaIRRLornb3vH8QxKyXoaxjU8/HZ53Hu3Jk5M7M7nL135i4PERFCCCHks0O/9FIr3hNGPz8/SCSSKuWFhYXw8/PjISJCCCGEEPJPvD8lzRiDoJpn2aOjo6Gtrc1DRIQQQgj53HwsA2jzhbeEUUtLCwKBAAKBANbW1jJJY0VFBSQSCcaOHctXeIQQQggh5G+8JYyrVq0CYwzDhw+Hn58fNDQ0uHmKioowMzODs7MzX+ERQgghhJC/8ZYwent7AwDMzc3RsWNHyMvz3jtOCCGEkM8U/dJL7Xh/6EUsFiM2Npab/uOPP+Dl5YVff/0VpaWlPEZGCCGEEEKABpAwjhkzBgkJCQCA5ORk9O/fHyoqKjh06BCmTZvGc3SEEEII+RzQqDq14z1hTEhIgJOTEwDg0KFDcHV1xd69exEUFITg4GB+gyOEEEIIIfwnjIwxSKVSAMD58+fRs2dPAICJiQmysrL4DI0QQgghhKABjMPYunVrLFiwAB4eHrh48SI2bNgAoPInA/X19XmOjhBCCCGfhY+lb5gnvLcwrlq1Cnfv3sWPP/6I3377DVZWVgCAw4cPo0OHDjxHRwghhBBCeG9hbNGiBWJiYqqUL1u2DHJycjxERAghhJDPDf3SS+14b2EEgLy8PGzduhW+vr7IyckBADx8+BCZmZk8R0YIIYQQQnhvYbx//z66dOkCTU1NpKamYtSoUdDW1kZISAjS0tKwc+dOvkMkhBBCyCeOBu6uHe8tjJMnT8awYcOQmJgIkUjElffs2ROXLl3iMTJCCCGEEAI0gITx1q1bGDNmTJVyY2NjZGRk8BARIYQQQgj5J967pJWUlFBQUFClPCEhAXp6ejxERAghhJDPDfVI1473FsZvv/0W8+bNQ1lZGQBAIBAgLS0N06dPR9++fXmOjhBCCCGE8J4wrlixAhKJBI0aNUJRURFcXV1hZWUFsViMhQsX8h0eIYQQQj4H9GPSteK9S1pDQwOhoaG4cuUK7t+/D4lEgpYtW8LDw4Pv0AghhBBCCBpAwvhap06d0KlTJ77DIIQQQgghb+E9YZw3b16t82fPnl1PkRBCCCHkc0W/9FI73hPGI0eOyEyXlZUhJSUF8vLysLS0pISREEIIIYRnvCeM9+7dq1JWUFCAoUOHonfv3jxERAghhJDPDf3SS+14f0q6Ourq6vDz88OsWbP4DoUQQggh5LPHewtjTfLz85Gfn893GIQQQgj5DFADY+14TxgDAgJkphljSE9Px65du9CjRw+eonp3XZrqoIetHjSU5ZGWW4zdd/5CSk5RtXU7mWthZHsTmbKyCilGHfyTm/Zqro92phrQVlFEuVSK1JwiBN/PQHL2m3XqixXR38kQTfVUIS8U4EleMULuZyAu8xVXJ2hAiyrb33D1MSLTPt1kPOTgPuzfHYic7CxYNrXBpKm/opm9Q431w8+fxbaNa5GR/heMTUwx9qdf4NzRhZvv0qZ5tcuNmzgZAwYP56avX7mIoK0bkfQoAYqKSnBq2RqLlr95f9+5eQNbN65BclIilEXK8Py6F0aNmwh5ed4/hv+Z/Xv3YEfgNmRlvYC1jS1m/DoLDi2qvidfO3f2NNatWY1nf/2FJqZm+HnyFHzp4srNZ4xh/doAhBw+hJcvC+D0RUv8NnsuTE3NuDr5eXlYvGg+LkaEQygUokvXbpg+4zeoqKpydRLi47BowTw8+DMGWtraGDDwBwwbMeo/OQYNxckjBxCyfwdyc7JhbmmNMZOmw9qu+vf245Qk7Nm+HkkJscjMSMfIH6eg1/eDZOrsDdyIfUGbZMqMm5hh464396WvXb4A0XcikZP1AiJlZdg1d4T3mEkwMTXn6iTEPsCOzQFISngIQABru+YYNnYSzK1sPtzONzChxw/h5OHdyM/NRhOLphgybgosbeyrrRt++iguh53E08fJAABzK1v0Gzpepn7w7s24cTEUOS+eQ05BAeZWtvjeexysbN+cX8nLfOxcvxx3I69AKBSgTUc3DB7rA5GyClfn/p3rCN61BX+lJUNBQRG2Dl9g4KhJ0NM3+o+OBPmYCBhjjM8AzM3NZaaFQiH09PTg7u4OX19fiMXid17n0H33P1R4ddK2iQZGtTfBjlt/ITm7EN1sdNGmiQZmnIjHy5KKKvU7mWthYEsj+J6M58oYgILicm66vakmCorL8UJSCgU5ATxt9dDGRAPTT8Rx61z8lQ2evyzBofsZKCuXopuNLjpZaGPa8Tjk/72uoAEtsPXGE8Skv+TWXVhagTJp/Zz2JV/Z1ct2Xgs7dxqL5v4Knxmz0ax5CxzatwvhYeew5/BxaGnrVKkfE30PE8cMxegJk+DcyRXnz5zC3p3bsHXXIVhYNQUAZGdlySwTee0yliyYjX0hp2DUuDLxj7gQimUL52D0+Elo2bodKioqkJyUCPeu3QEAjxLiMGboAAweNhoe3b9CVuZzLF88D84dXTDh56n/8VF5Q0NFod62deb0Kcz0nYaZc/zg4OCIPbt24Ny5M/jjxBno6FQ9F1H37mK49w+Y+PNkuLi64dTJ4wjcthX7D4egaVNrAMD2rZuxfetmzF+0GMbGjbFuzWokJibgyLFTUFJSAgCMHzMSWS9eYObceSgvK8Ocmb/CvrkDFi9bAQCQSCT4tqcn2jk7Y8SoMUhMSMDcWb9i6vRf8V2//vV2fNKyCuttW5cvnMXKRbMwYfJvsG7WHMcO7cWViFBs3H0UmlraVeonxD7AlYhzsLK2w9a1K9B34NBqE8arF89jwYqNXJlQTg4amlrc9JljwWhsaga9RoZ4+TIf+wI3IvlRArbuPwE5OTkUFRZiRP+eaNvBFd8NGoaKigrsDdyAhzFRCDx0GvLy9fN+zS8sq5ftAMCNi6HYuHwuhv00A1Y29jhzdD8ir4Rh2ZZD0NCsei7WL5mFpvaOsLZrAQVFRRw/tBN3rkVg8cb90NZtBAC4Fn4G6praaGRgjNLSYpw+sg83L4dhxbYQqP99PpbOmoS8nCwM/8kXFeXl2Pz7fFhY22HC9AUAgMyMvzB9dH907zMQnbt9i8JCCfZs+h1FRYVYuHZXvR2fNhYa9battz3JKeFt2ybaSrxtu654v4cxJSVF5pWUlIQbN25g0aJF75Us8sHTRg8Xk3JwJSUXzwpKsOPWXygtZ3CxqPrh/6f84nLu9c9kEQBuPM7Dw+cSvHhVimcFJdh39xlUFOXQWFMZAKCmKAcDdSWcjM3E07xiPJeU4lB0BpTkhTDWEMmsq7C0QmZb9ZUs8uHg3p342us79Py2N8wsLOHjOxsikQgnjx2ptv7h/bvR1rkjBgweDjNzS4wc9xOsbZsh5NBero6Orq7M68qlcHzRqi2XLJaXl2PNisUYN9EHvfr2h4mpGcwsLLlkEQAuhJ6BpZU1ho4ah8YmTeDUqg3G/eSDI4f3o/DVqypxfQp27QhEn+/6wat3X1haWWHmHD+IRCIcDQmutv6e3TvRodOXGDp8JCwsLfHjxJ9h16wZ9u/dDaCydXHPrp0YNWYc3Nw9YG1jiwX+S/EiMxMXws4DAJKTknD1ymXMmbcALVo4omWr1pjx60ycOX0SmZnPAQCnThxDWVkZ5s1fBCurpujR8ysMGDQYu3YG1s+B4cHRg7vh+XUfePTshSZmlhjv8xuURCKEnjpabX1rO3sMH/cLXLp0h4JizUmbnJwctHR0udc/k0UA6P5tXzR3bAV9QyNYWdvhh5ETkJWZgcyMZwCAp2kpeFmQj0EjxqFxEzOYmltigPcY5OVkIzMj/YPtf0Ny+sheuPXwgmu3b2BsaoFhP82AkpIIF88dr7b++Onz0fXr72BqaQ0jEzOMmvQbpFKGB1G3uDod3Lqj+Rdt0cjQGI1NLTFo1M8oKnyFtJREAMBfaSm4f/s6Rk76DVa2zWHT3AlDxk3BjYuhyM1+AQBITYyDVFqB74eMhb5RY5hb2aJn3x+QlpyA8vLyamP71AgE/L0+BrwnjB87OaEAZtrKeJgh4coYgAfPX8JSV6XG5ZTkhVj+rS1WfGuLiV+awki95m8XckIBOltpo7C0Ak9yK7ukJaUVSC8oRkczLSjKCSAUAJ2ttJFfXIbUt7rCB7c2xpo+zTC7mxW+tNCqbhOfhLKyMiTEPUTrtu25MqFQiFZt2+NBTHS1yzyIiUarNs4yZW3bd6ixfk52Fq5fuYSvevXhyhLiY/Ei8zmEAiFGDPoOXt07Y+rEsUh+lMjVKS0tg6KS7DlWUlJCaUkJ4uMevPO+NnRlpaWIffgA7Z07cGVCoRDt23fA/eiqIyMAwP2oKLRvL3suOnTshPtRUQCAv54+RVbWC7Rr/2adYrEYDi0cuXVGR9+DWF0d9s3f3ILQzrkDhEIhYu7f/7tOFFq1bg0FRUWZ7aSmpKDgE7xvuqysDI8SYuHYqh1XJhQK4dSqHeIf/P96Y549TYN3n64Y+b+vsXz+r8h8XnOSV1xUhPOnj0Hf0Bi6jQwAVHZhizU0EXryKMrKylBSUozQU0dhYmoOfYNPrxu0vKwMKYlxsHdqw5UJhULYO7XBo9iYOq2jpKQYFRXlUBOr17iN8NNHoaKqBlOLypb5R7ExUFETw8K6GVev+RdtIBAI8Siu8lYos6a2EAiEuBR6HNKKChS+kuDKhVOwd2r7Sd82Q+qO93dB7969Iahjeh0SElKlrKSkBCUlss3IFWWlkFNQrFL3vyBWkoOcUMB1Ab9WUFwOQ7Go2mXSC0qwLfIJnuYVQ1lBDj3s9DCzqxV+O5WA3KI3XSOORmKM69AEivJC5BeVY1l4MiSlb7q4l15IwcQvTbHx++ZgrHKbKyJSUFj2pk7I/Qw8fC5BaYUUzQ3EGNLaGEryQpxPyP7AR4J/+Xm5qKioqNL1rK2tg7TUlGqXycnOgvZb3aNa2rrIyc6qtv6Zk8egoqoCF7c3P12Z/tcTAEDglvWY8Ms0GBoa4cCeHZg0dhj2BJ+EuoYG2jp3wOH9u3D+7Cm4eXgiJzsLQdsqu/Le7vL+FOT+fS7e7nrW0dFBSkpytctkZWVBR0e3Sv2sv89FVlZlS4iObtV1Zv19DLOzsqCtLduyLy8vD3UNDWT/vXxWVhaMjRu/tQ5dbp66Bn9dYv+FgvxcSCsqoPVW17Omlg6epqW+93qt7Zrj5xnzYNzEFLnZWdgXtAkzfhqOtUGHoaLy5n7Rk0cOImjTKhQXFcG4iRnmr9gABYXKVksVFVX4r9qChTMn48DOLQAAw8ZNMG/ZOsh9gknKy4I8SKUV0HjrXGhoaSP96eM6rWP/9rXQ0taF/RdtZcrvRV7G2sUzUVpSDE1tXUxfuBZiDU0AQF5uNtQ1ZBsL5OTkoSZWR35u5d+CRgbGmL5wDdb4/4rtAYshlVagqZ0Dpsxb9X47+1H6SJr6eMJ7C6OGhgbCwsJw+/ZtruzOnTu4cOEC1NXVoaGhwb2q4+/vL1NHQ0MDMX9sq6/w30tSdiGupeYhLa8Y8S9eYc3lVLwsKYeblexFJPa5BLPPJGJhaBJi0l9ifEdTiJXkuPmDWxuhoKQci84nYd65R7j7Vz5+djGDhujNhfbYg0w8yipEWm4xTsW+wKnYF+hhq1dv+/qpOXXsCLp2/5q7Xw4ApH938Q8eNhqd3bvCxs4eM2YvAAQChIedBQC0bd8R4yb6YIX/PHh0bIlBfb9G+w5fAkCdvzAR0pC0bt8Jndy6wtzSGi3bdsCcJWvxSiLBlfBzMvU6d+2B1Vv3wT9gK4wbN8GSudNR+veX/JKSYgQs9YNdc0csW78TS9YGwtTcEn4zJqKkpJiP3WrQjh3cgRsXQ/Hz7KVQVJTtsbBzbI2F63ZjzoqtaNGqPdb6+yI/L6fO687LycK2gIX40qMn5q0OwsylGyEnr4CAhTPA86MOpIHgPWHU19dHv379kJKSgpCQEISEhCA5ORn9+/eHnp4eAgMDuVd1fH19uSF4Xr8ceo2ot/hfllSgQspkkjQAUBfJI7+4bjdSVzAgLbcIjcSyF4DSCoZMSSmSsgux/eZTVDAGF8vKpNJOXw1ORurYcDUNj7IK8Ti3CLtuP0NpBUMn85q7nZOzC6Gjqgh54aeXpGhoakFOTg65ObKtpzk52dB+q+XqNW0dXeRky9bPzcmqtn70vTtIe5yCr//RHQ0AOrqVCbiZhSVXpqioCCPjxjL3YfUf5I1T4ddx6HgojodeRidXNwCA0VutXZ8Crb/PRfZbxzY7Oxu6utWfC11dXWS/1bKbnZ0N3b/Phe7fxzk7q+Z16ujqIidH9o9keXk5CvLzufOkq1u1Bfn1dmuK7WOmrqEFoZwccnNlj0tebna1D4K9LzWxGEaNm3At7q+pqolh1NgUzR1bYca85XialoLrly8AAC6eP43MjGeYNMMP1nb2sLVvgSmz/PE8/S9EXon4YLE1FGJ1TQiFcsh/61zk5+ZAQ6v2c3Hy8G6cOLgD0xcGoIl50yrzRSJlGBiZwMrOAaN+mQWhnDwunj0GoLI1uSA/V6Z+RUU5JC8LuO2GnjgMZRU1DBgxEWZWNrB1aIlxU/3wIOoWkuL+rLI98vnhPWHcvn07pkyZAjm5Ny1ncnJymDx5MrZv3/6vyyspKUFdXV3mVV/d0QBQIWVIzSlCMwM1rkwAoJm+GpLq+BSkQAA01hQhr6j2BFMIQEFYecqU5CoTvre/9zFW+w20TTSVISkpR/kn+OCLgoICrG2b4c6tSK5MKpXi7q1I2Ds4VruMvYMj7t66IVN2K/J6tfVP/hECG7tmsLK2lSm3sW0GRUVFpD1+0+1dXl6GjPS/qtyHJRAIoKvXCEoiEcLOnkYjfQNY2zbDp0ZBURF2zewReeM6VyaVShEZeR0tHL+odpkWTk6IvCF7Lm5cv4YWTk4AAOPGjaGrq4fIyDfrlEgkiLkfza3T0fELvCwowMMHb/7A3Yy8AalUyg3n4+johDu3b6OsrExmO2bm5p9cdzRQ+bmwsrbD/Tuyn4vouzdhY1/zEEfvqqiwEBnPnkJLu5akmzEwBu7YlxQXQyAQyrSyCwUCCAQCruX+UyKvoADzprYyD6xIpVI8iLoNK7uah/46cWgnju7bhmnzV8vch1gbJpWirKwUAGBl54BCyUukJMZy8x9G3QZjUm7ondKSYgiFsimB8O+/y9LPpIWRHnqpHe8JY3l5OeLi4qqUx8XFQSqV8hDRuzsb/wKultroaK4FQ3UlDGlTeZ/g5ZTKb3Sj2pvgO0cDrv639o1gb6AGPVVFmGopY4xzE+ioKOJSUuW3TkU5Afq2MICljgp0VBRgqqWM4e0aQ0tFATfT8gAAj7IK8aqsAqPam8BEU8SNyainqoDoZ5VD6DgZieFioQ1jDSU0UlOEm5U2vrZv9Enev/hav4FDcOLoYZw+8QdSU5KwYvF8FBUVoec3XgCAhXN8sWnt71z97/73AyKvX8X+3UF4nJqM7ZvXIT72Afp8P1Bmva8kEkSEncPXvfpW2aaqmhq+7dMPgZvX4+aNq0hLTcGKxfMBAG4e3bh6+3ZtR9KjBKQkPcKOrRuxZ8dWTJriK/Nl6VMy2HsYQg4fxLGjR5CclIQF8+aiqKgIXr0rW2h/852G1b+v4OoP+mEIrl29jB1B25GSnIQN69bgwZ9/4n8DfwBQmWwPGjwEWzZtQMSFMCQmxGOm7zToNWoE9y6V95RaWFqiY6cv4TdnFmLu38e9u3fgv3A+uvf4Co0a6QMAenz1DRQUFDB39m949CgRZ06fwp7dOzF4yLD6PUD1yKvfDzh78gjCzhzDk9RkrF+5CMVFRfDo0QsAsHLhTOzY/GbM0LKyMiQnxiM5MR7lZWXIzspEcmI8nj1N4+psW78SMVG38Tz9GWL/jMKimZMhFArh6lE5OkDGs6c4tHsbHsU/RObzdMT+GYXFc6ZCSUkJrdt3AgA4tW4PiaQAG373x5PUZDxOScKqxXMhJyeHFi1b1+MRqj89eg9ExJk/cCn0BP5KS0Hg2iUoKSmCa9evAQAbl8/BgcB1XP3jB3fg8M5NGPXLLOjqGyIvJwt5OVkoLqpskCguLsKBoPV4FBuDrOfpSEmMxeaV85Gb/QLtvuwCADBuYo4WrZ2xdfUiJMU/QMKDaOzYsAztXbtCS6ey5d2pTUckJzzEkT1bkfFXGlIexWHzynnQbWQIM0vrej5KpCHi/a7iYcOGYcSIEUhKSkLbtpU38UZGRmLx4sUYNuzjuIDfTMuHWEkevR30oSGqHLh7RUQKN1SOjoqCzD0gqopyGNa2MTRE8igsrUBqThEWnH+EZwWV9/UwBhiqK6GTuSnUlOQgKalASk4hFp1P4upISiuwIiIFfVsYYLq7BeSEAvyVX4zVlx/jSV7lvT8VjKGLtQ4GqBlCACBTUop9d5/hYlLd72v52HTp1gN5ebnYvmktcrKzYGVti+UBG7ku5ucZ6RAI3nxPcnD8ArMXLMHWDWuwZf1qNDYxxcLlAdwYjK+FnTsNxhi6ePasdrvjJ/lATk4OC+f4oqSkBM3sHbBq/XaI1d+0WN24dgW7tm9BaVkprJraYNHyNWjf8cv/4Cg0DN179ERuTg7Wrw1AVtYL2NjaYf2mrdD5u9s3Iz0dwn+cC6cvWsJ/6XKsDViFNatWoompGVatWceNwQgAw0aMQlFREebNnY2XLwvwRctWWL9pq8w9pf5LlsN/4XyMHuHNDdw9w3cmN18sFmPjlm1YtGAeBnzfB5paWhgzdny9jsFY375090R+Xi72bN+A3JxsWFjZwG/ZOq5L+kVmBgT/aF3KyXqBSSP/x00f2b8TR/bvRHOnVvBfvRUAkP3iOZbP80VBQT40NLXQzMEJyzfs5MYSVFBUxIP793Ds8F5IXhZAU0sH9o4tsXRdEDf2o4mpOWYtWo19OzZh6gRvCARCWDS1xdyl66Ct82nea93etSsK8nMRvHsz8nOyYWppjWnzV3Ndw1mZz2WuUWEnQ1BeXoaAhTNk1tN70Ej0/WE0hEIh0p+kYvX5k3iZnwc1dQ1YWDfDzGWb0dj0zW0y46fNw471y+DvOwECgQBtOrpjyDgfbr69UxuMnzYfJw7vwonDu6CkJIKVnQOmLVgNRaXqH+D81HwkDX284X3gbqlUiuXLl2P16tVIT6+838vQ0BCTJk2Cj4/Pe7W+1PfA3aRm9T1wN6ldfQ7cTWpXnwN3k9rV58DdpHZ8Dtz9LK+Ut20badbfrXTvi/cWRqFQiGnTpmHatGkoKCgAAKirVz++FCGEEELIf+FjuZeQL7wnjP9EiSIhhBBCSMPD+0MvhBBCCCGkYWtQLYyEEEIIIXwQ0GMvtaIWRkIIIYQQUitqYSSEEEIIoQbGWvGeMAYEBFRbLhAIIBKJYGVlBRcXl092cGNCCCGEkIaO94Tx999/x4sXL1BYWAgtrcrfQM7NzYWKigrU1NSQmZkJCwsLhIeHw8TEhOdoCSGEEEI+P7zfw7ho0SK0adMGiYmJyM7ORnZ2NhISEtCuXTusXr0aaWlpMDAwwC+//MJ3qIQQQgj5RAl4fH0MeG9hnDlzJoKDg2Fp+eYnjKysrLB8+XL07dsXycnJWLp0Kfr2rfobvoQQQggh5L/He8KYnp6O8vLyKuXl5eXIyMgAABgZGeHly5f1HRohhBBCPhP0Sy+1471L2s3NDWPGjMG9e/e4snv37mHcuHFwd3cHAMTExMDc3JyvEAkhhBBCPmu8J4zbtm2DtrY2WrVqBSUlJSgpKaF169bQ1tbGtm3bAABqampYsWIFz5ESQggh5FMl4PHfx4D3LmkDAwOEhoYiLi4OCQkJAAAbGxvY2Nhwddzc3PgKjxBCCCHks8d7wviara0tbG1t+Q6DEEIIIYS8hfeEsaKiAkFBQQgLC0NmZiakUqnM/AsXLvAUGSGEEEI+Gx9HzzBveE8YJ02ahKCgIHz11Vdo3rw5BPSYEiGEEEJIg8J7wrh//34cPHgQPXv25DsUQgghhHymqLmqdrw/Ja2oqAgrKyu+wyCEEEIIITXgPWH08fHB6tWrwRjjOxRCCCGEEFIN3rukr1y5gvDwcJw+fRr29vZQUFCQmR8SEsJTZIQQQgj5XNAjFLXjPWHU1NRE7969+Q6DEEIIIYTUgPeEMTAwkO8QCCGEEPKZ+1h+cYUvvCeMr7148QLx8fEAKn/pRU9Pj+eICCGEEEII0AAeenn16hWGDx8OQ0NDuLi4wMXFBUZGRhgxYgQKCwv5Do8QQgghnwGBgL/Xx4D3hHHy5Mm4ePEijh8/jry8POTl5eGPP/7AxYsX4ePjw3d4hBBCCCGfPd67pIODg3H48GF07tyZK+vZsyeUlZXRr18/bNiwgb/gCCGEEEII/y2MhYWF0NfXr1LeqFEj6pImhBBCCGkAeE8YnZ2dMWfOHBQXF3NlRUVF8PPzg7OzM4+REUIIIYQQoAF0Sa9atQrdu3dH48aN4ejoCACIjo6GSCTC2bNneY6OEEIIIZ+Dj+XhE77wnjA6ODggMTERe/bsQVxcHABgwIABGDRoEJSVlXmOjhBCCCGE8JowlpWVwdbWFidOnMCoUaP4DIUQQgghhNSA14RRQUFB5t5FQgghhBA+0C+91I73h14mTJiAJUuWoLy8nO9QCCGEEEJINXi/h/HWrVsICwvDuXPn4ODgAFVVVZn5ISEhPEVGCCGEkM8FPfRSO94TRk1NTfTt25fvMAghhBBCSA14SxhTUlJgbm6OwMBAvkIghBBCCAEAuoPxX/B2D6OlpSXMzc0xfPhw7N69G0+fPuUrFEIIIYQQUgveWhgvXLiAiIgIREREYN++fSgtLYWFhQXc3d3h5uYGNze3an8ykBBCCCGE1C/eEsbOnTujc+fOAIDi4mJcu3aNSyB37NjBjdH44MEDvkIkhBBCyOeC+qRrxftDLwAgEong7u6OTp06wc3NDadPn8amTZu4X34hhBBCCCH84TVhLC0txY0bNxAeHo6IiAhERkbCxMQELi4uWLt2LVxdXfkMjxBCCCGfCRq4u3a8JYzu7u6IjIyEubk5XF1dMWbMGOzduxeGhoZ8hUQIIYQQQqrBW8J4+fJlGBoawt3dHZ07d4arqyt0dHT4CocQQgghhNSAt2F18vLysHnzZqioqGDJkiUwMjKCg4MDfvzxRxw+fBgvXrzgKzRCCCGEfGYEAv5eHwMBY4zxHQQAvHz5EleuXOHuZ4yOjkbTpk3x559/vvO6hu67/x9ESN7Hkq/s+A6B/IOGigLfIZC/pWUV8h0C+Vt+YRnfIZC/tbHQ4G3br0r5S4dUFRt+1tggnpIGAFVVVWhra0NbWxtaWlqQl5dHbGws32ERQggh5DPQ8FM2fvGWMEqlUty+fRsREREIDw/H1atX8erVKxgbG8PNzQ3r1q2Dm5sbX+ERQgghhJC/8ZYwampq4tWrVzAwMICbmxt+//13dO7cGZaWlnyFRAghhBBCqsFbwrhs2TK4ubnB2tqarxAIIYQQQipRn3SteEsYx4wZw9emCSGEEELIO2gwD70QQgghhPCFfumldryNw0gIIYQQQt7PunXrYGZmBpFIhHbt2uHmzZu11j906BBsbW0hEong4OCAU6dOvdP2KGEkhBBCyGfvYxq4+8CBA5g8eTLmzJmDu3fvwtHREZ6ensjMzKy2/rVr1zBgwACMGDEC9+7dg5eXF7y8vN5prOsGM3D3h0QDdzccNHB3w0IDdzccNHB3w0EDdzccfA7cXVzO26YhescbBNu1a4c2bdpg7dq1ACqHKjQxMcFPP/2EGTNmVKnfv39/vHr1CidOnODK2rdvDycnJ2zcuLFO26QWRkIIIYQQHpWUlKCgoEDmVVJSUm3d0tJS3LlzBx4eHlyZUCiEh4cHrl+/Xu0y169fl6kPAJ6enjXWr84n+dBL0IAWfIfw/1ZSUgJ/f3/4+vpCSUmJ73A+a3QuGo5P6VxYG6jwHcL/y6d0Lj4FdD7+/961le9DmrvAH35+fjJlc+bMwdy5c6vUzcrKQkVFBfT19WXK9fX1ERcXV+36MzIyqq2fkZFR5xiphbGBKikpgZ+fX43fMEj9oXPRcNC5aDjoXDQsdD4+br6+vsjPz5d5+fr68h2WjE+yhZEQQggh5GOhpKRU55ZhXV1dyMnJ4fnz5zLlz58/h4GBQbXLGBgYvFP96lALIyGEEELIR0JRURGtWrVCWFgYVyaVShEWFgZnZ+dql3F2dpapDwChoaE11q8OtTASQgghhHxEJk+eDG9vb7Ru3Rpt27bFqlWr8OrVKwwbNgwAMGTIEBgbG8Pf3x8AMGnSJLi6umLFihX46quvsH//fty+fRubN2+u8zYpYWyglJSUMGfOHLp5uQGgc9Fw0LloOOhcNCx0Pj4v/fv3x4sXLzB79mxkZGTAyckJZ86c4R5sSUtLg1D4phO5Q4cO2Lt3L2bOnIlff/0VTZs2xdGjR9G8efM6b/OTHIeREEIIIYR8OHQPIyGEEEIIqRUljIQQQgghpFaUMBJCCCGEkFpRwkg+emZmZli1ahXfYRBCCAFdkz9VlDDyaOjQoRAIBFi8eLFM+dGjRyEQCHiKqv507twZP//8c5XyoKAgaGpq1nk9t27dwujRoz9cYB/Yu+7Pu5g7dy6cnJzqVDcjIwM//fQTLCwsoKSkBBMTE3zzzTdVxuZqKP7L40ZqxhiDh4cHPD09q8xbv349NDU18fTpUx4i+zA2btwIsViM8vJyrkwikUBBQQGdO3eWqRsREQGBQICkpKR6jvLjUNNntKFfk8n7oYSRZyKRCEuWLEFubi7foXy09PT0oKLSMH+Xt6ysjO8QAACpqalo1aoVLly4gGXLliEmJgZnzpyBm5sbJkyY8N7rLS0trba8oez3x6IhHS+BQIDAwEBERkZi06ZNXHlKSgqmTZuGNWvWoHHjxjxG+P/j5uYGiUSC27dvc2WXL1+GgYEBIiMjUVxczJWHh4ejSZMmsLS0rLKemt77pGFfk8n7o4SRZx4eHjAwMOAG16xOcHAw7O3toaSkBDMzM6xYsaIeI+TX0KFD4eXlheXLl8PQ0BA6OjqYMGGCzB/Yt7s/BAIBNm3ahK+//hoqKiqws7PD9evX8ejRI3Tu3Bmqqqro0KGDTKvB65a6TZs2wcTEBCoqKujXrx/y8/O5OlKpFPPmzUPjxo2hpKTEjXv1WmpqKgQCAQ4cOABXV1eIRCLs2bMHw4YNQ35+PgQCAQQCAfdj8rt27ULr1q0hFothYGCAgQMHIjMzk1vf69aNsLAwtG7dGioqKujQoQPi4+MBVH679/PzQ3R0NLfuoKCgao/j+PHjIRAIcPPmTfTt2xfW1tawt7fH5MmTcePGDa5eWloaevXqBTU1Nairq6Nfv34yPyf1+jht3boV5ubmEIlE3DHfsGEDvv32W6iqqmLhwoUAgD/++AMtW7aESCSChYUF/Pz8ZFp28vLyMGbMGOjr60MkEqF58+Y4ceIEIiIiajxub0tKSkKvXr2gr68PNTU1tGnTBufPn5epY2ZmhkWLFmH48OEQi8Vo0qSJzIC1paWl+PHHH2FoaAiRSARTU1PuMzllyhR8/fXXXN1Vq1ZBIBDInHsrKyts3bqVm966dSvs7OwgEolga2uL9evXc/Nqep80JCYmJli9ejWmTJmClJQUMMYwYsQIdOvWDV988QV69OgBNTU16OvrY/DgwcjKyuKWPXz4MBwcHKCsrAwdHR14eHjg1atXPO6NLBsbGxgaGiIiIoIri4iIQK9evWBubi7zeYiIiICbmxuAN9eihQsXwsjICDY2NgCAmJgYuLu7c/s7evRoSCQSbh11uYalp6fjq6++grKyMszNzbF3795/7datqKjA5MmToampCR0dHUybNg3e3t7w8vLi6lS3DicnJ5nPUl5eHkaOHAk9PT2oq6vD3d0d0dHR3Pzo6Gi4ublBLBZDXV0drVq1wu3bt2v9jL693bpeV3bt2gUzMzNoaGjgf//7H16+fFnj/hMeMMIbb29v1qtXLxYSEsJEIhF78uQJY4yxI0eOsNen5vbt20woFLJ58+ax+Ph4FhgYyJSVlVlgYCCPkX8Yrq6ubNKkSVXKAwMDmYaGBmOs8hipq6uzsWPHstjYWHb8+HGmoqLCNm/ezNU3NTVlv//+OzcNgBkbG7MDBw6w+Ph45uXlxczMzJi7uzs7c+YMe/jwIWvfvj3r3r07t8ycOXOYqqoqc3d3Z/fu3WMXL15kVlZWbODAgVydlStXMnV1dbZv3z4WFxfHpk2bxhQUFFhCQgJjjLGUlBQGgJmZmbHg4GCWnJzMUlNT2apVq5i6ujpLT09n6enp7OXLl4wxxrZt28ZOnTrFkpKS2PXr15mzszPr0aMHt73w8HAGgLVr145FRESwBw8esC+//JJ16NCBMcZYYWEh8/HxYfb29ty6CwsLqxzP7OxsJhAI2KJFi2o9HxUVFczJyYl16tSJ3b59m924cYO1atWKubq6VjlO3bt3Z3fv3mXR0dHcMW/UqBHbvn07S0pKYo8fP2aXLl1i6urqLCgoiCUlJbFz584xMzMzNnfuXG577du3Z/b29uzcuXMsKSmJHT9+nJ06dYqVlJTUeNzeFhUVxTZu3MhiYmJYQkICmzlzJhOJROzx48cy7xFtbW22bt06lpiYyPz9/ZlQKGRxcXGMMcaWLVvGTExM2KVLl1hqaiq7fPky27t3L2OMsWPHjjENDQ1WXl7OGGPMy8uL6erqsunTpzPGGHv69CkDwBITExljjO3evZsZGhpy74Hg4GCmra3NgoKCanyfPHv2rNZzw5devXqxzp07s4CAAKanp8cyMzOZnp4e8/X1ZbGxsezu3busa9euzM3NjTHG2LNnz5i8vDxbuXIlS0lJYffv32fr1q2r8dzxZeDAgaxbt27cdJs2bdihQ4fY2LFj2ezZsxljlZ8vJSUl7rx5e3szNTU1NnjwYPbnn3+yP//8k0kkEmZoaMj69OnDYmJiWFhYGDM3N2fe3t7cuutyDfPw8GBOTk7sxo0b7M6dO8zV1ZUpKyvLXNfetmTJEqalpcWCg4PZw4cP2YgRI5hYLGa9evXi6rx9bWSMMUdHRzZnzhyZbX/zzTfs1q1bLCEhgfn4+DAdHR2WnZ3NGGPM3t6e/fDDDyw2NpYlJCSwgwcPsqioqFo/o//cbl2vK2pqatxxvHTpEjMwMGC//vrrv51KUo8oYeTR64SRMcbat2/Phg8fzhiTTRgHDhzIunbtKrPc1KlTWbNmzeo11v9CXRNGU1NT7o81Y4x9//33rH///tx0dQnjzJkzuenr168zAGzbtm1c2b59+5hIJOKm58yZw+Tk5NjTp0+5stOnTzOhUMjS09MZY4wZGRmxhQsXysTapk0bNn78eMbYm0Rg1apVNe5PbW7dusUAcBfd1wnj+fPnuTonT55kAFhRUREXt6OjY63rjYyMZABYSEhIrfXOnTvH5OTkWFpaGlf24MEDBoDdvHmT256CggLLzMyUWRYA+/nnn2XKunTpUiVJ3bVrFzM0NGSMMXb27FkmFApZfHx8tfHU9bhVx97enq1Zs4abNjU1ZT/88AM3LZVKWaNGjdiGDRsYY4z99NNPzN3dnUml0irrys3NZUKhkN26dYtJpVKmra3N/P39Wbt27RhjlQmisbExV9/S0pJLNl+bP38+c3Z2ZozV/D5piJ4/f850dXWZUChkR44cYfPnz5dJtBhj7MmTJwwAi4+PZ3fu3GEAWGpqKk8R182WLVuYqqoqKysrYwUFBUxeXp5lZmayvXv3MhcXF8YYY2FhYQwA98XD29ub6evrs5KSEm49mzdvZlpaWkwikXBlJ0+eZEKhkGVkZHDL1XYNi42NZQDYrVu3uPmJiYkMQK0Jo6GhIVu6dCk3XVZWxho3bvxOCePly5eZuro6Ky4ulqljaWnJNm3axBhjTCwWc0nz22r6jP5zu3W9rqioqLCCggKuztSpU7nPGGkYqEu6gViyZAl27NiB2NhYmfLY2Fh07NhRpqxjx45ITExERUVFfYbIG3t7e8jJyXHThoaGMl231WnRogX3/9c/leTg4CBTVlxcjIKCAq6sSZMmMDY25qadnZ0hlUoRHx+PgoICPHv2rNpz8fY5a926dZ32686dO/jmm2/QpEkTiMViuLq6AqjsvqlpXwwNDQHgX/f/n1gdf8wpNjYWJiYmMDEx4cqaNWsGTU1NmX00NTWFnp5eleXf3u/o6GjMmzcPampq3GvUqFFIT09HYWEhoqKi0LhxY1hbW9d5X6ojkUgwZcoU2NnZQVNTE2pqaoiNja31OAoEAhgYGHDHcejQoYiKioKNjQ0mTpyIc+fOcXU1NTXh6OiIiIgIxMTEQFFREaNHj8a9e/cgkUhw8eJF7ty9evUKSUlJGDFihMx+L1iwoMqDE3V9n/CpUaNGGDNmDOzs7ODl5YXo6GiEh4fL7JutrS2AylsDHB0d0aVLFzg4OOD777/Hli1bGuT92Z07d8arV69w69YtXL58GdbW1tDT04Orqyt3H2NERAQsLCzQpEkTbjkHBwcoKipy07GxsXB0dISqqipX1rFjR+668Vpt17D4+HjIy8ujZcuW3HwrKytoaWnVGH9+fj7S09PRrl07rkxeXv6d31PR0dGQSCTQ0dGROacpKSnc+3Xy5MkYOXIkPDw8sHjx4nd+AKiu1xUzMzOIxWJuui7XeVK/6LekGwgXFxd4enrC19cXQ4cO5TuceqGuri5zj+BreXl50NDQ4KYVFBRk5gsEAkil0lrX/c9lXj9xXl3Zv63nffzzj0dNXr16BU9PT3h6emLPnj3Q09NDWloaPD09q9xM//+Nu2nTphAIBIiLi6vzMrWpaf/eLpdIJPDz80OfPn2q1BWJRFBWVv4g8UyZMgWhoaFYvnw5rKysoKysjO+++67W4wjIvo9atmyJlJQUnD59GufPn0e/fv3g4eGBw4cPA6hMMCIiIqCkpARXV1doa2vDzs4OV65cwcWLF+Hj48PtMwBs2bJF5o85AJmEAajb+6QhkJeXh7x85Z8KiUSCb775BkuWLKlSz9DQEHJycggNDcW1a9dw7tw5rFmzBr/99hsiIyNhbm5e36HXyMrKCo0bN0Z4eDhyc3O5hN/IyAgmJia4du0awsPD4e7uLrPc+56z97mGfQhCobDKF8Z/3jspkUiq3M/52uunn+fOnYuBAwfi5MmTOH36NObMmYP9+/ejd+/eHzRWvo4RqTtqYWxAFi9ejOPHj+P69etcmZ2dHa5evSpT7+rVq7C2tq7yB+hjY2Njg7t371Ypv3v37v+71el9pKWl4dmzZ9z0jRs3IBQKYWNjA3V1dRgZGVV7Lpo1a1brehUVFau0BsfFxSE7OxuLFy/Gl19+CVtb2/f6Nl3dut+mra0NT09PrFu3rtqHD/Ly8gBUvteePHmCJ0+ecPMePnyIvLy8f93H6rRs2RLx8fGwsrKq8hIKhWjRogWePn2KhISE9943oPIcDB06FL1794aDgwMMDAyQmpr6zvGqq6ujf//+2LJlCw4cOIDg4GDk5OQAAFxdXXHlyhWEhYVxQ6907twZ+/btQ0JCAlemr68PIyMjJCcnV9nnhpQwva+WLVviwYMHMDMzq7J/r5MpgUCAjh07ws/PD/fu3YOioiKOHDnCc+RVubm5ISIiAhERETLD6bi4uOD06dO4efMm98BLTezs7BAdHS3zubp69Sp33agLGxsblJeX4969e1zZo0ePam2Z1dDQgKGhISIjI7my8vJy3LlzR6aenp4e0tPTuemCggKkpKRw0y1btkRGRgbk5eWrnE9dXV2unrW1NX755RecO3cOffr0QWBgIIC6fUY/9HWF8IcSxgbEwcEBgwYNQkBAAFfm4+ODsLAwzJ8/HwkJCdixYwfWrl2LKVOm8BjphzFu3DgkJCRg4sSJuH//PuLj47Fy5Urs27ePa7GpTyKRCN7e3oiOjsbly5cxceJE9OvXDwYGBgCAqVOnYsmSJThw4ADi4+MxY8YMREVFYdKkSbWu18zMDBKJBGFhYcjKykJhYSGaNGkCRUVFrFmzBsnJyTh27Bjmz5//zjGbmZkhJSUFUVFRyMrKQklJSbX11q1bh4qKCrRt2xbBwcFITExEbGwsAgIC4OzsDKDyif3X78G7d+/i5s2bGDJkCFxdXd+r+3T27NnYuXMn/Pz88ODBA8TGxmL//v2YOXMmgMokzMXFBX379kVoaCjXwvf66ePqjlt1mjZtipCQEERFRSE6OhoDBw5855aJ1++7uLg4JCQk4NChQzAwMOBaWVxcXPDy5UucOHFCJmHcs2cPDA0NZb7g+Pn5wd/fHwEBAUhISEBMTAwCAwOxcuXKdzyCDc+ECROQk5ODAQMG4NatW0hKSsLZs2cxbNgwVFRUIDIyEosWLcLt27eRlpaGkJAQvHjxAnZ2dnyHXoWbmxuuXLmCqKgoroURqHxfbtq0CaWlpf+aMA4aNIi7bvz5558IDw/HTz/9hMGDB3O3wvwbW1tbeHh4YPTo0bh58ybu3buH0aNHQ1lZudbxeCdNmoTFixfj6NGjiIuLw/jx47kvf6+5u7tj165duHz5MmJiYuDt7S3T0ODh4QFnZ2d4eXnh3LlzSE1NxbVr1/Dbb7/h9u3bKCoqwo8//oiIiAg8fvwYV69exa1bt7jzWZfP6Ie+rhD+UMLYwMybN0/mj13Lli1x8OBB7N+/H82bN8fs2bMxb968T6Lb2sLCApcuXUJcXBw8PDzQrl07HDx4EIcOHUL37t3rPR4rKyv06dMHPXv2RLdu3dCiRQuZ4VAmTpyIyZMnw8fHBw4ODjhz5gyOHTuGpk2b1rreDh06YOzYsejfvz/09PSwdOlS6OnpISgoCIcOHUKzZs2wePFiLF++/J1j7tu3L7p37w43Nzfo6elh37591dazsLDA3bt34ebmBh8fHzRv3hxdu3ZFWFgYNmzYAKCyZeiPP/6AlpYWXFxc4OHhAQsLCxw4cOCd4wIAT09PnDhxAufOnUObNm3Qvn17/P777zA1NeXqBAcHo02bNhgwYACaNWuGadOmcS0W1R236qxcuRJaWlro0KEDvvnmG3h6esrcD1YXYrEYS5cuRevWrdGmTRukpqbi1KlTEAorL5FaWlpwcHCAnp4ed8+ei4sLpFKpTLIBACNHjsTWrVsRGBgIBwcHuLq6Iigo6JNoYXzdyl5RUYFu3brBwcEBP//8MzQ1NSEUCqGuro5Lly6hZ8+esLa2xsyZM7FixQr06NGD79CrcHNzQ1FREaysrGSSO1dXV7x8+ZIbfqc2KioqOHv2LHJyctCmTRt899136NKlC9auXftOsezcuRP6+vpwcXFB7969MWrUKIjFYm7Yqur4+Phg8ODB8Pb2hrOzM8RicZVuYl9fX7i6uuLrr7/GV199BS8vL5kxJQUCAU6dOgUXFxcMGzYM1tbW+N///ofHjx9DX18fcnJyyM7OxpAhQ2BtbY1+/fqhR48e8PPzA1C3z+iHvq4Q/ghYXe+IJ+QTNnfuXBw9ehRRUVF8h0II+cw9ffoUJiYmOH/+PLp06VLn5YYOHYq8vDwcPXr0vwuOfLbooRdCCCGERxcuXIBEIoGDgwPS09Mxbdo0mJmZwcXFhe/QCOFQwkgIIYTwqKysDL/++iuSk5MhFovRoUMH7Nmzp8qTw4TwibqkCSGEEEJIreihF0IIIYQQUitKGAkhhBBCSK0oYSSEEEIIIbWihJEQQgghhNSKEkZCCCGEEFIrShgJIf9vQ4cOhZeXFzfduXNn/Pzzz/UeR0REBAQCQZWfSPsngUDwTgMbz507F05OTv+vuFJTUyEQCGhgeELIR4sSRkI+UUOHDoVAIIBAIICioiKsrKwwb948lJeX/+fbDgkJqfNvY9clySOEEMIvGribkE9Y9+7dERgYiJKSEpw6dQoTJkyAgoICfH19q9QtLS2FoqLiB9mutrb2B1kPIYSQhoFaGAn5hCkpKcHAwACmpqYYN24cPDw8cOzYMQBvupEXLlwIIyMj2NjYAACePHmCfv36QVNTE9ra2ujVqxdSU1O5dVZUVGDy5MnQ1NSEjo4Opk2bhrfH/3+7S7qkpATTp0+HiYkJlJSUYGVlhW3btiE1NRVubm4AAC0tLQgEAgwdOhQAIJVK4e/vD3NzcygrK8PR0RGHDx+W2c6pU6dgbW0NZWVluLm5ycRZV9OnT4e1tTVUVFRgYWGBWbNmoaysrEq9TZs2wcTEBCoqKujXrx/y8/Nl5m/duhV2dnYQiUSwtbXF+vXra9xmbm4uBg0aBD09PSgrK6Np06YIDAx859gJIaS+UAsjIZ8RZWVlZGdnc9NhYWFQV1dHaGgogMqfKPP09ISzszMuX74MeXl5LFiwAN27d8f9+/ehqKiIFStWICgoCNu3b4ednR1WrFiBI0eOwN3dvcbtDhkyBNevX0dAQAAcHR2RkpKCrKwsmJiYIDg4GH379kV8fDzU1dWhrKwMAPD398fu3buxceNGNG3aFJcuXcIPP/wAPT09uLq64smTJ+jTpw8mTJiA0aNH4/bt2/Dx8XnnYyIWixEUFAQjIyPExMRg1KhREIvFmDZtGlfn0aNHOHjwII4fP46CggKMGDEC48ePx549ewAAe/bswezZs7F27Vp88cUXuHfvHkaNGgVVVVV4e3tX2easWbPw8OFDnD59Grq6unj06BGKioreOXZCCKk3jBDySfL29ma9evVijDEmlUpZaGgoU1JSYlOmTOHm6+vrs5KSEm6ZXbt2MRsbGyaVSrmykpISpqyszM6ePcsYY8zQ0JAtXbqUm19WVsYaN27MbYsxxlxdXdmkSZMYY4zFx8czACw0NLTaOMPDwxkAlpuby5UVFxczFRUVdu3aNZm6I0aMYAMGDGCMMebr68uaNWsmM3/69OlV1vU2AOzIkSM1zl+2bBlr1aoVNz1nzhwmJyfHnj59ypWdPn2aCYVClp6ezhhjzNLSku3du1dmPfPnz2fOzs6MMcZSUlIYAHbv3j3GGGPffPMNGzZsWI0xEEJIQ0MtjIR8wk6cOAE1NTWUlZVBKpVi4MCBmDt3LjffwcFB5r7F6OhoPHr0CGKxWGY9xcXFSEpKQn5+PtLT09GuXTtunry8PFq3bl2lW/q1qKgoyMnJwdXVtc5xP3r0CIWFhejatatMeWlpKb744gsAQGxsrEwcAODs7Fznbbx24MABBAQEICkpCRKJBOXl5VBXV5ep06RJExgbG8tsRyqVIj4+HmKxGElJSRgxYgRGjRrF1SkvL4eGhka12xw3bhz69u2Lu3fvolu3bvDy8kKHDh3eOXZCCKkvlDAS8glzc3PDhg0boKioCCMjI8jLy37kVVVVZaYlEglatWrFdbX+k56e3nvF8LqL+V1IJBIAwMmTJ2USNaDyvswP5fr16xg0aBD8/Pzg6ekJDQ0N7N+/HytWrHjnWLds2VIlgZWTk6t2mR49euDx48c4deoUQkND0aVLF0yYMAHLly9//50hhJD/ECWMhHzCVFVVYWVlVef6LVu2xIEDB9CoUaMqrWyvGRoaIjIyEi4uLgAqW9Lu3LmDli1bVlvfwcEBUqkUFy9ehIeHR5X5r1s4KyoquLJmzZpBSUkJaWlpNbZM2tnZcQ/wvHbjxo1/38l/uHbtGkxNTfHbb79xZY8fP65SLy0tDc+ePYORkRG3HaFQCBsbG+jr68PIyAjJyckYNGhQnbetp6cHb29veHt748svv8TUqVMpYSSENFj0lDQhhDNo0CDo6uqiV69euHz5MlJSUhAREYGJEyfi6dOnAIBJkyZh8eLFOHr0KOLi4jB+/Phax1A0MzODt7c3hg8fjqNHj3LrPHjwIADA1NQUAoEAJ06cwIsXLyCRSCAWizFlyhT88ssv2LFjB5KSknD37l2sWbMGO3bsAACMHTsWiYmJmDp1KuLj47F3714EBQW90/42bdoUaWlp2L9/P5KSkhAQEIAjR45UqScSieDt7Y3o6GhcvnwZEydORL9+/WBgYAAA8PPzg7+/PwICApCQkICYmBgEBgZi5cqV1W539uzZ+OOPP/Do0SM8ePAAJ06cgJ2d3TvFTggh9YkSRkIIR0VFBZcuXUKTJk3Qp08f2NnZYcSIESguLuZaHH18fDB48GB4e3vD2dkZYrEYvXv3rnW9GzZswHfffYfx48fD1tYWo0aNwqtXrwAAxsbG8PPzw4wZM6Cvr48ff/wRADB//nzMmjUL/v7+sLOzQ/fu3XHy5EmYm5sDqLyvMDg4GEePHoWjoyM2btyIRYsWvdP+fvvtt/jll1/w448/wsnJCdeuXcOsWbOq1LOyskKfPn3Qs2dPdOvWDS1atJAZNmfkyJHYunUrAgMD4eDgAFdXVwQFBXGxvk1RURG+vr5o0aIFXFxcICcnh/37979T7IQQUp8ErKY71QkhhBBCCAG1MBJCCCGEkH9BCSMhhBBCCKkVJYyEEEIIIaRWlDASQgghhJBaUcJICCGEEEJqRQkjIYQQQgipFSWMhBBCCCGkVpQwEkIIIYSQWlHCSAghhBBCakUJIyGEEEIIqRUljIQQQgghpFb/By9QRHTypVj+AAAAAElFTkSuQmCC","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:433: 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:434: 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(\"Ensemble Model (Open Source)\")"]},{"cell_type":"code","execution_count":30,"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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:433: 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:434: 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:412: 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:413: 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)\n"]},{"name":"stdout","output_type":"stream","text":["Title: 湖畔迷影\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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uKkF6V4dIiIiIhIKSaMRERERKQUh6SJiIiIOOlFKVYYiYiIiEgpVhiJiIiIOOlFKR4dIiIiIlKKFUYiIiIiVhiV4tEhIiIiIqWYMBIRERGRUhySJiIiIhLztjrKsMJIREREREqxwkhERETESS9K8egQERERkVJMGImIiIhIKQ5JExEREfFZ0kqxwkhERERESrHCSERERMRJL0rx6BARERGRUqwwEhEREfEaRqVYYSQiIiIipZgwEhEREZFSHJImIiIi4qQXpXh0iIiIiEgpVhiJiIiIOOlFKVYYiYiIiEgpJoxEREREpBSHpImIiIg46UUpHh0iIiIiUkrtKoxSqRQAIOLFp0RERPSjMO9QSm0SxpCQEMyZMwf3798HANjb22PMmDHo1q2bwJHljnc9Wwxq7ABzA13cfp6ICVuu4/rjhBz79/Mqix51bVHSuDDi36Zh/9UXmLHzBtIyJLne5pxuFVHbyQIWhoXwLi0DVx7EYtrOG3gQ9UbWJ3rVb9n23X/5Bey5/DyP3rn62bFtMzauX4P4uFjY2Ttg1LiJKOfimmP/E8cOY8WShYh89RKlLa0weJgPqteqo7DvrOlTsXvndowY7YuOXbrL2kcPH4z79yKQEB+Povr6qOLhicHDRsHM3BwAsHLZIqxeviTb9nR1C+H0+av/8R2rr62bN2H92tWIjX0NewdH+E6YjPKuOX8WR48cwuKF8/Hq5UtYWlljhM9o1Kr9+bOQSqVYsmgBdu34A2/eJMO9QkVMnDIVVlbWsj5JiYn438xp+Ov0KYjFYjRo2AjjfCeisJ6erM+9u3cwc3oAbt28ASNjY3Tq3BXevft+l2OgLvb8sQXbNq1DfFwsbMs6YOio8XAqVz7H/qdPHMHa5YsQFfkKpUpbou/gkahWo7ZseXxcLFYunocrF8/j7Zs3cK1QCUNHjUcpSyu57dy6EYrVSxfizq0bEIvFsLV3wOz5y6GjqwsA2Lh2BS6cPYOH9+5CU0sL+06c+z4HQI3s3LYZm0LWys5RPmMnwFnJOerksSNYsXQhol69RClLKwwa5oPqNT9/FtP9JuDgvr1y63h41sC8xSvk2s7+/RfWrlyKB/fvQUdbB+6VKmNW0ELZ8tu3bmDpgnm4G3EbIpEITuVcMHjEKJS1d8yjd075mVoMSQcFBWHgwIFo1qwZtm/fju3bt6NJkyYYMGAA5s2bJ3R4/6p1lVLwb++Guftuo2HAMdx6noStI2rDtKiOwv7tqpbGxF/KY+6ft1Br8mGMXHcFrauUxoR25VXaZvjTBAxfexm1Jh9Gx3lnIBKJsG1kbYi/+pI0bM0luPj8KXsduv7yuxwHdXDsyCHMnzsLffoPwvrNO1DW3hEjBvVDfHycwv7hodcxZfwYtGzTDuu37ETtug0w1mcoHj64n63v6ZPHcfNGGMzMzLMtq1SlKmbMmodtuw8gcM58vHz+HBPGjJAt79LdGweO/SX3KmNji/oNG+fZe1c3hw8dxO+zA9F/0GBs/WM3HBwcMbB/b8TFKf4sQq9fg++YUWjb7lds27EH9eo3wIihg3H//j1Zn7WrV2LLpg2Y5DcVG7dsR6FChTCwX2+kpaXJ+owfNxoPHzzAslVrsWDxMly7cgUBU6fIlr99+xYD+vZG8RIlsOWPXRg5aiyWLVmEHdu3fb+DIbBTxw5j6fw56N57AJav3w5bO3uMG94fCTn8XtwMD8X0yePQtGU7rAj5AzVq18eUscPx+GHW74VUKsWUscPx6uULTJuzAMs3bIdFseIYPbQvUlLey7Zz60YofIcPRGUPTyxeuxlL1m1B2986QST+/KcnIz0ddRo0Qqtf2n/fg6Amjh85hAVBs9Gr3yCs3fwH7Mo6YOTg/jmeo26EXYffhDFo2bod1m3egdp168NXwTmqWvWa2Hf0tOzlHzhHbvmpE0cRMNkXzVu1RcjWXVi2dgMaNWkuW/7+/Tv4DOkPi2LFsTJkC5au2YDCenoYObgfMtLT8/5AqCORWLhXPqAWUS5cuBBLly7FrFmz0KpVK7Rq1QqzZ8/GkiVLsGDBAqHD+1cDGtpj49+PsfXsE9yLfIMxG68i5UMmOtW0Vti/sp0pLj+Ixa5Lz/E87j3+uh2N3ZeeoUIZY5W2ueHMY1y4H4vnce9x41ki/rfnJkqZFEZpUz25/SW/T8fr5DTZ68sq5s9my8Z1aN3uN7Ro3Q5lbO0wbqIfdHV1sX/PLoX9t23ZgGrVa6Jrj94oY2OL/oOHwcHJGTu2bpLrFxMTjbmzZsB/5mxoaGYvzHfq2gMurm4oXqIkXN0roJt3H9y8ESY70RYurAcTUzPZKz4uDo8fPUSrNu3y/iCoiQ3r16Ldr+3Rpu0vsLWzwyQ/f+jq6mLPrp0K+2/aGILqNWuhZ68+sLG1xZBhI+Dk7IytmzcCyEpSNm0IQd/+A1GvvhfsHRwxPXA2XsfE4OSJ4wCARw8f4uw/f8MvYDpcXd1QsVJl+E6YhMOHDiAmJhoAcHD/n0hPT0fAtJmwsyuLps2ao1OXbtgQsvbHHBgB/LElBM1a/4KmLdvC2sYWI32nQEe3EA7t262w/65tG1G1Wg107OYNqzI26DVgKMo6OGPPH1sAAC+eP8Xtm+EYMW4yHJ1dYGlVBiPGTcaHtDScPHpItp0l8+agbfvO6NyjD8rY2MHSqgzqejWBtra2rE/PfoPxW6fuKGNb9vseBDWxddN6tGr7K1q0bosyNnYYO9EPOrq62L9X8Tlq++aN8PCsiS49esHaxhb9Bg2Dg6Mzdm7bLNdPS1tb7hyjr28gW5aRkYHgOf/DkBGj0fbXDrC0skYZGzs0aNRE1ufpk8dITkpC34FDYGVdBja2dujdbxDi4+IQFfnq+xwMylfUImGMjIxE9erVs7VXr14dkZGRAkSUe1oaIrhaGeHv29GyNqkUOBMRjco2JgrXufIgFq5WRqhQxggAYGWqhwbli+PEjchv3mZhbQ10rGGNp6/f4lX8e7llgV0q4va8Vjg8sQE61bD+L29XraWnf8DdiNuo4lFN1iYWi1HFwxM3wkMVrnMzPBRVPDzl2qp51sCN8DDZzxKJBP6TfNG1Ry/Y5OKPWlJSIo4c2o/ybhWgqaWlsM/e3TtgaWUN94qVc/HO8p/0Dx8QcfsWqnl+/r0Wi8WoVq06wsOuK1wnPDQU1arJfxbVa9REeGgoAODlixeIjX0Nj2qft1m0aFGUd3WTbTMs7DqK6uujnMvnar2HZ3WIxWLcCA//2CcUlSpXhtYXSUv1GjXx5HHWH8yfTXp6Ou7duY1KVeV/LypVqYbbN8IUrnP7RhgqVqkm11alWnXc+tg//cMHAIC29ucRD7FYDC0tLdwMuwYASIiPQ8StcBgaG2NIn674pUkdjBjQEzdCr+Xp+8tPPp2jKn9xzsk6R1XDzXDFn8XNG6Fy5zQga7j55lfntOtXLqNZg1ro2LY55swMQFJiomzZvTu38TomGiKRGD06/YKWjerAZ0h/uSqlpVUZGBgaYt+eXUhP/4C01FTs27MT1mVsUKxEyf/+5infU4trGO3s7LB9+3ZMmDBBrn3btm0oW1b5H+i0tDS54SgAkGamQ6Sh+A91XjMuogNNDTFeJ6fKtb9OTkXZYkUVrrPr0nMYF9XBn+PqQwRAS1OMdacfYv7BOypvs2ddW0z51RV6upq4H5mM34LOID1TKlv+vz038c+dGKSkZaJuOQv8r2tF6OlqYtWJB3nw7tVLYkIiMjMzYWxsKtduZGKCJ08eKVwnLjYWxsYmX/U3RVxcrOznDWtXQUNDA+07dVW6/0Xz52LH1s1ITU2BS3k3zF2wVGG/tLQ0HD20H928f95r5hISE5CZmQkTE/lja2JigsePFX8WsbGxMDExzdY/9uNnERv7OqvNNPs2Y2Oz+mR9nsZyyzU1NaFvYIC4j+vHxsaiZMlSX23DVLZM38AAP5OkxARIMjNh9PW/c2MTPHv6WOE68XGxCvsnfPwsLK3LwLxYcaxaEgwf3ynQLVQYO7aE4HVMNOI+fhaRL18AAEJWLkX/YaNgZ++Iowf/xOghfbB68+5s1zoWBImJn85R8sfW2NgET58o/iziYmNhZPL1OcpE7tIOj+o1Uae+F0qUKIUXL55j+aJg+AztjxXrNkNDQwMvP34Wq5cvxrBRY1G8eEls2bgOQ/r1xLbdB6BvYAg9PT0sWrEOvj5DsW7VMgBAKUsrzFu0ApoKRlV+Spz0opRa/Cvw9/dHhw4dcObMGdSoUQMAcPbsWZw4cQLbt29Xum5gYCD8/f3l2gpX+BVFKqrv9TDVHcwwvJkTfDddw7VHcbA2L4LpHStgZAsnzNsfodK2dl58ir9uR8PCQBeDGjtg5QBPtAw8KRt2/nJ7N58norCOJgY1dvgpE8bv4c7tW9i2ZQPWb975rzP3u3bvhVZtfkFk5CusXr4E/pN9MXfB0mzr/XXyON69f49mLVt/z9CJvhtNTS0E/G8e5szwQ+uGNSHW0EClKtVQ1bMmgKwvrJKPd7xo0fY3NG3ZFgBQ1sEJ169cxKF9u9F38AiBov/5NGzcTPb/tmXtYVfWHr+1aoLrVy6jskc1SCVZfw969O6Heg0aAQAmTp2BNk3q4+Sxo2jza3ukpaYiMGAyXN0rwD9wDiSZEmzesBajhw/Emg3bZJOUqOBSi4Txl19+wcWLFxEUFIQ9e/YAAJycnHDp0iVUqFBB6brjx4+Hj4+PXJvd8P3fK9Rs4t+mISNTAjN9+V8mM31dxCSlKlxnXOty+OP8U2z6O+sbZcTLZBTW0cTv3Soh+ECEStt8k5KBNylv8TjmLa4+isO9BW3QrGJJ7L6keBb0tUdxGNXSGdqaYnz4ya5lNDQyhIaGBuLjY+XaE+LislWuPjExNc12sXlC3OdKV+j1q0iIj0ebZg1kyzMzM7EgaDa2bgrBnoPHv9i/EQyNjLKuDypjg1ZN6uNmeBjKu7nLbf/PPTtQs1adHGP6GRgZGkFDQyPbBJe4uDiYmip+36am8pVdWf+Px8nU1CyrLTZObuJRXFwcHByzZnFmfZ7xctvIyMhAclISTD6ub2pqivhs+4mVLfvZGBgaQayhkW2CS0J8XLZK1yfGJqYK+xt98W/W3qkcVm7cgbdv3yAjPR2GRsYY1KszHBydAWR9FgBgVcZGbjuW1jaIiVbvS42+F0PDT+co+WMbHx8HYyXnqIS4r89Rcdmq918qWao0DA2N8OL5M1T2qCb7t1/GxlbWR1tbGyVKlUJUVNZncfTwAUS+eoUV6zZD/HFSkv/M2WhcpzrO/HVSLin9aeWTySdCUZujU6lSJWzatAlXr17F1atXsXHjxn9NFgFAR0cH+vr6cq8fNRwNAOmZUoQ/TUAtp89/wEQioJajOa48UjzrrZCOpuzb9ycSycf7T37jNrP6ZFWytDVz/lhdLA2R8O7DT5csAoCWljYcnJxx+eIFWZtEIsHlSxdQ3tVd4Touru64fOmCXNulC+dR3tUNANC0eSts3L4HIVt3yV5mZubo0r0X5i9ZmWMsko/f6D+kf5Brf/XyBa5evoSWbX75lreYb2hpa8PJuRwuXjgva5NIJLh48Txc3RT/Xru6u+PiBfnP4sL5c3B1dwcAlCxVCqamZrh48fM23759ixvhYbJturlVwJvkZNy+dVPW59LFC5BIJLLb+bi5uePqlStI/2Lm54Xz52BdpsxPNxwNAFpaWrB3dMa1yxdlbRKJBNcuX4BzeTeF6ziXd8O1Kxfl2q5cOo9yCvoXKVIUhkbGePHsKe5F3EL12vUBAMWKl4SJmTmeP30i1//Fs6ewKFbiP76r/OnTOerqJflz1JVLF+HiqvizcCnvjitfn6MunodLDuc0AIiJjkJSUiJMzLKSUEenctDW1sazLz6LjPR0RL56hWLFiwMAUlNTIRaL5EZERCIxRCLIKpRUsAlaYRSLxf86zCcSiZCRkfGDIvo2y47dw4JeVRH6NAHXH8ejn1dZFNbRxNazTwAAC3tVQVRiCmbsyvojdjTsFQY0tMfNZ4m49jhrSHpcGxccC4/Ex7zxX7dpZaqH1lVK4/TtKMS9SUNxo8IY1tQRqemZOHEjCgDQyK04zPR1cfVhHFIzMlHH2QLDmzlhyZG7P/oQ/TCduvbEtCnj4eTsAmeX8ti2OQSpKSlo3jprSMx/ki/MzM0xaFhWVbpDp24Y2LcHNoWsRY1adXDsyEFE3L4J38lZlzkYGBrCwNBQbh8ampowMTWFlXUZAMDNG2GIuHUTbhUqomhRfbx88RzLlyxEqdKlsyWq+/bsgqmpGTxr1Pq+B0INdOvhjckTxqFcORe4lHfFxg3rkZKSgjZts2aGTxw/FubmFhg+chQAoEvX7ujdsxvWr1uD2rXr4PChg7h18yYmTw0AkHUu6NKtO1YuXworSyuULFUKixfOh5m5Oeo38AIA2NjaokbNWvD3m4xJU/yRkZGOwBnT0KRpc5ibWwAAmjZviWVLFmPqlInw7t0XD+7fx6aNIRgzdrwAR+nH+K1Td/wvYCIcnMrB0bk8dm7dgNTUFDRp0QYAEDh1AkzNzGXDxO06dMXIAd7Yvmk9qtWohZPHDuNexC2MGu8n2+bpE0dgaGgM82LF8PjBfSyaNws1atdHlY+TkkQiETp06Yn1K5fAtqwD7OwdceTAXjx7+hh+gUGy7URHReJNchJioiIhkWTiwb2sa7lLlrJEocKFf8wB+oE6dumB6X4T4OhcDs7lymPb5g1ITUlBi1ZZ56iAyeNhZm6OgUNHAgDad+6KQX17YvOGdaheszaOHzmEO7dvYtykqQCyboezZvlS1G3QECampnj5/DkWz5+LUqUt4eFZEwCgV6QI2vzSHquWLYa5RTEUK14Cmz/eFeDTrb2qeHhicfDv+P1/0/Bbhy6QSKUfr9/WRMXKHj/4KJE6EjRh3L1b8S0dAOD8+fNYsGCBrFKjzvZefgGTIjoY27oczPV1cet5IjoF/43XyVmTcUqaFJYlgkDWdYVSKeDb1gXFDAsh7k0ajoa9QuDum7neZmp6JjzsTdGvYVkYFNbG6+RUXLj3Gi0CTyL2TVaf9AwJvOvZIqCDG0QQ4XHMW0zZFoaNfyuedPAzaNi4KRIT4rFy6ULExcWirIMj5i1eLhv+jYqKlLsHnKt7BQTMnI3lixdg2aJglLa0wuyghbC1y/0tPnR1C+H0yeNYuWwRUlNSYGJqhmrVa8K7b5Dc7UMkEgkO7NuDZq3aQENDI+/etJpq0rQZEuLjsWTRAsTGvoaDoxOWLF8lG6qMioyE+IshIPcKFRE4+3csWhCMhcFBsLSyRvDCxShb1l7Wx7t3X6SkpCBg6hS8eZOMChUrYcnyVdDR+TxbN3DW7wicMQ39eveQ3bjbd/wk2fKiRYti2crVmDk9AJ1+awdDIyP0HzAIv7bv8AOOijDqNWyCxMR4rF2xGAlxsbC1d8Ss4GWyYdCY6EiIv7iBq4urOyZO+x/WLFuE1Uvno2RpKwTMni9365v42FgsDZ6TNbRtaoZGTVuiW+8Bcvv9tVM3fPiQhiXBs/EmORk2Ze0xZ8EKlCxVWtZn3YpFOHLgT9nP/bplPWwgaMkauFeq8l2Oh5C8ZOeoRYj/eI4KWrRc9llER8l/FuXdKsB/xmysWLIAyxcFo5SlFf73xTlKQ6yBB/fv4uD+vXj7JhmmZuaoWq06+g0aKnf+GTJiNDQ0NREweTzS0lJRzsUVC5evkd1+x7qMDWYHL8aaFUvQr2cXiMQi2Ds4IWjRcpiamf3AIyQgDkkrJZJKvxobFdjdu3fh6+uLffv2oUuXLggICICVlWqz6Sz6/PGdoiNV3Vnw895nMD8qpP3zJ6r5RdzbD//eiX4IXS0mCurCRE+4OlahltmfxvWjpOwbJNi+c0ttfktevXqFvn37onz58sjIyEBoaCjWr1+vcrJIREREpDKRSLhXPiB4wpiUlIRx48bBzs4Ot27dwokTJ7Bv3z64uLgIHRoRERERQeBrGGfPno1Zs2ahWLFi2LJlC1q35n3piIiIiNSNoAmjr68vChUqBDs7O6xfvx7r169X2G/XLsXP2CQiIiLKE5z0opSgCWP37t3/9bY6RERERCQsQRPGdevWCbl7IiIioiwsYCnF+isRERERKaUWz5ImIiIiEhSvYVSKR4eIiIiIlGLCSERERERKcUiaiIiIiJNelGKFkYiIiIiUYoWRiIiICjzeF1o5VhiJiIiISCkmjERERESkFIekiYiIqMDjkLRyrDASERERkVKsMBIRERGxwKgUK4xEREREpBQrjERERFTg8RpG5VhhJCIiIiKlmDASERERkVIckiYiIqICj0PSyrHCSERERERKscJIREREBR4rjMqxwkhERERESjFhJCIiIiKlOCRNREREBR6HpJVjhZGIiIiIlGKFkYiIiIgFRqVYYSQiIiIipVhhJCIiogKP1zAqxwojERERESnFhJGIiIiIlOKQNBERERV4HJJWjhVGIiIiIlKKFUYiIiIq8FhhVI4VRiIiIiJSigkjERERESnFIWkiIiIq8DgkrRwrjERERESkFCuMRERERCwwKsUKIxEREREpxQojERERFXi8hlE5VhiJiIiISCkmjERERESkFIekiYiIqMDjkLRyrDASERERkVKsMBIREVGBxwqjcqwwEhEREZFSTBiJiIiISCkOSRMRERFxRFopVhiJiIiI8pnFixfD2toaurq68PDwwKVLl5T2Dw4OhoODAwoVKoTSpUtj5MiRSE1NzfX+WGEkIiKiAi8/TXrZtm0bfHx8sGzZMnh4eCA4OBiNGzfG3bt3YW5unq3/5s2b4evrizVr1qB69eq4d+8eevbsCZFIhKCgoFztkxVGIiIionwkKCgIffv2hbe3N5ydnbFs2TIULlwYa9asUdj/3LlzqFGjBjp37gxra2s0atQInTp1+teq5JeYMBIREVGBJxKJBHulpaUhOTlZ7pWWlqYwzg8fPuDq1avw8vKStYnFYnh5eeH8+fMK16levTquXr0qSxAfPXqEgwcPolmzZrk+Pj/lkPTpabk/APR9LTr3WOgQ6Atj6toJHQJ9dDfqjdAh0Ed25kWEDoE+MtH7KdOSfxUYGAh/f3+5Nj8/P0ydOjVb39jYWGRmZsLCwkKu3cLCAnfu3FG4/c6dOyM2NhY1a9aEVCpFRkYGBgwYgAkTJuQ6RlYYiYiIiAQ0fvx4JCUlyb3Gjx+fZ9s/ffo0Zs6ciSVLluDatWvYtWsXDhw4gGnTpuV6GwUzlSciIiL6gpCTXnR0dKCjo5OrvqamptDQ0EB0dLRce3R0NIoVK6ZwncmTJ6Nbt27o06cPAKB8+fJ49+4d+vXrh4kTJ0Is/vf6ISuMRERERPmEtrY2KlWqhBMnTsjaJBIJTpw4AU9PT4XrvH//PltSqKGhAQCQSqW52i8rjERERFTg5afb6vj4+KBHjx6oXLkyqlatiuDgYLx79w7e3t4AgO7du6NkyZIIDAwEALRs2RJBQUGoUKECPDw88ODBA0yePBktW7aUJY7/hgkjERERUT7SoUMHvH79GlOmTEFUVBTc3d1x+PBh2USYZ8+eyVUUJ02aBJFIhEmTJuHly5cwMzNDy5YtMWPGjFzvUyTNbS0yH4mIfCd0CPTRjluRQodAX+AsafVx7kGc0CHQR5wlrT4sjXN3Hd/3UKL/LsH2/Wp5O8H2nVusMBIRERHlnxFpQXDSCxEREREpxQojERERFXj5adKLEFhhJCIiIiKlWGEkIiKiAo8VRuVYYSQiIiIipZgwEhEREZFSHJImIiKiAo9D0sqxwkhERERESrHCSERERMQCo1KsMBIRERGRUkwYiYiIiEgpDkkTERFRgcdJL8qxwkhERERESqlFwhgSEoK0tLRs7R8+fEBISIgAEREREVFBIhKJBHvlB2qRMHp7eyMpKSlb+5s3b+Dt7S1ARERERET0iVokjFKpVGGG/eLFCxgYGAgQERERERF9IuiklwoVKsjKsQ0aNICm5udwMjMz8fjxYzRp0kTACImIiKggyC9Dw0IRNGFs06YNACA0NBSNGzdGkSJFZMu0tbVhbW2NX375RaDoiIiIiAgQOGH08/MDAFhbW6NDhw7Q1dUVMhwiIiIqoFhhVE4t7sPYo0cPAFmzomNiYiCRSOSWW1paChEWEREREUFNEsb79++jV69eOHfunFz7p8kwmZmZAkVGREREBQILjEqpRcLYs2dPaGpqYv/+/ShevDjLwkRERERqRC0SxtDQUFy9ehWOjo5Ch0JEREREX1GLhNHZ2RmxsbFCh0FEREQFFEc3lVOLG3fPmjULY8eOxenTpxEXF4fk5GS5FxEREREJRy0qjF5eXgCABg0ayLVz0gsRERH9CKwwKqcWCeOpU6eEDoGIiIiIcqAWCWOdOnWEDoGIiIiIcqAWCeMn79+/x7Nnz/Dhwwe5dldXV4EiIiIiooKAI9LKqUXC+Pr1a3h7e+PQoUMKl/MaRiIiIiLhqMUs6REjRiAxMREXL15EoUKFcPjwYaxfvx5ly5bFn3/+KXR4RERE9JMTiUSCvfIDtagwnjx5Env37kXlypUhFothZWWFhg0bQl9fH4GBgWjevLnQIRIREREVWGpRYXz37h3Mzc0BAEZGRnj9+jUAoHz58rh27ZqQoREREVEBIBIJ98oP1CJhdHBwwN27dwEAbm5uWL58OV6+fIlly5ahePHiAkdHREREVLCpxZD08OHDERkZCQDw8/NDkyZNsGnTJmhra2PdunXCBkdERERUwKlFwti1a1fZ/1eqVAlPnz7FnTt3YGlpCVNTUwEjIyIiooIgv0w+EYpaDEkHBATg/fv3sp8LFy6MihUrQk9PDwEBAQJGRkRERERqkTD6+/vj7du32drfv38Pf39/ASIiIiKigoSTXpRTi4RRKpUqLAWHhYXB2NhYgIiIiIiI6BNBr2E0MjKS3bTS3t5eLmnMzMzE27dvMWDAAAEjJCIiIiJBE8bg4GBIpVL06tUL/v7+MDAwkC3T1taGtbU1PD09BYyQiIiICgKxOJ+MDQtE0ISxR48eyMjIgEgkQv369VG6dGkhwyEiIiIiBQS/hlFTUxMDBw6ERCIROhQiIiIqoDjpRTnBE0YAqFq1Kq5fvy50GERERESkgFrcuHvQoEEYNWoUXrx4gUqVKkFPT09uuaurq0CRERERUUHAG3crpxYJY8eOHQEAw4YNk7WJRCLZ7XYyMzOFCo2IiIiowFOLhPHx48dCh0BEREREOVCLhNHKykroEIiIiKgA44i0cmqRMALAw4cPERwcjIiICACAs7Mzhg8fDltbW4Ejy52Du7dh99YQJMbHwdrOHn2HjYW9k4vCvs8eP8TmtUvx8G4EXkdHotfgUWj1W5ds/eJexyBk+Xxcu3QOaampKFayNIaNmwo7R2dZn+dPHyFk+QLcCruGzMwMlLaywbiAOTCzKI7oyFfo36mFwhjGTJ2FGnUb5s2bVzN3/9qP28d3IiU5AUYly6BK+wEwtXb41/WeXPkL/6ydjVKu1VC3/2SFfS5uWYT7/xxCpV/6wql+m2zLM9PTcXjOSCS8fIxmvgtgXDr7v983Ma9w4H/DIBKL0eH37Sq/v/xk6+ZNWL92NWJjX8PewRG+EyajvJJrko8eOYTFC+fj1cuXsLSyxgif0ahVu45suVQqxZJFC7Brxx948yYZ7hUqYuKUqbCyspb1SUpMxP9mTsNfp09BLBajQcNGGOc7EYW/uDb63t07mDk9ALdu3oCRsTE6de4K7959v8sxUBenD+zEsT2bkJwQj1LWdujQzwfW9s4K+/5zdC8unDqMV08fAQAsbR3QptsAuf4DW1dXuG7bHoPRqF0X3LtxDfMmDVHYZ9zvq2BdNmtbt69dwL4tqxH57DG0tLVhV84dv3oPhYlF8f/ydtXa3h1b8cemdYiPj4WtnT0G+4yHY7nyCvs+efQA61cuxv07EYiOeoWBw8egXcducn3Cr1/BH5vW4d7dCMTHvsbU/wWjRp36cn3+Pn0c+3f/gft3buNNchKWrt8OO3tHuT4H9uzAyaMH8eBuBN6/f4fdR/9BkaL6efvmKd9Si1nSR44cgbOzMy5dugRXV1e4urri4sWLKFeuHI4dOyZ0eP/qn5NHsGZJEDr27IeglZthbVsW/mMGIzEhXmH/tLRUFCteEt37DYORsanCPm/fJMN3iDc0NDUxedZCLFy/A96DRkKvaFFZn8iXzzFhaG+UtLTG9OAVCF69De2794WWtg4AwNTcAmt3HpV7dfIeAN1ChVGxao28PxBq4MnVM7i6ayVcm3VGM98FMCpVBicXTUbqm0Sl672Ni8a13athblsuxz7PQs8h9vEdFDIwybHPtT1rlC6XZGbg77Wzle7nZ3H40EH8PjsQ/QcNxtY/dsPBwRED+/dGXFycwv6h16/Bd8wotG33K7bt2IN69RtgxNDBuH//nqzP2tUrsWXTBkzym4qNW7ajUKFCGNivN9LS0mR9xo8bjYcPHmDZqrVYsHgZrl25goCpU2TL3759iwF9e6N4iRLY8scujBw1FsuWLMKO7du+38EQ2JW/j2PnmgVo3qEXJgStRakydlgwdSSSExWfo+7duI4qtbwwcvpCjJ29HMam5lgwdQQS417L+vxv3T65V7ehEyASiVChel0AgI1j+Wx9ajRsCROLErCycwIAxEa/wtKZvnBwrYSJweswdOo8vEtOxPL/jf/ux0Qop48fxvIFc9C19wAsXbcNNmUdMH7kACTEK/69SEtNRfESpdB70HAYmyj+e5GamgKbsg4YOmpCjvtNTUmBi2sF9Bk8Isc+aakpqFKtBjr16KPSe/pZfHrynBCv/EAtEkZfX1+MHDkSFy9eRFBQEIKCgnDx4kWMGDEC48aNEzq8f7X3j01o1LwtGjRtjdLWNhjoMxE6uro4cXCvwv5lHcuh58CRqNWgMTS1tBT22bV5HUzNLTDM1x/2Ti6wKF4SFap4onjJzzc337RqMSp61EDPASNgU9YRxUuWRtUadWBolPX8bQ0NDRiZmMq9Lvx9CjXqNUShwoXz/kCogYgTu2FXvQlsPRvCsLglPDoOgYa2Lh6cP5rjOhJJJs6umwPX5l1QxLSYwj7vE2Nx5Y9lqNFzDMQaGgr7vLx1BZER11CxXe8c9xW6LwQGFqVgVbGmam8sH9qwfi3a/doebdr+Als7O0zy84euri727NqpsP+mjSGoXrMWevbqAxtbWwwZNgJOzs7YunkjgKzq4qYNIejbfyDq1feCvYMjpgfOxuuYGJw8cRwA8OjhQ5z952/4BUyHq6sbKlaqDN8Jk3D40AHExEQDAA7u/xPp6ekImDYTdnZl0bRZc3Tq0g0bQtb+mAMjgBN7t6JGo1ao7tUCxS3LoNPAsdDW0cH54/sV9u81airqNPsFpW3sUayUNboOGQ+pRII7YVdkfQyMTORe4Zf+hn35ijArVhIAoKmlJbe8SFEDhF36G9UbNJf9gXz24A4kkky06tIPZsVLwdLWAV5tOuPF4/vIzMj4/gdGADu3hKBpq1/QpEUbWJWxxfCxk6GjUwhH9u9R2N/B2QX9ho5CvYZNoaWlrbBPVc9a8O4/FDXrNshxvw2btkS33gNQsUq1HPu069gNHbv3hpML70xC2alFwhgREYHevbP/ke3Vqxdu374tQES5l56ejod3I+BayUPWJhaL4VbJA3dvh3/zdi+d+wt2Ds6Y7TcWPdo0wMg+nXB0/y7ZcolEgisX/kGJ0laYOmYQerRpgDEDu+PC36dy3OaDu7fx+MFdNGzW5pvjUmeZGemIf/4AxR3dZW0isRjFHd0R++hOjuvdOLgFukUNYVe9scLlUokEZ9fPhbPXLzAsofh625TkBFzcvAA1eoyG5scK79ei7obh2bV/UKXDoNy/qXwq/cMHRNy+hWqen4ctxWIxqlWrjvAwxfdcDQ8NRbVq8o8CrV6jJsJDQwEAL1+8QGzsa3hU+7zNokWLoryrm2ybYWHXUVRfH+VcPg/veXhWh1gsxo3w8I99QlGpcmVoaWvL7efJ48dITkr6b29cDWWkp+PZw7twdKssaxOLxXB0q4JHd2/mahsf0lKRmZkBvRyGJ5MT43HjyjlU92qZ4zbCLv2Nd2+S4dmguazN0s4RYpEY508cgCQzEynv3uLi6cNwdKsMDU21uWIqz6Snp+Pe3Qi5pE0sFqNiFQ/cvhkmYGRE/04tEkYzMzOEfvyj8KXQ0FCYm5v/+IBU8CYpERJJJgyNjeXaDYyMcxxiyI3oVy9xeO8OFC9VGn5zFqNJ61+xasEcnDy8DwCQlBCP1JT32LV5LSpWrQ6/OUtQrWY9zJoyGjdDryrc5vGDe1HKqgwcXdy+OS51lvY2GVKJBLpFDeXadYsaIiU5QeE6MQ9u4eH5o/DoPDTH7d46tgNisQYc6rZSuFwqleL8hnkoW7MZTKzK5hjbuQ3z4NnNB9qFfs7q7pcSEhOQmZkJExP54XkTExPExsYqXCc2NhYmXw25mZiYIDYu9uPyrOFQE9OctxkXGwvjr34XNTU1oW9ggLiP68fGxmYb2vu035xiy8/eJmedo/QN5Y+LvqExknO4bOZru0OWwMDYVC7p/NKFkwehW6gwKnjWUbgcAM4d3w/nCh4wMv18Tje1KIGh/sHYu2EZhv5aFz6dGyExNgZ9xkzPVVz5TVJiAiSZmTAylv83bGRsgoS4n+/fXn7DIWnl1OIrXN++fdGvXz88evQI1atnVQ/Onj2LWbNmwcfHR+m6aWlpctcvAcCHtAxo6yiu8uQXUqkEtg7O6NY3K5GxKeuIZ48f4sifO1C/SUtIpVIAQNUaddHqt64f+zjgzq0wHPlzB1zcK8ltLy0tFWeOH0L77j/3hf2qSE99j7Mhc+HReRh0ixgo7BP37D7unNqLZr4Lcvylvnt6H9JTU1Cu8W857uvC5gUoU7kOLMoqnghFpK6O7AjBlb+PY+SMxbLro7927vh+VK3TOMflCbExuH39IvqMmSbXnpQQh02L/4dq9ZuhSm0vpKa8x77Nq7Bi1kQMD5ifb/6QEhUEapEwTp48GUWLFsXcuXMxfnzWxc4lSpTA1KlT5W7mrUhgYCD8/f3l2gb5jMeQ0RO/W7xfKmpgCLFYA4nx8t/UkxLis32LVIWRiSlKW9nItZWyKoPzZ07I9quhoamwT8SN0GzbO/fXcXxIS0W9xopnTf8MdIroQyQWZ5vgkvomEYX0jbL1f/M6Eu/ionF62ed/P58S8U1DW6LVlBWIeXALqW+TsHtyz899JBJc27Uad07tRdtpaxF1Lwyxj+9gy/A2cts/NHsEylSph+rdfRB1LxwvblzE7RMfLyuQZn0p2DS0JTw6DYVd9UZ5cgzUhZGhETQ0NLJNcImLi4OpqeIL901NTRH3VZUlLi4Oph+rf6amZlltsXEwMzOX6+PgmDXb08TUFPFf/S5mZGQgOSkJJh/XNzU1RXy2/cTKlv1siuhnnaO+nuCSnBgPfSPjHNbKcmz3ZhzZtRHD/eejlLWdwj73b4Ui+uWzbMngl86fOAC9ovpwq1pLrv2vgztRqLAe2vUcLGvzHumHCb3b4PG9W7Bx+Lm+YBkYGkGsoZFt9CkhPg5GOUxooR+H30+UU4uEUSQSYeTIkRg5ciTevHkDIOvapNwYP358tirk4/gfd7G0lpYWbB2cEH7tEqrVqgcg6/rC8KuX0Kxth2/erqOLO14+fyLX9ur5U5h9vNWElpYW7BydFfR5JuvzpeMH9qJK9TowMMyeOP0sNDS1YFzaDlF3Q1HaLetaOKlEgqi7obCvkz1RNihWGi0mLpZrC923ARmpKaj8Wz8UNjKFTdX6ctdEAsCJRVNgU7UebDyzbktU5bf+cG/5+TYX75PicXLRZNTq5QuTj7fzaTL6d0glElmf5+EXcPvYDjQe9TsKGX77Fwt1paWtDSfncrh44TzqN/ACkPV7cfHieXTs1FXhOq7u7rh44QK6du8pa7tw/hxc3d0BACVLlYKpqRkuXjwPR6esWbZv377FjfAw/NahEwDAza0C3iQn4/atm3Aul5VsXLp4ARKJRHY7Hzc3dyycH4z09HRofZx0duH8OViXKQN9A8WV5vxMU0sLlrYOuBt+Fe7VsoaMJRIJ7oZfQd1mv+S43tFdG3Hoj/UYOnUerMo65djv3PH9sLR1RKkyii/HkEqlOHfiAKrVa5rtusQPaakQieSvjBKLs36WSqS5en/5iZaWFuwdnHD9ykXZbW8kEgmuX7mI1r92Ejg6IuXUImH8JCYmBnfv3gUAODo6wszM7F/X0dHRgc5Xw8/a7959l/hy0vq3Lpgf6Ac7B2eUdSqHfTs2IzU1BQ2aZl3zFjxzMkxMzdGtX9bwcnp6Op4/ybq/WUZGOuJjY/Do/l0UKlQIxUtZAgBa/dYFvoO98cfG1ahZtyHu3bmFo/t3YdCoSbL9tu3YHb/7+6KcW0WUd6+Ma5fO4fK5M5gevEIuvsgXz3A7/Bom/2/BjzgcgnJq0BbnQoJgbFkWptb2iDi5FxlpqbCtlpXcnV0/F4UNTVChdU9oaGnDsIS13PrahbLu1fepXaOIFnSKyF/oL9bQgK6+EQwsSgEA9Izlr7PV1CkEAChiWgx6RllVA4NilnJ94p7eB0TibPv/mXTr4Y3JE8ahXDkXuJR3xcYN65GSkoI2bdsBACaOHwtzcwsMHzkKANCla3f07tkN69etQe3adXD40EHcunkTk6cGAMj6YtmlW3esXL4UVpZWKFmqFBYvnA8zc3NZUmpja4saNWvB328yJk3xR0ZGOgJnTEOTps1hbm4BAGjavCWWLVmMqVMmwrt3Xzy4fx+bNoZgzNif91YuDVp3xPr502Fp5wjrss44uW8b0lJT4emV9UVq3bwAGJqYoU33gQCAIzs3YP/mVfAeNRUm5sWRlJBVEdPRLQTdL67BTXn/DtfOnsQv3jlfA3w3/Criol+hRsPsE2JcKlfHyT+34cDWNahSuyFSU95j74ZlMDYvhtI29nl5CNTGL526Y/a0SbB3dIZDufLYvXUjUlNT0LhFGwDALP8JMDWzQO9BwwFk/b14+vhh1v9npCP2dQwe3LuDQoUKo2TprPNKyvv3ePnimWwfUa9e4sG9O9DXN4B5sawCQnJSEmKiI2XX8r549gQAYGxiKrumNz4uFvFxsbJtPX54H4UK68HcovhP+WXqa7wEQjm1SBjfvHmDQYMGYcuWLZB8rMJoaGigQ4cOWLx4MQzU/B9qzfqNkZSYgC1rlyIhPg5l7BzgN3sRDD8OSb+OjpL7Fh0f+xo+fT9/m9yzbQP2bNuAcm6VMGP+SgBZt97xnfY7NqxchO3rV8KieAn0HjIadRo2k61XrVZ9DPCZgJ2b1mLVgjkoUdoK4wLmwNm1glx8xw/thYmZBdyryM9A/RlZV6qNtDdJCN+/ESlvEmBU0gb1BwfIhqTfJbzmSeEHadK0GRLi47Fk0QLExr6Gg6MTlixfBZOPw75RkZEQf/F74V6hIgJn/45FC4KxMDgIllbWCF64GGXLfk4cvHv3RUpKCgKmTsGbN8moULESlixfJfelMXDW7wicMQ39eveQ3bjbd/znL1pFixbFspWrMXN6ADr91g6GRkboP2AQfm3/7SMC6q5yLS+8TU7E/s0rs27cXaYshvoFySbCxMdGQyT+/FmcObwbGRnpWDlL/tKe5h17oUWnz/fou/L3MUilUlSpnfNDAM4e3wcbx/IoVso62zJH18rw9pmKY7s34djuTdDS0YGNgwuG+gXl++vQc1LXqwkSExKwftUSJMTFwrasA2bOWyq7hCkmOkrus4iLjcHAHu1lP/+xeT3+2LwerhUqY+6SNQCAe3duYfTgz3caWbZgDgCgYbNWGDs5awLR+X9O4/fpnx9IMGPyWABAt94D0L1P1p0b9u/ejg2rl8n6+Az0BgCMnjQNjZu3zruDQPmSSPrpoi0BdejQAdevX8fChQvh6ZmV1Jw/fx7Dhw+Hu7s7tm7dqtL2IiJ/bIWRcrbjVqTQIdAXxtRVfB0a/XjnHnz7XRQob9mZFxE6BPrI0li4LwoV/E8Ktu/rfvX/vZPA1KLCuH//fhw5cgQ1a36+mXHjxo2xcuVKNGnSRMDIiIiIqCDg4JNyanEfRhMTE4XDzgYGBjAy+nknaRARERHlB2qRME6aNAk+Pj6IioqStUVFRWHMmDGYPHmykjWJiIiI/jveuFs5tRiSXrp0KR48eABLS0tYWmbN+nr27Bl0dHTw+vVrLF++XNb32rVrQoVJREREVCCpRcLYpk0boUMgIiIiohyoRcLo5+cndAhERERUgOWTkWHBqEXC+KW3b9/K7sX4ib6+fg69iYiIiOh7U4uE8fHjxxgyZAhOnz6N1NRUWbtUKoVIJEJmZqaA0REREdHPLr9MPhGKWiSMXbt2hVQqxZo1a2BhYcEPjYiIiEiNqEXCGBYWhqtXr8LBwUHoUIiIiKgAYq1KObW4D2OVKlXw/PlzocMgIiIiIgXUosK4atUqDBgwAC9fvoSLiwu0tLTklru6ugoUGRERERGpRcL4+vVrPHz4EN7e3rI2kUjESS9ERET0Q3D+hHJqkTD26tULFSpUwJYtWzjphYiIiEjNqEXC+PTpU/z555+ws7MTOhQiIiIqgFirUk4tJr3Ur18fYWFhQodBRERERAqoRYWxZcuWGDlyJG7cuIHy5ctnm/TSqlUrgSIjIiIiIrVIGAcMGAAACAgIyLaMk16IiIjoe+P8CeXUImH8+tnRRERERKQ+1CJhJCIiIhISC4zKCZYwLliwAP369YOuri4WLFigtO+wYcN+UFRERERE9DXBEsZ58+ahS5cu0NXVxbx583LsJxKJmDASERHRd8VrGJUTLGF8/Pixwv8nIiIiIvWiFvdhJCIiIiL1pRaTXjIzM7Fu3TqcOHECMTEx2WZNnzx5UqDIiIiIqCDgiLRyapEwDh8+HOvWrUPz5s3h4uLC6wiIiIiI1IhaJIxbt27F9u3b0axZM6FDISIiogKIxSrl1OIaRm1tbdjZ2QkdBhEREREpoBYJ46hRozB//nxIpVKhQyEiIiKir6jFkPQ///yDU6dO4dChQyhXrhy0tLTklu/atUugyIiIiKgg4JC0cmqRMBoaGqJt27ZCh0FERERECqhFwrh27VqhQyAiIqICjAVG5QRNGI2MjBSWgA0MDGBvb4/Ro0ejYcOGAkRGRERERJ8ImjAGBwcrbE9MTMTVq1fRokUL7NixAy1btvyxgRERERGRjKAJY48ePZQud3d3R2BgIBNGIiIi+q446UU5tbitTk5atGiBO3fuCB0GERERUYGmFpNecpKWlgZtbW2hwyAiIqKfHAuMyql1hXH16tVwd3cXOgwiIiKiAk3QCqOPj4/C9qSkJFy7dg337t3DmTNnfnBUREREVNDwGkblBE0Yr1+/rrBdX18fDRs2xK5du1CmTJkfHBURERERfUnQhPHUqVNC7p6IiIiIckGtJ70QERER/QgckVZOrSe9EBEREZHwWGEkIiKiAk/MEqNSrDASERERkVJMGImIiIhIKQ5JExERUYHHEWnlWGEkIiIiIqVYYSQiIqICj096UY4VRiIiIiJSihVGIiIiKvDELDAqxQojERERESnFhJGIiIgon1m8eDGsra2hq6sLDw8PXLp0SWn/xMREDB48GMWLF4eOjg7s7e1x8ODBXO+PQ9JERERU4OWnSS/btm2Dj48Pli1bBg8PDwQHB6Nx48a4e/cuzM3Ns/X/8OEDGjZsCHNzc+zYsQMlS5bE06dPYWhomOt9MmEkIiIiykeCgoLQt29feHt7AwCWLVuGAwcOYM2aNfD19c3Wf82aNYiPj8e5c+egpaUFALC2tlZpnxySJiIiogJPJBLulZaWhuTkZLlXWlqawjg/fPiAq1evwsvLS9YmFovh5eWF8+fPK1znzz//hKenJwYPHgwLCwu4uLhg5syZyMzMzPXx+SkrjGXM9IQOgT4aU9dO6BDoC0ZVhggdAn2UcHmR0CEQkZoIDAyEv7+/XJufnx+mTp2arW9sbCwyMzNhYWEh125hYYE7d+4o3P6jR49w8uRJdOnSBQcPHsSDBw8waNAgpKenw8/PL1cx/pQJIxEREVF+MX78ePj4+Mi16ejo5Nn2JRIJzM3NsWLFCmhoaKBSpUp4+fIl5syZw4SRiIiIKLdEEG7Si46OTq4TRFNTU2hoaCA6OlquPTo6GsWKFVO4TvHixaGlpQUNDQ1Zm5OTE6KiovDhwwdoa2v/6355DSMRERFRPqGtrY1KlSrhxIkTsjaJRIITJ07A09NT4To1atTAgwcPIJFIZG337t1D8eLFc5UsAkwYiYiIiCAWCfdSlY+PD1auXIn169cjIiICAwcOxLt372Szprt3747x48fL+g8cOBDx8fEYPnw47t27hwMHDmDmzJkYPHhwrvfJIWkiIiKifKRDhw54/fo1pkyZgqioKLi7u+Pw4cOyiTDPnj2DWPy5Jli6dGkcOXIEI0eOhKurK0qWLInhw4dj3Lhxud6nSCqVSvP8nQgsNUPoCIjUE2dJqw/OkibKTlfAMlbrlVcE2/fevpUF23ducUiaiIiIiJRiwkhERERESvEaRiIiIirw8tGjpAUhaIUxIyMDISEh2e4lRERERETqQ9AKo6amJgYMGICIiAghwyAiIqICTswSo1KCX8NYtWpVhIaGCh0GEREREeVA8GsYBw0aBB8fHzx//hyVKlWCnp6e3HJXV1eBIiMiIiIiQA0Sxo4dOwIAhg0bJmsTiUSQSqUQiUTIzMwUKjQiIiIqIDgirZzgCePjx4+FDoGIiIiIlBA8YbSyshI6BCIiIirgRCwxKiX4pBcA2LBhA2rUqIESJUrg6dOnAIDg4GDs3btX4MiIiIiISPCEcenSpfDx8UGzZs2QmJgou2bR0NAQwcHBwgZHREREBYJIJNwrPxA8YVy4cCFWrlyJiRMnQkNDQ9ZeuXJl3LhxQ8DIiIiIiAhQg4Tx8ePHqFChQrZ2HR0dvHv3ToCIiIiIiOhLgk96KVOmDEJDQ7NNfjl8+DCcnJwEioqIiIgKEj7pRTnBE0YfHx8MHjwYqampkEqluHTpErZs2YLAwECsWrVK6PCIiIiICjzBE8Y+ffqgUKFCmDRpEt6/f4/OnTujRIkSmD9/vuym3kRERETfE+uLygmeMAJAly5d0KVLF7x//x5v376Fubm50CERERER0UeCT3pZs2aN7GkvhQsXZrJIREREpGbyJGFMTEz85nUDAwNhZ2cHS0tLdOvWDatWrcKDBw/yIiwiIiKiXBGJRIK98gOVE8ZZs2Zh27Ztsp/bt28PExMTlCxZEmFhYSoHcP/+fTx79gyBgYEoXLgwfv/9dzg4OKBUqVLo2rWrytsjIiIiorylcsK4bNkylC5dGgBw7NgxHDt2DIcOHULTpk0xZsyYbwqiZMmS6NKlC+bNm4f58+ejW7duiI6OxtatW79pe0RERESqEIuEe+UHKk96iYqKkiWM+/fvR/v27dGoUSNYW1vDw8ND5QCOHj2K06dP4/Tp07h+/TqcnJxQp04d7NixA7Vr11Z5e0RERESUt1ROGI2MjPD8+XOULl0ahw8fxvTp0wEAUqlU9hxoVTRp0gRmZmYYNWoUDh48CENDQ5W3QURERPRf5JdrCYWi8pB0u3bt0LlzZzRs2BBxcXFo2rQpAOD69euws7NTOYCgoCDUqFEDs2fPRrly5dC5c2esWLEC9+7dU3lbRERERJT3VE4Y582bhyFDhsDZ2RnHjh1DkSJFAACRkZEYNGiQygGMGDECu3btQmxsLA4fPozq1avj8OHDcHFxQalSpVTeHhERERHlLZWHpLW0tDB69Ohs7SNHjvzmIKRSKa5fv47Tp0/j1KlT+OeffyCRSGBmZvbN2yQiIiLKLY5IK5erhPHPP//M9QZbtWqlUgAtW7bE2bNnkZycDDc3N9StWxd9+/ZF7dq1eT0jERERkRrIVcLYpk2bXG1MJBKpPPHF0dER/fv3R61atWBgYKDSukRERER5gZNelMtVwiiRSL5bAHPmzMnWlpiYyOoiERERkZr4T48GTE1N/c8BKHpyjLGx8Tc/OYaIiIiI8pbKCWNmZiamTZuGkiVLokiRInj06BEAYPLkyVi9erXKASh6cszhw4f/05NjiIiIiFTBJ70op3LCOGPGDKxbtw6zZ8+Gtra2rN3FxQWrVq1SOYCcnhwzduxYXL58WeXtEREREVHeUjlhDAkJwYoVK9ClSxdoaGjI2t3c3HDnzh2VA/j05BgAOHz4MLy8vAB8+5NjiIiIiFQlEokEe+UHKt+H8eXLlwqf6CKRSJCenq5yAJ+eHFO2bNk8eXIMEREREeUtlRNGZ2dn/P3337CyspJr37FjBypUqKByAPPmzYO1tTWeP3+O2bNn/+cnxxARERGpKn/U+YSjcsI4ZcoU9OjRAy9fvoREIsGuXbtw9+5dhISEYP/+/SoH8D2eHENEREREeUflhLF169bYt28fAgICoKenhylTpqBixYrYt28fGjZs+E1B3L9/H6dOnUJMTEy2ez5OmTLlm7ZJRERERHlD5YQRAGrVqoVjx47lSQArV67EwIEDYWpqimLFisld/CkSiZgwEhER0XcnzieTT4TyTQkjAFy5cgUREREAsq5rrFSp0jdtZ/r06ZgxYwbGjRv3raEQERER0XekcsL44sULdOrUCWfPnpU9vi8xMRHVq1fH1q1bUapUKZW2l5CQgN9++03VMIiIiIjyDAuMyql8H8Y+ffogPT0dERERiI+PR3x8PCIiIiCRSNCnTx+VA/jtt99w9OhRldcjIiIioh9D5QrjX3/9hXPnzsHBwUHW5uDggIULF6JWrVoqB2BnZ4fJkyfjwoULKF++PLS0tOSWDxs2TOVtEhEREVHeUTlhLF26tMIbdGdmZqJEiRIqB7BixQoUKVIEf/31F/766y+5ZSKRiAkjERERfXf55YkrQlE5YZwzZw6GDh2KxYsXo3LlygCyJsAMHz4cv//+u8oBPH78WOV1iIiIiOjHyVXCaGRkJJd5v3v3Dh4eHtDUzFo9IyMDmpqa6NWrF9q0afNdAiUiIiL6XlhgVC5XCWNwcPB3DeLFixf4888/8ezZM3z48EFuWVBQ0HfdNxEREREpl6uEsUePHt8tgBMnTqBVq1awsbHBnTt34OLigidPnkAqlaJixYrfbb9ERERElDsq31bnS6mpqUhOTpZ7qWr8+PEYPXo0bty4AV1dXezcuRPPnz9HnTp1eH9GIiIi+iHEIpFgr/xA5YTx3bt3GDJkCMzNzaGnpwcjIyO5l6oiIiLQvXt3AICmpiZSUlJQpEgRBAQEYNasWSpvTyhbN29C04b1UaVCeXTp+BtuhIcr7X/0yCG0btEEVSqUxy9tWuLvM/IzxKVSKRYvnI8GdWqiakVX9OvdE0+fPpHrk5SYiPFjR6F61YqoWa0y/CZPwPt37+T63Lt7Bz27dUaVCuXRqEEdrF29Mk/erzrjZ6EealS0xY7g/nh0dAZSri9Cy7qu/7pOrUplcW7zOCRenIebe/3QtaVHtj7929fGnQP+SLgwD2dCRqNyOSu55Trampjn2x4vTs3C67NzseX3PjA3LirXp3QxI+xaMABx54Lw9EQgZo5oAw2N//T9We3x90J98LOg/EjlM+TYsWNx8uRJLF26FDo6Oli1ahX8/f1RokQJhISEqByAnp6e7LrF4sWL4+HDh7JlsbGxKm9PCIcPHcTvswPRf9BgbP1jNxwcHDGwf2/ExcUp7B96/Rp8x4xC23a/YtuOPahXvwFGDB2M+/fvyfqsXb0SWzZtwCS/qdi4ZTsKFSqEgf16Iy0tTdZn/LjRePjgAZatWosFi5fh2pUrCJj6+dnbb9++xYC+vVG8RAls+WMXRo4ai2VLFmHH9m3f72AIjJ+F+tArpIMb915iRGDu3qNVCRPsXjgAZ67cg0fH/2HR5lNYOqUzvDydZH1+bVQRs0a1xYzlh+DZeRbC773En0sGw8yoiKzP7NG/oHltF3QZuxqN+gSjuJkBts79/FABsViEXQsGQltLE/V6zkXfKRvQtZUHpgxsnndvXs3w90J98LNQXyKRcK/8QOWEcd++fViyZAl++eUXaGpqolatWpg0aRJmzpyJTZs2qRxAtWrV8M8//wAAmjVrhlGjRmHGjBno1asXqlWrpvL2hLBh/Vq0+7U92rT9BbZ2dpjk5w9dXV3s2bVTYf9NG0NQvWYt9OzVBza2thgybAScnJ2xdfNGAFnfFjdtCEHf/gNRr74X7B0cMT1wNl7HxODkieMAgEcPH+LsP3/DL2A6XF3dULFSZfhOmITDhw4gJiYaAHBw/59IT09HwLSZsLMri6bNmqNTl27YELL2xxwYAfCzUB9Hz96G/5L9+POU8urJJ31/rYknL+PgG7Qbdx9HY9m2M9h9IhRDu9ST9RnWtT7W7jqHDX9ewJ1HURg6YytSUj+gRxtPAIB+EV30bOOJcUG78Nfle7ge8Rz9/DbC090WVctbAwC8PJ3gZFMMvSauR/i9lzh69jYClhxA//a1oaWpkefHQR3w90J98LOg/ErlhDE+Ph42NjYAAH19fcTHxwMAatasiTNnzqgcQFBQEDw8soad/P390aBBA2zbtg3W1tZYvXq1ytv70dI/fEDE7Vuo5lld1iYWi1GtWnWEh11XuE54aCiqVfOUa6teoybCQ0MBAC9fvEBs7Gt4VPu8zaJFi6K8q5tsm2Fh11FUXx/lXMrL+nh4VodYLJYNb4SFhaJS5crQ0taW28+Tx4+RnJT03964GuJnkb95uJXBqYt35dqOnYuAh2sZAICWpgYqOJXGyS/6SKVSnLx4F1U/9qngZAltLU2cvPC5z70n0XgWGS/bjodrGdx88Aox8W/k9mNQtBCcbYt/t/cnFP5eqA9+FupNJBIJ9soPVE4YbWxsZDfbdnR0xPbt2wFkVR4NDQ1VDsDGxgaurlnXNunp6WHZsmUIDw/Hzp07YWVl9S9rCy8hMQGZmZkwMTGRazcxMclxSD02NhYmJqbZ+8fFflz+OqvNNOdtxsXGwtjYWG65pqYm9A0MEPdx/djYWBhn24+pbNnPhp9F/mZhoo/oL5I4AIiJT4ZB0ULQ1dGCqVERaGpqyCV6ABATl4xiJvoAgGIm+kj7kI6ktynZ+lh87GNhoo+YuOz7AQALU/08fU/qgL8X6oOfBeVnKj/pxdvbG2FhYahTpw58fX3RsmVLLFq0COnp6YLcMzEtLU3uOg0AkGroQEdH54fHQkRERPQzUrnCOHLkSNnznb28vHDnzh1s3rwZ169fx/Dhw/M8wH8TGBgIAwMDudecWYE/bP9GhkbQ0NDIdsFyXFwcTE1NFa5jamqKuLjY7P0/fpszNTXLaovNeZsmpqayywE+ycjIQHJSEkw+rm9qaor4bPuJlS372fCzyN+i45Jh8dVsZnNjfSS9SUFqWjpiE94iIyMz24xncxN9RMVlVQij4pKho60FgyKFsvWJ/tgnOi4Z5ibZ9wMA0bGq3xpM3fH3Qn3ws1BvYgFf+cF/jtPKygrt2rWTDSv/aOPHj0dSUpLca8y48T9s/1ra2nByLoeLF87L2iQSCS5ePA9XtwoK13F1d8fFCxfk2i6cPwdXd3cAQMlSpWBqaoaLFz9v8+3bt7gRHibbpptbBbxJTsbtWzdlfS5dvACJRILyHz8LNzd3XL1yBenp6XL7sS5TBvoGBv/tjashfhb528Wwx6hb1UGurUE1R1wMz7oEJj0jE9cjnqOex+c+IpEI9ara49LHPtcjnuFDeoZcn7JW5rAsbizbzsXwx3CxKyE3s7pBNUckvUlBxKOo7/b+hMLfC/XBz4Lys1wNSS9YsCDXG/xUffxRdHSyDz+nZvzQENCthzcmTxiHcuVc4FLeFRs3rEdKSgratG0HAJg4fizMzS0wfOQoAECXrt3Ru2c3rF+3BrVr18HhQwdx6+ZNTJ4aACDrj2CXbt2xcvlSWFlaoWSpUli8cD7MzM1Rv4EXAMDG1hY1ataCv99kTJrij4yMdATOmIYmTZvD3NwCANC0eUssW7IYU6dMhHfvvnhw/z42bQzBmLE/LqH+0fhZqA+9QtqwLW0m+9m6pAlc7UsiIfk9nkclIGBoK5QwN0CfyRsAACt3/IMBHWtjxvDWWL/3AupWsccvDSug7bBlsm0s2HgSKwO64ertZ7hy8wmGdK6HwoV0ELI36w9q8ttUrNtzHrNGtUN80ju8eZeKoHG/4ULYI1y68QQAcPx8BCIeRWH19B6YOH8PLEz04Te4BZZvP4MP6T/45PGD8PdCffCzUF/5ZfKJUERSqVT6b53KlCmTu42JRHj06JFKAQQEBGD06NEoXLiwXHtKSgrmzJmDKVOm5LBmzn50wggAWzZtxPq1qxEb+xoOjk4YN2ESXF3dAAC9e3ZDiRIlMW3m/2T9jx45hEULgvHq5UtYWllj5KgxqFW7jmy5VCrFkkULsPOP7XjzJhkVKlbChMl+sLb+/FkkJSYicMY0/HX6JMRiMRo0bATf8ZNQWE9P1ufe3TuYOT0At27egKGRETp17opeffr9gCMiHH4WOTOqMuSH7atWpbI4uir7ZSob/ryAfn4bscK/K6xKmKBx3/ly68we3Q5ONsXwMjoRgSsPY+O+i3LrD+hQGyN7eMHCpCjC777EqNl/4PLNp7LlOtqa+J9PO7RvUgk62po4fi4CwwO3IfqLiS6WxY0wf0JH1K5UFu9S07Bp3yVMWrAXmZmS73AkFEu4vOiH7Qvg74U64WeRM12VZ1bknWF77gi27wVtHAXbd27lKmH8njQ0NBAZGQlzc3O59ri4OJibmyMzM1PlbQqRMBLlBz8yYSTlfnTCSJQfMGFUXwJ+NFmkUqnCMnBYWFi22wAQERERfQ9ijkgrJVjCaGRkJLthpb29vVzSmJmZmfWYogEDhAqPiIiIiD4SLGEMDg6GVCpFr1694O/vD4MvZmFpa2vD2toanp6eSrZARERElDdYYVROsISxR48eALIm1NSoUQOamoKPjhMRERGRAoLfL/Ldu3c4ceJEtvYjR47g0KFDAkREREREBQ2fJa3cNyWMf//9N7p27QpPT0+8fPkSALBhwwb8888/Km/L19dX4UxoqVQKX1/fbwmPiIiIiPKQygnjzp070bhxYxQqVAjXr1+XPcc5KSkJM2fOVDmA+/fvw9nZOVu7o6MjHjx4oPL2iIiIiChvqZwwTp8+HcuWLcPKlSuhpaUla69RowauXbumcgAGBgYKb/b94MED6H1xQ1EiIiKi70UsEu6VH6icMN69exe1a9fO1m5gYIDExESVA2jdujVGjBiBhw8fytoePHiAUaNGoVWrVipvj4iIiIjylsoJY7FixRQOFf/zzz+wsbFROYDZs2dDT08Pjo6OKFOmDMqUKQMnJyeYmJjg999/V3l7RERERKoSiYR75Qcq38umb9++GD58ONasWQORSIRXr17h/PnzGD16NCZPnqxyAAYGBjh37hyOHTuGsLAwFCpUCK6urgqrmERERET046mcMPr6+kIikaBBgwZ4//49ateuDR0dHYwePRpDhw79piBEIhEaNWok21Z+mWJOREREVBCoPCQtEokwceJExMfH4+bNm7hw4QJev36NadOmfVMAEokE06ZNQ8mSJVGkSBE8fvwYADB58mSsXr36m7ZJREREpAqxSCTYKz/45ht3a2trw9nZGVWrVkWRIkW+OYDp06dj3bp1mD17NrS1tWXtLi4uWLVq1Tdvl4iIiIjyhspD0vXq1VM6ZHzy5EmVthcSEoIVK1agQYMGGDBggKzdzc0Nd+7cUTU8IiIiIpUJ/ug7Nadywuju7i73c3p6OkJDQ3Hz5k3Z86FV8fLlS9jZ2WVrl0gkSE9PV3l7RERERJS3VE4Y582bp7B96tSpePv2rcoBODs74++//4aVlZVc+44dO1ChQgWVt0dERESkqnxyKaFgVE4Yc9K1a1dUrVpV5XsnTpkyBT169MDLly8hkUiwa9cu3L17FyEhIdi/f39ehUdERERE3yjPhuzPnz8PXV1dlddr3bo19u3bh+PHj0NPTw9TpkxBREQE9u3bh4YNG+ZVeERERET0jVSuMLZr107uZ6lUisjISFy5ckXlG3dnZGRg5syZ6NWrF44dO6ZqKERERER5Ir/c3kYoKieMBgYGcj+LxWI4ODggICAAjRo1Um3nmpqYPXs2unfvrmoYRERERPSDqJQwZmZmwtvbG+XLl4eRkVGeBNCgQQP89ddfsLa2zpPtEREREamKBUblVEoYNTQ00KhRI0RERORZwti0aVP4+vrixo0bqFSpEvT09OSWt2rVKk/2Q0RERETfRuUhaRcXFzx69AhlypTJkwAGDRoEAAgKCsq2TCQSITMzM0/2Q0RERETfRuWEcfr06Rg9ejSmTZumsCKor6+v0vYkEomqIRARERHlKTGHpJXK9W11AgIC8O7dOzRr1gxhYWFo1aoVSpUqBSMjIxgZGcHQ0FDlYer09HRoamri5s2bKgdORERERD9GriuM/v7+GDBgAE6dOpVnO9fS0oKlpSWHnYmIiEhQvK2OcrlOGKVSKQCgTp06eRrAxIkTMWHCBGzYsAHGxsZ5um0iIiIi+u9UuoZR9B2y70WLFuHBgwcoUaIErKyssl0Tee3atTzfJxEREdGXWGBUTqWE0d7e/l+Txvj4eJUCaNOmjUr9iYiIiOjHUilh9Pf3z/akl//Kz88vT7dHRERERHlLpYSxY8eOMDc3/y6BXL16FREREQCAcuXKoUKFCt9lP0RERERf4211lMt1wvg9rl8EgJiYGHTs2BGnT5+GoaEhACAxMRH16tXD1q1bYWZm9l32S0RERES5k+v7MH6aJZ3Xhg4dijdv3uDWrVuIj49HfHw8bt68ieTkZAwbNuy77JOIiIjoSyIB/8sPcl1h/F5PZDl8+DCOHz8OJycnWZuzszMWL16MRo0afZd9EhEREVHu5brC+L1IJBJoaWlla9fS0uJjA4mIiIjUgOAJY/369TF8+HC8evVK1vby5UuMHDkSDRo0EDAyIiIiKijEIuFe+YHgCeOiRYuQnJwMa2tr2NrawtbWFmXKlEFycjIWLlwodHhEREREBZ5Kt9X5HkqXLo1r167h+PHjuHPnDgDAyckJXl5eAkdGREREBUV+qfQJRfCEEci6ZU/Dhg3RsGFDoUMhIiIioq8INiR98uRJODs7Izk5OduypKQklCtXDn///bcAkREREVFBIxKJBHvlB4IljMHBwejbty/09fWzLTMwMED//v0RFBQkQGRERERE9CXBEsawsDA0adIkx+WNGjXC1atXf2BERERERKSIYNcwRkdHK7z/4ieampp4/fr1D4yIiIiICipOelFOsApjyZIlcfPmzRyXh4eHo3jx4j8wIiIiIiJSRLCEsVmzZpg8eTJSU1OzLUtJSYGfnx9atGghQGRERERU0IhEwr3yA8GGpCdNmoRdu3bB3t4eQ4YMgYODAwDgzp07WLx4MTIzMzFx4kShwiMiIiKijwRLGC0sLHDu3DkMHDgQ48ePh1QqBZA1rb1x48ZYvHgxLCwshAqPiIiIiD4S9MbdVlZWOHjwIBISEvDgwQNIpVKULVsWRkZGQoZFREREBYw4v4wNC0QtnvRiZGSEKlWqCB0GERERESmgFgkjERERkZB4Wx3lBJslTURERET5AxNGIiIiKvDy2211Fi9eDGtra+jq6sLDwwOXLl3K1Xpbt26FSCRCmzZtVNofE0YiIiKifGTbtm3w8fGBn58frl27Bjc3NzRu3BgxMTFK13vy5AlGjx6NWrVqqbxPJoxERERE+UhQUBD69u0Lb29vODs7Y9myZShcuDDWrFmT4zqZmZno0qUL/P39YWNjo/I+mTASERFRgSeGSLBXWloakpOT5V5paWkK4/zw4QOuXr0KLy+vz7GLxfDy8sL58+dzfH8BAQEwNzdH7969v+n4/JSzpJ/Gvhc6BPqomIGu0CHQF2IvLhQ6BPrIdcJhoUOgjy74NRQ6BPpIV1ND6BAEERgYCH9/f7k2Pz8/TJ06NVvf2NhYZGZmZnu4iYWFBe7cuaNw+//88w9Wr16N0NDQb47xp0wYiYiIiFQh5H27x48fDx8fH7k2HR2dPNn2mzdv0K1bN6xcuRKmpqbfvB0mjEREREQC0tHRyXWCaGpqCg0NDURHR8u1R0dHo1ixYtn6P3z4EE+ePEHLli1lbRKJBACgqamJu3fvwtbW9l/3y2sYiYiIiPIJbW1tVKpUCSdOnJC1SSQSnDhxAp6entn6Ozo64saNGwgNDZW9WrVqhXr16iE0NBSlS5fO1X5ZYSQiIqICLz896cXHxwc9evRA5cqVUbVqVQQHB+Pdu3fw9vYGAHTv3h0lS5ZEYGAgdHV14eLiIre+oaEhAGRrV4YJIxEREVE+0qFDB7x+/RpTpkxBVFQU3N3dcfjwYdlEmGfPnkEszttBZJFUKpXm6RbVwN0ozpJWF5wlrV40NfLRV+ifXIVJR4QOgT7iLGn1Yawn3CzpFReeCrbvftWsBNt3bvEaRiIiIiJSigkjERERESnFaxiJiIiowBPyPoz5ASuMRERERKQUK4xERERU4IlZYlSKFUYiIiIiUooVRiIiIirwWGBUjhVGIiIiIlKKCSMRERERKcUhaSIiIirwWEFTjseHiIiIiJRihZGIiIgKPBFnvSjFCiMRERERKcWEkYiIiIiU4pA0ERERFXgckFaOFUYiIiIiUooVRiIiIirw+Cxp5VhhJCIiIiKlWGEkIiKiAo/1ReVYYSQiIiIipZgwEhEREZFSHJImIiKiAo9zXpRjhZGIiIiIlGKFkYiIiAo8PktaOVYYiYiIiEgpJoxEREREpBSHpImIiKjAYwVNOR4fIiIiIlKKFUYiIiIq8DjpRTlWGImIiIhIKVYYiYiIqMBjfVE5VhiJiIiISCkmjERERESkFIekiYiIqMDjpBflWGEkIiIiIqVYYSQiIqICjxU05Xh8iIiIiEgpJoxEREREpBSHpImIiKjA46QX5VhhJCIiIiKlWGEkIiKiAo/1ReVYYSQiIiIipVhhJCIiogKPlzAqxwojERERESnFhJGIiIiIlOKQNBERERV4Yk57UUrQCmNKSgrev38v+/np06cIDg7G0aNHBYyKiIiIiL4kaMLYunVrhISEAAASExPh4eGBuXPnonXr1li6dKmQoREREVEBIhIJ98oPBE0Yr127hlq1agEAduzYAQsLCzx9+hQhISFYsGCBkKERERER0UeCJozv379H0aJFAQBHjx5Fu3btIBaLUa1aNTx9+lTI0IiIiIjoI0EnvdjZ2WHPnj1o27Ytjhw5gpEjRwIAYmJioK+vL2RoKjuwext2b12PhPg4lLG1R7/h42Dv5KKw77PHD7FpzRI8vBeBmKhI9B4yGq1/6yLXZ/PaZdi6brlcW0lLayzdsFv2c+TL51i7ZB5u37iO9PR0VKxaHf2Gj4ORsYncepfP/41t61fgycP70NLWhot7JUycMS+P3rn6+WPrJmxcvwZxcbEoa++I0eMmolx51xz7Hz96GMuXLEDkq5cobWmFIcNHoUatOrLlK5YuwrEjBxEdFQUtLS04Ojtj4JARcCnvBgC4evkSBvbtoXDb6zZuh7NLeVy9fAlbNq3HrZvhePf2HUpbWqFbj15o0rxl3r55NbNtyyaErFuNuNhY2Ds4Yuz4SXBR8lkcO3IYSxfNx6tXL2FpaYVhI0ejZu3Pn8WJ40exc/tWRNy+haSkJGz5YzccHJ2ybScs9DoWLwzGzRvh0BCLYe/ghMXLV0FXVxcAkJSUiNkzp+PMX6cgEovRwKsRxvhOQOHCenl/ENREF09L9K5TBmZFtXEn8g2m7Y1A+PMkhX039K8KD1vjbO2nI2LQb+01AMDQhnZo7lYMxQx1kZ4hxa2XSQg6fF/hNrU0RNgx1BNOJfTRet5ZRES+kS1zKFYEfm2dUb6UAeLffcCGs8+w6q/HefSu1dOObZuxKWQN4uNiYWfvAJ+xE1HOJeffixPHDmPF0oWIevUSpSytMHiYD6rX/Px7Mc1vAg7u2yO3jodnTQQvXiH7ecyIwbh/LwIJ8fEoqq+PKlU9MWj4KJiZmQMArl25hK2b1uP2rRsfz1GW6NK9Fxo3+7nPUV8ScdKLUoImjFOmTEHnzp0xcuRI1K9fH56engCyqo0VKlQQMjSV/H3yCFYvnotBPhNh7+yCP//YDL/Rg7B04x4YGmU/6aalpqJYiVKoUbchVi+am+N2LcvYYtrcZbKfNTQ0ZP+fmpICv9GDYG1rj+nzsk4Km9YswfTxwzFnaQjE4qzi8bm/jmPRnGno1ncIXCtWRWZmBp49ephXb13tHDtyEMFzZ8F34lSUK++KrZtCMGxQX/yx9yCMv0qkASA89Domjx+NQUNHombtujhyaD/GjByKDVt3wNbOHgBgaWWNMb6TULJUaaSmpmLLpvUYOrAPdv15BEbGxnB1d8fB42fktrt88QJcvnQBTuWyvjSEh12HXVl7dO/ZB8YmJvjnzGlMnewLvaJFUKt2ve9/YARw5PBBBM35HyZMnoryrm7YtGE9Bvfvg937DsHYJPtnERZ6DRPGjcKQ4T6oVacuDh/YD5/hQ7B5+07Ylc36LFJSUuBeoRIaNm6KaVMnK9xvWOh1DB3YF969+2Hc+EnQ0NDAvbt3Zb8TADBx3BjExr7GkhVrkJGRgamTJ2D61CmYOTvn38f8rJlbMYxv6Ygpu24h7FkietayxureldF4zt+If/chW/8hIdehpfH5j6ehnjb+HFEdh8KjZW2PX79DwJ4IPI9/Dx0tDXjXssLaPpXhNfsMEt6ly21vbHMHxCSnwamE/H70dDSwpm8VnLsfhym7bsOhWBHM/K083qSmY9vFF3l7ENTE8SOHsCBoFsZO8EO58q7YtmkDRg7uh627Dyg+R4Vdh9+EMRgwZARq1qqLI4cPYJzPUKzbvBO2dmVl/apVr4lJU2fIftbS1pbbTsXKVdGjVz+YmJri9esYLJw3BxPGjMDKdZtl+7Et64CuPfvA2NgEZ//+CwFTxkOvSFHUrF33+xwMyldEUqlUKmQAUVFRiIyMhJubm+yEfunSJejr68PR0fGbtnk36v2/d8pDowd0g51jOQwY4QsAkEgk6PVbE7Ro1xG/dumldN0+HZqh5a9dFFYYL/5zCvNXb1O43vXL5+E/dgg27/8LhfWKAADevX2Dzi3qwP/3JXCvXA2ZGRno07E5OnkPQKPmbfPgnaqumIHuD92fd9cOcC7ngjHjs5IJiUSClo3roX2nrujRq2+2/hPGjkRKSgrmLfycmPfq1gFlHZwwftJUhft4+/Yt6tesgkXL16Cqh2e25Rnp6WjeqC7ad+qC3v0G5RjryCH9YWxiisn+M3Lsk9c0NX7cN+jundvDuZwLfCdOAZD1WTRtWBcdO3WFd59+2fqPGz0SKSnvsWDx58p69y4d4ODgiIlT/OX6vnr5Ai2aeCmsMHbv0gHVqlXHoKHDFcb16NFD/Nq6OTZu/QPO5coDAM7+8zeGDeqHw8dPw8zc4j+979yqMOnID9kPAPwxpBpuPE9CwN4IAFkX2Z+ZUBcbzj7FitP/Xs3rUdMKwxuVRY1pp5CSnqmwj56OBq5Pa4geKy7h/IN4WXttB1OMb+GIIRuu49DoWnIVxk7VSmNkk6ztpmdm/Ska3dQeXuXM0eT3f/7r2861C34Nf9i+enfvACfn8hjtOwlA1u9F66b18VvHLujunf0cNWmcD1JSUjB3weeJoH26d0RZB0eMmzgVQFaF8e2bZMwKWpTrOP7+6yTG+QzFmQuh0NTSUthn1LABMDI2kUtEvzdjPY1/7/SdHLwVI9i+m5UzF2zfuSX4jbuLFSuGokWL4tixY0hJSQEAVKlS5ZuTxR8tPT0dD+5FwL2Sh6xNLBbDrZIH7twK/0/bfvXiGXq2a4i+HVtg7rQJeB0d+Xm/Hz4AIhG0tD5/i9TW1oFILMbtG6EAgIf37yDudQzEIjGG9+6IHm0bYuqYwXj66MF/iktdpad/wJ2IW6jyRRInFotRxcMTN8JDFa5zIzwsW9JXzbNmjv3T0z9gz87tKFKkKOztFf8bPfPXKSQlJaJF63ZK43379i30DQyU9smv0tM/IOL2LXhUqy5rE4vF8KjmifCwUIXr3AgLlesPAJ7Va+TYX5H4uDjcDA+DsbExenbtCK86NdCnZ1dcv3ZV1ic8LBRFi+rLkkUA8KjmCbFYjBs3/tvvrDrS0hChXEl9nHsQJ2uTSoFz9+PgbmWYq238WqUUDoRF5pgsammI0MGjNJJT0nHn1efhZpMi2pj+iwvGbAtHarok23oVrAxx5VGCLFkEgL/vxcLGvAj0C/18twlOT/+AuxG3UcWjmqzt0znqZg7nnJs3QuXOaQDg4VkDN8PD5NquXbmMZg1qokPbZpg90x9JiYk5xpGUlIgjB/ejvFuFHJNF4Oc+R5HqBE0Y4+Li0KBBA9jb26NZs2aIjMxKiHr37o1Ro0blahtpaWlITk6We31IS/ueYctJTkqAJDMz29CzoZEJEuPjcljr3zk4uWC4bwD85izGQJ8JiI58Cd+hvfD+/bus5eXKQ1e3ENYtn4+01BSkpqRgzZIgSDIzkRAXCwCIepU1pLNl3TJ06N4Hk/83H0WK6mPCiL54k6z42qX8LDEhEZmZmdmGO41NTBAXG6twnbjYWBibmGbrH/9V/7/PnEIdz0qoWdUdWzaux6Jlq2FoZKRwm3/u3oFqnjVgYVEsx1iPHTmE27duoEUrYSq/31tiQkIOn4Up4uIUfxaxsbEw+aq/iYlpjp+dIi9ePAcALF+6CG1/+Q2Llq2Eo1M5DOjTE8+ePgEAxMW+hrGJ/O+rpqYm9A0MVNpXfmGkpw1NDTFi38gPPce+TYNZUZ1/Xd+1tAEcihfFH5eyDxHXdTLD9WleuDGjEbxrWcN75WUkvP88HD2rfXlsufAMN18kK9y2aVEdxL79Kq43Wefv3MSW3yQmfjxHGX91zjE2yfH3Iuscpfz3qFr1mpgyLRALlq3BoGE+uH71MkYO7Y/MTPkEf/H8uahXvRKa1KuO6KhIzFZSkTx+9BAifuJzlCJiiAR75QeCJowjR46ElpYWnj17hsKFC8vaO3TogMOHD+dqG4GBgTAwMJB7LV/4+/cK+YepVK0matZriDK29qhYtTqmzFqEd2/f4p9TWTc1NzA0xjj/2bh87gzaN6mBjs1r4d3bt7C1d4Lo402dpJKsb+2/de2D6nW8YOfgjOG+/hABOHv6mFBvLV+qXMUDG7ftwqr1m1GtRk2MHzsS8Qq+EERHR+HC+bNo1fbXHLd15fJFTPObiAlTAuSuQaL/TirNqmK1+60DWrf9BY5Ozhg9bjysrMtg7+6dAkeXP/1apRTuRL5ROJnl4oN4tA4+hw5LLuDM3VgEd3WHsV7WqEe3GlbQ09HE8lOPfnTIBU7Dxs1Qq0592JW1R516Xvh9/lJE3LqBa1cuyfXr0r0X1m/ZiflLVkGsoYGAKb5QdFXa1csXMWPqJPhODoCNLc9RlEXQmv/Ro0dx5MgRlCpVSq69bNmyub6tzvjx4+Hj4yPX9jRB8bDJ96BvYASxhgYSE+Ll2hMT4mCo4ALmb1WkaFGUKGWJyJfPZW0VqnhixZZ9SE5MgFhDE0WKFkX3tl6oVaIxAMDoY+XM0tpGto6WtjaKlSiF19FReRabujA0MoSGhgbi4+QTufi4OJiYmipcx8TUFPFffbOPj4uD8Vf9CxUqjNKWVihtaYXyru74pWVj/Ll7J3r2lr8Wb//eXTAwMETtOoonsly7cgmjhg3CyNG+aN6yjYrvMP8wNDLK4bOIhYmJ4s/C1NQUcV/1j4uLzfGzU7yNrOuAbGzs5NrL2Ngi6uMIhompGeLj5H9fMzIykJyUpNK+8ouEdx+QkSmBaVH5SRCmRXTw+o3y0ZhCWhpo7lYM848qvowlJT0Tz+Le41kcEPYsCUfH1sJvVUth+alH8LQ1hruVIW7ObCS3zs5hnth3PRLjtt9A7Js0mBb5Kq6PlcV/iy0/MjT8eI6K/+qcEx+X4+9F1jkq979HAFCyVGkYGhrhxfNncsPZhkZGMDQygqWVNazL2KB10/q4GR6G8m7usj7Xrl7GmBGDMHzUODRr0fob3iX9rAStML57906usvhJfHw8dHRyNxyho6MDfX19uZd2LtfNC1paWrCzd0LY1YuyNolEgvBrl+BYLufbJKgq5f17RL16kW0oAwD0DY1QpGhRhF27hKSEeFStkXW7BTsHJ2hpa+PF8yeyvhkZ6YiOegUzi+J5Fpu60NLShqNTOVy+dEHWJpFIcOXSBZR3dVe4TnlXN7n+AHDxwrkc+8u2K5Xiwwf5oTSpVIp9e3ejWcvWCq8Lunr5EkYOHYghw33Q9tf2uXtT+ZSWljacnMvh0sXzsjaJRIJLFy7A9Ys/Tl8q7+Yu1x8ALp4/l2N/RUqULAkzc3M8fSI/kePZ0ycoViJriq6rmzvevEnG7Vs3ZcsvX7oAiUSC8kpu+ZNfpWdKcetlMjztPn+BFYkATzsThD5NVLpuE9di0NYU48/rr3K1L7FIBG3NrD8r0/6MQKt5Z9E6+BxaB59D3zVZ15GO2BSGoCP3AADXnyaiso0RNMWfh+RqlDXBo5i3SE7JUOVt5gtaWtpwcHLGFQXnKJcczjku5d3l+gPApYvn4eLqluN+YqKjkJSUCFMzsxz7SCRZ1fj09M/nsWtXLmH0sAEYNGwU2vzyc5+jFOGTXpQTpML46tUrlChRArVq1UJISAimTZsGABCJRJBIJJg9ezbq1cs/txpp3b4rggOnwM7RGfaOLvhzx2akpqSgQdOsb2fzZkyCsZk5evQbBiBroszzJ1nDNBnp6YiPjcGj+3ehW6gQSpSyBACsWRKEqtVrw8yiBOLjYrB5zTKIxWLU9moi2+/xg3tRyqoMDAyNcOdWOFYtnINWv3VBKUtrAEBhvSJo0upXbFm7DGbmxWBmURy7t64HANSs9+NmBf5Inbv1gP/k8XBydkE5l/LYuikEKSkpaNE66zocv0njYG5ugcHDsqrSHTt3R/8+3bEpZC1q1KqDo4cPIuL2LUz4OCs3JeU91q5cjlp168HU1AyJiYnYsW0zXsdEo0HDxnL7vnzpAl69fIHWCoajr1y+CJ+hA9GxczfU82qE2NjXALK+cBgYGH7HIyKcLt17wm+iL5zLuaBceVds3rAeKSkpaNUmazLQ5AnjYG5ujqEjsq5X7ty1G/p6d8eG9Wtktw+5fesWJvkFyLaZlJSIqMhIvI7Jms345GNiaGJqClNTM4hEInTv2RvLlyyEvYMD7B2dsH/vHjx5/Aizg+YDAGxsbFG9Ri1M95+CCZOnIiMjA7NmTkPjJs1+2AzpH23t308wq3153HyRhPDnSehR0xqFtDWw88pLAMDsDuURnZSGuYfvya33W9WSOH4rBonv5W+TU0hLAwMb2ODE7Ri8Tk6DkZ42ulS3hIW+Dg6FZ41eRCamyq3z/kPWyM/zuPeITsqqHu4LjcSQhnaY+ZsLVpx+DPtiRdC9phUC9935LsdBHXTq0hPT/MbD0dkF5cqVx9bNIUhNSZFdK+g/2Rdm5uYYNDTrHNW+czcM6tsDmzesRfWadXD8yEHcuX0TvpOyzlHv37/D6uVLUK9BI5iYmuLF82dYPH8uSpW2hIdnTQDArRthuH3rJtwqVETRovp4+eI5VixdiJKlSssS1auXL2L08EFo36kr6jVoiLiP5yjNn/gcRaoRJGEsV64cFi9ejDlz5qB+/fq4cuUKPnz4gLFjx+LWrVuIj4/H2bNnhQjtm9Sq3xhJiQnYvGYpEuLjYGPngKlzFstuoP06JgqiL+4BFx/7GiP6dJT9vHtrCHZvDYGLeyXMnL8KABD3Ohq/B4xHcnISDAyN4FzeHXOWhsDA8PPF+i+fP0HIyoV4m5wE82Il8FvX3mjdvqtcbN4DR0BDQwNBMybhQ1oa7J1cMGPeChQpmr9ujJ5bDRs3Q0JCAlYsXfDxZtFOmL9khWz4JjoyEmLR58/C1b0Cps2cg2WL52PJwnkobWmFOfMWyu7BKBZr4MmTRzgwag8SExNgYGgI53LlsWLNxmzXH/65eydc3SrAuowNvnbgzz1ITU3BujUrsG7N55vpVqxUBctWh3yPQyG4xk2aISE+HksXL0Rc7Gs4ODph0bKVsmHfqMhXEH/x1drNvSJm/O93LFkUjEXz58HSyhpB8xfJ7sEIAH+dOompkyfIfh4/JuuPar+BgzFg0FAAQJduPfAhLQ1zZ/8PSclJsLd3wJIVa1C6tKVsvRmz5mDWjGkY0KcnxGIx6ns1wtjxE7/r8RDSwbAoGOtpY1ijsjArqoOIV8novfoK4j5OOCluWAiSry5lK2Omh8pljNFz5eVs28uUSmFjpoe23SrASE8bCe8/4MbzJHReehEPot/mOq63qRnotfIy/No6Y/cwTyS8S8fi4w9/2nswAoBX46ZISIjHqqULsx4u4OCIeYuWyybfRUdFyt0z1NWtAvxnzMaKJQuwbFEwSltaYVbQQtn5RyzWwMP793Bo/168eZMMUzNzeFSrgX6DhkL7470YdXQL4a+Tx7Fq+SKkpqTAxNQM1arXRM9ZQbI+B/fvRWpqCkLWrkTI2pWy/VeoVAVLVq7/UYdHUPml0icUQe7DuGTJEowbNw5NmjTBsmXLsGzZMoSFheHt27eoWLEiBg8ejOLFv33I9Effh5Fy9qPvw0jK/cj7MJJyP/I+jKTcj7wPIykn5H0Yj0a8FmzfjZxyvnxAXQhSYRw0aBCaNm2K3r17o1y5clixYgUmTvx5v90TERER5WeCzZIuU6YMTp48iUWLFuGXX36Bk5MTNDXlw7l27ZpA0REREVFBwmdJKyfobXWePn2KXbt2wcjICK1bt86WMBIRERGR8ATL0FauXIlRo0bBy8sLt27dgpmS6f9ERERE35OYBUalBEkYmzRpgkuXLmHRokXo3r27ECEQERERUS4JkjBmZmYiPDw82xNeiIiIiITAaxiVEyRhPHaMzzEmIiIiyi8EfTQgEREREak/TksmIiKiAo9PelGOFUYiIiIiUooVRiIiIirwOOlFOVYYiYiIiEgpJoxEREREpBSHpImIiKjA45NelGOFkYiIiIiUYoWRiIiICjxOelGOFUYiIiIiUooJIxEREREpxSFpIiIiKvD4pBflWGEkIiIiIqVYYSQiIqICjwVG5VhhJCIiIiKlWGEkIiKiAk/MixiVYoWRiIiIiJRiwkhERERESnFImoiIiAo8DkgrxwojERERESnFCiMRERERS4xKscJIREREREoxYSQiIiIipTgkTURERAWeiGPSSrHCSERERERKscJIREREBR4f9KIcK4xEREREpBQrjERERFTgscCoHCuMRERERKQUE0YiIiIiUopD0kREREQck1aKFUYiIiIiUooVRiIiIirweONu5VhhJCIiIiKlmDASERERkVIckiYiIqICj096UY4VRiIiIiJSihVGIiIiKvBYYFSOFUYiIiIiUooVRiIiIiKWGJVihZGIiIiIlGLCSERERERKcUiaiIiICjw+6UU5VhiJiIiISClWGImIiKjA4427lWOFkYiIiCifWbx4MaytraGrqwsPDw9cunQpx74rV65ErVq1YGRkBCMjI3h5eSntrwgTRiIiIqJ8ZNu2bfDx8YGfnx+uXbsGNzc3NG7cGDExMQr7nz59Gp06dcKpU6dw/vx5lC5dGo0aNcLLly9zvU+RVCqV5tUbUBd3o94LHQJ9VMxAV+gQ6AuaGhxzURcVJh0ROgT66IJfQ6FDoI+M9TQE23fYszeC7dvNsqhK/T08PFClShUsWrQIACCRSFC6dGkMHToUvr6+/7p+ZmYmjIyMsGjRInTv3j1X+2SFkYiIiEhAaWlpSE5OlnulpaUp7PvhwwdcvXoVXl5esjaxWAwvLy+cP38+V/t7//490tPTYWxsnOsYf8pJL2eevhY6BPqojpWZ0CHQFyxNCwsdAn2036e20CHQR+cfxwkdAn3U3MVcuJ0LOAATGBgIf39/uTY/Pz9MnTo1W9/Y2FhkZmbCwsJCrt3CwgJ37tzJ1f7GjRuHEiVKyCWd/+anTBiJiIiI8ovx48fDx8dHrk1HR+e77Ot///sftm7ditOnT/+/vfsOq9p64wD+vZc9LhvZS5ChIqg4UMsSd604flq1ioqr7orVal1oFXct7jrAWnHiqAMXiqMqiiAulgiiFURAxmXDPb8/0LRXRrG1BuT9+NznMScnyZvkJrz3JDmBomLdbxujhJEQQgghjR6fHXcrKCjUOUHU0dGBjIwMXr58KVX+8uVL6Ovr1zrtmjVrsGLFCly4cAGtWrV6rxjpHkZCCCGEkAZCXl4ebdu2RVhYGFcmkUgQFhYGZ2fnGqdbtWoVli5dijNnzsDJyem9l0stjIQQQgghDcjMmTPh7e0NJycntG/fHuvXr0dBQQFGjx4NABg5ciSMjIzg7+8PAFi5ciUWLlyI4OBgmJubIz09HQCgqqoKVVXVOi2TEkZCCCGENHoN6U0vQ4YMwatXr7Bw4UKkp6fD0dERZ86c4R6ESU1NhVD450XkLVu2oLS0FIMGDZKaT00P1lTnk+yHcXvEU75DIG/QU9L1Cz0lXX+kZlJ/sfVFYqaY7xDIG3w+JX3/OX/fA3vjurXy8YlaGAkhhBDS6DWgBkZe0EMvhBBCCCGkVry3MBYUFGDFihUICwtDRkYGJBKJ1PgnT57wFBkhhBBCCAHqQcI4duxYXL58GSNGjICBgQEEDemuU0IIIYR8Gij9qBXvCWNoaChOnTqFzp078x0KIYQQQgipBu8Jo6am5nu9/JoQQggh5EPj800vDQHvD70sXboUCxcuRGEhdTFBCCGEEFIf8d7CuHbtWiQlJUFPTw/m5uaQk5OTGh8VFcVTZIQQQghpLOgRitrxnjB6eXnxHQIhhBBCCKkF7wnjokWL+A6BEEIIIYTUgveE8a07d+4gNjYWANCiRQu0bt2a54gIIYQQ0ljQFena8Z4wZmRk4Msvv0R4eDg0NDQAADk5OXB3d8f+/fuhq0vvIiaEEEII4RPvT0lPnToV+fn5ePjwIbKzs5GdnY0HDx4gLy8P06ZN4zs8QgghhDQGAh4/DQDvLYxnzpzBhQsXYGdnx5U1b94cmzZtQvfu3XmMjBBCCCGEAPWghVEikVTpSgcA5OTkqrxXmhBCCCGEfHy8J4weHh6YPn06Xrx4wZX98ccf+Oabb9C1a1ceIyOEEEJIYyHg8V9DwHvCuHHjRuTl5cHc3ByWlpawtLSEhYUF8vLysGHDBr7DI4QQQghp9Hi/h9HExARRUVG4cOEC4uLiAAB2dnbw9PTkOTJCCCGENBb0ppfa8Z4wAoBAIEC3bt3QrVs3vkMhhBBCCCHv4CVhDAgIwPjx46GoqIiAgIBa61LXOoQQQgj5r1EDY+0EjDH2sRdqYWGByMhIaGtrw8LCosZ6AoEAT548ee/5b494+m/CIx+Qqxl1vF6fmOoo8x0CeSM1s5DvEMgbiZlivkMgb/Rp2YS3ZSek83dMWuvX/3MzLy2MycnJ1f6fEEIIIYTUP7w/Jb1kyRIUFlbN6ouKirBkyRIeIiKEEEJIo0NveqkV7wmjn58fxOKqlwMKCwvh5+fHQ0SEEEIIIeSveH9KmjEGQTXPssfExEBLS4uHiAghhBDS2DSUDrT5wlvCqKmpCYFAAIFAAGtra6mksaKiAmKxGBMnTuQrPEIIIYQQ8gZvCeP69evBGMOYMWPg5+cHdXV1bpy8vDzMzc3h7OzMV3iEEEIIIeQN3hJGb29vAJVd7HTu3BmysrxfHSeEEEJII0Vveqkd7w+9iEQixMbGcsPHjx+Hl5cX5s2bh9LSUh4jI4QQQgghQD1IGCdMmICEhAQAwJMnTzBkyBAoKyvj0KFDmD17Ns/REUIIIaQxoF51asd7wpiQkABHR0cAwKFDh+Dq6org4GAEBQUhJCSE3+AIIYQQQgj/CSNjDBKJBABw4cIF9O7dGwBgYmKCzMxMPkMjhBBCCCGoB/0wOjk54YcffoCnpycuX76MLVu2AKh8ZaCenh7P0RFCCCGkUWgo14Z5wnsL4/r16xEVFYUpU6bg+++/h5WVFQDg8OHD6NSpE8/REUIIIYQQ3lsYW7Vqhfv371cpX716NWRkZHiIiBBCCCGNDb3ppXa8tzACQE5ODnbs2IG5c+ciOzsbAPDo0SNkZGTwHBkhhBBCCOG9hfHevXvo2rUrNDQ0kJKSgnHjxkFLSwtHjhxBamoqfvnlF75DJIQQQsgnjjrurh3vLYwzZ87E6NGjkZiYCEVFRa68d+/euHLlCo+REUIIIYQQoB4kjLdv38aECROqlBsZGSE9PZ2HiAghhBBCyF/xfklaQUEBeXl5VcoTEhKgq6vLQ0SEEEIIaWzoinTteG9h/OKLL7BkyRKUlZUBAAQCAVJTUzFnzhwMHDiQ5+gIIYQQQgjvCePatWshFovRpEkTFBUVwdXVFVZWVhCJRFi2bBnf4RFCCCGkMaCXSdeK90vS6urqOH/+PK5du4Z79+5BLBajTZs28PT05Ds0QgghhBCCepAwvtWlSxd06dKF7zAIIYQQQsg7eE8YlyxZUuv4hQsXfqRICCGEENJY0Zteasd7wnj06FGp4bKyMiQnJ0NWVhaWlpaUMBJCCCGE8Iz3hDE6OrpKWV5eHkaNGoX+/fvzEBEhhBBCGht600vteH9Kujpqamrw8/PDggUL+A6FEEIIIaTR472FsSa5ubnIzc3lOwxCCCGENALUwFg73hPGgIAAqWHGGNLS0rBnzx706tWLp6jeX/SF33D79CEU5GZD16Qpuo6YDANL22rrJty+hogT+5CT8QIV5eXQ1DeCU69BaNH5z66ESouLcOXgTjy+cx3F4jyo6eqjTXcvOHp8XmV+jDGErP0eKfci0W/6IjRr21lq/IOr5xB5JgSv059DXlEZNu1d4Ok99cNugHrk1NEDOLJ/N15nZ8HC0hoTps+BtV3Laus+TU7C3l2bkZQQi4z0NIydMgv9/jdcqk5w4FbsC9omVWZkao6te/68/3bjmh8QcycC2ZmvoKikBLuWDvCeMB0mZhZcnYTYh9j9cwCSEh4BEMDariVGT5wOCyubD7fy9cz+4L3YHbgTmZmvYG1ji+/mLYB9q1Y11j93NhSbNvyEF3/8AVMzc8yYOQufubhy4xlj2LwxAEcOH0J+fh4cW7fB9wsXw8zMnKuTm5ODFcuX4nL4JQiFQnTt1h1zvvseyioqXJ2E+Dgs/2EJHj64D00tLQwd9hVG+4z7T7ZBfUHHRf1xLfQILh3fh/ycbBiaW6K/zwyYNWtebd17Ny/jwpE9yEz7A5KKcugYGMOt7xA4ufXk6jDGcGb/Tty8cAJFhWJY2Nhj0Hhf6BqaAAAeP4jG5kXTqp3/jJU/w9TKDmcO7MK5g4FVxssrKGJF8PkPsNakoeM9Yfzxxx+lhoVCIXR1deHt7Y25c+fyFNX7ibsZjvDgbfAcNQ0GlraIOnsEh1fPw5hVO6GiplmlvqKqCB2/GAotA1PIyMoi6W4EzmxfA2WRBixaOQEAwoO3IvVRDHpPnAN1HT2kPLiDC7s3QFVDG1ZtnKXmd+fskRqf7ooMPYzIMyFwHTIOBpa2KCspRm7myw+/EeqJqxfPYsemtZg883tYN2+J3w4FY+GsSdj66zFoaGpVqV9SXAx9Q2N0ceuGHRvX1jhfUwtL/LB2KzcslJGRGm9lbQe3br2g28QA+fm52Be4FQtnTcKO/SchIyODosJCLJ49Ge07ueLrb+aioqICwYFbsPDbyQg8FApZWbkPtxHqiTOhp7FmlT/mL/KDvb0D9u7Zja8n+OD4yTPQ1tauUv9udBS++9YX02bMhIurO06fOoEZUydj/+EjaNbMGgAQuHM79u3dg6XLV8DIyBibNvyEr8f74Ohvp6GgoAAAmDtnFjJfvcLWHYEoLyvDovnzsGTxQqxYXbl/xWIxJo7zQQdnZ8xf5IfEhAQsXjAPIpEaBg0e8vE20EdEx0X9Ef17GI4HbcT/JvjCtFlzXDl5CD8v9cV3G4IhUq/690JZVQ2eA0dCz8gUMrJyeBR5Hfs3rYCquiZsW3cAAFw8Foyrp0MwbOo8aDUxQOj+ndi21BdzftoDOXkFmNu0xOIdx6TmG7p/BxLv3YHJm4YN9y++RKfu/aTqbFk8A6ZW1Td8kMaH93sYk5OTpT5JSUm4efMmli9fDpFIxHd4dRJ5JgT2br1g79IDOkZm6DZqOuQUFPDg8tlq65vaOaCZUxdoG5lCQ88QbXv0h65JU/yR8ICr80fiI7To4glTOweo6+rDwb0Pmpg2RfqTOKl5ZTxNQmRoCHqO9a2ynOKCfFwL2Y1e42fDrpMHNPQMoWvatErC+Sk5dvBX9Ph8ADx794OpuSUm+X4PBUVFnD99rNr61nYtMObrb+DStSfk5Gv+4yQjIwNNbR3uo64hfWLv+cVAtHRoCz0DQ1hZ2+GrsZORmZGOjPQXAIDnqcnIz8vFcJ+vYWxqDjMLSwz1noCc7CxkpKd9sPWvT/bsDsSAQYPh1X8gLK2sMH+RHxQVFXHsSEi19ff++gs6dfkMo8aMRVNLS0yZNgN2zZtjf/CvACpbUfbu+QXjJnwNdw9PWNvY4gf/VXiVkYGLYRcAAE+SkvD7tatYtOQHtGrlgDZtnfDdvPk4E3oKGRmVP5ROn/wNZWVlWLJ0OaysmqFX7z4YOnwE9vxStXXlU0HHRf1x+cQBdPTsi/YefaBvYoFBE2ZBTkERt8JOVVvfqmVrtOrgAj1jc+joG8Hl8//BwKwpkuPuA6g8Lq6cPIhug0aiZfvPYGhuhWFTv0fe6yw8uHUVACArJwc1TW3uoyJSx8Nb19DeozcEb570UFBSlqqTn/saL5+noEPXqle1PlUCAX+fhoD3hLGhqygvw8uURJi1aM2VCYRCmDZvjRePY/92esYYnj6MRnbaMxjb2nPlRs2a43H0TeRnZ4IxhtRHd5Gd/gfMWrbl6pSVFOPkFn94jpwCFY2qrQQpD6LAmATi15nYNccHW6cPw28bf0BeVsa/XOv6qaysDI8TYuHQtgNXJhQK4di2A+If3vtX837xPBXeA7ph7JefY83Sech4WfMfs+KiIlwI/Q16BkbQaaIPoPJSnUhdA+dPHUNZWRlKSopx/vQxmJhZQE/f8F/FVh+VlZYi9tFDdHTuxJUJhUJ07NgJ92Kq9owAAPfu3kXHjtI/Zjp17oJ7d+8CAP54/hyZma/QoeOf8xSJRLBv5cDNMyYmGiI1NbRo+eex1MG5E4RCIe7fu/emzl20dXKCnLy81HJSkpOR9wneN03HRf1RXlaG50kJsG7153lcKBTCupUTUhIe/u30jDEk3IvEqxfP0LS5AwAg+2Ua8nOyYf3m6hQAKKmowrSZHVLiq5/ng9vXUCDOQ3uP3jUuK+LCCegamnDLIYT3S9L9+/fnfuH8nSNHjlQpKykpQUlJiVRZWWkJ5OQVPkh8f6coPw9MIqly6VlFXRPZac9qnK6ksABbpw9FRXkZBEIhPEdOhflfkkGPEZNxbtd6bJsxDEIZGQgEQnQfMwMmtn/e/3UpeCuMmjWHVdtO1S0CuRlpYBKGiBP74D58EhSUVXDtcBAOr/oO3su2QeYTu9yTl/sakooKaL5ziU1DUxvPU1P+8Xyt7VpixndLYGRqhtdZmdgXtA3fTR2DjUGHoaz8531xp44eRNC29SguKoKRqTmWrt0CObnKbaysrAL/9duxbP5MHPhlOwDAwNgUS1Zvgows74fhB/c65zUqKiqqXHrW1tZGcvKTaqfJzMyEtrZOlfqZWZlvxr+qLNOpOs/MzMo6WZmZ0NKS3v+ysrJQU1dH1pvpMzMzYWRk/M48dLhxaurqdV7PhoCOi/qjID8XEkkFRO/8wBepayLjj6c1TldUIIbf+AEoLyuFUCiDgeNmwsahHQAgLyerch7vtO6K1LWQn5Nd7fwiwk7BxqE9NLSbVDu+rLQEd66eR9f+w6sd/+lqIE19POG9hVFdXR1hYWGIjIzkyu7cuYOLFy9CTU0N6urq3Kc6/v7+UnXU1dURunvzxwr/H5NXVMLIH7bgq8Ub0WXQaITv24bU2BhufPT540hLikP/b/wwwm8TXIeOx4VfNuLpgygAwOOoG0h9dBfuw7+ucRmMMUgqyuHx1SRYtHKCoZUdPp80F6/TXyD1UUyN0xFpTh27oIt7N1hYWqNN+05YtHIjCsRiXLt0TqqeW7de+GnHPvgH7ICRsSlWLp6D0jc/ZkpKihGwyg92LR2wevMvWLkxEGYWlvD7bhpKSor5WC1C/hU6Lj4eBSVl+K7ZhW9WbkfvYeNwPGgjHj+ovqX+7+RkZSA+5hY6dO1TY537EVdRUlSIdm4N58FT8t/j/Secnp4eBg8ejK1bt0LmzQ3TFRUVmDRpEtTU1LB69epap587dy5mzpwpVfZrTPp/Fu+7lERqEAiFKMh7LVVekPsaKupVLxO/JRAKoalnBABoYmaJ7BepuHViP0ztHFBWWoKrhwLRb/oiWDpWXkbSNW2KV6lJuB16GGYt2yD10V3kZKRhw0Tpzs1/C1gKI5uW+HLeGu4ytbaRGTdeWU0DSiI15H+Cl6XV1DUhlJHB69fSv6pzXmdBU6vqQxb/lKpIBENjU6T9Id2CrKIqgoqqCIbGZrBp3gpDP3fBjasX4erZC5cvhCIj/QVWb94NobDyd9qsBf4Y+rkLIq6Fw6Vrz+oW1WBpamhCRkYGWVlZUuVZWVnQ0dGpdhodHR1kvWlNlKr/pvVPR0e3siwzC7q6TaTq2NhW3pivraOD7Gzp/V9eXo683Fxov5leR0cH2VWWk8mN+9TQcVF/qIjUIRTKVGn5y899DZFGzftCKBRC16CyVdzIohlePk9B2JE9sGrZGmpvpsvPeQ01zT+/v/m52TAyb1ZlXrcunoaKqhpatutS4/Iiwk6gedtOVVpCSePGewvjrl27MGvWLC5ZBCpvpJ45cyZ27dr1t9MrKChATU1N6vOxLkcDgIysHPTMmyH14V2ujEkkSH10F4ZWdnWeD5MwlJeXAQAkFeWQVJRXuVQvEArBmAQA0OHzIfBethUjf9jCfQDAffgE9BxX+QCMUbMWAIDstOfcPIrEeSjKz4OaTvWXIhoyOTk5WFnb4d6dCK5MIpEgJuoWbFrU3JXL+yoqLET6i+fQ1KoluWAMjFXePwZUPnUqEAil9qlQIIBAIIBEwj5YbPWFnLw87Jq3QMTNG1yZRCJBRMQNtHJoXe00rRwdEXHzplTZzRvX0crREQBgZGwMHR1dRET8OU+xWIz792K4eTo4tEZ+Xh4ePfzzAbJbETchkUi47nwcHBxxJzKS2zdvl2NuYfHJXY4G6LioT2Tl5GBsaY3E+3e4MolEgsR7d2Bu3aLO82Hsz78XWnoGEGloSc2zuLAAqYmxMLdpUWW6WxdPw8mtZ42X/LNevsDjB9G1tkB+quihl9rx3sJYXl6OuLg42NhI97kVFxcHiUTCU1Tvx6nnQIRuXw09i2YwaGqLO+eOoKykGC1degAATm9bBVVNbbgM9gEARJzYBz0La2g0MURFWRme3LuFR9cvwNO7sp8sBSUVGNu2wuX92yErrwA1nSZ4Hncfj65dgNuwCQAAFQ2tah90EWk3gYauAQBAy8AYVm2ccfHXzeg+ZgbklZRx9eAuaBmawMTO8SNsmY/Pa/BX+NF/Iaxsm8PatiWOHw5GcVERPHtVdhexbtl8aOs2gff4ym1dVlaGZymV99SVl5UhKzMDTxLjoaikBENjUwDAzs3r0L6TC5roGSI7KwPBu7ZCKBTC1bOy9SP9xXNcvXgWrds5Q01DE1mvXuLw3kAoKCjAqWPlr3hHp44I3LoeW370R98BX0LCGA7vDYSMjAxatXF6dzU+CSO8R2PBvDlo0aIlWtq3wq97dqOoqAhe/QcAAL6fOxtNmuhh+jeVP3CGfzUSPqNGYHfQLri4uOJM6Gk8fPAACxYvAQAIBAIMHzES27dtgZmpGYyMK7vV0W3SBB5dK/swbWppic5dPoPfogWYv9AP5eVl8F+2FD179UGTJnoAgF59+mLr5k1YvPB7jPYZh8eJidj76y/4dnbD6Mbrn6Djov5w7TsE+zYsh4mlLUyb2eHyyUMoLSniHkAJDvgBalo6+PyriQCAC0f2wMTSFjp6RigvL0Vs1E1EXj6LQeMrjxuBQACXzwfj/OHd0DEwhlYTA5zZtwNqmtpo2f4zqWUn3r+D7Iy0Wp98vnXxNESa2rBr3fE/2gKkoeI9YRw9ejR8fHyQlJSE9u3bAwAiIiKwYsUKjB49mufo6sa2oxsK83Px+5FfUJj7GrqmTTHo22VQedOnVl5WhtQv6LKSYlzYvQHi7EzIyitAy8AEvSfMgW1HN65O30nzcOXQLpzeugLF4nyo6TRBl0Gj4FBNx9216TVhNi7t3YojaxdAIBDAxLYVBs5a9kneUA4An3n0QG7Oa+zdtQWvs7PQ1MoGfqs3cZfeXmWkQyD8s2E9O/MVpo/9khs+uv8XHN3/C1o6toX/TzsAAFmvXmLNkrnIy8uFuoYmmts7Ys2WX6D+JmGXk5fHw3vR+O1wMMT5edDQ1EYLhzZYtSmI6+POxMwCC5b/hH27t+Hbyd4QCIRo2swWi1dtgpa27sfaPB9Vz1698To7G5s3BiAz8xVsbO2wedsOaL+57Juelgah4M994di6DfxXrcHGgPXYsH4dTM3MsX7DJq4PRgAY7TMORUVFWLJ4IfLz89C6TVts3raD64MRAPxXroH/sqUY7+PNddz93dz53HiRSISt23di+Q9LMPR/A6ChqYkJEyd9sn0wAnRc1CetO3eFODcHZ/bvRF5ONowsrDB+/hru8u/rzJdSfy9Ki4sR8vM65GRnQE5eAXpGZhg+fQFad+7K1fHwGobS4iIc2roaRQViWNjaY/yCNVWutkWEnYK5TUvoGZuhOhKJBLcvhaK9W68qfWo2Bg2koY83AsYYr+3+EokEa9aswU8//YS0tMouGQwMDDB9+nT4+vpKXaquq+0RNT9tRj4uV7NP86TfUJnqKPMdAnkjNbOQ7xDIG4mZYr5DIG/0acnf7VIvckp5W7ahhvzfV+IZ781MQqEQs2fPxuzZs5GXlwcAUFNT4zkqQgghhDQmDeVeQr7wnjD+FSWKhBBCCCH1D+9PSRNCCCGEkPqtXrUwEkIIIYTwQUCPvdSKWhgJIYQQQkitqIWREEIIIYQaGGvFe8IYEBBQbblAIICioiKsrKzg4uLyj7rXIYQQQggh/x7vCeOPP/6IV69eobCwEJqalR1dv379GsrKylBVVUVGRgaaNm2KS5cuwcTEhOdoCSGEEEIaH97vYVy+fDnatWuHxMREZGVlISsrCwkJCejQoQN++uknpKamQl9fH9988w3foRJCCCHkEyXg8dMQ8N7COH/+fISEhMDS0pIrs7Kywpo1azBw4EA8efIEq1atwsCBA3mMkhBCCCGk8eI9YUxLS0N5eXmV8vLycqSnpwMADA0NkZ+f/7FDI4QQQkgjQW96qR3vl6Td3d0xYcIEREdHc2XR0dH4+uuv4eHhAQC4f/8+LCws+AqREEIIIaRR4z1h3LlzJ7S0tNC2bVsoKChAQUEBTk5O0NLSws6dOwEAqqqqWLt2Lc+REkIIIeRTJeDxX0PA+yVpfX19nD9/HnFxcUhISAAA2NjYwMbGhqvj7u7OV3iEEEIIIY0e7wnjW7a2trC1teU7DEIIIYQQ8g7eE8aKigoEBQUhLCwMGRkZkEgkUuMvXrzIU2SEEEIIaTQaxpVh3vCeME6fPh1BQUHo06cPWrZsCQE9pkQIIYQQUq/wnjDu378fBw8eRO/evfkOhRBCCCGNFDVX1Y73p6Tl5eVhZWXFdxiEEEIIIaQGvCeMvr6++Omnn8AY4zsUQgghhBBSDd4vSV+7dg2XLl1CaGgoWrRoATk5OanxR44c4SkyQgghhDQW9AhF7XhPGDU0NNC/f3++wyCEEEIIITXgPWEMDAzkOwRCCCGENHIN5Y0rfOE9YXzr1atXiI+PB1D5phddXV2eIyKEEEIIIUA9eOiloKAAY8aMgYGBAVxcXODi4gJDQ0P4+PigsLCQ7/AIIYQQ0ggIBPx9GgLeE8aZM2fi8uXLOHHiBHJycpCTk4Pjx4/j8uXL8PX15Ts8QgghhJBGj/dL0iEhITh8+DDc3Ny4st69e0NJSQmDBw/Gli1b+AuOEEIIIYTw38JYWFgIPT29KuVNmjShS9KEEEIIIfUA7wmjs7MzFi1ahOLiYq6sqKgIfn5+cHZ25jEyQgghhBAC1INL0uvXr0fPnj1hbGwMBwcHAEBMTAwUFRVx9uxZnqMjhBBCSGPQUB4+4QvvCaO9vT0SExOxd+9exMXFAQCGDh2K4cOHQ0lJiefoCCGEEEIIrwljWVkZbG1tcfLkSYwbN47PUAghhBBCSA14TRjl5OSk7l0khBBCCOEDvemldrw/9DJ58mSsXLkS5eXlfIdCCCGEEEKqwfs9jLdv30ZYWBjOnTsHe3t7qKioSI0/cuQIT5ERQgghpLGgh15qx3vCqKGhgYEDB/IdBiGEEEIIqQFvCWNycjIsLCwQGBjIVwiEEEIIIQBAdzD+Dd7uYbS0tISFhQXGjBmDX3/9Fc+fP+crFEIIIYQQUgveWhgvXryI8PBwhIeHY9++fSgtLUXTpk3h4eEBd3d3uLu7V/vKQEIIIYQQ8nHxljC6ubnBzc0NAFBcXIzr169zCeTu3bu5PhofPnzIV4iEEEIIaSzomnSteH/oBQAUFRXh4eGBLl26wN3dHaGhodi2bRv35hdCCCGEEMIfXhPG0tJS3Lx5E5cuXUJ4eDgiIiJgYmICFxcXbNy4Ea6urnyGRwghhJBGgjrurh1vCaOHhwciIiJgYWEBV1dXTJgwAcHBwTAwMOArJEIIIYQQUg3eEsarV6/CwMAAHh4ecHNzg6urK7S1tfkKhxBCCCGE1IC3bnVycnLw888/Q1lZGStXroShoSHs7e0xZcoUHD58GK9eveIrNEIIIYQ0MgIBf5+GQMAYY3wHAQD5+fm4du0adz9jTEwMmjVrhgcPHrz3vLZHPP0PIiT/hKuZLt8hkL8w1VHmOwTyRmpmId8hkDcSM8V8h0De6NOyCW/LLijlLx1Ska//WWO9eEoaAFRUVKClpQUtLS1oampCVlYWsbGxfIdFCCGEkEag/qds/OItYZRIJIiMjER4eDguXbqE33//HQUFBTAyMoK7uzs2bdoEd3d3vsIjhBBCCCFv8JYwamhooKCgAPr6+nB3d8ePP/4INzc3WFpa8hUSIYQQQgipBm8J4+rVq+Hu7g5ra2u+QiCEEEIIqUTXpGvFW8I4YcIEvhZNCCGEEELeQ7156IUQQgghhC/0ppfa8dYPIyGEEEII+Wc2bdoEc3NzKCoqokOHDrh161at9Q8dOgRbW1soKirC3t4ep0+ffq/lUcJICCGEkEavIXXcfeDAAcycOROLFi1CVFQUHBwc0KNHD2RkZFRb//r16xg6dCh8fHwQHR0NLy8veHl5vVdf1/Wm4+4PiTrurj+o4+76hTrurj+o4+76gzrurj/47Li7uJy3RUPxPW8Q7NChA9q1a4eNGzcCqOyq0MTEBFOnTsV3331Xpf6QIUNQUFCAkydPcmUdO3aEo6Mjtm7dWqdlUgsjIYQQQgiPSkpKkJeXJ/UpKSmptm5paSnu3LkDT09PrkwoFMLT0xM3btyodpobN25I1QeAHj161Fi/Op/kQy/jOpjxHcK/VlJSAn9/f8ydOxcKCgp8h9Oo0b6oPz6lfWGt37Bbe2lf1C+f0v7gy/u28n1Ii3/wh5+fn1TZokWLsHjx4ip1MzMzUVFRAT09PalyPT09xMXFVTv/9PT0auunp6fXOUZqYaynSkpK4OfnV+MvDPLx0L6oP2hf1B+0L+oX2h8N29y5c5Gbmyv1mTt3Lt9hSfkkWxgJIYQQQhoKBQWFOrcM6+joQEZGBi9fvpQqf/nyJfT19audRl9f/73qV4daGAkhhBBCGgh5eXm0bdsWYWFhXJlEIkFYWBicnZ2rncbZ2VmqPgCcP3++xvrVoRZGQgghhJAGZObMmfD29oaTkxPat2+P9evXo6CgAKNHjwYAjBw5EkZGRvD39wcATJ8+Ha6urli7di369OmD/fv3IzIyEj///HOdl0kJYz2loKCARYsW0c3L9QDti/qD9kX9QfuifqH90bgMGTIEr169wsKFC5Geng5HR0ecOXOGe7AlNTUVQuGfF5E7deqE4OBgzJ8/H/PmzUOzZs1w7NgxtGzZss7L/CT7YSSEEEIIIR8O3cNICCGEEEJqRQkjIYQQQgipFSWMhBBCCCGkVpQwkgbP3Nwc69ev5zsMQgghoHPyp4oSRh6NGjUKAoEAK1askCo/duwYBAIBT1F9PG5ubpgxY0aV8qCgIGhoaNR5Prdv38b48eM/XGAf2Puuz/tYvHgxHB0d61Q3PT0dU6dORdOmTaGgoAATExP07du3St9c9cV/ud1IzRhj8PT0RI8ePaqM27x5MzQ0NPD8+XMeIvswtm7dCpFIhPLycq5MLBZDTk4Obm5uUnXDw8MhEAiQlJT0kaNsGGo6Ruv7OZn8M5Qw8kxRURErV67E69ev+Q6lwdLV1YWycv18F2xZWRnfIQAAUlJS0LZtW1y8eBGrV6/G/fv3cebMGbi7u2Py5Mn/eL6lpaXVlteX9W4o6tP2EggECAwMREREBLZt28aVJycnY/bs2diwYQOMjY15jPDfcXd3h1gsRmRkJFd29epV6OvrIyIiAsXFxVz5pUuXYGpqCktLyyrzqem7T+r3OZn8c5Qw8szT0xP6+vpc55rVCQkJQYsWLaCgoABzc3OsXbv2I0bIr1GjRsHLywtr1qyBgYEBtLW1MXnyZKk/sO9e/hAIBNi2bRs+//xzKCsrw87ODjdu3MDjx4/h5uYGFRUVdOrUSarV4G1L3bZt22BiYgJlZWUMHjwYubm5XB2JRIIlS5bA2NgYCgoKXL9Xb6WkpEAgEODAgQNwdXWFoqIi9u7di9GjRyM3NxcCgQACgYB7mfyePXvg5OQEkUgEfX19DBs2DBkZGdz83rZuhIWFwcnJCcrKyujUqRPi4+MBVP669/PzQ0xMDDfvoKCgarfjpEmTIBAIcOvWLQwcOBDW1tZo0aIFZs6ciZs3b3L1UlNT0a9fP6iqqkJNTQ2DBw+Wep3U2+20Y8cOWFhYQFFRkdvmW7ZswRdffAEVFRUsW7YMAHD8+HG0adMGioqKaNq0Kfz8/KRadnJycjBhwgTo6elBUVERLVu2xMmTJxEeHl7jdntXUlIS+vXrBz09PaiqqqJdu3a4cOGCVB1zc3MsX74cY8aMgUgkgqmpqVSHtaWlpZgyZQoMDAygqKgIMzMz7picNWsWPv/8c67u+vXrIRAIpPa9lZUVduzYwQ3v2LEDdnZ2UFRUhK2tLTZv3syNq+l7Up+YmJjgp59+wqxZs5CcnAzGGHx8fNC9e3e0bt0avXr1gqqqKvT09DBixAhkZmZy0x4+fBj29vZQUlKCtrY2PD09UVBQwOPaSLOxsYGBgQHCw8O5svDwcPTr1w8WFhZSx0N4eDjc3d0B/HkuWrZsGQwNDWFjYwMAuH//Pjw8PLj1HT9+PMRiMTePupzD0tLS0KdPHygpKcHCwgLBwcF/e1m3oqICM2fOhIaGBrS1tTF79mx4e3vDy8uLq1PdPBwdHaWOpZycHIwdOxa6urpQU1ODh4cHYmJiuPExMTFwd3eHSCSCmpoa2rZti8jIyFqP0XeXW9fzyp49e2Bubg51dXV8+eWXyM/Pr3H9CQ8Y4Y23tzfr168fO3LkCFNUVGTPnj1jjDF29OhR9nbXREZGMqFQyJYsWcLi4+NZYGAgU1JSYoGBgTxG/mG4urqy6dOnVykPDAxk6urqjLHKbaSmpsYmTpzIYmNj2YkTJ5iysjL7+eefufpmZmbsxx9/5IYBMCMjI3bgwAEWHx/PvLy8mLm5OfPw8GBnzpxhjx49Yh07dmQ9e/bkplm0aBFTUVFhHh4eLDo6ml2+fJlZWVmxYcOGcXXWrVvH1NTU2L59+1hcXBybPXs2k5OTYwkJCYwxxpKTkxkAZm5uzkJCQtiTJ09YSkoKW79+PVNTU2NpaWksLS2N5efnM8YY27lzJzt9+jRLSkpiN27cYM7OzqxXr17c8i5dusQAsA4dOrDw8HD28OFD9tlnn7FOnToxxhgrLCxkvr6+rEWLFty8CwsLq2zPrKwsJhAI2PLly2vdHxUVFczR0ZF16dKFRUZGsps3b7K2bdsyV1fXKtupZ8+eLCoqisXExHDbvEmTJmzXrl0sKSmJPX36lF25coWpqamxoKAglpSUxM6dO8fMzc3Z4sWLueV17NiRtWjRgp07d44lJSWxEydOsNOnT7OSkpIat9u77t69y7Zu3cru37/PEhIS2Pz585mioiJ7+vSp1HdES0uLbdq0iSUmJjJ/f38mFApZXFwcY4yx1atXMxMTE3blyhWWkpLCrl69yoKDgxljjP32229MXV2dlZeXM8YY8/LyYjo6OmzOnDmMMcaeP3/OALDExETGGGO//vorMzAw4L4DISEhTEtLiwUFBdX4PXnx4kWt+4Yv/fr1Y25ubiwgIIDp6uqyjIwMpqury+bOnctiY2NZVFQU69atG3N3d2eMMfbixQsmKyvL1q1bx5KTk9m9e/fYpk2batx3fBk2bBjr3r07N9yuXTt26NAhNnHiRLZw4ULGWOXxpaCgwO03b29vpqqqykaMGMEePHjAHjx4wMRiMTMwMGADBgxg9+/fZ2FhYczCwoJ5e3tz867LOczT05M5Ojqymzdvsjt37jBXV1empKQkdV5718qVK5mmpiYLCQlhjx49Yj4+PkwkErF+/fpxdd49NzLGmIODA1u0aJHUsvv27ctu377NEhISmK+vL9PW1mZZWVmMMcZatGjBvvrqKxYbG8sSEhLYwYMH2d27d2s9Rv+63LqeV1RVVbnteOXKFaavr8/mzZv3d7uSfESUMPLobcLIGGMdO3ZkY8aMYYxJJ4zDhg1j3bp1k5ru22+/Zc2bN/+osf4X6powmpmZcX+sGWPsf//7HxsyZAg3XF3COH/+fG74xo0bDADbuXMnV7Zv3z6mqKjIDS9atIjJyMiw58+fc2WhoaFMKBSytLQ0xhhjhoaGbNmyZVKxtmvXjk2aNIkx9mcisH79+hrXpza3b99mALiT7tuE8cKFC1ydU6dOMQCsqKiIi9vBwaHW+UZERDAA7MiRI7XWO3fuHJORkWGpqalc2cOHDxkAduvWLW55cnJyLCMjQ2paAGzGjBlSZV27dq2SpO7Zs4cZGBgwxhg7e/YsEwqFLD4+vtp46rrdqtOiRQu2YcMGbtjMzIx99dVX3LBEImFNmjRhW7ZsYYwxNnXqVObh4cEkEkmVeb1+/ZoJhUJ2+/ZtJpFImJaWFvP392cdOnRgjFUmiEZGRlx9S0tLLtl8a+nSpczZ2ZkxVvP3pD56+fIl09HRYUKhkB09epQtXbpUKtFijLFnz54xACw+Pp7duXOHAWApKSk8RVw327dvZyoqKqysrIzl5eUxWVlZlpGRwYKDg5mLiwtjjLGwsDAGgPvh4e3tzfT09FhJSQk3n59//plpamoysVjMlZ06dYoJhUKWnp7OTVfbOSw2NpYBYLdv3+bGJyYmMgC1JowGBgZs1apV3HBZWRkzNjZ+r4Tx6tWrTE1NjRUXF0vVsbS0ZNu2bWOMMSYSibik+V01HaN/XW5dzyvKysosLy+Pq/Ptt99yxxipH+iSdD2xcuVK7N69G7GxsVLlsbGx6Ny5s1RZ586dkZiYiIqKio8ZIm9atGgBGRkZbtjAwEDq0m11WrVqxf3/7auS7O3tpcqKi4uRl5fHlZmamsLIyIgbdnZ2hkQiQXx8PPLy8vDixYtq98W7+8zJyalO63Xnzh307dsXpqamEIlEcHV1BVB5+aamdTEwMACAv13/v2J1fJlTbGwsTExMYGJiwpU1b94cGhoaUutoZmYGXV3dKtO/u94xMTFYsmQJVFVVuc+4ceOQlpaGwsJC3L17F8bGxrC2tq7zulRHLBZj1qxZsLOzg4aGBlRVVREbG1vrdhQIBNDX1+e246hRo3D37l3Y2Nhg2rRpOHfuHFdXQ0MDDg4OCA8Px/379yEvL4/x48cjOjoaYrEYly9f5vZdQUEBkpKS4OPjI7XeP/zwQ5UHJ+r6PeFTkyZNMGHCBNjZ2cHLywsxMTG4dOmS1LrZ2toCqLw1wMHBAV27doW9vT3+97//Yfv27fXy/mw3NzcUFBTg9u3buHr1KqytraGrqwtXV1fuPsbw8HA0bdoUpqam3HT29vaQl5fnhmNjY+Hg4AAVFRWurHPnztx5463azmHx8fGQlZVFmzZtuPFWVlbQ1NSsMf7c3FykpaWhQ4cOXJmsrOx7f6diYmIgFouhra0ttU+Tk5O57+vMmTMxduxYeHp6YsWKFe/9AFBdzyvm5uYQiUTccF3O8+TjondJ1xMuLi7o0aMH5s6di1GjRvEdzkehpqYmdY/gWzk5OVBXV+eG5eTkpMYLBAJIJJJa5/3Xad4+cV5d2d/N55/46x+PmhQUFKBHjx7o0aMH9u7dC11dXaSmpqJHjx5Vbqb/t3E3a9YMAoEAcXFxdZ6mNjWt37vlYrEYfn5+GDBgQJW6ioqKUFJS+iDxzJo1C+fPn8eaNWtgZWUFJSUlDBo0qNbtCEh/j9q0aYPk5GSEhobiwoULGDx4MDw9PXH48GEAlQlGeHg4FBQU4OrqCi0tLdjZ2eHatWu4fPkyfH19uXUGgO3bt0v9MQcglTAAdfue1AeysrKQla38UyEWi9G3b1+sXLmySj0DAwPIyMjg/PnzuH79Os6dO4cNGzbg+++/R0REBCwsLD526DWysrKCsbExLl26hNevX3MJv6GhIUxMTHD9+nVcunQJHh4eUtP90332T85hH4JQKKzyg/Gv906KxeIq93O+9fbp58WLF2PYsGE4deoUQkNDsWjRIuzfvx/9+/f/oLHytY1I3VELYz2yYsUKnDhxAjdu3ODK7Ozs8Pvvv0vV+/3332FtbV3lD1BDY2Njg6ioqCrlUVFR/7rV6Z9ITU3FixcvuOGbN29CKBTCxsYGampqMDQ0rHZfNG/evNb5ysvLV2kNjouLQ1ZWFlasWIHPPvsMtra2/+jXdHXzfpeWlhZ69OiBTZs2VfvwQU5ODoDK79qzZ8/w7NkzbtyjR4+Qk5Pzt+tYnTZt2iA+Ph5WVlZVPkKhEK1atcLz58+RkJDwj9cNqNwHo0aNQv/+/WFvbw99fX2kpKS8d7xqamoYMmQItm/fjgMHDiAkJATZ2dkAAFdXV1y7dg1hYWFc1ytubm7Yt28fEhISuDI9PT0YGhriyZMnVda5PiVM/1SbNm3w8OFDmJubV1m/t8mUQCBA586d4efnh+joaMjLy+Po0aM8R16Vu7s7wsPDER4eLtWdjouLC0JDQ3Hr1i3ugZea2NnZISYmRuq4+v3337nzRl3Y2NigvLwc0dHRXNnjx49rbZlVV1eHgYEBIiIiuLLy8nLcuXNHqp6uri7S0tK44by8PCQnJ3PDbdq0QXp6OmRlZavsTx0dHa6etbU1vvnmG5w7dw4DBgxAYGAggLodox/6vEL4QwljPWJvb4/hw4cjICCAK/P19UVYWBiWLl2KhIQE7N69Gxs3bsSsWbN4jPTD+Prrr5GQkIBp06bh3r17iI+Px7p167Bv3z6uxeZjUlRUhLe3N2JiYnD16lVMmzYNgwcPhr6+PgDg22+/xcqVK3HgwAHEx8fju+++w927dzF9+vRa52tubg6xWIywsDBkZmaisLAQpqamkJeXx4YNG/DkyRP89ttvWLp06XvHbG5ujuTkZNy9exeZmZkoKSmptt6mTZtQUVGB9u3bIyQkBImJiYiNjUVAQACcnZ0BVD6x//Y7GBUVhVu3bmHkyJFwdXX9R5dPFy5ciF9++QV+fn54+PAhYmNjsX//fsyfPx9AZRLm4uKCgQMH4vz581wL39unj6vbbtVp1qwZjhw5grt37yImJgbDhg1775aJt9+7uLg4JCQk4NChQ9DX1+daWVxcXJCfn4+TJ09KJYx79+6FgYGB1A8cPz8/+Pv7IyAgAAkJCbh//z4CAwOxbt2699yC9c/kyZORnZ2NoUOH4vbt20hKSsLZs2cxevRoVFRUICIiAsuXL0dkZCRSU1Nx5MgRvHr1CnZ2dnyHXoW7uzuuXbuGu3fvci2MQOX3ctu2bSgtLf3bhHH48OHceePBgwe4dOkSpk6dihEjRnC3wvwdW1tbeHp6Yvz48bh16xaio6Mxfvx4KCkp1dof7/Tp07FixQocO3YMcXFxmDRpEvfj7y0PDw/s2bMHV69exf379+Ht7S3V0ODp6QlnZ2d4eXnh3LlzSElJwfXr1/H9998jMjISRUVFmDJlCsLDw/H06VP8/vvvuH37Nrc/63KMfujzCuEPJYz1zJIlS6T+2LVp0wYHDx7E/v370bJlSyxcuBBLliz5JC5bN23aFFeuXEFcXBw8PT3RoUMHHDx4EIcOHULPnj0/ejxWVlYYMGAAevfuje7du6NVq1ZS3aFMmzYNM2fOhK+vL+zt7XHmzBn89ttvaNasWa3z7dSpEyZOnIghQ4ZAV1cXq1atgq6uLoKCgnDo0CE0b94cK1aswJo1a9475oEDB6Jnz55wd3eHrq4u9u3bV229pk2bIioqCu7u7vD19UXLli3RrVs3hIWFYcuWLQAqW4aOHz8OTU1NuLi4wNPTE02bNsWBAwfeOy4A6NGjB06ePIlz586hXbt26NixI3788UeYmZlxdUJCQtCuXTsMHToUzZs3x+zZs7kWi+q2W3XWrVsHTU1NdOrUCX379kWPHj2k7gerC5FIhFWrVsHJyQnt2rVDSkoKTp8+DaGw8hSpqakJe3t76Orqcvfsubi4QCKRSCUbADB27Fjs2LEDgYGBsLe3h6urK4KCgj6JFsa3rewVFRXo3r077O3tMWPGDGhoaEAoFEJNTQ1XrlxB7969YW1tjfnz52Pt2rXo1asX36FX4e7ujqKiIlhZWUkld66ursjPz+e636mNsrIyzp49i+zsbLRr1w6DBg1C165dsXHjxveK5ZdffoGenh5cXFzQv39/jBs3DiKRiOu2qjq+vr4YMWIEvL294ezsDJFIVOUy8dy5c+Hq6orPP/8cffr0gZeXl1SfkgKBAKdPn4aLiwtGjx4Na2trfPnll3j69Cn09PQgIyODrKwsjBw5EtbW1hg8eDB69eoFPz8/AHU7Rj/0eYXwR8Dqekc8IZ+wxYsX49ixY7h79y7foRBCGrnnz5/DxMQEFy5cQNeuXes83ahRo5CTk4Njx479d8GRRoseeiGEEEJ4dPHiRYjFYtjb2yMtLQ2zZ8+Gubk5XFxc+A6NEA4ljIQQQgiPysrKMG/ePDx58gQikQidOnXC3r17qzw5TAif6JI0IYQQQgipFT30QgghhBBCakUJIyGEEEIIqRUljIQQQgghpFaUMBJCCCGEkFpRwkgIIYQQQmpFCSMh5F8bNWoUvLy8uGE3NzfMmDHjo8cRHh4OgUBQ5RVpfyUQCN6rY+PFixfD0dHxX8WVkpICgUBAHcMTQhosShgJ+USNGjUKAoEAAoEA8vLysLKywpIlS1BeXv6fL/vIkSN1fjd2XZI8Qggh/KKOuwn5hPXs2ROBgYEoKSnB6dOnMXnyZMjJyWHu3LlV6paWlkJeXv6DLFdLS+uDzIcQQkj9QC2MhHzCFBQUoK+vDzMzM3z99dfw9PTEb7/9BuDPy8jLli2DoaEhbGxsAADPnj3D4MGDoaGhAS0tLfTr1w8pKSncPCsqKjBz5kxoaGhAW1sbs2fPxrv9/797SbqkpARz5syBiYkJFBQUYGVlhZ07dyIlJQXu7u4AAE1NTQgEAowaNQoAIJFI4O/vDwsLCygpKcHBwQGHDx+WWs7p06dhbW0NJSUluLu7S8VZV3PmzIG1tTWUlZXRtGlTLFiwAGVlZVXqbdu2DSYmJlBWVsbgwYORm5srNX7Hjh2ws7ODoqIibG1tsXnz5hqX+fr1awwfPhy6urpQUlJCs2bNEBgY+N6xE0LIx0ItjIQ0IkpKSsjKyuKGw8LCoKamhvPnzwOofEVZjx494OzsjKtXr0JWVhY//PADevbsiXv37kFeXh5r165FUFAQdu3aBTs7O6xduxZHjx6Fh4dHjcsdOXIkbty4gYCAADg4OCA5ORmZmZkwMTFBSEgIBg4ciPj4eKipqUFJSQkA4O/vj19//RVbt25Fs2bNcOXKFXz11VfQ1dWFq6srnj17hgEDBmDy5MkYP348IiMj4evr+97bRCQSISgoCIaGhrh//z7GjRsHkUiE2bNnc3UeP36MgwcP4sSJE8jLy4OPjw8mTZqEvXv3AgD27t2LhQsXYuPGjWjdujWio6Mxbtw4qKiowNvbu8oyFyxYgEePHiE0NBQ6Ojp4/PgxioqK3jt2Qgj5aBgh5JPk7e3N+vXrxxhjTCKRsPPnzzMFBQU2a9Ysbryenh4rKSnhptmzZw+zsbFhEomEKyspKWFKSkrs7NmzjDHGDAwM2KpVq7jxZWVlzNjYmFsWY4y5urqy6dOnM8YYi4+PZwDY+fPnq43z0qVLDAB7/fo1V1ZcXMyUlZXZ9evXper6+PiwoUOHMsYYmzt3LmvevLnU+Dlz5lSZ17sAsKNHj9Y4fvXq1axt27bc8KJFi5iMjAx7/vw5VxYaGsqEQiFLS0tjjDFmaWnJgoODpeazdOlS5uzszBhjLDk5mQFg0dHRjDHG+vbty0aPHl1jDIQQUt9QCyMhn7CTJ09CVVUVZWVlkEgkGDZsGBYvXsyNt7e3l7pvMSYmBo8fP4ZIJJKaT3FxMZKSkpCbm4u0tDR06NCBGycrKwsnJ6cql6Xfunv3LmRkZODq6lrnuB8/fozCwkJ069ZNqry0tBStW7cGAMTGxkrFAQDOzs51XsZbBw4cQEBAAJKSkiAWi1FeXg41NTWpOqampjAyMpJajkQiQXx8PEQiEZKSkuDj44Nx48ZxdcrLy6Gurl7tMr/++msMHDgQUVFR6N69O7y8vNCpU6f3jp0QQj4WShgJ+YS5u7tjy5YtkJeXh6GhIWRlpQ95FRUVqWGxWIy2bdtyl1r/SldX9x/F8PYS8/sQi8UAgFOnTkklakDlfZkfyo0bNzB8+HD4+fmhR48eUFdXx/79+7F27dr3jnX79u1VElgZGZlqp+nVqxeePn2K06dP4/z58+jatSsmT56MNWvW/POVIYSQ/xAljIR8wlRUVGBlZVXn+m3atMGBAwfQpEmTKq1sbxkYGCAiIgIuLi4AKlvS7ty5gzZt2lRb397eHhKJBJcvX4anp2eV8W9bOCsqKriy5s2bQ0FBAampqTW2TNrZ2XEP8Lx18+bNv1/Jv7h+/TrMzMzw/fffc2VPnz6tUi81NRUvXryAoaEhtxyhUAgbGxvo6enB0NAQT548wfDhw+u8bF1dXXh7e8Pb2xufffYZvv32W0oYCSH1Fj0lTQjhDB8+HDo6OujXrx+uXr2K5ORkhIeHY9q0aXj+/DkAYPr06VixYgWOHTuGuLg4TJo0qdY+FM3NzeHt7Y0xY8bg2LFj3DwPHjwIADAzM4NAIMDJkyfx6tUriMViiEQizJo1C9988w12796NpKQkREVFYcOGDdi9ezcAYOLEiUhMTMS3336L+Ph4BAcHIygo6L3Wt1mzZkhNTcX+/fuRlJSEgIAAHD16tEo9RUVFeHt7IyYmBlevXsW0adMwePBg6OvrAwD8/Pzg7++PgIAAJCQk4P79+wgMDMS6deuqXe7ChQtx/PhxPH78GA8fPsTJkydhZ2f3XrETQsjHRAkjIYSjrKyMK1euwNTUFAMGDICdnR18fHxQXFzMtTj6+vpixIgR8Pb2hrOzM0QiEfr371/rfLds2YJBgwZh0qRJsLW1xbhx41BQUAAAMDIygp+fH7777jvo6elhypQpAIClS5diwYIF8Pf3h52dHXr27IlTp07BwsICQOV9hSEhITh27BgcHBywdetWLF++/L3W94svvsA333yDKVOmwNHREdevX8eCBQuq1LOyssKAAQPQu3dvdO/eHa1atZLqNmfs2LHYsWMHAgMDYW9vD1dXVwQFBXGxvkteXh5z585Fq1at4OLiAhkZGezfv/+9YieEkI9JwGq6U50QQgghhBBQCyMhhBBCCPkblDASQgghhJBaUcJICCGEEEJqRQkjIYQQQgipFSWMhBBCCCGkVpQwEkIIIYSQWlHCSAghhBBCakUJIyGEEEIIqRUljIQQQgghpFaUMBJCCCGEkFpRwkgIIYQQQmr1fyKDCvui7cJxAAAAAElFTkSuQmCC","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"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:433: 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:434: 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:412: 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:413: 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)\n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:433: 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:434: 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(\"Ensemble Model (OpenAI)\")"]},{"cell_type":"code","execution_count":31,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"label\")"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"Ensemble Model (Open Source)\")"]},{"cell_type":"code","execution_count":33,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure 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1b2KY+Hc/xo22pUJjP7Jn3G3TUtuLSoMRPbFH07Ox1HfbdmJfVqVKB80Ty0a/YlJ44ftVj/l5+30rhudcoXzUOz+rXZ89fvZstL5s8R42fl0gXR2nry5AktG3xGyfw5OHPqpKn88sULdGnXnFoVS1C+aB7q16zEvJlTCA8Pezs7HUetWrGcyuXLkD93ThrW/5yjR45YrL9t62ZqVqtE/tw5+axWdf74/Tez5UajkelTJ1O2ZDEK5PGhTctmXLp00axOcFAQ/Xr3oEiBPBQrlI8hg/rz6OFDszqnT52kWeMG5M+dkwplS7Jw/ty3sr9x2XffrqRezQqUL5aHds1f87z4vDrli+Wh2ZfRz4tHjx4xadzX1K1WlvLF89KkXg2+X7farE5oaCgTx46kermiVCqZn0F9uhIY4G9WZ/L4UbRu8gXliuamZcPP3s7OxnGrVy6nasUyFMrrQ5MGX3DsqOXzYvvWLdSpXplCeX34onZ1/nzpvNjx8zY6tGlB6WIFyZMzC6dOnojWRuvmjcmTM4vZ5+vhQ8zq3Lhxnc4d2lIkvy9lSxZh4jdjCQ8P/+87LB+FOBEwTpgwgfbt21OlShXWrFnDmjVrqFSpEu3atWPixInW7t6/qls0PWNaFObrVQco3H09Ry4G8MOQKiR1doyxfr0SGRjRuACjVh/At9Ma2k37jbrF0jO8UX5TnWsBDxm0dB9FeqynaM/v+PXodb7tV4GsaVxNdca2KEzV/J40HPczFQZuJIVrAlb1LW+2rc41cjKsYX6+We9Hns7fUnXIT/x86Oq7ORBxwM5tm5k+aSxNW7Vn7tJvyZDJm56d2nI3MCDG+scOH2LEwN5UqVmbucu+pXjJMgzo2ZnzZ8+Y6qzf/KvZp8+gERgMBkqWLh+tvVlTvsEtqUe0cjs7OypWqcH4qXNYuvZHOnXvw48b1rJg9vS3t/NxzJbNmxg/djRtO3Rk1bff4e2dhfZtWxIQEPN34XfoIH179aB2nbqsXruB0mXK0rVTR86cOW2qs3D+XFYuX8rAIUNZtnIN8ePHp32bloSGhprq9OvTk3NnzzJr3kKmTJ/Fwf37GT50sGn5gwcPaNe6JSlSpmTlt+vp1qM3s2ZMY+0a82DnY7Jz+wvnxZKn50VnC+fFkUOMGNSbKjVqM3fp0/OiV2fOn3t+XkyfNJZ9u/9kwLDRLFn9A3XrN2by+FH89fsvpjrTJo5h1x+/Mmz0BCbPWoT/nTsM6tM12vaqVK9N6XKV3vZux0lbt2xiwrj/0aZdR1asWU+mzN50bNuKwFecF4f9DtK/Tw9q1qnLim+/o1SZcnTv8hVnXzgvQkJC8M2dl87delrcdu3PPmfbL3+YPl269zIti4iIoEuHtoSFhbFw6UqGj/wfG7//jpnTp7ydHf8QGGys9/kAxIleTp06lZkzZzJmzBhq1KhBjRo1GDt2LDNmzGDKlLj/w9q5pg8Lt51k6c7TnLwaRKeZfxASGk7Tst4x1i/knZzdJ2+x+vdzXL79gB1+11jzxznyZXoeaGz6+zJbD1zh3I17nL0ezNDlf/PgcRgFvKPqOCWwp1k5b/os2M1vR69z6Jw/bab+SuGsySmQOaqOS8J4DGmYn5aTf2H17+e4cPM+xy4F8tPfl975MbGWNSuWUK1WXarUqI1X+gz06DcYR0dHNv3wXYz1165aRoHCRfmycQu80mWgZftOZM6Sje++XWGq4+bubvb56/dfyJ23AClTm2d89/z1B3/v3UWHLtEv2ilTp6FKjdpkzJyF5ClSUrRkacpVqsYRv4Nv9wDEIUsXL6RO3S+oVfszMmTMyMAhw3B0dGTD+nUx1l++bAlFihWnWYtWpM+Qga86dyVrtmysWrEMiMouLl+6hNZt21O6TDkye2dh5Oix3Ll9m507fgbg/Llz/PXnHwwZPhIfn1zkyZuPvv0HsmXzT9y+fQuATT/+QFhYGMNHjCJjxkxUrlKVLxs2ZumShe/nwFiB6byo/vS86Pv0vNho4bwo9MJ50e7pebHm+Xlx/IgfFavWJHfeAqRImYoatT8nQyZvU+bywYP7bPphPR279iZP/oJ4Z81O38EjOHbEj+NHD5va6dKzP7U//5KUqVK/24MQRyxfsojan31OzdqfkT5DRgYMHoZjfEe+/y7m82LFsqUULlqMps1bkj59Bjp06kKWbNlYvXK5qU616jVp074jBQsVtrhtx/jxcXdPavokSpTItGzPrr84f/4cI0ePxTtLVooWL0GHr7rw7aoVhIU9eTs7Lx+0OBEw3rhxgyJFikQrL1KkCDdu3LBCj16fvZ0NuTO4s/PI86yd0Qg7D1+jgHeyGNfZc+omuTO4m4atvZIlpmKeNGw5eDnG+jY2Bj4vloGEjvbsPRn1Sy93hqTEs7dl55FrpnqnrwVz+fZ9Cj7dblnf1NgYIGWShBya+jln5zVgWa+ypHZP+Fb2Pa4JCwvj9Ml/yFugkKnMxsaGvAUKmf2CetHxo4fJm9/8Ipu/UJFX1g8M8Gf3n79TpWadaOXjRw1lwLDRODjGnFl+0dUrl9m3+0988+T717oforAnTzjxz3EKFX5+XtvY2FCoUBGOHD4U4zpH/Pwo9NIvvCJFi3HEzw+Aa1ev4u9/h4KFnreZOHFicvrkMrV5+PAhEjs5kT1HTlOdgoWLYGNjYxoOP3zYj7z58mEfL57Zdi5euMC94OD/tuNxkOm8yP/SeZH/X86LApbPi+w+vvz1+y/cuX0Lo9HIwf37uHL5IvkLRn0/p0/8Q3h4uNn56OmVnmTJU7xyux+7sLCo8+LFn2EbGxsKFirMkcN+Ma5z9LCfWX2AwkWKvrK+JZt/2kiZ4oX4vHZ1pk76hpCQENOyI4f9yJgpM27u7i9spxgPHjzg3Nmzsd6WfHzixKSXjBkzsmbNGvr3729Wvnr1ajJlymRx3dDQULPhKABjRBgGW/u33s+YuCd2xM7WhttBIWblt4ND8E7tEuM6q38/h1tiR3aMqoHBYMDezoY5m/9h3Fo/s3rZPV359X+1cIxny4PHYdT73zZOXg0CILlrfELDIgh+aP6X3+2gEJK5Rt3HmC5ZYmwMBnrXzU3Pebu49+gJQxrm48ehVcnfdS1h4ZFv5RjEFcFBd4mIiMA1iZtZuWsSNy5fvBDjOoEB/ri6vVzfPdp9Vs9s+ekHEiRMQInS5UxlRqOR0cMGUqPOF2TJloMb16/FuC5AhxYNOXPqBE+ePKF67c9p0far1929D8rdp9+F20vH1s3NjQsXzse4jr+/P25u7tHq+z/9Lvz970SVuUdv098/qk6Avz9JkiQxW25nZ4eTszMBT9f39/cn1UvZrGfb9ff3x8nZ+bX380Ng8by4ZOG8iFbfncDA5+dFl579GT9qKHWrlcXW1g4bGwM9+w8l19M/ggIC/LG3tydxYqdo233V+fWxC7ob9V0keem8SOLmzsULMX8XUefFyz/z7gT4x+4YVqpSjRQpU5I0qQdnTp9mysTxXLx4kW8mTX26nTsx9Cvq37Hd1gdLk14sihMB47Bhw6hXrx6///47RYtGTcj466+/2LFjB2vWrLG47ujRoxk2bJhZma13NeyzVH9n/f2viudIQa+6ueky+0/+PnObDMmdGd+qCDfu5uZ/a55nX05fC6Zgt3U4J4xH7cLpmNu5FBUGbDQFjf/GYGMgnr0tPeb9xQ6/qCCm6Tc7ubiwESVzpORnv4/3XsZ3ZfMP31GuUjUcHBxMZetWLyfk0UMaNmv1r+sPHTWeR48ecfbMKWZN+YZVyxbRoEmLd9llkXdi/Zrl/HPsCKO+mUby5Ck4fOgAk8Z9jXtSD/IVsDw0Ku/fZ5/XM/1/pszeuCdNSrtWzbhy5TJp0qS1Ys/kQxEnAsbPPvuMvXv3MmHCBDZs2ABA1qxZ2bdvH7lz57a4br9+/ejevbtZmUfD9ze72v/+Y8IjIvFwMZ+d7OEcn5t3H8W4zpAG+Vj56xkW/XwKgOOX7pLA0Y7pHUow5ttDPH2yEGHhkZy/eQ+AQ+f8yZspKR2r56TTzD+4eTcEB3tbnBPGM8syerjE59bdqGznzcCo7Z+8EvS8v/ce43//MWmSPr935WPh7OKKra1ttBv57wYGkOSlzNUzSdzcuRvwcn3/GOsfPnSAy5cuMGTUOLPyQ/v3cfzoYcoXzWNW3rZpPcpVqkr/oaNMZR7JUwDglT4DkRERjB81jHoNm2Jra8vHxPXpd/HyBJeAgADc3WP+Ltzd3Ql4KfMUEBCA+9Pvwt096haOAP8Akr4wsSggIADvLFmAqPtNAwMDzdoIDw/nXnAwbk/Xd3ePnkF+tt1X9e1D9sbnRbT6/iRJElU/9PFj5s6YzMixkylcrCQAGTJ5c/b0SVYvW0S+AoVxc3MnLCyM+/fvmWUZLW33Y+fiGvVdvDzBJTAgenb9majz4uXzyN9s6PhN5MzpA8CVy5dIkyYt7u5JOX7MfOb8s37+1219MD6QySfWEmeOTt68eVm+fDkHDhzgwIEDLFu27F+DRQAHBwecnJzMPu9rOBqigrpD5/wp7ZPKVGYwQGmflOw7dSvGdeI72BH5LCp8KjLy358/aWMw4GAf9ZUdOneHJ2ERZtvNlNKZtB6J2ft0u7uf3u+YKdXzITbXRA64J3bk8p37sdnND4K9vT2Zs2TjwN97TWWRkZEc/Hsv2XPminGd7DlzceDvPWZl+/fujrH+pu/X4501GxkzZzEr79yzH/OXr2PesrXMW7aWMZNmADBk1Hhate/8yv5GGiMJDw/HaPy4bg0AsI8Xj6zZsrN3z25TWWRkJHv37sYnV8zntY+vL3v3mH8Xe3bvwsfXF4BUqVPj7p6UvXuft/ngwQOOHjlsajNXrtzcv3ePf44fM9XZt3cPkZGR5PTxeVrHlwP79xMWFma2Ha906T664WiwcF7sf/PzIjw8nPDwcAw25r9CbGxtiXz685w5azbs7Ow4+MJ2L1+6wK2bN1653Y+dvX3UebFvr/l5sW/PHnxy+ca4Ts5cvmb1Afbu3vXK+q/r1NPHfrm7R/3x5ZPLl7NnTpsFs3t2/0WiRIlInyHjf9qWfBysmmG0sbH51wd0GwyGOP8cqCnfH2Ful1IcOHuH/Wfu8FX1nCRwtGfJjqjHHszrUorrAQ8ZvOxvIGoGdOcaOTl8PoB9p2+TIYUTgxvkY9Pfl0yB4/BG+dl68ApX/B+QOL499YpnpESOlFQftgmAe4/CWPTzKcY0L0Tg/cfcDwljQusi7Dl5k32nbwNw9nowG/deZHzLInw14w/uhTxheOMCnLoWxG9Hr1vhSL17XzRowuhhA8iSNTtZsudg7cplhISEULl6LQC+HtKPpEk9aPNVNwDq1m9E57bNWb1sEYWKlWDnts2cOnGcnv2HmrX78MEDft2xjQ5do8+ATvY0a/hM/AQJAEiZKg0eyZIDsH3zj9ja2ZE+Yybi2cfj5InjzJ0+mTLlK2Jn9/7+wHmfGjdtzqD+fciePQc5cvqwbOliQkJCqFU7asLQgH698fBIRpduPQBo2KgJLZs1ZvGiBZQoUZItmzdx/NgxBg0dDkRdCxo2bsLc2TPxTOtJqtSpmT51Mkk9PChTNuqe0vQZMlC0WHGGDRnEwMHDCA8PY/TXI6hUuSoeHlGTwSpXrc6sGdMZOngAzVu25uyZMyxftoRevftZ4Si9H9HOi1VPz4tqtYCn54WHB206vnReLF9EoaLRz4uEiRLhmycfs6Z8g4ODA8mTp8Tv0H62bvqBjl2iHtWSKFFiqtSow/RJY0ns5EzChAmZPH4U2XPmMgsYr165TEjIIwID/AkNDeXM6ahAxitdBuztP75zo2GTZgwZ0Jds2XOQPacPK56eFzVqRZ0Xg/r3wcPDg05do86LBo0a07p5E5YuXkCx4qXYuuUn/jl+nIFDhpvaDA4O4uaNG9y5HXXtv/j0nm03d3fc3ZNy5cpltvz0I0WLl8DFxYUzp0/zzdjR5Mmbj8zeUU/zKFSkKOnTZ2Bg/9507d4Lf/87zJg2mc/rNyDeCxPE5NNl1YDxu+9ifqQDwO7du5kyZQqRkXE/+7L2r/O4O8dn8Jf5SOaagCMXAqg5bBO3g6OGhtMkTWSWUfzfmoMYjUaGNMxHyiQJ8b/3mJ/+vsTQ5X+b6iR1ic/8rqVJ7pqA4IdPOHYpgOrDNrHz8PMJFb0X7CbSaGRln/I42Nvy86GrdJn9p1nfWk76hbEtC7N+UCUiI438efwGNYdvJjzCPMP5sShToTJBQXdZMHsagQH+ZMychXFTZpmGwG7fvIHNC8MOOXLlZtDIMcyfOZW5MyaTOo0nX4+fQvqM5pOtdmzbjNFopGzFKm/UL1tbW1YuWcCVyxfBaCRZ8pTU/vxLPm/Q5I33Na6rVLkKdwMDmTFtCv7+d/DOkpUZs+eZhrdu3jD/Lnxz52H02PFMmzKJqZMmkNbTi0lTp5MpU2ZTneYtWxMSEsLwoYO5f/8eufPkZcbseWb3lI4eM57RX4+gTcum2NjYULZ8Bfr2G2hanjhxYmbNnc+okcP58vM6uLi60rZdB+p+8fwer49NmfKVCbp7lwVzXjgvJr9wXty6gc0L2cIcPrkZNGIM82e9cF6Mm0L6DM/Pi8EjxzNnxiRGDu7LvXvBJE+eklbtOlPzs+fH8atufbCxsWFw366EPQkjf6EidOs9yKxv474ejN/B/aZ/t2pUF4BVG7aSImUqPjYVK0WdFzOnTyXg6XkxbdbcF86L69i8kEjJ5ZuHr/83nhnTJjFt8kTSenoxYfI0Mr5wXvz2y06GDno+abRfr6jbtNq070i7Dp2wt7dn755drFgWFZwmS56CMuUr0KpNe9M6tra2TJo+i9EjhtGsUX0c48eneo1atO/46lGSj46GpC0yGI3GOBU5nDp1ir59+7Jx40YaNmzI8OHD8fT0jFUb8WvNeUe9k9i6sKS5tbsgL3BJ8PFlbD5UQQ8/7rf8fEgSx48Tt/MLkDCe9WYqx68+w2rbDtnYwWrbfl1xJpy+fv06rVu3JmfOnISHh+Pn58fixYtjHSyKiIiIxJrBYL3PB8DqAWNwcDB9+vQhY8aMHD9+nB07drBx40Zy5Mhh7a6JiIiICFa+h3Hs2LGMGTOG5MmTs3LlSmrWrGnN7oiIiIhIDKwaMPbt25f48eOTMWNGFi9ezOLFi2Ost379+vfcMxEREfmkaNKLRVYNGJs0afKvj9UREREREeuyasC4aNEia25eREREJIoSWBYp/yoiIiIiFunhUyIiIiK6h9EiHR0RERERsUgBo4iIiIhYpCFpEREREU16sUgZRhERERGxSBlGERER+eTpudCWKcMoIiIiIhYpYBQRERERizQkLSIiIp88DUlbpgyjiIiIiFikDKOIiIiIEowWKcMoIiIiIhYpwygiIiKfPN3DaJkyjCIiIiJikQJGEREREbFIAaOIiIh88gwGg9U+b2L69Ol4eXnh6OhIwYIF2bdvn8X6kyZNwtvbm/jx45MmTRq6devG48ePX3t7ChhFREREPiCrV6+me/fuDBkyhIMHD5IrVy4qVqzI7du3Y6y/YsUK+vbty5AhQzhx4gTz589n9erV9O/f/7W3qYBRREREPnkfUoZxwoQJtG7dmubNm5MtWzZmzZpFggQJWLBgQYz1d+3aRdGiRWnQoAFeXl5UqFCBL7/88l+zki9SwCgiIiJiRaGhody7d8/sExoaGmPdJ0+ecODAAcqVK2cqs7GxoVy5cuzevTvGdYoUKcKBAwdMAeL58+fZtGkTVapUee0+KmAUERERsaLRo0fj7Oxs9hk9enSMdf39/YmIiCBZsmRm5cmSJePmzZsxrtOgQQOGDx9OsWLFsLe3J0OGDJQqVUpD0iIiIiKxYc0h6X79+hEcHGz26dev31vbt19//ZVRo0YxY8YMDh48yPr16/npp58YMWLEa7ehB3eLiIiIWJGDgwMODg6vVdfd3R1bW1tu3bplVn7r1i2SJ08e4zqDBg2icePGtGrVCoCcOXPy8OFD2rRpw4ABA7Cx+ff8oTKMIiIiIgYrfmIhXrx45M2blx07dpjKIiMj2bFjB4ULF45xnUePHkULCm1tbQEwGo2vtV1lGEVEREQ+IN27d6dp06bky5ePAgUKMGnSJB4+fEjz5s0BaNKkCalSpTLdB1m9enUmTJhA7ty5KViwIGfPnmXQoEFUr17dFDj+GwWMIiIi8sn7kN4lXa9ePe7cucPgwYO5efMmvr6+bNmyxTQR5vLly2YZxYEDB2IwGBg4cCDXrl0jadKkVK9ena+//vq1t2kwvm4u8gMSv9Yca3dBnrqwpLm1uyAvcElgb+0uyFNBD8Os3QV5KnF85U7iioTxrBe0uTRcZrVtBy1vZLVtvy7dwygiIiIiFunPKhEREfnkfUhD0tagDKOIiIiIWKQMo4iIiHzylGG0TBlGEREREbFIAaOIiIiIWKQhaREREfnkaUjaMmUYRURERMQiZRhFRERElGC0SBlGEREREbFIGUYRERH55OkeRsuUYRQRERERixQwioiIiIhFGpIWERGRT56GpC1ThlFERERELFKGUURERD55yjBapgyjiIiIiFikgFFERERELNKQtIiIiIhGpC1ShlFERERELFKGUURERD55mvRimTKMIiIiImKRMowiIiLyyVOG0bKPMmBcO7KWtbsgT7VcecjaXZAXrGtZwNpdkKdCwyOt3QV5Kn6E0dpdEBMFbXGVhqRFRERExKKPMsMoIiIiEhsakrZMGUYRERERsUgZRhEREfnkKcNomTKMIiIiImKRAkYRERERsUhD0iIiIiIakbZIGUYRERERsUgZRhEREfnkadKLZcowioiIiIhFyjCKiIjIJ08ZRsuUYRQRERERixQwioiIiIhFGpIWERGRT56GpC1ThlFERERELFKGUUREREQJRouUYRQRERERixQwioiIiIhFGpIWERGRT54mvVimDKOIiIiIWBQnAsYlS5YQGhoarfzJkycsWbLECj0SERGRT4nBYLDa50MQJwLG5s2bExwcHK38/v37NG/e3Ao9EhEREZFn4kTAaDQaY4ywr169irOzsxV6JCIiIiLPWHXSS+7cuU3p2LJly2Jn97w7ERERXLhwgUqVKlmxhyIiIvIp+FCGhq3FqgFjrVq1APDz86NixYokSpTItCxevHh4eXnx2WefWal3IiIiIgJWDhiHDBkCgJeXF/Xq1cPR0dGa3REREZFPlDKMlsWJ5zA2bdoUiJoVffv2bSIjI82Wp02b1hrdEhERERHiSMB45swZWrRowa5du8zKn02GiYiIsFLPRERE5JOgBKNFcSJgbNasGXZ2dvz444+kSJFCaWERERGROCROBIx+fn4cOHCALFmyWLsrIiIiIvKSOBEwZsuWDX9/f2t3Q0RERD5RGt20LE48uHvMmDH07t2bX3/9lYCAAO7du2f2ERERERHriRMZxnLlygFQtmxZs3JNehEREZH3QRlGy+JEwPjLL79YuwsiIiIi8gpxImAsWbKktbsgIiIiIq8QJwLGZx49esTly5d58uSJWbmPj4+VeiQiIiKfAo1IWxYnAsY7d+7QvHlzNm/eHONy3cMoIiIiYj1xYpZ0165dCQoKYu/evcSPH58tW7awePFiMmXKxA8//GDt7omIiMhHzmAwWO3zIYgTGcadO3fy/fffky9fPmxsbPD09KR8+fI4OTkxevRoqlatau0uioiIiHyy4kSG8eHDh3h4eADg6urKnTt3AMiZMycHDx60ZtdERETkE2AwWO/zIYgTAaO3tzenTp0CIFeuXMyePZtr164xa9YsUqRIYeXeiYiIiHza4sSQdJcuXbhx4wYAQ4YMoVKlSixfvpx48eKxaNEi63ZORERE5BMXJwLGRo0amf4/b968XLp0iZMnT5I2bVrc3d2t2DMRERH5FHwok0+sJU4MSQ8fPpxHjx6Z/p0gQQLy5MlDwoQJGT58uBV7JiIiIiJxImAcNmwYDx48iFb+6NEjhg0bZoUeiYiIyKdEk14sixMBo9FojDEVfPjwYZIkSWKFHomIiIjIM1a9h9HV1dX00MrMmTObBY0RERE8ePCAdu3aWbGHIiIiImLVgHHSpEkYjUZatGjBsGHDcHZ2Ni2LFy8eXl5eFC5c2Io9FBERkU+Bjc0HMjZsJVYNGJs2bUp4eDgGg4EyZcqQJk0aa3ZHRERERGJg9XsY7ezsaN++PZGRkdbuioiIiHyiNOnFMqsHjAAFChTg0KFD1u6GiIiIiMQgTjy4u0OHDvTo0YOrV6+SN29eEiZMaLbcx8fHSj0TERGRT4Ee3G1ZnAgY69evD0Dnzp1NZQaDwfS4nYiICGt1TUREROSTFycCxgsXLli7CyIiIiLyCnEiYPT09LR2F0REROQTphFpy+JEwAhw7tw5Jk2axIkTJwDIli0bXbp0IUOGDFbu2ev5c/N6fvl+JfeDAknplYHaLbvimSlbjHV3b/+B/b9t5ebl8wCkTu9NlYZtzOqHhjzix2WzObbvDx4+CMbNIwXFq9SlSMVapjr+N6/xw+LpXDh5hPCwMLL4FqROq64kdnn+dpyr50/x49JZXD57EhsbG3wKlaRms69wiJ/g3RyIOKBqdg8+y5UC1/j2XAh4xKy/LnH6zsMY65bL7E630unNyp6ER1J7/n6zsjQujjQvmIYcKRJja2Pg8t0QRm0/y50HTwAYXT0LPimdzNbZ9M9tpv9xEYB0SeLzee6UZEueCCdHe27fD2XTP7f54ditt7TXcdOqFctZvHA+/v53yOydhb79B5HTwj3J27ZuZvrUyVy/do20nl507d6T4iVKmpYbjUZmTJvC+rXfcv/+PXxz52HA4KF4enqZ6gQHBfG/USP47ddfsLGxoWz5CvTpO4AEL9wbffrUSUaNHM7xY0dxTZKELxs0onnL1u/kGMQVP6xbxbfLFxEY6E/6jJnp2L0fWbLljLHuxfNnWTJvOmdOnuDWzeu069KLOvUax7rNwAB/5k6bwMG/d/Po0UPSpPXiy6atKV66PACHD/5Nr69axtiHqfNW4J0tx1vY87jn21XLWbZ4AQEB/mTKnIWefQaQPeerz4uft21h9owp3Lh+jTRpPfmqSw+KFn9+XsyZOY3tWzdx6+ZN7O3tyZItG+2/6kqOnLnM2vnz91+ZP2cmZ8+cIl48B3Lnzc/4SdOAqHNiycK5+B06SHDQXVKkTEWduvWo37DJuzkI8sGJE7Okt27dSrZs2di3bx8+Pj74+Piwd+9esmfPzvbt263dvX916K8dfL9oGhW/aEb3cfNI6ZmROSN6cD/4boz1zx33I0+xcnQYNoXOo2bh4u7B7OE9CAq4Y6rz/aJpnPTbS8Mug+g7eRklqn7B+nmTOPb3nwCEPg5h9vDuGAwG2g+dTKevZxARHsa80X1NjygKDvRn5rBuuCdPRdf/zabNoPHcvHKBldNGvfuDYiXFMyShdeG0rDhwjc7rjnEh8BEjqnrj7Pjqv40ehobTaMkh06f5Cj+z5cmdHBhbMxtXgh7Td+NJOq49xqqD13kSbv4oqC0nbpu1s2DPZdOyjEkTEhQSxvid5+mw5iirD12naYHUVMvu8Vb3Py7ZsnkT48eOpm2Hjqz69ju8vbPQvm1LAgICYqzvd+ggfXv1oHaduqxeu4HSZcrStVNHzpw5baqzcP5cVi5fysAhQ1m2cg3x48enfZuWhIaGmur069OTc2fPMmveQqZMn8XB/fsZPnSwafmDBw9o17olKVKmZOW36+nWozezZkxj7ZrV7+5gWNmvP29h9pRxNGrRjhkLV5M+ozf9u7XjbmDM30Xo48ckT5maFu27kMTN/Y3bHDt8AFcvX2TY2CnMWbqeoiXL8fWgXpw99TQxkNOXVRt3mn0qV69D8pSpyJw1+9s/EHHA9q2bmPTNGFq17ciSlevIlNmbzh1aE/iK7+KI3yEG9etJjVqfsXTVekqWLkuvbp04d/b5eZHW04tefQeycu33zFm4jBQpU9GpfSvuBgaa6uz8eRtDB/alWs3aLFvzHXMXLadi5aqm5SdPHMfV1Y3hX49h1bqNNG/VlulTJ7Jm1fJ3dzDimGdvnrPG50MQJwLGvn370q1bN/bu3cuECROYMGECe/fupWvXrvTp08fa3ftXv21cTaFy1SlQpirJ06Sjbtue2Ds4sm/HTzHWb9R1MEUr1SZVukwkS+1JvfZ9MBojOXP0gKnOxVPHyF+qEhlz5CaJRwoKV6hBSq8MXD4TdaG9ePIogXdu8uVX/UnpmYGUnhn4stMArp47ydmjBwH4Z/8ubG3tqNO6Ox6p0pI2Y1bqtu3JkT2/cefG1Xd/YKygds7kbDlxh59P+XMl6DHTfr/I4/BIKmRJ+sp1jMDdkDDTJygk3Gx5k/yp2X85iIV7r3A+4BE374Wy91IQwY/N6z0OjzRrJyTseUC5/ZQ/c3Zd5tiN+9y8H8ovZwL4+bQ/RdJ9vO9KX7p4IXXqfkGt2p+RIWNGBg4ZhqOjIxvWr4ux/vJlSyhSrDjNWrQifYYMfNW5K1mzZWPVimVAVHZx+dIltG7bntJlypHZOwsjR4/lzu3b7NzxMwDnz53jrz//YMjwkfj45CJP3nz07T+QLZt/4vbtqGzuph9/ICwsjOEjRpExYyYqV6nKlw0bs3TJwvdzYKxg3aolVK7xGRWr1cIzXQa69B6Eg0N8tv64Icb63tly0OarHpQuXxl7+3hv3OY/x/yoWfdLsmTLSYpUqWnYvA0JEyXmzKl/ALC3tyeJm7vp4+TszK4/fqFC1VofzC/R2FqxdDG16nxO9Vp1SJ8hI30HDsXR0ZGNG9bHWH/ViiUUKlKMxs1aki59Btp17EKWrFlZs2qFqU6lKtUoUKgIqVKnIUPGTHTt0ZeHDx5w5swpAMLDw5kwdhSduvXks8/r4+mZjvQZMlK+YmVTGzVqfUaPPv3Jk68AqVKnoXLVGlSvUZtfdsT9pI28H3EiYDxx4gQtW0YflmjRogX//POPFXr0+sLDwrh67jSZffKaymxsbMjsk4+Lp4+/VhtPnoQSERFOgkSJTWVe3jk4/vdfBAXcwWg0cuboQe5cv4J3rvym7RowYGdvb1rHPl48DAYbzp88ElUn/Al2dvbY2Ni8UMcBgAsnjrz5TsdRdjYGMiZNiN+1YFOZEfC7eo8syRK9cr349rYsbJCLRQ1zMahiJtK6xjctMwD507pwLfgxw6t4s7xJbibUykYhL5do7ZTO6MaKJrmZ/nkOmhZIjYOd5dMrYTxb7oeGW6zzoQp78oQT/xynUOEipjIbGxsKFSrCkcMxP3P1iJ8fhQqZvwq0SNFiHPHzA+Da1av4+9+hYKHnbSZOnJicPrlMbR4+fIjETk5kz/F8WLRg4SLY2Nhw9MiRp3X8yJsvH/bx4plt5+KFC9wLfv6z87EICwvjzKkT5M5XyFRmY2ND7vwFOXHs8DttM1sOX37bsZV794KJjIzkl+2befIkFJ88+WNsd/cfv3L/XjAVq9Z8o37FdWFhTzh54jj5Cz7/ObexsSF/wcIcPeIX4zpHjxymQEHz86JQ4WKvrB8W9oQN69aQKFFiMmfOAsCpE/9w+/YtbAw2NKpXh8rlitOlYxuzLGVMHjx4YPbKXvm0xYmAMWnSpPg9/aXwIj8/Pzw84vaQ3cP7wURGRpjdNwiQ2NmV+0ExDzG87MelM3F2dSezTz5TWZ1WXUmWxovhberQq15p5ozsSZ3W3cmQ3RcAz8zZiOfoyMals3gS+pjQxyH8sHg6kZER3Lsbtd1MOfJyLyiAnRtWEB4WxqMH9/lp2SwA7r1m3z4kTo522NoYomUIg0LCcI1vH+M6V4MfM+nX84zYeobxO89jMMD4mllxSxhV3yW+PQni2fK5bwoOXgli0E+n2H3xLgMqZCJHiucB/m9nAxi/8zz9fjzJt4duUCaTOz3LpI9xmwBZkyWiePokbDlx+y3sedxzN+guERERuLm5mZW7ubnh7+8f4zr+/v64vTT86ebmhn+A/9PlUbdsuLm/us0Af3+SJDE/F+3s7HBydibg6fr+/v7RhlmfbfdVffuQ3Qu6S2REBK5JzI+baxI3AgPfbH9ft82BI8cRHh5O3UrFqVoyH5PHjmDI6EmkSp02xna3/PgdeQsWIalH8jfqV1wXdDeIiIgIkrx0XiRxcyPgFT97ATH8vCZxcyPwpfp//P4LJQvnpVgBX1YuW8y0WfNxcXUF4Nq1KwDMnT2NFq3bMWHKLBIndqJdq6YEBwfFuN0jfofYvm0ztep88Sa7+kHSkLRlcWLSS+vWrWnTpg3nz5+nSJGo7MFff/3FmDFj6N69u8V1Q0NDze5fAgh7EmrKpMV1O9Yv49BfO+g4bIpZn//YtI5Lp4/Tsu//cE2ajHP/HGb93AlRgWWufCRydqVpj+GsnfMNf25ai8FgQ+5iZUmdPjM2T3/4kqdNx5edBvDDomlsWj4Hg40Nxat8RmKXJBgMceJvBas7eesBJ289MP37xK0HzPoiJ5WzerBs/zXTrLk9F4PYcDRqSPN8wCOyJktElWweHLtxH4AtJ57ff3opMITAR08YXT0ryZ0cuHnP/OfT0zU+gypmYsWB6xy6eu8d76GI9SyeO50HD+4xZsocnJxd2fX7Tr4e1IsJMxeSLkNms7p3bt/kwN5dDBgxzkq9/bDly1+QZavXExR0lw3rv6Vf724sXLaaJEnciIw0AtC8ZTvKlKsAwODho6hWsRQ7tm+lTt16Zm2dO3uant060qptBwoVKfre90XipjgRMA4aNIjEiRPzzTff0K9fPwBSpkzJ0KFDzR7mHZPRo0czbNgws7Iv2/ekYYde76y/L0qY2BkbG1vuBwWald8PvktiF7dXrBXll+9XsuO75bQfMpGUXhlN5U9CQ9m0Yg7Ne39NtrxRAXRKr4xcv3iGX35YSeZcUZlIb98CDJixmgf3grC1tSV+wsQMaVmTJMlSmtrKW7w8eYuX535QIPEcHMFg4Lcf1+D2Qp2Pxb3H4UREGnGJb/5j7RLfnrshYa/VRkSkkfP+j0jp7GhqMzwikst3Q8zqXQkKIVvyxDE1AcCp21GzslM6OZoFjGlcHPm6Wha2nLjD6kPXX6tPHyJXF1dsbW2jTXAJCAjA3T3mSRTu7u4EBPhHr/80u+LuHnUfaoB/AEmTepjV8c4SNfTm5u5OYKD5uRgeHs694GDcnq7v7u5OYLTt+JuWfWycXFyxsbWNNsHlbmAASZK82f6+TpvXr17h+7UrmbNsPV7po65vGTJ5c+zwQX5Yt5ouvQeZrbv1p+9J7ORM4eKl3qhPHwIXVxdsbW0JfOm8CAwIwO0VP3tuMfy8BgYEkOSl+vHjJyBNWk/SpPUkp48vn1WvyA/fraNZyza4J4362U/3wlNH4sWLR6pUabh544ZZO+fPnaVjmxbUqvMFLVu3f+N9/RB9IIk+q4kTaSaDwUC3bt24evUqwcHBBAcHc/XqVbp06fKvqdp+/fqZ1nn2+aKV5SDzbbKztyd1hsxmE1YiIyM5c+QAXplfPctv54blbF+7mDaDxpMmYxazZZER4USEh0fLAhpsbDEajdHaSuTkQvyEiTlz9AAPgu+SI3+xaHUSuyTBIX4C/P7aib19PLxz5YtW50MXHmnk7J2H+KZ6fs+NAfBN5WSWRbTExgCeSeIT+CjM1OaZOw9J7eJoVi+lsyO37z95ZTvp3aIeWxT46HmdtK7xGV09KztO+7Pk749z0tEz9vHikTVbdvbu2W0qi4yMZO/e3fjkyh3jOj6+vuzds8esbM/uXfj4+gKQKnVq3N2Tsnfv8zYfPHjA0SOHTW3mypWb+/fu8c/xY6Y6+/buITIy0vQ4n1y5fDmwfz9hYWFm2/FKlw6nj/B+LXt7ezJ5Z8XvwF5TWWRkJH7795I1Ry4La/63NkNDo/7IevEe6qh/25qe5PCM0Whk208bKF+5OnZ2Md8+8jGwt49HlqzZ+Xvf85/zyMhI9u/bQ04f3xjXyemTy6w+wN49u15Z39Su0ciTJ1HXnyxZsxMvXjwuXXz+kozwsDBuXL9GihTPkwfnzp6hQ+tmVKlekw6dusZu5+SjFycyjM/cvn2bU6eiZnVlyZKFpElfPbP1GQcHBxwczIef7eM9fif9e5WS1euxcuoo0mTIQtpMWfntx295EhpCgTJVAFgxZSROSdyp1qgdADu+W86WVfNp1HUwSZImN91z6OAYH4f4CXBMkJAM2X3ZuGQG9vEcooakj/ux/7ct1Gz6lWm7+3b+hEdqLxI5uXDx1DE2LJhCiWpf4JHq+f1Bf2xaR7osOYjnGJ/Th/ezcckMqjZqR/yEr86Ofci+O3qT7qXSc+bOQ07ffkDNnMlxtLdh+6moIePupdMT8PAJi/dFBWxf5knJydsPuBEcSkIHWz7LlQKPxA5sfeHewnWHb9KnXAaO3bjPkev3yJvGmYKervTdGDVjPbmTA6UyurH/chD3HoeTzi0BrQun5ej1e1wMjPql6ekan1HVs3DwSjAbjtw03VMZYTRy7/HHOfGlcdPmDOrfh+zZc5Ajpw/Lli4mJCSEWrXrADCgX288PJLRpVsPABo2akLLZo1ZvGgBJUqUZMvmTRw/doxBQ4cDUX9YNmzchLmzZ+KZ1pNUqVMzfepkknp4UKZsOQDSZ8hA0WLFGTZkEAMHDyM8PIzRX4+gUuWqeHgkA6By1erMmjGdoYMH0Lxla86eOcPyZUvo1bufFY7S+/FZ/SaMGzmQTFmykSVbTtavXsbjxyFUrFYLgLHD++OWNBkt23cBoia1XL5wLur/w8Pwv3Obc6dP4pgggen+w39rM41nOlKmTsukMcNp06kHTk4u7Pp9Jwf/3s2IcdPM+ud3YC83r1+jUvXP3s8BsaIGjZsybFA/smbLQfYcOVm1fAkhISFUq1kbgCED++DhkYyOnaNux6rfoAltWzVh+ZKFFC1ekm1bNnHin+P0Hxw1shYS8oiFc2dTvFRp3N2TEhQUxNrVK7hz+xZly1cEIFGiRNSpW4+5M6eRLFkKUqRMydLF8wEoWyGqzrmzp+nQujmFihSlQeNmpnuGbW1scU3y8T7N4UUfyr2E1hInAsb79+/ToUMHVq5cafrL09bWlnr16jF9+vQ4P0srd9GyPAgOYsuq+dwLCiRVuoy0GTjeNBHmrv8tsx/EXVs3EBEexuLx5kMyFb5oTqV6LQBo3G0oPy2fzbLJw3n04B5J3JNT5cvWZg/uvn3tCj8tnxO1PGlyyn3WmJLVze9FuXL2BFtXLyD0cQgeqdLyedue5CtV6R0dCev741wgzo52NMqXCtcE9pz3f8TgTadME2GSJopnlqVN5GBH5xLpcE1gz4PQcM7eeUTPDf9wJej5Hx27L95l+h8X+Tx3StoW9eRaUAijtp3hn5tRWcvwCCO+qZyiglM7G+48fMJfF+6y6uA1UxtF0yfBJb49ZTK7Uybz86GkW/dDabHizWaqxnWVKlfhbmAgM6ZNwd//Dt5ZsjJj9jzT0NvNGzeweSGL7ps7D6PHjmfalElMnTSBtJ5eTJo6nUyZnt/r1rxla0JCQhg+dDD3798jd568zJg9z+yPxtFjxjP66xG0adnU9ODuvv0GmpYnTpyYWXPnM2rkcL78vA4urq60bdeBul+Ynzsfk1LlKhEcdJclc2dwN9Cf9Jm8+XrCTNOkldu3bmJ4IRMY4H+b9s2eT3ZYu2Ixa1csxid3PsZPX/BabdrZ2fP1N9OZP3MSg3t1IiTkEalSp6XXwJEUKFLcrH9bNn5Htpy+pPVK964PhdWVr1iFu3fvMmfmFAL8/cnsnZXJM+aYJl7deum88PHNzYhR45g1fTIzpk4kTVpPxk2cSoaMUeeFjY0tFy+e56ceGwgKuouziwvZsudkzoJlZMiYydRO5269sLWzY+jAPoSGPiZ7Dh+mz1mIk1PU79cd27dx924gm3/ayOafNprWS5EiJd9v3vE+Do3EcQZjTGOc71m9evU4dOgQU6dOpXDhqMcH7N69my5duuDr68uqVati1d5Pxz7Omacfohl/XbR2F+QF61oWsHYX5KlbwaH/XkneC5cEH+8w+IfGOb717pTLPWyn1bZ9aEgZq237dcWJDOOPP/7I1q1bKVbs+b13FStWZO7cuVSq9PFmw0RERCRu0Ii0ZXFi0oubm1uMw87Ozs64Pn2OlIiIiIhYR5wIGAcOHEj37t25efOmqezmzZv06tWLQYMGWVhTRERE5L/Tg7stixND0jNnzuTs2bOkTZuWtGmjZuBdvnwZBwcH7ty5w+zZs011Dx48aK1uioiIiHyS4kTAWKtWLWt3QUREREReIU4EjEOGDLF2F0REROQT9oGMDFtNnAgYX/TgwYNobwFwcnKyUm9EREREJE4EjBcuXOCrr77i119/5fHj5w9MNhqNGAwGIiIirNg7ERER+dh9KJNPrCVOBIyNGjXCaDSyYMECkiVLpi9NREREJA6JEwHj4cOHOXDgAN7e3tbuioiIiHyClKuyLE48hzF//vxcuXLF2t0QERERkRjEiQzjvHnzaNeuHdeuXSNHjhzY25u/19PHx8dKPRMRERGROBEw3rlzh3PnztG8eXNTmcFg0KQXEREReS80f8KyOBEwtmjRgty5c7Ny5UpNehERERGJY+JEwHjp0iV++OEHMmbMaO2uiIiIyCdIuSrL4sSklzJlynD48GFrd0NEREREYhAnMozVq1enW7duHD16lJw5c0ab9FKjRg0r9UxERERE4kTA2K5dOwCGDx8ebZkmvYiIiMi7pvkTlsWJgPHld0eLiIiISNwRJwJGEREREWtSgtEyqwWMU6ZMoU2bNjg6OjJlyhSLdTt37vyeeiUiIiIiL7NawDhx4kQaNmyIo6MjEydOfGU9g8GggFFERETeKd3DaJnVAsYLFy7E+P8iIiIiErfEiecwioiIiEjcFScmvURERLBo0SJ27NjB7du3o82a3rlzp5V6JiIiIp8CjUhbFicCxi5durBo0SKqVq1Kjhw5dB+BiIiISBwSJwLGVatWsWbNGqpUqWLtroiIiMgnSMkqy+LEPYzx4sUjY8aM1u6GiIiIiMQgTgSMPXr0YPLkyRiNRmt3RUREREReEieGpP/8809++eUXNm/eTPbs2bG3tzdbvn79eiv1TERERD4FGpK2LE5kGF1cXKhduzYlS5bE3d0dZ2dns4+IiIiIPDd9+nS8vLxwdHSkYMGC7Nu3z2L9oKAgOnbsSIoUKXBwcCBz5sxs2rTptbcXJzKMCxcutHYXRERE5BP2ISUYV69eTffu3Zk1axYFCxZk0qRJVKxYkVOnTuHh4RGt/pMnTyhfvjweHh6sXbuWVKlScenSJVxcXF57m1YNGF1dXWNMATs7O5M5c2Z69uxJ+fLlrdAzERERkbhpwoQJtG7dmubNmwMwa9YsfvrpJxYsWEDfvn2j1V+wYAGBgYHs2rXLdNufl5dXrLZp1YBx0qRJMZYHBQVx4MABqlWrxtq1a6levfr77ZiIiIjIexIaGkpoaKhZmYODAw4ODtHqPnnyhAMHDtCvXz9TmY2NDeXKlWP37t0xtv/DDz9QuHBhOnbsyPfff0/SpElp0KABffr0wdbW9rX6aNWAsWnTphaX+/r6Mnr0aAWMIiIi8k5Zc9LL6NGjGTZsmFnZkCFDGDp0aLS6/v7+REREkCxZMrPyZMmScfLkyRjbP3/+PDt37qRhw4Zs2rSJs2fP0qFDB8LCwhgyZMhr9TFO3MP4KtWqVWPkyJHW7oaIiIjIO9OvXz+6d+9uVhZTdvFNRUZG4uHhwZw5c7C1tSVv3rxcu3aNcePGfRwBY2hoKPHixbN2N0REROQjZ81JL68afo6Ju7s7tra23Lp1y6z81q1bJE+ePMZ1UqRIgb29vdnwc9asWbl58yZPnjx5rVgrTjxW51Xmz5+Pr6+vtbshIiIiEifEixePvHnzsmPHDlNZZGQkO3bsoHDhwjGuU7RoUc6ePUtkZKSp7PTp06RIkeK1E3NWzTC+nH59Jjg4mIMHD3L69Gl+//3399wrERER+dR8SA/u7t69O02bNiVfvnwUKFCASZMm8fDhQ9Os6SZNmpAqVSpGjx4NQPv27Zk2bRpdunShU6dOnDlzhlGjRtG5c+fX3qZVA8ZDhw7FWO7k5ET58uVZv3496dKle8+9EhEREYm76tWrx507dxg8eDA3b97E19eXLVu2mCbCXL58GRub54PIadKkYevWrXTr1g0fHx9SpUpFly5d6NOnz2tv02D8CF/g/NOx29bugjw146+L1u6CvGBdywLW7oI8dSs49N8ryXvhksD+3yvJe+Ec33p3ypWZEvMjad6HnZ1jHkqOS+L0pBcRERGR9+EDGpG2ijg96UVERERErE8ZRhEREfnk2SjFaJEyjCIiIiJikQJGEREREbFIQ9IiIiLyydOItGXKMIqIiIiIRcowioiIyCfvQ3rTizUowygiIiIiFinDKCIiIp88GyUYLVKGUUREREQsUsAoIiIiIhZpSFpEREQ+eZr0YpkyjCIiIiJikTKMIiIi8slTgtGyjzJgLJHR3dpdkKfKZvGwdhfkBa75v7J2F+Sp27unWLsL8pS9nQbbRP6NzhIRERERseijzDCKiIiIxIYBjUlbogyjiIiIiFikDKOIiIh88vSmF8uUYRQRERERi5RhFBERkU+eHtxtmTKMIiIiImKRAkYRERERsUhD0iIiIvLJ04i0ZVbNMIaHh7NkyRJu3bplzW6IiIiIiAVWzTDa2dnRrl07Tpw4Yc1uiIiIyCfORilGi6x+D2OBAgXw8/OzdjdERERE5BWsfg9jhw4d6N69O1euXCFv3rwkTJjQbLmPj4+VeiYiIiIiEAcCxvr16wPQuXNnU5nBYMBoNGIwGIiIiLBW10REROQToRFpy6weMF64cMHaXRARERERC6weMHp6elq7CyIiIvKJ05teLLP6pBeApUuXUrRoUVKmTMmlS5cAmDRpEt9//72VeyYiIiIiVg8YZ86cSffu3alSpQpBQUGmexZdXFyYNGmSdTsnIiIinwSDwXqfD4HVA8apU6cyd+5cBgwYgK2trak8X758HD161Io9ExERERGIAwHjhQsXyJ07d7RyBwcHHj58aIUeiYiIiMiLrD7pJV26dPj5+UWb/LJlyxayZs1qpV6JiIjIp0RverHM6gFj9+7d6dixI48fP8ZoNLJv3z5WrlzJ6NGjmTdvnrW7JyIiIvLJs3rA2KpVK+LHj8/AgQN59OgRDRo0IGXKlEyePNn0UG8RERGRd0n5RcusHjACNGzYkIYNG/Lo0SMePHiAh4eHtbskIiIiIk9ZfdLLggULTG97SZAggYJFERERkTjmrQSMQUFBb7zu6NGjyZgxI2nTpqVx48bMmzePs2fPvo1uiYiIiLwWg8Fgtc+HINYB45gxY1i9erXp31988QVubm6kSpWKw4cPx7oDZ86c4fLly4wePZoECRIwfvx4vL29SZ06NY0aNYp1eyIiIiLydsU6YJw1axZp0qQBYPv27Wzfvp3NmzdTuXJlevXq9UadSJUqFQ0bNmTixIlMnjyZxo0bc+vWLVatWvVG7YmIiIjEho3Bep8PQawnvdy8edMUMP7444988cUXVKhQAS8vLwoWLBjrDmzbto1ff/2VX3/9lUOHDpE1a1ZKlizJ2rVrKVGiRKzbExEREZG3K9YBo6urK1euXCFNmjRs2bKFkSNHAmA0Gk3vgY6NSpUqkTRpUnr06MGmTZtwcXGJdRsiIiIi/8WHci+htcR6SLpOnTo0aNCA8uXLExAQQOXKlQE4dOgQGTNmjHUHJkyYQNGiRRk7dizZs2enQYMGzJkzh9OnT8e6LRERERF5+2IdME6cOJGvvvqKbNmysX37dhIlSgTAjRs36NChQ6w70LVrV9avX4+/vz9btmyhSJEibNmyhRw5cpA6depYtyciIiIib1esh6Tt7e3p2bNntPJu3bq9cSeMRiOHDh3i119/5ZdffuHPP/8kMjKSpEmTvnGbIiIiIq9LI9KWvVbA+MMPP7x2gzVq1IhVB6pXr85ff/3FvXv3yJUrF6VKlaJ169aUKFFC9zOKiIiIxAGvFTDWqlXrtRozGAyxnviSJUsW2rZtS/HixXF2do7VuiIiIiJvgya9WPZaAWNkZOQ768C4ceOilQUFBSm7KCIiIhJH/KdXAz5+/Pg/dyCmN8ckSZLkjd8cIyIiIiJvV6wDxoiICEaMGEGqVKlIlCgR58+fB2DQoEHMnz8/1h2I6c0xW7Zs+U9vjhERERGJDb3pxbJYB4xff/01ixYtYuzYscSLF89UniNHDubNmxfrDrzqzTG9e/fm77//jnV7IiIiIvJ2xTpgXLJkCXPmzKFhw4bY2tqaynPlysXJkydj3YFnb44B2LJlC+XKlQPe/M0xIiIiIrFlMBis9vkQxPo5jNeuXYvxjS6RkZGEhYXFugPP3hyTKVOmt/LmGBERERF5u2IdMGbLlo0//vgDT09Ps/K1a9eSO3fuWHdg4sSJeHl5ceXKFcaOHfuf3xwjIiIiElsfRp7PemIdMA4ePJimTZty7do1IiMjWb9+PadOnWLJkiX8+OOPse7Au3hzjIiIiIi8PbEOGGvWrMnGjRsZPnw4CRMmZPDgweTJk4eNGzdSvnz5N+rEmTNn+OWXX7h9+3a0Zz4OHjz4jdoUERERkbcj1gEjQPHixdm+fftb6cDcuXNp37497u7uJE+e3OzmT4PBoIBRRERE3jmbD2TyibW8UcAIsH//fk6cOAFE3deYN2/eN2pn5MiRfP311/Tp0+dNuyIiIiIi71CsA8arV6/y5Zdf8tdff5le3xcUFESRIkVYtWoVqVOnjlV7d+/e5fPPP49tN0RERETeGiUYLYv1cxhbtWpFWFgYJ06cIDAwkMDAQE6cOEFkZCStWrWKdQc+//xztm3bFuv1REREROT9iHWG8bfffmPXrl14e3ubyry9vZk6dSrFixePdQcyZszIoEGD2LNnDzlz5sTe3t5seefOnWPdpoiIiIi8PbEOGNOkSRPjA7ojIiJImTJlrDswZ84cEiVKxG+//cZvv/1mtsxgMChgFBERkXfuQ3njirXEOmAcN24cnTp1Yvr06eTLlw+ImgDTpUsXxo8fH+sOXLhwIdbriIiIiMj781oBo6urq1nk/fDhQwoWLIidXdTq4eHh2NnZ0aJFC2rVqvVOOioiIiLyrijBaNlrBYyTJk16p524evUqP/zwA5cvX+bJkydmyyZMmPBOty0iIiIilr1WwNi0adN31oEdO3ZQo0YN0qdPz8mTJ8mRIwcXL17EaDSSJ0+ed7ZdEREREXk9sX6szoseP37MvXv3zD6x1a9fP3r27MnRo0dxdHRk3bp1XLlyhZIlS+r5jCIiIvJe2BgMVvt8CGIdMD58+JCvvvoKDw8PEiZMiKurq9kntk6cOEGTJk0AsLOzIyQkhESJEjF8+HDGjBkT6/asZc2q5VSvXJYi+XPRtGE9jh09YrH+z9u28FnNKhTJn4t6n9Xgzz+ezxAPDwtjysTx1PusBsUK5qFSuRIMHtCHO7dvm7Vx6eIFunfpSNmShSlZJB8tmzZk/7690ba18fvvqF+3JkXy56J8qaKMGTX87ex0HLVqxXIqly9D/tw5aVj/c44esfxdbNu6mZrVKpE/d04+q1WdP343n61vNBqZPnUyZUsWo0AeH9q0bMalSxfN6gQHBdGvdw+KFMhDsUL5GDKoP48ePjSrc/rUSZo1bkD+3DmpULYkC+fPfSv7G5e1/aIEJ38axt09E/l9SU/yZfd8ZV07Oxv6tanE8R+GcHfPRPau7kv5IllfWb9n8/KEHJrGuJ6fmcpcnRIwoc/nHP5uEIG7J3B603C+6V0Xp0SOZuuWKpCZXxZ15/af47mwfRQjO9fE1vY//f0c5+kaFXfoGiUfolhfIXv37s3OnTuZOXMmDg4OzJs3j2HDhpEyZUqWLFkS6w4kTJjQdN9iihQpOHfunGmZv79/rNuzhm1bNjFx/Bhat+3IslXryOztTaf2rQkMCIix/mG/Qwzo25OatT9j+er1lCpdlp5dO3H2zGkgKnN78uQ/tGrTnmWr1zFuwhQuXbxI9y4dzNrp1qk9ERHhzJq7iKUr15LZ25uundrj73/HVGfZkkXMmDqJZi1as2b9RmbMWUChIsXe3cGwsi2bNzF+7GjadujIqm+/w9s7C+3btiTgFd+F36GD9O3Vg9p16rJ67QZKlylL104dOfP0uwBYOH8uK5cvZeCQoSxbuYb48ePTvk1LQkNDTXX69enJubNnmTVvIVOmz+Lg/v0MH/r8PegPHjygXeuWpEiZkpXfrqdbj97MmjGNtWtWv7uDYWV1K+RhTI/afD17M4UbjOHI6Wv8MKMjSV0TxVh/aIfqtPqsGN3Hfkvuz0Yyb+2frP6mNbm8o789Km+2tLT8rChHTl81K0+R1JkUSZ3pN/E78n4+itZDllG+SDZmDWloqpMzcyo2TG3Ptl3/UOjL/9G47wKqlszJyM413+4BiEN0jYo7dI2KuwwG630+BAaj0WiMzQpp06ZlyZIllCpVCicnJw4ePEjGjBlZunQpK1euZNOmTbHqQK1atahatSqtW7emZ8+efP/99zRr1oz169fj6urKzz//HKv2AO4/joz1Ov9F04b1yJY9B336DwIgMjKSqhVKU+/LRjRr2Tpa/X69uhESEsKkabNMZc0a1SOzd1b6Dxoa4zaOHztK04Zf8OOWHSRPkZKgu3cpV6oIcxcuJXeeqMcbPXz4kJJF8jF99nwKFirCvXvBVC5fiolTZlCgYOG3v+Ovwd7u/WZtGtb/nOw5ctJ/YNSFMDIykgplS/Jlg8a0bN0mWv1ePboSEhLCtBmzTWWNvvwC7yxZGDRkOEajkXKlitOkWXOaNm8JwP379ylTogjDv/4flatU5fy5c9SuUYUVq9eSPUdOAP7643c6tm/Dtp2/4eGRjDWrVjB18iR2/vYn9vHiATBpwnh+2fkz3/+45V0fFhPX/F+9t239vqQnB45fotuYb4GoZ5yd3TKCmat+Y/zC7dHqn9/2NWPmbWX2mt9NZSvHtyLk8RNaDHz+x2jC+PHYvbIvXUavpm+rShw5dZVe49e9sh91yuVmwddNcCvSg4iISIZ9VZ2yhbJQrNE4U50qJXKwbEwL0pbtx4NHoa9s6226vXvKe9kO6Br1b97ndUrXKMscY/2wv7enw/p/rLbtGXWyWW3bryvWZ0lgYCDp06cHwMnJicDAQACKFSvG77//bmnVGE2YMIGCBQsCMGzYMMqWLcvq1avx8vJi/vz5sW7vfQsLe8LJE8cpWOj5xc7GxoYChQpz5IhfjOscOXKYAoXML46FixTj6CvqAzx4cB+DwUCixE4AOLu44OmVjp82fk/Io0eEh4ezfu1qkiRxI2u27ADs3b0LY2Qkt2/fom6tqlQpX4q+vbpx8+aN/7bTcVTYkyec+Oc4hQoXMZXZ2NhQqFARjhw+FOM6R/z8KPTSd1GkaDGO+PkBcO3qVfz971Cw0PM2EydOTE6fXKY2Dx8+RGInJ9OFGKBg4SLY2NiYhpoOH/Yjb758pgvxs+1cvHCBe8HB/23H4yB7O1tyZ03Dzr2nTGVGo5Gde09RwCddjOvEs7fj8RPzlwKEPH5CkdwZzMom9avHlj+O8csLbVvilNiRew8fExER9YekQzw7Hoe+tJ3QMOI7xiN31rSv1eaHRNeouEPXqLjNYDBY7fMhiHXAmD59etPDtrNkycKaNWsA2LhxIy4uLrHuQPr06fHx8QGihqdnzZrFkSNHWLduHZ6er77fKa4IuhtEREQESdzczMqTuLkR8Ioh9QB/f5K4ub92/dDQUKZO+oaKlauSKFHUcJ7BYGDGnAWcOnmCEkXyUbSAL8uXLmLKjDk4OTkDUReSyEgjC+fNoUevfoz5ZhL3goPo2LYlYWFPYtzWh+xu0F0iIiJwe+m7cHNze+XtDf7+/ri99F24ubnhH+D/dHnU0Jmb+6vbDPD3J0mSJGbL7ezscHJ2JuDp+v4xfOfPtvuh3HoRG+6uibCzs+V24H2z8tsB90ju5hTjOj/vPkHnRmXIkDYpBoOBMgWzULOML8ndn9f/vGJefLOkYdDUH16rH24uCenXujIL1u0ylW3fdYJCudLzRaW82NgYSJnUmf5tKgOQImnMffuQ6RoVd+gaJR+yWAeMzZs35/DhwwD07duX6dOn4+joSLdu3ejVq9db7+C/CQ0NjTZT+8X7Nj504WFh9O3VDaPRSN8BQ0zlRqORMaNG4JokCXMXLmPx8tWUKl2W7p074H8n6sbzSGMk4eFh9OozgMJFi5HTx5ev//cNVy5fYv++fdbaJZEY9Ry3lnOXb3N4/SDu7ZvExL6fs+SHPURGRt01kzqZC+N6fUbzAYsIfRL+r+0lTujId1Pac+L8DUbO/slUvmPPSfpP2sCU/vUJ3juJI98PZuufxwFM25LXp2uUyKch1ncLdOvWzfT/5cqV4+TJkxw4cICMGTOaMoXv0+jRoxk2bJhZWd8Bg+k/cMgr1ni7XFxdsLW1jXbzeGBAAG7u7jGu4+buTmCA/7/Wf3YhvnnjOjPnLjT95Q7w9749/Pn7r+z8Y6+pvO+A7Ozds4sff/ieZi1b4+6eFIB0GZ4P6bkmSYKLiys3b15/852Oo1xdXLG1tY1283hAQADur/gu3N3dCXjpuwgICMD96V/Wz45hgH8ASZN6mNXxzpIFePp9Pr0145nw8HDuBQfj9nR99xi+82fbfVXfPmT+dx8QHh6BR5LEZuUebk7cDIj58Vv+dx/wRfe5OMSzw805IdfvBDOyc00uXIv6PnNnTUsyNyd2r+hjWsfOzpZieTLQrl4JnAt2NQV8iRI48MP0Dtx/9Jh63ecSHm5+X/OUZTuZsmwnKZI6c/feIzxTJmFE55pcuPrxZVJ0jYo7dI2K2z7u5yT8d//5+Hh6elKnTh2rBIsQ9RzH4OBgs0+PXn3f2/bt7eORJWt29u3dYyqLjIzk77178PHxjXEdH59c/P1CfYC9e3aR84X6zy7Ely9fYsbsBbi4mD+y6HHIYwBsbMzvfTAYbIg0Rv1yzOWbG4h6tMUzwcFBBAXdJUWKVLHb0Q+Afbx4ZM2Wnb17dpvKIiMj2bt3Nz65cse4jo+vL3v3mH8Xe3bvwsfXF4BUqVPj7p6UvXuft/ngwQOOHjlsajNXrtzcv3ePf44fM9XZt3cPkZGR5Hx6XuTK5cuB/fsJCwsz245XunQ4OTv/tx2Pg8LCIzh04gqlC3qbygwGA6ULZGbfEcvvjw99Es71O8HY2dlQq6wvP/4adY/VL/tOkbfu1xSs/z/T58DxS6zatJ+C9f9nChYTJ3Tkx5lf8SQsgrpdZ1vMRt64E8zj0DC+qJSPKzcCOXTyylvY+7hF16i4Q9co+ZC9VoZxypTXn83XuXPnN+7Mm3BwcMDBwcGs7H3Pkm7YuClDB/UjW/YcZM+RkxXLlhASEkL1WrUBGDygDx4eyfiqS3cA6jdsQpuWTVi2eCHFSpRk65ZN/HP8OP0HRWVKw8PC6N2zK6dO/MPEqTOJiIww3afi7OyMvX08fHL5ktjJiSED+9G6bQccHBzYsH4t169do1jxkgB4eqWjZOmyjB8zigGDh5MwYUKmT5mIl1c68uUv8F6P0fvSuGlzBvXvQ/bsOciR04dlSxcTEhJCrdp1ABjQrzceHsno0q0HAA0bNaFls8YsXrSAEiVKsmXzJo4fO8agoVHPgTMYDDRs3IS5s2fimdaTVKlTM33qZJJ6eFCmbDkA0mfIQNFixRk2ZBADBw8jPDyM0V+PoFLlqnh4JAOgctXqzJoxnaGDB9C8ZWvOnjnD8mVL6NW7nxWO0vsxZdlO5g5vzIF/LrP/2EW+alCaBPEdWPJ91C+/eSMac/12MIOf3o+YP4cnKT1cOHzqKqk8XBjQtgo2NgYmLIp6UsKDR6H8c858MsTDkCcEBj80lSdO6MiPMzoS3zEezQcsximhI04Jo57BeOfuA1NQ2a1JWbbtOkFkZCQ1y/rSs3l5GvVe8NEOSesaFXfoGhV3fSiTT6zltR6rky5dzLMaozVmMHD+/PlYdWD48OH07NmTBAkSmJWHhIQwbtw4Bg8e/Io1X+19B4wAq1cuZ+ni+QT4+5PZOyu9+vQnh08uANq0bELKlKkYOmK0qf7P27YwY9pkbly/Rpq0nnTu1tN0Eb1+7Ro1qpSLcTuz5i02XUj/OX6MGVMnceKfY4SHh5M+Q0Zate1A0WIlTPUfPHjAhHGj+WXHz9jYGMiTNz89+vQnefIU7+pQmHnfj9UBWLl8GYsXzsff/w7eWbLSp/9AfJ5+Fy2bNSZlylSMGPU/U/1tWzczbcokrl+7RlpPL7r16EXxEiVNy41GIzOmTWHdt2u4f/8eufPkpf+gIXh5PT8vgoOCGP31CH77dSc2NjaULV+Bvv0GkiBhQlOd06dOMmrkcI4fO4qLqytfNmhEi1bRH6PxLr3Px+oAtKtXgm5Ny5HMLTFHTl2jx9hv+fvYJQC2zu3CpesBtBmyDIBieTMypX890qVy58GjULb+dZxBU37gxp1Xz9DcOreL2WN1iufNxLZ5XWKs611lMJdvRA3LbZ7dCd+saXCwt+Po6Wt8PWcz2/56v4/UeJ+P1QFdoyx539cpXaNezZqP1em84aTVtj2lVharbft1xfo5jG+bra0tN27cwMPDw6w8ICAADw8PIiIiYt2mNQJGiZk1AkZ5tfcdMMqrve+AUV5N16m4QwFj3GXFryaK0WiMMQ18+PDhaI8BEBEREXkXbDQibZHVAkZXV1fTAyszZ85sFjRGREREvaaoXTtrdU9EREREnrJawDhp0iSMRiMtWrRg2LBhOL8wCytevHh4eXlRuLD1XhUlIiIinw5lGC2zWsDYtGlTIGpCTdGiRbGzs/rouIiIiIjEwOp3+j58+JAdO3ZEK9+6dSubN2+2Qo9ERETkU6N3SVv2RgHjH3/8QaNGjShcuDDXrl0DYOnSpfz555+xbqtv374xzoQ2Go307fv+HsAtIiIiIjGLdcC4bt06KlasSPz48Tl06JDpvc3BwcGMGjUq1h04c+YM2bJli1aeJUsWzp49G+v2REREROTtinXAOHLkSGbNmsXcuXOxt7c3lRctWpSDBw/GugPOzs4xPuz77NmzJHzhgaIiIiIi74qNwXqfD0GsA8ZTp05RokSJaOXOzs4EBQXFugM1a9aka9eunDt3zlR29uxZevToQY0aNWLdnoiIiIi8XbEOGJMnTx7jUPGff/5J+vTpY92BsWPHkjBhQrJkyUK6dOlIly4dWbNmxc3NjfHjx8e6PREREZHYMhis9/kQxPpZNq1bt6ZLly4sWLAAg8HA9evX2b17Nz179mTQoEGx7oCzszO7du1i+/btHD58mPjx4+Pj4xNjFlNERERE3r9YB4x9+/YlMjKSsmXL8ujRI0qUKIGDgwM9e/akU6dOb9QJg8FAhQoVTG19KFPMRURERD4FsR6SNhgMDBgwgMDAQI4dO8aePXu4c+cOI0aMeKMOREZGMmLECFKlSkWiRIm4cOECAIMGDWL+/Plv1KaIiIhIbNgYDFb7fAje+MHd8eLFI1u2bBQoUIBEiRK9cQdGjhzJokWLGDt2LPHixTOV58iRg3nz5r1xuyIiIiLydsR6SLp06dIWh4x37twZq/aWLFnCnDlzKFu2LO3atTOV58qVi5MnT8a2eyIiIiKxZvVX38VxsQ4YfX19zf4dFhaGn58fx44dM70fOjauXbtGxowZo5VHRkYSFhYW6/ZERERE5O2KdcA4ceLEGMuHDh3KgwcPYt2BbNmy8ccff+Dp6WlWvnbtWnLnzh3r9kRERERi6wO5ldBqYh0wvkqjRo0oUKBArJ+dOHjwYJo2bcq1a9eIjIxk/fr1nDp1iiVLlvDjjz++re6JiIiIyBt6a0P2u3fvxtHRMdbr1axZk40bN/Lzzz+TMGFCBg8ezIkTJ9i4cSPly5d/W90TERERkTcU6wxjnTp1zP5tNBq5ceMG+/fvj/WDu8PDwxk1ahQtWrRg+/btse2KiIiIyFvxoTzexlpiHTA6Ozub/dvGxgZvb2+GDx9OhQoVYrdxOzvGjh1LkyZNYtsNEREREXlPYhUwRkRE0Lx5c3LmzImrq+tb6UDZsmX57bff8PLyeivtiYiIiMSWEoyWxSpgtLW1pUKFCpw4ceKtBYyVK1emb9++HD16lLx585IwYUKz5TVq1Hgr2xERERGRNxPrIekcOXJw/vx50qVL91Y60KFDBwAmTJgQbZnBYCAiIuKtbEdERERE3kysA8aRI0fSs2dPRowYEWNG0MnJKVbtRUZGxrYLIiIiIm+VjYakLXrtx+oMHz6chw8fUqVKFQ4fPkyNGjVInTo1rq6uuLq64uLiEuth6rCwMOzs7Dh27FisOy4iIiIi78drZxiHDRtGu3bt+OWXX97axu3t7UmbNq2GnUVERMSq9Fgdy147YDQajQCULFnyrXZgwIAB9O/fn6VLl5IkSZK32raIiIiI/HexuofR8A6i72nTpnH27FlSpkyJp6dntHsiDx48+Na3KSIiIvIiJRgti1XAmDlz5n8NGgMDA2PVgVq1asWqvoiIiIi8X7EKGIcNGxbtTS//1ZAhQ95qeyIiIiLydsUqYKxfvz4eHh7vpCMHDhzgxIkTAGTPnp3cuXO/k+2IiIiIvEyP1bHstQPGd3H/IsDt27epX78+v/76Ky4uLgAEBQVRunRpVq1aRdKkSd/JdkVERETk9bz2cxifzZJ+2zp16sT9+/c5fvw4gYGBBAYGcuzYMe7du0fnzp3fyTZFREREXmSw4n8fgtfOML6rN7Js2bKFn3/+maxZs5rKsmXLxvTp06lQocI72aaIiIiIvL7XzjC+K5GRkdjb20crt7e312sDRUREROIAqweMZcqUoUuXLly/ft1Udu3aNbp160bZsmWt2DMRERH5VNgYrPf5EFg9YJw2bRr37t3Dy8uLDBkykCFDBtKlS8e9e/eYOnWqtbsnIiIiEudMnz4dLy8vHB0dKViwIPv27Xut9VatWoXBYIj1c7Bj9ViddyFNmjQcPHiQn3/+mZMnTwKQNWtWypUrZ+WeiYiIyKfiQ8n0AaxevZru3bsza9YsChYsyKRJk6hYsSKnTp2y+PjDixcv0rNnT4oXLx7rbRqM72r6sxXdf6x7H+MKezurJ7HlBa75v7J2F+Sp27unWLsL8pSuU3GHoxXTWGN/OWe1bfcunSFW9QsWLEj+/PmZNm0aEDUfJE2aNHTq1Im+ffvGuE5ERAQlSpSgRYsW/PHHHwQFBbFhw4bX3qbVzpKdO3eSLVs27t27F21ZcHAw2bNn548//rBCz0RERORTYzAYrPYJDQ3l3r17Zp/Q0NAY+/nkyRMOHDhgNhJrY2NDuXLl2L179yv3b/jw4Xh4eNCyZcs3Oj5WCxgnTZpE69atcXJyirbM2dmZtm3bMmHCBCv0TEREROT9GT16NM7Ozmaf0aNHx1jX39+fiIgIkiVLZlaeLFkybt68GeM6f/75J/Pnz2fu3Llv3EerBYyHDx+mUqVKr1xeoUIFDhw48B57JCIiIvL+9evXj+DgYLNPv3793krb9+/fp3HjxsydOxd3d/c3bsdqdwvcunUrxucvPmNnZ8edO3feY49ERETkU2XNSS8ODg44ODi8Vl13d3dsbW25deuWWfmtW7dInjx5tPrnzp3j4sWLVK9e3VT27DnXdnZ2nDp1igwZ/v0eSqtlGFOlSsWxY8deufzIkSOkSJHiPfZIREREJG6LFy8eefPmZceOHaayyMhIduzYQeHChaPVz5IlC0ePHsXPz8/0qVGjBqVLl8bPz480adK81natlmGsUqUKgwYNolKlSjg6OpotCwkJYciQIVSrVs1KvRMREZFPieEDeqxO9+7dadq0Kfny5aNAgQJMmjSJhw8f0rx5cwCaNGlCqlSpGD16NI6OjuTIkcNsfRcXF4Bo5ZZYLWAcOHAg69evJ3PmzHz11Vd4e3sDcPLkSaZPn05ERAQDBgywVvdERERE4qR69epx584dBg8ezM2bN/H19WXLli2miTCXL1/GxubtDiJb9TmMly5don379mzdupVn3TAYDFSsWJHp06eTLl26N2pXz2GMO/R8s7hFz2GMO/QcxrhD16m4w5rPYZzw+3mrbbt7ifRW2/brsuqbXjw9Pdm0aRN3797l7NmzGI1GMmXKhKurqzW7JSIiIp8Ymw9pTNoKrP5qQABXV1fy589v7W6IiIiISAziRMAoIiIiYk0f0rukrUE3boiIiIiIRcowioiIyCdPtzBapgyjiIiIiFikgFFERERELNKQtIiIiHzybNCYtCUfZcB491GYtbsgTznF/yh/xD5Yd/+eZu0uyFOuNfXg7rgiYEMna3dBTBS0xVX6bS4iIiKfPE16sUz3MIqIiIiIRQoYRURERMQiDUmLiIjIJ09verFMGUYRERERsUgZRhEREfnk2WjWi0XKMIqIiIiIRQoYRURERMQiDUmLiIjIJ08j0pYpwygiIiIiFinDKCIiIp88TXqxTBlGEREREbFIGUYRERH55CnBaJkyjCIiIiJikQJGEREREbFIQ9IiIiLyyVMGzTIdHxERERGxSBlGERER+eQZNOvFImUYRURERMQiBYwiIiIiYpGGpEVEROSTpwFpy5RhFBERERGLlGEUERGRT57eJW2ZMowiIiIiYpEyjCIiIvLJU37RMmUYRURERMQiBYwiIiIiYpGGpEVEROSTpzkvlinDKCIiIiIWKcMoIiIinzy9S9oyZRhFRERExCIFjCIiIiJikYakRURE5JOnDJplOj4iIiIiYpEyjCIiIvLJ06QXy5RhFBERERGLlGEUERGRT57yi5YpwygiIiIiFilgFBERERGLNCQtIiIinzxNerFMGUYRERERsUgZRhEREfnkKYNmmY6PiIiIiFikgFFERERELNKQtIiIiHzyNOnFMmUYRURERMQiZRhFRETkk6f8omXKMIqIiIiIRcowioiIyCdPtzBapgyjiIiIiFikgFFERERELNKQtIiIiHzybDTtxSKrZhhDQkJ49OiR6d+XLl1i0qRJbNu2zYq9EhEREZEXWTVgrFmzJkuWLAEgKCiIggUL8s0331CzZk1mzpxpza6JiIjIJ8RgsN7nQ2DVgPHgwYMUL14cgLVr15IsWTIuXbrEkiVLmDJlijW7JiIiIiJPWTVgfPToEYkTJwZg27Zt1KlTBxsbGwoVKsSlS5es2TURERERecqqAWPGjBnZsGEDV65cYevWrVSoUAGA27dv4+TkZM2uxdr3a1fRqHYlqpTMR6eWDTh5/Ogr6148f5Zh/brRqHYlyhf2Yf2qpW/U5qT/DadJ3SpULZmfupVLMrh3Zy5fvBCtna0/fU+bRp9RpWQ+Pq9Skinjvv5vOxvHfbtqBbUql6N4AV9aNKrH8aNHLNbfsW0LX9SqSvECvjSoW5O//vjNbPncmdP4olZVShbKS7nihfiqbQuOHT1sVufypYv07NqRCqWKULpoflo3a8T+v/dG29aP339Hw89rUbyAL5VKF2PsqBH/fYfjsFUrllO5fBny585Jw/qfc/SI5e9i29bN1KxWify5c/JZrer88bv5d2E0Gpk+dTJlSxajQB4f2rRsxqVLF83qBAcF0a93D4oUyEOxQvkYMqg/jx4+NKvz159/0OjLLyicPzelihWie5dOXLt29a3sc1zVtqoPJxc04+53Hfh9whfky5zMYv2vavpyeHZjAtd34Myi5oxtXRwHe9sY6/b8PC8hP3VmXOviZuXJXBMwv0cFLixrif+69uyaXJ9aRTKYlqf1SMzMLmU5Mb8pges7cHxeUwY2LIi93cf9AI/VK5dTpUIZCubxofGXX3DsX65R27duoXb1yhTM48PntWM+L2ZMm0L5UsUplDcXbVs1j3ZeXLp4ga6dOlC6WCGKFcxL88YN+HvfHrM6x48epW3LZhQvnJ8SRQrQoU1LTp08+Vb2+UNgsOJ/HwKrnpWDBw+mZ8+eeHl5UaBAAQoXLgxEZRtz585tza7Fyq8/b2H2lHE0atmOmYtWkz6TN/26teNuYECM9UMfPyZFytS07NCFJG7ub9xmpizZ6DlgOPNXbWD0pJkYjUb6dm1LRESEqc7alUtYOGsq9Ru3YN7y7xgzZS75ChV5uwcgDtm+dTOTvxlDy7YdWLxyLRkzZ6FLhzYEvuK7OOJ3iEH9elG9Vh2WrFpHidJl6d2tE+fOnjHVSevpRc++A1ixdgNzFi4lRcpUdG7fmruBgaY63Tu1JyI8gulzFrJ4xbdkyuxNj04dCPC/Y6qzYukiZk2bTJPmrVi57gemzp5PoSJF393BsLItmzcxfuxo2nboyKpvv8PbOwvt27YkICDm78Lv0EH69upB7Tp1Wb12A6XLlKVrp46cOXPaVGfh/LmsXL6UgUOGsmzlGuLHj0/7Ni0JDQ011enXpyfnzp5l1ryFTJk+i4P79zN86GDT8qtXr9C1UwcKFCzEmnXfM3POfIKC7tK9S6d3dzCsrG7xTIxpXZyvV+ylcOdVHLngzw8japLUOX6M9euVzMyIZkUYtWIvvu2W0m7yDuoWz8TwptGvHXkzedCyUg6OnL8Tbdm87hXInMqFz4f/SL6Oy/l+1zmW9a1MrvRJAfBOkwQbg4Gvpv1Cng7L6D33d1pVzhnjdj4WWzdv4pux/6Nt+46s+HY9mb296dC2FYEWzot+vXtQq3ZdVn77HaXKlKN75684+8J5sWjBPFYuX0r/wUNZsiLqvOjYtpXZedG5YzsiwiOYPX8xy9esI7N3Fjp3bI//02vUo0cP6diuFclTpGDpitUsXLKcBAkT0rFtK8LCwt7tQZEPglUDxrp163L58mX279/P1q1bTeVly5Zl4sSJVuxZ7KxbuYTKNT6jUrVaeKbLQJfeg3BwiM/WHzfEWN87Ww7adOpB6fKVsbeP98ZtVq1VF5/c+UieIhWZvLPRvG0n7ty6ya0b1wG4f+8ei2ZPo/fgkZSpWJWUqdOQPmNmihQv/bYPQZyxcukiatb5nOq16pA+Q0b6DhyCo6MjGzesj7H+6hVLKVSkGI2btSRd+gy069gZ76zZ+HbVclOdilWqUaBQEVKlTkP6jJno0qMPDx884OyZUwAE3b3LlcuXaNKiFZkye5PW04uOXbrz+HGIKfC8dy+YWdOnMGTkaCpWqUbqNGnJlNmbEqXKvPuDYiVLFy+kTt0vqFX7MzJkzMjAIcNwdHRkw/p1MdZfvmwJRYoVp1mLVqTPkIGvOncla7ZsrFqxDIjKoixfuoTWbdtTukw5MntnYeTosdy5fZudO34G4Py5c/z15x8MGT4SH59c5Mmbj779B7Jl80/cvn0LgBPHjxMZGclXnbuSJm1asmbLTpNmLTh18sRH+4uxc+3cLNxyjKU/n+DklUA6TdtJyONwmlbIFmP9QllTsPufG6z+7TSXb99nx6HLrPntdLSsZEJHexb2qkiHqTsJehAaQzvJmbHxCPtP3+LizXuMWf03QQ9DyZ3RA4DtBy7RdtLP7Dh0mYs37/HT3gtMXn+Qmi9kIT82y5Ysok7dz6lZ+zMyZMjIgMFPz4vvYj4vVi5bSpGixWjaoiXpM2SgY6cuT8+LqGuU0WhkxdIltG7TjtJlypLZ25sRo8Zw5/Ztfnl6Xty9e5fLly7RvFVrMnt74+npRedu3XkcEsLZM1HXqAvnzxMcHEz7jp3xSpeeDBkz0bZ9RwIC/Lnx9HfKx06TXiyzet4/efLkJE6cmO3btxMSEgJA/vz5yZIli5V79nrCwsI4feoEefIXMpXZ2NiQJ39B/jl22MKab7fNkJBHbP1xA8lTpiJpsuQAHNy3m0hjJAF3btOifk2+rFGOEQN6cvvWzTfqV1wXFvaEkyf+oUBB8+OWv2Bhjh7xi3Gdo0f8yF+wsFlZocJFOXok5uMcFvaEDevWkChRYjJljvoZdXZxwdMrHZs3/kBIyCPCw8P5bu1qXJO4kSVbdgD27d6FMTKSO7dvU692NapVKE3/Xt24dfPGW9jzuCfsyRNO/HOcQoWfZ4qi7k8uwpHDh2Jc54ifH4UKmX8XRYoW44ifHwDXrl7F3/8OBV/IkCdOnJicPrlMbR4+fIjETk5kz5HTVKdg4SLY2NiYhsOzZs+OwWBgw3friIiI4P79+/y08XsKFi6Cvb39W9n/uMTezobcGT3Y6XfFVGY0wk6/KxTIkiLGdfacuEHujB6mANEruRMV83uxZf9Fs3qT2pdiy98X+eWFts3buUndEplwTeSAwQCfl8iEYzw7fj/66uF/p4TxCLz/OJZ7+WEIC4s6L178GbaxsaFgocIcOewX4zpHDvtRsLB5xrVwkaKm+qbzorD5eZHDx8dUx8XFBa906fjxh+8JeRR1jVq3ZjVJkriR7ek1yitdOlxcXNiwfi1hYU94/PgxG9avI136DKRMmertHQT5YFn1wd0BAQF88cUX/PLLLxgMBs6cOUP69Olp2bIlrq6ufPPNN//aRmhoqFnaPaoMHBwc3lW3zQQH3SUyIgLXJG5m5a5J3LhyKfr9hG+7zR/WrWLu9Ik8DgkhTVovxkyeY/qld+P6VYyRkaxcPI/23fqQMFEiFs2eRt/ObZi9bN1H98sx6G4QERER0Yb5k7i5ceni+RjXCfD3J4mb20v13Qnw9zcr+/P3XxnYpwePHz/G3T0pU2fNw8XVFQCDwcDU2fPp3a0TpYvkx8bGBtckSZg8YzZOTs4AXLt2lcjISBbNn0P33v1ImCgxs6dPplO7Viz/9rtXZpo/VHeD7hIREYHbS8fWzc2NCxdi/i78/f1xe+m7c3Nzwz/A/+nyqKEzN/fobfo//b4C/P1JkiSJ2XI7OzucnJ1NtwekTp2GWXMX0KtHV0YOG0JERAS5fHMzbeacN9zbuM3dKT52tjbcDnpkVn476BHeaVxjXGf1b6dxc4rPjrF1MRjA3s6WOT8dYdya/aY6n5fIhG/GpBTruvqV2270v00s7VOZ66vbEhYewaPQcOqN/InzN4JjrJ8+hTPtq+ei3/w/32BP4767d+8+vUa9/DPszsULMf++8I/hGuXm/vwa9ey8iKnNZ3UMBgOz5i6kW+eOFC2Y13SNmj57Lk7OUdeohAkTMXfhErp3/oq5s6Mea5fW05Pps+dhZ/dpvONDD+62zKoZxm7dumFvb8/ly5dJkCCBqbxevXps2bLltdoYPXo0zs7OZp8Zk8a+qy7HOWUrVmXm4jV8M2MBqdJ6MnJgT548DaAjIyMJDw+nQ/e+5C9UlGw5ctF/+BiuXb2M34F9Vu75hyVv/gIsXb2euYtXUKhoMfr37m66L9JoNDJu9AhcXZMwe8FSFixbTclSZenRuSP+d6Iu5san30X33v0pVKQYOX1yMWL0eK5cvsSBv/VdvE/+d+4wbMggatSoxfLVa1mweBn29vb07NYZo9Fo7e7FCcVzpqJXvXx0mfErhTuvot7IH6mcPx196+cHILV7Isa1KUnzcVsJDYt4ZTtDGhfGJZEDlfuvp2jX1Uz57hDL+lYmu6dbtLop3RLyw/CarP/zLAu3Hn9n+/YpMhqNjP56OEnc3FiweDlLV66hdJlydPmqPXfu3Abg8ePHDBs8kFy5c7Nk+WoWLl1BhoyZ6NyhHY8ff5wZX4kdq/7ZsG3bNrZu3Urq1KnNyjNlyvTaj9Xp168f3bt3Nyu79fAVld8BZxdXbGxto01wuRsYgOsrJrS8zTYTJkpMwkSJSZ3Gk6w5clGnQlH+/G0HZSpUIYl71I3lnunSm+q7uCbBydmFO7c+vqFQF1cXbG1tCQwwzw4GBgSQxD3m78LN3T3azeaBAf64vVQ/fvwEpEnrSZq0nuT0ycVn1Svxw3fraNayDfv37eGv339j++97SJQoEQBZBgxm755d/LRxA01btMbt6XeRLsPze7NckyTB2cWVmzc+vu/C1cUVW1vbaBNcAgICcH/Fd+Hu7k7AS99dQEAA7k9/5t2fHsMA/wCSJvUwq+P99BYWN3d3Al+YjAQQHh7OveBg03ewauVyEidKRLeevU11Rv1vHBXKluTokcP45PJ9gz2Ou/zvhRAeEYmHSwKzcg+XBNy8+yjGdYY0KsTKnSdZtC0qcDt+KYAEjvZM/6oMY1b/Te6MHiRzTcDuKV+a1rGztaFYjlS0q54L51rT8fRwon31XORpv4wTl6O+k6MX/CmaIyVtq/nQefovpnVTJEnIltF12HPiBh2n7njbhyDOcHV1fXqNevm8iH7NecY9hmtUgP/z+s/Oi8CAl88Lf7y9swKwb+8e/vjtV37btc90jcqaLTt7du9i4/cbaNGqDZt/+pHr166xePkqbGyickmjx46nRJGC/LpzB5WqVH0LR0A+ZFbNMD58+NAss/hMYGDgaw8pOzg44OTkZPZ5X8PRAPb29mT2zsqh/c8foRIZGcmh/XvJliPXe23TaDRiNGK6cT+Hjy8AV154vMK94GDuBQfhkTzlG/UtLrO3j0eWrNnMHhURGRnJ3/v2kPPpsXhZTh9f9r/0aIl9e3aT08fyd2c0Ggl78gTA9Ne3jY35cIaNjQ3GyEgAcuXOA2D22KPg4CCCg+6SPMVH+F3Ei0fWbNnZu2e3qSwyMpK9e3fjkyvmJyD4+Pqyd4/5d7Fn9y58fH0BSJU6Ne7uSdm793mbDx48eBrkRbWZK1du7t+7xz/Hj5nq7Nu7h8jISHL6+ABR35fBxvzSZ2NrY+rjxyYsPJJDZ29T2jeNqcxggNK+adh3MuY/VuI72hP5UrY1MtL4dF0Dvxy+Qt4OyyjYaYXpc+D0LVb9eoqCnVYQGWkkgUNUPuLldiIijGbnSkq3hGz9Xx0Onb1Nm0k/8zEnee3tn54Xe83Pi31797zyDxWfXL7se+E8gqfnxdP6pvNij/l5cezIEVOdx4+j5gdEv0YZTNeox49DsLGxwfDCDAyDwQYDBozGj++8iIkmvVhmlYDx+vWoGVfFixc3vRoQoi5EkZGRjB07ltKlP5yZvJ992YRNP6xj20/fc+nieaaMHcnjxyFUrFYLgDHD+jN/xmRT/bCwMM6ePsnZ0ycJCw/D/85tzp4+ybUrl1+7zRvXrrJy8TxOn/yH2zdvcPyIHyMG9CCegwMFChcDIHVaL4qUKM3MSWM4fsSPC+fOMG7EANJ4psM3b/73dnzepy8bN+P79Wv56YcNXDh/jjFfD+NxSAjVatYGYOjAvkyfMsFUv16Dxuze9SfLlyzk4oXzzJ05jRP/HOPz+g2BqMlEM6ZM5OiRw9y4fo0T/xxnxJAB3Ll9i7LlKwJRQWdiJyeGDerP6VMnuXzpIlMmjOP6tasUKV4SiHo0T4lSZZgwdjRH/A5x7uwZhg/qj6dXOvLlL/Cej9L70bhpc9avXcMPG77j/LlzjBw+lJCQEGrVrgPAgH69mTzx+X3KDRs1Yddff7B40QIunD/HzOlTOX7sGPUbNAKirg8NGzdh7uyZ/LpzB2dOn2Jgv94k9fCgTNlyAKTPkIGixYozbMggjh45wqGDBxj99QgqVa6Kh0fUBI7iJUpy/NhRZs2YxqVLFznxz3EGD+hHypSpyJI15lnDH7op3x2iecXsNCybBe80rkzpWJoEjnYs2f4PAPO6lzd7lM2mvRdoXcWHz0tkwjOZE2V80zC4USE27btAZKSRByFh/HMp0Ozz8HEYgfdC+OdSVDbx1NW7nL0WxLSvypAvczLSJXemS+3clM2dlo27zwFPg8XRn3Hlzn36zf+TpM7xSeaagGSu0RMJH4tGTZrx3dpv+eH7qPNi1Iio86JmrajzYmC/Pkx54bz4slFjdv31J0sWLeDC+fPMmj6Vf44fp36DqGuUwWCgQeMmzJszi19/2cmZ06cY1L8PST08KP30vPDJlRsnJycG9e/LqZMnuXTxAhPHj+Xa1WsUK1EKiJrsd+9eMKNHDuf8uXOcO3uGoQP7Y2tnS74CBd/vQZI4ySpD0tmzZ2f69OmMGzeOMmXKsH//fp48eULv3r05fvw4gYGB/PXXX9bo2hspVa4SQXfvsnjeDO4G+JMhkzejJs40TVq5feumWUYjwP827Zt+Yfr3tysW8+2Kxfjkzsc3Mxa8Vpv28eJx9PBB1q9e9v/27jy8husPA/h7b/bIvsgmkkhkQSSCEjQRQtCqoKUooSmKok2UplWEVlBr7Esraq+99iXEUrsQS7MQsVUsSUTEku2e3x/h1m3iNvzUJPJ++uSpe+6ZM9+ZuXfyzTkzZ5D7IAemZubw9K6PGQt+VblZZvioHzFv+k8YOWwQZDI56tZrgPHT5kJT8+264eWZVkFtkX0vCwvmzkRmRgZc3dwxfc585c0Ut9PTIZf9fSzqetfDuPGTMG92NObOnA776g6YNG0mnF1qAgDkcg1cvZKGbeFDkZ19D8YmJvCoXQfzf1mKGk/rmJiaYsbsBZg7awYG9euDwsJC1HB2wU/TZ8HV7e+7/Uf/MAHTJ09A2OABkMll8KnfEDPmLIDmW3bz0TNt2rbDvawszJkVjYyMu3Bz98Cc+YuUQ2m3/nEsvOv5IGrSZMyKno6Z06eiuoMjps+cjZo1XZV1+oT2xePHjzF2zCg8eJCDej71MWf+IpVRhaiJkxH14zj0Cw2BXC5Hy1at8U3ESOX7jRr7ImrSFMT8sggxv/wMXT1deHl5Y878hdDV1X0De+bNW3vwIiyM9TDqk8awMq2Cs5fvosOoTbiTXdzzZG9pqNITOGHVcQghMLqnL2zNDZBx/zG2Hk/DmF8Pl3mdhUUKBI/ZhB96N8XaUe1hoKeF1JvZ+Gzqbuw8WXzJUYt61eFiZwIXOxOk/hqqsrzee2/n42GD2rbDvXtZmDtrJjKffi9mz1v43PfipkpPoHc9H4yfOBmzZ07HrBnTUN3BEVOjZ8Hlue9F708/w+PHj/HD0++Ft099zJ63UPm9MDU1xax5CzE7ejr6h4YUn6NcXDBt5mzl5RxONWpgxqy5mD93NkI++RhymRzuHsWxPT/U/TarKD19UpEJCa7ynjNnDkaMGIE2bdpg3rx5mDdvHhISEpCbmwsfHx8MGjQINjalT/dQFteySs4HRtIw0qscd9dVFLoveFIHvXmmHd7OhKgiytz49k7aXtHoa0mXte1KLDn5/JvS2sNSsnWXlSS/zQcOHIi2bdsiNDQUtWvXxoIFC/Ddd99JEQoRERER/QvJun+cnJywd+9ezJo1C507d4aHh0eJuZ7i4+Mlio6IiIgqk4ryTGepSDpeePXqVaxfvx6mpqbo0KFDpZkclIiIiKgikSxDW7hwIcLDwxEYGIgLFy7A0rL8j98TERHR20nODka1JEkY27Rpg+PHj2PWrFno1auXFCEQERERURlJkjAWFRXh7NmzJZ7wQkRERCQFXsOoniQJ4+7du6VYLRERERG9AkkfDUhERERE5R9vSyYiIqJKj096UY89jERERESkFnsYiYiIqNLjTS/qsYeRiIiIiNRiwkhEREREanFImoiIiCo9PulFPfYwEhEREZFa7GEkIiKiSo83vajHHkYiIiIiUosJIxERERGpxSFpIiIiqvT4pBf12MNIRERERGqxh5GIiIgqPXYwqsceRiIiIiJSiz2MREREVOnJeRGjWuxhJCIiIiK1mDASERERkVockiYiIqJKjwPS6rGHkYiIiIjUYg8jEREREbsY1WIPIxERERGpxYSRiIiIiNTikDQRERFVejKOSavFHkYiIiIiUos9jERERFTp8UEv6rGHkYiIiIjUYg8jERERVXrsYFSPPYxEREREpBYTRiIiIiJSi0PSRERERByTVos9jERERESkFnsYiYiIqNLjxN3qsYeRiIiIiNRiwkhEREREanFImoiIiCo9PulFPfYwEhEREZFaTBiJiIio0pNJ+PMqZs+eDUdHR+jq6qJRo0Y4fvz4C+suXLgQ7777LkxNTWFqaorAwEC19UvDhJGIiIioAlm9ejXCwsIwevRoxMfHw8vLC0FBQbhz506p9ePi4tCtWzfs27cPR44cgb29PVq3bo2//vqrzOuUCSHE69qA8uJaVp7UIdBTRnq8TLY80dXSkDoEesq0Q7TUIdBTmRsHSx0CPaWvJd2FhPFXcyRbt4+D0UvVb9SoERo2bIhZs2YBABQKBezt7TF48GB88803/7p8UVERTE1NMWvWLPTq1atM62QPIxEREZGE8vLykJOTo/KTl1d651d+fj5OnTqFwMBAZZlcLkdgYCCOHDlSpvU9evQIBQUFMDMzK3OMTBiJiIiIJBQVFQVjY2OVn6ioqFLrZmRkoKioCFZWVirlVlZWuHXrVpnWN2LECNja2qoknf+G44VERERU6Un5pJeIiAiEhYWplOno6Pwn65owYQJWrVqFuLg46Orqlnk5JoxEREREEtLR0SlzgmhhYQENDQ3cvn1bpfz27duwtrZWu+zkyZMxYcIE7NmzB3Xr1n2pGDkkTURERJWeTCbdz8vQ1tZG/fr1ERsbqyxTKBSIjY2Fr6/vC5ebNGkSxo0bhx07dqBBgwYvvX/Yw0hERERUgYSFhSEkJAQNGjTAO++8g+nTp+Phw4fo06cPAKBXr16ws7NTXgc5ceJEjBo1CitWrICjo6PyWkcDAwMYGBiUaZ1MGImIiIgqkK5du+Lu3bsYNWoUbt26BW9vb+zYsUN5I8y1a9cgl/89iDx37lzk5+fjww8/VGln9OjRGDNmTJnWyXkY6T/FeRjLF87DWH5wHsbyg/Mwlh9SzsOYcO2BZOv2qm4o2brLitcwEhEREZFab2UP4+Zzt/+9Er0RXnYmUodAz6lq9N9M00Av72hqltQh0FM3ch9JHQI99Un9apKtO+G6hD2M9uxhJCIiIqIKjheYERERUaUn5cTdFQF7GImIiIhILSaMRERERKQWh6SJiIio0nvZJ65UNuxhJCIiIiK12MNIRERElR47GNVjDyMRERERqSV5D+PDhw8xYcIExMbG4s6dO1AoFCrvX758WaLIiIiIiAgoBwnjZ599hv3796Nnz56wsbGBjFedEhER0ZvG9EMtyRPG7du3Y+vWrWjatKnUoRARERFRKSRPGE1NTWFmZiZ1GERERFSJ8Ukv6kl+08u4ceMwatQoPHrEh78TERERlUeS9zBOmTIFqampsLKygqOjI7S0tFTej4+PlygyIiIiqix4C4V6kieMwcHBUodARERERGpInjCOHj1a6hCIiIiISA3JE8ZnTp06hcTERABA7dq1Ua9ePYkjIiIiosqCI9LqSZ4w3rlzBx9//DHi4uJgYmICAMjOzkZAQABWrVoFS0tLaQMkIiIiquQkv0t68ODBePDgAS5cuICsrCxkZWXh/PnzyMnJwZAhQ6QOj4iIiCoDmYQ/FYDkPYw7duzAnj174OHhoSyrVasWZs+ejdatW0sYGREREREB5aCHUaFQlJhKBwC0tLRKPFeaiIiIiN48yRPGFi1aYOjQobh586ay7K+//sJXX32Fli1bShgZERERVRYyCf+rCCRPGGfNmoWcnBw4OjrC2dkZzs7OcHJyQk5ODmbOnCl1eERERESVnuTXMNrb2yM+Ph579uxBUlISAMDDwwOBgYESR0ZERESVBZ/0op7kCSMAyGQytGrVCq1atZI6FCIiIiL6B0kSxujoaPTr1w+6urqIjo5WW5dT6xAREdF/jR2M6smEEOJNr9TJyQknT56Eubk5nJycXlhPJpPh8uXLL93+5nO3/5/w6DXysjOROgR6TlUjHalDoKeOpmZJHQI9dSP3kdQh0FOf1K8m2bpTbkn3OXC11pds3WUlSQ9jWlpaqf8mIiIiovJH8rukx44di0ePSmb1jx8/xtixYyWIiIiIiCodPulFLckTxsjISOTm5pYof/ToESIjIyWIiIiIiIieJ/ld0kIIyEq5lz0hIQFmZmYSRERERESVTUWZQFsqkiWMpqamkMlkkMlkcHV1VUkai4qKkJubi88//1yq8IiIiIjoKckSxunTp0MIgU8//RSRkZEwNjZWvqetrQ1HR0f4+vpKFR4RERERPSVZwhgSEgKgeIqdpk2bQlNT8tFxIiIiqqT4pBf1JL/pxdDQEImJicrXmzZtQnBwML799lvk5+dLGBkRERERAeUgYezfvz9SUlIAAJcvX0bXrl2hr6+PNWvWYPjw4RJHR0RERJUBZ9VRT/KEMSUlBd7e3gCANWvWwN/fHytWrEBMTAzWrVsnbXBEREREJH3CKISAQqEAAOzZswft2rUDANjb2yMjI0PK0IiIiIgI5WAexgYNGuCHH35AYGAg9u/fj7lz5wIofmSglZWVxNERERFRpVBRxoYlInkP4/Tp0xEfH48vvvgC3333HVxcXAAAa9euRZMmTSSOjoiIiIgk72GsW7cuzp07V6L8p59+goaGhgQRERERUWXDJ72oJ3kPIwBkZ2dj0aJFiIiIQFZWFgDgzz//xJ07dySOjIiIiIgk72E8e/YsWrZsCRMTE1y5cgV9+/aFmZkZ1q9fj2vXruHXX3+VOkQiIiJ6y3HibvUk72EMCwtDnz59cPHiRejq6irL27VrhwMHDkgYGREREREB5SBhPHHiBPr371+i3M7ODrdu3ZIgIiIiIiJ6nuRD0jo6OsjJySlRnpKSAktLSwkiIiIiosqGI9LqSd7D+MEHH2Ds2LEoKCgAAMhkMly7dg0jRoxA586dJY6OiIiIiCRPGKdMmYLc3FxUrVoVjx8/hr+/P1xcXGBoaIgff/xR6vCIiIioMuDDpNWSfEja2NgYu3fvxqFDh3D27Fnk5ubCx8cHgYGBUodGRERERCgHCeMzzZo1Q7NmzaQOg4iIiIj+QfKEcezYsWrfHzVq1BuKhIiIiCorPulFPckTxg0bNqi8LigoQFpaGjQ1NeHs7MyEkYiIiEhikieMp0+fLlGWk5OD3r17o2PHjhJERERERJUNn/SinuR3SZfGyMgIkZGR+P7776UOhYiIiKjSk7yH8UXu37+P+/fvSx0GERERVQLsYFRP8oQxOjpa5bUQAunp6Vi6dCnatm0rUVQv74/t6xH3+yo8yM6CjYMzOoYORfWatUqte3T3ZpzavxO3rl8GAFSr4Ya23fuq1H+QnYWty+YhJeEEHj/MRY1aXggOHQpLG3sAQNaddIwf2LXU9nuGRcKrSQAA4OLZU9ixahFuXbsMbV091PcPQtvufaGhIfmh/89sWrsKa5bHICsrA84urhgUFgH32p6l1r1y+RKWLJyNi0mJuH3rJgYM/RqdPu75Sm3+eS4Bi+dHI+nCOcjlGnB2dUPUtHnQee4Z6QCQn5+PwZ/1wOWLyZi75De4uLq/vo0vZ1atWI4li39GRsZduLq545tvv4dn3bovrL9r53bMnjkDN//6C9UdHPFl2DC86+evfF8IgTmzorF+7Ro8eJAD73o++G7UGDg4OCrr3M/OxoTx47A/bh/kcjlatmqNEd98B/0qVZR1UpKTMP6Hsbhw/hxMzczQrfsn6BPa9z/ZB+XFvq1rsXvDcty/l4VqTi74uF8YnFxrl1r34M5NOLpvO25eLT5HVXdxQ3DPz1Xqx0wfhyN7t6ksV6teIwyNnK58/e1nHZF5R/URrx17DUCbD3sBAG7duIrlcych/VoaHj96CBMzCzT0b432H4dCQ/PtPUed2LURR7b8htz7WbCq7ow2IYNh51L6eSDx+EH8sWkFsm7/BUVREcys7dC43Ueo+26rUutv/Xka4mO3oHXPgWjU9u+HXzzOzcGOmFlIOX0EMpkMHu+8i6BeX0BbV69EG1m3/sLCb/tDJpdj+KLfX89GU4Un+Tdy2rRpKq/lcjksLS0REhKCiIgIiaJ6OWf+iMXvS2ajc79wVK9ZCwe3rsHCH4ZhePRyGBqblqifeuE0vJu1hKPbUGhpa2PvxhVYMG4Yvp62BMbmlhBCIGbSd5BraKD3iPHQ1auCA1tWY35kGL6e/it0dPVgYl4Voxaq3jB0dM9m7N+0Eu71GgEAbl65hEXjh6Nl557oNvg73M/KwLoFkyEUCrQPGfRG9s2bFrdnB+ZH/4Qhw7+HR21PrF+9DBFffY5fVv0OUzPzEvXznjyBjW01+LVojXkzfnrlNv88l4CIrwagW69QDAqLgIaGBi5fTIFMXvKqj4Wzp8LcwhKXLya/3o0vZ3Zs34bJk6IwcnQkPD29sHzpEgzoH4pNW3bA3LzksThzOh7ffB2OIV+Gwc8/ANu2bsaXgwdh1dr1qFnTFQCw+OeFWLl8KcaNnwA7u2qYPXMGBvQLxYbft0FHRwcAEDFiGDLu3sW8RYtRWFCA0SO/xdgxozDhpykAgNzcXHzeNxSNfH0xcnQkLqakYMz338LQ0Agfdin9j7CK7sTBPVj7czS6DxwOJ9faiP19NaJHf4XIuatgZGJWon7K+Xg09GsFZ3dPaGlrY8e6ZZgx+kuMnrUcpuZVlfVq+zRGyNCRyteaWlol2vqge180C+qgfK2rp6/8t4amJhoHtEV1ZzfoVzHAjbRLWDorCkKhQMdeA17X5pcrF47sw+5l89Du0y9h5+KOY9vXY8WEERg4JQZVSvl9oWdgiGbBPWBuaw8NTS1cjD+C3+dPQhUjEzh7NVSpm3TiEP66lAhD05Lfrw2zxyM3OwufRExCUWEhNs//CVsWTUWnL75TqVdUWIj1s35EdTdPXL944fVuPFVokl/DmJaWpvKTmpqKo0ePYvz48TA0NJQ6vDLZv/k3NAp8H++0aAdre0d07hcOLR1dnNi7tdT6Pb4chaZtOsLOqSaq2jmgy+fDIYQCF8+dAgBkpN/A1ZQLxQmoiweq2lVHp77hKMjPw5lDsQAAuYYGjEzNVX7OHzsIryYB0Hl6Qj7zx17YODij9Ue9YWFTDc61vfFezwH4Y+cGPHn86M3snDds3cpf0faDzmjzfjAcnJwxdPj30NHRw84tG0ut71arDvoNDkdAq7bQ0tJ+5TbnzpiEjh91x8e9QuFYwwX2Dk7wDwyCtrZqm8ePHMSpY0fQf3D469rkcmvpksXo9GEXBHfsDGcXF4wcHQldXV1sXL+u1PrLl/2KJs3eRe9PP0MNZ2d8MeRLeNSqhVUrlgEo7l1cvvRX9O0/AAEtAuHq5o4foibh7p072Bu7BwBwOTUVfxw6iNFjf0Ddul7wqd8A33w7Eju2b8WdO7cBANu2/I6CggKMHTceLi410bbde+jWoyeW/rr4zewYCezZtBLNWn+ApoHvw7a6E3oMHA5tHR0c3rOl1Pqh4ZFo3q4z7Gu4wrqaI3p9EQGhUCAp4aRKPU0tbRibmit/qhgYlWhLR09fpY7Ocz1altZ2aBr4PuydasK8qg28Gr2Ld5oH4dKfCa93B5QjR7etRb2AdvBu3gaW1RzxXuiX0NLRwZn9O0qt71jLG+4Nm8HSzgFmVrZo1LYzrKrXwLXk8yr1crLuYseSmQge9C3k/xhBuvvXVaQmnMD7fcNh5+KB6u6eCOr9BS4c2YcH9zJU6u5b8wssbO1Rq7E/KhuZTLqfikDyhLGiKywowF+XU+Bat4GyTC6Xo6ZnfVxNLttfZ/n5eSgqKoT+05NtYUE+gOKT8fNtamppIS3pbKlt3EhNxs0rF/FOi/f+jq0wv0QSpKWtg8L8fNxIfft6twoKCpCSnAifho2VZXK5HD4NG+HP86/2C6gsbd7LykTShXMwMTPD0L498VG75ggb0AfnE+JV2rqXlYlpUZEYMXp8iWHqt01Bfj4S/7yAxr5NlGVyuRyNGzfB2YSSMyMAwNkzZ9C4sa9KWZOmzXD2zBkAwF83biAj4y4aNf67TUNDQ3jW9VK2mZBwGoZGRqhd5+/LBRr5NoFcLse5s2ef1jmD+g0aQOu5ZL5J02a4kpaGnLfwuunCggJcu5QMD++/e6PkcjncvRrictJ5NUv+LT/vCYqKClHFUDUhTDkfj2E922HUgK5YPmcScnNK7r+d65YirEcQfhjaCzvXL0NRUeEL13Pn5nX8GX8UNevUK+PWVSxFhQVIT0uBUx0fZZlMLodTHR/cuPjnvy4vhEDa+Xhkpt+Ag8ffn3GhUGDTnAnwfa8LqlZzLLHcXxf/hK6+AWxruCnLatSpD5lMhr8uJSnL0i6cRuLRA2jbe8grbiG9zSQfku7YsSNkZUyv169fX6IsLy8PeXl5KmUF+XnQ0tZ5LfH9m4cP7kOhKILBP4YSDE3McOeva2VqY+uyeTA2tUDNuvUBAFXtHGBiYYVtyxfgw/7DoK2jiwNbfsP9zLvIuZdZahvH9m5F1WoOcHT/+yTi5vUODm5di9OH9sDLNwAPsrOwe00MAOBBduntVGT3s+9BUVRUYujZ1Mwc16+m/Wdtpt+8AQD4ddFc9BscDpeabti9fTOGD+6LBcvXo5q9A4QQ+GncSLzfsQvcPGrjVvpfrxRPRXEv+x6KiopKDD2bm5sjLe1yqctkZGTA3NyiRP2MzIyn798tLrMo2WZGRnGdzIwMmJmpDrFqamrCyNgYmU+Xz8jIgJ1dtX+0YaF8z8jYuMzbWRHk5mRDoSiC4T+Gno1MzHDrr6tlamP9kjkwNrOEx3NDoLV9GqOeb3NYWNng7q2/sHHpPMyM/AojJi2EXEMDABDwfhdUd3ZDFQMjpCadxcZf5+H+vUx0CR2q0v7E4X1xLTUFhQX5eDeoAz7o/nZeT/rowX0IhaLE74sqxqbIuHn9hcs9eZSL6YO6oqiwADK5HO36DEUNz787Kf7YvApyDQ2806ZTqcvnZmdB39hEpUyuoQE9AyPkZmcpY/t93iQED4yAjn6VUlqpDCpIV59EJE8YjY2NsWHDBhgbG6NBg+IvwKlTp3D//n0EBwf/azIZFRWFyMhIlbKPPw9H94Ff/2cxv057NyzDmT9iMWBMtDLJ1dDURO+vf8BvcydiVO/3IJdroGbd+nCv1whClGyjIC8Ppw/uQeDTC8mfcfN+B+/3HIB1C6ZgZfSP0NDSQqsPeyEt8WyZk3T6d0JRfFDeC/4Qbd4PBgC4uHng9Mlj2Ll5I0IHDsXGNSvw6NEjfNwrVMJIiV7ejrW/4sTB3Qj/cY7KH+IN/f6+6cLO0QV2ji4Y2e9DJJ+PVyaWrYK7KetUc3KBpqYWls2ZiI69BqiMfvT9+gc8efwIN9IuYl3MLOzesAJBnT95A1tXMejo6qNf1ALkP3mMtAvx2LVsLkyq2sCxljfSL6fg+I716Dt+3v91Xt+yaCrqNGkBB48X35RGlZvkCaOVlRW6dOmCefPmQePpX6VFRUUYOHAgjIyM8NNPpd+I8ExERATCwsJUyvZczP6vwi2hiqEx5HIN5N6/p1L+IDur1IvJnxe3aSX2bliB/qOmwtbRWeW9as5uCJv8Cx4/zEVRYSEMjE0w45v+sHd2K9HO2aNxKMh/ggb+bUq859++K/ze74Kce5nQr2KIrLvp2LZ8AcysbF9ha8s3YxNTyDU0cC9Ltff0XlYmTP/Rc/U62zSzKP6/g5PqMazuWAN3bqcDAM6cOo7E8wlo599Apc6gT7uhZet2GD7qx1eKr7wyNTGFhoYGMjNV91tmZiYsLEo/FhYWFsjMzChZ/+l+trCwLC7LyISlZVWVOm7uxXeYmltYICsrS6WNwsJC5Ny/D/Ony1tYWCCrxHoylO+9bQyMTCCXa+BBtup+ycnOgrFJyZsjnrdrw3LsWLcUX46NRjUnF7V1La3tYGBkgrvpN1R6Ip/n5FYbiqIiZN5Oh3U1B2W5maUVAMC2uhMUCgWWzZ6AVsHdlD2Vbwt9Q2PI5PISvy8e3r8HAzW/L2RyOcys7QAA1o4uyPjrGv7YtBKOtbxxLfkcHuZkY8bgv5NzoVBg97J5OLZ9HYZEr4CBiRke3c9WaVNRVITHuTnK9V65cBoppw7jyNbfnjYCCKHAD5+0wvufhcG7ecWZtYT+G5InjL/88gsOHTqkTBYBQENDA2FhYWjSpMm/Jow6OjrKuyOf0dJ+/J/EWhpNLS3Y1XDFxXOnUOeddwEACoUCl87Fo2nbFz+pZt/GFYhdvxR9R06G/QumUwAAvSoGAIC76ddx43Iy2nxcsofqWOxW1GrQFAb/GHJ4RiaTwdis+Bfh6UOxMLGoimpOrmXdxApDS0sLrk979pr6twBQfCxOnzyGDh92+5elX71Naxs7mFtUxY2rV1SWvXHtKhr6NgUADPrqG/Tu94XyvcyMu4j48nOMHDfphVP+VGRa2trwqFUbx44eQYuWgQCK99uxY0fwcbfSe47qenvj2NGj+KRXb2XZ0SOHUdfbGwBgV60aLCwscezYEbh7eAAovuP53NkEfNS1+Fh4edXDg5wc/HnhPGrVrgMAOH7sKBQKhXI6Hy8vb8ycMR0FBQXQenpX79Ejh+Ho5PTWDUcDxeeo6i5uSEw4Ce+nNzIoFAoknT2JgPc+fOFyO9ctw7Y1MRg6Zjoca3r863ruZdzBwwf3YWz64qT7+uWLkMnlMDQpeTfwM0IoUFRUCFHacEoFp6GpBRsnV1y5cBruDZsBKE7u0i6cRsPWwWVuRwiBosICAIBns0CVayIBYMWEEfBs1gpeTzsR7GrWwpNHuUi/nAKbGsXn/rQLpyGEUE7n0ydyJoRCoWwj+dRhHN68Cn3GRMNQzTF9m3DgTT3JE8bCwkIkJSXBzU215ywpKQmK5z685Zl/+y5YNSsK1ZzdUN3FAwe3rkF+3mM0DGgHAFgZ/SOMzS3Qrkd/AMDeDcuxc/Uv6PHl9zC1tFZel6ijq6e8wznh8D5UMTKBqaUV0q+mYtPimajTsBncvN9RWXdG+g2kJSYg9NtJpca2b9NKuHu/A5lcjnNHD2DfxuXoGRb51v3l/kznbr0wadxIuLrXglttT2xYtQxPnjxG0NOh4omR38LC0gqhA4uvoSooKMDVtNTifxcWIOPuHVxKSYKenj7s7KuXqU2ZTIYuPUKwZNFc1KjpCuea7ti97Xdcv5qGUeOLp3Kpam2jEqeefvFxtrGzh2VV6/96t0iiZ0gffP/tCNSuXQd1POti2dIlePz4MYI7Fl9n9V3EcFStaoWhXxXfMd7jk14I7d0TS2J+gZ+fP3Zs34YL58/j+zFjARTv5x49e2Hh/LlwqO4Au2rF0+pYVq2qTEprODujabN3ETn6e4wcFYnCwgJE/TgObdq+h6pVi3ux2r7XHvPmzMaYUd+hT2hfXLp4EcuX/Yqvh1eMabxeRWCHboiZPg6OLu5wdK2N2N9XIf/JEzRp+T4AYPG0SJiYWaJjyEAAwI51S7F5+UKEDouEuZUN7j93jtLV08eTx4+wZdXP8PENgJGpOe7euoH1MbNhaVMNtXyKp/VKTTqHtOQLcKtbH7p6+ricdB5rfp6BRv5Byrupj8XthIamBuwcXKCppYWrlxKx8de5aNAs8K2dh7Fxuw+xad5E2NRwha2zO45vX4eCJ0/g5R8EANg4ZwIMzSzQ8uPPAACHNq2AbQ1XmFa1RWFhAS6dOYZzh3aj3afF5zB9Q2PoG6r+oSPX0ISBiRksbIvn7bW0c4CzV0NsWTQF7T79CoqiQuyIiUZt3wBlMmhp56DSRvrlZMhkMlS1d/pP9wdVHJJ/I/v06YPQ0FCkpqbinXeKk6Fjx45hwoQJ6NOnj8TRlY1305bIzcnGzlW/4EF2FmwdXfDZd5OVF5nfy7gNmfzvP12O7NqEosIC/Dp5lEo7rT7qjaCunwIAcu5l4vcls5B7/x4MTczRwD8IgR+GlFj38b3bYGxuCdcXDAElnT6K2HVLUViYD1sHF/QePh4ePo1Lrfs2aB7YBtn37mHJojm4l5kB55puGD9trvKmlTu3b6nMjZiZcQcDQrooX69ZsQRrVixB3XoNMGXOL2VqEwA6fdwT+fn5mDfjJzzIuY8aLm6YGD0fttXs39CWlz9t2rbDvawszJkVjYyMu3Bz98Cc+Ytg/nTY91Z6OuSyv4+Fdz0fRE2ajFnR0zFz+lRUd3DE9JmzlXMwAkCf0L54/Pgxxo4ZhQcPclDPpz7mzF+kMsoQNXEyon4ch36hIcqJu7+J+HuuQENDQ8xb+DPG/zAW3T7qBBNTU/T/fOBbOwcjADR8NxC59+/h9xWLkHMvE9Vq1MSQMdNgZFp8jsq6exuy547Fge3rUVhYgPkTvlVp5/2PQ9G++2eQy+X460oqju7djkcPH8DEzAIe3o3QoUc/5bWJWlraOHlwD7as+hmFBfmwsLJFyw+6IvC56xrlGhrYuW4Zbt+8DggBM0trNH/vQwR2+PgN7BVp1PYNwKOc+9i/Nga52fdg5eCM7t9MgIFx8bHIybyj8vuiIO8Jtv8SjZysu9DU1oGFrT2CB0agtm/AS62346BvsT1mJpaNHwaZTA73d95Fm5Av/n3BSoQdjOrJhMT9/gqFApMnT8aMGTOQnl58vZeNjQ2GDh2K8PBwlaHqstp87vbrDpNekZedidQh0HOqGr2Z2QPo3x1Nzfr3SvRG3Mh9O+elrYg+qV/t3yv9R25m50u2bluT0ucBLk8kTxifl5OTAwAwMio5+evLYMJYfjBhLF+YMJYfTBjLDyaM5YeUCWP6fekSRhvj8p8wSj4k/bz/N1EkIiIiotePT3ohIiIiIrXKVQ8jERERkRRkvO1FLfYwEhEREZFa7GEkIiIiYgejWpInjNHR0aWWy2Qy6OrqwsXFBX5+fq80vQ4RERER/f8kTxinTZuGu3fv4tGjRzA1LX5c1L1796Cvrw8DAwPcuXMHNWrUwL59+2BvX3knQSYiIiKSiuTXMI4fPx4NGzbExYsXkZmZiczMTKSkpKBRo0aYMWMGrl27Bmtra3z11VdSh0pERERvKZmEPxWB5D2MI0eOxLp16+Ds7Kwsc3FxweTJk9G5c2dcvnwZkyZNQufOnSWMkoiIiKjykjxhTE9PR2FhYYnywsJC3Lp1CwBga2uLBw8evOnQiIiIqJKQVZSuPolIPiQdEBCA/v374/Tp08qy06dPY8CAAWjRogUA4Ny5c3BycpIqRCIiIqJKTfKE8eeff4aZmRnq168PHR0d6OjooEGDBjAzM8PPP/8MADAwMMCUKVMkjpSIiIjeVjIJ/6sIJB+Stra2xu7du5GUlISUlBQAgJubG9zc3JR1AgICpAqPiIiIqNKTPGF8xt3dHe7u7lKHQURERET/IHnCWFRUhJiYGMTGxuLOnTtQKBQq7+/du1eiyIiIiKjSqBgjw5KRPGEcOnQoYmJi8N5776FOnTqQ8TYlIiIionJF8oRx1apV+O2339CuXTupQyEiIqJKit1V6kl+l7S2tjZcXFykDoOIiIiIXkDyhDE8PBwzZsyAEELqUIiIiIioFJIPSR86dAj79u3D9u3bUbt2bWhpaam8v379eokiIyIiosqCt1CoJ3nCaGJigo4dO0odBhERERG9gOQJ4+LFi6UOgYiIiCq5ivLEFalInjA+c/fuXSQnJwMoftKLpaWlxBEREREREVAObnp5+PAhPv30U9jY2MDPzw9+fn6wtbVFaGgoHj16JHV4REREVAnIZNL9VASSJ4xhYWHYv38/Nm/ejOzsbGRnZ2PTpk3Yv38/wsPDpQ6PiIiIqNKTfEh63bp1WLt2LZo3b64sa9euHfT09NClSxfMnTtXuuCIiIiISPoexkePHsHKyqpEedWqVTkkTURERFQOSJ4w+vr6YvTo0Xjy5Imy7PHjx4iMjISvr6+EkRERERERUA6GpKdPn442bdqgWrVq8PLyAgAkJCRAV1cXO3fulDg6IiIiqgwqys0nUpE8YfT09MTFixexfPlyJCUlAQC6deuGHj16QE9PT+LoiIiIiEjShLGgoADu7u7YsmUL+vbtK2UoRERERPQCkiaMWlpaKtcuEhEREUmBT3pRT/KbXgYNGoSJEyeisLBQ6lCIiIiIqBSSX8N44sQJxMbGYteuXfD09ESVKlVU3l+/fr1EkREREVFlwZte1JM8YTQxMUHnzp2lDoOIiIiIXkCyhDEtLQ1OTk5YvHixVCEQERERAQCvYPwXkl3D6OzsDCcnJ3z66adYtmwZbty4IVUoRERERKSGZD2Me/fuRVxcHOLi4rBy5Urk5+ejRo0aaNGiBQICAhAQEFDqIwOJiIiI6M2SLGFs3rw5mjdvDgB48uQJDh8+rEwglyxZopyj8cKFC1KFSERERJUFx6TVkvymFwDQ1dVFixYt0KxZMwQEBGD79u2YP3++8skvRERERCQdSRPG/Px8HD16FPv27UNcXByOHTsGe3t7+Pn5YdasWfD395cyPCIiIqokOHG3epIljC1atMCxY8fg5OQEf39/9O/fHytWrICNjY1UIRERERFRKSRLGA8ePAgbGxu0aNECzZs3h7+/P8zNzaUKh4iIiIheQLJpdbKzs7FgwQLo6+tj4sSJsLW1haenJ7744gusXbsWd+/elSo0IiIiqmRkMul+KgKZEEJIHQQAPHjwAIcOHVJez5iQkICaNWvi/PnzL93W5nO3/4MI6VV42ZlIHQI9p6qRjtQh0FNHU7OkDoGeupH7SOoQ6KlP6leTbN0P86VLh6pol/+ssVzcJQ0AVapUgZmZGczMzGBqagpNTU0kJiZKHRYRERFVAuU/ZZOWZAmjQqHAyZMnERcXh3379uGPP/7Aw4cPYWdnh4CAAMyePRsBAQFShUdERERET0mWMJqYmODhw4ewtrZGQEAApk2bhubNm8PZ2VmqkIiIiIioFJIljD/99BMCAgLg6uoqVQhERERExTgmrZZkCWP//v2lWjURERERvYRyc9MLERERkVT4pBf1JJuHkYiIiIhezezZs+Ho6AhdXV00atQIx48fV1t/zZo1cHd3h66uLjw9PbFt27aXWh8TRiIiIqr0KtLE3atXr0ZYWBhGjx6N+Ph4eHl5ISgoCHfu3Cm1/uHDh9GtWzeEhobi9OnTCA4ORnBw8EvNdV1uJu5+nThxd/nBibvLF07cXX5w4u7ygxN3lx9STtz9pFCyVUP3JS8QbNSoERo2bIhZs2YBKJ6q0N7eHoMHD8Y333xTon7Xrl3x8OFDbNmyRVnWuHFjeHt7Y968eWVaJ3sYiYiIiCSUl5eHnJwclZ+8vLxS6+bn5+PUqVMIDAxUlsnlcgQGBuLIkSOlLnPkyBGV+gAQFBT0wvqleStvemnvaSV1CP+3vLw8REVFISIiAjo67BWSEo9F+fE2HYvmbmZSh/B/eZuOBVCxjwXwth0PabxsL9/rNOaHKERGRqqUjR49GmPGjClRNyMjA0VFRbCyUs11rKyskJSUVGr7t27dKrX+rVu3yhwjexjLqby8PERGRr7wLwx6c3gsyg8ei/KDx6J84fGo2CIiInD//n2Vn4iICKnDUvFW9jASERERVRQ6Ojpl7hm2sLCAhoYGbt9WvV/j9u3bsLa2LnUZa2vrl6pfGvYwEhEREVUQ2traqF+/PmJjY5VlCoUCsbGx8PX1LXUZX19flfoAsHv37hfWLw17GImIiIgqkLCwMISEhKBBgwZ45513MH36dDx8+BB9+vQBAPTq1Qt2dnaIiooCAAwdOhT+/v6YMmUK3nvvPaxatQonT57EggULyrxOJozllI6ODkaPHs2Ll8sBHovyg8ei/OCxKF94PCqXrl274u7duxg1ahRu3boFb29v7NixQ3ljy7Vr1yCX/z2I3KRJE6xYsQIjR47Et99+i5o1a2Ljxo2oU6dOmdf5Vs7DSERERESvD69hJCIiIiK1mDASERERkVpMGImIiIhILSaMVOE5Ojpi+vTpUodBRETgOfltxYRRQr1794ZMJsOECRNUyjdu3AiZTCZRVG9O8+bN8eWXX5Yoj4mJgYmJSZnbOXHiBPr16/f6AnvNXnZ7XsaYMWPg7e1dprq3bt3C4MGDUaNGDejo6MDe3h7t27cvMTdXefFf7jd6MSEEAgMDERQUVOK9OXPmwMTEBDdu3JAgstdj3rx5MDQ0RGFhobIsNzcXWlpaaN68uUrduLg4yGQypKamvuEoK4YXfUfL+zmZXg0TRonp6upi4sSJuHfvntShVFiWlpbQ19eXOoxSFRQUSB0CAODKlSuoX78+9u7di59++gnnzp3Djh07EBAQgEGDBr1yu/n5+aWWl5ftrijK0/6SyWRYvHgxjh07hvnz5yvL09LSMHz4cMycORPVqlWTMML/T0BAAHJzc3Hy5Ell2cGDB2FtbY1jx47hyZMnyvJ9+/ahevXqcHZ2LtHOiz77VL7PyfTqmDBKLDAwENbW1srJNUuzbt061K5dGzo6OnB0dMSUKVPeYITS6t27N4KDgzF58mTY2NjA3NwcgwYNUvkF+8/hD5lMhvnz5+P999+Hvr4+PDw8cOTIEVy6dAnNmzdHlSpV0KRJE5Veg2c9dfPnz4e9vT309fXRpUsX3L9/X1lHoVBg7NixqFatGnR0dJTzXj1z5coVyGQyrF69Gv7+/tDV1cXy5cvRp08f3L9/HzKZDDKZTPkw+aVLl6JBgwYwNDSEtbU1unfvjjt37ijbe9a7ERsbiwYNGkBfXx9NmjRBcnIygOK/7iMjI5GQkKBsOyYmptT9OHDgQMhkMhw/fhydO3eGq6srateujbCwMBw9elRZ79q1a+jQoQMMDAxgZGSELl26qDxO6tl+WrRoEZycnKCrq6vc53PnzsUHH3yAKlWq4McffwQAbNq0CT4+PtDV1UWNGjUQGRmp0rOTnZ2N/v37w8rKCrq6uqhTpw62bNmCuLi4F+63f0pNTUWHDh1gZWUFAwMDNGzYEHv27FGp4+joiPHjx+PTTz+FoaEhqlevrjJhbX5+Pr744gvY2NhAV1cXDg4Oyu/ksGHD8P777yvrTp8+HTKZTOXYu7i4YNGiRcrXixYtgoeHB3R1deHu7o45c+Yo33vR56Q8sbe3x4wZMzBs2DCkpaVBCIHQ0FC0bt0a9erVQ9u2bWFgYAArKyv07NkTGRkZymXXrl0LT09P6OnpwdzcHIGBgXj48KGEW6PKzc0NNjY2iIuLU5bFxcWhQ4cOcHJyUvk+xMXFISAgAMDf56Iff/wRtra2cHNzAwCcO3cOLVq0UG5vv379kJubq2yjLOew9PR0vPfee9DT04OTkxNWrFjxr8O6RUVFCAsLg4mJCczNzTF8+HCEhIQgODhYWae0Nry9vVW+S9nZ2fjss89gaWkJIyMjtGjRAgkJCcr3ExISEBAQAENDQxgZGaF+/fo4efKk2u/oP9db1vPK0qVL4ejoCGNjY3z88cd48ODBC7efJCBIMiEhIaJDhw5i/fr1QldXV1y/fl0IIcSGDRvEs0Nz8uRJIZfLxdixY0VycrJYvHix0NPTE4sXL5Yw8tfD399fDB06tET54sWLhbGxsRCieB8ZGRmJzz//XCQmJorNmzcLfX19sWDBAmV9BwcHMW3aNOVrAMLOzk6sXr1aJCcni+DgYOHo6ChatGghduzYIf7880/RuHFj0aZNG+Uyo0ePFlWqVBEtWrQQp0+fFvv37xcuLi6ie/fuyjpTp04VRkZGYuXKlSIpKUkMHz5caGlpiZSUFCGEEGlpaQKAcHR0FOvWrROXL18WV65cEdOnTxdGRkYiPT1dpKeniwcPHgghhPj555/Ftm3bRGpqqjhy5Ijw9fUVbdu2Va5v3759AoBo1KiRiIuLExcuXBDvvvuuaNKkiRBCiEePHonw8HBRu3ZtZduPHj0qsT8zMzOFTCYT48ePV3s8ioqKhLe3t2jWrJk4efKkOHr0qKhfv77w9/cvsZ/atGkj4uPjRUJCgnKfV61aVfzyyy8iNTVVXL16VRw4cEAYGRmJmJgYkZqaKnbt2iUcHR3FmDFjlOtr3LixqF27tti1a5dITU0VmzdvFtu2bRN5eXkv3G//dObMGTFv3jxx7tw5kZKSIkaOHCl0dXXF1atXVT4jZmZmYvbs2eLixYsiKipKyOVykZSUJIQQ4qeffhL29vbiwIED4sqVK+LgwYNixYoVQgghfv/9d2FsbCwKCwuFEEIEBwcLCwsLMWLECCGEEDdu3BAAxMWLF4UQQixbtkzY2NgoPwPr1q0TZmZmIiYm5oWfk5s3b6o9NlLp0KGDaN68uYiOjhaWlpbizp07wtLSUkRERIjExEQRHx8vWrVqJQICAoQQQty8eVNoamqKqVOnirS0NHH27Fkxe/bsFx47qXTv3l20bt1a+bphw4ZizZo14vPPPxejRo0SQhR/v3R0dJTHLSQkRBgYGIiePXuK8+fPi/Pnz4vc3FxhY2MjOnXqJM6dOydiY2OFk5OTCAkJUbZdlnNYYGCg8Pb2FkePHhWnTp0S/v7+Qk9PT+W89k8TJ04UpqamYt26deLPP/8UoaGhwtDQUHTo0EFZ55/nRiGE8PLyEqNHj1ZZd/v27cWJEydESkqKCA8PF+bm5iIzM1MIIUTt2rXFJ598IhITE0VKSor47bffxJkzZ9R+R59fb1nPKwYGBsr9eODAAWFtbS2+/fbbfzuU9AYxYZTQs4RRCCEaN24sPv30UyGEasLYvXt30apVK5Xlvv76a1GrVq03Gut/oawJo4ODg/KXtRBCfPTRR6Jr167K16UljCNHjlS+PnLkiAAgfv75Z2XZypUrha6urvL16NGjhYaGhrhx44aybPv27UIul4v09HQhhBC2trbixx9/VIm1YcOGYuDAgUKIvxOB6dOnv3B71Dlx4oQAoDzpPksY9+zZo6yzdetWAUA8fvxYGbeXl5fado8dOyYAiPXr16utt2vXLqGhoSGuXbumLLtw4YIAII4fP65cn5aWlrhz547KsgDEl19+qVLWsmXLEknq0qVLhY2NjRBCiJ07dwq5XC6Sk5NLjaes+600tWvXFjNnzlS+dnBwEJ988onytUKhEFWrVhVz584VQggxePBg0aJFC6FQKEq0de/ePSGXy8WJEyeEQqEQZmZmIioqSjRq1EgIUZwg2tnZKes7Ozsrk81nxo0bJ3x9fYUQL/6clEe3b98WFhYWQi6Xiw0bNohx48apJFpCCHH9+nUBQCQnJ4tTp04JAOLKlSsSRVw2CxcuFFWqVBEFBQUiJydHaGpqijt37ogVK1YIPz8/IYQQsbGxAoDyD4+QkBBhZWUl8vLylO0sWLBAmJqaitzcXGXZ1q1bhVwuF7du3VIup+4clpiYKACIEydOKN+/ePGiAKA2YbSxsRGTJk1Svi4oKBDVqlV7qYTx4MGDwsjISDx58kSljrOzs5g/f74QQghDQ0Nl0vxPL/qOPr/esp5X9PX1RU5OjrLO119/rfyOUfnAIelyYuLEiViyZAkSExNVyhMTE9G0aVOVsqZNm+LixYsoKip6kyFKpnbt2tDQ0FC+trGxURm6LU3dunWV/372qCRPT0+VsidPniAnJ0dZVr16ddjZ2Slf+/r6QqFQIDk5GTk5Obh582apx+Kfx6xBgwZl2q5Tp06hffv2qF69OgwNDeHv7w+gePjmRdtiY2MDAP+6/c8TZXyYU2JiIuzt7WFvb68sq1WrFkxMTFS20cHBAZaWliWW/+d2JyQkYOzYsTAwMFD+9O3bF+np6Xj06BHOnDmDatWqwdXVtczbUprc3FwMGzYMHh4eMDExgYGBARITE9XuR5lMBmtra+V+7N27N86cOQM3NzcMGTIEu3btUtY1MTGBl5cX4uLicO7cOWhra6Nfv344ffo0cnNzsX//fuWxe/jwIVJTUxEaGqqy3T/88EOJGyfK+jmRUtWqVdG/f394eHggODgYCQkJ2Ldvn8q2ubu7Ayi+NMDLywstW7aEp6cnPvroIyxcuLBcXp/dvHlzPHz4ECdOnMDBgwfh6uoKS0tL+Pv7K69jjIuLQ40aNVC9enXlcp6entDW1la+TkxMhJeXF6pUqaIsa9q0qfK88Yy6c1hycjI0NTXh4+OjfN/FxQWmpqYvjP/+/ftIT09Ho0aNlGWampov/ZlKSEhAbm4uzM3NVY5pWlqa8vMaFhaGzz77DIGBgZgwYcJL3wBU1vOKo6MjDA0Nla/Lcp6nN4vPki4n/Pz8EBQUhIiICPTu3VvqcN4IIyMjlWsEn8nOzoaxsbHytZaWlsr7MpkMCoVCbdvPL/PsjvPSyv6tnVfx/C+PF3n48CGCgoIQFBSE5cuXw9LSEteuXUNQUFCJi+n/37hr1qwJmUyGpKSkMi+jzou275/lubm5iIyMRKdOnUrU1dXVhZ6e3muJZ9iwYdi9ezcmT54MFxcX6Onp4cMPP1S7HwHVz5GPjw/S0tKwfft27NmzB126dEFgYCDWrl0LoDjBiIuLg46ODvz9/WFmZgYPDw8cOnQI+/fvR3h4uHKbAWDhwoUqv8wBqCQMQNk+J+WBpqYmNDWLf1Xk5uaiffv2mDhxYol6NjY20NDQwO7du3H48GHs2rULM2fOxHfffYdjx47BycnpTYf+Qi4uLqhWrRr27duHe/fuKRN+W1tb2Nvb4/Dhw9i3bx9atGihstyrHrNXOYe9DnK5vMQfjM9fO5mbm1vies5nnt39PGbMGHTv3h1bt27F9u3bMXr0aKxatQodO3Z8rbFKtY+o7NjDWI5MmDABmzdvxpEjR5RlHh4e+OOPP1Tq/fHHH3B1dS3xC6iicXNzQ3x8fIny+Pj4/7vX6VVcu3YNN2/eVL4+evQo5HI53NzcYGRkBFtb21KPRa1atdS2q62tXaI3OCkpCZmZmZgwYQLeffdduLu7v9Jf06W1/U9mZmYICgrC7NmzS735IDs7G0DxZ+369eu4fv268r0///wT2dnZ/7qNpfHx8UFycjJcXFxK/MjlctStWxc3btxASkrKK28bUHwMevfujY4dO8LT0xPW1ta4cuXKS8drZGSErl27YuHChVi9ejXWrVuHrKwsAIC/vz8OHTqE2NhY5dQrzZs3x8qVK5GSkqIss7Kygq2tLS5fvlxim8tTwvSqfHx8cOHCBTg6OpbYvmfJlEwmQ9OmTREZGYnTp09DW1sbGzZskDjykgICAhAXF4e4uDiV6XT8/Pywfft2HD9+XHnDy4t4eHggISFB5Xv1xx9/KM8bZeHm5obCwkKcPn1aWXbp0iW1PbPGxsawsbHBsWPHlGWFhYU4deqUSj1LS0ukp6crX+fk5CAtLU352sfHB7du3YKmpmaJ42lhYaGs5+rqiq+++gq7du1Cp06dsHjxYgBl+46+7vMKSYcJYzni6emJHj16IDo6WlkWHh6O2NhYjBs3DikpKViyZAlmzZqFYcOGSRjp6zFgwACkpKRgyJAhOHv2LJKTkzF16lSsXLlS2WPzJunq6iIkJAQJCQk4ePAghgwZgi5dusDa2hoA8PXXX2PixIlYvXo1kpOT8c033+DMmTMYOnSo2nYdHR2Rm5uL2NhYZGRk4NGjR6hevTq0tbUxc+ZMXL58Gb///jvGjRv30jE7OjoiLS0NZ86cQUZGBvLy8kqtN3v2bBQVFeGdd97BunXrcPHiRSQmJiI6Ohq+vr4Aiu/Yf/YZjI+Px/Hjx9GrVy/4+/u/0vDpqFGj8OuvvyIyMhIXLlxAYmIiVq1ahZEjRwIoTsL8/PzQuXNn7N69W9nD9+zu49L2W2lq1qyJ9evX48yZM0hISED37t1fumfi2ecuKSkJKSkpWLNmDaytrZW9LH5+fnjw4AG2bNmikjAuX74cNjY2Kn/gREZGIioqCtHR0UhJScG5c+ewePFiTJ069SX3YPkzaNAgZGVloVu3bjhx4gRSU1Oxc+dO9OnTB0VFRTh27BjGjx+PkydP4tq1a1i/fj3u3r0LDw8PqUMvISAgAIcOHcKZM2eUPYxA8edy/vz5yM/P/9eEsUePHsrzxvnz57Fv3z4MHjwYPXv2VF4K82/c3d0RGBiIfv364fjx4zh9+jT69esHPT09tfPxDh06FBMmTMDGjRuRlJSEgQMHKv/4e6ZFixZYunQpDh48iHPnziEkJESloyEwMBC+vr4IDg7Grl27cOXKFRw+fBjfffcdTp48icePH+OLL75AXFwcrl69ij/++AMnTpxQHs+yfEdf93mFpMOEsZwZO3asyi87Hx8f/Pbbb1i1ahXq1KmDUaNGYezYsW/FsHWNGjVw4MABJCUlITAwEI0aNcJvv/2GNWvWoE2bNm88HhcXF3Tq1Ant2rVD69atUbduXZXpUIYMGYKwsDCEh4fD09MTO3bswO+//46aNWuqbbdJkyb4/PPP0bVrV1haWmLSpEmwtLRETEwM1qxZg1q1amHChAmYPHnyS8fcuXNntGnTBgEBAbC0tMTKlStLrVejRg3Ex8cjICAA4eHhqFOnDlq1aoXY2FjMnTsXQHHP0KZNm2Bqago/Pz8EBgaiRo0aWL169UvHBQBBQUHYsmULdu3ahYYNG6Jx48aYNm0aHBwclHXWrVuHhg0bolu3bqhVqxaGDx+u7LEobb+VZurUqTA1NUWTJk3Qvn17BAUFqVwPVhaGhoaYNGkSGjRogIYNG+LKlSvYtm0b5PLiU6SpqSk8PT1haWmpvGbPz88PCoVCJdkAgM8++wyLFi3C4sWL4enpCX9/f8TExLwVPYzPetmLiorQunVreHp64ssvv4SJiQnkcjmMjIxw4MABtGvXDq6urhg5ciSmTJmCtm3bSh16CQEBAXj8+DFcXFxUkjt/f388ePBAOf2OOvr6+ti5cyeysrLQsGFDfPjhh2jZsiVmzZr1UrH8+uuvsLKygp+fHzp27Ii+ffvC0NBQOW1VacLDw9GzZ0+EhITA19cXhoaGJYaJIyIi4O/vj/fffx/vvfcegoODVeaUlMlk2LZtG/z8/NCnTx+4urri448/xtWrV2FlZQUNDQ1kZmaiV69ecHV1RZcuXdC2bVtERkYCKNt39HWfV0g6MlHWK+KJ3mJjxozBxo0bcebMGalDIaJK7saNG7C3t8eePXvQsmXLMi/Xu3dvZGdnY+PGjf9dcFRp8aYXIiIiCe3duxe5ubnw9PREeno6hg8fDkdHR/j5+UkdGpESE0YiIiIJFRQU4Ntvv8Xly5dhaGiIJk2aYPny5SXuHCaSEoekiYiIiEgt3vRCRERERGoxYSQiIiIitZgwEhEREZFaTBiJiIiISC0mjERERESkFhNGIvq/9e7dG8HBwcrXzZs3x5dffvnG44iLi4NMJivxiLTnyWSyl5rYeMyYMfD29v6/4rpy5QpkMhknhieiCosJI9Fbqnfv3pDJZJDJZNDW1oaLiwvGjh2LwsLC/3zd69evL/OzscuS5BERkbQ4cTfRW6xNmzZYvHgx8vLysG3bNgwaNAhaWlqIiIgoUTc/Px/a2tqvZb1mZmavpR0iIiof2MNI9BbT0dGBtbU1HBwcMGDAAAQGBuL3338H8Pcw8o8//ghbW1u4ubkBAK5fv44uXbrAxMQEZmZm6NChA65cuaJss6ioCGFhYTAxMYG5uTmGDx+Of87//88h6by8PIwYMQL29vbQ0dGBi4sLfv75Z1y5cgUBAQEAAFNTU8hkMvTu3RsAoFAoEBUVBScnJ+jp6cHLywtr165VWc+2bdvg6uoKPT09BAQEqMRZViNGjICrqyv09fVRo0YNfP/99ygoKChRb/78+bC3t4e+vj66dOmC+/fvq7y/aNEieHh4QFdXF+7u7pgzZ84L13nv3j306NEDlpaW0NPTQ82aNbF48eKXjp2I6E1hDyNRJaKnp4fMzEzl69jYWBgZGWH37t0Aih9RFhQUBF9fXxw8eBCampr44Ycf0KZNG5w9exba2tqYMmUKYmJi8Msvv8DDwwNTpkzBhg0b0KJFixeut1evXjhy5Aiio6Ph5eWFtLQ0ZGRkwN7eHuvWrUPnzp2RnJwMIyMj6OnpAQCioqKwbNkyzJs3DzVr1sSBAwfwySefwNLSEv7+/rh+/To6deqEQYMGoV+/fjh58iTCw8Nfep8YGhoiJiYGtra2OHfuHPr27QtDQ0MMHz5cWefSpUv47bffsHnzZuTk5CA0NBQDBw7E8uXLAQDLly/HqFGjMGvWLNSrVw+nT59G3759UaVKFYSEhJRY5/fff48///wT27dvh4WFBS5duoTHjx+/dOxERG+MIKK3UkhIiOjQoYMQQgiFQiF2794tdHR0xLBhw5TvW1lZiby8POUyS5cuFW5ubkKhUCjL8vLyhJ6enti5c6cQQggbGxsxadIk5fsFBQWiWrVqynUJIYS/v78YOnSoEEKI5ORkAUDs3r271Dj37dsnAIh79+4py548eSL09fXF4cOHVeqGhoaKbt26CSGEiIiIELVq1VJ5f8SIESXa+icAYsOGDS98/6effhL169dXvh49erTQ0NAQN27cUJZt375dyOVykZ6eLoQQwtnZWaxYsUKlnXHjxglfX18hhBBpaWkCgDh9+rQQQoj27duLPn36vDAGIqLyhj2MRG+xLVu2wMDAAAUFBVAoFOjevTvGjBmjfN/T01PlusWEhARcunQJhoaGKu08efIEqampuH//PtLT09GoUSPle5qammjQoEGJYelnzpw5Aw0NDfj7+5c57kuXLuHRo0do1aqVSnl+fj7q1asHAEhMTFSJAwB8fX3LvI5nVq9ejejoaKSmpiI3NxeFhYUwMjJSqVO9enXY2dmprEehUCA5ORmGhoZITU1FaGgo+vbtq6xTWFgIY2PjUtc5YMAAdO7cGfHx8WjdujWCg4PRpEmTl46diOhNYcJI9BYLCAjA3Llzoa2tDVtbW2hqqn7lq1SpovI6NzcX9evXVw61Ps/S0vKVYng2xPwycnNzAQBbt25VSdSA4usyX5cjR46gR48eiIyMRFBQEIyNjbFq1SpMmTLlpWNduHBhiQRWQ0Oj1GXatm2Lq1evYtu2bdi9ezdatmyJQYMGYfLkya++MURE/yEmjERvsSpVqsDFxaXM9X18fLB69WpUrVq1RC/bMzY2Njh27Bj8/PwAFPeknTp1Cj4+PqXW9/T0hEKhwP79+xEYGFji/Wc9nEVFRcqyWrVqQUdHB9euXXthz6SHh4fyBp5njh49+u8b+ZzDhw/DwcEB3333nbLs6tWrJepdu3YNN2/ehK2trXI9crkcbm5usLKygq2tLS5fvowePXqUed2WlpYICQlBSEgI3n33XXz99ddMGImo3OJd0kSk1KNHD1hYWKBDhw44ePAg0tLSEBcXhyFDhuDGjRsAgKFDh2LChAnYuHEjkpKSMHDgQLVzKDo6OiIkJASffvopNm7cqGzzt99+AwA4ODhAJpNhy5YtuHv3LnJzc2FoaIhhw4bhq6++wpIlS5Camor4+HjMnDkTS5YsAQB8/vnnuHjxIr7++mskJydjxYoViImJeantrVmzJq5du4ZVq1YhNTUV0dHR2LBhQ4l6urq6CAkJQUJCAg4ePIghQ4agS5cusLa2BgBERkYiKioK0dHRSElJwblz57B48WJMnTq11PWOGjUKmzZtwqVLl3DhwgVs2bIFHh4eLxU7EdGbxISRiJT09fVx4MABVK9eHZ06dYKHhwdCQ0Px5MkTZY9jeHg4evbsiZCQEPj6+sLQ0BAdO3ZU2+7cuXPx4YcfYuDAgXB3d0ffvn3x8OFDAICdnR0iIyPxzTffwMrKCl988QUAYNy4cfj+++8RFRUFDw8PtGnTBlu3boWTkxOA4usK161bh40bN8LLywvz5s3D+PHjX2p7P/jgA3z11Vf44osv4O3tjcOHD+P7778vUc/FxQWdOnVCu3bt0Lp1a9StW1dl2pzPPvsMixYtwuLFi+Hp6Ql/f3/ExMQoY/0nbW1tREREoG7duvDz84OGhgZWrVr1UrETEb1JMvGiK9WJiIiIiMAeRiIiIiL6F0wYiYiIiEgtJoxEREREpBYTRiIiIiJSiwkjEREREanFhJGIiIiI1GLCSERERERqMWEkIiIiIrWYMBIRERGRWkwYiYiIiEgtJoxEREREpNb/ALXjW2J8WVJ4AAAAAElFTkSuQmCC","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"Ensemble Model (Open Source)\", preprocess_func=extract_answer)"]},{"cell_type":"code","execution_count":34,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 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","text/plain":["<Figure size 800x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"Ensemble Model (OpenAI)\", preprocess_func=extract_answer)"]},{"cell_type":"code","execution_count":35,"metadata":{},"outputs":[],"source":["df_best.to_csv(\"data/best_results.csv\", index=False)"]},{"cell_type":"code","execution_count":36,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"data/best_metrics.csv\", index=False)"]}],"metadata":{"accelerator":"GPU","application/vnd.databricks.v1+notebook":{"dashboards":[],"environmentMetadata":null,"language":"python","notebookMetadata":{"mostRecentlyExecutedCommandWithImplicitDF":{"commandId":-1,"dataframes":["_sqldf"]},"pythonIndentUnit":4},"notebookName":"10_eval-lf-medium-py3.11","widgets":{}},"colab":{"gpuType":"L4","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.9"}},"nbformat":4,"nbformat_minor":0}