{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","try:\n","    from google.colab import drive\n","    drive.mount('/content/drive')\n","    workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n","except ModuleNotFoundError:\n","    workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n","    found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"W2QyVreqhOGM","outputId":"68b9590e-1ac6-4c6f-e0c4-e273ec816419"},"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>text</th>\n","      <th>label</th>\n","      <th>title</th>\n","      <th>puzzle</th>\n","      <th>truth</th>\n","      <th>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf</th>\n","      <th>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf</th>\n","      <th>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf</th>\n","      <th>meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Was Zhen Zhesuo suicide?</td>\n","      <td>No</td>\n","      <td>The Mystery of the Coast</td>\n","      <td>In the quiet seaside cottage of a neighbor, a ...</td>\n","      <td>Zhen Zhesao was a nature-loving painter who ca...</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>Unimportant</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Was Zhen Zhesuo sickly?</td>\n","      <td>Yes</td>\n","      <td>The Mystery of the Coast</td>\n","      <td>In the quiet seaside cottage of a neighbor, a ...</td>\n","      <td>Zhen Zhesao was a nature-loving painter who ca...</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Correct answer</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>The painting was by Zhen.</td>\n","      <td>Yes</td>\n","      <td>The Mystery of the Coast</td>\n","      <td>In the quiet seaside cottage of a neighbor, a ...</td>\n","      <td>Zhen Zhesao was a nature-loving painter who ca...</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Correct answer</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Was Zhen with a heart condition?</td>\n","      <td>Yes</td>\n","      <td>The Mystery of the Coast</td>\n","      <td>In the quiet seaside cottage of a neighbor, a ...</td>\n","      <td>Zhen Zhesao was a nature-loving painter who ca...</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Correct answer.</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>The wheel was the murderer's weapon.</td>\n","      <td>No</td>\n","      <td>The Mystery of the Coast</td>\n","      <td>In the quiet seaside cottage of a neighbor, a ...</td>\n","      <td>Zhen Zhesao was a nature-loving painter who ca...</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>**Response:** Incorrect questioning</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","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>2995</th>\n","      <td>Did the weeping person have to make a sacrific...</td>\n","      <td>Yes</td>\n","      <td>Zhen Zhuo's wails</td>\n","      <td>One night, in a quiet village, a weeping sound...</td>\n","      <td>It turned out that the old hat belonged to a l...</td>\n","      <td>Unimportant</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>Unimportant</td>\n","    </tr>\n","    <tr>\n","      <th>2996</th>\n","      <td>Was the body in the lake?</td>\n","      <td>No</td>\n","      <td>Zhen Zhuo's wails</td>\n","      <td>One night, in a quiet village, a weeping sound...</td>\n","      <td>It turned out that the old hat belonged to a l...</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>Unimportant</td>\n","    </tr>\n","    <tr>\n","      <th>2997</th>\n","      <td>Do mourners have a special relationship with t...</td>\n","      <td>Yes</td>\n","      <td>Zhen Zhuo's wails</td>\n","      <td>One night, in a quiet village, a weeping sound...</td>\n","      <td>It turned out that the old hat belonged to a l...</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>**Response:** Yes</td>\n","    </tr>\n","    <tr>\n","      <th>2998</th>\n","      <td>Was the owner of the hat dead?</td>\n","      <td>No</td>\n","      <td>Zhen Zhuo's wails</td>\n","      <td>One night, in a quiet village, a weeping sound...</td>\n","      <td>It turned out that the old hat belonged to a l...</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>Yes.</td>\n","    </tr>\n","    <tr>\n","      <th>2999</th>\n","      <td>Was the dead person wounded?</td>\n","      <td>No</td>\n","      <td>Zhen Zhuo's wails</td>\n","      <td>One night, in a quiet village, a weeping sound...</td>\n","      <td>It turned out that the old hat belonged to a l...</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>**Response:** No</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>3000 rows × 9 columns</p>\n","</div>"],"text/plain":["                                                   text label  \\\n","0                              Was Zhen Zhesuo suicide?    No   \n","1                               Was Zhen Zhesuo sickly?   Yes   \n","2                             The painting was by Zhen.   Yes   \n","3                      Was Zhen with a heart condition?   Yes   \n","4                  The wheel was the murderer's weapon.    No   \n","...                                                 ...   ...   \n","2995  Did the weeping person have to make a sacrific...   Yes   \n","2996                          Was the body in the lake?    No   \n","2997  Do mourners have a special relationship with t...   Yes   \n","2998                     Was the owner of the hat dead?    No   \n","2999                       Was the dead person wounded?    No   \n","\n","                         title  \\\n","0     The Mystery of the Coast   \n","1     The Mystery of the Coast   \n","2     The Mystery of the Coast   \n","3     The Mystery of the Coast   \n","4     The Mystery of the Coast   \n","...                        ...   \n","2995         Zhen Zhuo's wails   \n","2996         Zhen Zhuo's wails   \n","2997         Zhen Zhuo's wails   \n","2998         Zhen Zhuo's wails   \n","2999         Zhen Zhuo's wails   \n","\n","                                                 puzzle  \\\n","0     In the quiet seaside cottage of a neighbor, a ...   \n","1     In the quiet seaside cottage of a neighbor, a ...   \n","2     In the quiet seaside cottage of a neighbor, a ...   \n","3     In the quiet seaside cottage of a neighbor, a ...   \n","4     In the quiet seaside cottage of a neighbor, a ...   \n","...                                                 ...   \n","2995  One night, in a quiet village, a weeping sound...   \n","2996  One night, in a quiet village, a weeping sound...   \n","2997  One night, in a quiet village, a weeping sound...   \n","2998  One night, in a quiet village, a weeping sound...   \n","2999  One night, in a quiet village, a weeping sound...   \n","\n","                                                  truth  \\\n","0     Zhen Zhesao was a nature-loving painter who ca...   \n","1     Zhen Zhesao was a nature-loving painter who ca...   \n","2     Zhen Zhesao was a nature-loving painter who ca...   \n","3     Zhen Zhesao was a nature-loving painter who ca...   \n","4     Zhen Zhesao was a nature-loving painter who ca...   \n","...                                                 ...   \n","2995  It turned out that the old hat belonged to a l...   \n","2996  It turned out that the old hat belonged to a l...   \n","2997  It turned out that the old hat belonged to a l...   \n","2998  It turned out that the old hat belonged to a l...   \n","2999  It turned out that the old hat belonged to a l...   \n","\n","     meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf  \\\n","0                                                    No                     \n","1                                                   Yes                     \n","2                                                   Yes                     \n","3                                                   Yes                     \n","4                                                    No                     \n","...                                                 ...                     \n","2995                                        Unimportant                     \n","2996                                                 No                     \n","2997                                                Yes                     \n","2998                                                Yes                     \n","2999                                                 No                     \n","\n","     meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf  \\\n","0                                                    No                     \n","1                                                   Yes                     \n","2                                                   Yes                     \n","3                                                   Yes                     \n","4                                                    No                     \n","...                                                 ...                     \n","2995                                                 No                     \n","2996                                                 No                     \n","2997                                                Yes                     \n","2998                                                Yes                     \n","2999                                                 No                     \n","\n","     meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf  \\\n","0                                                    No                     \n","1                                                   Yes                     \n","2                                                   Yes                     \n","3                                                   Yes                     \n","4                                                    No                     \n","...                                                 ...                     \n","2995                                                 No                     \n","2996                                                 No                     \n","2997                                                Yes                     \n","2998                                                 No                     \n","2999                                                 No                     \n","\n","     meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf  \n","0                                           Unimportant     \n","1                                        Correct answer     \n","2                                        Correct answer     \n","3                                       Correct answer.     \n","4                   **Response:** Incorrect questioning     \n","...                                                 ...     \n","2995                                        Unimportant     \n","2996                                        Unimportant     \n","2997                                  **Response:** Yes     \n","2998                                               Yes.     \n","2999                                   **Response:** No     \n","\n","[3000 rows x 9 columns]"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","df = pd.read_csv(\"results/llama3-8b_lora_sft_bf16-p2_en.csv\")\n","df"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","\n","def plot_value_counts(df, column):\n","    font_family = rcParams[\"font.family\"]\n","    # Set the font to SimHei to support Chinese characters\n","    rcParams[\"font.family\"] = \"STHeiti\"\n","    rcParams[\"axes.unicode_minus\"] = False  # This is to support the minus sign in Chinese.\n","\n","    plt.figure(figsize=(12, 6))\n","    df[column].value_counts().plot(kind=\"bar\")\n","    # add values on top of bars\n","    for i, v in enumerate(df[column].value_counts()):\n","        plt.text(i, v + 0.1, str(v), ha=\"center\")\n","    plt.show()\n","    \n","    rcParams[\"font.family\"] = font_family\n"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf',\n"," 'meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf',\n"," 'meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf',\n"," 'meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf']"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[],"source":["df = df[\n","    [\n","        \"text\",\n","        \"label\",\n","        \"title\",\n","        \"puzzle\",\n","        \"truth\",\n","        \"meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf\",\n","        \"meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf\",\n","        \"meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf\",\n","        \"meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf\",\n","    ]\n","]"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf **********\n","meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf\n","Unimportant                                                                                  928\n","**Response:** Unimportant                                                                    565\n","Correct answer                                                                               323\n","**Response:** Yes                                                                            256\n","**Response:** Correct answer                                                                 170\n","**Response:** No                                                                             144\n","Unimportant.                                                                                 143\n","Yes.                                                                                         110\n","Correct answer.                                                                               98\n","**Response:** Incorrect questioning                                                           61\n","Incorrect questioning.                                                                        55\n","Yes                                                                                           35\n","Incorrect questioning                                                                         30\n","No                                                                                            28\n","No.                                                                                           20\n","**Unimportant**                                                                                9\n","**Correct answer**                                                                             5\n","**Host's response:** Correct answer                                                            3\n","**Host's response:** Unimportant                                                               2\n","I can respond to the participant's question.\\n\\n**Response:** Unimportant                      2\n","**Response:** Incorrect questioning\\n\\n(Note: The question is not a closed-ended question      2\n","**Host's response:** Incorrect questioning                                                     1\n","I can respond to the participant's question.\\n\\n**Response:** Yes                              1\n","**Response:** Incorrect questioning\\n\\n(Note: The question \"Teacher\" is not a                  1\n","I'm happy to play the game with you!\\n\\nFor the question \"The Dead                             1\n","I'm happy to play the game with you!\\n\\nFor the participant's question \"                       1\n","I'm happy to help! However, I need to clarify that the participant's                           1\n","I cannot provide an answer to the participant's question because it is not a closed            1\n","I'll respond according to the rules.\\n\\n**Response:** Unimportant                              1\n","I'll respond to the participant's question according to the rules.\\n\\n**Response:**            1\n","I'm happy to help! However, I must point out that the participant's                            1\n","**Incorrect questioning**                                                                      1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf **********\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf\n","No                       1564\n","Yes                      1012\n","Unimportant               353\n","Incorrect questioning      50\n","Correct answer             21\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf **********\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf\n","No                       1210\n","Yes                       902\n","Unimportant               746\n","Incorrect questioning      88\n","Correct answer             54\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf **********\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf\n","No                       1589\n","Yes                       895\n","Unimportant               434\n","Incorrect questioning      45\n","Correct answer             37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["for col in df.columns[5:]:\n","    print(\"*\" * 10, col, \"*\" * 10)\n","    print(df[col].value_counts())\n","    plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[],"source":["import re\n","\n","\n","def clean_up(df, model_name):\n","    df[model_name] = df[model_name].apply(\n","        lambda x: (\n","            re.sub(r\".*esponse.*:\", \"\", x)\n","            .split(\"\\n\")[-1]\n","            .replace(\".\", \"\")\n","            .replace(\"**\", \"\")\n","            .strip()\n","            if isinstance(x, str)\n","            else x\n","        )\n","    )\n","    return df"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf **********\n","13\n","meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf\n","Unimportant                                                                            1650\n","Correct answer                                                                          599\n","Yes                                                                                     402\n","No                                                                                      192\n","Incorrect questioning                                                                   148\n","(Note: The question is not a closed-ended question                                        2\n","For the question \"The Dead                                                                1\n","(Note: The question \"Teacher\" is not a                                                    1\n","For the participant's question \"                                                          1\n","I'm happy to help! However, I need to clarify that the participant's                      1\n","I cannot provide an answer to the participant's question because it is not a closed       1\n","                                                                                          1\n","I'm happy to help! However, I must point out that the participant's                       1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf **********\n","5\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf\n","No                       1564\n","Yes                      1012\n","Unimportant               353\n","Incorrect questioning      50\n","Correct answer             21\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAKOCAYAAABQlMFoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABy30lEQVR4nO3de3zO9eP/8edmdmSbw5xmZDmflUPOFFFobCKlnHMuJIcUyjGHfCoklVNITlESFZJTqOUciZmROWxs2Hl7//7o5/q6bM7Xe2+2x/12u243e73e17Xnde29y57X++RkGIYhAAAAAABgCmerAwAAAAAAkJVRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABO5WB3AUdLS0vTvv/8qd+7ccnJysjoOAAAAACCLMwxDly9fVpEiReTsfPPt2lmmeP/7778KCAiwOgYAAAAAIJuJiIhQ0aJFbzqfZYp37ty5Jf33hL29vS1OAwAAAADI6mJjYxUQEGDrozeTZYr3td3Lvb29Kd4AAAAAgExzu8OdObkaAAAAAAAmongDAAAAAGAiijcAAAAAACYyrXgvXrxYR48eNevhAQAAAAB4KNxT8W7cuLGcnZ01ZcqUDOdPnz6tgQMHKmfOnHbj7733ngoWLChvb2917dpVV65csc3FxsbqpZdeUq5cuVSkSBG9//779xINAAAAAIAHyj0V702bNmnkyJE3nR84cKAGDhyoRx55xDY2a9YsrVq1Sr/99ptOnTolJycn9ejRwzb/6quvKmfOnDp9+rR27Nih5cuX69NPP72XeAAAAAAAPDAcfjmxDRs26NChQ1q0aJHd+LRp07R48WKVKFFC0n9F/NFHH9WxY8fk7u6uTZs2KTw8XO7u7vLx8dGCBQv0zDPPqGfPno6OCAAAAABApnHoMd7Jycl67bXX9Mknn9jtZn7u3DldvXpVjz/+uG0sZ86ceu6557Rx40Zt27ZNTZs2lbu7u22+XLlyypUrF8eJP2SmTp2qq1evWh0DAAAAAB4YDi3eH374oY4dO6bnn39epUqV0o8//ihJOnnypEqWLJlu+TJlyuj48eO3nc9IYmKiYmNj7W64P7c6dt/f318uLi6226RJk9Its2rVKi1YsEBubm43/R6TJ0/WhQsXHJobAAAAAB5kDiveV69e1cSJEzVjxgwdO3ZMkydP1ksvvaQzZ84oPj5enp6e6e7j4eGh+Pj4285nZMKECfLx8bHdAgICHPVUsq2bHbt/6dIlubm5KSUlxXYbMmSI3TLx8fEaNGiQZs2aJReXjI9g2Ldvn9555x1TsgMAAADAg8phxfvHH3/Uk08+qW7dusnLy0utW7dWp06d9OWXX8rDw0MJCQnp7hMVFSVPT8/bzmdk+PDhiomJsd0iIiIc9VRwg4MHD6pMmTK3XGb8+PFq0qSJateuneF8UlKSXn75ZaWkpJgREQAAAAAeWA47udo///yjihUr2o1VrlxZO3fuVLFixRQWFpbuPmFhYapevbq8vb31ww8/ZDgfGBiY4fdzc3O75S7NcJxDhw7dsnj/888/mj9/vvbu3XvTZUaMGKFKlSopJibGjIgAAAAA8MBy2BbvokWL6sCBA3Zj+/fvV4kSJVSgQAG5urrqyJEjtrmUlBStXr1aTz31lOrWrasNGzbYbQ09cOCAEhMTMzz2G5nr4MGDWrJkifLmzauqVatq/fr1dvMDBgzQ1atXFRgYqPr166c7Lv/XX3/V8uXLNWPGjMyMDQAAAAAPBIcV7+eee047d+7UF198obi4OH377bdavHixOnXqJOm/a3t3795dp06d0uXLl9W/f381adJEJUqUkL+/v+rUqaOBAwfqypUrioiIUI8ePfT22287Kh7uQ4sWLbR9+3ZFRkZq6tSp6tq1qw4dOiRJ2r59u3bv3q1Vq1YpIiJCTZo0Ubt27WQYhiQpNjZWnTt31ty5c+Xj42Pl0wAAAAAASziseHt5eWn9+vVasGCBChUqpIkTJ2rNmjXy8/OTJPXq1UtNmzbVY489Jn9/fyUlJWnWrFm2+3/66aeKjo5WoUKFVLNmTQUHB6tbt26Oiof70LRpUwUGBsrV1VVPPfWUhg4dqi+++EKS9PXXX2vUqFGqX7++cuXKpVGjRkmSdu/eLUl67bXXFBISokaNGlkVHwAAAAAsdc/HeI8ePTrdWNmyZbV58+ab3mfkyJEZnjVbknx8fLRo0aJ7jYNMFBgYqG3btkn67/jukJAQu/nKlSsrPDxcZ86c0aJFi5QjRw59/PHHkv67DFzRokW1bNkytWrVKtOzAwAAAEBmc+h1vJH1jBkzRt9++63d2NatW1W6dGlJGR/bf+DAAZUoUUJBQUFKTk5WQkKC7Va8eHGdOnWK0g0AAAAg23DYWc2RNT322GPq37+/ihUrptKlS2vp0qX64osvbGcw79Wrl1q0aKFKlSqpWrVqmjZtmtzc3PT4449bnBwAAAAAHgwUb9xSixYt9O+//yokJESnT59WtWrVtHr1ahUpUkSSVK1aNc2aNUs9e/bUmTNn1LRpU61cuVJOTk4WJwcAAACAB4OTce300w+52NhY+fj4KCYmRt7e3lbHuSuPDPve6gjZzomJLayOAAAAAOAhd6c9lGO8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABPdU/Fu3LixnJ2dNWXKlJsuk5ycrHfeecdubPbs2SpWrJi8vLzUpk0bnT171m751157TXny5FG+fPn05ptvKiUl5V7iAQAAAADwwLin4r1p0yaNHDnylsuMHDlSf/75p+3rdevWafz48VqzZo0uXLigihUrqk2bNrb5d955R3///bcOHz6sw4cP69ChQ+mKOwAAAAAADxtTdjXftm2bPvjgA7uxadOmaerUqapcubI8PDw0ZswYpaWlaePGjUpKStJnn32mefPmqWDBgvLz89OCBQv0+eef6+rVq2ZEBAAAAAAgUzi8eF+5ckWdOnXS4MGDbWOGYWjnzp1q0aKF3bJt27bVhg0btGfPHpUrV06FChWyzeXLl0+1atXS9u3bHR0RAAAAAIBM4/Di/frrr6tFixZq2rSpbSwqKkq+vr5yd3e3W7ZMmTI6fvy4Tp48qZIlS6Z7rGvzAAAAAAA8rFwc+WCrV6/Wb7/9pj/++EO//fabbTw+Pl6enp7plvfw8FB8fPxt5zOSmJioxMRE29exsbEOeAYAAAAAADiWw7Z4nzt3Tn379tXChQvTbdn28PBQQkJCuvtERUXJ09PztvMZmTBhgnx8fGy3gIAAxzwRAAAAAAAcyGFbvHv37q2zZ8+qdu3akqS0tDSlpqaqUKFCOnPmjC5duqTk5GTlzJnTdp+wsDAFBgaqWLFiCgsLS/eYYWFhCgkJyfD7DR8+XIMGDbJ9HRsbS/kGAAAAADxwHLbFe8WKFUpOTlZCQoISEhL0448/6plnnlFkZKScnJxUvXp1bdy40e4+y5cvV5MmTVS1alUdOnRIFy9etM1FR0dr586dqlOnTobfz83NTd7e3nY3AAAAAAAeNKZcTiwjgwYN0oABA3T48GElJCRozJgx8vDwUKNGjeTq6qouXbqoR48eioqK0oULF9S1a1f169fvpruaAwAAAADwMMi04t28eXMNGDBATZs2Vd68eRUaGqoVK1bY5t977z0VLlxYjz76qEqXLq1SpUpp9OjRmRUPAAAAAABTOBmGYVgdwhFiY2Pl4+OjmJiYh26380eGfW91hGznxMQWt18IAAAAAG7hTntopm3xBgAAAAAgO6J4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgonsq3o0bN5azs7OmTJliN75161bVqlVL3t7eeuKJJ/Tbb7/Zzb/33nsqWLCgvL291bVrV125csU2Fxsbq5deekm5cuVSkSJF9P77799LNAAAAAAAHij3VLw3bdqkkSNH2o0dPXpU7dq107hx43T27FkNGTJErVu31qlTpyRJs2bN0qpVq/Tbb7/p1KlTcnJyUo8ePWz3f/XVV5UzZ06dPn1aO3bs0PLly/Xpp5/ex1MDAAAAAMB6Lo56oOnTp2vQoEFq0qSJJCk4OFg7d+7U0qVLNWjQIE2bNk2LFy9WiRIlJP1XxB999FEdO3ZM7u7u2rRpk8LDw+Xu7i4fHx8tWLBAzzzzjHr27OmoiAAAAAAAZDqHFe8SJUqoRYsWdmMBAQGKiIjQuXPndPXqVT3++OO2uZw5c+q5557Txo0b5ePjo6ZNm8rd3d02X65cOeXKlUtHjx5VqVKlHBUTAAAAAIBM5bCTqw0YMCBdQV6zZo2qV6+ukydPqmTJkunuU6ZMGR0/fvy28wAAAAAAPKxMO6v5vHnzFBkZqTZt2ig+Pl6enp7plvHw8FB8fPxt5zOSmJio2NhYuxsAAAAAAA8aU4r37t27NXToUH311VdycXGRh4eHEhIS0i0XFRUlT0/P285nZMKECfLx8bHdAgICHP48AAAAAAC4Xw4v3idPnlSbNm30xRdfqFy5cpKkYsWKKSwsLN2yYWFhCgwMvO18RoYPH66YmBjbLSIiwrFPBAAAAAAAB3Bo8b58+bJatmypN998Uy1btrSNFyhQQK6urjpy5IhtLCUlRatXr9ZTTz2lunXrasOGDUpJSbHNHzhwQImJiRke+y1Jbm5u8vb2trsBAAAAAPCgcVjxTk1NVbt27dSgQQO9/vrr6eYHDhyo7t2769SpU7p8+bL69++vJk2aqESJEvL391edOnU0cOBAXblyRREREerRo4fefvttR8UDAAAAAMASDive/fv317p16zRr1iy5uLjYbk899ZQkqVevXmratKkee+wx+fv7KykpSbNmzbLd/9NPP1V0dLQKFSqkmjVrKjg4WN26dXNUPAAAAAAALOFkGIZhdQhHiI2NlY+Pj2JiYh663c4fGfa91RGynRMTW9x+IQAAAAC4hTvtoaZdTgwAAAAAAFC8AQAAAAAwFcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAFkK40bN5azs7OmTJliN75t2zZVrVpVHh4eqlGjhnbt2mU3P2fOHLm4uKhixYrpHvPixYvq1KmT/Pz89Mgjj2jixIlKS0sz9XkAAADg4UHxBpCtbNq0SSNHjrQbO3v2rNq0aaORI0cqNjZWI0aMUFBQkCIjI23LdO3aVf/880+Gj9m2bVv5+/vr2LFj+umnn7Rq1SpNnz7d1OcBAACAhwfFG0C2N2fOHLVv317BwcHKmTOnWrdurU6dOmnmzJm3ve+ff/6pc+fOady4cfL29lapUqU0d+5cff7555mQHAAAAA8DijeAbG/Lli0KCgqyG2vbtq02bNhw2/umpqZq0KBBcnJyso0FBATo7NmzDs8JAACAh5OL1QEAwGonT55UyZIl7cbKlCmj48eP3/a+1atXV/Xq1e3G1qxZk24MAAAA2RfFG0C2Fx8fL09PT7sxDw8PxcfH3/VjRUZG6o033tDKlSsdFQ8AAAAPOXY1B5DteXh4KCEhwW4sKioqXRm/ncTERIWEhKhPnz6qVauWIyMCAADgIUbxBpDtFStWTGFhYXZjYWFhCgwMvKvH6datmwICAvTWW285Mh4AAAAechRvANlevXr1tG7dOrux5cuXq0mTJnf8GKNHj9bx48c1b948uxOtAQAAABzjDSDb69atm6pVq6YGDRqoadOmWrdunZYsWaLQ0NA7uv+iRYv05ZdfaseOHXJ3dzc5LQAAAB4297TFu3HjxnJ2dtaUKVPsxrdt26aqVavKw8NDNWrU0K5du+zmZ8+erWLFisnLy0tt2rSxu9xOcnKyXnvtNeXJk0f58uXTm2++qZSUlHuJBwB3pWDBglq2bJmGDx+uXLlyafTo0Vq1apUKFChw2/tu2bJFXbt2VVhYmIoUKSIXFxfbLTw8PBPSAwAA4EHnZBiGcS93HD16tHLlyqXBgwdLks6ePatKlSpp1qxZatWqlb7//nv17t1bf/75pwoVKqR169apV69e+vbbb1WqVCmNHz9eGzZs0Pbt2yVJw4YN0549ezR//nw5Ozurc+fOqly5siZMmHBHeWJjY+Xj46OYmBh5e3vfy1OyzCPDvrc6QrZzYmILqyMAAAAAeMjdaQ912K7mc+bMUfv27RUcHCxJat26tX777TfNnDlT7733nqZNm6apU6eqcuXKkqQxY8bop59+0saNG1WvXj199tlnOnjwoAoWLChJWrBggcqWLau3335bXl5ejooJwCJ8wJT5+IAJAADgweCwk6tt2bJFQUFBdmNt27bVhg0bZBiGdu7cqRYtWmQ4v2fPHpUrV06FChWyzeXLl0+1atWybREHAAAAAOBh5LDiffLkSZUsWdJurEyZMjp+/LiioqLk6+ub7qRD1+Yzuu/18xlJTExUbGys3Q0AAAAAgAeNw4p3fHy8PD097cY8PDwUHx+f4dzdzGdkwoQJ8vHxsd0CAgIc80QAAAAAAHAghxVvDw8PJSQk2I1FRUXJ09Mzw7m7mc/I8OHDFRMTY7tFREQ45okAAAAAAOBADivexYoVU1hYmN1YWFiYAgMDlS9fPl26dEnJyckZzmd03+vnM+Lm5iZvb2+7GwAAAAAADxqHFe969epp3bp1dmPLly9XkyZN5OTkpOrVq2vjxo0ZzletWlWHDh3SxYsXbXPR0dHauXOn6tSp46iIAAAAAABkOocV727dumn+/Pn64YcflJKSojVr1mjJkiXq06ePJGnQoEEaMGCADh8+rISEBI0ZM0YeHh5q1KiRXF1d1aVLF/Xo0UNRUVG6cOGCunbtqn79+t10V3MAAAAAAB4GDiveBQsW1LJlyzR8+HDlypVLo0eP1qpVq1SgQAFJUvPmzTVgwAA1bdpUefPmVWhoqFasWGG7/3vvvafChQvr0UcfVenSpVWqVCmNHj3aUfEAAAAAALCEk2EYhtUhHCE2NlY+Pj6KiYl56I73fmTY91ZHyHZOTGxx+4XgUKznmY/1HAAAwFx32kMdtsUbAAAAAACkR/EGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEDi3eUVFR6tixo/LmzatixYpp6tSptrm//vpL9erVk4eHhypUqKC1a9fa3XfVqlUqXbq0PDw89OSTT+ro0aOOjAYAAAAAgCUcWrw7deqkkiVLKiIiQrt379aWLVs0f/58JSYm6tlnn1WHDh0UExOjWbNmqXv37tq/f78kaf/+/erZs6c+++wzxcTEqF27dmrevLkSEhIcGQ8AAAAAgEzn0OL966+/6q233pKXl5cKFiyo/v3765tvvtHKlStVsWJF9e3bV66urqpfv75GjhypyZMnS5KmT5+uIUOGqGHDhnJ1dVWvXr1Uo0YNLV682JHxAAAAAADIdA4t3i1atNCQIUMUGxuriIgIjR8/XgULFtSWLVsUFBRkt2zbtm21YcMGSbrtPAAAAAAADyuHFu8ZM2ZoxYoV8vHxUbFixXTmzBmNGjVKJ0+eVMmSJe2WzZ8/vxISEpSYmKjTp08rMDDQbr5MmTI6fvz4Tb9XYmKiYmNj7W4AAAAAADxoHFa8U1JS1KpVK7344ouKiopSeHi4mjdvrnPnzik+Pl6enp7p7uPh4aH4+HilpaXJ2dk5w7mbmTBhgnx8fGy3gIAARz0VAAAAAAAcxmHFe82aNfLw8ND7779vO6v5mDFj1KVLF7m6umZ4orTo6Gh5enrK2dlZhmHYzUVFRWVY1q8ZPny4YmJibLeIiAhHPRUAAAAAABzGYcX7yJEjql+/vt2Yl5eXfH19JUlhYWF2c5GRkcqbN69cXV3l7++vkydP2s2HhYWl2/38em5ubvL29ra7AQAAAADwoHFY8Q4MDNThw4ftxhISEvTXX3+pY8eOWrdund3c8uXL1aRJE0lSvXr1bjkPAAAAAMDDymHFu1WrVgoNDdWMGTN0+fJlnT59Wp06dVLt2rUVEhKiXbt2acGCBUpOTtaOHTs0adIkvfnmm5Kk/v37a+zYsdq5c6eSk5M1Z84c7du3Tx06dHBUPAAAAAAALOGw4u3u7q41a9bo22+/VcGCBVWrVi0VKFBACxYskLu7u7777jvNnj1buXPnVrdu3TR79mxVqFBBklSpUiV9/PHHevnll+Xt7a2FCxdq7dq1cnNzc1Q8AAAAAAAs4eLIBytVqpTWr1+f4Vz58uW1devWm963devWat26tSPjAAAAAABgOYdexxsAAAAAANijeAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACYytXiHh4dr/vz5Zn4LAAAAAAAeaKYW79dff11nz561fb1t2zZVrVpVHh4eqlGjhnbt2mW3/OzZs1WsWDF5eXmpTZs2dvcFAAAAAOBhZFrxXrt2rY4dO6ZBgwZJks6ePas2bdpo5MiRio2N1YgRIxQUFKTIyEhJ0rp16zR+/HitWbNGFy5cUMWKFdWmTRuz4gEAAAAAkClMKd6JiYkaMGCAZs2aJRcXF0nSnDlz1L59ewUHBytnzpxq3bq1OnXqpJkzZ0qSpk2bpqlTp6py5cry8PDQmDFjlJaWpo0bN5oREQAAAACATGFK8Z40aZIaNGigunXr2sa2bNmioKAgu+Xatm2rDRs2yDAM7dy5Uy1atMhwHgAAAACAh5XDi3dERIQmTJig9evXK0+ePHrjjTeUlpamkydPqmTJknbLlilTRsePH1dUVJR8fX3l7u6e4TwAAAAAAA8rhxfvMWPGqGnTpvrjjz8UGhqqrVu3asaMGYqPj5enp6fdsh4eHoqPj89w7vr5jCQmJio2NtbuBgAAAADAg8bF0Q+4evVqHT58WHny5JEkffHFF2rXrp08PDyUkJBgt2xUVJQ8PT0znLt+PiMTJkzQu+++6+j4AAAAAAA4lEO3eJ8/f15eXl620i1JFSpU0KlTp1SsWDGFhYXZLR8WFqbAwEDly5dPly5dUnJycobzGRk+fLhiYmJst4iICEc+FQAAAAAAHMKhxTtfvny6ePGiLl68aBs7dOiQihUrpnr16mndunV2yy9fvlxNmjSRk5OTqlevnu4M5tfmM+Lm5iZvb2+7GwAAAAAADxqHFm9nZ2d17txZnTt31rlz5xQWFqbu3bvr9ddfV7du3TR//nz98MMPSklJ0Zo1a7RkyRL16dNHkjRo0CANGDBAhw8fVkJCgsaMGSMPDw81atTIkREBAAAAAMhUDj/Ge+LEiRo6dKgqVqwoLy8vvfbaa+rRo4ckadmyZerbt6/atGmjihUratWqVSpQoIAkqXnz5goPD1fTpk0VFRWlZs2aacWKFY6OBwAAAABApnIyDMOwOoQjxMbGysfHRzExMQ/dbuePDPve6gjZzomJLW6/EByK9TzzsZ4DAACY6057qMMvJwYAAAAAAP4PxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABOZWrwnT56sCxcuSJL++usv1atXTx4eHqpQoYLWrl1rt+yqVatUunRpeXh46Mknn9TRo0fNjAYAAAAAQKYwrXjv27dP77zzjiQpMTFRzz77rDp06KCYmBjNmjVL3bt31/79+yVJ+/fvV8+ePfXZZ58pJiZG7dq1U/PmzZWQkGBWPAAAAAAAMoUpxTspKUkvv/yyUlJSJEkrV65UxYoV1bdvX7m6uqp+/foaOXKkJk+eLEmaPn26hgwZooYNG8rV1VW9evVSjRo1tHjxYjPiAQAAAACQaUwp3iNGjFClSpVUtGhRSdKWLVsUFBRkt0zbtm21YcOGO5oHAAAAAOBh5fDi/euvv2r58uWaMWOGbezkyZMqWbKk3XL58+dXQkKCEhMTdfr0aQUGBtrNlylTRsePH3d0PAAAAAAAMpWLIx8sNjZWnTt31ty5c+Xj42Mbj4+Pl6enZ7rlPTw8FB8fr7S0NDk7O2c4dzOJiYlKTEy0+94AAAAAADxoHLrF+7XXXlNISIgaNWpkN+7h4ZHhidKio6Pl6ekpZ2dnGYZhNxcVFZVhWb9mwoQJ8vHxsd0CAgIc8hwAAAAAAHAkhxXv1atXa9GiRfr444/l7u4ud3d3hYeHq2jRojp48KDCwsLslo+MjFTevHnl6uoqf39/nTx50m4+LCws3e7n1xs+fLhiYmJst4iICEc9FQAAAAAAHMZhxTsoKEjJyclKSEiw3YoXL65Tp05p3LhxWrdund3yy5cvV5MmTSRJ9erVu+V8Rtzc3OTt7W13AwAA9sLCwtS8eXPlzp1bZcqU0ZIlS+zm/f395eLiYrtNmjRJkpSWlqYRI0aoUKFCyp8/v3r37q24uDgrngIAAA89067jfb3g4GDt2rVLCxYsUHJysnbs2KFJkybpzTfflCT1799fY8eO1c6dO5WcnKw5c+Zo37596tChQ2bEAwAgSzIMQ88995yefPJJXbhwQUuXLtXw4cP122+/SZIuXbokNzc3paSk2G5DhgyRJE2dOlVbtmxRaGio/vnnH8XFxdn+3wYAAHcnU4q3u7u7vvvuO82ePVu5c+dWt27dNHv2bFWoUEGSVKlSJX388cd6+eWX5e3trYULF2rt2rVyc3PLjHgAAGRJly5dUr9+/TRkyBC5ubmpSpUqCgoK0tatWyVJBw8eVJkyZTK8b9GiRbVw4UIVKVJEvr6+GjhwoDZv3pyZ8QEAyDIcelbzG504ccL27/Lly9v+o89I69at1bp1azPjAACQreTJk0c9e/aUJCUlJWnz5s1asWKFVq9eLUk6dOjQTYv3tb3ODMNQWFiYRo8erWbNmmVOcAAAsphM2eINAACsVatWLT399NNq1KiRqlWrJum/Ld5LlixR3rx5VbVqVa1fvz7d/T766CM9+uij2rFjhwYNGpTZsQEAyBIo3gAAZAM7duzQjh07dOTIEY0fP16S1KJFC23fvl2RkZGaOnWqunbtqkOHDtnd77XXXtPJkyf18ssv6+mnn1ZSUpIV8QEAeKhRvAEAyAbc3d31xBNP6JtvvtEHH3wgSWratKkCAwPl6uqqp556SkOHDtUXX3xhdz8nJycFBARoypQp8vf31w8//GBFfAAAHmoUbwAAsqgTJ07ozJkzdmP+/v7KkSOH4uPj0y0fGBioU6dOKS4uTnv27Ek3X6VKlXSPBwAAbo/iDQBAFrVt2zYNHjzYbuzEiRPKnTu3pkyZom+//dZubuvWrSpdurRy5Mihp59+WrGxsXbzu3fvVvny5U3PDQBAVkPxBgAgi2rdurV27dql+fPnKz4+XocPH9YLL7ygd955R4899pgGDBigPXv2KC4uTvPmzdMXX3yh3r17y83NTZ07d1bXrl0VGRmpmJgYjRo1SpLUoEEDi58VAAAPH1MvJwYAAKzj5eWlNWvWqF+/furbt6/y5s2rwYMHq3PnzpKkf//9VyEhITp9+rSqVaum1atXq0iRIpKksWPHasSIEapWrZquXLmili1bavny5RY+GwAAHl5OhmEYVodwhNjYWPn4+CgmJkbe3t5Wx7krjwz73uoI2c6JiS2sjpDtsJ5nPtbzzMd6nvlYzwEAVrrTHsqu5gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmMihxfvixYvq1KmT/Pz89Mgjj2jixIlKS0uTJG3btk1Vq1aVh4eHatSooV27dtndd/bs2SpWrJi8vLzUpk0bnT171pHRAAAAAACwhEOLd9u2beXv769jx47pp59+0qpVqzR9+nSdPXtWbdq00ciRIxUbG6sRI0YoKChIkZGRkqR169Zp/PjxWrNmjS5cuKCKFSuqTZs2jowGAAAAAIAlHFa8//zzT507d07jxo2Tt7e3SpUqpblz5+rzzz/XnDlz1L59ewUHBytnzpxq3bq1OnXqpJkzZ0qSpk2bpqlTp6py5cry8PDQmDFjlJaWpo0bNzoqHgAAAAAAlnBY8U5NTdWgQYPk5ORkGwsICNDZs2e1ZcsWBQUF2S3ftm1bbdiwQYZhaOfOnWrRokWG8wAAAAAAPMxcHPVA1atXV/Xq1e3G1qxZo+rVqys8PFwlS5a0mytTpoyOHz+uqKgo+fr6yt3dPd384sWLb/r9EhMTlZiYaPs6NjbWAc8CAAAAAADHMu2s5pGRkXrjjTc0cuRIxcfHy9PT027ew8ND8fHxGc5dP38zEyZMkI+Pj+0WEBDg8OcAAAAAAMD9MqV4JyYmKiQkRH369FGtWrXk4eGhhIQEu2WioqLk6emZ4dz18zczfPhwxcTE2G4REREOfx4AAAAAANwvh+1qfr1u3bopICBAb731liSpWLFiCgsLU7FixWzLhIWFKTAwUPny5dOlS5eUnJysnDlzppu/GTc3N7m5uZkRHwAAAAAAh3H4Fu/Ro0fr+PHjmjdvnu1Ea/Xq1dO6devsllu+fLmaNGkiJycnVa9ePd0ZzK/NAwAAAADwMHPoFu9Fixbpyy+/1I4dO+xOltatWzdVq1ZNDRo0UNOmTbVu3TotWbJEoaGhkqRBgwZpwIAB+uabb/TII49o8uTJ8vDwUKNGjRwZDwAAAACATOew4r1lyxZ17dpVycnJKlKkiN3csWPHtGzZMvXt21dt2rRRxYoVtWrVKhUoUECS1Lx5c4WHh6tp06aKiopSs2bNtGLFCkdFAwAAAADAMg4r3vXr17e7vNeNihcvrj179tx0vmfPnurZs6ej4gAAAAAA8EAw7XJiAAAAAACA4g0AAAAAgKko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAADIUkaMGKEcOXLIxcVFLi4uqlixoiTpr7/+Ur169eTh4aEKFSpo7dq1FicFkF1QvAEAAJClHDx4UBs3blRKSopSUlJ04MABJSYm6tlnn1WHDh0UExOjWbNmqXv37tq/f7/VcQFkAxRvAAAAZCkHDx5U2bJl7cZWrlypihUrqm/fvnJ1dVX9+vU1cuRITZ482aKUALITijcAAACyjISEBF28eFEFCxa0G9+yZYuCgoLsxtq2basNGzZkZjwA2RTFGwAAAFnG4cOHdfXqVQUEBKho0aIaOnSokpOTdfLkSZUsWdJu2fz58yshIUGJiYkWpQWQXVC8AQAAkGV4eXnp559/1t9//60dO3bo4MGDGj16tOLj4+Xp6ZlueQ8PD8XHx1uQFEB24mJ1AAAAAMBRSpUqpVKlSkmSAgIC9OWXX6pMmTKqWbOmEhIS0i0fHR2dYSEHAEdiizcAAACyrDx58sgwDPn5+SksLMxuLjIyUnnz5pWrq6tF6QBkFxRvAAAAZAl//PGHevXqZTd2+PBhubu7q2nTplq3bp3d3PLly9WkSZPMjAg4xMWLF9WpUyf5+fnpkUce0cSJE5WWlibpv3Xe09NTTk5OunDhgsVJcQ3FGwAAAFlC+fLltW7dOs2cOVMJCQnau3ev2rdvr6FDhyo4OFi7du3SggULlJycrB07dmjSpEl68803rY4N3LW2bdvK399fx44d008//aRVq1Zp+vTpkqSyZcsqLi5OxYsXtzglrkfxBgAAQJbg4eGh77//XsuWLVO+fPnUsmVLdejQQX379pW7u7u+++47zZ49W7lz51a3bt00e/ZsVahQwerYwF35888/de7cOY0bN07e3t4qVaqU5s6dq88//9zqaLgFTq4GAACAO/bIsO+tjnB7tQbLr9Z//5x1SZo1fO3/zdUbrkL1pDhJvX5JlX558J/PiYktrI6AB0hqaqoGDRokJycn21hAQIDOnj1rYSrcDsUbAAAAAB4S1atXV/Xq1e3G1qxZk24MDxaKNwAAAAA8pCIjI/XGG29o5cqVVkfBLXCMNwAAAAA8hBITExUSEqI+ffqoVq1aVsfBLVC8AQAAAOAh1K1bNwUEBOitt96yOgpug13NAQAAAOAhM3r0aB0/flwbN260O9EaHkwUbwAAAAB4iCxatEhffvmlduzYIXd3d6vj4A5QvAEAAADgIbFlyxZ17dpVycnJKlKkiN3csWPHVLx4cYuS4VYo3gAAAABwnQf9evWFB2Z8BvOGnxyQdOC/L16YoepTdmZeqPuU1a9X/0CdXC02NlYvvfSScuXKpSJFiuj999+3OhIAAAAAAPflgdri/eqrr8rd3V2nT5/WpUuX1LZtW/n6+qpnz55WRwMAAAAA4J48MMX79OnT2rRpk8LDw+Xu7i4fHx8tWLBAzzzzDMUbAAAAAPDQemB2Nd+2bZuaNm1qd1a+cuXKKVeuXDp69KiFyQAAAAAAuHcPzBbvkydPqmTJkunGy5Qpo+PHj6tUqVJ244mJiUpMTLR9HRMTI+m/48QfNmmJcVZHyHYexvXkYcd6nvlYzzMf63nmYz3PfKznmY/1PPOxnme+h3U9v5bbMIxbLvfAFO/4+Hh5enqmG/fw8FB8fHy68QkTJujdd99NNx4QEGBKPmQtPv+zOgFgPtZzZAes58gOWM+RHTzs6/nly5fl4+Nz0/kHpnh7eHgoLi79J0tRUVEZFvLhw4dr0KBBtq/T0tIUHR2tfPnyycnJydSs+E9sbKwCAgIUEREhb29vq+MApmA9R3bAeo7sgPUc2QHreeYzDEOXL19Od031Gz0wxbtYsWL64Ycf0o2HhYUpMDAw3bibm5vc3Nzsxnx9fc2Kh1vw9vbmFxtZHus5sgPWc2QHrOfIDljPM9ettnRf88CcXK1u3brasGGDUlJSbGMHDhxQYmJihsd+AwAAAADwMHhgire/v7/q1KmjgQMH6sqVK4qIiFCPHj309ttvWx0NAAAAAIB79sAUb0n69NNPFR0drUKFCqlmzZoKDg5Wt27drI6Fm3Bzc9OoUaPS7fIPZCWs58gOWM+RHbCeIztgPX9wORm3O+85AAAAAAC4Zw/UFm8AAAAAALIaijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAMBDKD4+3uoIuEOc1RwAAABZTqtWreTk5JRu3MXFRT4+PqpSpYpeeeUV5c2b14J0gGMUKVJE4eHhypkzp9VRcBts8QaA66xYsUIfffSR7etx48Ypb968qlKlikJDQy1MBjjWxYsXrY4AmKpXr146evSoPD091alTJ3Xr1k358+fXvn379PTTT+vcuXOqUaOGzpw5Y3VU4J499dRTmjp1qlJTU62OgttgizfuWkpKiubNm6dffvlFaWlpatiwobp06SJXV1erowH3rXjx4lqzZo0qVaqk77//XpMmTdIPP/ygtWvX6r333tO+ffusjgg4hKurq5KSkjKcCw4O1sqVKzM5EeBY7777rq5evapJkybZjY8aNUqpqakaO3as5s+fr/Xr12vx4sUWpQTuT8uWLbVp0ya5u7urfPny8vb2Vo4cOWzz3377rYXpcD2KN+5KbGysnn76aeXPn18dO3ZUjhw5tGTJEp04cUIbNmyQr6+v1RGB+1KwYEHt379fnp6eqlmzpr755huVKVNGV65cUaFChXTlyhWrIwL3rH///nJycpJhGJo5c6b69u2bbpmkpCQtX75cFy5csCAh4Dj+/v4KDQ1VwYIF7cbPnj2r6tWrKyIiQsnJyfL399e5c+csSgncn82bN99yvmHDhpmUBLfjYnUAPFyGDh2qihUr6vPPP7eNPf/88+rXr5/efPNNffbZZxamA+7fmDFjVKNGDbm6umrw4MEqU6aMJOl///uf2rVrZ3E64P5Ur17d9m8nJyc9/vjj6ZZxdnZW//79MzMWYIrY2Fi5ubmlG/fy8rJ9sJQzZ84MjwMHHhbXinVUVJT27t2rJ5980uJEuBm2eOOuFChQQKGhoSpatKjd+KlTp1StWjWdP3/eomSA41y9elVOTk7y9PS0jf31118qUaKE3N3dLUwGOM4LL7ygJUuWWB0DME3Lli31zDPPpNuz46uvvtKMGTO0detW/fHHH+rbt69+++03i1IC92/o0KH66quvdP78ecXHx6tPnz4qUKCARo8ebXU0XIct3rgrV69elY+PT7pxX19fxcXFWZAIcDwvLy/t3btXoaGh6tKli+Li4lSuXDmrYwEORelGVjd58mQ9+eSTSk1NVefOneXm5qZVq1Zp8ODBWr58ucLDw9W5c2e99957VkcF7tkHH3yg/fv3659//rH9jT5p0iS1aNFC+fPnV79+/SxOiGvY4o270rx5c4WEhKhHjx5244sWLdK8efP0008/WZQMcIzk5GR17NhRx44d04EDB5SQkKC+ffvqypUrmjt3rpyduRgEso5PP/1Ua9asUWRkpBITEyVJhmHIycmJEwkiS/j77781bNgwbdy4UZJUu3ZtjR07Vo8//rjthGovvviilRGB+1KqVCmtXr1a5cuXl6enp21D2N69e/X888/r77//tjghrqF4467s27dPzZo106hRo2wnV1uxYoWGDRumNWvWqGrVqlZHBO7LiBEjdOrUKc2fP18eHh6Kj49Xamqq2rVrp0qVKrHbFrKMYcOGadOmTRo9erRKliyZ7soUxYsXtygZAOBOubu76+rVq8qRI4dd8U5OTpa3t7fi4+MtTohrKN64a4cOHdLw4cP1yy+/yMnJSfXq1dP48eNVuXJlq6MB96148eLavHmzHnnkEbv/wI4ePaomTZooPDzc4oSAY+TLl0+hoaEUbGRpqamp2rNnj91eHdcEBwdblApwnAoVKmjp0qWqUKGCbYOBJP3+++/q1KmTDh48aHFCXEPxxm1FR0dnOH5t1bn+bKB58+bNlEyAWTw8PHT58mW5uLjYFe+kpCTOZYAsxd/fX0ePHrU7iSCQlfz5558KCgpSkSJF9Oijj9rt1eHk5KQ5c+ZYmA5wjIULF2r27NlatWqVihYtqri4OEVERKh169YaMGCAXn75Zasj4v/j5Gq4rccff9x23ddrri/b58+fV1xcnIYNG6Zx48ZZERFwmIoVKyo0NFQ1a9a0W+e3bt2q8uXLW5gMcKy+fftq9OjRmjRpktVRAFP07NlTo0aNUrdu3ayOApimY8eOiouLU9WqVZWYmKg6deooPDxc77zzDqX7AcMWb9yXL774QkOHDtWsWbPUtm1bq+MA9239+vUaMmSIlixZoscff1xxcXH6/fff1aFDB3388cdq3ry51REBh1i2bJnGjh2rokWLKjg4WD4+PnYnD2Q3XDzsvLy8FB0dneG1vIGsJikpSfv375f030YE1vsHD1u8cU9SUlLUv39//fzzz9q8ebMqVKhgdSTAIZo1a6a0tDS1a9dOCQkJKlKkiHx9ffW///2P0o0sZe3atXrsscck/bdHx/WcnJwo3njo1axZU/v371f16tWtjgKYpnbt2urVq5fat2+vxx9/3Oo4uAW2eOOunTlzRsHBwfL19dXixYuVJ08eqyMB9+X999/XwIED053VOSoqStJ/J6ECADxc/vrrL3Xu3FkzZsygfCPL2r17tz777DOtX79ezz33nHr27KmKFStaHQsZoHjjrmzdulXPP/+8OnXqpPHjx3NNY2QJwcHBCg0N1bhx4/TSSy9ZHQfIFL/++ust5xs0aJBJSQBzVKpUSVFRUYqMjJS/v7/tcAquVY+sKC4uTkuWLNEXX3wh6b9zHLRr107u7u4WJ8M1FG/csY8//lijRo3SJ598ovbt21sdB3CorVu36s0331RSUpKmTJmixo0bWx0JMNXzzz+vvXv36uzZs6pbt64kadu2bSpcuLAqV66spUuXWpwQuD+3u/wjl9JDVnT8+HENHDhQGzduVO/evTmB5gOE4o3bSkxMVI8ePbRy5Up9/PHHqlKlyk2XvXa8IPCwWrZsmYYMGaLSpUurTJky6eY/+ugjC1IBjrdx40YNGzZM33zzjfz9/SVJp0+fVkhIiD788EPVqlXL4oTA3YuMjJSHh4d8fHysjgJkmtTUVK1evVqzZs3S+fPn9eqrr+qll16St7e31dFwHU6uhtsaPny4IiIiVKNGDS1YsOCmyzk5OWnjxo2ZmAxwrLi4OO3bt0+XL1/WY489prJly1odCTDN8OHD9fHHH9tKt/Tftb2nTZumgQMHavv27RamA+5N5cqVVaZMGW3ZskUlSpSwu/zpNdd2NT9+/LgFCQHHGjt2rGbOnKly5cpp3LhxeuKJJ6yOhJtgizeAbM8wDH3++ecaPXq0mjRpovHjx9uVESAr8vT01MWLF9NdciYxMVF58uRRXFycRcmAexcaGqrcuXOrVKlSthNk3gwnzkRWcOnSJc2fP1+ff/65AgIC1Lt3b7Vs2TLDD51gLYo3gGyvUqVKyp8/v6ZMmcKlOJBtlCpVSl999VW6sz3v2rVLHTt21N9//21RMsDxrl69qsTERLuxvHnzWpQGMMevv/6qTz/9VLt27dIrr7yi7t27q3DhwlbHwv/HruYAsr2xY8cqKCjI6hhApnrttdfUs2dPrV+/Xvnz55cknTt3Tr169dLAgQMtTgfcv4sXL6p379768ccf5enpqZw5c9rm2NUcWVGDBg2UlJSkqKgozZkzRzlz5tSwYcOsjoX/j+ININujdCM76t+/v86dO6cKFSqoUaNGMgxDv/76q/r06aPevXtbHQ+4b926dZOfn5/Cw8OVO3duq+MApjl58qTmzJmjr776SlWqVNGgQYPUtGlTdjd/wLCrOQAA2diZM2e0fft2OTk5qW7duipYsKDVkQCH8Pb2VkREBGc4R5bWpEkTnTlzRl27dtUrr7wiPz8/qyPhJijeAABkQ//73/80YMCADOf+/fdfFSlSJHMDAQ5WoUIF/fzzzxzjiixty5Ytql+/vtUxcAecrQ4AAAAy35AhQzIcNwxD5cqVy+Q0gOONHz9eXbp0UUJCgtVRANMYhmF3ud+FCxeqSpUqCgoKUlhYmIXJcCOO8QYAIJvInTu3nJycZBiGUlNT5e3tnW4ZwzBUu3ZtC9IBjvXzzz/r9OnTKlasmJo1ayYfHx85O//fNqePPvrIwnSAY/Ts2VOzZ8+WJO3YsUNTp07V0qVL9f3336tjx47atm2bxQlxDbuaAwCQDeXMmVPJyclWxwBMM3/+/FvOd+rUKZOSAObJmzevwsPD5eHhoSeeeEIzZsxQrVq1FB8fr/z58+vq1atWR8T/xxZvAACyodWrV1sdATAVxRrZwWuvvaYGDRrI1dVVzzzzjGrVqiVJmjt3rpo0aWJxOlyPLd4AAGRDVapU0R9//CEXFz6DR9Z14sQJjRgxQps3b1ZaWpoaNmyosWPH6tFHH7U6GuAwR44cUY4cOVSyZEnb2ObNm1W5cmXlyZPHwmS4HidXAwAgGypYsKCWLVtmdQzANEeOHFHdunVVrVo1/f7779q7d69q166tBg0a6NChQ1bHAxymTJkyKlmypK5evaro6GhFR0erUqVKYvvqg4Ut3gAAZEM9evTQ4sWLFRgYqKpVq8rb21s5cuSwzXPiKTzsWrVqpSZNmuj111+3G//kk0/07bff6ocffrAoGeA40dHR6tOnj3788Ud5enoqZ86ctjknJycdP37cwnS4HsUbAIBsiBNPIavLnTu3IiIi5Ovrazd+6dIlFS1aVFeuXLEmGOBAwcHB8vPz05QpU5Q7d26r4+AWKN4AAGRz//zzj9LS0lS6dGmrowAOkz9/fh04cECFChWyGz937pzKli2r6Ohoi5IBjuPt7a2IiAj5+PhYHQW3wTHeAABkU6tWrVLx4sXVqlUrtWnTRsWLF+e4b2QZrVu31oQJE9KNT58+XUFBQRYkAhwvICBAcXFxVsfAHWCLNwAA2dDatWvVu3dvLV261Hb5mT///FMhISH68MMP1apVK4sTAvcnOjpajRs3VtmyZfXKK6/IxcVFy5Yt02+//abNmzcrX758VkcE7tvq1av1ySefaNWqVXJ3d7c6Dm6B4g0AQDZUvXp1vfvuu2rRooXd+Lp16/TWW28pNDTUomSA48THx2vWrFnatGmT7XJiffr0kZeXl9XRAIfo37+/fvnlF509e1bNmjWTj4+PnJ3/b6dmTpT54KB4AwCQDXl6eioqKkoeHh524/Hx8cqbN6/i4+MtSgYAuFOcKPPh4WJ1AAAAkPkKFCigsLAwlS9f3m48IiJCfn5+FqUC7s/zzz+vEiVKaNKkSXr33Xfl5OR002VHjhyZickAc1CsHx4UbwAAsqEePXqoX79+Wrt2re24wJSUFA0ZMkQ9evSwOB1wbx555BH5+/tLknLlymVxGsB877333i3n+YDpwUHxBgAgG3rrrbcUFhamChUqKDg4WC4uLlq9erWqV6+uESNGWB0PuCeTJ0+2/fvJJ59UtWrVLEwDmC9fvnyaOXOmvLy81LZtW0nS8uXLlZyczIeoDxiO8QYAIBsLDQ3VL7/8YjvxVI0aNayOBDiEq6urkpKSMpx77LHHOIEgsoQZM2Zo8+bNWrJkie2kaqmpqerQoYOeffZZde7c2dqAsKF4AwCQzV0rJ66urhYnAe5Pq1at5OTkJMMwtHbt2nRn7Zf+W98PHjyoiIgICxICjlWqVCn9+OOPKlGihN34sWPH9Mwzz+jvv/+2KBluRPEGACCb+u233zRw4EAdPHhQklSxYkVNnTpVtWvXtjgZcG82b94sSTIMQ02aNNGGDRvSLePs7KyyZctyEkFkCR4eHoqKipKnp6fdeFxcnPLnz6+4uDiLkuFGHOMNAEA2tGPHDoWEhGjGjBlq3bq1JGnlypUKDg7WihUrVKdOHWsDAvegYcOGtn8PHjzY7msgK6pcubLWr1+vNm3a2I2vXbtWVapUsSgVMsIWbwAAsqGGDRuqZ8+eevHFF+3GFy5cqFmzZmnr1q0WJQMcwzAMJScn2x1CsWfPHhUpUkQFChSwMBngOBs2bFDHjh315ZdfqkmTJpKk9evXq0uXLvrqq6/48OkBQvEGACAb8vLy0rlz5+Tl5WU3fuXKFRUoUIDdE/HQGzlypFxcXDRy5EilpqaqRYsWiomJ0cmTJzVx4kS9/PLLVkcEHGL9+vV64403dP78eUlSoUKF9MEHH+ipp56yOBmuR/EGACAbKl68uLZt26aiRYvajUdERKhhw4Y6fvy4RckAx8iTJ4/+/vtv+fn5adq0aTpy5IhmzZqlv/76S02aNNHp06etjgg4VFRUlJycnJQ3b16royADzlYHAAAAma9Xr16aMGFCuvGJEydq4MCBFiQCHKtQoUI6cuSI9uzZoxkzZmjixImSJF9fXyUnJ1ucDnC8fPnyUbofYJxcDQCAbKhkyZJauHChWrdurRdeeEGGYejrr79WeHi4nnzySa1cudK2bHBwsIVJgXszd+5cDRw4UC4uLlq0aJF8fX0lSZMnT9awYcOsDQcg22FXcwAAsqEuXbrc0XJOTk6aM2eOyWmAzBMfHy8PDw+rYwDIZijeAAAAyJKuXLmiL774Qnv27NHcuXO1f/9+lSxZkuKNLOPPP/9UtWrVrI6BO0DxBgAgm4qPj1doaKiioqKUkpJiN8fu5XjYRUZGqnHjxnr22Wc1c+ZMxcfHa/LkyZo3b55++eUX+fn5WR0RuG+urq5KSkrKcO6xxx5TaGhoJifCzVC8AQDIhtatW6dOnTqpZs2ayps3r5yd/+98q+xejqzg5ZdfVuXKlfXmm2/Kw8ND8fHxkqRRo0YpLCxMCxYssDghcG9atWolJycnGYahtWvXqkWLFumWSUpK0sGDBxUREWFBQmSE4g0AQDZUqlQpzZkzR/Xr17c6CmCKfPny6Z9//lGePHnk6elpuzZ9VFSUypQpowsXLlicELg3mzdvliQZhqEmTZpow4YN6ZZxdnZW2bJl2bPjAcJZzQEAyIaioqJUq1Ytq2MApklKSpKnp2e6cVdXVyUmJlqQCHCMhg0b2v49ePBgu6/x4OI63gAAZEMvv/yyvvjiC6tjAKZp3LixvvvuO0n/bRm8ZtmyZWrUqJFFqQDHmjhxor766iu747wTExO1bNkyC1MhI2zxBgAgG5oyZYp69uyprVu3qn79+sqbN69cXP7vzwJOroaH3dSpU9W8eXNFRUVJko4eParVq1drxowZWr9+vcXpAMdYuXKlJk2apBYtWsjV1VWSlJCQoPfee09eXl569tlnLU6IazjGGwCAbGjt2rV65ZVXVL16dfn5+dmVbk6uhqzi1KlTmjhxou2Y2Pr16+utt95S0aJFLU4GOEbt2rU1ZcoU1a1b1278l19+0ciRI/Xrr79alAw3ongDAJANlSxZUrNnz9aTTz5pdRQAwD3KlSuXYmJilCNHDrvxlJQU5c2bV7GxsRYlw43Y1RwAgGzo/PnzqlevntUxANOsXLnylvMcToGswNPTU2fPnlWRIkXsxiMjI9OVcViL4g0AQDb00ksv6fPPP1efPn2sjgKY4tqJ1SQpLS1NsbGx2rhxowICAlSzZk2KN7KEli1b6tNPP9W7775rNz5z5kw1a9bMolTICMUbAIBsqG7duho5cqS2bt2qRo0aKU+ePHZbRygleNjNnTs33dilS5cUEhKi9u3bW5AIcLzx48erXr16Sk1NVceOHZWSkqI5c+Zo6dKl2r59u9XxcB2O8QYAIBvq0qXLTec4uRqyspMnT6ply5bat2+f1VEAh7hw4YLGjx+vDRs2KDU1VQ0bNtSIESPS7X4Oa1G8AQAAkG1cuXJFBQsW1NWrV62OAiAbYVdzAACyiSFDhsjf31+vv/66FixYcMtlX3nllUxKBWSe5ORkvfvuu6pfv77VUQCHMgxDYWFhCgwMtDoKboLiDQBANhEWFmb79+7du2+5LMUbD7tKlSrJycnJ9nVycrLOnz+vJ554QvPmzbMuGOBgn3zyicaOHauoqCglJCRo6NChKlOmjLp27Wp1NFyHXc0BAACQ5YSHh9t97ebmprx588rV1dWiRIDjLVy4UB9//LG+//57BQQEKD4+XqdPn1bz5s319ttvcyLBBwjFGwCAbOqvv/7S2rVrFRkZqcTERLu5jz76yKJUAIA7ValSJc2ZM0c1atSQp6en4uLiJEnbtm1Tnz59tHfvXosT4hqKNwAA2dDixYs1YMAAde3aVY8++mi6rYCdOnWyKBngGDfuap4RwzDk5OTEGc7x0HJ3d9eVK1fk4uJiV7yTk5Pl4+Nj+xrW4xhvAACyoREjRuibb75R3bp1rY4CmGLx4sXq2LGjgoKC9NJLL0mSFixYoHXr1mnRokXy8PCwOCFw//z9/RUREaESJUrYjf/zzz8qXLiwRamQEbZ4AwCQDfn4+OjChQvKmTOn1VEAU/Tp00eBgYEaPHiw3fi4ceN04cIFTZs2zaJkgONMmzZNW7du1ddffy1vb2/FxcXp6tWrat26tZ555hkNGjTI6oj4/yjeAABkQ507d1bTpk1tWwKBrMbPz09HjhxR3rx57cbPnTunChUq6Pz58xYlAxzrrbfe0tdff63w8HC1a9dOW7du1UsvvaQJEyZYHQ3XoXgDAJANHTt2TB07dlRISIjatGkjHx8fOTs72+ZvLCvAw8bb21vHjh2Tn5+f3fiFCxcUGBio2NhYi5IBjnfmzBlt375dklS7dm0VKVLE4kS4EcUbAIBs6MbjAa/n5OSk48ePZ2IawPFCQkL02GOPacSIEXbj48aNU2hoqFasWGFRMsBx+vfvr//973/KkSOH1VFwGxRvAAAAZDnh4eGqX7++XnzxRb3yyitycnLS/Pnz9dVXX+nXX39V8eLFrY4I3LdHH31Ua9euVZkyZayOgtvgrOYAAGQTN7u8Uo4cOZQrVy6VKVNG3bp1U+3atS1IBzhW8eLFtWvXLo0bN07t27eXs7OzGjVqpJ07d6pQoUJWxwMc4tVXX1Xjxo0VEhKiqlWrytvb227rd3BwsIXpcD22eAMAkE2Eh4dnOG4YhuLj47V9+3aNHj1aH374IX+sAcBDoEuXLjedc3Jy0pw5czIxDW6F4g0AAGx++eUX9enTR4cOHbI6CgDgNpYvX66QkJAM92bCg4XiDQAAbJKTk+Xj46O4uDirowAAbiNPnjwKCwuTr6+v1VFwG863XwQAAGQXW7duVenSpa2OAQC4A1OmTFFQUJBWrlypY8eO6fz584qOjrbd8OBgizcAANlEaGjoTeeSk5P1+++/a+zYsVqyZIkaNmyYickAx/vf//6nAQMGZDj377//cp1jZAlcGvLhQfEGACCbaNy4cYbjzs7OcnNzU7FixdSlSxfVqlUrk5MBjufq6qqkpKR044ZhyNfXVzExMRakApBdcTkxAACyiU2bNlkdATBV7ty55eTkJMMwlJqaKm9v73TLGIbBJfOQpaSkpGjevHn65ZdflJaWpkaNGqlz585ydXW1OhquwxZvAAAAZDk5c+ZUcnKy1TEAU8XGxurpp59W/vz51bFjR+XIkUNLlizRiRMntGHDBk669gCheAMAACDL+eGHH/TMM89YHQMwVe/evZWcnKzPP//cbrxfv35KTEzUZ599ZlEy3IjiDQAAgCwnNTVVffr00bhx45Q/f35J0vnz5zV69GhNnz6d6x4jSyhQoIBCQ0NVtGhRu/FTp06pWrVqOn/+vEXJcCMuJwYAAIAs54MPPtClS5dspVuS8ufPrzNnzuijjz6yMBngOFevXpWPj0+6cV9fX8XFxVmQCDdD8QYAAECW88UXX2jcuHF2Y05OTho/fjy73yLLqF+/vpYsWZJufPXq1apTp44FiXAznNUcAAAAWc7JkyczvMZxqVKluLYxsoxJkyapWbNmSk1NtZ1cbcWKFRo+fLi+++47q+PhOmzxBgAAQJZTuHBhHT16NN344cOHlTdvXgsSAY5XuXJlbdiwQT/88IP8/f1VuHBhLVmyRN9//72qVq1qdTxch5OrAQAAIMsZNWqUDhw4oBUrVtjGDMNQUFCQypYtq0mTJlmYDkB2Q/EGAABAlpOcnKw2bdro8uXL6tChg1JSUrRgwQLlypVLa9eulbu7u9URgXsWFxenM2fO6NFHH003d/r0aXl4eLBnxwOGXc0BAACQ5eTMmVNr1qzRG2+8ob/++kuHDx/W4MGD9fPPP1O68VBLTU1Vs2bNtGDBggznly5dqoYNGyohISGTk+FW2OINAAAAAA+JGTNm6Pvvv9fatWtvukxwcLAef/xxjRgxIhOT4VbY4g0AAIAsa+/evZo7d64kcV1jZAlffvml3nnnnVsuM3z4cC1dujSTEuFOsMUbAAAAWU5ycrI6duyoY8eO6cCBA0pISFDfvn115coVzZ07V87ObH/Cw8nX11fnzp2Tq6vrTZdJTk5W3rx5dfny5UxMhlvhHQcAAABZzujRo+Xu7q7ff/9dTk5OkqSPPvpIV65c0XvvvWdxOuDeubi4KCUl5ZbLJCUl8eHSA4afBgAAALKchQsX6t1335UkW/HOkSOHJk6caNv1HHgYVatWTT/++OMtl9m0aRPX8X7AULwBAACQ5Zw7d05FixZNN168eHGdP3/egkSAY/Tr109Dhw5VbGxshvPx8fF6++231adPn0xOhluheAMAACDLqVixokJDQyVJ15/SaOvWrSpfvrxVsYD7FhQUpKZNm6pevXravXu33dzBgwf15JNP6vHHH1f79u0tSoiMuFgdAAAAAHC0sWPHqkePHlqyZIltV/Pff/9dPXv21Mcff2xxOuD+TJ8+XZ999pleeOEFGYYhf39/nT17VgkJCRo6dKj69u1rdUTcgLOaAwAAIEv64YcfNGTIEB08eFCFChWSr6+vJk+erBYtWlgdDXCY48eP6+zZs8qfP79KlSpldRzcBMUbAAAAWVpUVJQkKV++fBYnAZBdcYw3AAAAspwqVarYLrmUL18+SjcAS1G8AQAAkOUULFhQy5YtszoGAEhiV3MAAABkQT169NDixYsVGBioqlWrytvbWzly5LDNf/TRRxamA5DdcFZzAAAAZDn16tVTvXr1rI4BAJIo3gAAAMiCfv/9d/3vf/+z28oNAFbhGG8AAABkOWvXrtU///xjdQwAkMQWbwAAAGRBr776qho3bqyQkJAMj/EODg62MB2A7IaTqwEAACDL6dKly03nnJycNGfOnExMAyC7o3gDAAAAAGAijvEGAABAlnTixAl17NhRRYsWVZEiRdShQwcdO3bM6lgAsiGKNwAAALKcI0eOqE6dOqpatap+//137d27V7Vr11aDBg106NAhq+MByGbY1RwAAABZTqtWrdSkSRO9/vrrduOffPKJvv32W/3www8WJQOQHVG8AQAAkOXkzp1bERER8vX1tRu/dOmSihYtqitXrlgTDEC2xK7mAAAAyHLc3NyUkJCQbjwpKUmurq4WJAKQnVG8AQAAkOW0bt1aEyZMSDc+ffp0BQUFWZAIQHbGruYAAADIcqKjo9W4cWOVLVtWr7zyilxcXLRs2TL99ttv2rx5s/Lly2d1RADZCMUbAAAAWVJ8fLxmzZqlTZs2KS0tTQ0bNlSfPn3k5eVldTQA2QzFGwAAAFlSTEyMfHx87MZiY2Pl7e1tUSIA2RXHeAMAACDLCQ8PV5UqVXTu3DnbWGRkpKpVq6Z///3XwmQAsiO2eAMAACDL6dixo+rUqaM+ffrYjX/44Yfas2eP5s6da1EyANkRxRsAAABZToECBXT06NF0u5pfunRJZcuWVWRkpEXJAGRH7GoOAACALOfq1avKmTNnunEXFxfFxsZakAhAdkbxBgAAQJZTrVo1bdy4Md34zz//rPLly1uQCEB2RvEGAABAlvPOO+/otdde019//WUb+/PPP9W/f3+NGDHCwmQAsiOO8QYAAECW9PXXX2vw4MHy9/dXSkqKIiIiNH78eHXr1s3qaACyGYo3AAAAsqyUlBTt379fqampqlSpktzc3KyOBCAbongDAAAAAGAiF6sDAAAAAGb466+/tHbtWkVGRioxMdFu7qOPPrIoFYDsiOINAACALGfx4sUaMGCAunbtqtKlS8vV1dXqSACyMXY1BwAAQJZTokQJLVy4UHXr1rU6CgBQvAEAAJD1+Pj46MKFC8qZM6fVUQCA63gDAAAg62nTpo2WLl1qdQwAkMQWbwAAAGRBx44dU8eOHRUSEqI2bdrIx8dHzs7/t80pb968FqYDkN1QvAEAAJDllChR4qZzTk5OOn78eCamAZDdUbwBAAAAADARlxMDAABAlhAdHX3Hy7KrOYDMxBZvAAAAZAklSpSQk5OTbvfnLbuaA8hsFG8AAAAAAEzE5cQAAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAyGS7d+/WDz/8YHUMAJmE4g3gofHLL7+oZcuW9/048+bNU79+/SRJnTt31vLly+/7MR1t5syZ6tSpk+3rjz766JbL324+IydOnFDFihXv+n4ZeeSRR3ThwoU7Hn9QfPTRRypevLh8fX31wgsv6Pz587dcfu/evWrUqJFy586typUra/369ba5X375Rc7OznJ1dVVAQIBef/11xcfH3/LxGjVqpN9///2+n0euXLnu+zHuxOjRozVlypQM5w4dOqRHHnnEIY/lSI5637idGjVq6OOPP77j5e/0+Tdu3FjOzs4ZLnv48GF5enrKyckp3e/ZU089JRcXF7ubk5OTvvnmm9t+T0e+N9zO3b5H3Ol79jfffCNfX189/fTTksz7Hckoz6hRo5QjR45brndpaWnq1auXLl++fNffJzU1VQ0aNFCePHns3oMAPNgo3gDwAFq2bJmef/5529fLly/XL7/8kuGysbGxGj16tFJSUjIpXdawbNkyzZo1Sz///LP+/fdflShRQp07d77p8levXlVQUJAGDBigqKgoLVq0SG+++aaOHDliW+bZZ59VUlKS/vzzT126dEmjR482/4k8IJYtW6a2bdtaHcMypUqVUoECBRz+uJs2bdLIkSMznCtbtqzi4uJUvHjxdHMbNmxQSkqK7bZ161ZVqlRJrVu3dnjGB9HcuXM1f/58LV68ONO/97vvvqsNGzbccplZs2bJz89P7dq1u+vH37t3r65evarIyEg98cQT9xoTQCajeAPAA+bs2bPat2+fbUuNJIWFhWnq1KkZLv/555/r4sWLCg8Pz6yIWYKnp6e+/vprlSpVSp6enho6dKg2b9580+X/+usvBQQEqHXr1nJ1dVWlSpUUFBSU4a6i+fPn18iRI/XTTz+Z+RQeKDd+WJTdLF68WO3bt7c6xk2NGTNGI0aMkJOTk9VRMkVsbKz8/f2VP39+q6Okc+HCBY0bN04zZsy4p/vHxsaqcOHCcnNzk4+Pj4PTATALxRuAw+XKlUv79+/XE088IS8vLzVr1kznz5/XwYMHVb9+feXKlUvPPvuszp07Z3e/adOmKTAwUG5ubqpQoYK+/PJL29zQoUP11FNPae3atXJxcdEff/wh6b+tkK+99poKFCigXLlyqVWrVgoLC7vnP7ZCQ0P11FNPycPDQ/7+/ho9erRWrVpl2xJ6bbfVZcuW6dFHH5W3t7f69++vtLQ0ffPNNypbtqx8fX31+uuvKzU11fa4d5Nz5cqVatGihVxdXSVJSUlJSktL07Fjx+y2rkr/7XI4Y8YM1ahRQ2FhYXZzCxcuVPny5eXm5qZHH31UU6dOlWEYkv7blb1kyZI6ePCgXFxctHLlSklSSkqKRo0apYCAAHl6eqpRo0bas2ePqlevrhMnTtzTa3q9r7/+WhUrVpS7u7sqVKigr7/+WoMHD9a8efMk/bf77aRJkzRy5Ejlz59fhQsX1pw5c2QYhsaMGaOCBQuqcOHCtuWvOX78uFq3bq1cuXLJz89Pr732mnbt2qVGjRrdNEuLFi1UqVIlSdK///6rIUOGqFmzZjddvkKFCjp79qwWLFigxMRE7d69W/PmzVPBggUzXD4mJkY5cuS449emUaNG2rZtmwYOHKh8+fKpYMGC+uCDD2zz586dU+PGjeXl5aW2bdvq4sWLtt+Hq1evysXFRR988IHmzZun7t27q2nTpqpUqZIMw8hwd97rD7m4ZteuXWrWrJly584tHx8ftWrVSnv37pUkPfHEE3rvvfc0dOhQ+fr62t3vr7/+0uXLl1WzZk278fXr16tu3bry9PRU/vz59eKLL6Zbj2bPnq3AwEB5e3ura9euSkhIsJu/1fvCNWfOnFGXLl3k5+cnT09P1apVSytWrMjwdZ4+fbpKly6t8PBw2y7VBw8eVJMmTeTl5aXChQtr6NChSkxMtLvfvn371KxZM9tz6dmzp2JiYmzzLVu2tO2Vcruf5a1eSzOEhobq+PHjd/TByM3eG9LS0jRu3DgVL15c7u7ueuyxx/T999/b7pfReif99/41atQoBQYGyt3dXaVLl9b7779vt4fOpUuX1KlTJ3l7e6t48eJatGjRLTOmpaVp0qRJeuSRR+Th4aHatWtry5YttvmgoCBt3rxZTzzxhJ566qkMH+PTTz9VmTJl5ObmpnLlyqV7T5Fu/35VqFAhLViwQO3bt1fVqlVv+9peM3ToUPXu3VuPPvroHd/nmj/++MPu/8JbfVgI4AFjAICDubq6GnXq1DF+//13Iy4uzujTp48RFBRk1K9f3/jjjz+M+Ph4Y+DAgUbnzp1t9xk+fLjRunVr4+jRo0ZiYqLx22+/GdWrVzemT59uW2bTpk1GixYtbF+npKQYDRs2NNq3b2/8888/xuXLl42vv/7aqFq1quHl5XXTfHPnzjX69u1rGIZhdOrUyVi2bJlhGIaxd+9ew8/Pz/j000+NixcvGhEREUa/fv2McuXKGZ06dbJlKFq0qNGyZUvj1KlTRmRkpFG7dm2jZ8+eRsuWLY3Tp08b586dMxo0aGDMmzfvnnI2btzYWL16te3rv//+26hdu7Yxa9Ys49VXX7VbdsmSJUZwcLAxZMgQ49NPP7WNf/rpp0bdunWNvXv3GklJScb+/fuNZs2aGYMHD7YtExYWZlSoUMHu8Tp27Gg8+eSTxv79+42rV68a69atMypXrmwULlzYCAsLu+lrWrx4ceP8+fO3HP/888+NEiVKGD/++KMRFxdn7Nu3z2jcuLFRtmxZY+7cuYZhGMaoUaOM4sWLG8OHDzeuXLlihIaGGn5+fkavXr2Mt956y7hy5Yqxb98+o3DhwsaxY8cMwzCMU6dOGf7+/sa4ceOMc+fOGWfPnjXGjBljVKhQwWjYsOFNM1+zatUqQ5Lh4eFh7N2795bLbtu2zXBxcTEkGZKMkJAQIzk52TCM/1s/k5OTjf379xv169c3Pvroo1s+XsOGDY3du3fb/l21alVjypQpttcnMDDQWLt2rWEYhjF06FDj3XffNS5fvmxMnTrV+Oeff2yPc/16NHfuXMPDw8P48ssvjcTExHQ/h+uXu/Z7YBiG8euvvxqFCxc25s2bZ0RHRxtXrlwxFi1aZPj7+xtHjx41DOO/n8/kyZPTPY93333XGDhwoN3YkiVLjOLFixurVq0yLl++bERHRxvTp083AgICjOjoaGPUqFFGpUqVjA4dOhjnzp0zIiMjjeeee84YMmSI7THu5H3h3LlzRmBgoDFixAgjIiLCSEpKMn799VejcuXKxsKFC+3eN8aNG2dUrlzZOHPmjGEY//0OFChQwKhatarx/fffG1evXjWOHDliBAUFGS1btrR9j4MHDxoFCxY0PvnkE+PSpUtGeHi40bVrV6NmzZq217hFixbGpk2b7uhneavXMiO3W/Zmv3/XtGnTxliwYMEdfS/DyPi9oVu3bkbDhg2Nffv2GVeuXDG+++47o2jRosaKFSsMw8h4vUtLSzNatGhhtG7d2jhw4ICRlJRkHDlyxHj++eeN7t2727LXqFHDmDdvnpGQkGBs2bLFKFCggHHgwIEMs3Xq1MkoU6aM0b9/f+PkyZNGbGyssWjRIqNAgQLGli1bbMtd/7tlGPa/I2PGjDEqV65s7Nixw4iLizM2b95slClTxpg2bZptmTt5v7qW59r/Ide78f+ra3bt2mU4OTkZAQEBRv78+Y1Jkybd7MeQ7nlf+z43e2wADzaKNwCHk2T88MMPtq///fdfQ5Kxbt0629i1P5YNwzBOnz5tlChRwvbH2vXLFC5c2EhJSTEMI/0fG0uXLjXq1KljpKWl2d1v9erVxq0+V7xZ8X722WeNWbNmpVu+TZs2dsXb3d3duHjxom1+8eLFhoeHhxEdHW2XrWvXrned89y5c0aePHmMhIQE29j69euNDh06GHFxcUZAQIBx7tw521ytWrWMbdu2GTNnzjSGDRtmGIZhJCQkGEWLFk33h3hiYqJRtGhR2/1v/ON6165dRmBgoBEXF2d3v9DQUMPZ2fm+indCQoJRoEABY//+/Xbzly9fNgICAuyKd61ateyWefXVV40nnnjCbqxPnz62ItGnTx/bc7/ewIED76h4G4ZhREZGGpMmTTL8/f2NCxcuZLhMeHi4UaxYMePLL780rly5YuzcudPo16+f7ee+adMmw9nZ2ciRI4chycifP7+xY8eOW37fG4t3r1697OZnzJhh9OnTxzAMw3jrrbeMDz74IMPHubF4ly9f3m7+Top31apVjfXr16d77Gsl1TBuXgArVapkbN++3fZ1UlKS4e/vn+7nff3jjRo1yihfvrzd78Xhw4dt2e/0fWHAgAHG8OHD032fixcvGvHx8bb3jaFDhxpPPPGE3e9pWFiY4eTkZFfQDMMwkpOTjWrVqtnex1q1amVX9q955plnbB943Vi8b/WzvPb8M6N479+/3yhZsqTt9boTN743/PHHH8YjjzxiXLlyxW65HTt2GAEBAUZqamqG692qVauMevXqGampqXbjqampxtmzZ23ZJ06caDc/bNiwmxbSTp06GW3atEk3vmzZMrv3jpsV7zNnzhh+fn7G6dOn7e5//PhxI3/+/MbFixfv+P3qWp67Kd5NmzY1evbsaVy8eNHYs2ePUbJkSePbb7/N8Lne+Lwp3sDDjV3NAZji+l18/fz8JEn169e3jeXLl09RUVGSpO3btys8PFze3t5yd3e33QICAnT+/Pl0u1Bfs3nzZr344ovpjlls2bKlvLy87jrzr7/+qhdffDHd+I3HbVapUsVu91A/Pz9VrFhRefLkyfD53U3OlStX6tlnn5Wbm5ttLCwszLZLZZcuXWzHBW7btk2SVKdOHRUvXlzHjx+XJO3fv1+nT59W0aJF7V5Pb29vnT171rbr8I02b96s4OBgeXh42I1Xq1ZNpUuXzvA+d2r//v0qVqxYujMl58qVSy1atLAbu3H3cD8/P7t1R0r/+nbs2DHd97yb420LFiyoN998U88++6wWLlyY4TIffPCBevTooY4dO8rLy0s1a9bUyy+/rB49etiWeeaZZ5SSkqLLly9r9uzZCg4OvulJ8TISHBxs93XJkiUVGRkpSRowYIAWL16snj17Kjo6+paPcye7vaalpdn+HR0drdOnT9udV+CaQoUK3fJxjhw5oosXL9qd5Gn//v0qUqRIhmfGvv7xWrdubfd7ERgYaHu+d/q+sGHDhgx//r6+vnJ3d5ck/fTTT/r111/1008/2f2eSv+9xtWrV7cbc3FxUbt27Wy78f7yyy96+eWX032Pl19++aY/31v9LDPTuHHjNGzYsLs67OFGmzZtUnBwcLr3qyeeeEIeHh76559/JKVf7zZs2KAOHTrI2dn+z01nZ2e7E9Hd+Fpdvx5k5Mblr40dOHAg3aEKN9q2bZvq16+vIkWK2I2XKFFCjz32mHbt2nVX71d3Izo6WocOHdLHH38sX19fValSRdOmTdMnn3xyz48J4OFB8QbgcNf+QL7GxcVFbm5u8vT0tI05OzvbHeP3/PPPKyEhId0tOTlZJUuWzPD7ODk52Y4jvJFx3bHM119OZ+3atTfNfacnHbrxD3cXFxflzZvXbuz653cnOa/J6ARV14q3JPXt21dz5sxRQkKCPvjgA73xxhuS/rskz/UfUNSsWTPD1zMpKUlNmjTJMMutcl5z7bjCa7eZM2fecvm7eexrHPn6XtO+fXu73FevXtXOnTvTLVelShWdOXMmw/XmyJEj6T4AqF69un7++ed0j5MrVy61adNG7777rmbOnGk7Bvva7WYfCtx4oiRXV1fbscZ+fn7asWOHypcvr9q1a+vMmTM3fb7e3t52X7u5uSk5OdluLDY21vbv1NRUu3MS3I1rZzO//vcnNTX1js6yf+PzzZkzp92x1XfyvnAn38vf318nT57UwYMH083d6XqZUXHNkSOH3QcY17vVz/JG146nvnYbOnToHWW6naNHj2rnzp165ZVX7utx0tLS5OLikuHc9a/Bjeudo9aDG93PFRzu5LnczfvV3Th27JhKly6tnDlz2sYqV67MiTGBbILiDcDhMvoD9WZ/6EhS7dq1tXXr1nTXMz19+rSGDBly0/s1atRIixcvTveH75o1axQXFydJ6tOnj90ldZ599tmbPl7Dhg0zPKnP119/bff13T6/O8kpSefPn1doaGi6E3yFhYXZLhdUoEABNWvWTKNGjdLevXttW36KFy9uK94VK1ZUeHi4Tp48afc4V65cUe/evW9aFBo1aqRvvvnGLpMk/fnnn/r7778l/Xe5rOtfzz59+tz0eV+vUqVKOnXqlA4cOJAu040fhtzL65vRVurrf25ff/21XW4vLy917NhRR48etbvP7t27Vb58+QzXm8DAQB0+fNhu+b1799r26MiIt7e3nJ2d5eXlZfd4N65T19y4ZfBGLi4uev3119WmTRt99dVXN13uxtewUKFCtj0irrl20izpv1JfoEABrV69Ot1j3W4rbUYfFlWqVEkRERG2kyBe7/oPDG71fO/0faFBgwaaO3duuvtfunTJtvWzfPnyWrp0qdq2bautW7faLXfs2LF011K/9jNq2LChJKlevXp2r9c1S5YssS1zo9v9LK9XoUIFu/Xj/fffv+P73sr48eM1ePBgu6J3Lxo2bKhvv/1WSUlJduN//vmnLl++bNsj5sb1rkGDBvryyy/TfaiTlpZmd3LNu3mtJGW47i9fvlyVKlWy+9A3I3Xq1NGWLVvS7TVy+vRp/f7776pZs+ZdvV/djaJFi+rIkSN2H4Lt379fJUqUuOfHBPDwoHgDsJy/v79eeukltWnTRocOHVJSUpK2bdumZs2a2e3i7OzsbPcHS5s2beTh4aEXX3xRx48f15UrV7R06VKNHTv2nnY1nzBhgkaNGqXZs2crJiZGp06dUv/+/XXs2LH7en53mvObb75R8+bN0/3heP0Wb0kaNGiQJk+erP79+9v+0L32OJcvX5a7u7tGjhyp1q1ba/fu3UpKStLevXv17LPPKn/+/LY/cm98PR9//HHVr19frVq10oEDBxQfH6/169ere/fut93d+HZcXV01ceJEPffcc/rpp58UHx+v/fv3KygoSLlz576vx37rrbe0aNEijR8/XhcuXND58+c1duxYbdq06Zb3GzhwoLp166bjx4/r6tWrmjVrlnbu3HnTrdH9+vXT2LFjtX79eiUkJGjPnj3q1KlTujODS7JdN/nNN99Uhw4d7uv5XTN69Gj98ccfio6O1rZt2+yu3WwYxk0/UJH+O4P722+/rdOnTys2Nlb9+/fXpUuX7JaZNm2aunXrprlz5yo6OlpXr17VggULVKNGDdvvwI3rzNGjRxUVFaXatWvbPZa7u7smTJigoKAgffPNN7p8+bIuXryoDz/8UHXq1En3vTNyp+8Lb7/9tr7++msNGzZMERERSk5O1i+//KJ69erZfZBQp04drVy5Ui+++KLdulGgQAH17t1ba9euVVxcnP7++2+FhISoSJEiat68uaT/3huGDRumL7/8UpcvX9apU6fUr18/hYWFqUuXLrd9Lhm58bV0tBMnTmjjxo3q1q3bXd/3xmw1a9bU448/rrZt2+rIkSOKi4vTunXrFBwcrMmTJ9+0OLdt21ZeXl4KCgrSgQMHlJKSosOHDyskJESjRo26oyzR0dGqV6+e3Ydk58+fV/fu3XXy5EldvnxZX375pfr163fTSy5ez9/fX127dlXLli31559/KiEhQdu3b9czzzyjN954Q3nz5r2r96u7+TkWLlxYNWvWtP3+7du3T4MGDdLrr79+R/cH8HCjeAN4IEycOFHNmzdXy5Yt5e3trV69eumtt95S9+7dbcuULVtWBw8etB1H6OzsrO+++04FCxZU7dq1VahQIX399ddatWrVbbd6ZKRixYpav369li5dqsKFC+uJJ55Q0aJFNWbMmPt6bneac/ny5Rle7ufEiRN2JatcuXLq0KFDuj+orz/Ou3fv3nr99dfVqVMn5c6dWyEhIQoJCbF7LoULF5aLi4vd8epffPGFGjRooGeeeUb58uXTlClTtHDhQhUuXPi2z7NQoUK2XWUzKuqdO3fW+++/r0GDBilPnjx66aWXNGDAAFu5uVeFCxfWr7/+qt27d6tEiRIqX768YmNj9fnnn9/yfr1791aLFi3UuHFj+fn56dtvv9XatWvtjq+/Xrly5TR79mwNGTJEvr6+euGFF9S9e3e99tprtmWu7Yrv6empnj17auzYsQoKCrqv53dNvXr11L59e5UoUUJVq1a1O861Tp068vHx0alTpzK876BBg1ShQgWVL19e5cqVU7FixTRo0CC7ZZo3b67ly5dr7ty58vf3V0BAgFatWqX169fbLntUu3ZtjR8/3lYUli1bppCQkAwP0+jevbs+/PBDjR07Vn5+fipTpoxCQ0O1ZcuWO76E1p28L/j7+2v79u0KCwtTpUqVlCdPHr399tuaMGFCug9RatSooW+//VadO3e2XWM9f/78+uqrrzRz5kzb+QRKlixpdzmyKlWq6LvvvtP8+fNVsGBBValSRfHx8dqwYcM9vddI6V9LR9u7d6+GDx9+0/X5VjJ6b5g3b54ef/xxNWnSRHny5NGwYcM0bdo0vfDCCzd9nBw5cmjt2rUqW7asmjVrply5cik4OFj169fX9OnT7yhLQkKCDh8+bHfptuHDh6t8+fKqX7++/Pz89Omnn2rVqlWqU6fOHT3m2LFj9eKLL6pdu3by9vZWly5d1K9fP7td/O/0/ap+/frq1q2bpkyZckffe968ebp69aoCAwPVrl07jRo1Sk2bNr2j+wJ4uDkZZhzEAgC4K1FRUSpZsqTOnDlzz3/IA5mtWrVq+vjjj1WvXj2ro9yTEydOqGXLlul2KQYAwNHY4g0AD4ALFy7oww8/pHTjoZGYmKiQkBDVrVvX6ii4S9efyO36W/78+a2Olm299957N/25fPTRR1bHA+AAbPEGAADZElu8AQCZheINAAAAAICJ2NUcAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADDR/wO7XtX52UV5oQAAAABJRU5ErkJggg==","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf **********\n","5\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf\n","No                       1210\n","Yes                       902\n","Unimportant               746\n","Incorrect questioning      88\n","Correct answer             54\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf **********\n","5\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf\n","No                       1589\n","Yes                       895\n","Unimportant               434\n","Incorrect questioning      45\n","Correct answer             37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAKOCAYAAABQlMFoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAB07ElEQVR4nO3de3zO9eP/8edmdmSbw5xmZGHOh5zPFCE0GymlnHOIHCqHFMoxlE9OoUJCcihKonKmolrOkZgZOW5s2Hl7//7o5/q6bM7Xe2+2x/12u243e73e17Xne3vvsufeJyfDMAwBAAAAAABTOFsdAAAAAACArIziDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmMjF6gCOkpaWpn///Ve5c+eWk5OT1XEAAAAAAFmcYRi6fPmyihQpImfnm+/XzjLF+99//1VAQIDVMQAAAAAA2UxkZKSKFi160/ksU7xz584t6b8V9vb2tjgNAAAAACCri42NVUBAgK2P3kyWKd7XDi/39vameAMAAAAAMs3tTnfm4moAAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3rBp0qSJnJ2dNWXKlHRz/v7+cnFxsT0mTZpkm5s1a5YCAwPl6+urZ555RmfPnrXNnT17Vh07dlS+fPn0yCOP6IMPPsiUdQEAAACABwXFGzabNm3SyJEj041funRJbm5uSklJsT2GDBkiSVqxYoUWLlyoH374QWfPnlXLli3VsWNHSZJhGGrbtq3Kli2riIgI/fjjj1q2bJnmzZuXqesFAAAAAFYyrXgvWbJER44cMevlkYkOHDigoKCgDOc2b96snj17qmTJknJzc1O3bt105MgRXbp0SX///bfi4+M1cuRI5cqVS6VKldJHH32k+fPnZ/IaAAAAAIB17ql43+qQZEk6deqUBg0apJw5c9qNv/vuuypYsKC8vb3VrVs3XblyxTYXGxurF154Qbly5VKRIkX03nvv3Us0mODgwYM3Ld6tWrXStGnTdODAAcXHx+uDDz5QbGysPDw8lJqaKicnp3TPuXjxotmRAQAAAOCBcU/F+2aHJF8zaNAgDRo0SI888ohtbPbs2Vq1apV+/fVXnTx5Uk5OTurZs6dt/uWXX1bOnDl16tQp/fLLL1qxYoXmzJlzL/HgYAcOHNDSpUuVN29eValSRevXr7fNtWzZUvXq1VOFChXk6empESNGaM6cOXJzc1NQUJBSU1M1btw4XblyRf/884/69Omjhg0bWrg2AAAAAJC5XBz9ghs2bNDBgwe1ePFiu/GpU6dqyZIlKlGihKT/ivijjz6qo0ePyt3dXZs2bVJERITc3d3l4+OjhQsXqmXLlurVq5ejI+IutWrVSq+++qqKFi2qbdu26aWXXtKPP/6ocuXKadasWdq1a5f27t2rEiVKaNmyZbaLq+XIkUOrVq1Snz59NGXKFLm4uOjy5cvptg0AAAAAyMoceo53cnKyXn31VX300Ud2h5mfO3dOV69eVbVq1WxjOXPm1NNPP62NGzdqx44datasmdzd3W3zZcuWVa5cuThP/AHQrFkzBQYGytXVVU888YSGDh2qTz/9VKmpqRo9erRWrlypihUrKleuXOrWrZsOHz6sNWvWSJICAwO1fv16nT9/XkWKFNHbb7+tRx991OI1AgAAAIDM49Di/eGHH+ro0aN65plnVKpUKf3www+SpBMnTqhkyZLplg8KCtKxY8duO5+RxMRExcbG2j2QOQIDA3Xy5ElduHBBXl5eKl68uN18rVq17A5Hl/7bNpydnTV06NDMjAoAAAAAlnNY8b569aomTpyomTNn6ujRo5o8ebJeeOEFnT59WvHx8fL09Ez3HA8PD8XHx992PiMTJkyQj4+P7REQEOCoVcF1xowZo2+++cZubPv27SpdurQKFCigK1euKCYmxm4+LCxMhQoVsn0cGRmpsWPHat68eXJxcfjZDQAAAADwQHNY8f7hhx/0+OOPq3v37vLy8lLbtm3VuXNnff755/Lw8FBCQkK650RFRcnT0/O28xkZPny4YmJibI/IyEhHrQqu89hjj2ngwIHavXu34uLitGDBAn366afq06ePnJyc1Lt3bz3//PMKDw/X1atXtWDBAi1ZskQvvvii7TUGDBigPn36qGrVqhauCQAAAABYw2G7H//55x9VqFDBbqxSpUrauXOnihUrpvDw8HTPCQ8PV/Xq1eXt7a3vv/8+w/nAwMAMP5+bm5vc3NwcEx431apVK/37779q166dTp06papVq2r16tUqUqSIJGnUqFEaMWKEateurfj4eFWvXl3r169XsWLFJElpaWmqUqUKh5gDAAAAyLYcVryLFi2qr7/+2m5s3759KlGihAoUKCBXV1cdPnzYdj/olJQUrV69WkOHDpWrq6tef/11paSk2A5F3r9/vxITEzM89zureWTYd1ZHuE4NKUGaYZepiPTMNBWSdFrS899clL65bt6poTy6NpSHpGOSQpedlpZd//xqmjfqp8wIf8eOT2xldQQAAAAA2YTDDjV/+umntXPnTn366aeKi4vTN998oyVLlqhz586S/ru3d48ePXTy5EldvnxZ/fv3V9OmTVWiRAn5+/urbt26GjRokK5cuaLIyEj17NlTb731lqPiAQAAAABgCYcVby8vL61fv14LFy5UoUKFNHHiRK1Zs0Z+fn6SpN69e6tZs2Z67LHH5O/vr6SkJM2ePdv2/Dlz5ig6OlqFChVSzZo1FRoaqu7duzsqHgAAAAAAlnAyDMOwOoQjxMbGysfHRzExMfL29rY6zl15sA41zx441BwAAADA/brTHurQ+3gDAAAAAAB7FG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBE91S8mzRpImdnZ02ZMuWmyyQnJ+vtt9+2G5s7d66KFSsmLy8vhYSE6OzZs3bLv/rqq8qTJ4/y5cunN954QykpKfcSDwAAAACAB8Y9Fe9NmzZp5MiRt1xm5MiR+vPPP20fr1u3TuPHj9eaNWt04cIFVahQQSEhIbb5t99+W3///bcOHTqkQ4cO6eDBg+mKOwAAAAAADxtTDjXfsWOHPvjgA7uxqVOn6v3331elSpXk4eGhMWPGKC0tTRs3blRSUpI+/vhjLViwQAULFpSfn58WLlyoTz75RFevXjUjIgAAAAAAmcLhxfvKlSvq3LmzXn/9dduYYRjauXOnWrVqZbds+/bttWHDBu3evVtly5ZVoUKFbHP58uVTrVq19PPPPzs6IgAAAAAAmcbhxXvAgAFq1aqVmjVrZhuLioqSr6+v3N3d7ZYNCgrSsWPHdOLECZUsWTLda12bBwAAAADgYeXiyBdbvXq1fv31V/3xxx/69ddfbePx8fHy9PRMt7yHh4fi4+NvO5+RxMREJSYm2j6OjY11wBoAAAAAAOBYDtvjfe7cOb3yyitatGhRuj3bHh4eSkhISPecqKgoeXp63nY+IxMmTJCPj4/tERAQ4JgVAQAAAADAgRy2x7tPnz46e/as6tSpI0lKS0tTamqqChUqpNOnT+vSpUtKTk5Wzpw5bc8JDw9XYGCgihUrpvDw8HSvGR4ernbt2mX4+YYPH67BgwfbPo6NjaV8AwAAAAAeOA7b471y5UolJycrISFBCQkJ+uGHH9SyZUudOXNGTk5Oql69ujZu3Gj3nBUrVqhp06aqUqWKDh48qIsXL9rmoqOjtXPnTtWtWzfDz+fm5iZvb2+7BwAAAAAADxpTbieWkcGDB2vgwIE6dOiQEhISNGbMGHl4eKhx48ZydXVV165d1bNnT0VFRenChQvq1q2b+vXrd9NDzQEAAAAAeBhkWvFu0aKFBg4cqGbNmilv3rwKCwvTypUrbfPvvvuuChcurEcffVSlS5dWqVKlNHr06MyKBwAAAACAKZwMwzCsDuEIsbGx8vHxUUxMzEN32Pkjw76zOkK2c3xiq9svBAAAAAC3cKc9NNP2eAMAAAAAkB1RvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMNE9Fe8mTZrI2dlZU6ZMsRvfvn27atWqJW9vb9WuXVu//vqr3fy7776rggULytvbW926ddOVK1dsc7GxsXrhhReUK1cuFSlSRO+99969RAMAAAAA4IFyT8V706ZNGjlypN3YkSNH1KFDB40bN05nz57VkCFD1LZtW508eVKSNHv2bK1atUq//vqrTp48KScnJ/Xs2dP2/Jdfflk5c+bUqVOn9Msvv2jFihWaM2fOfawaAAAAAADWc3HUC82YMUODBw9W06ZNJUmhoaHauXOnli1bpsGDB2vq1KlasmSJSpQoIem/Iv7oo4/q6NGjcnd316ZNmxQRESF3d3f5+Pho4cKFatmypXr16uWoiAAAAAAAZDqHFe8SJUqoVatWdmMBAQGKjIzUuXPndPXqVVWrVs02lzNnTj399NPauHGjfHx81KxZM7m7u9vmy5Ytq1y5cunIkSMqVaqUo2ICAAAAAJCpHHZxtYEDB6YryGvWrFH16tV14sQJlSxZMt1zgoKCdOzYsdvOZyQxMVGxsbF2DwAAAAAAHjSmXdV8wYIFOnPmjEJCQhQfHy9PT890y3h4eCg+Pv628xmZMGGCfHx8bI+AgACHrwMAAAAAAPfLlOL922+/aejQofriiy/k4uIiDw8PJSQkpFsuKipKnp6et53PyPDhwxUTE2N7REZGOnw9AAAAAAC4Xw47x/uaEydOKCQkRJ9++qnKli0rSSpWrJjCw8PTLRseHq7q1avL29tb33//fYbzgYGBGX4eNzc3ubm5OTY8AAAAAAAO5tA93pcvX1br1q31xhtvqHXr1rbxAgUKyNXVVYcPH7aNpaSkaPXq1XriiSdUr149bdiwQSkpKbb5/fv3KzExMcNzvwEAAAAAeFg4rHinpqaqQ4cOatiwoQYMGJBuftCgQerRo4dOnjypy5cvq3///mratKlKlCghf39/1a1bV4MGDdKVK1cUGRmpnj176q233nJUPAAAAAAALOGw4t2/f3+tW7dOs2fPlouLi+3xxBNPSJJ69+6tZs2a6bHHHpO/v7+SkpI0e/Zs2/PnzJmj6OhoFSpUSDVr1lRoaKi6d+/uqHgAAAAAAFjCyTAMw+oQjhAbGysfHx/FxMTI29vb6jh35ZFh31kdIds5PrHV7RcCAAAAgFu40x5q2u3EAAAAAAAAxRsAAAAAAFNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADDRPRXvJk2ayNnZWVOmTLEb37Fjh6pUqSIPDw/VqFFDu3btspufO3euihUrJi8vL4WEhOjs2bO2ueTkZL366qvKkyeP8uXLpzfeeEMpKSn3Eg8AAAAAgAfGPRXvTZs2aeTIkXZjZ8+eVUhIiEaOHKnY2FiNGDFCwcHBOnPmjCRp3bp1Gj9+vNasWaMLFy6oQoUKCgkJsT3/7bff1t9//61Dhw7p0KFDOnjwoN5+++37WDUAAAAAAKznsEPN582bp2effVahoaHKmTOn2rZtq86dO2vWrFmSpKlTp+r9999XpUqV5OHhoTFjxigtLU0bN25UUlKSPv74Yy1YsEAFCxaUn5+fFi5cqE8++URXr151VEQAAAAAADKdw4r3tm3bFBwcbDfWvn17bdiwQYZhaOfOnWrVqlWG87t371bZsmVVqFAh21y+fPlUq1Yt/fzzz46KCAAAAABApnNY8T5x4oRKlixpNxYUFKRjx44pKipKvr6+cnd3z3A+o+deP5+RxMRExcbG2j0AAAAAAHjQOKx4x8fHy9PT027Mw8ND8fHxGc7dzXxGJkyYIB8fH9sjICDAMSsCAAAAAIADOax4e3h4KCEhwW4sKipKnp6eGc7dzXxGhg8frpiYGNsjMjLSMSsCAAAAAIADOax4FytWTOHh4XZj4eHhCgwMVL58+XTp0iUlJydnOJ/Rc6+fz4ibm5u8vb3tHgAAAAAAPGgcVrzr16+vdevW2Y2tWLFCTZs2lZOTk6pXr66NGzdmOF+lShUdPHhQFy9etM1FR0dr586dqlu3rqMiAgAAAACQ6RxWvLt3767PPvtM33//vVJSUrRmzRotXbpUffv2lSQNHjxYAwcO1KFDh5SQkKAxY8bIw8NDjRs3lqurq7p27aqePXsqKipKFy5cULdu3dSvX7+bHmoOAAAAAMDDwGHFu2DBglq+fLmGDx+uXLlyafTo0Vq1apUKFCggSWrRooUGDhyoZs2aKW/evAoLC9PKlSttz3/33XdVuHBhPfrooypdurRKlSql0aNHOyoeAAAAAACWcDIMw7A6hCPExsbKx8dHMTExD9353o8M+87qCNnO8Ymtbr8QAAAAANzCnfZQh+3xBgAAAAAA6VG8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAFkW1FRUerUqZPy5s2rYsWK6f3337fN/fjjj6pWrZpy586tunXr6o8//rB77pEjR+Ts7CwXFxfbY+fOnZm9CgAAAHgIuFgdAACs0rlzZ1WvXl2RkZG6cuWKevXqpfz586tKlSrq1q2bFi1apFq1aun7779X27ZtFRYWJj8/P0nSgQMH1LlzZ82fP9/itQAAAMCDjuININvaunWrvvrqK7m6usrLy0v9+/fX9OnTdejQIb322mtq1KiRJCkkJESbN2/WN998o+7du0v6r3iXKVPGyvgAAAB4SHCoOYBsq1WrVhoyZIhiY2MVGRmp8ePHq2DBgkpNTc1w+YsXL9r+ffDgQQUFBWVWVAAAADzEKN4Asq2ZM2dq5cqV8vHxUbFixXT69GmNGjVKoaGhmjx5srZv367ExER9/fXXmjt3rho2bGh77oEDBzRgwADlyZNHTz75pP755x8L1wQAAAAPMoo3gGwpJSVFbdq00fPPP6+oqChFRESoRYsWOnfunGrXrq3Jkyere/fuCggIUMeOHVW/fn3VrFnT9vy33npLv//+u06ePKnQ0FC1aNFCiYmJFq4RAAAAHlROhmEYVodwhNjYWPn4+CgmJkbe3t5Wx7krjwz7zuoI2c7xia2sjgCLrVq1SjNmzNBPP/1kG7t69arq16+vX3/9VW5ubpKknTt36oknntCff/6pUqVK3fT1QkND1bVrV7Vp08b07AAAAHgw3GkPZY83gGzp8OHDatCggd2Yl5eXfH19tX//fklSamqqevfurdGjR9+ydEtSYGCgTp48aVpeAAAAPLwo3gCypcDAQB06dMhuLCEhQX/99ZcKFSokSZo2bZpy5sypQYMG2S0XGhqqyMhIu7EdO3aodOnS5oYGAADAQ4niDSBbatOmjcLCwjRz5kxdvnxZp06dUufOnVWnTh35+/vr1KlTGjdunObNm6ccOXLYPffRRx9Vr1699O+//yoqKkqDBg1SamqqmjRpYtHaAAAA4EFG8QaQLbm7u2vNmjX65ptvVLBgQdWqVUsFChTQwoULJUlxcXF67733VKFChXTPHTdunEqXLq0qVarokUce0YkTJ7Rq1So5O/OWCgAAgPS4uNoDgIurZT4urgYAAADgft1pD3XJxEwAsjH+wJT5+AMTAADAg4HjIgEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMJFDi3dUVJQ6deqkvHnzqlixYnr//fdtc3/99Zfq168vDw8PlS9fXmvXrrV77qpVq1S6dGl5eHjo8ccf15EjRxwZDQAAAAAASzi0eHfu3FklS5ZUZGSkfvvtN23btk2fffaZEhMT9dRTT6ljx46KiYnR7Nmz1aNHD+3bt0+StG/fPvXq1Usff/yxYmJi1KFDB7Vo0UIJCQmOjAcAAAAAQKZzaPHeunWr3nzzTXl5ealgwYLq37+/vv76a3311VeqUKGCXnnlFbm6uqpBgwYaOXKkJk+eLEmaMWOGhgwZokaNGsnV1VW9e/dWjRo1tGTJEkfGAwAAAAAg0zm0eLdq1UpDhgxRbGysIiMjNX78eBUsWFDbtm1TcHCw3bLt27fXhg0bJOm28wAAAAAAPKwcWrxnzpyplStXysfHR8WKFdPp06c1atQonThxQiVLlrRbNn/+/EpISFBiYqJOnTqlwMBAu/mgoCAdO3bMkfEAAAAAAMh0DiveKSkpatOmjZ5//nlFRUUpIiJCLVq00Llz5xQfHy9PT890z/Hw8FB8fLzS0tLk7Oyc4dzNJCYmKjY21u4BAAAAAMCDxmHFe82aNfLw8NB7771nu6r5mDFj1LVrV7m6umZ4obTo6Gh5enrK2dlZhmHYzUVFRWVY1q+ZMGGCfHx8bI+AgABHrQoAAAAAAA7jsOJ9+PBhNWjQwG7My8tLvr6+kqTw8HC7uTNnzihv3rxydXWVv7+/Tpw4YTcfHh6e7vDz6w0fPlwxMTG2R2RkpGNWBAAAAAAAB3JY8Q4MDNShQ4fsxhISEvTXX3+pU6dOWrdund3cihUr1LRpU0lS/fr1bzmfETc3N3l7e9s9AAAAAAB40DiseLdp00ZhYWGaOXOmLl++rFOnTqlz586qU6eO2rVrp127dmnhwoVKTk7WL7/8okmTJumNN96QJPXv319jx47Vzp07lZycrHnz5mnv3r3q2LGjo+IBAAAAAGAJhxVvd3d3rVmzRt98840KFiyoWrVqqUCBAlq4cKHc3d317bffau7cucqdO7e6d++uuXPnqnz58pKkihUravr06XrxxRfl7e2tRYsWae3atXJzc3NUPAAAAAAALOHiyBcrVaqU1q9fn+FcuXLltH379ps+t23btmrbtq0j4wAAAAAAYDmH3scbAAAAAADYo3gDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmMrV4R0RE6LPPPjPzUwAAAAAA8EAztXgPGDBAZ8+etX28Y8cOValSRR4eHqpRo4Z27dplt/zcuXNVrFgxeXl5KSQkxO65AAAAAAA8jEwr3mvXrtXRo0c1ePBgSdLZs2cVEhKikSNHKjY2ViNGjFBwcLDOnDkjSVq3bp3Gjx+vNWvW6MKFC6pQoYJCQkLMigcAAAAAQKYwpXgnJiZq4MCBmj17tlxcXCRJ8+bN07PPPqvQ0FDlzJlTbdu2VefOnTVr1ixJ0tSpU/X++++rUqVK8vDw0JgxY5SWlqaNGzeaEREAAAAAgExhSvGeNGmSGjZsqHr16tnGtm3bpuDgYLvl2rdvrw0bNsgwDO3cuVOtWrXKcB4AAAAAgIeVw4t3ZGSkJkyYoPXr1ytPnjx67bXXlJaWphMnTqhkyZJ2ywYFBenYsWOKioqSr6+v3N3dM5zPSGJiomJjY+0eAAAAAAA8aBxevMeMGaNmzZrpjz/+UFhYmLZv366ZM2cqPj5enp6edst6eHgoPj4+w7nr5zMyYcIE+fj42B4BAQGOXhUAAAAAAO6bi6NfcPXq1Tp06JDy5MkjSfr000/VoUMHeXh4KCEhwW7ZqKgoeXp6Zjh3/XxGhg8fbrtwmyTFxsZSvgEAAAAADxyH7vE+f/68vLy8bKVbksqXL6+TJ0+qWLFiCg8Pt1s+PDxcgYGBypcvny5duqTk5OQM5zPi5uYmb29vuwcAAAAAAA8ahxbvfPny6eLFi7p48aJt7ODBgypWrJjq16+vdevW2S2/YsUKNW3aVE5OTqpevXq6K5hfmwcAAAAA4GHl0OLt7OysLl26qEuXLjp37pzCw8PVo0cPDRgwQN27d9dnn32m77//XikpKVqzZo2WLl2qvn37SpIGDx6sgQMH6tChQ0pISNCYMWPk4eGhxo0bOzIiAAAAAACZyuHneE+cOFFDhw5VhQoV5OXlpVdffVU9e/aUJC1fvlyvvPKKQkJCVKFCBa1atUoFChSQJLVo0UIRERFq1qyZoqKi1Lx5c61cudLR8QAAAAAAyFROhmEYVodwhNjYWPn4+CgmJuahO9/7kWHfWR0h2zk+sdXtF4JDsZ1nPrZzAAAAc91pD3X47cQAAAAAAMD/oXgDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAA2cTkyZN14cIFSdKGDRtUpUoV5cqVS/Xr19eff/550+eFh4dr7ty5mRUTAIAsh+INAEA2sHfvXr399tuSpIiICHXs2FGTJ09WdHS0Bg0apDZt2ujq1avpnpeWlqYXX3xRsbGxmR0ZAIAsg+INAEAWl5SUpBdffFEpKSmSpJiYGC1YsEDNmjWTq6ur2rVrp/z58+uvv/5K99z33ntPv/76a2ZHBgAgS3GxOgAAADDXiBEjVLFiRcXExEiSKlWqpEqVKkmSLl++rM8//1wxMTEqV66c3fN2796tGTNmqEePHpmeGQCArITiDQBAFrZ161atWLFCu3fvVuXKle3mYmJi5OvrK0maO3euPD09bXMJCQnq1KmTZsyYoT179mRmZAAAshwONQcAIIuKjY1Vly5dNH/+fPn4+KSb9/Hx0aVLl7RixQqNHj1aW7dutc0NHz5cNWvWVEhISGZGBgAgS2KPNwAAWdSrr76qdu3aqXHjxjddxsfHR+3atVNiYqKmTp2qhg0bauPGjfr2229veaVzAABw5yjeAABkQatXr9bixYuVI0cOTZ8+XZKUmJiookWL6r333lPPnj3tDi2vXLmypk2bptjYWPXo0UMnT56Un5+fJCklJUVOTk7atWuXli1bZsn6AADwMONQcwAAsqDg4GAlJycrISHB9ihevLhOnjyp/fv3a/HixXbL//bbbypXrpy8vb117NgxJSUl2Z731ltvacKECZRuAADuEXu8AQDIZvr166enn35a5cuXV7Vq1bR9+3aNHDlSP/74o9XRAADIkijeAABkM5UrV9ZHH32k3r1768iRIypTpozmz5+voKAgq6MBAJAlORmGYVgdwhFiY2Pl4+OjmJgYeXt7Wx3nrjwy7DurI2Q7xye2sjpCtsN2nvnYzjMf23nmYzsHAFjpTnso53gDAAAAAGAiijcAAAAAACaieAMAAAAAYCJTi/fkyZN14cIFSdJff/2l+vXry8PDQ+XLl9fatWvtll21apVKly4tDw8PPf744zpy5IiZ0QAAAAAAyBSmFe+9e/fq7bffliQlJibqqaeeUseOHRUTE6PZs2erR48e2rdvnyRp37596tWrlz7++GPFxMSoQ4cOatGihRISEsyKBwAAAABApjCleCclJenFF19USkqKJOmrr75ShQoV9Morr8jV1VUNGjTQyJEjNXnyZEnSjBkzNGTIEDVq1Eiurq7q3bu3atSooSVLlpgRDwAAAACATGNK8R4xYoQqVqyookWLSpK2bdum4OBgu2Xat2+vDRs23NE8AAAAAAAPK4cX761bt2rFihWaOXOmbezEiRMqWbKk3XL58+dXQkKCEhMTderUKQUGBtrNBwUF6dixY46OBwAAAABApnJx5IvFxsaqS5cumj9/vnx8fGzj8fHx8vT0TLe8h4eH4uPjlZaWJmdn5wznbiYxMVGJiYl2nxsAAAAAgAeNQ/d4v/rqq2rXrp0aN25sN+7h4ZHhhdKio6Pl6ekpZ2dnGYZhNxcVFZVhWb9mwoQJ8vHxsT0CAgIcsg4AAAAAADiSw4r36tWrtXjxYk2fPl3u7u5yd3dXRESEihYtqgMHDig8PNxu+TNnzihv3rxydXWVv7+/Tpw4YTcfHh6e7vDz6w0fPlwxMTG2R2RkpKNWBQAAAAAAh3FY8Q4ODlZycrISEhJsj+LFi+vkyZMaN26c1q1bZ7f8ihUr1LRpU0lS/fr1bzmfETc3N3l7e9s9AAAAAAB40Jh2H+/rhYaGateuXVq4cKGSk5P1yy+/aNKkSXrjjTckSf3799fYsWO1c+dOJScna968edq7d686duyYGfEAAAAAADBNphRvd3d3ffvtt5o7d65y586t7t27a+7cuSpfvrwkqWLFipo+fbpefPFFeXt7a9GiRVq7dq3c3NwyIx4AAAAAAKZx6FXNb3T8+HHbv8uVK6ft27ffdNm2bduqbdu2ZsYBAAAAACDTZcoebwAAAAAAsiuKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAAGAiijcAAAAAACaieAMAAAAAYCKKNwAAAAAAJnJo8b548aI6d+4sPz8/PfLII5o4caLS0tIkSTt27FCVKlXk4eGhGjVqaNeuXXbPnTt3rooVKyYvLy+FhITo7NmzjowGAAAAAIAlHFq827dvL39/fx09elQ//vijVq1apRkzZujs2bMKCQnRyJEjFRsbqxEjRig4OFhnzpyRJK1bt07jx4/XmjVrdOHCBVWoUEEhISGOjAYAAAAAgCUcVrz//PNPnTt3TuPGjZO3t7dKlSql+fPn65NPPtG8efP07LPPKjQ0VDlz5lTbtm3VuXNnzZo1S5I0depUvf/++6pUqZI8PDw0ZswYpaWlaePGjY6KBwAAAACAJRxWvFNTUzV48GA5OTnZxgICAnT27Flt27ZNwcHBdsu3b99eGzZskGEY2rlzp1q1apXhPAAAAAAADzMXR71Q9erVVb16dbuxNWvWqHr16oqIiFDJkiXt5oKCgnTs2DFFRUXJ19dX7u7u6eaXLFly08+XmJioxMRE28exsbEOWAsAAAAAABzLtKuanzlzRq+99ppGjhyp+Ph4eXp62s17eHgoPj4+w7nr529mwoQJ8vHxsT0CAgIcvg4AAAAAANwvU4p3YmKi2rVrp759+6pWrVry8PBQQkKC3TJRUVHy9PTMcO76+ZsZPny4YmJibI/IyEiHrwcAAAAAAPfLYYeaX6979+4KCAjQm2++KUkqVqyYwsPDVaxYMdsy4eHhCgwMVL58+XTp0iUlJycrZ86c6eZvxs3NTW5ubmbEBwAAAADAYRy+x3v06NE6duyYFixYYLvQWv369bVu3Tq75VasWKGmTZvKyclJ1atXT3cF82vzAAAAAAA8zBy6x3vx4sX6/PPP9csvv9hdLK179+6qWrWqGjZsqGbNmmndunVaunSpwsLCJEmDBw/WwIED9fXXX+uRRx7R5MmT5eHhocaNGzsyHgAAAAAAmc5hxXvbtm3q1q2bkpOTVaRIEbu5o0ePavny5XrllVcUEhKiChUqaNWqVSpQoIAkqUWLFoqIiFCzZs0UFRWl5s2ba+XKlY6KBgAAAACAZRxWvBs0aGB3e68bFS9eXLt3777pfK9evdSrVy9HxQEAAAAA4IFg2u3EAAAAAAAAxRsAAAAAAFNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAABZ1uTJk3XhwgXbx/Xq1ZOLi4vt8corr1iYDkB24WJ1AAAAAMAMe/fu1dtvv62uXbvaxo4cOaKEhAS5uPBrMIDMwx5vAAAAZDlJSUl68cUXlZKSYhs7deqU8uXLR+nGQy88PFwtWrRQ7ty5FRQUpKVLl0qSFi5caHdEh4uLi5ydnRUcHGxxYlC8AQAAkOWMGDFCFStWVNGiRW1jBw8eVFBQkIWpgPtnGIaefvppPf7447pw4YKWLVum4cOH69dff9VLL72klJQU2yMpKUlly5bVW2+9ZXXsbI/iDQAAgCxl69atWrFihWbOnGk3fuDAAW3fvl358+dXmTJl9Pnnn1uUELh3ly5dUr9+/TRkyBC5ubmpcuXKCg4O1vbt29Mtu3LlShUrVkw1atSwICmux3E2AAAAyDJiY2PVpUsXzZ8/Xz4+PnZz1atX19atW1WyZEnt3btXHTt2VKFChdSsWTOL0gJ3L0+ePOrVq5ek/06p2LJli1auXKnVq1fbLWcYhsaNG6dZs2ZZERM3YI83AAAAsoxXX31V7dq1U+PGjdPN1a9fX+XKlZOrq6uqV6+u999/X7Nnz878kICD1KpVS08++aQaN26sqlWr2s19++23ypcvn+rWrWtROlyP4g0AAIAsYfXq1Vq8eLGmT58ud3d3ubu7KyIiQkWLFtW3336bbvnAwECdPHnSgqSAY/zyyy/65ZdfdPjwYY0fP95ubuzYsXr77bctSoYbUbwBAACQJQQHBys5OVkJCQm2R/HixXXy5EmdPXtWc+bMsVt++/btKl26tEVpgfvn7u6u2rVr6+uvv9YHH3xgG1+/fr3c3NwyPPID1uAcbwAAAGR51atXV/PmzVWmTBnVqlVLP/zwg95++239+OOPVkcD7srx48fl5uamwoUL28b8/f2VI0cOxcfHy8PDQ+PGjWNv9wOG4g0AAIAsr0qVKpo7d6769u2ro0ePqnTp0po3b56qVKlidTTgruzYsUNr167V4sWLbWPHjx9X7ty55eHhoS1btigxMVFPPvmkhSlxI4o3AAAA7tgjw76zOsLdeW6mqk/Z+f8/cJHaTFIhSbGS+u+Q+u948Nfn+MRWVkfAA6Rt27YaPXq0PvvsM3Xo0EERERHq0qWLbQ/3mDFjuG/3A4hzvAEAAADgIeHl5aU1a9Zo0aJF8vPz05NPPqnnn39eXbp00eXLl5UvXz61adPG6pi4AXu8AQAAAOA6D8WRHdUGKn+1gZKkD/6VPriWucRLD0f+G2T1IzvY4w0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACY6IEq3rGxsXrhhReUK1cuFSlSRO+9957VkQAAAAAAuC8P1FXNX375Zbm7u+vUqVO6dOmS2rdvL19fX/Xq1cvqaAAAAAAA3JMHpnifOnVKmzZtUkREhNzd3eXj46OFCxeqZcuWFG8AAAAAwEPrgTnUfMeOHWrWrJnc3d1tY2XLllWuXLl05MgRC5MBAAAAAHDvHpg93idOnFDJkiXTjQcFBenYsWMqVaqU3XhiYqISExNtH8fExEj67zzxh01aYpzVEbKdh3E7edixnWc+tvPMx3ae+djOMx/beeZjO898bOeZ72Hdzq/lNgzjlss9MMU7Pj5enp6e6cY9PDwUHx+fbnzChAl655130o0HBASYkg9Zi8//rE4AmI/tHNkB2zmyA7ZzZAcP+3Z++fJl+fj43HT+gSneHh4eiotL/5elqKioDAv58OHDNXjwYNvHaWlpio6OVr58+eTk5GRqVvwnNjZWAQEBioyMlLe3t9VxAFOwnSM7YDtHdsB2juyA7TzzGYahy5cvq0iRIrdc7oEp3sWKFdP333+fbjw8PFyBgYHpxt3c3OTm5mY35uvra1Y83IK3tzc/2Mjy2M6RHbCdIztgO0d2wHaeuW61p/uaB+biavXq1dOGDRuUkpJiG9u/f78SExMzPPcbAAAAAICHwQNTvP39/VW3bl0NGjRIV65cUWRkpHr27Km33nrL6mgAAAAAANyzB6Z4S9KcOXMUHR2tQoUKqWbNmgoNDVX37t2tjoWbcHNz06hRo9Id8g9kJWznyA7YzpEdsJ0jO2A7f3A5Gbe77jkAAAAAALhnD9QebwAAAAAAshqKNwAAAAAAJqJ4AwAAAABgIoo3AAAAAAAmongDAAAAwEMoPj7e6gi4Q1zVHAAAAFlOmzZt5OTklG7cxcVFPj4+qly5sl566SXlzZvXgnSAYxQpUkQRERHKmTOn1VFwG+zxBoDrrFy5UtOmTbN9PG7cOOXNm1eVK1dWWFiYhckAx7p48aLVEQBT9e7dW0eOHJGnp6c6d+6s7t27K3/+/Nq7d6+efPJJnTt3TjVq1NDp06etjgrcsyeeeELvv/++UlNTrY6C22CPN+5aSkqKFixYoM2bNystLU2NGjVS165d5erqanU04L4VL15ca9asUcWKFfXdd99p0qRJ+v7777V27Vq9++672rt3r9URAYdwdXVVUlJShnOhoaH66quvMjkR4FjvvPOOrl69qkmTJtmNjxo1SqmpqRo7dqw+++wzrV+/XkuWLLEoJXB/WrdurU2bNsnd3V3lypWTt7e3cuTIYZv/5ptvLEyH61G8cVdiY2P15JNPKn/+/OrUqZNy5MihpUuX6vjx49qwYYN8fX2tjgjcl4IFC2rfvn3y9PRUzZo19fXXXysoKEhXrlxRoUKFdOXKFasjAvesf//+cnJykmEYmjVrll555ZV0yyQlJWnFihW6cOGCBQkBx/H391dYWJgKFixoN3727FlVr15dkZGRSk5Olr+/v86dO2dRSuD+bNmy5ZbzjRo1yqQkuB0XqwPg4TJ06FBVqFBBn3zyiW3smWeeUb9+/fTGG2/o448/tjAdcP/GjBmjGjVqyNXVVa+//rqCgoIkSf/73//UoUMHi9MB96d69eq2fzs5OalatWrplnF2dlb//v0zMxZgitjYWLm5uaUb9/Lysv1hKWfOnBmeBw48LK4V66ioKO3Zs0ePP/64xYlwM+zxxl0pUKCAwsLCVLRoUbvxkydPqmrVqjp//rxFyQDHuXr1qpycnOTp6Wkb++uvv1SiRAm5u7tbmAxwnOeee05Lly61OgZgmtatW6tly5bpjuz44osvNHPmTG3fvl1//PGHXnnlFf36668WpQTu39ChQ/XFF1/o/Pnzio+PV9++fVWgQAGNHj3a6mi4Dnu8cVeuXr0qHx+fdOO+vr6Ki4uzIBHgeF5eXtqzZ4/CwsLUtWtXxcXFqWzZslbHAhyK0o2sbvLkyXr88ceVmpqqLl26yM3NTatWrdLrr7+uFStWKCIiQl26dNG7775rdVTgnn3wwQfat2+f/vnnH9vv6JMmTVKrVq2UP39+9evXz+KEuIY93rgrLVq0ULt27dSzZ0+78cWLF2vBggX68ccfLUoGOEZycrI6deqko0ePav/+/UpISNArr7yiK1euaP78+XJ25mYQyDrmzJmjNWvW6MyZM0pMTJQkGYYhJycnLiSILOHvv//WsGHDtHHjRklSnTp1NHbsWFWrVs12QbXnn3/eyojAfSlVqpRWr16tcuXKydPT07YjbM+ePXrmmWf0999/W5wQ11C8cVf27t2r5s2ba9SoUbaLq61cuVLDhg3TmjVrVKVKFasjAvdlxIgROnnypD777DN5eHgoPj5eqamp6tChgypWrMhhW8gyhg0bpk2bNmn06NEqWbJkujtTFC9e3KJkAIA75e7urqtXrypHjhx2xTs5OVne3t6Kj4+3OCGuoXjjrh08eFDDhw/X5s2b5eTkpPr162v8+PGqVKmS1dGA+1a8eHFt2bJFjzzyiN1/YEeOHFHTpk0VERFhcULAMfLly6ewsDAKNrK01NRU7d692+6ojmtCQ0MtSgU4Tvny5bVs2TKVL1/etsNAkn7//Xd17txZBw4csDghrqF447aio6MzHL+26Vx/NdC8efNmSibALB4eHrp8+bJcXFzsindSUhLXMkCW4u/vryNHjthdRBDISv78808FBwerSJEievTRR+2O6nByctK8efMsTAc4xqJFizR37lytWrVKRYsWVVxcnCIjI9W2bVsNHDhQL774otUR8f9xcTXcVrVq1Wz3fb3m+rJ9/vx5xcXFadiwYRo3bpwVEQGHqVChgsLCwlSzZk27bX779u0qV66chckAx3rllVc0evRoTZo0yeoogCl69eqlUaNGqXv37lZHAUzTqVMnxcXFqUqVKkpMTFTdunUVERGht99+m9L9gGGPN+7Lp59+qqFDh2r27Nlq37691XGA+7Z+/XoNGTJES5cuVbVq1RQXF6fff/9dHTt21PTp09WiRQurIwIOsXz5co0dO1ZFixZVaGiofHx87C4eyGG4eNh5eXkpOjo6w3t5A1lNUlKS9u3bJ+m/nQhs9w8e9njjnqSkpKh///766aeftGXLFpUvX97qSIBDNG/eXGlpaerQoYMSEhJUpEgR+fr66n//+x+lG1nK2rVr9dhjj0n674iO6zk5OVG88dCrWbOm9u3bp+rVq1sdBTBNnTp11Lt3bz377LOqVq2a1XFwC+zxxl07ffq0QkND5evrqyVLlihPnjxWRwLuy3vvvadBgwalu6pzVFSUpP8uQgUAeLj89ddf6tKli2bOnEn5Rpb122+/6eOPP9b69ev19NNPq1evXqpQoYLVsZABijfuyvbt2/XMM8+oc+fOGj9+PPc0RpYQGhqqsLAwjRs3Ti+88ILVcYBMsXXr1lvON2zYMJOSAOaoWLGioqKidObMGfn7+9tOp+Be9ciK4uLitHTpUn366aeS/rvGQYcOHeTu7m5xMlxD8cYdmz59ukaNGqWPPvpIzz77rNVxAIfavn273njjDSUlJWnKlClq0qSJ1ZEAUz3zzDPas2ePzp49q3r16kmSduzYocKFC6tSpUpatmyZxQmB+3O72z9yKz1kRceOHdOgQYO0ceNG9enThwtoPkAo3ritxMRE9ezZU1999ZWmT5+uypUr33TZa+cLAg+r5cuXa8iQISpdurSCgoLSzU+bNs2CVIDjbdy4UcOGDdPXX38tf39/SdKpU6fUrl07ffjhh6pVq5bFCYG7d+bMGXl4eMjHx8fqKECmSU1N1erVqzV79mydP39eL7/8sl544QV5e3tbHQ3X4eJquK3hw4crMjJSNWrU0MKFC2+6nJOTkzZu3JiJyQDHiouL0969e3X58mU99thjKlOmjNWRANMMHz5c06dPt5Vu6b97e0+dOlWDBg3Szz//bGE64N5UqlRJQUFB2rZtm0qUKGF3+9Nrrh1qfuzYMQsSAo41duxYzZo1S2XLltW4ceNUu3ZtqyPhJtjjDSDbMwxDn3zyiUaPHq2mTZtq/PjxdmUEyIo8PT118eLFdLecSUxMVJ48eRQXF2dRMuDehYWFKXfu3CpVqpTtApk3w4UzkRVcunRJn332mT755BMFBASoT58+at26dYZ/dIK1KN4Asr2KFSsqf/78mjJlCrfiQLZRqlQpffHFF+mu9rxr1y516tRJf//9t0XJAMe7evWqEhMT7cby5s1rURrAHFu3btWcOXO0a9cuvfTSS+rRo4cKFy5sdSz8fxxqDiDbGzt2rIKDg62OAWSqV199Vb169dL69euVP39+SdK5c+fUu3dvDRo0yOJ0wP27ePGi+vTpox9++EGenp7KmTOnbY5DzZEVNWzYUElJSYqKitK8efOUM2dODRs2zOpY+P8o3gCyPUo3sqP+/fvr3LlzKl++vBo3bizDMLR161b17dtXffr0sToecN+6d+8uPz8/RUREKHfu3FbHAUxz4sQJzZs3T1988YUqV66swYMHq1mzZhxu/oDhUHMAALKx06dP6+eff5aTk5Pq1aunggULWh0JcAhvb29FRkZyhXNkaU2bNtXp06fVrVs3vfTSS/Lz87M6Em6C4g0AQDb0v//9TwMHDsxw7t9//1WRIkUyNxDgYOXLl9dPP/3EOa7I0rZt26YGDRpYHQN3wNnqAAAAIPMNGTIkw3HDMFS2bNlMTgM43vjx49W1a1clJCRYHQUwjWEYdrf7XbRokSpXrqzg4GCFh4dbmAw34hxvAACyidy5c8vJyUmGYSg1NVXe3t7pljEMQ3Xq1LEgHeBYP/30k06dOqVixYqpefPm8vHxkbPz/+1zmjZtmoXpAMfo1auX5s6dK0n65Zdf9P7772vZsmX67rvv1KlTJ+3YscPihLiGQ80BAMiGcubMqeTkZKtjAKb57LPPbjnfuXPnTEoCmCdv3ryKiIiQh4eHateurZkzZ6pWrVqKj49X/vz5dfXqVasj4v9jjzcAANnQ6tWrrY4AmIpijezg1VdfVcOGDeXq6qqWLVuqVq1akqT58+eradOmFqfD9djjDQBANlS5cmX98ccfcnHhb/DIuo4fP64RI0Zoy5YtSktLU6NGjTR27Fg9+uijVkcDHObw4cPKkSOHSpYsaRvbsmWLKlWqpDx58liYDNfj4moAAGRDBQsW1PLly62OAZjm8OHDqlevnqpWrarff/9de/bsUZ06ddSwYUMdPHjQ6niAwwQFBalkyZK6evWqoqOjFR0drYoVK4r9qw8W9ngDAJAN9ezZU0uWLFFgYKCqVKkib29v5ciRwzbPhafwsGvTpo2aNm2qAQMG2I1/9NFH+uabb/T9999blAxwnOjoaPXt21c//PCDPD09lTNnTtuck5OTjh07ZmE6XI/iDQBANsSFp5DV5c6dW5GRkfL19bUbv3TpkooWLaorV65YEwxwoNDQUPn5+WnKlCnKnTu31XFwCxRvAACyuX/++UdpaWkqXbq01VEAh8mfP7/279+vQoUK2Y2fO3dOZcqUUXR0tEXJAMfx9vZWZGSkfHx8rI6C2+AcbwAAsqlVq1apePHiatOmjUJCQlS8eHHO+0aW0bZtW02YMCHd+IwZMxQcHGxBIsDxAgICFBcXZ3UM3AH2eAMAkA2tXbtWffr00bJly2y3n/nzzz/Vrl07ffjhh2rTpo3FCYH7Ex0drSZNmqhMmTJ66aWX5OLiouXLl+vXX3/Vli1blC9fPqsjAvdt9erV+uijj7Rq1Sq5u7tbHQe3QPEGACAbql69ut555x21atXKbnzdunV68803FRYWZlEywHHi4+M1e/Zsbdq0yXY7sb59+8rLy8vqaIBD9O/fX5s3b9bZs2fVvHlz+fj4yNn5/w5q5kKZDw6KNwAA2ZCnp6eioqLk4eFhNx4fH6+8efMqPj7eomQAgDvFhTIfHi5WBwAAAJmvQIECCg8PV7ly5ezGIyMj5efnZ1Eq4P4888wzKlGihCZNmqR33nlHTk5ON1125MiRmZgMMAfF+uFB8QYAIBvq2bOn+vXrp7Vr19rOC0xJSdGQIUPUs2dPi9MB9+aRRx6Rv7+/JClXrlwWpwHM9+67795ynj8wPTgo3gAAZENvvvmmwsPDVb58eYWGhsrFxUWrV69W9erVNWLECKvjAfdk8uTJtn8//vjjqlq1qoVpAPPly5dPs2bNkpeXl9q3by9JWrFihZKTk/kj6gOGc7wBAMjGwsLCtHnzZtuFp2rUqGF1JMAhXF1dlZSUlOHcY489xgUEkSXMnDlTW7Zs0dKlS20XVUtNTVXHjh311FNPqUuXLtYGhA3FGwCAbO5aOXF1dbU4CXB/2rRpIycnJxmGobVr16a7ar/03/Z+4MABRUZGWpAQcKxSpUrphx9+UIkSJezGjx49qpYtW+rvv/+2KBluRPEGACCb+vXXXzVo0CAdOHBAklShQgW9//77qlOnjsXJgHuzZcsWSZJhGGratKk2bNiQbhlnZ2eVKVOGiwgiS/Dw8FBUVJQ8PT3txuPi4pQ/f37FxcVZlAw34hxvAACyoV9++UXt2rXTzJkz1bZtW0nSV199pdDQUK1cuVJ169a1NiBwDxo1amT79+uvv273MZAVVapUSevXr1dISIjd+Nq1a1W5cmWLUiEj7PEGACAbatSokXr16qXnn3/ebnzRokWaPXu2tm/fblEywDEMw1BycrLdKRS7d+9WkSJFVKBAAQuTAY6zYcMGderUSZ9//rmaNm0qSVq/fr26du2qL774gj8+PUAo3gAAZENeXl46d+6cvLy87MavXLmiAgUKcHgiHnojR46Ui4uLRo4cqdTUVLVq1UoxMTE6ceKEJk6cqBdffNHqiIBDrF+/Xq+99prOnz8vSSpUqJA++OADPfHEExYnw/Uo3gAAZEPFixfXjh07VLRoUbvxyMhINWrUSMeOHbMoGeAYefLk0d9//y0/Pz9NnTpVhw8f1uzZs/XXX3+padOmOnXqlNURAYeKioqSk5OT8ubNa3UUZMDZ6gAAACDz9e7dWxMmTEg3PnHiRA0aNMiCRIBjFSpUSIcPH9bu3bs1c+ZMTZw4UZLk6+ur5ORki9MBjpcvXz5K9wOMi6sBAJANlSxZUosWLVLbtm313HPPyTAMffnll4qIiNDjjz+ur776yrZsaGiohUmBezN//nwNGjRILi4uWrx4sXx9fSVJkydP1rBhw6wNByDb4VBzAACyoa5du97Rck5OTpo3b57JaYDMEx8fLw8PD6tjAMhmKN4AAADIkq5cuaJPP/1Uu3fv1vz587Vv3z6VLFmS4o0s488//1TVqlWtjoE7QPEGACCbio+PV1hYmKKiopSSkmI3x+HleNidOXNGTZo00VNPPaVZs2YpPj5ekydP1oIFC7R582b5+flZHRG4b66urkpKSspw7rHHHlNYWFgmJ8LNULwBAMiG1q1bp86dO6tmzZrKmzevnJ3/73qrHF6OrODFF19UpUqV9MYbb8jDw0Px8fGSpFGjRik8PFwLFy60OCFwb9q0aSMnJycZhqG1a9eqVatW6ZZJSkrSgQMHFBkZaUFCZITiDQBANlSqVCnNmzdPDRo0sDoKYIp8+fLpn3/+UZ48eeTp6Wm7N31UVJSCgoJ04cIFixMC92bLli2SJMMw1LRpU23YsCHdMs7OzipTpgxHdjxAuKo5AADZUFRUlGrVqmV1DMA0SUlJ8vT0TDfu6uqqxMRECxIBjtGoUSPbv19//XW7j/Hg4j7eAABkQy+++KI+/fRTq2MApmnSpIm+/fZbSf/tGbxm+fLlaty4sUWpAMeaOHGivvjiC7vzvBMTE7V8+XILUyEj7PEGACAbmjJlinr16qXt27erQYMGyps3r1xc/u/XAi6uhofd+++/rxYtWigqKkqSdOTIEa1evVozZ87U+vXrLU4HOMZXX32lSZMmqVWrVnJ1dZUkJSQk6N1335WXl5eeeuopixPiGs7xBgAgG1q7dq1eeuklVa9eXX5+fnalm4urIas4efKkJk6caDsntkGDBnrzzTdVtGhRi5MBjlGnTh1NmTJF9erVsxvfvHmzRo4cqa1bt1qUDDeieAMAkA2VLFlSc+fO1eOPP251FADAPcqVK5diYmKUI0cOu/GUlBTlzZtXsbGxFiXDjTjUHACAbOj8+fOqX7++1TEA03z11Ve3nOd0CmQFnp6eOnv2rIoUKWI3fubMmXRlHNaieAMAkA298MIL+uSTT9S3b1+rowCmuHZhNUlKS0tTbGysNm7cqICAANWsWZPijSyhdevWmjNnjt555x278VmzZql58+YWpUJGKN4AAGRD9erV08iRI7V9+3Y1btxYefLksds7QinBw27+/Pnpxi5duqR27drp2WeftSAR4Hjjx49X/fr1lZqaqk6dOiklJUXz5s3TsmXL9PPPP1sdD9fhHG8AALKhrl273nSOi6shKztx4oRat26tvXv3Wh0FcIgLFy5o/Pjx2rBhg1JTU9WoUSONGDEi3eHnsBbFGwAAANnGlStXVLBgQV29etXqKACyEQ41BwAgmxgyZIj8/f01YMAALVy48JbLvvTSS5mUCsg8ycnJeuedd9SgQQOrowAOZRiGwsPDFRgYaHUU3ATFGwCAbCI8PNz2799+++2Wy1K88bCrWLGinJycbB8nJyfr/Pnzql27thYsWGBdMMDBPvroI40dO1ZRUVFKSEjQ0KFDFRQUpG7dulkdDdfhUHMAAABkOREREXYfu7m5KW/evHJ1dbUoEeB4ixYt0vTp0/Xdd98pICBA8fHxOnXqlFq0aKG33nqLCwk+QCjeAABkU3/99ZfWrl2rM2fOKDEx0W5u2rRpFqUCANypihUrat68eapRo4Y8PT0VFxcnSdqxY4f69u2rPXv2WJwQ11C8AQDIhpYsWaKBAweqW7duevTRR9PtBezcubNFyQDHuPFQ84wYhiEnJyeucI6Hlru7u65cuSIXFxe74p2cnCwfHx/bx7Ae53gDAJANjRgxQl9//bXq1atndRTAFEuWLFGnTp0UHBysF154QZK0cOFCrVu3TosXL5aHh4fFCYH75+/vr8jISJUoUcJu/J9//lHhwoUtSoWMsMcbAIBsyMfHRxcuXFDOnDmtjgKYom/fvgoMDNTrr79uNz5u3DhduHBBU6dOtSgZ4DhTp07V9u3b9eWXX8rb21txcXG6evWq2rZtq5YtW2rw4MFWR8T/R/EGACAb6tKli5o1a2bbEwhkNX5+fjp8+LDy5s1rN37u3DmVL19e58+ftygZ4FhvvvmmvvzyS0VERKhDhw7avn27XnjhBU2YMMHqaLgOxRsAgGzo6NGj6tSpk9q1a6eQkBD5+PjI2dnZNn9jWQEeNt7e3jp69Kj8/Pzsxi9cuKDAwEDFxsZalAxwvNOnT+vnn3+WJNWpU0dFihSxOBFuRPEGACAbuvF8wOs5OTnp2LFjmZgGcLx27drpscce04gRI+zGx40bp7CwMK1cudKiZIDj9O/fX//73/+UI0cOq6PgNijeAAAAyHIiIiLUoEEDPf/883rppZfk5OSkzz77TF988YW2bt2q4sWLWx0RuG+PPvqo1q5dq6CgIKuj4Da4qjkAANnEzW6vlCNHDuXKlUtBQUHq3r276tSpY0E6wLGKFy+uXbt2ady4cXr22Wfl7Oysxo0ba+fOnSpUqJDV8QCHePnll9WkSRO1a9dOVapUkbe3t93e79DQUAvT4Xrs8QYAIJuIiIjIcNwwDMXHx+vnn3/W6NGj9eGHH/LLGgA8BLp27XrTOScnJ82bNy8T0+BWKN4AAMBm8+bN6tu3rw4ePGh1FADAbaxYsULt2rXL8GgmPFgo3gAAwCY5OVk+Pj6Ki4uzOgoA4Dby5Mmj8PBw+fr6Wh0Ft+F8+0UAAEB2sX37dpUuXdrqGACAOzBlyhQFBwfrq6++0tGjR3X+/HlFR0fbHnhwsMcbAIBsIiws7KZzycnJ+v333zV27FgtXbpUjRo1ysRkgOP973//08CBAzOc+/fff7nPMbIEbg358KB4AwCQTTRp0iTDcWdnZ7m5ualYsWLq2rWratWqlcnJAMdzdXVVUlJSunHDMOTr66uYmBgLUgHIrridGAAA2cSmTZusjgCYKnfu3HJycpJhGEpNTZW3t3e6ZQzD4JZ5yFJSUlK0YMECbd68WWlpaWrcuLG6dOkiV1dXq6PhOuzxBgAAQJaTM2dOJScnWx0DMFVsbKyefPJJ5c+fX506dVKOHDm0dOlSHT9+XBs2bOCiaw8QijcAAACynO+//14tW7a0OgZgqj59+ig5OVmffPKJ3Xi/fv2UmJiojz/+2KJkuBHFGwAAAFlOamqq+vbtq3Hjxil//vySpPPnz2v06NGaMWMG9z1GllCgQAGFhYWpaNGiduMnT55U1apVdf78eYuS4UbcTgwAAABZzgcffKBLly7ZSrck5c+fX6dPn9a0adMsTAY4ztWrV+Xj45Nu3NfXV3FxcRYkws1QvAEAAJDlfPrppxo3bpzdmJOTk8aPH8/ht8gyGjRooKVLl6YbX716terWrWtBItwMVzUHAABAlnPixIkM73FcqlQp7m2MLGPSpElq3ry5UlNTbRdXW7lypYYPH65vv/3W6ni4Dnu8AQAAkOUULlxYR44cSTd+6NAh5c2b14JEgONVqlRJGzZs0Pfffy9/f38VLlxYS5cu1XfffacqVapYHQ/X4eJqAAAAyHJGjRql/fv3a+XKlbYxwzAUHBysMmXKaNKkSRamA5DdULwBAACQ5SQnJyskJESXL19Wx44dlZKSooULFypXrlxau3at3N3drY4I3LO4uDidPn1ajz76aLq5U6dOycPDgyM7HjAcag4AAIAsJ2fOnFqzZo1ee+01/fXXXzp06JBef/11/fTTT5RuPNRSU1PVvHlzLVy4MMP5ZcuWqVGjRkpISMjkZLgV9ngDAAAAwENi5syZ+u6777R27dqbLhMaGqpq1appxIgRmZgMt8IebwAAAGRZe/bs0fz58yWJ+xojS/j888/19ttv33KZ4cOHa9myZZmUCHeCPd4AAADIcpKTk9WpUycdPXpU+/fvV0JCgl555RVduXJF8+fPl7Mz+5/wcPL19dW5c+fk6up602WSk5OVN29eXb58OROT4VZ4xwEAAECWM3r0aLm7u+v333+Xk5OTJGnatGm6cuWK3n33XYvTAffOxcVFKSkpt1wmKSmJPy49YPhuAAAAIMtZtGiR3nnnHUmyFe8cOXJo4sSJtkPPgYdR1apV9cMPP9xymU2bNnEf7wcMxRsAAABZzrlz51S0aNF048WLF9f58+ctSAQ4Rr9+/TR06FDFxsZmOB8fH6+33npLffv2zeRkuBWKNwAAALKcChUqKCwsTJJ0/SWNtm/frnLlylkVC7hvwcHBatasmerXr6/ffvvNbu7AgQN6/PHHVa1aNT377LMWJURGXKwOAAAAADja2LFj1bNnTy1dutR2qPnvv/+uXr16afr06RanA+7PjBkz9PHHH+u5556TYRjy9/fX2bNnlZCQoKFDh+qVV16xOiJuwFXNAQAAkCV9//33GjJkiA4cOKBChQrJ19dXkydPVqtWrayOBjjMsWPHdPbsWeXPn1+lSpWyOg5uguINAACALC0qKkqSlC9fPouTAMiuOMcbAAAAWU7lypVtt1zKly8fpRuApSjeAAAAyHIKFiyo5cuXWx0DACRxqDkAAACyoJ49e2rJkiUKDAxUlSpV5O3trRw5ctjmp02bZmE6ANkNVzUHAABAllO/fn3Vr1/f6hgAIIniDQAAgCzo999/1//+9z+7vdwAYBXO8QYAAECWs3btWv3zzz9WxwAASezxBgAAQBb08ssvq0mTJmrXrl2G53iHhoZamA5AdsPF1QAAAJDldO3a9aZzTk5OmjdvXiamAZDdUbwBAAAAADAR53gDAAAgSzp+/Lg6deqkokWLqkiRIurYsaOOHj1qdSwA2RDFGwAAAFnO4cOHVbduXVWpUkW///679uzZozp16qhhw4Y6ePCg1fEAZDMcag4AAIAsp02bNmratKkGDBhgN/7RRx/pm2++0ffff29RMgDZEcUbAAAAWU7u3LkVGRkpX19fu/FLly6paNGiunLlijXBAGRLHGoOAACALMfNzU0JCQnpxpOSkuTq6mpBIgDZGcUbAAAAWU7btm01YcKEdOMzZsxQcHCwBYkAZGccag4AAIAsJzo6Wk2aNFGZMmX00ksvycXFRcuXL9evv/6qLVu2KF++fFZHBJCNULwBAACQJcXHx2v27NnatGmT0tLS1KhRI/Xt21deXl5WRwOQzVC8AQAAkCXFxMTIx8fHbiw2Nlbe3t4WJQKQXXGONwAAALKciIgIVa5cWefOnbONnTlzRlWrVtW///5rYTIA2RF7vAEAAJDldOrUSXXr1lXfvn3txj/88EPt3r1b8+fPtygZgOyI4g0AAIAsp0CBAjpy5Ei6Q80vXbqkMmXK6MyZMxYlA5Adcag5AAAAspyrV68qZ86c6cZdXFwUGxtrQSIA2RnFGwAAAFlO1apVtXHjxnTjP/30k8qVK2dBIgDZGcUbAAAAWc7bb7+tV199VX/99Zdt7M8//1T//v01YsQIC5MByI44xxsAAABZ0pdffqnXX39d/v7+SklJUWRkpMaPH6/u3btbHQ1ANkPxBgAAQJaVkpKiffv2KTU1VRUrVpSbm5vVkQBkQxRvAAAAAABM5GJ1AAAAAMAMf/31l9auXaszZ84oMTHRbm7atGkWpQKQHVG8AQAAkOUsWbJEAwcOVLdu3VS6dGm5urpaHQlANsah5gAAAMhySpQooUWLFqlevXpWRwEAijcAAACyHh8fH124cEE5c+a0OgoAcB9vAAAAZD0hISFatmyZ1TEAQBJ7vAEAAJAFHT16VJ06dVK7du0UEhIiHx8fOTv/3z6nvHnzWpgOQHZD8QYAAECWU6JEiZvOOTk56dixY5mYBkB2R/EGAAAAAMBE3E4MAAAAWUJ0dPQdL8uh5gAyE3u8AQAAkCWUKFFCTk5Out2vtxxqDiCzUbwBAAAAADARtxMDAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAIJP99ttv+v77762OASCTULwBPDQ2b96s1q1b3/frLFiwQP369ZMkdenSRStWrLjv13S0WbNmqXPnzraPp02bdsvlbzefkePHj6tChQp3/byMPPLII7pw4cIdjz8opk2bpuLFi8vX11fPPfeczp8/f8vl9+zZo8aNGyt37tyqVKmS1q9fb5vbvHmznJ2d5erqqoCAAA0YMEDx8fG3fL3GjRvr999/v+/1yJUr132/xp0YPXq0pkyZkuHcwYMH9cgjjzjktRzJUe8bt1OjRg1Nnz79jpe/k/UPDw9XixYtlDt3bgUFBWnp0qXplvH395eLi4vtMWnSJNvcvHnz5OLictc/5458b7idu32PuNP37K+//lq+vr568sknJZn3M5JRnlGjRilHjhy33O7S0tLUu3dvXb58+a4/T2pqqho2bKg8efLYvQcBeLBRvAHgAbR8+XI988wzto9XrFihzZs3Z7hsbGysRo8erZSUlExKlzUsX75cs2fP1k8//aR///1XJUqUUJcuXW66/NWrVxUcHKyBAwcqKipKixcv1htvvKHDhw/blnnqqaeUlJSkP//8U5cuXdLo0aPNX5EHxPLly9W+fXurY1imVKlSKlCggMNezzAMPf3003r88cd14cIFLVu2TMOHD9evv/5qW+bSpUtyc3NTSkqK7TFkyBDbfLdu3fTPP/84LNPDZP78+frss8+0ZMmSTP/c77zzjjZs2HDLZWbPni0/Pz916NDhrl9/z549unr1qs6cOaPatWvfa0wAmYziDQAPmLNnz2rv3r22PTXSf3u+3n///QyX/+STT3Tx4kVFRERkVsQswdPTU19++aVKlSolT09PDR06VFu2bLnp8n/99ZcCAgLUtm1bubq6qmLFigoODs7wUNH8+fNr5MiR+vHHH81chQfKjX8sym6WLFmiZ5991mGvd+nSJfXr109DhgyRm5ubKleurODgYG3fvt22zIEDBxQUFOSwz5mVxMbGyt/fX/nz57c6SjoXLlzQuHHjNHPmzHt6fmxsrAoXLiw3Nzf5+Pg4OB0As1C8AThcrly5tG/fPtWuXVteXl5q3ry5zp8/rwMHDqhBgwbKlSuXnnrqKZ07d87ueVOnTlVgYKDc3NxUvnx5ff7557a5oUOH6oknntDatWvl4uKiP/74Q9J/eyFfffVVFShQQLly5VKbNm0UHh5+z79shYWF6YknnpCHh4f8/f01evRorVq1yrYn9Nphq8uXL9ejjz4qb29v9e/fX2lpafr6669VpkwZ+fr6asCAAUpNTbW97t3k/Oqrr9SqVSu5urpKkpKSkpSWlqajR4/a7V2V/jvkcObMmapRo4bCw8Pt5hYtWqRy5crJzc1Njz76qN5//30ZhiHpv0PZS5YsqQMHDsjFxUVfffWVJCklJUWjRo1SQECAPD091bhxY+3evVvVq1fX8ePH7+lrer0vv/xSFSpUkLu7u8qXL68vv/xSr7/+uhYsWCDpv8NvJ02apJEjRyp//vwqXLiw5s2bJ8MwNGbMGBUsWFCFCxe2LX/NsWPH1LZtW+XKlUt+fn569dVXtWvXLjVu3PimWVq1aqWKFStKkv79918NGTJEzZs3v+ny5cuX19mzZ7Vw4UIlJibqt99+04IFC1SwYMEMl4+JiVGOHDnu+GvTuHFj7dixQ4MGDVK+fPlUsGBBffDBB7b5c+fOqUmTJvLy8lL79u118eJF28/D1atX5eLiog8++EALFixQjx491KxZM1WsWFGGYWR4OO/1p1xcs2vXLjVv3ly5c+eWj4+P2rRpoz179kiSateurXfffVdDhw6Vr6+v3fP++usvXb58WTVr1rQbX79+verVqydPT0/lz59fzz//fLrtaO7cuQoMDJS3t7e6deumhIQEu/lbvS9cc/r0aXXt2lV+fn7y9PRUrVq1tHLlygy/zjNmzFDp0qUVERFhO6T6wIEDatq0qby8vFS4cGENHTpUiYmJds/bu3evmjdvbluXXr16KSYmxjbfunVr21Ept/te3upreU2ePHnUq1cvSf+9B/z4449auXKlHn/8cdsyBw8edHjxvtl7Q1pamsaNG6fixYvL3d1djz32mL777jvb8zLa7q5lHzVqlAIDA+Xu7q7SpUvrvffesztC59KlS+rcubO8vb1VvHhxLV68+JYZ09LSNGnSJD3yyCPy8PBQnTp1tG3bNtt8cHCwtmzZotq1a+uJJ57I8DXmzJmjoKAgubm5qWzZsuneU6Tbv18VKlRICxcu1LPPPqsqVarcyZdX0n//n/Xp00ePPvroHT/nmj/++MPu/8Jb/bEQwAPGAAAHc3V1NerWrWv8/vvvRlxcnNG3b18jODjYaNCggfHHH38Y8fHxxqBBg4wuXbrYnjN8+HCjbdu2xpEjR4zExETj119/NapXr27MmDHDtsymTZuMVq1a2T5OSUkxGjVqZDz77LPGP//8Y1y+fNn48ssvjSpVqhheXl43zTd//nzjlVdeMQzDMDp37mwsX77cMAzD2LNnj+Hn52fMmTPHuHjxohEZGWn069fPKFu2rNG5c2dbhqJFixqtW7c2Tp48aZw5c8aoU6eO0atXL6N169bGqVOnjHPnzhkNGzY0FixYcE85mzRpYqxevdr28d9//23UqVPHmD17tvHyyy/bLbt06VIjNDTUGDJkiDFnzhzb+Jw5c4x69eoZe/bsMZKSkox9+/YZzZs3N15//XXbMuHh4Ub58uXtXq9Tp07G448/buzbt8+4evWqsW7dOqNSpUpG4cKFjfDw8Jt+TYsXL26cP3/+luOffPKJUaJECeOHH34w4uLijL179xpNmjQxypQpY8yfP98wDMMYNWqUUbx4cWP48OHGlStXjLCwMMPPz8/o3bu38eabbxpXrlwx9u7daxQuXNg4evSoYRiGcfLkScPf398YN26cce7cOePs2bPGmDFjjPLlyxuNGjW6aeZrVq1aZUgyPDw8jD179txy2R07dhguLi6GJEOS0a5dOyM5OdkwjP/bPpOTk419+/YZDRo0MKZNm3bL12vUqJHx22+/2f5dpUoVY8qUKbavT2BgoLF27VrDMAxj6NChxjvvvGNcvnzZeP/9941//vnH9jrXb0fz5883PDw8jM8//9xITExM9324frlrPweGYRhbt241ChcubCxYsMCIjo42rly5YixevNjw9/c3jhw5YhjGf9+fyZMnp1uPd955xxg0aJDd2NKlS43ixYsbq1atMi5fvmxER0cbM2bMMAICAozo6Ghj1KhRRsWKFY2OHTsa586dM86cOWM8/fTTxpAhQ2yvcSfvC+fOnTMCAwONESNGGJGRkUZSUpKxdetWo1KlSsaiRYvs3jfGjRtnVKpUyTh9+rRhGP/9DBQoUMCoUqWK8d133xlXr141Dh8+bAQHBxutW7e2fY4DBw4YBQsWND766CPj0qVLRkREhNGtWzejZs2atq9xq1atjE2bNt3R9/JWX8uMVKlSxZBkdOrUyUhLS7ONDxgwwChYsKCRJ08eo3Llysa6devSPTejn/Pbyeg53bt3Nxo1amTs3bvXuHLlivHtt98aRYsWNVauXGkYRsbbXVpamtGqVSujbdu2xv79+42kpCTj8OHDxjPPPGP06NHDMIz/ts0aNWoYCxYsMBISEoxt27YZBQoUMPbv359hts6dOxtBQUFG//79jRMnThixsbHG4sWLjQIFChjbtm2zLXf9z5Zh2P+MjBkzxqhUqZLxyy+/GHFxccaWLVuMoKAgY+rUqbZl7uT96lqea/+HXO/G/6+u2bVrl+Hk5GQEBAQY+fPnNyZNmnSzb0O69b72eW722gAebBRvAA4nyfj+++9tH//777+GJLtfCq/9smwYhnHq1CmjRIkStl/Wrl+mcOHCRkpKimEY6X/ZWLZsmVG3bl27X0QNwzBWr15t3Orvijcr3k899ZQxe/bsdMuHhITYFW93d3fj4sWLtvklS5YYHh4eRnR0tF22bt263XXOc+fOGXny5DESEhJsY+vXrzc6duxoxMXFGQEBAca5c+dsc7Vq1TJ27NhhzJo1yxg2bJhhGIaRkJBgFC1aNF3RSkxMNIoWLWp7/o2/XO/atcsIDAw04uLi7J4XFhZmODs731fxTkhIMAoUKGDs27fPbv7y5ctGQECAXfGuVauW3TIvv/yyUbt2bbuxvn37GgsXLrT9+9q6X2/QoEF3VLwNwzDOnDljTJo0yfD39zcuXLiQ4TIRERFGsWLFjM8//9y4cuWKsXPnTqNfv3627/umTZsMZ2dnI0eOHIYkI3/+/MYvv/xyy897Y/Hu3bu33fzMmTONvn37GoZhGG+++abxwQcfZPg6NxbvcuXK2c3fSfGuUqWKsX79+nSvfa2kGsbNy2LFihWNn3/+2fZxUlKS4e/vn+77ff3rjRo1yihXrpzdz8WhQ4ds2e/0fWHgwIHG8OHD032eixcvGvHx8bb3jaFDhxq1a9e2+zkNDw83nJyc7AqaYRhGcnKyUbVqVdv7WJs2bezK/jUtW7a0/cHrxuJ9q+/ltfW/0+IdHx9v/PLLL0aNGjWMsWPH2sZ/+OEH4+jRo0ZiYqLx008/GUWKFDEOHDhg91xHFO8//vjDeOSRR4wrV67YLffLL78YAQEBRmpqaobb3apVq4z69esbqampduOpqanG2bNnDcP4b9ucOHGi3fywYcNuWkg7d+5shISEpBtfvny53XvHzYr36dOnDT8/P+PUqVN2zz927JiRP39+4+LFi3f8fnUtz90U72bNmhm9evUyLl68aOzevdsoWbKk8c0332S4rjeuN8UbeLhxqDkAU1x/iK+fn58kqUGDBraxfPnyKSoqSpL0888/KyIiQt7e3nJ3d7c9AgICdP78+XSHUF+zZcsWPf/883JycrIbb926tby8vO4689atW/X888+nG7/xvM3KlSvbHR7q5+enChUqKE+ePBmu393k/Oqrr/TUU0/Jzc3NNhYeHm47pLJr16628wJ37NghSapbt66KFy+uY8eOSZL27dunU6dOqWjRonZfT29vb509e9Z26PCNtmzZotDQUHl4eNiNV61aVaVLl87wOXdq3759KlasWLorJefKlUutWrWyG7vx8HA/Pz+7bUdK//Xt1KlTus95N+fbFixYUG+88YaeeuopLVq0KMNlPvjgA/Xs2VOdOnWSl5eXatasqRdffFE9e/a0LdOyZUulpKTo8uXLmjt3rkJDQ296UbyMhIaG2n1csmRJnTlzRpI0cOBALVmyRL169VJ0dPQtX+dODntNS0uz/Ts6OlqnTp2yu67ANYUKFbrl6xw+fFgXL160u8jTvn37VKRIkQyvjH3967Vt29bu5yIwMNC2vnf6vrBhw4YMv/++vr5yd3eXJP3444/aunWrfvzxR7ufU+m/r3H16tXtxlxcXNShQwfbYbybN2/Wiy++mO5zvPjiizf9/t7qe3m33N3dVbt2bX399dd2h6w3a9ZMgYGBcnV11RNPPKGhQ4fq008/vafPcSubNm1SaGhouver2rVry8PDw3YBtxu3uw0bNqhjx45ydrb/ddPZ2dnuQnQ3fq2u3w4ycuPy18b279+f7lSFG+3YsUMNGjRQkSJF7MZLlCihxx57TLt27bqr96u7ER0drYMHD2r69Ony9fVV5cqVNXXqVH300Uf3/JoAHh4UbwAOd+0X5GtcXFzk5uYmT09P25izs7PdOX7PPPOMEhIS0j2Sk5NVsmTJDD+Pk5OT7TzCGxnXnct8/a121q5de9PcNxbjm7nxF3cXFxflzZvXbuz69buTnNdkdIGqa8Vbkl555RXNmzdPCQkJ+uCDD/Taa69J+u+WPNf/gaJmzZoZfj2TkpLUtGnTDLPcKuc1184rvPaYNWvWLZe/m9e+xpFf32ueffZZu9xXr17Vzp070y1XuXJlnT59OsPt5vDhw+n+AFC9enX99NNP6V4nV65cCgkJ0TvvvKNZs2bZzsG+9rjZHwVuvFCSq6ur7VxjPz8//fLLLypXrpzq1Kmj06dP33R9vb297T52c3NTcnKy3VhsbKzt36mpqXbXJLgb165mfv3PT2pq6h1dZf/G9c2ZM6fdudV38r5wJ5/L399fJ06c0IEDB9LN3el2mdH5+jly5LD7A8b1bvW9vNG186mvPYYOHarjx4+n+x77+/srR44cN71NXWBgoE6ePHknq3NX0tLS5OLikuHc9V+DG7c7R20HN7qfOzjcybrczfvV3Th69KhKly6tnDlz2sYqVarEhTGBbILiDcDhMvoF9Wa/6EhSnTp1tH379nT3Mz116pTdrXFu1LhxYy1ZsiTdL75r1qxRXFycJKlv3752t9p56qmnbvp6jRo1yvCiPl9++aXdx3e7fneSU5LOnz+vsLCwdBf4Cg8PV/HixSVJBQoUUPPmzTVq1Cjt2bPHtuenePHituJdoUIFRURE6MSJE3avc+XKFfXp0+emRaFx48b6+uuv7TJJ0p9//qm///5b0n+3y7r+69m3b9+brvf1KlasqJMnT2r//v3pMt34x5B7+fpmtJf6+u/bl19+aZfby8tLnTp10pEjR+ye89tvv6lcuXIZbjeBgYE6dOiQ3fJ79uyxHdGREW9vbzk7O8vLy8vu9W7cpq65cc/gjVxcXDRgwACFhIToiy++uOlyN34NCxUqZDsi4pprF82S/iv1BQoU0OrVq9O91u320mb0x6KKFSsqMjLSdhHE611fJm+1vnf6vtCwYUPNnz8/3fMvXbpk2/tZrlw5LVu2TO3bt7e7Krj0Xxm68V7q175HjRo1kiTVr1/f7ut1zdKlS23L3Oh238vrlS9f3m77eO+997Rjxw69/vrrdssdP35cuXPnloeHh8aMGaNvvvnGbn779u33fXRKRho1aqRvvvlGSUlJduN//vmnLl++bPucN253DRs21Oeff57ujzppaWl2F9e8m6+VpAy3/RUrVqhixYp2f/TNSN26dbVt27Z0R42cOnVKv//+u2rWrHlX71d3o2jRojp8+LDdH8H27dunEiVK3PNrAnh4ULwBWM7f318vvPCCQkJCdPDgQSUlJWnHjh1q3ry53S+Rzs7Odr+whISEyMPDQ88//7yOHTumK1euaNmyZRo7duw9HWo+YcIEjRo1SnPnzlVMTIxOnjyp/v376+jRo/e1fnea8+uvv1aLFi3S/eJ4/R5vSRo8eLAmT56s/v37237RvfY6ly9flru7u0aOHKm2bdvqt99+U1JSkvbs2aOnnnpK+fPnt/2Se+PXs1q1amrQoIHatGmj/fv3Kz4+XuvXr1ePHj1ue7jx7bi6umrixIl6+umn9eOPPyo+Pl779u1TcHCwcufOfV+v/eabb2rx4sUaP368Lly4oPPnz2vs2LHatGnTLZ83aNAgde/eXceOHdPVq1c1e/Zs7dy586Z7o/v166exY8dq/fr1SkhI0O7du9W5c+d0VwaX/itu27dv1xtvvKGOHTve1/pdM3r0aP3xxx+Kjo7Wjh07bH+Mkf7ba3uzP6hI/13B/a233tKpU6cUGxur/v3769KlS3bLTJ06Vd27d9f8+fMVHR2tq1evauHChapRo4btZ+DGbebIkSOKiopSnTp17F7L3d1dEyZMUHBwsL7++mtdvnxZFy9e1Icffqi6deum+9wZudP3hbfeektffvmlhg0bpsjISCUnJ2vz5s2qX7++3R8S6tatq6+++krPP/+83bZRoEAB9enTR2vXrlVcXJz+/vtvtWvXTkWKFFGLFi0k/ffeMGzYMH3++ee6fPmyTp48qX79+ik8PFxdu3a97bpk5Mav5Y3atm2rXbt26bPPPlN8fLwOHTqk5557Tm+//bYk6bHHHtPAgQO1e/duxcXFacGCBfr000/Vp0+fe8pzq2w1a9ZUtWrV1L59ex0+fFhxcXFat26dQkNDNXny5JsW5/bt28vLy0vBwcHav3+/UlJSdOjQIbVr106jRo26oyzR0dGqX7++3R/Jzp8/rx49eujEiRO6fPmyPv/8c/Xr1++mt1y8nr+/v7p166bWrVvrzz//VEJCgn7++We1bNlSr732mvLmzXtX71e3+z5er3DhwqpZs6bt52/v3r0aPHiwBgwYcEfPB/Bwo3gDeCBMnDhRLVq0UOvWreXt7a3evXvrzTffVI8ePWzLlClTRgcOHLCdR+js7Kxvv/1WBQsWVJ06dVSoUCF9+eWXWrVq1W33emSkQoUKWr9+vZYtW6bChQurdu3aKlq0qMaMGXNf63anOVesWJHhfZCPHz9uV7LKli2rjh07qnv37nbLXX+ed58+fTRgwAB17txZuXPnVrt27dSuXTu7dSlcuLBcXFzszlf/9NNP1bBhQ7Vs2VL58uXTlClTtGjRIhUuXPi261moUCHbobIZFfUuXbrovffe0+DBg5UnTx698MILGjhwoK3c3KvChQtr69at+u2331SiRAmVK1dOsbGx+uSTT275vD59+qhVq1Zq0qSJ/Pz89M0332jt2rV259dfr2zZspo7d66GDBkiX19fPffcc+rRo4deffVV2zLXDsX39PRUr169NHbsWAUHB9/X+l1Tv359PfvssypRooSqVKlid55r3bp15ePjc9PDjAcPHqzy5curXLlyKlu2rIoVK6bBgwfbLdOiRQutWLFC8+fPl7+/vwICArRq1SqtX7/edtujOnXqaPz48baisHz5crVr1y7D0zR69OihDz/8UGPHjpWfn5+CgoIUFhambdu23fQWWje6k/cFf39//fzzzwoPD1fFihWVJ08evfXWW5owYUK6P6LUqFFD33zzjbp06WK7x3r+/Pn1xRdfaNasWbbrCZQsWdLudmSVK1fWt99+q88++0wFCxZU5cqVFR8frw0bNtzTe42U/mt5Iy8vL61Zs0aLFi2Sn5+fnnzyST3//PO2Wxu2atVKw4cPV7t27ZQ3b17NmTNHq1evTnfu8r3I6L1hwYIFqlatmpo2bao8efJo2LBhmjp1qp577rmbvk6OHDm0du1alSlTRs2bN1euXLkUGhqqBg0aaMaMGXeUJSEhQYcOHbK7ddvw4cNVrlw5NWjQQH5+fpozZ45WrVqlunXr3tFrjh07Vs8//7w6dOggb29vde3aVf369dPQoUNty9zp+1WDBg3UvXt3TZky5Y4+94IFC3T16lUFBgaqQ4cOGjVqlJo1a3ZHzwXwcHMyzDiJBQBwV6KiolSyZEmdPn36nn+RBzJb1apVNX36dNWvX9/qKPfk+PHjat26dbpDigEAcDT2eAPAA+DChQv68MMPKd14aCQmJqpdu3aqV6+e1VFwl66/kNv1j/z581sdLdt69913b/p9mTZtmtXxADgAe7wBAEC2xB5vAEBmoXgDAAAAAGAiDjUHAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAEz0/wAjfIGsqemHPgAAAABJRU5ErkJggg==","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["for col in df.columns[5:]:\n","    df = clean_up(df, col)\n","    print(\"*\" * 10, col, \"*\" * 10)\n","    print(df[col].nunique())\n","    print(df[col].value_counts())\n","    plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n","\n","\n","def calc_metrics_for_col(df, col):\n","    y_true = df[\"label\"]\n","    y_pred = df[col]\n","    try:\n","        accuracy = accuracy_score(y_true, y_pred)\n","        precision = precision_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n","        recall = recall_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n","        f1 = f1_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n","    except Exception as e:\n","        print(e)\n","        accuracy = precision = recall = f1 = np.nan\n","\n","    return accuracy, float(precision), float(recall), float(f1)"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n","  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_88550/1887142834.py:18: 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([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\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>accuracy</th>\n","      <th>precision</th>\n","      <th>recall</th>\n","      <th>f1</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.000000</td>\n","      <td>meta-llama/Meta-Llama-3-8B-Instruct_torch.bflo...</td>\n","      <td>0.175333</td>\n","      <td>0.569066</td>\n","      <td>0.175333</td>\n","      <td>0.214274</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.333333</td>\n","      <td>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...</td>\n","      <td>0.620333</td>\n","      <td>0.663582</td>\n","      <td>0.620333</td>\n","      <td>0.636363</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.666667</td>\n","      <td>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...</td>\n","      <td>0.561333</td>\n","      <td>0.700051</td>\n","      <td>0.561333</td>\n","      <td>0.611304</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1.000000</td>\n","      <td>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...</td>\n","      <td>0.620333</td>\n","      <td>0.681920</td>\n","      <td>0.620333</td>\n","      <td>0.640515</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      epoch                                              model  accuracy  \\\n","0  0.000000  meta-llama/Meta-Llama-3-8B-Instruct_torch.bflo...  0.175333   \n","1  0.333333  meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...  0.620333   \n","2  0.666667  meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...  0.561333   \n","3  1.000000  meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...  0.620333   \n","\n","   precision    recall        f1  \n","0   0.569066  0.175333  0.214274  \n","1   0.663582  0.620333  0.636363  \n","2   0.700051  0.561333  0.611304  \n","3   0.681920  0.620333  0.640515  "]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = pd.DataFrame(\n","    columns=[\"epoch\", \"model\", \"accuracy\", \"precision\", \"recall\", \"f1\"]\n",")\n","for i, col in enumerate(df.columns[5:]):\n","    accuracy, precision, recall, f1 = calc_metrics_for_col(df, col)\n","    new_model_metrics = {\n","        \"epoch\": i / 3,\n","        \"model\": col,\n","        \"accuracy\": accuracy,\n","        \"precision\": precision,\n","        \"recall\": recall,\n","        \"f1\": f1,\n","    }\n","\n","    # Convert the dictionary to a DataFrame and concatenate it with the existing DataFrame\n","    perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","\n","perf_df"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"data":{"image/png":"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size 1200x500 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# plot metrics for each model\n","import matplotlib.pyplot as plt\n","\n","fig, ax = plt.subplots(1, 1, figsize=(12, 5))\n","\n","perf_df.plot(x=\"epoch\", y=[\"accuracy\", \"precision\", \"recall\", \"f1\"], kind=\"bar\", ax=ax)\n","\n","# add values on top of bars\n","for p in ax.patches:\n","    ax.annotate(\n","        f\"{p.get_height():.3f}\",\n","        (p.get_x() + p.get_width() / 2, p.get_height()),\n","        ha=\"center\",\n","        va=\"bottom\",\n","        fontsize=10,\n","    )\n","\n","# add title and labels\n","# ax.set_title(\"Metrics for different settings\")\n","# ax.set_ylabel(\"Value\")\n","ax.set_xlabel(\"Epoch\")\n","# rotate x labels\n","plt.xticks(rotation=0)\n","\n","# set legend at the right to avoid overlapping with bars\n","plt.legend(loc=\"center left\", bbox_to_anchor=(1.0, 0.5))\n","# plt.tight_layout()\n","\n","plt.show()"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"results/mgtv-llama3_p2_en_full_metrics.csv\", index=False)"]}],"metadata":{"accelerator":"GPU","application/vnd.databricks.v1+notebook":{"dashboards":[],"environmentMetadata":null,"language":"python","notebookMetadata":{"pythonIndentUnit":4},"notebookName":"07_MAC_+_Qwen2-7B-Instructi_Unsloth_train","widgets":{}},"colab":{"gpuType":"T4","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.9"}},"nbformat":4,"nbformat_minor":0}