{"cells":[{"cell_type":"code","execution_count":25,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n","The autoreload extension is already loaded. To reload it, use:\n","  %reload_ext autoreload\n"]}],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":26,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\n","    try:\n","        from google.colab import drive\n","        drive.mount('/content/drive')\n","        workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n","    except ModuleNotFoundError:\n","        workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":27,"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":28,"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":28,"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":29,"metadata":{},"outputs":[],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":30,"metadata":{},"outputs":[],"source":["model_name = \"Llama3.1-8B-Chinese-Chat\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":31,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 16 columns):\n"," #   Column                                                                 Non-Null Count  Dtype \n","---  ------                                                                 --------------  ----- \n"," 0   text                                                                   3000 non-null   object\n"," 1   label                                                                  3000 non-null   object\n"," 2   title                                                                  3000 non-null   object\n"," 3   puzzle                                                                 3000 non-null   object\n"," 4   truth                                                                  3000 non-null   object\n"," 5   shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf                 3000 non-null   object\n"," 6   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf   3000 non-null   object\n"," 7   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf   3000 non-null   object\n"," 8   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf  3000 non-null   object\n"," 9   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf  3000 non-null   object\n"," 10  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf  3000 non-null   object\n"," 11  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-210_torch.float16_lf  3000 non-null   object\n"," 12  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-245_torch.float16_lf  3000 non-null   object\n"," 13  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-280_torch.float16_lf  3000 non-null   object\n"," 14  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-315_torch.float16_lf  3000 non-null   object\n"," 15  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-350_torch.float16_lf  3000 non-null   object\n","dtypes: object(16)\n","memory usage: 375.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-210_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-245_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-280_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-315_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-350_torch.float16_lf']"]},"execution_count":32,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":33,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:359: 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","  # Plot accuracy and f1 on the same chart with different markers\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","      <th>ratio_valid_classifications</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.0</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.fl...</td>\n","      <td>0.707000</td>\n","      <td>0.763109</td>\n","      <td>0.707000</td>\n","      <td>0.724394</td>\n","      <td>0.392333</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.709000</td>\n","      <td>0.798722</td>\n","      <td>0.709000</td>\n","      <td>0.742796</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.716333</td>\n","      <td>0.805866</td>\n","      <td>0.716333</td>\n","      <td>0.748781</td>\n","      <td>0.999333</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.699667</td>\n","      <td>0.802722</td>\n","      <td>0.699667</td>\n","      <td>0.737094</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.771667</td>\n","      <td>0.809219</td>\n","      <td>0.771667</td>\n","      <td>0.786429</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>1.0</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.780000</td>\n","      <td>0.810583</td>\n","      <td>0.780000</td>\n","      <td>0.792465</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>1.2</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.731333</td>\n","      <td>0.815778</td>\n","      <td>0.731333</td>\n","      <td>0.762881</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>1.4</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.751000</td>\n","      <td>0.812586</td>\n","      <td>0.751000</td>\n","      <td>0.774542</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1.6</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.739000</td>\n","      <td>0.809738</td>\n","      <td>0.739000</td>\n","      <td>0.766233</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>1.8</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.723667</td>\n","      <td>0.814553</td>\n","      <td>0.723667</td>\n","      <td>0.758043</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>2.0</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.729333</td>\n","      <td>0.815118</td>\n","      <td>0.729333</td>\n","      <td>0.761670</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    epoch                                              model  accuracy  \\\n","0     0.0  shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.fl...  0.707000   \n","1     0.2  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.709000   \n","2     0.4  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.716333   \n","3     0.6  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.699667   \n","4     0.8  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.771667   \n","5     1.0  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.780000   \n","6     1.2  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.731333   \n","7     1.4  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.751000   \n","8     1.6  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.739000   \n","9     1.8  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.723667   \n","10    2.0  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.729333   \n","\n","    precision    recall        f1  ratio_valid_classifications  \n","0    0.763109  0.707000  0.724394                     0.392333  \n","1    0.798722  0.709000  0.742796                     1.000000  \n","2    0.805866  0.716333  0.748781                     0.999333  \n","3    0.802722  0.699667  0.737094                     1.000000  \n","4    0.809219  0.771667  0.786429                     1.000000  \n","5    0.810583  0.780000  0.792465                     1.000000  \n","6    0.815778  0.731333  0.762881                     1.000000  \n","7    0.812586  0.751000  0.774542                     1.000000  \n","8    0.809738  0.739000  0.766233                     1.000000  \n","9    0.814553  0.723667  0.758043                     1.000000  \n","10   0.815118  0.729333  0.761670                     1.000000  "]},"execution_count":33,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":34,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, model_name)"]},{"cell_type":"code","execution_count":35,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":37,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf\n","不是。         1355\n","是            495\n","是。           430\n","不是           288\n","回答正确         233\n","不重要           94\n","问法错误          67\n","不是重要          13\n","不重要。           9\n","回答正确。          6\n","不是重要。          4\n","问法错误。          4\n","是物品。           1\n","是小男孩的哭声。       1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAJuCAYAAABG0NrqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAACmvElEQVR4nOzdd3gU5f7+8TuF7G4SkkBAkBKaEISISj2KIiIIgooU20HpCIJSLV8EUUFEQUSPghxRgyAcj4DSBBQpUhREqSpNwSSUIKS33Ww28/sjv6yuwDlH3Mng8n5d114hzzMbPjOZ7O49M88zQYZhGAIAAAAAAKYItroAAAAAAAACGcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwUajVBfhLcXGxTpw4ofLlyysoKMjqcgAAAAAAAc4wDOXk5KhatWoKDj7/ee2ACd4nTpxQzZo1rS4DAAAAAHCJSUlJUY0aNc7bHzDBu3z58pJKVjgqKsriagAAAAAAgS47O1s1a9b05tHzuaDgffPNN+uLL77Q1KlT9dhjj51zGbfbrYkTJ2rSpEnetrfeekvPP/+80tLSdOutt2r27NmqUqWKd/kxY8Zo/vz5Cg4OVv/+/TVlyhSFhv5vJZZeXh4VFUXwBgAAAACUmf823PmCJlfbsGGDJkyY8B+XmTBhgnbt2uX9fs2aNXrhhRe0cuVKnTlzRgkJCerWrZu3/+mnn9ahQ4d04MABHThwQD/88IOefvrpCykPAAAAAICLhimzmm/dulWvvPKKT9uMGTM0ffp0NWnSRA6HQ5MmTVJxcbHWr1+vwsJCzZkzR3PnzlWVKlVUuXJlzZs3T2+//bby8vLMKBEAAAAAgDLh9+Cdm5urPn36+FyCbhiGtm/fri5duvgs27NnT61bt067d+/WlVdeqapVq3r7YmNj1apVK3355Zf+LhEAAAAAgDLj9+A9YsQIdenSRR06dPC2paWlKSYmRna73WfZ+Ph4HTlyRMnJybriiivO+lml/eficrmUnZ3t8wAAAAAA4GLj1+C9bNkybdu2TS+99JJPe0FBgcLDw89a3uFwqKCg4L/2n8uUKVMUHR3tfXArMQAAAADAxchvwfuXX37RsGHD9P777591ZtvhcMjpdJ71nLS0NIWHh//X/nMZO3assrKyvI+UlBT/rAgAAAAAAH7kt/t4P/zwwzp16pSuu+46SVJxcbE8Ho+qVq2qkydPKjMzU263W+XKlfM+5+jRo6pbt67i4uJ09OjRs37m0aNH1aNHj3P+fzabTTabzV/lAwAAAABgCr+d8V6yZIncbrecTqecTqc+++wz3XbbbUpNTVVQUJCaN2+u9evX+zxn8eLFat++va655hr98MMPysjI8Palp6dr+/btuv766/1VIgAAAAAAZc6U24mdy+jRozVy5EgdOHBATqdTkyZNksPhUNu2bRUWFqZ+/fpp0KBBSktL05kzZ9S/f3898sgj573UvCzcfPPNCg4O1ssvv+zT/sEHHyg+Pl7ly5fXbbfddtYEcGvXrlVwcLBCQ0O9j1OnTnn7x40bp5CQEG9fQkJCmawPAAAAAKDslVnw7tSpk0aOHKkOHTqoYsWK2rlzp5YsWeLtnzhxoi6//HLVq1dPDRo0UP369fXss8+WVXnntGHDBk2YMMGnbfv27RozZowWLlyoM2fO6Pbbb9cdd9zhs8z333+vZ555RkVFRd5HlSpVfPrXr1/v7fvuu+/KZH0AAAAAAGUvyDAMw+oi/CE7O1vR0dHKyspSVFSU337us88+q8jISO99ybds2aKgoCC1bt3au0yFChV0+PBhVapUSZI0aNAgtW/fXvfee+85f2b9+vW1ZcsWnzAOAAAAAPhr+V9zqN8mV7tU3HDDDd5/p6en67XXXlO9evUUGxvrbf/hhx80bNiwcz7f6XQqIyOD0A0AAAAAl4gyu9Q80OzZs0exsbF6/vnnNXnyZAUFBXn7vv/+e3Xv3l2xsbHq2bOnfvnlF2/fgQMHlJeXp5o1a6pGjRp68skn5Xa7rVgFAAAAAEAZIHhfoKuvvlqnT5/WnDlz1Lt3bx06dEhSyRntxMRE7dy5U0eOHFGjRo3UvXt37/MiIiL0+eef69ChQ/rqq6/0/fffWz6WHQAAAABgHsZ4/xe/H+N9Li+88IJOnz6tGTNmnLO/adOmeu+993TVVVed1ZeRkaH4+Hifs+IAAAAAgIvf/5pDOeP9B23fvl0ej8en7eqrr9bJkyfP+5y6devq2LFj5+yrUKGCDMNQQUGBX+sEAAAAAFwcCN5/0Pjx47V+/Xqfth07dqhRo0YqLCxUhw4dfEK0y+XSjh071KBBA3377bcaMmSIz3MPHDggu90uh8NRJvUDAAAAAMoWwfsPGjVqlEaOHKl9+/bJ6XRq0aJFSkxM1NChQxUWFqaYmBgNGzZMGRkZOnHihPr06aMWLVqoXr16atSokdasWaNZs2bJ6XRqz549uvfee/Xkk09avVoAAAAAAJMQvP+gzp076/HHH1f37t0VExOj1157TUuXLvXew3vOnDnyeDyqV6+eGjdurPDwcL377ruSJIfDoU8++USLFi1SbGysbr/9dt1///3nvfUYAAAAAOCvj8nVfqP2/33i56r+uJ9f7GJ1CQAAAACA/wGTqwEAAAAAcBEgeAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYKILCt4333yzgoOD9fLLL/u0b9myRa1atVJUVJT+9re/adu2bT79EydOVJUqVRQVFaX+/fsrNzfX25edna1evXopMjJS1apV00svvXQhpQEAAAAAcFG5oOC9YcMGTZgwwaft8OHDuueeezR58mSdOnVKTzzxhO666y4dO3ZMkjR79mwtXbpU27Zt07FjxxQUFKRBgwZ5n//QQw+pXLlyOn78uL766istXrxY//znP//EqgEAAAAAYL1Qf/2gN954Q6NHj1b79u0lSd27d9f27dv14YcfavTo0ZoxY4YWLlyoOnXqSCoJ4vXq1dNPP/0ku92uDRs2KCkpSXa7XdHR0Zo3b55uu+02DR482F8lAgAAAABQ5vwWvOvUqaMuXbr4tNWsWVMpKSn65ZdflJeXp2bNmnn7ypUrpzvvvFPr169XdHS0OnToILvd7u2/8sorFRkZqcOHD6t+/fr+KhMAAAAAgDLlt8nVRo4ceVZAXrlypZo3b67k5GRdccUVZz0nPj5eR44c+a/95+JyuZSdne3zAAAAAADgYmParOZz585VamqqunXrpoKCAoWHh5+1jMPhUEFBwX/tP5cpU6YoOjra+6hZs6bf1wEAAAAAgD/LlOC9Y8cOPfnkk/rXv/6l0NBQORwOOZ3Os5ZLS0tTeHj4f+0/l7FjxyorK8v7SElJ8ft6AAAAAADwZ/ltjHep5ORkdevWTe+8846uvPJKSVJcXJyOHj161rJHjx5V8+bNFRUVpdWrV5+zv27duuf8f2w2m2w2m3+LBwAAAADAz/x6xjsnJ0e33367Hn/8cd1+++3e9ssuu0xhYWE6ePCgt62oqEjLli3TLbfcotatW2vdunUqKiry9n/33XdyuVznHPsNAAAAAMBfhd+Ct8fj0T333KM2bdpoxIgRZ/WPGjVKAwcO1LFjx5STk6NHH31U7du3V506dVS9enVdf/31GjVqlHJzc5WSkqJBgwZp/Pjx/ioPAAAAAABL+C14P/roo1qzZo1mz56t0NBQ7+OWW26RJA0ZMkQdOnRQ06ZNVb16dRUWFmr27Nne5//zn/9Uenq6qlatqpYtW6p79+4aMGCAv8oDAAAAAMASQYZhGFYX4Q/Z2dmKjo5WVlaWoqKiLuhn1P6/T/xc1R/384td/vtCAAAAAADL/a851LTbiQEAAAAAAII3AAAAAACmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYKILCt4333yzgoOD9fLLL/u0b926Vddcc40cDodatGihr7/+2qf/rbfeUlxcnCIiItStWzedOnXK2+d2uzV8+HBVqFBBsbGxevzxx1VUVHQh5QEAAAAAcNG4oOC9YcMGTZgwwaft1KlT6tatmyZMmKDs7GyNGzdOXbt2VWpqqiRpzZo1euGFF7Ry5UqdOXNGCQkJ6tatm/f5Tz/9tA4dOqQDBw7owIED+uGHH/T000//iVUDAAAAAMB6frvU/N1339W9996r7t27q1y5crrrrrvUp08fzZo1S5I0Y8YMTZ8+XU2aNJHD4dCkSZNUXFys9evXq7CwUHPmzNHcuXNVpUoVVa5cWfPmzdPbb7+tvLw8f5UIAAAAAECZ81vw3rx5s7p27erT1rNnT61bt06GYWj79u3q0qXLOft3796tK6+8UlWrVvX2xcbGqlWrVvryyy/9VSIAAAAAAGXOb8E7OTlZV1xxhU9bfHy8jhw5orS0NMXExMhut5+z/1zP/W3/ubhcLmVnZ/s8AAAAAAC42PgteBcUFCg8PNynzeFwqKCg4Jx9f6T/XKZMmaLo6Gjvo2bNmv5ZEQAAAAAA/MhvwdvhcMjpdPq0paWlKTw8/Jx9f6T/XMaOHausrCzvIyUlxT8rAgAAAACAH/kteMfFxeno0aM+bUePHlXdunUVGxurzMxMud3uc/af67m/7T8Xm82mqKgonwcAAAAAABcbvwXvG264QWvWrPFpW7x4sdq3b6+goCA1b95c69evP2f/Nddcox9++EEZGRnevvT0dG3fvl3XX3+9v0oEAAAAAKDM+S14DxgwQO+9955Wr16toqIirVy5Uh988IGGDh0qSRo9erRGjhypAwcOyOl0atKkSXI4HGrbtq3CwsLUr18/DRo0SGlpaTpz5oz69++vRx555LyXmgMAAAAA8Ffgt+BdpUoVLVq0SGPHjlVkZKSeffZZLV26VJdddpkkqVOnTho5cqQ6dOigihUraufOnVqyZIn3+RMnTtTll1+uevXqqUGDBqpfv76effZZf5UHAAAAAIAlggzDMKwuwh+ys7MVHR2trKysCx7vXfv/PvFzVX/czy92+e8LAQAAAAAs97/mUL+d8QYAAAAAAGcjeAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAm8mvwTktL0wMPPKCKFSsqLi5O06dP9/bt379fN9xwgxwOhxo3bqxVq1b5PHfp0qVq0KCBHA6H2rVrp8OHD/uzNAAAAAAALOHX4N2nTx9dccUVSklJ0Y4dO7R582a99957crlc6ty5s+6//35lZWVp9uzZGjhwoPbt2ydJ2rdvnwYPHqw5c+YoKytL99xzjzp16iSn0+nP8gAAAAAAKHN+Dd6bNm3SU089pYiICFWpUkWPPvqoPv74Y3300UdKSEjQsGHDFBYWphtvvFETJkzQtGnTJElvvPGGnnjiCd10000KCwvTkCFD1KJFCy1cuNCf5QEAAAAAUOb8Gry7dOmiJ554QtnZ2UpJSdELL7ygKlWqaPPmzeratavPsj179tS6desk6b/2AwAAAADwV+XX4D1z5kwtWbJE0dHRiouL08mTJ/XMM88oOTlZV1xxhc+ylSpVktPplMvl0vHjx1W3bl2f/vj4eB05cuS8/5fL5VJ2drbPAwAAAACAi43fgndRUZHuuOMO/f3vf1daWpqSkpLUqVMn/fLLLyooKFB4ePhZz3E4HCooKFBxcbGCg4PP2Xc+U6ZMUXR0tPdRs2ZNf60KAAAAAAB+47fgvXLlSjkcDr300kveWc0nTZqkfv36KSws7JwTpaWnpys8PFzBwcEyDMOnLy0t7ZxhvdTYsWOVlZXlfaSkpPhrVQAAAAAA8Bu/Be+DBw/qxhtv9GmLiIhQTEyMJOno0aM+fampqapYsaLCwsJUvXp1JScn+/QfPXr0rMvPf8tmsykqKsrnAQAAAADAxcZvwbtu3bo6cOCAT5vT6dT+/fv1wAMPaM2aNT59ixcvVvv27SVJN9xww3/sBwAAAADgr8pvwfuOO+7Qzp07NXPmTOXk5Oj48ePq06ePrrvuOvXo0UNff/215s2bJ7fbra+++kpTp07V448/Lkl69NFH9fzzz2v79u1yu9169913tXfvXt1///3+Kg8AAAAAAEv4LXjb7XatXLlSy5cvV5UqVdSqVStddtllmjdvnux2u1asWKG33npL5cuX14ABA/TWW2+pcePGkqSrrrpKr7/+uh588EFFRUXp/fff16pVq2Sz2fxVHgAAAAAAlggyfj+r2V9Udna2oqOjlZWVdcHjvWv/3yd+ruqP+/nFLlaXAAAAAAD4H/yvOdSv9/EGAAAAAAC+CN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmMjU4J2UlKT33nvPzP8CAAAAAICLmqnBe8SIETp16pT3+61bt+qaa66Rw+FQixYt9PXXX/ss/9ZbbykuLk4RERHq1q2bz3MBAAAAAPgrMi14r1q1Sj/99JNGjx4tSTp16pS6deumCRMmKDs7W+PGjVPXrl2VmpoqSVqzZo1eeOEFrVy5UmfOnFFCQoK6detmVnkAAAAAAJQJU4K3y+XSyJEjNXv2bIWGhkqS3n33Xd17773q3r27ypUrp7vuukt9+vTRrFmzJEkzZszQ9OnT1aRJEzkcDk2aNEnFxcVav369GSUCAAAAAFAmTAneU6dOVZs2bdS6dWtv2+bNm9W1a1ef5Xr27Kl169bJMAxt375dXbp0OWc/AAAAAAB/VX4P3ikpKZoyZYo+/fRTVahQQWPGjFFxcbGSk5N1xRVX+CwbHx+vI0eOKC0tTTExMbLb7efsPxeXy6Xs7GyfBwAAAAAAFxu/B+9JkyapQ4cO+vbbb7Vz505t2bJFM2fOVEFBgcLDw32WdTgcKigoOGffb/vPZcqUKYqOjvY+atas6e9VAQAAAADgTwv19w9ctmyZDhw4oAoVKkiS3nnnHd1zzz1yOBxyOp0+y6alpSk8PPycfb/tP5exY8d6J26TpOzsbMI3AAAAAOCi49cz3qdPn1ZERIQ3dEtS48aNdezYMcXFxeno0aM+yx89elR169ZVbGysMjMz5Xa7z9l/LjabTVFRUT4PAAAAAAAuNn4N3rGxscrIyFBGRoa37YcfflBcXJxuuOEGrVmzxmf5xYsXq3379goKClLz5s3PmsG8tB8AAAAAgL8qvwbv4OBg9e3bV3379tUvv/yio0ePauDAgRoxYoQGDBig9957T6tXr1ZRUZFWrlypDz74QEOHDpUkjR49WiNHjtSBAwfkdDo1adIkORwOtW3b1p8lAgAAAABQpvw+xvvFF1/Uk08+qYSEBEVERGj48OEaNGiQJGnRokUaNmyYunXrpoSEBC1dulSXXXaZJKlTp05KSkpShw4dlJaWpo4dO2rJkiX+Lg8AAAAAgDIVZBiGYXUR/pCdna3o6GhlZWVd8Hjv2v/3iZ+r+uN+frHLf18IAAAAAGC5/zWH+v12YgAAAAAA4FcEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPDGnzJt2jSdOXNGkrR27Vo1a9ZM5cuX1/XXX69vv/3WZ9nDhw8rODhYoaGh3sf27dutKBsAAAAAygzBGxds7969evrppyVJe/bsUf/+/fXKK6/o9OnTevzxx3XXXXfp9OnT3uW///579enTR0VFRd5Hq1atrCofAAAAAMoEwRsXpLCwUA8++KCKiookSR988IHGjBmjm266SXa7Xd26dVP37t21fPly73O+//57NWzY0KqSAQAAAMASBG9ckHHjxumqq65SjRo1JEkej+ecy2VkZHj//cMPPyg+Pr5M6gMAAACAiwXBG3/Ypk2btHjxYs2cOdPb1r17d02bNk1btmyRy+XSxx9/rLfeektt2rTxLvP9999rxIgRqlChgm699Vb9+OOPVpQPAAAAAGUq1OoC8NeSnZ2tvn37KjExUdHR0d72v/3tb5o2bZoGDBigjIwMZWdn68Ybb1TLli29y4wfP1433XSTwsPDNX/+fHXq1Enff/+9bDabFasCAAAAAGWCM974Q4YPH64ePXqobdu2Z/X9/e9/18GDB7VixQqFhoZq1qxZPv09e/ZU5cqVFRERoSFDhqhJkyb67LPPyqhyAAAAALAGwRv/s2XLlmnBggV6/fXXZbfbZbfblZSUpBo1amjFihWSSsZ6DxkyRM8++6zq16//H39e3bp1dezYsbIoHQAAAAAsQ/DG/6xr165yu91yOp3eR61atXTs2DHdcccdkqR//OMfKleunEaNGuXz3O7duyslJcWnbevWrWrQoEGZ1Q8AAAAAViB4w2+OHz+uyZMn691331VISIhPX7169TR48GCdOHFCaWlpGjVqlDwej26++WaLqgUAAACAskHwht/k5+frpZdeUkJCwll9kydPVoMGDXTNNdeodu3aSk5O1tKlSxUczC4IAAAAILAFGYZhWF2EP2RnZys6OlpZWVmKioq6oJ9R+/8+8XNVf9zPL3axugRJbAsAAAAA+G/+1xzK6UYAAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBvxg2rRpOnPmjCRp3bp1uuaaaxQZGakbbrhBu3bt8ln2rbfeUlxcnCIiItStWzedOnXKipIBAAAAlBGCN/An7d27V08//bQkKSkpSffff7+mTZum9PR0jRo1SnfccYfy8vIkSWvWrNELL7yglStX6syZM0pISFC3bt2sLB8AAACAyQjewJ9QWFioBx98UEVFRZKkrKwszZ07Vx06dFBYWJh69OihSpUqaf/+/ZKkGTNmaPr06WrSpIkcDocmTZqk4uJirV+/3srVAAAAAGAigjfwJ4wbN05XXXWVatSoIUlq0qSJOnfuLEnKycnRrFmzlJWVpUaNGskwDG3fvl1dunTx+Rk9e/bUunXryrx2AAAAAGUj1OoCgL+qTZs2afHixdq9e7euvvpqn76srCzFxMRIKhnTHR4erjNnzigmJkZ2u91n2fj4eC1cuLCsygYAAABQxgjewAXIzs5W3759lZiYqOjo6LP6o6OjlZmZqc8//1zDhw9XfHy86tSpo/Dw8LOWdTgcKigoKIuyAQAAAFiA4A1cgOHDh6tHjx5q27bteZeJjo5Wjx495HK5NGPGDM2ZM0dOp/Os5dLS0s4ZyAEAAAAEBsZ4A3/QsmXLtGDBAr3++uuy2+2y2+1KSkpSjRo19Nprryk/P99n+auvvlonT55UbGysMjMz5Xa7ffqPHj2qunXrluUqAAAAAChDBG/gD+ratavcbrecTqf3UatWLR07dkzfffedFixY4LP8jh071KhRIwUFBal58+ZnzWC+ePFitW/fvixXAQAAAEAZ4lJzwI8eeeQR3XnnnWrcuLGaNWumLVu2aMKECVq7dq0kafTo0Ro5cqQ+/vhj1a5dW9OmTZPD4fiPl6wDAAAA+GsjeAN+dPXVV+vNN9/UkCFDdPjwYTVs2FCJiYmKj4+XJHXq1ElJSUnq0KGD0tLS1LFjRy1ZssTiqgEAAACYKcgwDMPqIvwhOztb0dHRysrKUlRU1AX9jNr/94mfq/rjfn6xy39fqAywLUqwHQAAAACcz/+aQxnjDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJjI1OA9bdo0nTlzRpK0f/9+3XDDDXI4HGrcuLFWrVrls+zSpUvVoEEDORwOtWvXTocPHzazNAAAAAAAyoRpwXvv3r16+umnJUkul0udO3fW/fffr6ysLM2ePVsDBw7Uvn37JEn79u3T4MGDNWfOHGVlZemee+5Rp06d5HQ6zSoPAAAAAIAyYUrwLiws1IMPPqiioiJJ0kcffaSEhAQNGzZMYWFhuvHGGzVhwgRNmzZNkvTGG2/oiSee0E033aSwsDANGTJELVq00MKFC80oDwAAAACAMmNK8B43bpyuuuoq1ahRQ5K0efNmde3a1WeZnj17at26df9TPwAAAAAAf1V+D96bNm3S4sWLNXPmTG9bcnKyrrjiCp/lKlWqJKfTKZfLpePHj6tu3bo+/fHx8Tpy5Mh5/x+Xy6Xs7GyfBwAAAAAAFxu/Bu/s7Gz17dtXiYmJio6O9rYXFBQoPDz8rOUdDocKCgpUXFys4ODgc/adz5QpUxQdHe191KxZ038rAgAAAACAn/g1eA8fPlw9evRQ27ZtfdodDsc5J0pLT09XeHi4goODZRiGT19aWto5w3qpsWPHKisry/tISUnxyzoAAAAAAOBPof76QcuWLdOCBQsUEhKi119/XVLJ5eA1atTQ5ZdfrqNHj6pNmzbe5VNTU1WxYkWFhYWpevXqSk5OVq1atbz9R48ePevy89+y2Wyy2Wz+Kh8AAAAAAFP47Yx3165d5Xa75XQ6vY9atWrp2LFjmjx5stasWeOz/OLFi9W+fXtJ0g033PAf+wEAAAAA+Ksy7T7ev9W9e3d9/fXXmjdvntxut7766itNnTpVjz/+uCTp0Ucf1fPPP6/t27fL7Xbr3Xff1d69e3X//feXRXkAAAAAAJimTIK33W7XihUr9NZbb6l8+fIaMGCA3nrrLTVu3FiSdNVVV+n111/Xgw8+qKioKL3//vtatWoVl5IDAAAAAP7y/DbG+1x+/vln778bNWqkLVu2nHfZu+66S3fddZeZ5QAAAAAAUObK5Iw3AAAAAACXKoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4A/hTMjIy1KdPH1WuXFm1a9fWiy++qOLiYknSxo0b1bx5c0VGRuq6667TN9984/PcWbNmqW7duoqJidHdd9+tU6dOWbEKAAAAgKkI3gD+lJ49e6p69er66aeftHbtWi1dulRvvPGGkpOT1adPH82YMUMZGRmaPn26evfurbS0NEnS4sWLNW/ePH322Wc6deqUbrvtNt1///0Wrw0AAADgfwRvABds165d+uWXXzR58mRFRUWpfv36SkxM1Ntvv62vv/5abdq00Y033qhy5crp+uuvV7NmzbR582ZJJWfDBw0apCuuuEI2m039+/fX4cOHlZmZae1KAQAAAH5G8AZwwTwej0aPHq2goCBvW82aNXXq1Cm1bt1amzdv1urVq1VYWKjPPvtMy5cvV5UqVSRJXbp00T/+8Q99//33Kigo0CuvvKLs7Gw5HA6rVgcAAAAwRajVBQD462revLmaN2/u07Zy5Uo1b95cl19+uaZOnarOnTt7+0aMGKHrrrtOknTbbbdpxYoVSkhIkCTZ7XYlJibKZrOV3QoAAAAAZYAz3gD8JjU1VWPGjNGECRP07bff6rHHHtMnn3yi/Px8ffbZZwoNDZXL5ZJUMrHa119/rb179yonJ0czZ85kcjUAAAAEJII3AL9wuVzq0aOHhg4dqlatWmnSpEl64YUX1LlzZzkcDnXo0EEtW7bUuHHj5PF49Oyzz2rJkiW66qqrFBkZqf79++vgwYNauXKl1asCAAAA+BXBG4BfDBgwQDVr1tRTTz0lSTp48KBuvPFGn2VatWqlTz/9VGfOnFFERIRq1ap1zn4AAAAgkBC8Afxpzz77rI4cOaK5c+d6J1qrW7euDhw44LPczp07VbVqVV122WXKzc1VVlbWOfsBAACAQELwBvCnLFiwQPPnz9fSpUtlt9u97aNGjdKjjz6qbdu2yeVyadOmTRoxYoSGDRumoKAgDRkyRH//+9919OhR5eXlae7cuVq4cKEefPBBC9cGAAAA8D9mNQdwwTZv3qz+/fvL7XarWrVqPn0//fSTxo8frwcffFDHjh1TgwYNNHXqVN11112SpGeeeUbjxo3T3/72NxUUFKh58+b69NNPFRcXZ8GaAAAAAOYJMgzDsLoIf8jOzlZ0dLSysrIUFRV1QT+j9v994ueq/rifX+xidQmS2Bal2A4lLobtIF0c2wIAAAAo9b/mUC41BwAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgA/yMjIUJ8+fVS5cmXVrl1bL774ooqLiyVJH3zwgeLj41W+fHnddtttOnLkiPd5TqdTgwcPVmxsrC6//HKNGzfO+zwAAAAEBoI3APhBz549Vb16df30009au3atli5dqjfeeEPbt2/XmDFjtHDhQp05c0a333677rjjDu/zxowZo4yMDB0+fFi7du3SN998o+nTp1u4JgAAAPA3gjcA/Em7du3SL7/8osmTJysqKkr169dXYmKi3n77bbndbn344Ydq1qyZbDabhg0bphMnTujMmTOSpKuuukpvvfWWKlasqKpVq+rhhx/WF198YfEaAQAAwJ9CrS4AAP7qPB6PRo8eraCgIG9bzZo1derUKd1www3etvT0dL322muqV6+eYmNjJUlDhgyRJBUXF+uHH37QtGnTdN9995XtCgAAAMBUBG8A+JOaN2+u5s2b+7StXLnSp23Pnj265pprFBwcrFWrVvmEdKnkkvNXX31VV155pfr06VMmdQMAAKBscKk5APhZamqqxowZowkTJnjbrr76ap0+fVpz5sxR7969dejQIZ/nvPzyyzp06JCaN2+uHj16lHXJAAAAMBHBGwD8yOVyqUePHho6dKhatWrl01epUiX1799fI0aM0JtvvunTFxISovr162vu3Lk6duyY9uzZU5ZlAwAAwEQEbwDwowEDBqhmzZp66qmnJEnbt2+Xx+PxWebqq6/WyZMnlZGRoQMHDvj0BQcHKyEhQSdPniyzmgEAAGAugjcA+Mmzzz6rI0eOaO7cud4x3OPHj9f69et9ltuxY4caNWqkvLw8dezY0SeYFxUVaffu3bryyivLtHYAAACYh+ANAH6wYMECzZ8/X0uXLpXdbve2jxo1SiNHjtS+ffvkdDq1aNEiJSYmaujQoapRo4ZatWqlkSNHKiMjQ6dPn9bDDz+s1q1bq1atWhauDQAAAPyJ4A0Af9LmzZvVv39/HT16VNWqVVNoaKj30bhxYz3++OPq3r27YmJi9Nprr2np0qWqVKmSJGnOnDnKz89X/fr1FR8fr9DQ0LPGfwMAAOCvjduJAcAfUPv/Pjln++WjPjpn+01vfiepstTjVVWVdExSt3+fkP594teFKndX5MDukqTVklY/t/4cP+lXP7/Y5Y8XDgAAAMtwxhsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAAT+TV4Z2RkqE+fPqpcubJq166tF198UcXFxZKkrVu36pprrpHD4VCLFi309ddf+zz3rbfeUlxcnCIiItStWzedOnXKn6UBAAAAAGAJvwbvnj17qnr16vrpp5+0du1aLV26VG+88YZOnTqlbt26acKECcrOzta4cePUtWtXpaamSpLWrFmjF154QStXrtSZM2eUkJCgbt26+bM0AAAAAAAs4bfgvWvXLv3yyy+aPHmyoqKiVL9+fSUmJurtt9/Wu+++q3vvvVfdu3dXuXLldNddd6lPnz6aNWuWJGnGjBmaPn26mjRpIofDoUmTJqm4uFjr1//ne9kCAAAAAHCx81vw9ng8Gj16tIKCgrxtNWvW1KlTp7R582Z17drVZ/mePXtq3bp1MgxD27dvV5cuXc7ZDwAAAADAX1mov35Q8+bN1bx5c5+2lStXqnnz5kpKStIVV1zh0xcfH68jR44oLS1NMTExstvtZ/UvXLjwvP+fy+WSy+Xyfp+dne2HtQAAAAAAwL9Mm9U8NTVVY8aM0YQJE1RQUKDw8HCffofDoYKCgnP2/bb/fKZMmaLo6Gjvo2bNmn5fBwAAAAAA/ixTgrfL5VKPHj00dOhQtWrVSg6HQ06n02eZtLQ0hYeHn7Pvt/3nM3bsWGVlZXkfKSkpfl8PAAAAAAD+LL9dav5bAwYMUM2aNfXUU09JkuLi4nT06FHFxcV5lzl69Kjq1q2r2NhYZWZmyu12q1y5cmf1n4/NZpPNZjOjfAAAAAAA/MbvZ7yfffZZHTlyRHPnzvVOtHbDDTdozZo1PsstXrxY7du3V1BQkJo3b37WDOal/QAAAAAA/JX59Yz3ggULNH/+fH311Vc+k6UNGDBA1157rdq0aaMOHTpozZo1+uCDD7Rz505J0ujRozVy5Eh9/PHHql27tqZNmyaHw6G2bdv6szwAAAAAAMqc34L35s2b1b9/f7ndblWrVs2n76efftKiRYs0bNgwdevWTQkJCVq6dKkuu+wySVKnTp2UlJSkDh06KC0tTR07dtSSJUv8VRoAAAAAAJbxW/C+8cYbfW7v9Xu1atXS7t27z9s/ePBgDR482F/lAAAAAABwUTDtdmIAAAAAAIDgDQAAAACAqQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAFP9+OOP6ty5s6KjoxUfH68FCxacczm3262nn366jKsDAAAwH8EbAGCavLw8derUSd27d1dqaqo++OADPffcc1q3bt1Zy06YMEG7du2yoEoAAABzEbwBAKbZsmWLEhISNHDgQDkcDl177bV66aWXNHfuXJ/ltm7dqldeecWaIgEAAExG8AYAmMbj8ZyzPSMjw/vv3Nxc9enTR4899lhZlQUAAFCmCN4AANPccMMN2rFjhxITE1VQUKBdu3bpySefVJs2bbzLjBgxQl26dFGHDh0srBQAAMA8BG8AgGmioqK0YsUKzZkzR9WqVdMtt9yizMxMPfTQQ5KkZcuWadu2bXrppZcsrhQAAMA8BG8AgKmaNm2qL7/8UklJSbLb7ZoxY4ZiYmL0yy+/aNiwYXr//fdlt9utLhMAAMA0oVYXAAC4NIwbN05NmzZVr169JEkPP/ywTp06peuuu06SVFxcLI/Ho6pVqyo1NdXKUgEAAPyKM94AANN9++23WrBggWbPnu1tW7Jkidxut5xOp5xOpz777DPddtttl0zoTkpK0nvvvWd1GQAAoAwQvAEApiouLtaQIUP04osvqkaNGlaXc9EYMWKETp06JUmaN2+eQkNDfR7BwcHq2rWrxVUCAAB/IHgDAExVUFCgrl27eidUg7Rq1Sr99NNPGj16tCSpd+/eKioq8j4KCwt15ZVXavz48RZXCgAA/IEx3gCAP6z2/33yB59xrd7+X56T8PAf+tk/v9jlD9ZhPZfLpZEjRyoxMVGhoed+G16yZIni4uLUokWLMq4OAACYgeANAEAZmjp1qtq0aaPWrVufs98wDE2ePFmzZs0q48oAAIBZuNQcAIAykpKSoilTpujTTz9VhQoVNGbMGBUXF/sss2LFCsXGxur666+3qEoAAOBvBG8AAMrIpEmT1KFDB3377bfauXOntmzZopkzZ/os8/zzz+vpp5+2qEIAAGAGLjUHAKCMLFu2TAcOHFCFChUkSe+8847uuecePfroo5KkTz/9VDabTW3btrWwSgAA4G+c8QYAoAycPn1aERER3tAtSY0bN9axY8e830+ePJmz3QAABCCCNwAAZSA2NlYZGRnKyMjwtv3www+Ki4uTJH3xxRdyuVy69dZbrSoRAACYhOANAEAZCA4OVt++fdW3b1/98ssvOnr0qAYOHKgRI0ZIKhn/zX27AQAITARvAADKyIsvvqg6deooISFB7dq10z333KNBgwYpJydHsbGxuuOOO6wuEQAAmIDJ1QAA+BNq/98nf+wJ9g4K799BhqTXTkmvlT6/Tu8//rP+v59f7HJBzwMAAGWDM94AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAKDM3XzzzQoODtbLL7/s0/7BBx8oPj5e5cuX12233aYjR45YVCEAAP5D8AYAAGVuw4YNmjBhgk/b9u3bNWbMGC1cuFBnzpzR7bffrjvuuMOiCnGxSEpK0nvvvWd1GQDwpxC8AQDARcHtduvDDz9Us2bNZLPZNGzYMJ04cUJnzpyxurQy8eOPP6pz586Kjo5WfHy8FixYYHVJF4URI0bo1KlTVpcBAH8KwRsAAFwUbrjhBrVu3VqSlJ6ermeeeUb16tVTbGysxZWZLy8vT506dVL37t2VmpqqDz74QM8995zWrVtndWmWWrVqlX766SeNHj3a6lIuCtOmTbtkDkT9J2wH/BURvAEAwEVlz549io2N1fPPP6/JkycrKCjI6pJMt2XLFiUkJGjgwIFyOBy69tpr9dJLL2nu3LlWl2YZl8ulkSNHavbs2QoNDbW6HMvt3btXTz/9tNVlWI7tcP45Mi5Ff6VtQfAGAAAXlauvvlqnT5/WnDlz1Lt3bx06dMjqkkzn8XjO2Z6RkVHGlVw8pk6dqjZt2nivgriUFRYW6sEHH1RRUZHVpViK7VDiXHNkXKr+StuC4A0AAC46lSpVUv/+/TVixAi9+eabVpdjuhtuuEE7duxQYmKiCgoKtGvXLj355JNq06aN1aVZIiUlRVOmTNGnn36qChUqaMyYMSouLra6LMuMGzdOV111lWrUqGF1KZZiO+CvjOANAAAuCtu3bz/rzO/VV1+tkydPWlRR2YmKitKKFSs0Z84cVatWTbfccosyMzP10EMPWV2aJSZNmqQOHTro22+/1c6dO7VlyxbNnDnT6rIssWnTJi1evPiSXf9SbAf81RG8AQDARWH8+PFav369T9uOHTvUqFEjiyoqW02bNtWXX36ppKQk2e12zZgxQzExMVaXZYlly5Zp7ty5uuyyy1SnTh298847l8SVD7+XnZ2tvn37KjExUdHR0VaXYxm2AwIBwRsAAFwURo0apZEjR2rfvn1yOp1atGiREhMTNXToUKtLK1Pjxo1T06ZN1atXL6tLscTp06cVERGhChUqeNsaN26sY8eOWViVNYYPH64ePXqobdu2VpdiKbYDAsFFFbyzs7PVq1cvRUZGqlq1anrppZesLgkAAJSRzp076/HHH1f37t0VExOj1157TUuXLlWlSpWsLq3MfPvtt1qwYIFmz55tdSmWiY2NVUZGhs/Ecj/88IPi4uIsrKrsLVu2TAsWLNDrr78uu90uu92upKQk1ahRQytWrLC6vDLDdkCguKjuzfDQQw/Jbrfr+PHjyszMVM+ePRUTE6PBgwdbXRoAAPgPav/fJxfwrBaSU3rD57mVpR6vqqqkY5K6/fuE9O8T/9NP+/nFLhdQw8WjuLhYQ4YM0YsvvnhJTx4VHBysvn37qm/fvpozZ47y8vI0cOBAjRgxwurSylTXrl3ldrt92mrXrq1vvvnmkjoYxXZAoLhogvfx48e1YcMG77im6OhozZs3T7fddhvBGwAA/GVc2EEIqbjQqWxHQ71wpLpeuMCfUeqvfhDixRdf1JNPPqmEhARFRERo+PDhGjRokNVlAcAFu2iC99atW9WhQwfZ7XZv25VXXqnIyEgdPnxY9evXt7A6AAAAcwWH2RVz/X1Wl+E3F3oAwsveQeH9O8iQ9Nop6bUL+Hl/9QMQAALHRRO8k5OTdcUVV5zVHh8fryNHjpwVvF0ul1wul/f7rKwsSSXjxC9UsSv/gp/rL3+mfn9iW5RgO5S4GLaDxLYoxXb4FduiBNuhxMWwHSS2RSm2Q4mEZz713w/rNk1NJ2+4oKd+91xH/9Vxgfy2Lf7i28EfXC6XQkNDL4p93GpWb4vS/9cwjP+4XJDx35YoI5MmTZLNZtMTTzzh0/7AAw+oZ8+euuuuu3zan332WT333HNlWCEAAAAAAGdLSUn5j/NzXDRnvB0Oh/Lzzz4ympaWpvDw8LPax44dq9GjR3u/Ly4uVnp6umJjYxUUFGRqreeTnZ2tmjVrKiUlRVFRUZbUcDFgO/yKbVGC7fArtkUJtkMJtsOv2BYl2A6/YluUYDv8im1Rgu1Q4mLZDoZhKCcnR9WqVfuPy100wTsuLk6rV68+q/3o0aOqW7fuWe02m002m82nLSYmxqzy/pCoqKhL+o+gFNvhV2yLEmyHX7EtSrAdSrAdfsW2KMF2+BXbogTb4VdsixJshxIXw3aIjo7+r8tcNPfxbt26tdatW6eioiJv23fffSeXy3XOsd8AAAAAAPwVXDTBu3r16rr++us1atQo5ebmKiUlRYMGDdL48eOtLg0AAAAAgAt20QRvSfrnP/+p9PR0Va1aVS1btlT37t01YMAAq8v6n9lsNj3zzDNnXQJ/qWE7/IptUYLt8Cu2RQm2Qwm2w6/YFiXYDr9iW5RgO/yKbVGC7VDir7YdLppZzQEAAAAACEQX1RlvAAAAAAACDcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG84Xe5ubmKiopSUVGRt23VqlXq1auXCgsLLawMVsnLy1OTJk189omNGzdq3LhxPm0ILFlZWRoxYsR5+yMiInT69Gnv93l5eWVRFiyUm5ur6dOnn7e/UaNGSk9P937PHU8BAIGC+3jD7zwej2w2m/Ly8jR16lQ9/fTT2rx5s9q2bausrCxFRkZaXSLKWFFRkex2uwoKCrRw4UL16dNHGzdu1C233HLJ7BOrVq1SeHi4goPPPt4ZFBSkqlWrqn79+hZUZp7s7Gw1btxYKSkpmjNnjvLz8xUUFCSHw6FBgwapUqVKSk5OVnh4uE6dOqWmTZvqyy+/VK1atawuvUwVFRXpoYce0muvvaby5ctr3759Cg4OVuPGja0uze+ysrLUqFEjHT9+XKtWrZLb7VZQUJBCQ0PVuXNnxcbGKjk5WREREcrKylLbtm21fPly1axZ0+rSAQD4UwjeuGC5ubmKj4+XzWaTVHJmIjY2Vt98843Kly+v9PR0Va1aVWlpadqzZ4+aNm2q7OxsRUREWFw5zJKXl6dbb73VZ5+Ijo7W0qVLFRkZ6d0n0tPTtXv3bjVr1izg94nk5GTFxcXp8ssvV4sWLWQYhr744gvddNNN+vbbb5WQkKCwsDBt3rxZ+/btU1xcnNUl+43L5VJCQoIOHz6shg0b6sYbb5QkbdiwQT/++KNq1aqlpKQkSdLMmTP1zjvvaOfOnVaWbBqXy6U333xTDodDISEhys/PV7du3XTLLbdo586diomJUWZmpiIjI/X3v/9dX375pQ4fPqxy5cpZXbpfuVwuNW7cWD/++KPi4+O9+/uRI0f0008/KS4uTsnJyZKkuXPnavLkyTp06JCCgoKsLBsAgD+NS81xwRwOh+x2u+bPn6+goCC9//77ys/PlyTZbDaVK1dOoaGhkqSwsDBvOwKXzWZTSkqKBgwYoB9//FEDBw7UoUOHJEl2u11hYWHefcJut0v6dd8IVNddd53ef/99hYeHa/ny5VqxYoVq1KihFStWqFWrVpo7d65Wrlypfv36ef9+AkVoaKjPa8CcOXM0Z84chYSEeNvuvPNOnTp1SkuWLNFjjz1mZbmmMgxDo0eP1oIFC/Tee+9p9OjRcrlcOnLkiOx2u2w2m2w2m1asWKElS5bo7bffDrjQLZXsE6XrFRYWprVr12rt2rXe/cRms2n48OHKz8/37hOEbgBAIAi1ugD8dYWEhCgiIkKtW7f2fi29jPb3gbuwsFB2u93bjsAUGhqqmJgY9erVSy+99JJ69eqlKVOmePskeT90u91ulStXLiDDxW85HA4tW7ZMSUlJmjhxoiTpzJkzmjhxog4ePKhXXnlFUVFRCg8PV8OGDS2u1r9CQkJ06tQpDR06VKmpqRo6dKgk+bxOtGvXTjfeeKMyMjLUo0cPK8s1lc1mU0hIiDZt2iRJCg8P9zlAGRwcrMTERI0fP14LFy5U+/btLa7YHCEhIUpLS9PUqVOVnp6uqVOnSvp1nwgJCVFwcLBuuukmHTlyRAsXLrSyXAAA/IYUBL8q/fBUUFCg/v37KyMjQ/3799fp06d1+eWXW1wdrFC6T7hcLk2cOFG5ubmaOHGijh8/rqpVq1pcnXm++eYbrVixQjabTYsWLVKtWrW8Z3qDgoIUEhLi/RocHCyXy2VxxeZwOBxq3bq1Vq1apdatW8swDG3YsEFSyXYYOXKkcnJytGrVqoC+IiYoKOisM7elv/vx48fL7XZr69at+vrrr1W7dm1riixDbrdbhmHI7Xb7tAcHB+vVV1/VE088IbvdrvLly1tUIQAA/sWl5vCr0ikDgoODVb16dY0aNUrVq1dXYWGhmjdvbnF1sELpPlFcXKzDhw/rzjvv1OHDh7V7925dffXVFldnHrfbrc8++0xJSUk6duyYgoKC1L9/f/Xt21fR0dHq16+fatWqpUceeUTjx4//jzM9/5VFR0erV69eqlChgnr16qUHHnhAkjRy5EhlZ2dLkk6cOKG9e/dq165dVpZqut9PqVJcXCzDMPTTTz/J4/Fo2bJlev/99wN+Ju9KlSpp3LhxqlKlisaNG6dx48ZJkqZOnaqCggJJJX8/O3bs8A5VAQDgr44z3vCr0g+MYWFhmjRpkretdevWGj16tJWlWc7lcsnj8Sg8PNzqUspU6T7hcDg0f/58b3vnzp29ISwQXXfddfrqq680Y8YMderUSaGhofrb3/7mvQLguuuuU3p6uuLj43XLLbdo4sSJuvbaay2u2v9+/vlntWzZUocPH1bLli297ZdddpkyMjK0evVqffHFFxo0aJAWL14ckNtAKgnZvz/jXVRUJI/Ho3/9619avny5Nm7cqN69e+vw4cN67733LKrUfMePH9c999yjpKQk3XPPPd72pKQknThxQnv27NHGjRt1//3368MPP9T48eMtrBYAAP/gjLcJNm/erD59+uiBBx7Q559/bnU5pvF4PMrNzdVnn33m/Vp6T2aPx6Mvv/xSn376qYYNG6Y6deqoY8eOFldsnSVLlmjYsGEaPnx4QI9Z9Hg8Kiws1KFDh7xfS/eJoqIi7du3T/v379eLL74op9Opu+++2+KKzXX69GkdOHBAs2bN0o8//qikpCQdPXpUR48eVVJSknJycrR//361bNlS7dq1044dO6wu2e+qVq2q+fPnKy4uTu+//77mzZsnwzD01FNPqVq1aho/frzsdru6du2qrVu3Wl2uaZxOp4qKinyGFuTk5MjtdquwsFBut1sNGzbUxo0btWHDBr311ltWl2ya6OhoDRgwQBUrVtSAAQPUv39/GYahmTNnKi4uTnfffbfcbrfuu+8+75j4S80PP/yghx56SAMGDNDu3butLgcXgRMnTmj06NEaPny4924QAK8VvjZt2qS1a9daXcZ5ccbbBM8//7w++eQTGYahLl26BOwkOQUFBXI6nRo8eLAkafDgwapYsaKkkg+ZpZMpeTwerVmzxspSLTd79mzvC0GHDh3097//3eKKzOF0OnXo0CFdeeWVMgxDDRs2VI0aNSSVnPHftWuXBg8erMjISG3bts3ias0XHBys5cuX65///KckqVWrVjp16pTPvbxdLpc6deqkxYsXB9zY3uLiYoWGhio+Pt47pj0oKEjFxcWSSg7GbN68WWvXrlW1atW0Z88eiys2j81m0759+7zbwePxqEaNGnr99ddVWFiooqIi5eXlyeFwaObMmerXr5969eoVcLfaKy4ulsPhUMeOHRUeHq527dp5L7mXSg7ebdu2TUuXLlVcXFzADz84nyeeeEL//ve/ZRiG7r33Xn3yySdWl2SpEydO6OWXX1ZRUZHGjBmjWrVqWV1SmRs+fLhmzpwpSXr44Yf10UcfWVyRddgffsVrxa+eeeYZVatWTSEhIRo7dqx3ct+LCcHbBHXr1tWGDRtkGIYaNGhgdTmmiYyM1IkTJ85q93g8crlc6t69u7p27arExER17NhRvXr10tSpUwN6AqXzadGihebMmSPDMHT99ddbXY5pIiIi5HK5fGYqLywsVHFxsVwul3r37q0uXbpoxowZatmypcaPH69Ro0ZZWLG5bDabXC6Xli9frptvvlnBwcG677779Oijj0oquQy/ZcuWmj59umJiYqwt1gSlZ3IlqUKFCrr99tvldrtVpUoVSSXjeMPCwtS1a1edOXNGWVlZysjIUIUKFaws2xQhISFq3Lix/v3vf6tbt27eOz4MGzZMknTy5Elt3LhRI0aM0OrVq/XGG28EXOiWSn7npfuEy+VS+fLl5Xa7VadOHW9/bGysHnroIf3yyy9KS0tTbm6uIiMjrSy7zMXExCglJUWGYSg2NtbqcixH6Px1uMq5hq1catgffsVrxa+2bt2qzz//XIZhqEOHDlaXc04EbxO89tprmjdvnkJDQ/Xqq69aXU6ZKygokMfjUVFRkUJDQzVw4EDdfPPNGjBggIqKii7J4P3CCy/o888/V0hIiB566CGryzHV728PFhYWpvz8fO941tjYWD3//PPq0qWL+vfvr969ewfsm0VxcbEKCws1a9YsDR48WDk5OQoKCvK5X3dOTo4mTJggSfrHP/5hVammyM/PV2ZmpiSd85LhnJwc5efnKyoqSjabTa+//nrABqzk5GT16NFDu3fv1uLFi5Wfn68pU6Z472cvlRyIycnJUdu2bfXhhx9aWK15CgoKvPvE/v37vVd/FBYWSirZJwoKChQZGSmbzaYxY8Z47wZwKXn99df16quvKjQ0VG+88YbV5ViO0Cm9+uqrmjRpkkJDQwPuveKPYn/4Fa8Vvxo4cKD69++vkJAQPfzww1aXc05BRqBPnwpL5OXlnXW2xjCMS/4F8lLg8Xh0/Phx1axZ0/v7Li4u1v79+9WoUSOffSA/Pz+gJ5s7efKkEhISlJaWJo/Ho/Xr1+uNN97QihUr1KVLF911112SpNzcXKWlpXnv832pWL16tdq3bx/w93KXSoLliBEj9Nhjj6levXpauHChJkyYoKefftpnOY/Ho+3bt6tnz54X7RH7P6O4uNj7+nAus2fPVt++fX0OSADJycmaNm2aQkND9dhjj6l69epWlwQLsT/gfPLz8xUUFCSHw2F1KedE8AZMlJubq2rVqik9PV2hoSUXmKxatUoLFixQYmKi93LTQJKSkqLatWsrNTVVlStX9ukbOHCgrrrqKo0YMcKi6sqW0+nUzp07zxpesGHDBr3//vt6/fXXA/rAA87v008/1cqVK/X6669bXQoAACgDzGruR3l5eWrSpIl3FmdJ2rhxo8aNG+fThkuHw+FQfn6+PB6P9/Zq5cuX1wcffOC9tDLQREREyDCMswLlkCFDNH/+fJUvX96iysqe3W4/55j+m2++We+8884lE7pPnz6tuLg4ZWRknHeZlJQU3XrrrWVYlbU6dux4SYfu9PR0tWnTRllZWeddJjU1VYMGDSrDqspOVlbWfzwAGRERodOnT3u/z8vLK4uyYKHc3FxNnz79vP2NGjVSenq693vOm13aXC6XPvnkE23atMn7+OKLL7Rx40arSzOVYRjauXOnd66QvxrOePtRUVGR7Ha7CgoKtHDhQvXp00cbN27ULbfcoqysrIAdu4iSN8z4+Hjv+PXSSS6++eYblS9fXunp6apatarS0tK0Z88eNW3aVNnZ2QE5eVJeXp6ioqLkdDq9lxCX3kbt448/1o033mhxhReXX375RZ06ddK//vUvxcfHW12O35WOa4+KilJ+fr5Onz4th8MhwzBUUFAgh8OhOXPmqG/fvkpISPD5YBmICgoKtHr1anXv3l1xcXHaunXreS+7DlTFxcXKy8tTTEyMcnNzz7ok0OVyacmSJWrTpo2uuuqq/3jA5q8qOztbjRs3VkpKiubMmeNzeeSgQYNUqVIlJScnKzw8XKdOnVLTpk315ZdfXjKzN69atUrh4eE+d4AoFRQUpKpVq6p+/foWVGaerKwsNWrUSMePH9eqVavkdrsVFBSk0NBQde7cWbGxsUpOTlZERISysrLUtm1bLV++/JJ7/SgqKtJDDz2k1157TeXLl9e+ffsUHBysxo0bW11amcrNzVVUVJRq167tPQiTkpKiNm3aaP369RZXZ57CwkI5HA6lpKQoJSVFTZs2VVFRkfd9pDSQX6xD2Jhc7QLk5eXp1ltv9QlZ0dHRWrp0qex2uwzD0KhRo9SnTx/vTMWMbQ5sDodDdrtd8+bNU+/evTV//nzvmRqbzaZy5cp5LzUvvbw8UCeZK32xK13fjz76SImJiVq3bp1atmxpZWllbvfu3WrTpo0OHDigatWqKSsrS5MnT9YTTzyhSpUqSSrZd3bv3h2QrxHvvfeevvzyS82cOVNBQUGy2+1q0KCBz9Ue//znPzVlyhQNHz78khjX63a79cgjj6h79+4KCwtTpUqVtHXrVk2cONE7iZjb7ZbNZtPKlSstrtb/Vq1apc8++0zTpk2TVLL/lwYswzDkdDo1e/ZsjRw5UqmpqQG7T9hsNu+6TZ8+3XtAcsOGDRo0aJAiIiK8V8QsXrxYVapUuSRCd3JysuLi4jRgwAC1aNFChmHoiy++0E033aRvv/1WCQkJCgsL0+bNm7Vv3z7FxcVZXbLf2O12b3gYNWqUd92OHDmizp07KyIiwnuw/uOPP1Zubq73dp2BxuVy6c0335TD4VBISIjy8/PVrVs33XLLLdq5c6fmzZvnnWBuypQp+vLLL3X48OGLNmz9Gfn5+frqq6981i0vL09t2rSRzWbTkSNHvO3ly5cP6NAtlXyGDgkJUXh4uO644w7t379fNWvWlMvl8i4zbdo0jR492sIqz49LzS+AzWZTSkqKBgwYoB9//FEDBw7UoUOHJJW8cIaFhXlDR+kbayCO5cWvQkJCFBERodatW3u/lh6p/33gLiwslN1u97YHmpCQEBmGoQULFkiSunbtqs8///ySC92SFB4ertzcXO+HpbCwME2fPt1nVvNAfo04dOiQ917epX8PtWvXlsfjUcuWLfXuu+8qIiJCsbGxstlsAfs3IZVMmta4cWPdeeedysjIULt27XTy5EnZbDY5HA5lZGSoYcOGateunXbt2qWnnnrK6pJNsX79euXl5alcuXLefaJGjRr6/vvvFR8fr6lTp/rsE4H4QVoqeV/47XvDnDlzNGfOHO/Bl7CwMN155506deqUlixZoscee8zKcsvMddddp/fff1/h4eFavny5VqxYoRo1amjFihVq1aqV5s6dq5UrV6pfv34+r6OBIDQ01Lu/h4WFae3atVq7dq13P7HZbBo+fLjy8/O9+0QgHrCVSk5ojR49WgsWLNB7772n0aNHy+Vy6ciRI7Lb7bLZbLLZbFqxYoWWLFmit99+O2BfK5xOpzp06KC2bdt6H3fccYc8Hs9Zv/9A3R9+z+FweB/h4eEKDw/X3r17tWfPHgUHB6tfv35Wl3hegfspx0ShoaGKiYlRr1699NJLL6lXr17em7SXvkCWvgC43W6VK1cuYF8QcH6lHyoLCgrUv39/ZWRkqH///jp9+rQuv/xyi6sz34gRI/TKK68oISFBkrz33CxVVFSkzMxMrVq1yoryyoTdbveZXbP0EuvfBszSfwfiLZOaNGmiTz75RNK5r/QICgpSWFiYypcv7xNEApHb7db48eMVERGhoUOH6sknn9SAAQMUHBwsh8Oh2NhYNWzYUPXq1VNYWNg55wYIBNdee63Wrl0r6df3yfDwcNWqVUs2m02VK1f27hO/vVIo0ISEhOjUqVMaOnSoUlNTNXToUEnyOWDbrl073XjjjcrIyFCPHj2sLLfMOBwOLVu2TElJSd67PJw5c0YTJ07UwYMH9corrygqKkrh4eFq2LChxdX6V0hIiNLS0jR16lSlp6dr6tSpkn7dJ0JCQhQcHKybbrpJR44c0cKFC60s11Q2m00hISHe21CGh4f7XD0YHBysxMREjR8/XgsXLlT79u0trtg8pfPilF5CbRiGd1t4PB4tWrTIe6m52+3WokWLdPfdd1tWb1kICQlRSEiIzz5ROtQgKChIFSpUsLjC8wvMdzQLlL4wulwuTZw4Ubm5uZo4caKOHz+uqlWrWlwdrFD6QhgcHKzq1atr1KhRkqTjx4+refPmVpZmuqCgIB08eFDjx4/XnDlzVK9ePTVr1sxnGbfbHbATzJUqDRa/PfAWFBTkc1S69N/nGsv4V1e3bl0dPXrU++Fp06ZNys/P16ZNm5Sdna0DBw545wPYvHlzQG6DUna7Xe3atVOlSpUUHh6ujh07ei8lvlTOUkgl+0RqaqqSk5MVHBys5ORkFRUVKTk5WS6XS2fOnFF0dLSkkvGKgbxPOBwOtW7dWqtWrVLr1q1lGIY2bNggqWSfGDlypHJycrRq1aqAHZpU6ptvvtGKFStks9m0aNEi1apVy3swMigoSCEhId6vwcHBPpeVBhq32y3DMM6aPCo4OFivvvqqnnjiCdnt9oCeqPT375PSrwcexo8fL7fbra1bt+rrr79W7dq1rSmyjJQrV8677/9WUVGRGjdurFmzZnnb/va3v+nll18O6OB9+vRphYSEKDQ01Pv1r/QeSvD2k9KQVVxcrMOHD+vOO+/U4cOHdejQIV199dUWVwcrlO4TYWFh3hnNDcNQ69atL9qxJ/5Qut6VKlXS7NmzdcMNN2jYsGEaOHCgbrnlFourK1ul41Z/u96GYahnz55nnfkNRFWqVNGuXbs0ZswYFRYWasyYMTp+/LjGjBmj5ORkffDBBwoNDdXJkyc1ZsyYgA5Zbrdbl19+uUJDQ+XxeFSuXDkVFxfL7XbL6XSqoKBAaWlpioyMlMfjUUpKSkBOmlS1alWtW7dOzZs3V0FBgZo1a6bMzEw1a9ZMWVlZevbZZxUcHKz8/Hw1a9bsoj5z8WdFR0erV69eevnll9WrVy9J0uTJkzVy5EhlZ2dLkk6cOKG9e/dq165duvbaa60s11Rut1ufffaZkpKSdOzYMQUFBal///4qLi7We++9p379+mnr1q165JFHAvLvolSlSpU0btw4LV68WOPGjZMkvf/++5o6daoKCgoklWyrHTt26NChQ2rQoIGV5Zrq93M/FxcXyzAM/fTTT/J4PFq2bJnq16+vcePGBex76H9Svnx5bdiwwXugslROTo5FFZkvPz9fVapUUVBQkIKDg31+72FhYTIMQ8XFxRZW+N8RvP2k9AXC4XBo/vz53vbOnTvrgQcesKoslBGPx6Pc3Fx99tln3q+lt5DzeDz68ssvlZOTo2XLlqlOnTrq2LGjxRWb57frHRISogceeEBRUVHq1q2b1q5dq1atWllcYdn77Tr/fv1LJw8KxA8OFStWVFxcnHbs2KHIyEjt2LFD11xzjXbs2KHrrrtODz/8sCpUqKBx48Zpx44dqlevntUlmyY4OFgpKSne8e0//fST6tevr9zcXKWlpen48eOaN2+eJKlChQpq3bq1kpOTLa7a/2JjYxUfH6/vvvtOkZGROn36tK655hrt3r3bu0/ExMRo/Pjx2rt3b0DvEz///LNatmypw4cP+8yBcdlllykjI0OrV6/WF198oUGDBmnx4sUBHbyvu+46ffXVV5oxY4Y6deqk0NBQ/e1vf/MejLvuuuuUnp6u+Ph43XLLLZo4cWJAbo/jx4/rnnvuUVJSku655x5ve1JSkk6cOKE9e/Zo48aNuv/++/Xhhx9q/PjxFlZrnuLi4rPeE4uKiuTxePSvf/1Ly5cv18aNG9W7d28dPnxY7733nkWVmu98N5/yeDyqXLmyPB6PT7vNZgu4+Q9KhYWFadu2berUqZM2bdqkrl27evv2798vwzDUqFEjCyv87wjeF8Dj8aiwsFCHDh3yfi0NG0VFRdq3b59CQ0O1bNkyOZ3OgL7kAyUKCgrkdDo1ePBgSdLgwYNVsWJFSSUTY5SO4fN4PFqzZo2VpZqu9PK4oqIi76VRd955px555BHdfffd2rNnT0CfxfotwzAUFBTknQPifKZOnRqQ92R1OBzKzMyUJO+Hg99/SCguLlZ+fv5f4kj1nxESEqLq1auroKBAb731liIiIjRw4EBvEH/55ZfVqVMnbd26Ve3atbO6XNOEh4d794nS3/fvf++ls5ufqy+QVK1aVfPnz1e3bt30/vvvq7i4WHfddZeeeuop7/hVu92url276rnnnrO6XNOdPn1aBw4c0KxZs9SmTZtzLpOUlKR58+apXbt2+uyzz9SiRYsyrtJc0dHRGjBggHbu3KkBAwbIMAyNHDlSM2fO1Geffaa7775bYWFhuu+++/7jPb//6pxOp/czROn7aE5OjneImtvtVsOGDbVx40Zdc801euutt/TQQw9ZXbYpSodVbN682edzQlFRkaKiorR3717vdkpISNAPP/xgVammCw0NVcuWLRUUFKRGjRp5ryAzDOMvc5CW4H0BnE6nDh06pCuvvFKGYahhw4beWzq4XC7t2rVLgwcPVmRkpLZt22ZxtSgLkZGROnHixFntHo9HLpdL3bt3V9euXZWYmKiOHTuqV69emjp1akCO2yv9wOxyuXzWb9KkSVqyZIn69Omj5cuXW1Vemfr92f+vvvpK1atXP2u5oKCggAzeISEhKigo8BmvmJ6ergkTJujYsWP66KOPdN999ykjI0Mul8u7vQKZYRjq16+f9u7dq7y8PFWqVEmZmZkaOXKkjh49qhdeeEFpaWkBe8A2NDTUe6CldI6HzMxMvfvuuzp9+rQ2bdqkW2+91btP/P5ATaAone0/Pj7eO345KCjIe6ChqKhImzdv1tq1a1WtWjXt2bPH4orNFxwcrOXLl+uf//ynpJKrg06dOuUzBMXlcqlTp05avHhxwI3tLS4ulsPh8M7/0K5dO+/l1VLJ+8i2bdu0dOlSxcXFadeuXRZXbB6bzaZ9+/Z5/zY8Ho9q1Kih119/XYWFhSoqKlJeXp4cDodmzpypfv36qVevXt47iASSzMxMhYSE6M477/S2hYaGKjs7W+XKlVPVqlW9fyPBwcG67LLLrCq1zBQVFamoqEiFhYXe/aF0iMrFLnAH1JkoIiLC+4GguLhYxcXF+vHHH1VcXCyXy6XevXvr2LFjGjx4sFq2bKkZM2ZYXTIsUlBQII/H4z1yO3DgQG3fvl179uwJ2JBRWFioRo0anTUxTEhIiCZMmKCoqKiAPov1W6VHql0ulzIyMtS6dWvVqVNHtWvXVu3atb3/ls4+ExwI3G63iouL5XQ6ZRiGPB6P+vbt6x2/GR8f7x33nJubG9ATJhUXF6tt27bauHGjt23Lli2aN2+ePv74YzmdTs2bN0/NmjXTgAED9P3331tXrIlKLxctLCz0XuXQpk0bffHFF2rdurVycnIUGRmpzMxM5efnB+wEjKVn7aSSoQW33367brvtNsXGxkoq+dsJCwtT165dFRsbq6ysLGVkZFhZsulsNptcLpeWL1+unJwcBQcH67777tPmzZu1efNmbdq0SYZhaPr06brllltUuXJlq0v2K7fb7d0nXC6Xypcvr/DwcO97g9vtVmxsrB566CHFxsYqLS1Nubm5VpZsmpCQEDVu3Fh79uxRnTp11KhRI0VFRWnYsGGKjIzUyZMntXHjRjVo0EC1a9fWG2+8EZChWyq5MqawsFAZGRneh8vlUuXKlb3vG6UPp9Op+fPnB/xnLJfLpcLCQuXl5amgoED5+fmqVauWatasqaKiIlWrVk1jx469KC+5DzIC8TSLRfLz8xUZGSm32+29xParr75S//79tWXLFu8bKi4teXl5Z70hlF46dakxDENFRUWXzO319uzZo2uvvVapqamqWLGikpOTz7rKwe12q169ejp06NBf5lKp/1VhYaG++OILXXvttbrsssuUmZmpqKiocy6blJSkRo0aKS8vr4yrLBvZ2dl65plnvPdq3rFjh9q2batWrVrJMAytW7fOe0ucH374QR07dtQ//vEPi6v2P6fTqQULFqhbt26qVKmSsrOzFRkZedZyeXl5Sk9PV6NGjQJysqD09HTVq1fvvGE6OjpaKSkpioqKUk5OjubNm6eHHnoooF87s7OzVa1aNd1www3as2ePcnJy1KRJE5+7gCQmJnrv0Rtofx+ZmZmqW7eu0tPTVVxc7D2LWVhYqLCwMMXExOjYsWOKjIxUVlaWnn/+eU2cONF7u8pAkpycrB49emj37t1avHix8vPzNWXKFNntdu8yhmHo0KFDCg0N1YcffnjJTd5aOnHrbz9fGoahzMxMrVu3LiCvqJRKDt6GhYXpxIkT+vbbb9W+fXulp6erQoUKCgsL0+nTp7VixQpNmDBBsbGx2rZt20V1UIbgfYE8Ho+OHz+umjVregNUcXGx9u/fr0aNGvmEqvz8fO9tYwBcOvLy8vTdd9+padOm5/3AnJaWpsqVK2vv3r3ee54HEo/Ho4MHD2rLli3q06fPeT8M5OXlaevWrbr11lvLuMKydezYMQ0YMEBZWVkaPHiw+vXrp5MnT6pFixY6duyYpF8/aAeyrKwsvfzyyxo7dux53x8zMzO1aNEiDRo0qIyrs97q1avVvn37gA7av3fy5EklJCQoLS1NHo9H69ev1xtvvKEVK1aoS5cuuuuuuyTJOyFh6X2+A0VxcbH3c+W5zJ49W3379vUJn4GqsLBQI0aM0GOPPaZ69epp4cKFmjBhgp5++mmf5Twej7Zv366ePXuqQ4cOFlWLslRUVKQFCxbo7rvv/o/Z6sSJE1q+fLmGDBlShtX9dwTvC5SSkqLatWsrNTX1rMudBg4cqKuuukojRoywqDoAfxVut1uHDh3SFVdcEZBHqHmtPLfXXntNAwYMUGRkpJxOpw4ePMitJ3FJczqd2rlzp66//nqf9g0bNuj999/X66+/zkmMS9Snn36qlStX6vXXX7e6FOBPIXhfoPT0dFWqVEk5OTk+lzAMGTJEiYmJevPNN9W/f38LKwQA6/Faif9FXl6errvuOu3cuVOhoSXzvm7cuFFr167Vc889520LNKdPn1azZs3+490eUlJSNGDAAH322WdlXB2skJ6errvuuksrVqw46x7NpVJTU/X0009rzpw5ZVwdrNSnTx9lZmaqcuXKqly5sipVquT9d40aNdSoUSPvUNdLiWEY2rVrlxISErxXi+3du1dNmjSxuLKzMbnaBbLZbAoKCvK5HHD48OFavHixPv/8cz5IApAk723lfqtnz57atGmTBdWUPV4rfXk8Hh05ckRSyZjWqKgopaam+ixz7NgxpaSkWFGeZWw2m3744QcZhuFzT94XX3zRe6eEQJOTkyOHw6Fjx47J4XAoJSVFZ86c0enTp5WcnKzTp0/rhRdeUEhIiL755hury70o/PLLL2ratKkOHjxodSmmKC4uVrly5bR169ZzDjdxuVxauHChioqKtHjxYgsqLFsFBQX66KOPJElxcXGX3Ovi7x0+fFht2rRRs2bNZLPZ9OOPP2rp0qV67rnn1Lp1a9WtW1dnzpyxukzT5Ofna+LEiXr55Zc1ffp0TZo0ScXFxSosLFSLFi187i502223aejQoRZWe24E7wtUOu6q9Cj8Rx99pMTERK1atUo33nijlaUBuIjExMTIMAwlJydLKvkgsWrVqrNmfQ9UvFb6ys7OVv369VVUVKTw8HDl5uaqfPny3v63335bCQkJevbZZ60r0kR5eXlq3bq12rVrp3bt2unmm2/WXXfdpdDQUNntdhmGoVGjRkkq+duRFJATUb733nt67LHHZLfbFRQUJLvdrgYNGqhKlSqqWrWq6tSpo2XLlmnKlCmKioq6JMb17t69W1FRUd4Pz1lZWXriiSd8goTD4dDu3bsDcp9YtWqVRo8e7f1dOxwOhYeHKzIyUhEREQoJCdG8efM0aNAgRUdHXxL7hNvt1iOPPCJJCgsLU6VKlbR161Z17NhRnTt3VufOndWhQwfdfvvtFldaNmw2m9avX6+kpCTVq1dPY8aM0UcffaRt27bpxIkTCgoK0tKlS60u0zShoaF6+eWXtXPnTn3zzTd6+eWX9f3332vv3r2S5B2KsnHjRp08eVI9evSwstxzInhfoNKb1S9YsECS1LVrV33++edq2bKlxZUBuFjk5OR4b3MxePBgSdIHH3yg6tWrq2nTpuratau6d++ubt26eWfqDTS8VvqKjIxUaGio9xEcHCybzabMzEx1795djzzyiGrUqKFZs2ZZXaopbDab99LpH3/8UQMHDtShQ4ckSXa7XWFhYd6DNKXBIhAnmjt06JD3Xt6ls1fXrl1bHo9HLVu21LvvvquIiAjFxsbKZrMF7KX2v1V6IKp0SEpYWJimT5/uc0ugQN4n1q9fr7y8PJUrV867T9SoUUPff/+94uPjNXXqVJ99IpAn3vN4PGrcuLHuvPNOZWRkqF27djp58qRsNpscDocyMjLUsGFDtWvXTrt27dJTTz1ldcll5tZbb9Vll12mNWvWqE2bNrryyiv15ptvKjw8XCNHjlTbtm2tLtE0YWFhqlKlihYuXKh//etfqly5st58800tXLhQYWFhCgsLk9Pp1OOPP67OnTtflDPdB/4ruclGjBihV155xTsb8cyZM336i4qKlJmZqVWrVllRHgCLnDp1Sq1bt5YkrVmzRo0aNVJGRoYmTJigYcOGKSgoSFu2bNErr7yisWPHBmzQKsVr5a93uPhtaAgODlZoaKhSUlJUVFSkr776SrfffntATrQnlZyxiImJUa9evfTSSy+pV69emjJlirdP+vUqCbfbrXLlygVkwGjSpIk++eQTSb+GyN/+zkuHZ5QvX957kCbQlZ79L709lsPhkGEYPute+u9AHMd67bXXau3atZJ+/RsIDw9XrVq1ZLPZVLlyZe8+Ua5cuYDeJ9xut8aPH6+IiAgNHTpUTz75pAYMGKDg4GA5HA7FxsaqYcOGqlevnsLCws6akC/QTJo0ScOHD5ck/fvf/1br1q3Vt29fvffee/riiy/01FNPaeHChVq+fPl554oIBMXFxTIMQzk5OTIMQ8XFxRo/frwqV66sd955R2lpaXr44YdVXFysxMREq8s9J854/wlBQUE6ePCgWrZsqQULFmjbtm1yu90+j8LCQhUWFlpdKoAyFhERoTFjxigsLEwffPCBcnJy1LNnT/Xt21cffvih0tLSFBERoT59+ig6Otp7q5xAxGtlyeQvderUUcuWLeV0OtWyZUu1bNlSHo9HGzZskN1u1/Lly3XttdcqLS1NBQUFVpdcZkrP7rlcLk2cOFG5ubmaOHGi3njjDVWtWtXi6sxRt25dHT161DvXw6ZNm5Sfn69NmzYpOztbBw4c0OHDh+V0OrV582bvNgpkpWHztwdagoKCfC4rL/13IG6PunXrKjU1VcnJyQoODlZycrKKioqUnJwsl8ulM2fOKCsrS1LJhHuBuA1K2e12tWvXTl26dFF4eLg6duzovYw4EIcZ/CfZ2dn65z//qSuuuEL79+9X7969VbVqVU2ePFl16tTRkSNHtHnzZlWtWlWdOnWSy+WyumTT5OXl6ciRI4qJiVFMTIx+/vlnhYWFea8Sad++vZo1a6YtW7acdReVi4aBC+J2u43g4GDv9/PnzzeioqKMzz//3MKqAFxsNm/ebNx3331GbGys8corrxiGYRjXXHONkZKSYtSsWdMwDMNo2LChlSWaitfKEi6Xy3jllVeMOXPmGGFhYcbcuXONxMREIzg42LjzzjuNSpUqGStXrjQMwzBq1apl7N271+KKzXPVVVf5fE1ISDAMwzCioqKMBx54wPto2bKlceedd1pWp5mSkpKMiIgIo3nz5kZoaKjRvHlzIzw83GjevLkRGRlp1KlTx6hfv753mfr161tdsulSU1ONoKAg4+abb/Y+goKCjOuvv96nLTg42Dh27JjV5frdkSNHjNDQUKNy5cpGcHCwUalSJSM0NNSoVKmSUa5cOaN8+fJGdHS0Ua5cOaNSpUoBvU8UFhYaQUFBRrly5Yzg4GAjNDTUCA4ONgoLC41du3YZN910k/HCCy8YCxYsMC677DIjOTnZ6pJNt2nTJuPvf/+7cfnllxvTp083DMMwdu/ebTRt2tTo3bu34XQ6jauvvtrYtGmTxZWap7i42MjLyzOKi4sNj8djZGdnG6NGjTKio6ON0NBQY8yYMcbJkyetLvM/CtzrVExWVFQkqWQcSkhIiB544AFFRUWpW7duWrt2rVq1amVxhQAuBv369dPKlSt18OBBbdu2TYZhnHUWJ5DxWlkiLCxMo0aNUlFRkYYNG6Y+ffrIMAwNGDBAH374oRYvXqxHH31Ua9asUcWKFXXw4EFdddVVVpddJoz/f1dTh8Oh+fPne9s7d+6sBx54wKqyTFWxYkXFxcVpx44dioyM1I4dO3TNNddox44duu666/Twww+rQoUKGjdunHbs2KF69epZXXKZ+e1rwu9fHwzD0BdffBGQr5+xsbGKj4/Xd999p8jISJ0+fVrXXHONdu/e7d0nYmJiNH78eO3duzeg94ng4GClpKR45zz46aefVL9+feXm5iotLU3Hjx/XvHnzJEkVKlRQ69atvROYBqobb7xRf/vb3/SPf/zDO5nYc889p0WLFmnv3r2y2Wxas2ZNwF4lJJX8/d98881yOBwKCgqSy+XSiy++qI4dO6pHjx765ptv1KBBAy1cuPCinXCP4H2BSmckLioq8o41uvPOO/XII4/o7rvv/o/35ARw6bDb7UpNTdW0adP08ssva+zYsZIU0JdV/xavlb6ysrLkdrvlcrm84cHtdqtXr17q0aOHxo4dq927d2vbtm3q2bOnxdX6n8fjUWFhoQ4dOuT9WnpwpqioSPv27VNoaKiWLVsmp9Opu+++2+KKzeFwOJSZmSmpZJv89mup4uJi5efne8cyBrrSg5KlY/7PZ+rUqd6DNYEkPDzcu0+U/r5//3s3DMN7e71A3idCQkJUvXp1FRQU6K233lJERIQGDhzoDeIvv/yyOnXqpK1bt6pdu3ZWl2u6yZMnq2bNmnK73XryySf17rvvat68eTpz5oxeeeUVtWzZUu+8847y8/OVl5en//u//7O6ZFOUHpCZMWOGDMPQ2LFj1bhxY8XGxio0NFQrVqzQ7Nmz1a1bN23cuNE7z87FJHAHiJis9IXv92MpJk2aJIfDoT59+lhRFoCLyGeffSZJevjhh3XgwAEtWrRIixcvVosWLRQREaGCggItX75cubm5WrFihcXVmoPXSl8Oh0NJSUmy2WwqKChQtWrVvLM22+12zZgxQwsWLNDDDz9scaXmcDqdOnTokK688kodOnRIDRs29K6/y+XSrl271LRpU02fPl1z5syxuFrzhISEqKCgQIZheA9Opaena8KECTp27Jg++ugjFRQUKCMjQy6Xy3twIpD99uoYSfrqq6+UnJx81iMoKCggg3doaKj3QEvpgdnMzEy9++67On36tDZt2iSXy+XdJ35/oCYQGYahfv366fjx48rLy1OlSpXk8Xg0cuRI2Ww2vfDCC1q0aJHVZZqqoKBAX3/9tVauXOmdfG/NmjVavXq1LrvsMr377rtas2aNVq1apVWrVmn16tUWV2yuyMhI3XvvvbrvvvtUoUIFnwPYRUVFevzxx9W1a1f169fvorxtK2e8L1BhYaEaNWp01i81JCREEyZM0OrVq1VcXBzQk18AOL/8/Hz16NFDTqdTp0+f9t6T+LXXXtOQIUM0fvx4xcfHa8aMGapTp46ee+453XHHHdYWbQJeK30NGTJEaWlp+uSTT7R37159++23ioiI0OTJk3X33XerQYMGuv/++60u0zQRERFyuVw+E2gVFhaquLhYLpdLvXv3VpcuXTRjxgy1bNlS48eP997XO5C43W4VFxfL6XTKMAx5PB717dtXQUFB6t+/v5xOpy6//HKFhoYqNzc3oCdMKlW6ji6XSy6XS61bt/YJ2aX/DgoKCsjQWVRU5L0ipPQqhzZt2uiLL75Q69atlZOTo8jISGVmZio/Pz+gr5oqLi5Wu3bt9MQTT3jbtmzZonnz5snj8cjpdGrevHlq1qyZBgwYoEaNGqlx48YWVmweh8OhZcuWad++fVq0aJFCQ0P11FNPqUGDBgoLC1OdOnU0evRoNW/e3OpSy0RaWpp3vzhx4oT39aF0olZJeuGFF3TllVfq448/1j333GNZrecSZATiYUOLGYahoqKigLwFCoD/3cmTJzVmzBht27ZNy5Yt847Z7dChg5o3b/5fL6kMdJfaa+WyZcs0aNAgbd++XXXq1NHVV1+tgQMHqlWrVpowYYI2btyounXr6vbbb9ctt9yijh07Wl1ymcnPz1dkZKTcbrd3SMJXX32l/v37a8uWLYqNjbW4Qv8qLCzUF198oWuvvVaXXXaZMjMzFRUVdc5lk5KS1KhRI+Xl5ZVxlWVrz549uvbaa5WamqqKFSsqOTn5rNvqud1u1atXT4cOHQq4Mc5Op1MLFixQt27dVKlSJWVnZysyMvKs5fLy8pSenq5GjRopJyfHgkrNl52drWeeeUZz5sxRSEiIduzYobZt26pVq1YyDEPr1q1T+/btJUk//PCDOnbsqH/84x8WV22uL7/8Um+++aays7N19OhRxcXFaeXKlXrooYeUlZWlf//731aXaLri4mINHTpUERERMgxD+fn5mjp1qvc2nUePHlWtWrUkSW3atFGFChW0bNkyi6v2RfAGAJO9+eabmj9/vr788ktJJZeJ9e7dWydPngzI+9Hi3IqKinTgwAElJCRo7969uuOOO3TkyBHvPpCWlqZ3331Xb7zxhvr3769nnnnG4orN4fF4dPz4cdWsWdN7mWBxcbH279+vRo0a+UycVXrv80Dk8Xh08OBBbdmyRX369Dnvvdvz8vK0detW3XrrrWVcYdnKy8vTd999p6ZNm573YFxaWpoqV66svXv3KiEhoYwrLBtZWVne+UDOt+9nZmZq0aJFGjRoUBlXV7aOHTumAQMGKCsrS4MHD1a/fv108uRJtWjRQseOHZNUchArLCzM4krLXumVYj///LNiY2NVvnx5q0uyTFFRkRYsWKDu3bt7t8O6det09dVXq1KlShZX54vgDQBlID09XRUrVvR+/+2336pZs2YWVgSr/fjjj7riiivOai896xuol9+npKSodu3aSk1NPeteqwMHDtRVV12lESNGWFRd2WE7/HFut1uHDh3SFVdccd4DFQg8r732mgYMGKDIyEg5nU4dPHhQV199tdVlWSo3N1fVqlVTenq6QkNLRg6vWrVKCxYsUGJi4iV5MOKvgOANACbJzc3Vhg0bVL58+f8YokrHJnXq1KkMq0NZ8ng8evXVV/+ny+qDg4PVpEkTtWnTpgwqK3vp6emqVKmScnJyFBER4W0fMmSIEhMT9eabb6p///4WVlg22A74X+Tl5em6667Tzp07vQFr48aNWrt2rZ577jlvGy4tHo9HNptNeXl5mjp1qp5++mlt3rxZbdu2VVZW1jmHKQSK3NxcHTx4UOXLl1dERIT38VcYtkbwBgCTpKamqlq1av91fGp6eroaNGig/fv3l1FlsEJoaKhatmz5X8/Upaam6vjx48rIyAjIoQh5eXmKioqS0+n0flAaPny4Fi5cqI8//lg33nijxRWWDbbD2SpWrKj09HSftp49e2r48OEBeyDqvykqKpLdbldBQYEWLlyoPn36aOPGjbrlllsCPmB5PB4lJSWpbt26ys7OVo0aNXTo0CGfe1UfO3ZMhmGoZs2aFlZqntzcXMXHx3vfNwzDUGxsrL755huVL19e6enpqlq1qtLS0rRnzx41bdpU2dnZPgfzAk3pHTF+O+GiVDJpa3h4uCIiIlS9enW9+uqruv766y2u1heHyQDAJA6HQ1LJ5EjnG6vndDoVHh5O6L4EhIWFafHixapWrdp/XO7gwYO68sor9dNPP6lBgwZlVF3ZKQ2ZpWfqPvroIyUmJmrdunVq2bKllaWVKbbD2WJiYmQYhlJSUhQXF6eCggKtWrUqYG+v91t5eXm69dZbfQJWdHS0li5dKrvdLsMwNGrUKPXp08d7l4zfzocQiLKzs1W/fn25XC6Fh4crNzfXZyzz22+/rccee0w9evTQO++8Y2Gl5nE4HLLb7Zo3b5569+6t+fPne8f222w2lStXzvsaUnp5eaAPw4iIiJDNZlN6erry8/O9j7y8POXn5ysnJ0dTpkzRyJEj9fXXX1tdrg+CNwCYJDQ01PvBKDc3V//617+8b4hOp1O9e/dWUFBQwH94Qonfnr12uVx68803vb//0ovPhg0bpooVK+qrr74KyNAtlWwHwzC0YMECPfDAA+ratas+//zzSy5ssh185eTkKD8/X7Vq1VLjxo21evVqffDBB6pevbqaNm2qrl27erdZTEyMEhMTrS7Zr2w2m1JSUjRlyhSNHTtWU6ZM0eTJkyVJdrtdYWFh3oBlt9slKeDH8UZGRio0NNS73sHBwbLZbMrMzFT//v21atUqXXHFFZo1a5bFlZonJCREERERat26tfdr6dC13wfuwsJC2e32gB5+8OOPP8rhcCgoKEgOh0MOh0OxsbFyuVxatmyZ9/Zh33//vV566SWLqz0bl5oDgElKz2bn5ubK4/EoJiZGgwcPlmEYevfdd5WVlaWgoCCFh4cH5H1p4SsiIkKHDx9WtWrV5HK55HA49MADD3jDxPz58+VyuQL6Q5NUcvlouXLlVKFCBdWqVeu8s1MXFRUpMzNTq1atKuMKywbb4VenTp1S69atlZubq/Xr16tRo0bKyMhQkyZNNGzYMA0ZMkT16tXTK6+8orFjx2rWrFm66667rC7b75o0aaK9e/d6vyYkJOi7775T1apVlZqaqurVq+v48ePat2+fWrRoIafTaXXJpim9o0H58uW9t00LCwtTYWGh9u3bp3Hjxum5557T7bffruPHj1tcrbl+v1+Ufo2OjlaPHj304Ycf6p577tHp06e1f/9+/fjjj1aXbIrs7GxVrVpVPXv21OLFi5Wfny9J2rZtm+6991653W7t379f0dHR2rdvnxo2bHjRjfsOzClTAeAi8Nsz2REREQoODtasWbP05ptvKiwszHvWApcGt9vt8wFSkmbPnq3ExES9/fbbMgwj4EN3qaCgIB08eFAtW7bUggULtG3bNu8kg6WPwsJCFRYWWl2qqdgOJSIiIjRmzBiFhYXpgw8+UE5Ojnr27Km+ffvqww8/VFpamiIiItSnTx9FR0cHZOg+l9Izmy6XSxMnTlRubq4mTpyoN954w2ecc6AxDEN16tRRy5Yt5XQ61bJlS7Vs2VIej0cbNmyQ3W7X8uXLde21/6+9Ow+Lqnz/B/4GBhhWQTBBFJfcFTVDcU3NXHIn5asJiamJgpGamguC+5Z77pUbuZtpIbmGWpq7GWq4QiK5sMsyw2zP7w9+nI/jAI4lDOr7dV1cMM95zpn7nDkzzH2e5byF1NRUKBQKU4dcqgraTM3NzeHh4YExY8bAw8MDKpUK3t7eJo6u5FhbW2PTpk1wdXWFh4cHatasiYiICOh0OgwZMgQJCQkoV64cAMDLy6vMJd0Au5oTEZUKc3NzvUT8ye7F9OrTaDSoWLGi9AWxoIt5wTnxOg05KDjvXV1dsWbNGrRp0wYhISEYNmwYOnbsaOLoSg+Pw//Y29tj5MiR8PLywsqVK1G9enVMmTIFY8aMQVRU1Cs/ZrUoBeeITqfDzZs30atXL9y8eRM3btx4pW+npVarMXHiRDg4OCAkJAQhISEQQmDo0KFYunQpTp06hY0bN6J79+5wc3PDrVu34OXlZeqwS03BeWFlZYWZM2dKZa1bt8bYsWNNGVqJsra2hp+fH/z8/LB48WLExMQgLCwM7dq1Q0REhKnDMwoTbyKiEvJkYq1UKqHVajFw4EAIIZCXlweFQvFKzlpNhmQyGRITE6HT6QDkj8UTQmDChAmwtLSUyjUazSvf6q3RaADkd7W2sLBAQEAAHB0d4evri8OHD8PHx8fEEZYOHgdDH3/8MaKionD9+nWcPn1amrH4dbko9bSC/yE2NjaIjIyUyrt164aAgABThVXirKysMGbMGGg0GoSEhCAwMFBKvHfu3Indu3fj008/xYEDB1C+fHlcv379lU28tVotsrOzcejQIen3k58dp06dQlZWFvbt24fq1aujS5cuJo645KnVatSvXx8ODg4QQmDcuHEGdRQKBRwcHDi5GhHR60Kr1UpfGIUQWLFihTS7eYcOHYq9tze9WrKzszF9+nQcPXoU586dg1arxdSpU2FtbQ1zc3PodDqEhYVJCfirTK1WA8hPPAsuPPXq1QujRo2Cn58fLl++DGdnZ1OGWCp4HAzJ5XI8ePAAX375JRYuXIhJkyYBwCvf1R7I/3+hUqlw48YN6XdBgqXRaBAbGwuZTIZ9+/ZBqVTCz8/PxBGXvMzMTKjVauTl5Un/S9VqNfz9/dG3b19MmjQJf/zxB06fPo1+/fqZONqSoVAooFQqERQUBAAICgpC+fLlAeRf0H/w4AGCg4Oh1Wpx4MABU4ZaKjIzM1GuXDkkJiZi7dq1APK/X4WEhGDVqlUQQmDkyJFYs2ZN2bylmiAiohKRkZEhzM3NRVxcnPj7778L/blx44YwNzcXd+/eNXW4VIKGDx8u6tSpI7755huhUChMHY5JPXr0SJibm4vMzEy9co1GI2rXri169uxposhKF4+DvoMHD4qGDRuKevXqiRUrVoisrCzx5ptviuHDh4uHDx8KV1dXsW/fPlG5cmXx448/mjrcFy47O1uYmZkJc3NzYWZmJszMzESVKlWEEELY29uLTZs2CblcLlxdXcWtW7dMHG3pyMnJkf43ZmRkiMqVK4uHDx/q1dm6detrczyepNFohEwmk/7++uuvhYuLiwgNDRVKpdLE0ZWMzMxM4erqKkJDQ4VcLtdb5uTkJP3t4OBQ2qEZjbOaExGVkH/++QeVK1c2ajy3mZkZZzZ/haWnp8PBwQEymQxnz57F+++//8yr8Xfv3i2l6EpXUlISunbtimPHjsHFxUVv2ZYtW/Dzzz9j8+bNr3yPEB6H/8nNzUXFihWhVCqRnJws3ad6//79GDFiBE6dOoUPP/wQlpaW0Gq1yM3Nxfnz500bdAlQq9V6E0KpVCrIZDLI5XKoVCqkpqZiyZIlWL16NcLCwjBmzBgTRlvyBg0ahNTUVOzfvx+//vor6tSpAzs7OyxduhR+fn6v7C0XjZGdnQ1HR0fpHAGA27dvY+jQodi/f3/ZbO39jzIyMrB27VrEx8fjm2++QXx8vPTdqlGjRoiNjYUQAg0aNMC1a9cghICnp6eJo9bHxJuIqIRoNBo8fvwY9vb2xY7lVqlUSEtLg4eHRylGR6by6NEjnDt3rsix3Hl5eUhPT0dgYGApR2Z6QghoNJoyORttaXodj8P9+/fx+eef4/Tp09i3b580ZrdTp07w9vbG3LlzTRyhaeTm5sLe3h5qtVr6P/L7779jyJAh+O233wwu2rwq9u3bh08++QRnzpxB9erV0bhxYwwbNgw+Pj4IDw/HsWPHUKNGDfTo0QMdO3Z8LcY2Py0nJ8cgwRb/f16EV5larYa1tfUzGzXKYoMGE28iIiIiKhNWr16NyMhInDp1CgBw4MABDBo0CPfv33/lJ6PUarVISkpClSpVpORJp9Phr7/+Qv369fUSqoL7XL+qNBoN4uLi0LBhQ/z555/o2bMn7ty5I50DqampWL9+PVasWIEhQ4a8NLNa04uRkpICGxubIpcrFApkZWWhevXqpRjVszHxJiIiIqIyIy0tTZpACgAuXLiAt99+24QRlY7ExERUq1YNDx48QIUKFfSWDRs2DF5eXvjss89MFJ1p3bp1CzVr1jQoL+gJ8DoMyaCXH2c1JyIiIiKTys7ORkxMDBwcHApNok6cOAEgP9FSq9Xo2rVraYdY4uzs7CCEMGjJHjFiBCIjI7F69WoTRVa6tFotli5datRQC3NzczRq1AjvvPNOKURGZUFaWhrat2+PP//8Uyr7559/UKlSJenxiRMnkJaWhj59+pggwqKxxZuIiIiITOrBgweoVKnSM8csp6WloXbt2vjrr79KKbLSk5OTA0dHRyiVSinpDA0NxdatW/HDDz+gbdu2Jo6w9MhkMjRv3hzW1tbF1nvw4AGSkpKQnp7+yg9FoHwKhQJVqlRBSkoKrl27hooVK6JJkyZYuXIlevXqhbt378Lb2xsffPAB1qxZY+pw9TDxJiIiIiKTyszMhLOzM7Kzs4scu6xUKmFra/vK3u9epVLBxsYGGo0GZmZm2LNnDwIDA3H06FE0b97c1OGVKltbW9y6dUuvFbMw169fR7169RAXF/daz3L+OtFqtahSpQqioqLQpUsXREdH48SJEwgPD8f8+fOxfv16tGzZEitXrjR1qAbY1ZyIiIiITEomk0mTh2VnZ2Pbtm1Sa6dSqcSgQYNgZmb2Ss/YbGFhASEEtmzZgoCAAPTu3RtHjhx57ZJuAHqt13l5eVi9erX0+he0GYaEhKB8+fL4/fffmXS/Jo4fPy6N62/atClGjRqF9957D7t378bhw4fRtWtXNG3atEwm3QBbvImIiIjIxApas7Ozs6HVauHk5ISgoCAIIbB+/XpkZmbCzMwMtra2Ze4WQS+KVquFpaUlnJ2dUbVqVTRs2LDQehqNBhkZGYiOji7lCEuPnZ0dbt68iUqVKiEvLw82NjYICAiQLk5ERkYiLy+vyNsy0qsnJycHHh4eiIiIwMKFCzFr1iwMHjwYHh4eyMnJwcGDB5GbmwtfX18cOXIEzZo1M3XIBph4ExEREZFJFSRX2dnZkMvlsLa2hlqtBgA4ODggKysLeXl5r3zibWVlhYcPHyIsLAxff/013nzzTYMZ3dVqNTIyMnDkyBETRVryrKysEBsbizp16kAIAQsLC2kYgkajgZWV1Ss75ICKlpGRAQcHB1SuXBne3t7w8PBATEwMhg0bhiVLliA2Nha7du3CvHnzcOXKFdjb25s6ZD28TEREREREZYa5ublel/Inuxe/ygr20dXVFWvWrEGbNm0QEhKCYcOGoWPHjiaOrvRoNBpUrFgRCoUCAKQu5gXnxKs+5ICK5uTkhNzcXKjVavz000+YMWMGbt++jSFDhuDixYsIDQ3Fli1bsHnzZqxevRrjx483dch6mHgTERERkUk9mVgrlUpotVoMHDgQQgjk5eVBoVC88rNWazQaAPkt3xYWFggICICjoyN8fX1x+PBh+Pj4mDjC0iGTyZCYmCi1aKtUKgghMGHCBFhaWkrlGo2GXc1fQyqVSuoFEh4eDmdnZ1hbW2Pp0qWoWbMmTp8+jUmTJmHEiBH4/PPPy9Q93nm2EhEREZFJabVaqRVTCIEVK1ZIs5t36NChTH15LikFXes1Go10kaFXr14YNWoU/Pz8cPnyZTg7O5syxFKRnZ2N6dOn4+jRozh37hy0Wi2mTp0Ka2trmJubQ6fTISwsjF3NX1N9+/aFl5eX9Fin0yE+Ph5eXl6YNm0aKlasiGbNmmHKlCll7nODY7yJiIiIyKQyMzNRvnx5XLt2DTY2NoXWycvLQ926dZGQkIAqVaqUcoQlLzk5GW5ubkhPT4ejo6NUrtVqUb9+fdSpUwc//vijCSMsHUFBQTh+/DjGjx8Pf39/yOVyU4dEZch7772Hmzdvwt/fHwMGDMCKFSuQnJyM6dOnS3UsLCxQu3ZtWFpamjBSQ2zxJiIiIiKTysnJgRAC9evXf+Z47mrVqr2SE6ypVCrUr19favkuYGFhgfDwcPz888/Q6XRlrhXvRZs3bx4cHBwgk8lw9uxZvP/++7Czsyt2nbt375ZSdGRqZmZm2LJlC/bu3Qt/f38AwM2bN3Hx4kXpglVKSgrefvttREVFmTJUA2zxJiIiIiKT0mg0ePz4Mezt7Ysdy61SqZCWlgYPD49SjM70hBDQaDRlrgWvpD169Ajnzp0rcix3Xl4e0tPTERgYWMqRkal06NABs2fPRqtWraSyAQMGwNLSEpGRkQCAPXv24OOPP0Z6enqZulDFxJuIiIiIiIjKvG+//RYdO3ZEtWrVpLIjR47g1KlTCA8PB5Df4u3g4ABra2sTRVk4Jt5EREREREREJajstL0TERERERERvYI4uRoRERERERGVWQqFAps2bYKDg4PerQdzcnIwbNgwZGVl4bPPPoOHhwdq1KiB1q1bo27duiaOWh+7mhMREREREVGZlZWVBTc3N3Ts2BFCCMTExKBDhw44ePAgVCoVsrKyUK5cOQwZMgRxcXE4ffo09u/fjy5dupg6dAkTbyIiIiIiIiqzVCoV6tSpg/j4eABAjRo1cOfOHTg7OyM9PR1arRaWlpbQ6XQAgJ49e6JWrVpYvHixKcPWw67mREREREREVGZZWlpKXcyfLgfy73f/5PLatWujTZs2pRafMZh4ExERERERUZllZmaG7Oxs7Nq1CzqdDjk5Odi5c6e0XKfT6d2ze9GiRaYIs1ic1ZyIiIiIiIjKtOzsbGzYsAEbN26U/tbpdLh48SLefPNNCCFw5MgRU4dZJI7xJiIiIiIiojKtevXqBmO8K1asiF9++QVXrlyBv78/3N3d4e3tje3bt8Pa2trEEetjizcRERERERGVWTqdrtAx3lqtFg0aNED//v0BAFevXkV6ejrGjx9f2iE+E8d4ExERERERUZmVl5eHnJwc/PTTT9DpdMjNzcWPP/4IhUIBIP+e3kII2NnZYdu2bahZsyZCQkJQp04dE0f+P+xqTkRERERERGVWRkYGunTpAltbW6lMp9Ph8ePHOH/+PNRqNWxtbZGRkQFHR0cEBgbCyckJy5YtM2HU+tjiTURERERERGWWk5MTzpw5U+RytVqNiIgIyGT56W2fPn1QoUKF0grPKGzxJiIiIiIiIipBnFyNiIiIiIiIXmoqlcrUIRSLiTcRERERERG9lI4cOYJWrVph6tSppg6lWEy8iYiIiIiI6KVy48YNdO7cGZ07d4a9vT06depk6pCKxcSbiIiIiIiIXhqRkZHw8vKCtbU1YmNjcejQIbz33numDqtYnFyNiIiIiIiIXhqXL1/Gw4cP0blzZ1OHYjQm3kREREREREQliPfxJiIiIiIiojKtefPmaNiw4TPrWVhYoGfPnujVq1cpRGU8tngTERERERFRmebr6wt7e3vIZMW3Hf/xxx9ITk7GvXv3Siky4zDxJiIiIiIiolfCgQMH0LdvX/zzzz8oV66cqcORMPEmIiIiIiKil8alS5cgk8ng5eVlsCwlJQVyuRz29vYmiKxovJ0YERERERERvTR2796Nxo0bo3379tiyZQtUKpW0zNXVtcwl3QBbvImIiIiIiOglotVqceHCBfzwww/YuHEjrK2tMXfuXHz44YemDq1ITLyJiIiIiIjopaRUKvHVV18hOjoaMTExpg6nSEy8iYiIiIiI6KWm1WphYWFh6jCKxDHeRERERERE9NLJzs6Go6MjNBqNlHRHR0fD399fb9x3WcDEm4iIiIiIiF46NjY2yM3NhVarxcyZMwEADg4O2L59e5lLvNnVnIiIiIiIiMqs7Oxs1KlTB9bW1gAAIQRcXFxw/vx5ODg4IC0tDW5ubkhNTcXly5fRtGlTPH78GHZ2diaO/H/Y4k1ERERERERllo2NDeRyOSIjI2FmZobvvvsOubm5AABra2tYWlpCJpMBAKysrKTysoSJNxEREREREZVZFhYWsLOzQ+vWraXf5ub5qezTCbdKpYJcLpfKy4qyFQ0RERERERHRMxQk3gqFAkOGDEF6ejqGDBmC5ORkuLu7mzg6Q0y8iYiIiIiI6KVSMFWZubk5PDw8MGbMGABAUlISvL29TRlaoZh4ExERERER0UulIPG2srKSZjQXQqB169YYO3asKUMrFBNvIiIiIiIiKrO0Wi2ys7Nx6NAh6bdGo5GWnTp1CllZWdi3bx+qV6+OLl26mDhiQ0y8iYiIiIiIqMxSKBRQKpUICgoCAAQFBaF8+fIAAKVSiQcPHiA4OBharRYHDhwwZahF4n28iYiIiIiI6KWj1Wohl8uhVquh1WqxYcMGTJw4Ef7+/liwYEGZuqUYbydGRERERERELx2FQgGtVguNRgMLCwsMGzYMZ86cweXLl6Wu6GUFW7yJiIiIiIjopZSTkwM7Ozu9MiEEzMzMTBRR4Zh4ExEREREREZUgdjUnIiIiIiIiKkFMvImIiIiIiIhKEBNvIiIiIiIiohLExJuIiIiIJI8fP8aSJUtKbPt79uzByZMnS2z7L7uEhASsWLHC1GEQ0QvGxJuITGratGlYuHChyZ6/WrVqSElJKXJ5v379MG7cuFKMqGQ0b94cMTExAIre52cdi9J06dIltG7dGvb29njrrbdw9OjRYutHRETAwsICPXr0MGr7u3fvRv369eHg4IDOnTvj1q1b0rJp06bBwsICNjY2qFOnDlavXm3UNoUQ2LRpE1q1aoVy5cqhfPnyaNeuHb777ju9eq/COfei9tVYCQkJaNiwodH1N27ciFGjRv3n532W540LAG7fvo2qVavCw8MDaWlpaN++Pc6fP//CYyvsGPzyyy+wtLSEvb19seuGh4fj5s2b/+p5JkyYAAcHB0yfPr3IdcaMGQMHBwejtl+a1Go1QkND4ezsDBcXF4wfP77I2xFt3rwZMplM78fc3By9e/eW6qxbtw6enp6ws7ODr68vHj58KC2rWbOmwfpmZma4ePEi3NzcEB4erlefiF5+TLyJiIpRrVo1eHh4mDqM/yQhIQF3797FO++8Y+pQjJKTk4Pu3bsjODgYaWlpWLp0KQICAvD3338Xuc706dOfmZwXOHPmDMLCwrBt2zakpqYiNDQU/fr1g1qtlurMnz8fubm5iIqKwtdff42ff/652G1qNBr4+vriq6++wrRp0/Dw4UMkJiZiypQpWL58Ofr27QutVmtUfGX9nHuR+/o62rdvHz744ANcu3at1JPPd999V+88L0xsbCx2796NOXPm/KvnWLduHRISEoq88BEbGwsbGxs0atToX22/JE2dOhU3btxAXFwc4uLicO3aNUydOrXQuoMGDYJGo5F+VCoV6tWrh7CwMADAgQMHMGfOHERFRSElJQUNGzaEr6+vtP6tW7f01v/uu+/QvXt3NG3aFHK5HF27dkV0dHSp7DcRlQ4m3kRExVi4cCHGjBlj6jD+k927d8PX1xcWFhamDsUoKSkpWLx4Mfz9/WFlZYV27drBx8cH586deyHb//XXX+Hn54fGjRvDysoKPXr0gIODA65evapXz8zMDLVq1UJISAgOHz5c7DYjIiKQlZWF3377DZ07d4ZcLoednR06d+6MkydPomrVqkhNTTUqvrJ+zr3IfX0dPX78GB4eHihXrhwsLS1NHY6BkJAQLFiwAE5OTv9qfY1GAxcXF7i4uBS6/NSpU2jfvv2/D7CEqFQqfP3119i4cSMqVqyIChUqYPPmzfjmm2+Qk5PzzPW///57eHp6olmzZgCAJUuWYNGiRWjUqBFsbGwwc+ZM6HQ6/PLLLwbrCiEwe/ZsvSS/Xbt2+P3331/cDhKRyTHxJqJSM23aNDg7O6NOnTo4duyY3rJ169ahRo0acHR0xJAhQ6BUKvWWL1myBDVq1IC1tTUaNGiAyMhIaVlBd89r166hffv2sLW1hbe3Ny5evAgAiI6ONugO2KRJE6lVLiMjA4GBgXB0dETVqlWxZcsWadujRo3Cxo0bC92fd999F7/++qte2YwZM5CRkaFX1q1bNxw4cAAAkJycjEGDBsHJyQlOTk746KOPkJCQgGrVqkn17e3tkZSUhF69esHe3h716tUzSPySkpLw4YcfwsnJCS4uLvj0009x4cKFQru97tq1C35+foXuQ3F27NiBhg0bQi6Xo0GDBtixYwfGjRsnHY9p06ZhwYIFCA8Ph6urK9zd3bF+/XoIITBz5kxUrFgR7u7uBsfvzp076NOnD+zt7VGhQgWEhobi7Nmz0pfxqlWrYsCAAQAAhUKBnTt34uzZs2jZsuVz70NhOnXqhK1bt+L06dPIy8vD1q1bce7cOVSoUKHQ+pmZmcVetMjOzsaaNWuwceNGyOVyg+WWlpZYvHgx3njjDanM2HNu8ODB2LlzJ2bPno1KlSrB2dkZX3zxBXQ6nVRfrVZjypQp8PDwgFwuR7NmzfRa6BUKBXx9fWFnZ4eOHTvi7t270rJz586hffv2sLGxQcWKFTFy5Eg8fvy41PYVePZ7YtWqVahZsyauXr0KmUyGPXv2FBkfAPTv3x9Dhw7FqlWrIJPJpIsAqampGDp0KFxcXGBnZ4fu3bsjLi5OWm/w4MGYN28eatSogZCQEKn8/v37+Pjjj1GhQgXY2trCx8cH33//vd5zFvXZ87TFixdjxowZ+OKLLyCTyQqtc/z4cbRq1QpyuRyVKlXCxIkToVKp9OpcvHgRHTt2hI2NDTw8PDBt2jTs3bsXgwcPLvYYPEtkZCSsra0xcOBAo+o/zcnJCTk5OZDJZJgxY0ahdS5fvgxvb2+9smd9JhQw5rV4Vp1+/fph7NixBnH98ccfqFevHtzc3KQyFxcX+Pj44NSpU8Xu99OJsxACZ86cQffu3fXq9evXr9CeOXv37oW7uzt8fHykMm9vb1y+fLnY5yWilwsTbyIqFXFxcdi7dy/i4+OlrogFNm/ejGPHjuHMmTO4efMmUlNTERERIS2fPHkyTpw4gUOHDiErKwvr16/H8uXLsXLlSqlOamoqAgMDMX/+fKSmpmLEiBHo3bs31Go1unXrJnXny8vLQ5MmTbBixQopmRo4cCDeffddJCcnY8uWLRg7dqxB62dhPvnkE6xfv156rFarsXLlSr2LAomJibh+/To6d+6M7OxstGvXDuXLl8eVK1eQkJCA1q1bo2/fvnrb1Wg06NevH0aOHInU1FTMnz8f/fv3l8bKJicno23btqhZsybi4uJw48YNVKlSRfrS/aS7d+8iISEB7dq1e+b+POnbb7/FpEmTsGTJEqSnp2P79u1Yu3Yt9u/fr1dv1apV0Gg0+PvvvxEdHY2JEyciODgYSqUSd+7cwaFDhzB58mTcuXMHQP4Fg3feeQfNmzdHfHw8rl69ijfeeANDhgwpNI5KlSqhf//++Pjjj19Y9+vGjRsjKCgILVu2hFwux0cffYQ5c+YYbF+hUODo0aNYsmRJsYnImTNn4OXlhSpVqhgdw/Occ7NmzUJ6ejquX7+OixcvIiYmBmvXrpWWBwYGIiUlBWfPnkVmZibmzp2Lzz77DD/99BMAYNOmTXBxcUFycjIGDhyIBw8eAMhPNAYMGIDJkycjIyMDly5dgq2tLbp06VJkV/EXva/GvCeCg4Nx69YtNGjQABqNBh988EGxz7djxw58++23CA4Ollpfc3Nz0aFDB9ja2uLPP/9EYmIiOnXqhA4dOkjnJgAsXboUUVFRWLp0KYD891qbNm3g4eGBS5cuITMzEwsXLsSMGTOkCwipqakYNGgQ5s6di9TUVAQHB6NPnz6FdukeO3YswsPDMX/+/ELHDv/yyy/o378/Ro8ejZSUFMTExODq1av4v//7P6nOn3/+ia5du6J///64f/8+zpw5g9TUVEyePLnYY/As2dnZmDBhAq5evYpy5cohMDAQCoXimes9KSMjA3Z2dtBoNAgPDy+0Tnx8PGrVqiU9NvYzwZjXwpg61apVg6enp0Fcd+/eRc2aNQ3K69Spo3eOFOann36Ci4sLWrVqBSD/nHBycjK4OFXUtmbNmmXQpb1WrVp6/yeJ6BUgiIhKwY0bN4S3t7dQqVR65REREaJ+/fpCp9NJZXFxcaJ+/fpCCCGSkpJE9erVRV5ent56jx49Eu7u7kKj0Yj4+HgBQJw+fVqvTrNmzcTZs2f1ylasWCECAgKkx1WrVhXz5s3TqzNx4kSxYMECIYQQISEhYsOGDYXuk1KpFJ6eniIrK0sIIcT27dtF+/bthZeXl1Rn2rRpYtasWUIIIRYsWCAGDBhgsJ1ly5aJqlWrSo8BiO3bt+vV8fPzEzt37hRCCDF69GgRGhpqsJ0JEyaIBg0a6JUtWrRIDB8+XK+satWqIjk52WD9gnKlUineeOMNERsbq7c8KytLVKlSRToeERERwsfHR6/O8OHDRYsWLfTKgoODxebNm6W/J06caPDcY8aMEe3atTMoz87OFocOHRK1atUS3333ncHyJ8XExIju3bsXW0cIIX766SdRs2ZN8dtvv4mcnByxa9cuERERIZ2DERERQiaTCTMzMwFAtGzZUiQmJha5vS1btoiBAwc+83kLPM85FxgYKLp27apXd//+/aJbt25CCCHOnj1r8BoIIcTly5dFo0aNhBBCrFu3rtDzpVu3biI6Otqg3NfXV+zZs6fQ2F/0vhr7noiPjzc4t4uzYcMGERISIj1etGiR6Nevn0G9+fPniw8//FAIkX+sg4OD9ZaPHj1aTJo0yWC99PR0oVAoivzsadGihcFnT4GIiAjx5ZdfSo/btWsnzp07J4QQwsvLS0RFRenVV6lUolGjRuLgwYNCiPzXbc2aNQbb9fX1FYGBgUUegyfZ2dkZlM2ePVu0aNFC3LlzRzx48ED06NFDjB07ttD1n/T08xS27Se99dZb4vr169JjYz8TnvVaGFunKJs3bxYjR440KJ8yZYpYsmRJses2a9ZMxMTESI/v3r0r6tWrZ1Dv8OHDonfv3npl+/fvL/SzTwgh7O3thVarLfa5iejlwRZvIioVtWrVQpcuXQrtttenTx+YmZlJj2vUqCG1yp06dQp///03HB0dIZfLpZ8qVaogOTkZ8fHxAPJbRp/spgfkzxpbsB0gf+zwl19+iS+//FKv3tMtaE8+f3Gsra3h6+uLHTt2AADWrl2LuXPnws3NDSdPnoROp0NkZKTUcnP8+HEEBAQYbKd///56j83MzPQm4Xl6X44ePVpoC3Fh3cn/TTfz2NhYeHp6GnRbt7e3N+g6+XRX0AoVKqBt27Z6ZS4uLlJXV2OPQQE7Ozt06tQJGzdufGGz34eFhWHDhg1o3bo1bG1t0a9fP9ja2ur1oJg7dy60Wi2Sk5PRp08f+Pj4FDk7t6urKx49evRcMTzPOfd03SfPhePHj+P8+fN67w25XI7mzZvj2rVrUKlUCAgIQFxcHPr27YvExERpOydOnICvr6/Buvv37y+yq/SL3tfnPR/+rZiYGAwaNMig/KOPPtIb9tKkSRO95UePHi00vidbMwv77DH2M+RJqampSEpKMniPWVpaYsCAAVKcJ06cKLQHxn89ZgWt5NWrV0fFihWxceNGbNiwAUKI/7Tdp+Xk5OjNqm7sOWDMa2FMnaLY2NgYDHEC8l8XW1vbItc7ePAgrK2t9T4Ln2dbhbV2F7C3t0dubm6xcRPRy4OJNxGVmlmzZmHVqlUYOXIkNm/eLJWXK1dOr56lpSXy8vKkx35+flAqlQY/arVa6hr49DYAwMrKSm87EydORGhoqN4YPmOeH4A0vrTg54svvgAADBs2DBs2bMCNGzeQkZGBFi1aICgoCGvXrsXhw4fRqFEjuLu7A8hPqI35EiuXy2FlZVXkvmi1WtjY2Bis9/SY0cTERNy+ffu5JzIyNk4AcHZ2NoihfPnyemXm5uZSt1pjth0XF4e0tDS9ssaNG+P+/ftGxfSk/v37671uOTk5uH37ttQltICPjw8OHjyoV2ZmZgZXV1dMmDAB7du3x86dOw3mC1i1ahVatGiBCxcuIDk52ei4jDnniqr79Hk9bty4It8fVlZWsLGxwcGDB+Hr64v27dvjypUr0rppaWkG6+Xl5WHmzJmlsq/Pc679FzqdrtAx1RYWFnrj5R0dHfWWa7XaIm8nVaCwz57iXs/njfHpOJ+8SPkiJSQkoF69etJjFxcXODk5vfBbDGo0Gr05E4w9B4x5LYypUxRPT0/pQu6T4uPjUaNGjSLXe3pSNCD/2GVkZBgMN3h6WwXjvTt27Fjoti0sLP71/hBR2cPEm4hKVYsWLbBjxw691ktz86I/ilq2bInffvsNWVlZeuVJSUmYMGGCUdsA8ieROnPmDEJDQw2WPWtdANL40oKf+fPnAwAaNmwInU6Hzz//HMOHDwcA9O7dG7/99hsWLlwolQH5rcNP3+cYgNRibmw8bdq0KXSCqX379uk93r17N/r06VPkl/mieHl54d69e3oJGpA/BvTp29sUNulYcc9nzDH4/vvvsWjRIr3l586dQ/369Y2K/+ntPvm62dnZwdPT0+AexQX3zi2Ko6MjzM3N9eYL0Gg0CA4OliYEHD58eKFjo7VaLWbPnq036Z4x55wxddu0aYPo6GiD57106ZJBz46AgACMHz8e69atAwC0bt3aYMw+AHzxxRdITEwslX019j3xX7Vr1w67d+82KN++fbve/AdPn8/vvPMONmzYYLBeRkaG1KL5PK9lcSpUqAAXFxeDCRu1Wi127dolxdmuXTuDCeqA/37M3Nzc8Ndff0mP09PT8fjxY7i6uv6n7T5NLpfrteIaew4Y81oYU6coTZo0wbVr15Ceni6VpaWl4cyZMwYX6gocP34ceXl56Ny5s165mZkZvL29DWYw3717N9577z3p8axZs6TbjxUmNze30IusRPRyYuJNRKXi2LFjWLlyJXJzcxEdHY2qVasatZ6Hhwf8/f3h6+srdZ09efIkunTpgtq1axu1DSEERo0ahWXLlj13EmqMoUOH4tixY/D39weQn3gOHDgQt27d0vtCNmLECFy5cgWjR49GUlISMjIysHr1amzduvW5nm/KlCn46quvsGLFCqSlpSE1NRXLly/Htm3b9PZv165d6Nev33Pvj5WVFebNm4devXrh8OHDUCgUiI2NRe/evf/zfYcnT56MLVu2YM6cOUhJSUFycjJmzZqFmJgYqc7gwYOxadMmREdHIy8vD+fPn0dQUJDUqpSWloY2bdoYJM/GGjt2LAYNGoSrV69CqVTixx9/xJw5cxAUFGRQNzc3Fxs3bsSePXsMugA/afbs2VAoFOjQoQNiYmKk1uNjx46hQ4cOOHz4MKytrf9VvMVp0aIF6tWrh4CAACQkJCAvLw8HDhyAr6+vdJ/k5cuX4+jRo8jOzsbRo0el996cOXPw+eefY8+ePcjNzcW9e/cwYsQInD59utiJ7F7kvhr7njA3N3/m/aeLqx8cHIzff/8dYWFhePjwIdLT07F69WrMnTsXM2fOLHI7YWFh2LFjByZOnIjExESo1WocO3YMbdq0MbjQVZRff/0VnTp1Mure5kuWLEFAQACioqKQm5uLW7duYcCAAahQoQK6du0KIH8YREREBNatW4fMzEzcu3cPn376KW7fvl3sMXiW4OBgDB06FPHx8Xj48CEGDx6MoKCgF97C7uzsrNeKbsxnAmDca2FMnXHjxkmT5z3JysoKH3/8MT755BOkpqYiJSUFQ4YMwahRo6Tu4U+vO3PmzCIT57Fjx2L06NGIi4uDUqnEzJkzYWNjI/VAOnnyJLKystCtW7dC11er1VCpVCXyuUFEpsHEm4hKRaNGjXDw4EG4urpi165dhX7xKcq8efPQtWtX9OjRA46OjhgxYgQmT56MYcOGGbX+t99+i7Nnz6Jz585St9lnjfd7HgMGDMDIkSP1ktLhw4cjKChIrzXMzs4Ox44dQ3p6Oho2bIhq1arhwoULBrfDeRZPT08cPnwYUVFRqFy5MurWrYu4uDisXLlS6vaalJSEmzdv4t133y10G25ubtKxKKyld/DgwZg/fz7Gjh0LZ2dn+Pv7Y/To0dKX/3/L3d0dJ06cwLlz51C9enXUr18fjx8/xjfffCPV8fDwwO7duzFz5kzpuadPn44OHToAAJRKJeLi4pCZmfmvYhg6dCj8/PzQtWtXuLi4YPbs2di2bZveLY4Kbvf0xhtvYP369fjxxx+Lncnb2toaUVFRGDBgACZMmABXV1dUqFAB48ePR79+/XDkyJESa7mKjIxEtWrV0Lp1azg5OSE8PBzr1q1Dly5dAOS3Ao4dOxZubm6wsLCQbpXVtGlT7Ny5E8uWLYOLiwvefvttyGQy7N+/v9hW3Be5r8a+J9zd3SGTyYy+t3TTpk2lHh9A/ljZ48eP4969e6hbty48PDywd+9eHDp0qNgLeB4eHjh16hTi4+Ph5eUFZ2dnhIWFYe7cuUaPqU5NTUVcXJxRXYa7dOmC9evXY9asWXB2dkbbtm3h6emJPXv2SAlww4YNcfDgQezcuRPu7u5o0aIFKleubHAB4elj8CyhoaHo3r072rZti7feegsNGjTA9OnTjVr3eXh6eurN1m3MZwJg3GthTJ34+Hi9W+o9acaMGXB3d8ebb76J2rVro1atWpg2bZq0/Ml1s7Ky4OLigp49exa6ra5du2L06NHo1KkTypcvj4sXL+qd15cvXy5y5ncAuHfvHipVqlT0gSSil46ZKI3BVURE9MJERUWhSpUqaNy4sV752rVrcfXqVSxfvhzLli1DbGyswZdXIiJTmjVrFpRKJWbNmmXqUMq0H374AZs2bcLevXtNHQoRvSBs8SYiesk4ODigT58+OHr0KIQQ0Ol0UnfpgtZMNze3QsezE73sjh8/rjfp25M/T97/m16MF328C7uzBRk6efIkmjdvbuowiOgFYos3EdFL6NixY5g+fTquXbsGtVoNHx8fLFmyBHXr1jV1aERERcrLy4Obmxtu375tcAcE+p9atWph586deOutt0wdChG9IEy8iYiIiIiIiEoQu5oTERERERERlSAm3kREREREREQliIk3ERERERERUQli4k1ERERERERUgph4ExEREREREZUgJt5EREREREREJYiJNxEREREREVEJYuJNREREREREVIL+Hx2Vs2uhcuSjAAAAAElFTkSuQmCC","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf\n","不是      1245\n","是       1150\n","不重要      538\n","问法错误      38\n","回答正确      29\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":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf\n","不是              1227\n","是               1185\n","不重要              544\n","回答正确              26\n","问法错误              16\n","小男孩                1\n","破旧帽子是小男孩的爷爷的       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":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf\n","不是      1206\n","是       1124\n","不重要      602\n","回答正确      36\n","问法错误      32\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":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf\n","不是      1458\n","是       1131\n","不重要      315\n","问法错误      59\n","回答正确      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"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf\n","不是      1483\n","是       1150\n","不重要      287\n","问法错误      49\n","回答正确      31\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":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-210_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-210_torch.float16_lf\n","不是      1260\n","是       1141\n","不重要      482\n","问法错误      83\n","回答正确      34\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":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-245_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-245_torch.float16_lf\n","不是      1348\n","是       1161\n","不重要      431\n","问法错误      31\n","回答正确      29\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI4CAYAAACcBzEAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABrDklEQVR4nO3dd3gUVd/G8TuFJJuEJBAg1FAE6WChKSCINEWFCFZQqoAUaYoiCDygIFhQAQv60EGUoICAKA/Su4KCJUoJSYjUJKTvps37B1f2ZUkCAXeylO/nuvaCnHNm9ze7k83eO2dm3AzDMAQAAAAAAEzh7uoCAAAAAAC4mRG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATeV7LQvfff7+2bNmi6dOn66WXXsp3TGZmpiZNmqTJkyfb2+bMmaM33nhDcXFxat++vT755BOFhITYx48aNUqLFi2Su7u7+vTpo6lTp8rTs3Al5uTk6J9//lHx4sXl5uZ2LasFAAAAAEChGYah5ORklS9fXu7uBe/XvqbgvWnTJk2cOPGyY8aPH69Dhw7Zf16/fr2mTJmiNWvWqEaNGpoyZYrCwsK0c+dOSdLrr7+uv//+WxEREXJ3d1evXr30+uuva+rUqYWq6Z9//lGlSpWuZXUAAAAAALhmMTExqlixYoH9boZhGNdyxxMnTpS/v3++e7x37NihNm3aqF27dlqzZo0kqUOHDurfv7+6du1qH9esWTNNmTJFLVq0ULly5fT777+rbNmykqS4uDjVqlVLx48fl5+f3xXrSUxMVFBQkGJiYhQQEHAtqwQAAAAAQKElJSWpUqVKOn/+vAIDAwscd017vC8nJSVFPXv21EsvvaRff/1V0oXd73v27NGqVascxnbr1k0bN26Uv7+/ateubQ/dkhQcHKymTZtq586dateu3RUfN3d6eUBAAMEbAAAAAFBkrnS4s9NPrjZs2DB16tTJISzHxcUpKChIPj4+DmNr1qypY8eOKTo6WtWrV89zX7n9AAAAAADcqJy6x3vVqlXavXu3fv75Z+3evdvenp6eLl9f3zzjLRaL0tPTr9ifH5vNJpvNZv85KSnJCWsAAAAAAIBzOW2P95kzZzR48GAtXrw4z55ti8Uiq9WaZ5m4uDj5+vpesT8/U6dOVWBgoP3GidUAAAAAANcjp+3xfuGFF3T69Gndc889ki5c3is7O1tly5bVyZMndf78eWVmZqpYsWL2ZSIjI1WtWjWFhoYqMjIyz31GRkY6nIztYmPGjNHIkSPtP+ce1A4AAAAAwPXEaXu8V6xYoczMTFmtVlmtVv3www968MEHderUKbm5ualRo0b68ccfHZYJDw9X27Ztdccdd+iPP/5QQkKCvS8+Pl579uzRvffem+/jeXt720+kxgnVAAAAAADXK6efXK0gI0eO1PDhwxURESGr1arJkyfLYrGodevW8vLyUu/evfX8888rLi5O586dU58+fTRkyJACp5oDAAAAAHAjKLLg3bFjRw0fPlzt2rVTyZIltX//fq1YscLeP2nSJJUrV0633Xabbr/9dtWoUUMTJ04sqvIAAAAAADCFm2EYhquLcIakpCQFBgYqMTGRaefX6P7779eWLVs0ffp0vfTSS/b2ZcuWacKECfrnn3/UokULzZ49W9WqVcv3Pnbv3q1Tp06pS5cuki6cIG/YsGFat26d/P39NWzYMI0aNaooVgcAAAAATFXYHFpke7xx/du0aZPGjx/v0LZnzx6NGjVKS5cu1blz5/Twww/rkUceyXf51NRUPfvss8rKyrK39ezZU9WrV1dMTIz27dunbdu2acGCBaauBwAAAABcTwjeuKzMzEx99dVXuvvuu+Xt7a3Bgwfrn3/+0blz5/KMHTlyZJ6z02/dulWvvfaa/Pz8FBISoqFDh+qbb74pqvIBAAAAwOUI3risFi1aqHnz5pIunGl+woQJuu222xQcHOwwbu3atdq8ebMee+wxh/ZOnTpp9OjRSkpKUkxMjKZMmaKQkJAiqx8AAAAAXM1p1/HGze3XX3/VHXfcIXd3d61bt05ubm72vnPnzmngwIFasWKFPvroI4flZs+erYYNG+qDDz6QJNWuXVuLFi0q0toBAAAAwJXY441Cadiwoc6ePavPPvtMzz33nP7++297X//+/fX888+rSZMmDstkZWXpkUce0TPPPKO4uDhFRUWpY8eOOnPmTFGXDwAAAAAuwx5vFFqpUqXUp08fnTp1Sh9//LFmzJih+fPn6+TJk1q+fHme8WvWrJHFYtG0adMkSSVLltTkyZPVokUL7d69W97e3kW9CgAAAABQ5AjeuKw9e/aoUaNG8vDwsLc1bNhQixYtUnR0tEaNGqWUlBT5+flJunAytqVLl2rPnj0qVaqUWrZs6XB/fn5+CgoK0m+//aa77767SNcFAAAAAFyBqea4rHHjxunHH390aNu3b5/q1Kmj0NBQxcXFyWazyWq1ymq16tlnn9XSpUv19ttvq1q1aoqIiHBY1mq16s8//1TZsmWLcjUAAAAAwGUI3risESNGaPjw4Tp06JCsVquWL1+uefPmadCgQVdc9pFHHtH+/fs1e/ZsJScnKzY2Vj179tQ999yjChUqFEH1AAAAAOB6BG9c1kMPPaSXX35Zjz32mIKCgvTBBx9o5cqVKlWq1BWX9fHx0Zo1a7R69WqFhISoadOmKlOmjBYuXFgElQMAAADA9cHNMAzD1UU4Q1JSkgIDA5WYmKiAgABXlwMAAAAAuMkVNodycrXrQJVX17q6hFvO8bc6uboEAAAAALcIppoDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgomsK3vfff7/c3d31zjvvOLRv375dTZs2VUBAgJo1a6bdu3c79E+aNEkhISEKCAhQnz59lJKSYu9LSkpS9+7d5e/vr/Lly2vatGnXUhoAAAAAANeVawremzZt0vjx4x3aDh8+rCeeeEJvvvmmTp8+rdGjR6tLly46ceKEJOmTTz7RypUrtXv3bp04cUJubm56/vnn7cv3799fxYoVU2xsrHbt2qXw8HB9+umn/2LVAAAAAABwPU9n3dGsWbM0cuRItW3bVpL02GOPac+ePfrqq680cuRIzZgxQ0uXLlXVqlUlXQjit912m44ePSofHx9t2rRJUVFR8vHxUWBgoBYuXKgHH3xQAwYMcFaJAAAAAAAUOacF76pVq6pTp04ObZUqVVJMTIzOnDmj1NRU3X333fa+YsWK6dFHH9WPP/6owMBAtWvXTj4+Pvb+2rVry9/fX4cPH1aNGjWcVSYAAAAAAEXKaSdXGz58eJ6AvGbNGjVq1EjR0dGqXr16nmVq1qypY8eOXbEfAAAAAIAblWlnNZ8/f75OnTqlsLAwpaeny9fXN88Yi8Wi9PT0K/bnx2azKSkpyeEGAAAAAMD1xpTgvW/fPr3yyiv64osv5OnpKYvFIqvVmmdcXFycfH19r9ifn6lTpyowMNB+q1SpktPXAwAulZ2drWnTpik7O9vVpQAAAOAG4fTgHR0drbCwMP33v/9V7dq1JUmhoaGKjIzMMzYyMlLVqlW7Yn9+xowZo8TERPstJibGuSsC4KZU0OUQIyIi5OvrKzc3N507d67A5WfOnKktW7bIw8PD3maz2VSrVi25u7srPDzctNoBAABwY3LaydUkKTk5WQ8//LBefvllPfzww/b2MmXKyMvLS3/99Zdq1qwpScrKytKqVav0yiuvyMvLSy+99JKysrLk6XmhpN9++002my3fY78lydvbW97e3s4sH8AtYNOmTZo4cWKe9lq1aiktLU1VqlQpcNlTp05p2rRp2rlzp0O7t7e3IiIi1KtXL+cWCwAAgJuC0/Z4Z2dn64knntB9992nYcOG5ekfMWKE+vXrpxMnTig5OVlDhw5V27ZtVbVqVVWoUEH33nuvRowYoZSUFMXExOj555/XuHHjnFUeAPxrL7/8soYOHWq/LCIAAABQGE4L3kOHDtX69ev1ySefyNPT03574IEHJEkDBw5Uu3btdNddd6lChQrKyMjQJ598Yl/+008/VXx8vMqWLasmTZroscceU9++fZ1VHgD8K9u2bdP+/fv18ssvu7oUAAAA3GCuear5pVM1P/roI3300UeXXWb8+PEaP358vn2BgYFasmTJtZYDAKbJycnRkCFDdO7cOZUqVUr33Xef5s+fr+DgYFeXBgAAgBuAaZcTA4CbxbJly2S1WrVhwwZFRUWpXLly6t+/v6vLAgAAwA3CqSdXA4Cb0ZdffqkZM2aoQYMGkqRZs2apSpUqOn36tEJCQlxcHQAAAK537PEGgCs4cuSI6tWrZ//Zy8tLtWrVUnR0tAurAgAAwI2C4A0AV1CxYkX99ttv9p8zMzP1999/X/bSYwAAAEAugjcAXMGgQYM0fPhwHTx4UOfPn9fQoUPVqlUrlS5d2tWlAQAA4AbAMd4AcAWdO3fWmTNn1KVLFyUnJ+uxxx7TnDlzXF0WAAAAbhBuhmEYri7CGZKSkhQYGKjExEQFBAS4upyrUuXVta4u4ZZz/K1Ori4BAAAAwA2usDmUPd4AigRfMBU9vmACAAC4PnCMNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGCiawre999/v9zd3fXOO+84tO/YsUN33HGHLBaLGjdurL179zr0z5kzR6GhofLz81NYWJhOnz5t78vMzNSLL76oEiVKKDg4WC+//LKysrKupTwAAAAAAK4b1xS8N23apPHjxzu0nT59WmFhYRo/frySkpI0duxYde7cWadOnZIkrV+/XlOmTNGaNWt07tw51atXT2FhYfblX3/9df3999+KiIhQRESE/vjjD73++uv/YtUAAAAAAHA9p001nzt3rp588kk99thjKlasmLp06aKePXvqo48+kiTNmDFD7777rho0aCCLxaLJkycrJydHP/74ozIyMvTZZ59p/vz5CgkJUenSpbVw4UJ9/vnnSk1NdVaJAAAAAAAUOacF723btqlz584Obd26ddPGjRtlGIb27NmjTp065dv/yy+/qHbt2ipbtqy9Lzg4WE2bNtXOnTudVSIAAAAAAEXOacE7Ojpa1atXd2irWbOmjh07pri4OAUFBcnHxyff/vyWvbg/PzabTUlJSQ43AAAAAACuN04L3unp6fL19XVos1gsSk9Pz7fvavrzM3XqVAUGBtpvlSpVcs6KAAAAAADgRE4L3haLRVar1aEtLi5Ovr6++fZdTX9+xowZo8TERPstJibGOSsCAAAAAIATOS14h4aGKjIy0qEtMjJS1apVU3BwsM6fP6/MzMx8+/Nb9uL+/Hh7eysgIMDhBgAAAADA9cZpwbtFixZav369Q1t4eLjatm0rNzc3NWrUSD/++GO+/XfccYf++OMPJSQk2Pvi4+O1Z88e3Xvvvc4qEQAAAACAIue04N23b18tWLBA3333nbKysrRmzRotW7ZMgwYNkiSNHDlSw4cPV0REhKxWqyZPniyLxaLWrVvLy8tLvXv31vPPP6+4uDidO3dOffr00ZAhQwqcag4AAAAAwI3AacE7JCREy5cv15gxY+Tv76+JEydq5cqVKlOmjCSpY8eOGj58uNq1a6eSJUtq//79WrFihX35SZMmqVy5crrtttt0++23q0aNGpo4caKzygMAAAAAwCXcDMMwXF2EMyQlJSkwMFCJiYk33PHeVV5d6+oSbjnH3+p05UFwKrbzosd2DgAAYK7C5lCn7fEGAAAAAAB5EbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAEzk1eMfFxalHjx4qWbKkQkND9e6779r7/vzzT7Vo0UIWi0V169bVunXrHJZduXKlbr/9dlksFrVp00aHDx92ZmkAAAAAALiEU4N3z549Vb16dcXExGjfvn3atm2bFixYIJvNpoceekhPP/20EhMT9cknn6hfv346dOiQJOnQoUMaMGCAPvvsMyUmJuqJJ55Qx44dZbVanVkeAAAAAABFzqnBe+vWrXrttdfk5+enkJAQDR06VN98842+/vpr1atXT4MHD5aXl5datmyp8ePH6+2335YkzZo1S6NHj1arVq3k5eWlgQMHqnHjxlq6dKkzywMAAAAAoMg5NXh36tRJo0ePVlJSkmJiYjRlyhSFhIRo27Zt6ty5s8PYbt26aePGjZJ0xX4AAAAAAG5UTg3es2fP1ooVKxQYGKjQ0FCdPHlSEyZMUHR0tKpXr+4wtlSpUrJarbLZbIqNjVW1atUc+mvWrKljx44V+Fg2m01JSUkONwAAAAAArjdOC95ZWVl65JFH9MwzzyguLk5RUVHq2LGjzpw5o/T0dPn6+uZZxmKxKD09XTk5OXJ3d8+3ryBTp05VYGCg/VapUiVnrQoAAAAAAE7jtOC9Zs0aWSwWTZs2zX5W88mTJ6t3797y8vLK90Rp8fHx8vX1lbu7uwzDcOiLi4vLN6znGjNmjBITE+23mJgYZ60KAAAAAABO47Tg/ddff6lly5YObX5+fgoKCpIkRUZGOvSdOnVKJUuWlJeXlypUqKDo6GiH/sjIyDzTzy/m7e2tgIAAhxsAAAAAANcbpwXvatWqKSIiwqHNarXqzz//VI8ePbR+/XqHvvDwcLVt21aS1KJFi8v2AwAAAABwo3Ja8H7kkUe0f/9+zZ49W8nJyYqNjVXPnj11zz33qGvXrtq7d68WLlyozMxM7dq1S9OnT9fLL78sSRo6dKjeeOMN7dmzR5mZmZo7d64OHjyop59+2lnlAQAAAADgEk4L3j4+PlqzZo1Wr16tkJAQNW3aVGXKlNHChQvl4+Ojb7/9VnPmzFHx4sXVt29fzZkzR3Xr1pUk1a9fXzNnztSzzz6rgIAALV68WOvWrZO3t7ezygMAAAAAwCU8nXlnNWrU0Pfff59vX506dbR9+/YCl+3SpYu6dOnizHIAAAAAAHA5p17HGwAAAAAAOCJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAiU4N3VFSUFixYYOZDAAAAAABwXTM1eA8bNkynT5+2/7xjxw7dcccdslgsaty4sfbu3eswfs6cOQoNDZWfn5/CwsIclgUAAAAA4EZkWvBet26djh49qpEjR0qSTp8+rbCwMI0fP15JSUkaO3asOnfurFOnTkmS1q9frylTpmjNmjU6d+6c6tWrp7CwMLPKAwAAAACgSJgSvG02m4YPH65PPvlEnp6ekqS5c+fqySef1GOPPaZixYqpS5cu6tmzpz766CNJ0owZM/Tuu++qQYMGslgsmjx5snJycvTjjz+aUSIAAAAAAEXClOA9ffp03XfffWrevLm9bdu2bercubPDuG7dumnjxo0yDEN79uxRp06d8u0HAAAAAOBG5fTgHRMTo6lTp+r7779XiRIlNGrUKOXk5Cg6OlrVq1d3GFuzZk0dO3ZMcXFxCgoKko+PT779AAAAAADcqJwevCdPnqx27drp559/1v79+7V9+3bNnj1b6enp8vX1dRhrsViUnp6eb9/F/fmx2WxKSkpyuAEAAAAAcL3xdPYdrlq1ShERESpRooQk6b///a+eeOIJWSwWWa1Wh7FxcXHy9fXNt+/i/vxMnTpV//nPf5xdPgAAAAAATuXUPd5nz56Vn5+fPXRLUt26dXXixAmFhoYqMjLSYXxkZKSqVaum4OBgnT9/XpmZmfn252fMmDFKTEy032JiYpy5KgAAAAAAOIVTg3dwcLASEhKUkJBgb/vjjz8UGhqqFi1aaP369Q7jw8PD1bZtW7m5ualRo0Z5zmCe258fb29vBQQEONwAAAAAALjeODV4u7u7q1evXurVq5fOnDmjyMhI9evXT8OGDVPfvn21YMECfffdd8rKytKaNWu0bNkyDRo0SJI0cuRIDR8+XBEREbJarZo8ebIsFotat27tzBIBAAAAAChSTj/G+6233tIrr7yievXqyc/PTy+++KKef/55SdLy5cs1ePBghYWFqV69elq5cqXKlCkjSerYsaOioqLUrl07xcXFqUOHDlqxYoWzywMAAAAAoEi5GYZhuLoIZ0hKSlJgYKASExNvuGnnVV5d6+oSbjnH3+p05UFwKrbzosd2DgAAYK7C5lCnX04MAAAAAAD8P4I3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAC3iLffflvnzp2TJG3cuFF33HGH/P391aJFCx04cMBh7Ny5c+Xp6al69eq5olQAAG4qBG8AAG4BBw8e1Ouvvy5JioqK0tNPP623335b8fHxGjFihB555BGlpqbax/fp00dHjhxxVbkAANxUCN4AANzkMjIy9OyzzyorK0uSlJiYqPnz56tdu3by8vJS165dVapUKf35558urhQAgJuTp6sLAAAA5ho7dqzq16+vxMRESVKDBg3UoEEDSVJycrIWLVqkxMRE1alTx5VlAgBw0yJ4AwBwE9u6davCw8P1yy+/qGHDhg59iYmJCgoKkiTNmTNHvr6+LqgQAICbH1PNAQC4SSUlJalXr16aN2+eAgMD8/QHBgbq/PnzCg8P18SJE7V161YXVAkAwM2PPd4AANykXnzxRXXt2lWtW7cucExgYKC6du0qm82mGTNm6L777iu6AgEAuEWwxxsAgJvQqlWrtGTJEs2cOVM+Pj7y8fFRVFSUKlasqA8++EBpaWkO4xs2bKiTJ0+6qFoAAG5uBG8AAG5CnTt3VmZmpqxWq/1WuXJlnThxQr/99puWLFniMH7fvn2cXA0AAJMw1RwAgFvMkCFD9Oijj6pu3bq6++67tX37do0fP14bNmxwdWkAANyUCN4AANxiGjZsqI8//lgDBw7U4cOHVatWLc2bN081a9Z0dWkAANyUCN4AANwijh8/bv//Qw89pIceeuiy46tUqaLffvvN5KoAALj5EbwBAHCSKq+udXUJt5zjb3VydQkAAFwRJ1cDAAAAAMBEBG8AAAAAAExE8AYAAAAAwESmBu+3335b586dkyT9+eefatGihSwWi+rWrat169Y5jF25cqVuv/12WSwWtWnTRocPHzazNAAAAAAAioRpwfvgwYN6/fXXJUk2m00PPfSQnn76aSUmJuqTTz5Rv379dOjQIUnSoUOHNGDAAH322WdKTEzUE088oY4dO8pqtZpVHgAAAAAARcKU4J2RkaFnn31WWVlZkqSvv/5a9erV0+DBg+Xl5aWWLVtq/PjxevvttyVJs2bN0ujRo9WqVSt5eXlp4MCBaty4sZYuXWpGeQAAAAAAFBlTgvfYsWNVv359VaxYUZK0bds2de7c2WFMt27dtHHjxkL1AwAAAABwo3J68N66davCw8M1e/Zse1t0dLSqV6/uMK5UqVKyWq2y2WyKjY1VtWrVHPpr1qypY8eOObs8AAAAAACKlKcz7ywpKUm9evXSvHnzFBgYaG9PT0+Xr69vnvEWi0Xp6enKycmRu7t7vn0FsdlsstlsDo8NAAAAAMD1xql7vF988UV17dpVrVu3dmi3WCz5nigtPj5evr6+cnd3l2EYDn1xcXH5hvVcU6dOVWBgoP1WqVIlp6wDAAAAAADO5LTgvWrVKi1ZskQzZ86Uj4+PfHx8FBUVpYoVK+r3339XZGSkw/hTp06pZMmS8vLyUoUKFRQdHe3QHxkZmWf6+cXGjBmjxMRE+y0mJsZZqwIAAAAAgNM4LXh37txZmZmZslqt9lvlypV14sQJvfnmm1q/fr3D+PDwcLVt21aS1KJFi8v258fb21sBAQEONwAAAAAArjemXcf7Yo899pj27t2rhQsXKjMzU7t27dL06dP18ssvS5KGDh2qN954Q3v27FFmZqbmzp2rgwcP6umnny6K8gAAAAAAME2RBG8fHx99++23mjNnjooXL66+fftqzpw5qlu3riSpfv36mjlzpp599lkFBARo8eLFWrdunby9vYuiPAAAAAAATOPUs5pf6vjx4/b/16lTR9u3by9wbJcuXdSlSxczywEAAAAAoMgVyR5vAAAAAABuVQRvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATOTU4J2QkKCePXuqdOnSqlKlit566y3l5ORIknbs2KE77rhDFotFjRs31t69ex2WnTNnjkJDQ+Xn56ewsDCdPn3amaUBAAAAAOASTg3e3bp1U4UKFXT06FFt2LBBK1eu1KxZs3T69GmFhYVp/PjxSkpK0tixY9W5c2edOnVKkrR+/XpNmTJFa9as0blz51SvXj2FhYU5szQAAAAAAFzCacH7wIEDOnPmjN58800FBASoRo0amjdvnj7//HPNnTtXTz75pB577DEVK1ZMXbp0Uc+ePfXRRx9JkmbMmKF3331XDRo0kMVi0eTJk5WTk6Mff/zRWeUBAAAAAOASTgve2dnZGjlypNzc3OxtlSpV0unTp7Vt2zZ17tzZYXy3bt20ceNGGYahPXv2qFOnTvn2AwAAAABwI/N01h01atRIjRo1cmhbs2aNGjVqpKioKFWvXt2hr2bNmjp27Jji4uIUFBQkHx+fPP1Lly4t8PFsNptsNpv956SkJCesBQAAAAAAzmXaWc1PnTqlUaNGafz48UpPT5evr69Dv8ViUXp6er59F/cXZOrUqQoMDLTfKlWq5PR1AAAAAADg3zIleNtsNnXt2lWDBg1S06ZNZbFYZLVaHcbExcXJ19c3376L+wsyZswYJSYm2m8xMTFOXw8AAAAAAP4tp001v1jfvn1VqVIlvfbaa5Kk0NBQRUZGKjQ01D4mMjJS1apVU3BwsM6fP6/MzEwVK1YsT39BvL295e3tbUb5AAAAAAA4jdP3eE+cOFHHjh3T/Pnz7Sdaa9GihdavX+8wLjw8XG3btpWbm5saNWqU5wzmuf0AAAAAANzInLrHe8mSJVq0aJF27drlcLK0vn376s4779R9992ndu3aaf369Vq2bJn2798vSRo5cqSGDx+ub775RlWqVNHbb78ti8Wi1q1bO7M8AAAAAACKnNOC97Zt29SnTx9lZmaqfPnyDn1Hjx7V8uXLNXjwYIWFhalevXpauXKlypQpI0nq2LGjoqKi1K5dO8XFxalDhw5asWKFs0oDAAAAAMBlnBa8W7Zs6XB5r0tVrlxZv/zyS4H9AwYM0IABA5xVDgAAAAAA1wXTLicGAAAAAAAI3gAAAAAAmIrgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAALhpREZGqmPHjipevLhq1qypZcuW2fsiIiLk6+srNzc3nTt3zoVVAv9OQkKCevbsqdKlS6tKlSp66623lJOTI0launSp6tSpo4CAALVv315Hjx51cbWQJE9XFwAAAAA4g2EYevTRR/Xss89q1apVioiIUJcuXVSlShU1a9ZMtWrVUlpamqpUqeLqUoF/pVu3bmratKmOHj2q06dP69lnn5Wvr69q1KihSZMm6YsvvlDNmjW1ePFiderUSb/88ot8fHxcXfYtjT3eAAAAuCmcP39eQ4YM0ejRo+Xt7a2GDRuqc+fO2r59u6tLA5zmwIEDOnPmjN58800FBASoRo0amjdvnj7//HMtXLhQb731lu688075+vqqf//+qlmzpnbs2OHqsm95BG8AAADcFEqUKKEBAwZIkjIyMrRhwwatWLFCbdq0cXFlgPNkZ2dr5MiRcnNzs7dVqlRJp0+fVnZ2dr7LJCQkFFV5KADBGwAAADedpk2bqn379mrdurXuvPNOV5cDOE2jRo3Uu3dvh7Y1a9aoUaNG6tatm8aMGaNff/1V6enpmjNnjr777jvde++9LqoWuTjGGwAAADedXbt26ZdfftGLL76oKVOmaOzYsa4uCTDFqVOnNGrUKH399ddq2rSpYmNj1blzZ2VkZOj06dPq06ePypcv7+oyb3ns8QYAAMBNx8fHR82aNdM333yj9957z9XlAKaw2Wzq2rWrBg0apKZNm0qSRowYoePHj+v9999X6dKlNW3aNBdXCYngDQAAgJvE8ePHdfLkSYe2ChUqyMPDQ+np6S6qCjBP3759ValSJb322msO7cnJyRoxYoRmzZqlkiVLuqg6XIzgDQAAgJvCjh079NJLLzm0HT9+XMWLF5fFYnFRVYA5Jk6cqGPHjmn+/PkOJ1qTpHHjxqlZs2bq1q2bi6rDpQjeAAAAuCl06dJFe/fu1YIFC5Senq6IiAg99dRTev31111dGuBUS5Ys0aJFi7Ry5co81+c+cOCAvvjiC82ePdtF1SE/BG8AAADcFPz8/LRmzRotXrxYpUuXVvv27fXMM8+oV69eri4NcJpt27apT58+ioyMVPny5eXp6Wm/RUVFKSMjQ59++qnKli3r6lJxEc5qDgAAgEKr8upaV5dwZXcPV6m7h0uS3vtHeu/Smp+arUbv7Cn6uq7R8bc6uboEXEdatmwpm81WYH/lypWLsBoUFsEbAAAAAC5yQ3zBdJO52b9gYqo5AAAAAAAmIngDAAAAAGAigjcAAAAAACa6roJ3UlKSunfvLn9/f5UvX17Tpk1zdUkAAAAAAPwr19XJ1fr37y8fHx/Fxsbq/Pnz6tatm4KCgjRgwABXlwYAAAAAwDW5boJ3bGysNm3apKioKPn4+CgwMFALFy7Ugw8+SPAGAAAAANywrpup5jt27FC7du3k4+Njb6tdu7b8/f11+PBhF1YGAAAAAMC1u26Cd3R0tKpXr56nvWbNmjp27JgLKgIAAAAA4N+7bqaap6eny9fXN0+7xWJRenp6nnabzSabzWb/OTExUdKFE7TdaHJsaa4u4ZZzI24nNzq286LHdl702M6LHtt50WM7L3ps50WP7bzo3ajbeW7dhmFcdtx1E7wtFovS0vJu4HFxcfkG8qlTp+o///lPnvZKlSqZUh9uLoHvu7oCwHxs57gVsJ3jVsB2jlvBjb6dJycnKzAwsMD+6yZ4h4aG6rvvvsvTHhkZqWrVquVpHzNmjEaOHGn/OScnR/Hx8QoODpabm5upteKCpKQkVapUSTExMQoICHB1OYAp2M5xK2A7x62A7Ry3ArbzomcYhpKTk1W+fPnLjrtugnfz5s310ksvKSsrS56eF8r67bffZLPZ8j3229vbW97e3g5tQUFBRVEqLhEQEMAvNm56bOe4FbCd41bAdo5bAdt50brcnu5c183J1SpUqKB7771XI0aMUEpKimJiYvT8889r3Lhxri4NAAAAAIBrdt0Eb0n69NNPFR8fr7Jly6pJkyZ67LHH1LdvX1eXBQAAAADANbtupppLF3bRL1myxNVloJC8vb01YcKEPFP+gZsJ2zluBWznuBWwneNWwHZ+/XIzrnTecwAAAAAAcM2uq6nmAAAAAADcbAjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3rhmqampatCggbKysuxtmzdv1tixYx3agBtZSkqKAgICHLbpdevWqXv37srIyHBhZcDVSUxM1LBhwwrs9/Pz09mzZ+0/p6amFkVZAADcEricGK5ZVlaWfHx8lJ6erqVLl6pnz57avHmzHnjgASUmJsrf39/VJQL/WnZ2try9vZWamqrp06fr9ddf17Zt29S6dWu2c9xQkpKSVLduXcXExOizzz5TWlqa3NzcZLFY9Pzzz6tUqVKKjo6Wr6+vTp8+rbvuuks7d+5U5cqVXV064BRZWVnq37+/PvjgAxUvXlyHDh2Su7u76tat6+rSgH9t3bp18vX1lbt73v2qbm5uKlu2rGrUqOGCypCL4I0rSk1NVfv27eXt7S1JMgxDgYGBWrlypfz9/RUfH6+yZcsqPj5ev/zyi+6++24lJSXJz8/PxZUDhZeSkqKaNWs6bOfBwcH66aefVLx4cft2HhcXp19//VV33XUX2zluKDabTfXq1dPhw4dVq1YttWzZUpK0adMmHTlyRJUrV1ZUVJQkafbs2frvf/+r/fv3u7Jk4KrZbDZ9/PHHslgs8vDwUFpamsLCwvTAAw9o//79CgoK0vnz5+Xv769nnnlGO3fu1OHDh1WsWDFXlw5ck+joaIWGhqpcuXJq3LixDMPQli1b1KpVK/3888+qV6+evLy8tG3bNh06dEihoaGuLvmWxVRzXJG3t7diYmLUt29fHTlyRP369dPff/8tSfLx8ZGXl5c8PT3tP0uSl5eXy+oFroXFYpGPj48WLVokNzc3LV68WGlpaZIu/A4UK1bMvp3nbt+5IR24EXh6ejpsw5999pk+++wzeXh42NseffRRnT59WitWrNBLL73kynKBa2IYhkaOHKklS5ZowYIFGjlypGw2m44dOyYfHx95e3vL29tb3377rVasWKHPP/+c0I0b2j333KPFixfL19dXq1ev1rfffquKFSvq22+/VdOmTTV//nytWbNGvXv3tn+ugWt4uroAXP88PT0VFBSk7t27a9q0aerevbumTp1q75Nk/6OVmZmpYsWK8UcMNxwPDw/5+fmpefPm9n9zp2tdGrgzMjLk4+NjbwduBB4eHjp9+rQGDRqkU6dOadCgQZLksJ23adNGLVu2VEJCgrp27erKcoFr4u3tLQ8PD23dulWS5Ovr6/Dlqbu7u+bNm6dx48Zp6dKlatu2rYsrBv4di8WiVatWKSoqSpMmTZIknTt3TpMmTdJff/2l9957TwEBAfL19VWtWrVcXO2tjU+NuCa5H9RsNpsmTZqklJQUTZo0SbGxsSpbtqyLqwOcI3c7T09PV58+fZSQkKA+ffro7NmzKleunIurA66exWJR8+bNtW7dOjVv3lyGYWjTpk2SLhwDOHz4cCUnJ2vdunXM6MANyc3NTW5ubg5tHh4ecnd317hx45SZmakdO3Zo7969qlKlimuKBJzgp59+0rfffitvb28tX75clStXts9gcnNzk4eHh/1fd3d32Ww2F1cMpprjmuSeGiAnJ0eHDx/Wo48+qsOHD+uXX35Rw4YNXVwd4By527m7u7sqVKigESNGqEKFCsrIyFCjRo1cXB1w9QIDA9W9e3eVKFFC3bt3V48ePSRJw4cPV1JSkiTpn3/+0cGDB3XgwAFXlgpcs0tPX5STkyPDMHT06FFlZ2dr1apVWrx4cZ5xwI0kMzNTP/zwg6KionTixAm5ubmpT58+6tWrlwIDA9W7d29VrlxZQ4YM0bhx4/Tuu++6uuRbHnu8cU1y/1hZLBYtWrTI3v7QQw/ZP8gBN7rc7dzLy0uTJ0+2tzVv3lwjR450ZWnANTl+/LiaNGmiw4cPq0mTJvb2MmXKKCEhQd999522bNmi559/XuHh4brzzjtdWC1w9XJycvLs8c7KylJ2dra++OILrV69Wps3b9Zzzz2nw4cPa8GCBS6qFPh37rnnHu3atUszZsxQx44d5enpqWbNmtln691zzz2Kj49XzZo19cADD2jSpEm8p7sYe7xxRdnZ2crIyNDff/9t/zf3msZZWVk6dOiQ/vzzT7311luyWq16/PHHXVwxcPWys7OVkpKiH374wf5v7naenZ2tnTt36vvvv9fgwYNVtWpVdejQwcUVA1evbNmyWrRokUJDQ7V48WItXLhQhmHotddeU/ny5TVu3Dj5+Pioc+fO2rFjh6vLBa6a1WpVVlaWw/Ta5ORkZWZmKiMjQ5mZmapVq5Y2b96sTZs2ac6cOa4uGbhmZ8+eVUREhD766CMdOXJEUVFRioyMVGRkpKKiopScnKw///xTTZo0UZs2bbRv3z5Xl3xLY483rshqtervv/9W7dq1ZRiGatWqpYoVK0q6cIz3gQMHNGDAAPn7+2v37t0urha4Nunp6bJarRowYIAkacCAASpZsqSkC78DuSejys7O1vr1611ZKnBNcnJy5OnpqZo1a9qP/XNzc1NOTo6kC1+kbtu2TRs2bFD58uX166+/urhi4Op5e3vr0KFD9m08OztbFStW1MyZM5WRkaGsrCylpqbKYrFo9uzZ6t27t7p3786lIXFDcnd31+rVq/Xpp59Kkpo2barTp087XMvbZrOpY8eOCg8P57wGLsZ1vFEouWcrz5WRkSFPT0/5+PgoIyNDcXFxmjFjhj7++GONGzdOI0aMcGG1gPNkZ2fLx8dHmZmZys7O1rx58/Tqq6+qe/fumj59Oiegwg3DarWqdu3aioyM1H333afTp08rMzNTISEh2rVrlypWrKjjx4/L09NT586dU5kyZRQXF6cSJUq4unTgqn355ZcKCwvLc3nT06dPa/v27Ro2bJi+++47/f7773rqqadcVCXw76SkpCg0NFTz58/X/fffr/bt26tVq1YaOnSopAuHxzVp0kR//PGHgoKCXFssCN64dmlpafL391dmZqb9LIq7du1Snz59tH37dgUHB7u4QuDfS0lJUUBAgP3LJkk6evSo+vbtq7Vr17KXBDeM+Ph43XbbbUpISMi3PzAwUDExMQoICFBycrIWLlyo/v37c3lI3FCio6PVtWtX/fLLLwoPD1daWpqmTp0qHx8f+xjDMPT333/L09NTX331lR544AEXVgxcu6SkJJUvX14tWrTQr7/+quTkZDVo0MDhBLDz5s1T7969JUkffvihq0qFmGqOQsrOzlZsbKwqVapkP2mJj4+PDh065DCd5Z577tHPP/8sX19fV5UKOJW/v7+Sk5Mdrtl92223adOmTXlO4ANcz0qWLFlg6JakZcuWyWKxSJKKFy+uwYMHF1VpgNOULVtWjRo10rJly3Tbbbdp6dKlSktL06hRoxzGZWdna8+ePfZDLYAbUWpqqry9vbV+/XplZ2frxx9/1KxZszRr1ix16tRJXbp00fvvv6+UlBTFxcW5utxbHnu8USgxMTGqUqWKTp06pdKlSzv09evXT/Xr19ewYcNcVB0AAEBe33//vdasWaOZM2e6uhTA6axWq/bv3697773XoX3Tpk1avHixZs6cyc6w6wjBG4USHx+vUqVKKTk52WFq7cCBAzVv3jx9/PHH6tOnjwsrBAAUxtmzZ3X33Xfr119/LfD47ZiYGPXt21c//PBDEVcHAMDNicuJoVC8vb3l5ubmcJKSF198UeHh4frf//5H6AaAG0BycrIsFotOnDghi8WimJgYnTt3TmfPnlV0dLTOnj2rKVOmyMPDQz/99JOrywWuWXp6ur7++mtJUmhoqGJiYlxcEeAaZ86c0V133aW//vrL1aXc8gjeKJTck+vkHuf69ddfa968eVq3bp1atmzpytIAAIWwYMECvfTSS/Lx8ZGbm5t8fHx0++23KyQkRGXLllXVqlW1atUqTZ06VQEBAQ4nowJuNJmZmRoyZIgkycvLS6VKldKOHTvUoUMHPfTQQ3rooYfUrl07Pfzwwy6uFLh2v/zyiwICAvTPP/9IkhITEzV69GidO3fOPsZiseiXX37hvDTXAYI3CsXDw0OGYWjJkiWSpM6dO+t///ufmjRp4uLKAACF8ffff9uv5Z17UswqVaooOztbTZo00dy5c+Xn56fg4GB5e3s7nFAQuFFkZ2erbt26evTRR5WQkKA2bdro5MmT8vb2lsViUUJCgmrVqqU2bdrowIEDeu2111xdMnDNfH19lZKSYj8M1MvLS++++67S0tLsY3K/RL300nooevxVxVUZNmyY3nvvPdWrV0+SNHv2bIf+rKwsnT9/XuvWrXNFeQCAAjRo0EBr166V9P8fwC6+Dn3u4UTFixeXp6cnwRs3pMzMTI0bN05+fn4aNGiQXnnlFfXt21fu7u6yWCwKDg5WrVq1dNttt8nLyyvPSamAG0nuDKbcK1JYLBYZhuHw/p37/9xL/8J12OONQnNzc9Nff/2lJk2aaMmSJdq9e7cyMzMdbhkZGcrIyHB1qQCAS1SrVk2RkZHaunWrJGnr1q1KS0vT1q1blZSUpIiICB0+fFhWq1Xbtm1zuFQkcKPw8fFRmzZt1KlTJ/n6+qpDhw72szoz1RY3m9xDQXP/lS5s5xdv67n/5z3d9fg6G4WSe/L7UqVK6ZNPPlGLFi00ePBg9evXTw888ICLqwMAXElISIgOHDigUaNGKSMjQ6NGjVJsbKxGjRql6OhoLVu2TJ6enjp58qRGjRrFhzTckDIzM1WuXDl5enoqOztbxYoVU05OjjIzM2W1WpWenq64uDj5+/srOztbMTExqlSpkqvLBq6Ju7u7DMNw+CxuGIa6deuWZ0YTXI/gjULJysqSdOHYKQ8PD/Xo0UMBAQEKCwvThg0b1LRpUxdXCAC4nJIlSyo0NFT79u2Tv7+/9u3bpzvuuEP79u3TPffcoxdeeEElSpTQ2LFjtW/fPt12222uLhm4au7u7oqJibGfu+Do0aOqUaOGUlJSFBcXp9jYWC1cuFCSVKJECTVv3lzR0dEurhr4dy7+HH7pZ3LDMLRlyxbC93WA4I1CyczMlHQhgOceI/Loo49qyJAhevzxxy97PVgAgOtZLBadP39e0oUvUS/+N1dOTo7S0tJkGIZycnKKukTgX/Pw8FCFChWUnp6uOXPmyM/PT/369bMH8XfeeUcdO3bUjh071KZNG1eXC/wrhmHIzc1NU6dOvey46dOn22evwnWYR4ZCsVqtkiSbzebQPnnyZFksFvXs2dMVZQEACsnDw0Pp6ekyDMP+ZWp8fLzGjx+vEydO6Ouvv1Z6eroSEhJks9nsM52AG5FhGOrdu7diY2OVmpqqUqVKKTs7W8OHD5e3t7emTJmi5cuXu7pM4F+5eEaqJO3atUvR0dF5bm5ubgTv6wB7vFEoGRkZqlOnjv3DWi4PDw+NHz9e3333nXJycjgmEACuU5mZmcrJyZHVapVhGMrOzlavXr3k5uamPn36yGq12o+NTUlJyfNFK3AjyMnJUZs2bTR69Gh72/bt27Vw4UJlZ2fLarVq4cKFuvvuu9W3b1/VqVNHdevWdWHFwLXLfZ+22Wyy2Wxq3ry5Q8jO/b+bm1ueGU4oegRvFEqFChV06NChfPueeeYZPfHEE4RuALiOGYah8PBwpaamyjAMpaam6s0338wz7vTp04qKilJqaqoLqgT+nZSUFN1555164okn5OHhodTUVMXExOibb76RYRhKSUnRN998I0kqV66cPv30U3344Ycurhq4NikpKfbtumTJkjpy5IjDSdWkC1+63nbbbcxiug64Gcw7AADglpCdna2//vpL27dvV8+ePfN8QMuVmpqqHTt2qH379kVcIeAcJ06cUN++fZWYmKgBAwaod+/eOnnypBo3bqwTJ05IujCbL/ea9sCNKDU1Vb/99pvuuusuh0uKXSwuLk6lS5fWwYMHVa9evSKuEBcjeAMAcIuIiYlRlSpVdOrUKZUuXdqhr1+/fqpfv76GDRvmouoA5/vggw/Ut29f+fv7y2q16q+//lLDhg1dXRZQZDIzM/X333+revXqBX7ZiqLB3GAAAG4Rfn5+MgxDvr6+Du0DBw7UokWLVLx4cRdVBphj2LBh8vf3lyT5+PgQunHLKVasmOrWrUvovg4QvAEAuEV4e3vLzc3NYXrtiy++qPDwcP3vf/9Tnz59XFgd4DzZ2dk6duyYJCkpKUkBAQE6deqUw5gTJ04oJibGFeUBTlOyZMk8bd26ddPWrVtdUA0uh+ANAMAtIvcYQE/PC+dW/frrrzVv3jytW7dOLVu2dGVpgFMlJSWpRo0aysrKkq+vr1JSUhxmdHz++eeqV6+eJk6c6LoiAScICgqSYRiKjo6WJKWnp2vdunV5rkQE1+MYbwAAbhHZ2dkqVqyYFi5cqB49eig7O1s//fSTmjZt6urSAKfKzMyUv7+//XJLnp6eslqtSklJUZ8+fbRu3TpVr15dP//8M1NwccNKTk5WjRo15OXlpbp16+q7777TvHnzNGXKFO3du1e9evWSh4eHDMNQUFCQ5s2b5+qSb2lcTgwAgFvMsGHD9N5779nPcDt79myH/qysLJ0/f17r1q1zRXnAv5KWliZfX1+HQyrc3d3l6empmJgYZWVladeuXXr44YcJ3bhhnT59Ws2bN5ckrV+/XnXq1FFCQoLGjx+vwYMHy83NTdu3b9d7772nMWPG6KOPPnJxxWCqOQAAtxA3Nzf99ddfatKkiZYsWaLdu3crMzPT4ZaRkaGMjAxXlwpcNcMwVLVqVTVp0kRWq1VNmjRRkyZNlJ2drU2bNsnHx0erV6/WnXfeqbi4OKWnp7u6ZOCa+Pn5adSoUfLy8tKyZcuUnJysbt26qVevXvrqq68UFxcnPz8/9ezZU4GBgerSpYurS77lsccbAIBbRO7RZaVKldInn3yiFi1aaPDgwerXr58eeOABF1cH/HuZmZl69dVXVbx4cQ0ePFiDBw+WYRjq27ev3n//fe3cuVPz589Xp06dVLZsWR05ckT169d3ddnAVfP399cLL7yg+vXra/bs2apatarGjh2rESNGaM2aNczmuA4RvAEAuEVkZWVJunCst4eHh3r06KGAgACFhYVpw4YNHOuNG56Xl5dGjBihrKwsDR48WD179rQH76+++krh4eEaOnSo1q9fr5IlS+qvv/4ieOOG1rt3b61Zs0Z//fWXdu/eLcMw5ObmJjc3N1eXhksw1RwAgFtE7llucwO4JD366KMaMmSIHn/8cSUkJLiqNMCpEhMTlZmZKZvNZt/uMzMz1b17d/3xxx/y9PTUL7/8ot27d7u4UuDf8fHx0alTp/T2228rKSlJY8aMkSQOF7oOEbwBALhFWK1WSbKf6TnX5MmTZbFY1LNnT1eUBTidxWJRVFSUvL29lZ6ervLlyystLU3ShaAyY8YMLVmyRC+88IKLKwWu3Q8//CBJeuGFFxQREaHly5crPDxcjRs3lp+fn9LT07V69WqlpKTo22+/dXG14HJiAADcImJjY9WxY0dt3rxZwcHBDn1LlizRd999p4ULF8rdne/lcWN77rnnFBcXp7Vr12rbtm2qWbOm/Pz89P777+vxxx/X7bff7uoSgX8lLS1NISEhslqtOnv2rIKCgiRJa9eu1cCBA7Vz5049/fTTKlasmLKzs5WWlqaffvrJtUXf4gjeAABAhmEoKytLxYoVc3UpwL+yatUqPf/889qzZ4+qVq2qhg0bql+/fmratKnGjx+vzZs3q1q1anr44Yf1wAMPqEOHDq4uGbgmJ0+e1KhRo7R7926tWrXKfr6Cdu3aqVGjRpo6daqLK8TFCN4AAAC4aWRlZSkiIkL16tXTwYMH9cgjj+jYsWPy8PCQJMXFxWnu3LmaNWuW+vTpowkTJri4YuDf+fjjj7Vo0SLt3LlT0oXrej/33HM6efKkfbuH6xG8AQAAcNM6cuSIqlevnqc9MzNTHh4eHFqBm0J8fLxKlixp//nnn3/W3Xff7cKKcCmCNwAAAG4K2dnZev/99wt1yIS7u7saNGig++67rwgqA5wvJSVFmzZtUvHixS/7BVJmZqYyMzPVsWPHIqwOlyJ4AwAA4Kbh6empJk2ayNvb+7LjTp06pdjYWCUkJDAdFzekU6dOqXz58nlOlnmp+Ph43X777frzzz+LqDLkh+ANAACAm4avr6+OHDmi8uXLX3bcX3/9pdq1aysiIoKznOOGlJiYqBIlSiglJUW+vr75jrFarfL19VVOTk4RV4dLebq6AAAAAMBZLt57bbPZ9PHHH8vNzU1ubm7K3d80ePBglSxZUrt27SJ044bl6ekpNzc3SRemnX/xxRf2mR5Wq1XPPfecfduH67HHGwAAADcNPz8/HT58WOXLl5fNZpPFYlGPHj3k4eEhwzC0aNEi2Ww2eXqy/wk3tty92SkpKcrOzlZQUJAGDBggwzA0d+5cJSYmys3NTb6+vsrOznZ1ubc8gjcAAABuGl5eXjp06JBq1qwpwzDk4eFhn4qblZUlLy8vpt3ippD7xVJKSop8fHzk7e2tzMxMSVLx4sWVnJwsm81G8L5OcP0EAAAA3BSysrIUEhKi9PR0SbJPs82dasu0W9ys3N3dHbbtiw+twPWBOTYAAAC4KXh6eiomJsa+RzsjI0OGYWj06NEqVqyYvT0rK4up5rjhXRysrVarsrOz9cwzz8gwDNlsNqWnp3PG/usI7zgAAAC4KaSkpOg///mPNm7cqH379ik7O1uvv/66vL295e7urpycHI0bN46p5rgpZGdn2/dyG4ahWbNm2c9ufv/991/22t4oehzjDQAAgJvCgAEDtGXLFr388svq3r27fHx8XF0SYJrExESVLFlSf/zxhywWS75jbDabatWqpePHj6tSpUpFXCEuRvAGAADATSEhIUHFixeXp6en9u7dqwcffFB+fn6XXSY6OrqIqgOc659//lHFihULdTy3m5sbJ1hzMaaaAwAA4KZQokQJ+/+rVKmihQsXFngst81mU0JCQlGVBjhdmTJldO7cOfn7+1/2WO6MjAzFx8cXYWXID3u8AQAAAAAwEUfcAwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAABuGfv27dN3331n2v2/9957io2NNe3+b3QrV67U9u3bXV0GUOQI3sANYOLEiXrnnXdc9vhVqlTRuXPnCuzv1q2bXnrppSKsyBxNmjTRpk2bJBW8zld6LorSgQMH1Lx5c/n7++vOO+/Uxo0bLzt+woQJ8vDw0MMPP1yo+w8PD1edOnVUvHhxtW/fXkeOHLH3TZw4UR4eHrJYLKpZs6Y+/vjjQt2nYRhasGCB7r33XgUGBqpkyZJq1aqVFi9e7DDuZtjmnLWuhXX8+HHVq1evwP6Lt+9/e1/OVBS/UzNnzlTjxo0LPb6w6z9nzhzVrFlTJUqU0GOPPaZ//vmnwLFvv/12nvVs3ry5PD097bfBgwcXqr5evXopPDy8UGP/jfnz52vIkCFXtcw333yjoKAgtW/fXpLk7+9vRmn5PgeFeY/LycnRwIEDlZycfNWPk52drfvuu08lSpTQ999/n+/4Y8eOadq0aQoJCSnkmhSdf/75R506dZKvr6+qVaum+fPnFzi2b9++Dtump6en3NzcNGPGDPuYzz77TB4eHvb+i1/r3GtHu7u753md0tLSNHXqVKevH3C9I3gD+NeqVKmiChUquLqMf+X48eOKjo7Wfffd5+pSCiU1NVWdOnXSoEGDFB8fr/fff189evRQVFRUgcv85z//uWI4z7Vnzx6NGzdOX3zxheLi4vTiiy+qW7duyszMtI+ZNm2a0tLStGbNGn322WdX3IOUlZWlsLAwzZw5UxMnTtTp06cVExOjsWPH6sMPP1TXrl0LfY3R632bc+a6OsONtn07W5kyZVSjRg2n3ufChQv16aefavXq1YqOjlaDBg3UuXNn5eTk5Bl78OBBvf7663naDx8+LKvVqqysLGVlZWn27NlOrdEV5s2bpwULFmjp0qVF/tiFeY/75JNPVLp0aT3xxBNXff+//vqrUlNTderUKTVr1izfMWvXrlVYWFiBlzBzpa5du6phw4aKi4vTqlWrNHnyZK1fvz7fsf/973/t22VWVpaOHTumChUqaMCAAfYxv//+u+bOnWsfk5KSYu/z9vZWRESEnnvuuTz33blzZ23dulVWq9X5KwlcxwjeAP61d955RyNGjHB1Gf9KeHi4wsLCLnsdzOvJuXPn9N5776l79+7y8vJSq1at1LRpU+3bt88p979t2zY9/vjjatiwoby8vPTwww+rePHi+v333x3Gubm5qUaNGho8eLA2bNhw2fucMGGCkpOTtX37drVv314+Pj7y8/NT+/bttWPHDlWuXFlxcXGFqu963+acua7OcKNt38725JNPOj0Ivvvuu/r0009Vs2ZNFS9eXBMnTpS7u7t++eUXh3EZGRl69tlnlZWV5dAeGxur4ODg6zKg/RtJSUmqUKGCSpUq5epS8jh37pzefPPNa/6CIykpSeXKlZO3t7cCAwPzHbNz5061bt36X1Rpjl27dik1NVVvvvmmLBaL6tevr9mzZ2vKlCmFWn7atGkaOnSofH197W2///67atWqddW1+Pn5qV69etq/f/9VLwvcyAjewHVm4sSJKlGihGrWrKnNmzc79M2ZM0fVqlVTQECA+vTpk+fb4hkzZqhatWry9vZW3bp1tWjRIntf7tTJP/74Q61bt5avr68aNWpk/8O3bt06hyll7u7uuuOOO+x75c6fP6+ePXsqICBAlStX1pIlS+z3PWTIkAKnrLVp00bbtm1zaJs0aZLOnz/v0PbQQw/Zv3k/e/asnnvuOQUFBSkoKEjPPvusjh8/ripVqtjH+/v7KzY2Vo8++qj8/f1Vu3btPMEvNjZWTz/9tIKCghQcHKyhQ4fq559/zncK6fLly/X444/nuw6X8+WXX6pevXry8fFR3bp19eWXX+qll16yPx8TJ07U9OnTNX78eJUqVUrlypXT3LlzZRiGJk+erJCQEJUrVy7P83fs2DF16dJF/v7+Kl26tF588UXt3bvX/oGucuXKeuqppyRJ6enp+uqrr7R3717dc889V70O+WnXrp2WLl2q3bt3y2azaenSpdq3b59Kly6d7/jExMTLhrqUlBR98sknmj9/vnx8fPL0FytWTO+9957KlCljbyvsNterVy999dVXevPNN1W+fHmVKFFCr7zyisOex8zMTI0dO1YVKlSQj4+PGjdu7LCHPj09XWFhYfLz89MDDzyg6Ohoe9++ffvUunVrWSwWhYSE6IUXXlBSUlKRrat05d+Jjz76SNWrV9fvv/8uT09Pff311w7L57d9nzx5Ur1791bp0qXl6+urpk2basWKFQ5jCnq/uJrnxjAMffDBB6pdu7Z8fHxUuXJlvfrqq0pNTc3z3Pz111+qWrWqFixYIElq3bq1tm/frpdeekkhISHy8/PTQw89pD///NNhufT0dI0aNUply5aVxWLRfffdp927d9v7w8PD1atXL0n/P3165cqVqlOnjvz9/dWlSxf7FyFXei5ztWzZUnfffbdDW6VKlXT69GmHtrFjx6p+/fqqWLFinue2Zs2a+d735ZQtW1YLFy7Uk08+qTvuuMPefvDgQXXo0EG+vr4qVaqUBgwYoMTERHt/lSpV9PnnnyswMFBfffWVvX3v3r3q0KGDihcvrsDAQD3yyCP69ddfHR6zoOfqUp07d9aWLVvUrFkzPfDAA/mOyf2ywtvbW7Vr1873b8eV3lcLeg6u5JVXXtELL7yg2267rdDL5Pr555/1wAMP2P9WbtmyJd9xv/76qxo1auTQtnHjRjVp0kQ+Pj667bbbNGvWLM2aNUsTJ050GFeY1+JyY2w2m0JDQ7Vy5co8dW3btk2PPvqo3Nzc7G3t2rXTb7/9dsU9zydPntTKlSs1aNAgh/Zr3YYlqVGjRnnWDbjpGQCuG3/++afRsGFDIyEhwdi8ebMxb948wzAMY8KECUb9+vWNp59+2jhz5oxx6tQp49FHHzVGjx5tX3bMmDFGly5djMOHDxs2m83YvXu30ahRI2PWrFmGYRhGZGSkUbZsWaNRo0bG7t27jbS0NOOzzz4zKlasaGRkZDjUkZWVZdx5553Gtm3bDMMwjMqVKxuNGzc25s+fb1itVmPbtm1GmTJljN9++80wDMMYPHiwvdZLLV261OjVq5f954yMDKNMmTLGhx9+aG+Ljo42qlWrZmRnZxvJyclG7dq1jWHDhhkxMTFGQkKC8fHHHxt33XWXUblyZfsy3t7eRrNmzYx169YZVqvVWLVqlVGiRAnj7NmzhmEYxpkzZ4yqVasa48aNM06ePGmcO3fOmDZtmlGvXj2jbt26DjVGRUUZZcqUMbKysuxtlStXtt/XxS5u//zzz42qVasaP/zwg5GWlmYcPHjQuP/++41atWo5vHaVK1c2xowZY6SkpBj79+83SpcubQwcONB47bXXjJSUFOPgwYNGuXLljKNHjxqGYRgnTpwwKlSoYLz55pvGmTNnjNOnTxuTJ0826tata7Rq1SpPTUFBQYYk47XXXsv3NbjYpk2bjE6dOl1xnGEYxrRp0wxJhiTD3d3dePfdd+19EyZMMN5++20jLS3N+N///mdUrFjR2L9/f4H39b///S/f2gtyNdtcz549jfr16xujRo0ykpKSjGPHjhmNGzc2PvroI/v9Pf3000b//v2NEydOGFar1diwYYNRo0YNY/Xq1YZhGMbHH39s9O3b10hNTTU+//xzY8+ePYZhGMaBAweMatWqGd9//71htVqN2NhYY+TIkUazZs0cthcz17WwvxORkZF5tm3DyH/7PnPmjFGtWjVj7NixRkxMjJGRkWFs3brVaNCggbF48WL7+8Xdd99t7Ny500hLSzP++9//GpUqVbK/XxT2uXnhhReMli1bGnv37jVsNpsRFRVlDB482Gjbtq19/c+ePWscOHDAqFixovH111/bl23VqpVRt25dY8KECcbJkyeNuLg444MPPjDKli1rHD582DAMw8jOzjbatWtndOvWzThy5IiRlJRkLFy40ChTpoyxa9cuwzAMY/ny5UbPnj0NwzCMefPmGXXr1jXatWtnxMTEGPHx8cbzzz9vPPHEE1d8Li8nOTnZCAkJMf755x9725YtW4wqVaoY58+fz/OeMmPGDCM4ONgIDg42atasaSxcuLDQj9WzZ09j+fLl9p9///13IyQkxPj444+N8+fPG1FRUUafPn2MJk2aGDabzTCMC89zixYtjHPnzhnZ2dmGYRjG1q1bjXLlyhnz58834uPjjZSUFGPJkiVGhQoVjMOHD9ufq7Zt2xpRUVFGfHy8MXDgQIfn6lKtWrUy9u3bZ//Zz8/P/v/JkycbDRo0MHbt2mWkpaUZW7ZsMWrWrGnMmDHDPqYw76v5PQe5CnqP27t3r+Hm5mZUqlTJKFWqlDF9+vQrP9GXPE5h3j8DAgKMzMxM+8/r1683QkJCjOXLlxvJycnGkSNHjG7duhm1a9c2JkyYYB93pdeiMGOysrKMBx54wNi6dWueugr6O33XXXcZERERl12nESNGGJMmTXJoS0hIMNzd3Y2qVasaZcqUMfr27WskJyfnWbag1+mDDz4wXn755cs+LnCzIXgD15G///7baNSoUZ4gPGHCBKNOnTpGTk6OvS0iIsKoU6eOYRiGERsba1StWtX+ASvXmTNnjHLlyhlZWVlGZGSkIcnYvXu3w5jGjRsbe/fudWibNWuW0aNHD/vPlStXNt566y2HMa+++qr9g8vlgrfVajVCQ0Ptf5CXLVtmtG7d2qhfv759zMSJE4033njDMAzDmD59uvHUU0/luZ8PPvjAIWRIMpYtW+Yw5vHHHze++uorwzAMY/jw4caLL76Y535Gjx6d5wP1u+++a/Tv39+h7UrB22q1GmXKlDEOHTrk0J+cnGxUqlTJIXg3bdrUYUz//v2NZs2aObQNGjTI/sF70KBBxquvvprnsUeMGJFvoEtJSTF++OEHo0aNGsbixYvz9F+ssMH722+/NapXr25s377dSE1NNZYvX25MmDDBvg1OmDDB8PT0NNzc3AxJxj333GPExMQUeH9LliwxnnnmmSs+bq6r2eZ69uxpdOzY0WHs2rVrjYceesgwjAsfuC99DQzDMH799VejQYMGhmEYxpw5c/LdXh566CFj3bp1edrDwsIcAuLFnL2uhf2dKCgs5rd9Dx8+3BgzZkyesQkJCUZ6enqB7xfNmjWzv18U5rn55ZdfjOrVqxupqal5xp08edK+/qtXrzYqVKhgbNiwwWFMq1atjKFDh+ZZ9p133jGefPJJwzAMY8WKFUbTpk3tYTLXl19+adxzzz2GYeQN3sHBwUZKSop9bGJiohEUFGTfvq8lePfs2dMYPHiww31WrVrV2LRpk309L35P2bZtm/H7778bNpvN2Ldvn1G9enXjhx9+KPRjXRxmHnnkEfuXrBd78MEHjU8//dT++Lnvj7nuuOMO4/vvv8+zXO5rk99zlZycbJQoUcLh79HFCgreJ0+eNEqXLm3ExsY6jD927JhRqlQpIyEhodDvq/k9B7kKeo9r166dMWDAACMhIcG+XeZ+8XY5VxO8ExMTjXLlyjm01alTx1i/fr1DW1ZWltGoUSOH4H2l16KwYwrSp08f48svv8zT3rx5c+PAgQMFLnfmzBmjfPnyxvnz5x3aT506Zfzwww9GcnKycfbsWaNPnz75vu8V9DqFh4cbzz777BXrBm4mTDUHriM1atRQhw4d1LRpU+3cudOhr0uXLg5TxKpVq6ZTp05JunBMWVRUlAICAuTj42O/VapUSWfPnlVkZKQkqXz58mratKnD/VavXt1+P9KFY+Defvttvf322w7jHnvsMYefL378y/H29lZYWJi+/PJLSRemGU6dOlVly5bVjh07lJOTo0WLFqlPnz6SpC1btqhHjx557ufJJ590+NnNzU1hYWEFrsvGjRvt93mx/KaTX8s080OHDik0NDTPtHV/f3916tTJoe3S4/1Kly6tli1bOrQFBwfbp28W9jnI5efnp3bt2mn+/PlOO/v9uHHjNG/ePDVv3ly+vr7q1q2bfH19HY6NnDp1qrKzs3X27Fl16dJFTZs2LfDs1KVKldKZM2euqoar2eYuHXvxtrBlyxb99NNPDr8bPj4+atKkif744w9lZGSoR48eioiIUNeuXRUTE2O/n61btyosLCzPsmvXri3w+ERnr+vVbg+Xym/73rhxY773GRQUZJ8en9/7xcV1Fea52bhxo8LCwhyOC81VtmxZ+/+7d++u5cuXq23btnnG5R5ScbHu3bvbp/pu2rRJ3bt3l7u740earl276uDBg/lOo+3QoYP8/PzsPwcEBMhisTicHOpqzJo1SwcOHND06dPtbS+++KK6du1a4PG+LVq0UJ06deTl5aVGjRrp3Xff1SeffHJNj79582Y9++yzedqfffZZh0OWLp6WHR8fr9jYWPvZxy928Wtz6XPl7+9/Tc/Vjh071LJlS5UvX96hvWrVqrrrrru0d+/eq3pfvRrx8fH6448/NHPmTAUFBalhw4aaMWNGoa/GUFipqakOZ/Y+d+6czpw5ow4dOjiM8/DwULdu3Rzqu9JrUdjXqyAWiyXf34W4uLh8fz9zvffee+rTp0+eY9pDQkLUrl07+fv7q1SpUvrkk0+0cePGyx6GczF/f3+lpaUVaixwsyB4A9eZN954Qx999JFeeOEFLVy40N5+6R+9YsWKyWaz2X9+/PHHZbVa89wyMzNVvXr1fO9Dkry8vBzu59VXX9WLL76Y5w/5lR5fkv2YyNzbK6+8Iknq16+f5s2bp7///lvnz59Xs2bNNGDAAH366afasGGDGjRooHLlykm6EKgNw7ji8+Tj4yMvL68C1yU7O1sWiyXPcpeeyCgmJkZHjx696pPhFLZOSSpRokSeGkqWLOnQ5u7ubj/5UmHuOyIiQvHx8Q5tDRs21MmTJwtV08WefPJJh9ctNTVVR48e1b333uswrmnTpnkuoePm5qZSpUpp9OjRat26tb766qs85wv46KOP1KxZM/388886e/ZsoesqzDZX0NhLt+uXXnqpwN8PLy8vWSwWff/99woLC1Pr1q3122+/2ZeNj4/Ps5zNZtPkyZOLZF2vZlu7VEHbd3Z2dp6TfV2ppkvrki7/3BT2caQL4Wv16tX59l1p3XNycvI9QZmbm1uBz11h3gsv1qxZM/trfOl743fffaepU6dq1apV9gCzatUqLVmyRDNnzrR/IREVFaWKFSvq22+/zfcxqlWrphMnTlx2XS8nv3MseHh4OJzrICAgwP7/7OzsQp1ZvzDbQWEU9DpdXOe/2dYv5+jRo7r99ttVrFgxe1uDBg0uexWIa5GVleXwOlz8ZfnlFOa1KOzrVZDQ0FD7l/C5MjMzderUKVWuXDnfZRISErRw4UINHz78ivdfrFgxVaxYsdDXL/fw8CjUewNwMyF4A9ehZs2a6csvv3TYe3np3pyL3XPPPdq+fXue65LGxsZq9OjRhboP6cKJkvbs2aMXX3wxT9+VlpWkunXrOlx+ZNq0aZKkevXqKScnR6NGjVL//v0lXTgJz/bt2/XOO+/Y26QLe4cvvc6xJPse88LW06JFi3xPirRq1SqHn8PDw9WlS5erPrNw/fr1deLECYeAJl04sda6desc2vL7QHy5xyvMc7BixQq9++67Dv379u1TnTp1ClX/pfd78evm5+en0NBQHT582GHc/v37L7tnJSAgQO7u7nrooYcc7m/QoEH2EwL2798/3w+P2dnZevPNNx1OuleYba4wY1u0aKF169bledwDBw7kmdnRo0cPvfzyy5ozZ46kC9dZXrt2bZ77fOWVVxQTE1Mk61rY34n8FLR933fffZo3b16e8efPn7fvFbvS83+l5yb3cVasWJHvNZMv/pJo1apV2rVrl0aNGpVnXH7ruWTJErVq1UqS1KpVq3yvab1mzRrVqVMn3y/grmbbkqTdu3fbX+OLZ10cOnRIvXr10ooVKxxO/ti5c2dlZmY6fCFRuXJlnThxQo888og+//xzffrppw6PsX37dt1+++1XVVeugt7vli1bZn+eJMf3otKlS6tMmTJ53hMlOazj1T5XBbn33nu1bdu2PF8YxsbG6qefflKTJk2u6n31alSsWFF//fWXw+UQDx06pKpVq17zfebHx8fHYS9ucHCwypYtm+eSXdnZ2Q7bbGFei8K+XgVp0aJFnjq+//57NWzYUN7e3vku8+GHH6p79+4KDg52aI+NjVWXLl0c2uLi4nT06NFCP6dpaWn5/m4CNzOCN3Ad2bx5s2bPnq20tDStW7euwG+hL1WhQgV1795dYWFh9qmzO3bsUIcOHQr9Qc4wDA0ZMkQffPCBKZe36du3rzZv3qzu3btLuhA8n3nmGR05csRh6tzAgQP122+/afjw4YqNjdX58+f18ccfX/WlgMaOHauZM2dq1qxZio+PV1xcnD788EN98cUXDuu3fPlyhyl/heXl5aW33npLjz76qDZs2KD09HQdOnRInTt3VvHixa/6/i722muvacmSJZoyZYrOnTuns2fP6o033tCmTZvsY3r16qUFCxZo3bp1stls+umnnzRgwAD7tYLj4+PVokWLPOG5sEaOHKnnnntOv//+u6xWq1avXq0pU6Y4XMM1V1pamubPn6+vv/76stNB33zzTaWnp+v+++/Xpk2b7IFk8+bNuv/++7Vhw4YCPwD+G82aNVPt2rXVo0cPHT9+XDabTevXr1dYWJgaNGgg6cIHzI0bNyolJUUbN260/+5NmTJFo0aN0tdff620tDSdOHFCAwcO1O7duy97HXFnrmthfyfc3d0dgoVU8PY9btw4ffnll3r11VcVExOjzMxMbd68WS1atMj3g31+CvPcNG3aVC1btlT79u21d+9eZWRkKCoqSgMGDHA4FMTf31/fffedDh06pCFDhjjs9dy2bZv9Wujx8fH68MMPNX36dPte9dxrovfr10/R0dFKSUnRl19+qQEDBlzzoRf5PZeXOnnypB555BHNnDmzwGs6F6RRo0YaP368tmzZYv/9ev311/P94qEw9U2dOlWvvvqqFi1apOTkZJ04cUJDhgxRZGSkevfuXeD9zJgxQ3379tW8efMUHx+v1NRULVy4UI0bN9bRo0cLVcuMGTP08ssvX3FchQoV1KdPHz388MM6cOCArFardu7cqQcffFCjRo1SyZIlr+p9tTCvUa5y5cqpSZMmGjp0qM6fP6+DBw9q5MiRGjZsWKGWL6ygoKA8XyzMmDFDvXv31vLly+2ziZ566illZGTkGXel1+JKY7Kzs9WuXbs8VxKRZJ/BNHXqVFmtVv3xxx8aNWqUxo4dK0l5lk1OTtZnn32W7zZZoUIF/fPPPxo3bpxSU1N15MgRPf744+rbt2++V3LIz9mzZ/PMBgNudgRv4DrSoEEDff/99ypVqpSWL1+u999/v9DLvvXWW+rYsaMefvhhBQQEaODAgXrttdfUr1+/Qi3/3//+V3v37lX79u3tUyoL+we0MJ566im98MILDh+e+vfvrwEDBjjsUfHz89PmzZuVkJCgevXqqUqVKvr555/zXOboSkJDQ7VhwwatWbNGFStWVK1atRQREaHZs2fbp07Gxsbq8OHDatOmTb73UbZs2QKnl0oXwu+0adM0cuRIlShRQt27d9fw4cPVsWPHq6r1UuXKldPWrVu1b98+Va1aVXXq1FFSUpI+//xz+5gKFSooPDxckydPtj/2f/7zH91///2SJKvVqoiICIfLCV2Nvn376vHHH1fHjh0VHBysN998U1988YXDZXJeeeUVeXp6qkyZMpo7d65Wr16tSpUqFXif3t7eWrNmjZ566imNHj1apUqVUunSpfXyyy+rW7du+t///mfaHpBFixapSpUqat68uYKCgjR+/HjNmTPHfuzlfffdp5EjR6ps2bLy8PDQ4MGDJUl33XWXvvrqK33wwQcKDg7W3XffLU9PT61du/ayewKdua6F/Z0oV66cPD09FRQUJOny23eFChW0c+dORUZGqn79+ipRooTGjRunqVOnFvrY8cI+NwsWLNAjjzyip556SsWLF9f999+v0qVL59lDa7FY9O233+r48eMaMGCAPXx/9NFHysnJ0Z133qmKFStqzZo12rhxo2rUqCHpwl7ctWvXys/PT40bN1apUqX04Ycf6quvvspzLoXCuvS5vFRaWpoeffRRRUVF6ZlnnnE43GDSpElXvP877rhDc+bM0aBBgxQUFKRx48Zp7ty5hb40VsuWLdW3b1/7FwsNGzbUt99+qwULFigkJEQNGzZUenq6Nm7ceNn38Y4dOyo8PFzz5s1ThQoVVKlSJa1cuVLff/99oS+5deLEiUKH9DfeeEPPPPOMnnjiCQUEBKh3794aMmSI/bAkqfDvq5c+B1cyf/58paamqlq1anriiSc0YcIEtWvXrlDLFlaxYsVUvHhxh8NM2rZtq6VLl+rdd99VcHCwOnTooAcffFDPP/+8w7KFeS2uNCYrK0sREREFXu4tPDxc27dvV8mSJdWpUyeNHTvW/hxcuuwff/yhfv36KSQkJN/7+vrrr3Xo0CGVK1dOzZs311133VXoa4JLUnR0dJ5L7AE3OzfDjINpAMDF1qxZo0qVKqlhw4YO7Z9++ql+//13ffjhh/rggw906NAhh0AL3Cxuhu27devWeuedd/JcFxm4XrVt21avvvpqvicKxP/r3LmzevfunWfKOnAzY483gJtS8eLF1aVLF23cuFGGYSgnJ8c+XTp3b2bZsmXzPZ4duBmwfd+YJk2a5LAH/eLbhx9+6OrybjrOfr7zuyoJHOXk5Gj37t1q0qSJq0sBihR7vAHctDZv3qz//Oc/+uOPP5SZmammTZtqxowZqlWrlqtLA1AI7PHGjWbHjh0aOnRogZcbxIXnaNCgQfr1119dXQpQpAjeAAAAAACYiKnmAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJjo/wBaBNtiYBCEggAAAABJRU5ErkJggg==","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-280_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-280_torch.float16_lf\n","不是      1359\n","是       1103\n","不重要      459\n","问法错误      47\n","回答正确      32\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":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-315_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-315_torch.float16_lf\n","不是      1302\n","是       1079\n","不重要      538\n","问法错误      46\n","回答正确      35\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":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-350_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-350_torch.float16_lf\n","不是      1309\n","是       1091\n","不重要      522\n","问法错误      43\n","回答正确      35\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, accuracy in zip(df.columns[5:], perf_df[\"accuracy\"].to_list()):\n","    print(\"*\" * 10, col, \"*\" * 10)\n","    print(df[col].value_counts())\n","    plot_value_counts(df, col, title=f\"{col} (acc: {accuracy:.3f})\")"]}],"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}