diff --git "a/competition/15b_Gemma_p2_analysis.ipynb" "b/competition/15b_Gemma_p2_analysis.ipynb" --- "a/competition/15b_Gemma_p2_analysis.ipynb" +++ "b/competition/15b_Gemma_p2_analysis.ipynb" @@ -1 +1 @@ -{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","try:\n"," from google.colab import drive\n"," drive.mount('/content/drive')\n"," workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n","except ModuleNotFoundError:\n"," workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n"," found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"W2QyVreqhOGM","outputId":"68b9590e-1ac6-4c6f-e0c4-e273ec816419"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 8 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 unsloth/gemma-2-9b_checkpoint-6000 3000 non-null object\n"," 6 google/gemma-2-9b-it/checkpoint-7000 3000 non-null object\n"," 7 google/gemma-2-9b-it/checkpoint-12000 3000 non-null object\n","dtypes: object(8)\n","memory usage: 187.6+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(\"results/mgtv-results_colab_p2_gemma2.csv\")\n","df.info()"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","\n","\n","def plot_value_counts(df, column, title=None):\n"," font_family = rcParams[\"font.family\"]\n"," # Set the font to SimHei to support Chinese characters\n"," rcParams[\"font.family\"] = \"STHeiti\"\n"," rcParams[\"axes.unicode_minus\"] = (\n"," False # This is to support the minus sign in Chinese.\n"," )\n","\n"," plt.figure(figsize=(12, 6))\n"," df[column].value_counts().plot(kind=\"bar\")\n"," # add values on top of bars\n"," for i, v in enumerate(df[column].value_counts()):\n"," plt.text(i, v + 0.1, str(v), ha=\"center\")\n","\n"," plt.xlabel(title or column)\n","\n"," plt.show()\n","\n"," rcParams[\"font.family\"] = font_family"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'unsloth/gemma-2-9b_checkpoint-6000',\n"," 'google/gemma-2-9b-it/checkpoint-7000',\n"," 'google/gemma-2-9b-it/checkpoint-12000']"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** unsloth/gemma-2-9b_checkpoint-6000 **********\n","unsloth/gemma-2-9b_checkpoint-6000\n","不是 1655\n","是 789\n","不重要 477\n","问法错误 46\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-7000 **********\n","google/gemma-2-9b-it/checkpoint-7000\n","不是 1819\n","是 729\n","不重要 347\n","问法错误 83\n","回答正确 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI2CAYAAACmDVBwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABgGUlEQVR4nO3deXxMZ///8XcWSSaJBLGnQWNfiipStdTaumlr7ap3lVB7qaWo5falrVap7qqqNKq3Ki21tr0VtdOWUimlQmKLSiILyWRmcn5/eGR+pgm1zDEir+fjcR7kuq5z5nPMwbznXOccL8MwDAEAAAAAAFN4e7oAAAAAAABuZwRvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARL6eLsBdcnJydPLkSRUtWlReXl6eLgcAAAAAcJszDEPp6ekqX768vL0vf177tgneJ0+eVEREhKfLAAAAAAAUMgkJCbrjjjsu23/bBO+iRYtKurjDISEhHq4GAAAAAHC7S0tLU0REhDOPXs5tE7xzp5eHhIQQvAEAAAAAN80/Xe7MzdUAAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvOHUqlUreXt7a/r06S7tGzZsUMOGDRUcHKwmTZrop59+cun/5JNP5Ovrqzp16uTZ5uHDh9WhQweFhoaqevXqWrhwoan7AAAAAAC3GoI3nNavX6+JEye6tMXHx6tnz56aOXOmUlJSNGPGDD3zzDNKSkpyjundu7cOHz6cZ3vnz59X+/bt1bVrV50+fVqLFi3S//3f/2ndunWm7wsAAAAA3CoI3riinTt3qkWLFmrevLmKFCmi++67T/fcc482bdr0j+tu3rxZderUUZ8+fWSxWHT33Xfr9ddf1/z5880vHAAAAABuEQRvXFHTpk21adMmrVmzRtnZ2fruu+/0zTffqEyZMv+4rsPhyLc9JSXF3WUCAAAAwC2L4I0rKleunKZNm6YOHTrI399fDz74oHr16qUmTZr847rNmjXTrl27NG/ePGVmZmr37t0aPXq0WrRocRMqBwAAAIBbA8EbV/Tzzz9r5MiRWrVqlS5cuKDvvvtOvr6+slqt/7huSEiIVqxYoTlz5qh8+fJq06aNzp07p+eee+4mVA4AAAAAtwaCN65oypQpevXVV9WhQwdZLBa1a9dOjRs31rhx465q/QYNGmjr1q06duyYAgICNHPmTBUrVszcogEAAADgFkLwxhUdPHhQzZs3d2mLiorSt99+e03bGTdunBo0aKAePXq4szwAAAAAuOX5eroA3NoiIyN14MABVaxY0dn2yy+/qGzZsle9jZ9//lkLFy7U3r17zSgRAAAAAG5pnPHGFb3wwgsaMmSItm/fLqvVqh9//FFDhw7VoEGDrmr9nJwc9e/fX6+99pruuOMOk6sFAAAAgFsPZ7xxRW3bttX48eP173//W8ePH1e1atU0bdo0de7c+arWz8zMVKdOnbihGgAAAIBCy8swDMPTRbhDWlqaQkNDlZqaqpCQEE+Xc00qjVnl6RIKnaOvdfR0CQAAAAAKuKvNoUw1BwAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwETXFbxbtWolb29vTZ8+3dkWExMjX19fl8Xb21udOnVyjjl06JC8vb1dxuzYsUOSZLPZ9Pzzz6t48eIKCwvTqFGjZLfbb3D3AAAAAADwrOsK3uvXr9fEiRNd2p555hnZ7Xbnkp2drZo1a2r8+PHOMfv371fPnj1dxkVFRUmSJkyYoD/++EMHDhzQgQMHFBsbqwkTJtzArgEAAAAA4Hm+Zm146dKlqlChgho1auRs279/v2rUqJFnbHZ2tubMmaP9+/erTJkyki6eQa9Ro4bGjx+voKAgs8oEAAAAAMBUplzjbRiGXnnllTxnrGNjY1W9evU84/fs2aOaNWuqbNmyzrawsDBFRUVp69atZpQIAAAAAMBNYUrwXrFihcLCwnTfffe5tO/fv19Dhw5V8eLF9cADD+jw4cOSpPj4eFWpUiXPdqpXr64jR47k+xpWq1VpaWkuCwAAAAAAtxpTgvfLL7+c7/XZ48eP108//aTjx4+ra9euat++vaxWqzIzMxUYGJhnvMViUWZmZr6vMXXqVIWGhjqXiIgIt+8HAAAAAAA3yu3B+9tvv5W/v79atmyZp6979+4qVaqUgoKC1L9/f9WtW1ffffedLBaLsrKy8oxPSkrKN5BL0tixY5WamupcEhIS3L0rAAAAAADcMLcH7/yu7b6cyMhIHT9+XBUqVFBcXFye/ri4OEVGRua7rr+/v0JCQlwWAAAAAABuNW4N3hs3bpTVatUDDzyQp69r1655zkpv2bJF1apVU/369RUbG6uUlBRnX3Jysnbs2JHnOnEAAAAAAAoStwbvKVOmuDy3+1KVK1dWv379dPLkSSUlJemFF16Qw+FQq1at5Ofnp169eqlv375KSkrS2bNn1bt3bw0ePPiyU80BAAAAACgI3Ba809PTFRYWpocffjjf/ldeecV5drtSpUqKj4/XsmXL5O19sYTJkyerXLlyqly5sqpVq6aqVatq0qRJ7ioPAAAAAACP8DIMw/B0Ee6Qlpam0NBQpaamFrjrvSuNWeXpEgqdo6919HQJAAAAAAq4q82hpjxODAAAAAAAXETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwETXFbxbtWolb29vTZ8+PU9feHi4fH19ncu0adOcfR999JEqVKigoKAgdenSRYmJic4+m82m559/XsWLF1dYWJhGjRolu91+PeUBAAAAAHDLuK7gvX79ek2cODFP+7lz5+Tv7y+73e5cXnzxRUnS2rVr9eqrr2rlypU6e/as6tSpoy5dujjXnTBhgv744w8dOHBABw4cUGxsrCZMmHCduwUAAAAAwK3BrVPN9+/fr+rVq+fbN3PmTM2YMUN169aVxWLRlClTlJOTox9++EHZ2dmaM2eO5s+frzJlyqhUqVKKiYnRxx9/rPPnz7uzRAAAAAAAbiq3Bu/Y2Nh8g7dhGNqxY4c6duzo0t69e3etW7dOe/bsUc2aNVW2bFlnX1hYmKKiorR161Z3lggAAAAAwE3l9jPeixYtUokSJVS/fn19++23kqSkpCQVK1ZMAQEBLuOrV6+uI0eOKD4+XlWqVMmzvdz+/FitVqWlpbksAAAAAADcatwavDt27KitW7fq9OnTmjFjhnr37q3Y2FhlZmYqMDAwz3iLxaLMzMx/7M/P1KlTFRoa6lwiIiLcuSsAAAAAALiFW4N3u3btFBkZKT8/P7Vp00ajR4/W3LlzZbFYlJWVlWd8UlKSAgMD/7E/P2PHjlVqaqpzSUhIcOeuAAAAAADgFqY+xzsyMlLHjx9XWFiYzp07J5vN5tIfFxenyMhIVahQQXFxcXnWz+3Pj7+/v0JCQlwWAAAAAABuNW4L3lOmTNE333zj0rZ582ZVq1ZNXl5eatiwoX744QeX/iVLlqht27aqX7++YmNjlZKS4uxLTk7Wjh07dN9997mrRAAAAAAAbjq3Be8GDRpo2LBh2rNnjy5cuKD58+dr7ty5GjBggCRp+PDhGjZsmA4cOKCsrCxNmTJFFotFLVu2lJ+fn3r16qW+ffsqKSlJZ8+eVe/evTV48ODLTjUHAAAAAKAg8HXXhjp27KiTJ0+qW7duOnHihO6++24tX75c5cuXlyS1b99ex44dU7t27ZSUlKQHH3xQS5cuda4/efJkjRgxQpUrV5a3t7eio6M1adIkd5UHAAAAAIBHeBmGYXi6CHdIS0tTaGioUlNTC9z13pXGrPJ0CYXO0dc6/vMgAAAAALiCq82hpt5cDQAAAACAwo7gDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmOi6gnerVq3k7e2t6dOnu7Rv3rxZUVFRCgkJ0b333qvt27e79H///ffy9vaWr6+vc0lMTJQkpaWlqUePHgoODlb58uX1+uuvX+cuAQAAAABw67iu4L1+/XpNnDjRpe3QoUN67LHH9MorrygxMVEvvviiOnfurOPHjzvH7N+/X//5z39kt9udS5kyZSRJzz33nIoUKaITJ05o27ZtWrJkiWbPnn0DuwYAAAAAgOe5bar5e++9p+HDh6tt27ayWCzq2rWrevbsqcWLFzvH7N+/XzVq1Miz7okTJ7R+/Xp9+OGHCg0NVcWKFRUTE6OpU6e6qzwAAAAAADzCbcH7zjvvVKdOnVzaIiIinFPJJSk2NlbVq1fPs+6WLVvUrl07BQQEONtq1qyp4OBgHTp0yF0lAgAAAABw07kteA8bNkxVq1Z1aVu5cqUaNmzo/Hn//v3q2rWrwsLC1L17d505c0aSFB8frypVquTZZvXq1XXkyJF8X89qtSotLc1lAQAAAADgVmPaXc3nz5+v06dPq0uXLpKkrKwszZs3T7/88ouOHDmiWrVqqWvXrpKkzMxMBQYG5tmGxWJRZmZmvtufOnWqQkNDnUtERIRZuwIAAAAAwHUzJXjv2rVLo0eP1n//+1/5+vpKkgICAtSlSxcVK1ZMoaGhmjx5si5cuKB9+/bJYrEoKysrz3aSkpLyDeSSNHbsWKWmpjqXhIQEM3YFAAAAAIAb4uvuDcbHx6tLly6aO3euatasecWxkZGROn78uCpUqKA1a9bk6Y+Li1NkZGS+6/r7+8vf398tNQMAAAAAYBa3nvFOT0/XQw89pFGjRumhhx5ytmdnZ6tdu3Yu08atVqt27dqlatWqqWnTplq3bp3sdruz/7fffpPVas332m8AAAAAAAoKtwVvh8Ohxx57TC1atNDQoUNd+vz8/FSsWDENGjRIKSkpOnnypHr27KlGjRqpcuXKCg8P13333acXXnhBGRkZSkhIUN++fTV+/Hh3lQcAAAAAgEe4LXgPGTJEa9eu1YcffihfX1/n0qZNG0nSnDlz5HA4VLlyZdWuXVuBgYH65JNPnOvPnj1bycnJKlu2rBo3bqyuXbsqOjraXeUBAAAAAOARXoZhGJ4uwh3S0tIUGhqq1NRUhYSEeLqca1JpzCpPl1DoHH2to6dLAAAAAFDAXW0ONe1xYgAAAAAAgOANAAAAAICpCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAia4reLdq1Ure3t6aPn26S/uWLVtUv359WSwWNWrUSDt37nTp/+ijj1ShQgUFBQWpS5cuSkxMdPbZbDY9//zzKl68uMLCwjRq1CjZ7fbrKQ8AAAAAgFvGdQXv9evXa+LEiS5tiYmJ6tKliyZOnKi0tDSNGzdOnTp10unTpyVJa9eu1auvvqqVK1fq7NmzqlOnjrp06eJcf8KECfrjjz904MABHThwQLGxsZowYcIN7BoAAAAAAJ7ntqnmn3zyiR5//HF17dpVRYoUUefOndWzZ0998MEHkqSZM2dqxowZqlu3riwWi6ZMmaKcnBz98MMPys7O1pw5czR//nyVKVNGpUqVUkxMjD7++GOdP3/eXSUCAAAAAHDTuS14b9q0SZ06dXJp6969u9atWyfDMLRjxw517Ngx3/49e/aoZs2aKlu2rLMvLCxMUVFR2rp1q7tKBAAAAADgpnNb8I6Pj1eVKlVc2qpXr64jR44oKSlJxYoVU0BAQL79+a17aX9+rFar0tLSXBYAAAAAAG41bgvemZmZCgwMdGmzWCzKzMzMt+9a+vMzdepUhYaGOpeIiAj37AgAAAAAAG7ktuBtsViUlZXl0paUlKTAwMB8+66lPz9jx45Vamqqc0lISHDPjgAAAAAA4EZuC94VKlRQXFycS1tcXJwiIyMVFhamc+fOyWaz5duf37qX9ufH399fISEhLgsAAAAAALcatwXvZs2aae3atS5tS5YsUdu2beXl5aWGDRvqhx9+yLe/fv36io2NVUpKirMvOTlZO3bs0H333eeuEgEAAAAAuOncFryjo6P16aefas2aNbLb7Vq5cqUWLVqkgQMHSpKGDx+uYcOG6cCBA8rKytKUKVNksVjUsmVL+fn5qVevXurbt6+SkpJ09uxZ9e7dW4MHD77sVHMAAAAAAAoCtwXvMmXK6Msvv9TYsWMVHBysSZMmadmyZSpdurQkqX379ho2bJjatWunEiVK6JdfftHSpUud60+ePFnlypVT5cqVVa1aNVWtWlWTJk1yV3kAAAAAAHiEl2EYhqeLcIe0tDSFhoYqNTW1wF3vXWnMKk+XUOgcfa3jPw8CAAAAgCu42hzqtjPeAAAAAAAgL4I3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AyiUfH198ywWi0WnTp2SJMXGxqp169YKCQlR3bp1tWrVKue6NptN48ePV4UKFVSqVCk999xzysjI8NSuAAAA4Bbn1uD9Tx9kJalp06Yu/YMGDXL2LVu2TNWqVZPFYlHr1q116NAhd5YHAE52u91lefnllxUdHa1y5copOTlZDzzwgAYMGKDExES9/fbb6tu3r3bv3i1JGj9+vH777Tdt375dBw8elGEYGjhwoIf3CAAAALcqX3duzG63u/z82muv6fjx4ypXrpyz7dChQ8rKypKvr+tL79u3T/369dPixYvVpEkTffLJJ2rfvr3279+vgIAAd5YJAC4uXLig9957T9u2bZMkffrpp+rcubMeffRRSVKrVq00YcIEzZs3T3fffbcWLFig3377TSVKlJAkzZo1S+Hh4bJarfL39/fYfgAAAODWZNpU89wPsqNHj3a2nThxQmFhYXlCtyS99957evHFF3X//ffLz89P/fv3V6NGjfT555+bVSIASJJmz56tDh06KCIiQpJUqlQp9ejRw2VMRESEEhMTJUkOh0NeXl4u/Xa7Xenp6TenYAAAABQopgXvv3+QlS5eM1m9evV8x2/atEmdOnVyaevevbvWrVtnVokAIKvVqrfeektjx451tj399NNq0qSJy7iVK1eqYcOGkqRu3bopOjpap06dUnJysgYMGKAyZcqoZMmSN7V2AAAAFAxunWqeK/eD7IYNG1za9+/fr82bN6tkyZIqWbKkxo0bp3//+9+SLp4Nj4yMdBlfvXp1HTly5LKvYbVanT+npaW5dycAFApz585Vq1atdOedd152zA8//KDVq1dr3759kqQ33nhDw4cPV7169VSkSBGdPHlSn3322c0qGQAAAAWMKWe8L/dBtmHDhvrxxx+dH1InT56s77//XpKUk5Mjb2/XciwWizIzM/N9jalTpyo0NNS5XHpmHQCuhs1m0/Tp0/XSSy9ddszRo0f19NNPKyYmRqGhoZKkoKAgzZ49W2fOnFGnTp3Utm3bPFPTAQAAgFxuD95X+iDbrFkz1apVS35+fmrYsKFmzJihDz/88GIh3t4yDMNlfFJSkgIDA/N9nbFjxyo1NdW5JCQkuHtXANzmYmJidO+996patWr59qempqpjx46aMGGCWrZsmad/165dWrhwoebMmWNypQAAACjI3D7V/J8+yF4qMjJSx48flySFh4crPj5eFStWdPbHxcXlmX6ey9/fn7sHA7huDodDr7/+ur7++ut8++12u7p37+58rFh+6/fv318vv/yyKlWqZHK1AAAAKMjcesY794PsuHHj8vR9/PHHmj17tkvb5s2bnQG9WbNmWrt2rUv/kiVL1LZtW3eWCACSpP/+97+66667VLt27Xz7BwwYoMDAQM2YMSPf/vfff18Wi0WDBg0ys0wAAADcBtx6xvtKH2QbNmyoBx98UDVq1FBUVJS+++47TZgwwXmN95AhQ9ShQwfVr19fDRo00IIFC7R3714tXLjQnSUCgKSLT1kYP358vn3Tpk3Txx9/LG9vb/n5+TnbK1WqpMOHD0uSihYtqrlz5+a5NwUAAADwd24N3lf6IFu/fn199NFHGjhwoP78809Vq1ZNn3zyierXry9Juuuuu/Tuu+/q3//+txISEtSkSROtXr2a6eTAbaLSmFWeLuFvmurzL05KX5zMp6+2Ko5emafVrkv3o7R08LCkwybWeGOOvtbR0yUAAABAkpfx9zuaFVBpaWkKDQ1VamqqQkJCPF3ONbn1Asntj0By83Gc33wc5wAAAOa62hzKHEkAAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEbg/e48aNk4+Pj3x9feXr66s6depIkn7//Xc1a9ZMFotFtWvX1urVq13WW7ZsmapVqyaLxaLWrVvr0KFD7i4NAAAAAICbzu3Be//+/frhhx9kt9tlt9v122+/yWq1qkOHDnryySeVmpqqDz/8UH369NG+ffskSfv27VO/fv00Z84cpaam6rHHHlP79u2VlZXl7vIAAAAAALipTAneNWrUcGn76quvVKdOHQ0aNEh+fn5q3ry5Jk6cqDfeeEOS9N577+nFF1/U/fffLz8/P/Xv31+NGjXS559/7u7yAAAAAAC4qdwavLOyspSSkqIyZcq4tG/atEmdOnVyaevevbvWrVt3Vf0AAAAAABRUbg3eBw4c0Pnz5xUREaE77rhDo0ePls1mU3x8vKpUqeIytmTJksrKypLVatWJEycUGRnp0l+9enUdOXLksq9ltVqVlpbmsgAAAAAAcKtxa/AOCgrS//73P/3xxx/atm2b9u/fr0mTJikzM1OBgYF5xlssFmVmZionJ0fe3t759l3O1KlTFRoa6lwiIiLcuSsAAAAAALiFW4N31apV1bRpU1ksFkVERGjBggWaM2eOLBZLvjdKS05OVmBgoLy9vWUYhktfUlJSvmE919ixY5WamupcEhIS3LkrAAAAAAC4hanP8S5evLgMw1CpUqUUFxfn0nf69GmVKFFCfn5+Cg8PV3x8vEt/XFxcnunnl/L391dISIjLAgAAAADArcZtwfvnn39W//79XdoOHDiggIAAtWvXTmvXrnXpW7Jkidq2bStJatas2RX7AQAAAAAoqNwWvGvVqqW1a9fqgw8+UFZWln799Vc9/vjjGj16tLp27aqdO3cqJiZGNptN27Zt07Rp0zRq1ChJ0pAhQ/Tyyy9rx44dstls+uSTT7R37149+eST7ioPAAAAAACPcFvwtlgsWrVqlb788kuFhYXpoYce0pNPPqlBgwYpICBAK1as0EcffaSiRYsqOjpaH330kWrXri1Juuuuu/Tuu+/q3//+t0JCQvTZZ59p9erV8vf3d1d5AAAAAAB4hK87N1a7dm2tX78+375atWpp8+bNl123c+fO6ty5szvLAQAAAADA40y9uRoAAAAAAIUdwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAgNtUXFyc2rdvr6JFi6p69epatGhRvuNsNpsmTJjg/Dk6Olq+vr4ui5eXl2bOnHmzSgcA4LZC8AYA4DZkGIYeeeQRtW7dWmfPntXixYs1duxYbd++Pc/YiRMnavfu3c6f586dK7vd7lyOHDmi8PBw9evX72buAgAAtw2CNwAAt6Fz585p8ODBevHFF+Xv76969eqpU6dO2rx5s8u4LVu26M0337zitl5//XUNGTJEgYGBZpYMAMBty9fTBQAAAPcrXry48wx1dna2Nm7cqKVLl2r58uXOMRkZGerZs6dGjhypX3/9Nd/tnDp1SsuWLdOBAwduSt0AANyOOOMNAMBtLioqSg888IBatmypu+++29k+dOhQdezYUe3atbvsum+88Yb69++vokWL3oxSAQC4LRG8AQC4zW3btk3btm3TwYMH9eqrr0qSli9fru3bt+v111+/7Hp//fWXvvjiCz3//PM3q1QAAG5LTDUHAOA2FxAQoHvvvVdff/216tatq759+2rQoEFasWKFAgICLrvem2++qd69eys0NPQmVgsAwO2H4A0AwG3o6NGj8vf3V7ly5Zxt4eHh8vHx0YABA5SYmKgmTZpIknJycuRwOFS2bFmdPn1akpSSkqKYmBjt3bvXI/UDAHA7Yao5AAC3oS1btmjkyJEubUePHlXRokW1dOlS2Ww2ZWVlKSsrS999953+9a9/OUO3JL3zzjvq0aOHwsLCbnbpAADcdgjeAADchjp37qydO3fq008/VWZmpg4cOKAnnnhCEyZM+Md109PTNWfOHI0YMeImVAoAwO2P4A0AwG0oKChIK1eu1GeffaZSpUrpgQce0FNPPaVnn332H9eNjY1Vnz59VKZMGfMLBQCgEPAyDMPwdBHukJaWptDQUKWmpiokJMTT5VyTSmNWebqEQufoax09XUKhw3F+83Gc33wc5zcfxzkAwJOuNodyxhsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADCRW4N3SkqKevbsqVKlSqlSpUp67bXXlJOT4+wPDw+Xr6+vc5k2bZqz76OPPlKFChUUFBSkLl26KDEx0Z2lAQAAAADgEW4N3t27d1d4eLj+/PNPff/991q2bJnee+89SdK5c+fk7+8vu93uXF588UVJ0tq1a/Xqq69q5cqVOnv2rOrUqaMuXbq4szQAAAAAADzCbcF79+7dOnPmjF555RWFhISoatWqmjdvnj7++GNJ0v79+1W9evV81505c6ZmzJihunXrymKxaMqUKcrJydEPP/zgrvIAAAAAAPAItwVvh8Oh4cOHy8vLy9kWERHhnDIeGxubb/A2DEM7duxQx44dXdq7d++udevWuas8AAAAAAA8wm3Bu2HDhurVq5dL28qVK9WwYUNJF894L1q0SCVKlFD9+vX17bffSpKSkpJUrFgxBQQEuKxbvXp1HTly5LKvZ7ValZaW5rIAAAAAAHCrMe2u5qdPn9aIESM0ceJESVLHjh21detWnT59WjNmzFDv3r0VGxurzMxMBQYG5lnfYrEoMzPzstufOnWqQkNDnUtERIRZuwIAAAAAwHUzJXhbrVZ169ZNAwcOVFRUlCSpXbt2ioyMlJ+fn9q0aaPRo0dr7ty5slgsysrKyrONpKSkfAN5rrFjxyo1NdW5JCQkmLErAAAAAADcEF8zNhodHa2IiAi99NJLlx0TGRmpLVu2KCwsTOfOnZPNZlORIkWc/XFxcYqMjLzs+v7+/vL393dr3QAAAAAAuJvbz3hPmjRJR44c0fz58503WpsyZYq++eYbl3GbN29WtWrV5OXlpYYNG+a5g/mSJUvUtm1bd5cHAAAAAMBN5dYz3gsXLtSCBQu0bds2l5ulNWjQQEOGDFGFChVUrVo1LV68WHPnztWvv/4qSRo+fLiGDRumr7/+WpUqVdIbb7whi8Wili1burM8AAAAAABuOrcF702bNql3796y2WwqX768S9+ff/6psWPHqlu3bjpx4oTuvvtuLV++3Dmuffv2OnbsmNq1a6ekpCQ9+OCDWrp0qbtKAwAAAADAY9wWvJs3by6r1XrZ/r59+6pv376X7e/Xr5/69evnrnIAAAAAALglmPY4MQAAAAAAQPAGAAAAAMBUBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAANw2kpKS9PTTT6tEiRKqUKGCZsyY4exbt26d6tevr+DgYDVr1ky7d+/2YKUAChNfTxcAAAAAuEvPnj3VsGFDJSQkKCMjQ/369VPJkiXVsmVLPfnkk1q4cKHuv/9+rVixQg8//LAOHjyooKAgT5cN4DbHGW8AAADcNn788Ue99NJLCgoKUpkyZTRkyBB9/fXXSk1N1fz589WuXTv5+fmpW7duKlmypH7//XdPlwygECB4AwAA4LbRsWNHvfjii0pLS1NCQoJeffVVlSlTRnXr1lWHDh0kSenp6frggw+UmpqqWrVqebhiAIUBU80BAABw23j//fdVr149vf3225KkmjVrasGCBc7+1NRUFStWTJL00UcfKTAw0BNlAihkOOMNAACA24LdbtfDDz+sp556SklJSTp27Jjat2+vM2fOOMeEhobq3LlzWrJkiSZNmqQff/zRgxUDKCw44w0AAIDbwsqVK2WxWPT6669LkkqUKKEpU6aoWbNm2r59u/z9/SVdDN/dunWT1WrVzJkz1aJFC0+WDaAQ4Iw3AAAAbgsHDx5U8+bNXdqCgoJUrFgxbd++XRcuXHDpq1evnk6dOnUzSwRQSBG8AQAAcFuIjIzUgQMHXNqysrL0+++/67PPPtPChQtd+nbt2sXN1QDcFARvAAAA3BYefvhh/fLLL3r//feVnp6uEydOqGfPnmrSpIkGDx6sl19+WVu3bpXVatW6des0ceJEjR492tNlAygECN4AAAC4LQQEBGjlypX65ptvVKZMGUVFRal06dKKiYlRvXr1NGvWLPXv31/FihXTyJEjNW/ePFWvXt3TZQMoBLi5GgAAAK5apTGrPF3CP7v7eZW++3lJ0gpJK1655M7lHaaqjKQUSdHfZ0nf3/r7c/S1jp4uAcAN4ow3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAABAAZKSkqKePXuqVKlSqlSpkl577TXl5ORIkjZv3qyoqCiFhITo3nvv1fbt2z1cLSRurgYAAAAABUr37t0VFRWlP//8U4mJifr3v/+twMBA/etf/9Jjjz2mmJgYNW3aVGvWrFHnzp31008/6Y477vB02YUawRsAAAAACojdu3frzJkzeuWVV+Tl5aWQkBDNmzdPjz/+uP78808NHz5cbdu2lSR17dpVO3bs0OLFizV8+HAPV164MdUcAAAAAAoIh8Oh4cOHy8vLy9kWERGhxMRE3XnnnerUqZPL+Nw+eBZnvAEAAACggGjYsKEaNmzo0rZy5Uo1bNhQw4YNyzN+5cqVio6OvknV4XII3gAAAABQQJ0+fVojRozQV199ladv/vz5On36tLp06eKBynApgjcAAAAAFEBWq1XdunXTwIEDFRUV5dK3a9cujR49Whs2bJCvL7HP07jGGwAAAAAKoOjoaEVEROill15yaY+Pj1eXLl00d+5c1axZ00PV4VJ89QEAAAAABcykSZN05MgR/fDDDy43WktPT9dDDz2kUaNG6aGHHvJghbgUwRsAAAAACpCFCxdqwYIF2rZtmwICApztDodDjz32mFq0aKGhQ4d6sEL8HVPNAQAAAKCA2LRpk3r37q24uDiVL19evr6+zqVPnz5au3atPvzwQ5f2Nm3aeLrsQu+WOuOdlpamAQMGaPny5QoJCdHQoUM1evRoT5cFAAAAoBCpNGaVp0u4onIv5L2DuSStl1RxdPc87X/q1t+no6919HQJprqlgvdzzz2ngIAAnThxQufOnVP37t1VrFgx9evXz9OlAQAAAABwXW6Z4H3ixAmtX79ex44dU0BAgEJDQxUTE6N//etfBG8AAAAAQIF1y1zjvWXLFrVr187l5gA1a9ZUcHCwDh065MHKAAAAAAC4frfMGe/4+HhVqVIlT3v16tV15MgRVa1a1aXdarXKarU6f05NTZV08TrxgibHesHTJRQ6BfE4Keg4zm8+jvObj+P85uM4v/k4zm8+jvObj+P85iuox3lu3YZhXHHcLRO8MzMzFRgYmKfdYrEoMzMzT/vUqVP1f//3f3naIyIiTKkPt5fQtzxdAWA+jnMUBhznKAw4zlEYFPTjPD09XaGhoZftv2WCt8Vi0YULeb9ZSkpKyjeQjx07VsOHD3f+nJOTo+TkZIWFhbk8QB7mSUtLU0REhBISEhQSEuLpcgBTcJyjMOA4R2HAcY7CgOP85jMMQ+np6SpfvvwVx90ywbtChQpas2ZNnva4uDhFRkbmaff395e/v79LW7FixcwqD1cQEhLCX2zc9jjOURhwnKMw4DhHYcBxfnNd6Ux3rlvm5mpNmzbVunXrZLfbnW2//fabrFZrvtd+AwAAAABQENwywTs8PFz33XefXnjhBWVkZCghIUF9+/bV+PHjPV0aAAAAAADX7ZYJ3pI0e/ZsJScnq2zZsmrcuLG6du2q6OhoT5eFy/D399d//vOfPFP+gdsJxzkKA45zFAYc5ygMOM5vXV7GP933HAAAAAAAXLdb6ow3AAAAAAC3G4I3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ447qdP39edevWld1ud7Zt2LBB48aNc2kDCrKMjAyFhIS4HNOrV69Wjx49lJ2d7cHKgGuTmpqqoUOHXrY/KChIf/31l/Pn8+fP34yyAAAoFHiON66b3W5XQECAMjMz9fnnn6tnz57asGGD2rRpo9TUVAUHB3u6ROCGORwO+fv76/z585o2bZomTJigTZs2qWXLlhznKFDS0tJUu3ZtJSQkaM6cObpw4YK8vLxksVjUt29flSxZUvHx8QoMDFRiYqIaNGigrVu3qmLFip4uHXALu92u5557Tm+//baKFi2qffv2ydvbW7Vr1/Z0acANW716tQIDA+Xtnfe8qpeXl8qWLauqVat6oDLkInjjH50/f14PPPCA/P39JUmGYSg0NFTLli1TcHCwkpOTVbZsWSUnJ2vPnj265557lJaWpqCgIA9XDly9jIwMVa9e3eU4DwsL008//aSiRYs6j/OkpCT9+uuvatCgAcc5ChSr1ao6dero0KFDqlGjhpo3by5JWr9+vQ4fPqyKFSvq2LFjkqT3339fc+fO1S+//OLJkoFrZrVaNWvWLFksFvn4+OjChQvq0qWL2rRpo19++UXFihXTuXPnFBwcrKeeekpbt27VoUOHVKRIEU+XDlyX+Ph4VahQQeXKlVOjRo1kGIY2btyo+++/Xz///LPq1KkjPz8/bdq0Sfv27VOFChU8XXKhxVRz/CN/f38lJCQoOjpahw8fVp8+ffTHH39IkgICAuTn5ydfX1/nz5Lk5+fnsXqB62GxWBQQEKAFCxbIy8tLn332mS5cuCDp4t+BIkWKOI/z3OM7N6QDBYGvr6/LMTxnzhzNmTNHPj4+zrZHHnlEiYmJWrp0qUaOHOnJcoHrYhiGhg8froULF+rTTz/V8OHDZbVadeTIEQUEBMjf31/+/v5asWKFli5dqo8//pjQjQKtSZMm+uyzzxQYGKhvvvlGK1as0B133KEVK1YoKipK8+fP18qVK9WrVy/n5xp4hq+nC8Ctz9fXV8WKFVOPHj30+uuvq0ePHpo6daqzT5LzPy2bzaYiRYrwnxgKHB8fHwUFBalp06bOX3Ona/09cGdnZysgIMDZDhQEPj4+SkxM1MCBA3X69GkNHDhQklyO89atW6t58+ZKSUlRt27dPFkucF38/f3l4+OjH3/8UZIUGBjo8uWpt7e35s2bp/Hjx+vzzz9X27ZtPVwxcGMsFouWL1+uY8eOafLkyZKks2fPavLkyTp48KDefPNNhYSEKDAwUDVq1PBwtYUbnxpxXXI/qFmtVk2ePFkZGRmaPHmyTpw4obJly3q4OsA9co/zzMxM9e7dWykpKerdu7f++usvlStXzsPVAdfOYrGoadOmWr16tZo2bSrDMLR+/XpJF68BHDZsmNLT07V69WpmdKBA8vLykpeXl0ubj4+PvL29NX78eNlsNm3ZskU7d+5UpUqVPFMk4AY//fSTVqxYIX9/f3355ZeqWLGicwaTl5eXfHx8nL96e3vLarV6uGIw1RzXJffWADk5OTp06JAeeeQRHTp0SHv27FG9evU8XB3gHrnHube3t8LDw/XCCy8oPDxc2dnZatiwoYerA65daGioevTooeLFi6tHjx56+umnJUnDhg1TWlqaJOnkyZPau3evdu/e7clSgev299sX5eTkyDAM/fnnn3I4HFq+fLk+++yzPOOAgsRms+m7777TsWPHdPz4cXl5eal379569tlnFRoaql69eqlixYoaPHiwxo8frxkzZni65EKPM964Lrn/WVksFi1YsMDZ3qFDB+cHOaCgyz3O/fz8NGXKFGdb06ZNNXz4cE+WBlyXo0ePqnHjxjp06JAaN27sbC9durRSUlK0Zs0abdy4UX379tWSJUt09913e7Ba4Nrl5OTkOeNtt9vlcDj03//+V9988402bNigZ555RocOHdKnn37qoUqBG9OkSRNt27ZNM2fOVPv27eXr66t7773XOVuvSZMmSk5OVvXq1dWmTRtNnjyZf9M9jDPe+EcOh0PZ2dn6448/nL/mPtPYbrdr3759+v333/Xaa68pKytLjz76qIcrBq6dw+FQRkaGvvvuO+evuce5w+HQ1q1b9e2332rQoEG688479eCDD3q4YuDalS1bVgsWLFCFChX02WefKSYmRoZh6KWXXlL58uU1fvx4BQQEqFOnTtqyZYunywWuWVZWlux2u8v02vT0dNlsNmVnZ8tms6lGjRrasGGD1q9fr48++sjTJQPX7a+//tKBAwf0wQcf6PDhwzp27Jji4uIUFxenY8eOKT09Xb///rsaN26s1q1ba9euXZ4uuVDjjDf+UVZWlv744w/VrFlThmGoRo0auuOOOyRdvMZ79+7d6tevn4KDg7V9+3YPVwtcn8zMTGVlZalfv36SpH79+qlEiRKSLv4dyL0ZlcPh0Nq1az1ZKnBdcnJy5Ovrq+rVqzuv/fPy8lJOTo6ki1+kbtq0Sd9//73Kly+vX3/91cMVA9fO399f+/btcx7jDodDd9xxh959911lZ2fLbrfr/Pnzslgsev/999WrVy/16NGDR0OiQPL29tY333yj2bNnS5KioqKUmJjo8ixvq9Wq9u3ba8mSJdzXwMN4jjeuSu7dynNlZ2fL19dXAQEBys7OVlJSkmbOnKlZs2Zp/PjxeuGFFzxYLeA+DodDAQEBstlscjgcmjdvnsaMGaMePXpo2rRp3IAKBUZWVpZq1qypuLg4tWjRQomJibLZbCpTpoy2bdumO+64Q0ePHpWvr6/Onj2r0qVLKykpScWLF/d06cA1++KLL9SlS5c8jzdNTEzU5s2bNXToUK1Zs0b79+/XE0884aEqgRuTkZGhChUqaP78+WrVqpUeeOAB3X///RoyZIiki5fHNW7cWLGxsSpWrJhniwXBG9fvwoULCg4Ols1mc95Fcdu2berdu7c2b96ssLAwD1cI3LiMjAyFhIQ4v2ySpD///FPR0dFatWoVZ0lQYCQnJ6ty5cpKSUnJtz80NFQJCQkKCQlRenq6YmJi9Nxzz/F4SBQo8fHx6tatm/bs2aMlS5bowoULmjp1qgICApxjDMPQH3/8IV9fXy1evFht2rTxYMXA9UtLS1P58uXVrFkz/frrr0pPT1fdunVdbgA7b9489erVS5L0zjvveKpUiKnmuEoOh0MnTpxQRESE86YlAQEB2rdvn8t0liZNmujnn39WYGCgp0oF3Co4OFjp6ekuz+yuXLmy1q9fn+cGPsCtrESJEpcN3ZK0aNEiWSwWSVLRokU1aNCgm1Ua4DZly5ZVw4YNtWjRIlWuXFmff/65Lly4oBEjRriMczgc2rFjh/NSC6AgOn/+vPz9/bV27Vo5HA798MMPeu+99/Tee++pY8eO6ty5s9566y1lZGQoKSnJ0+UWepzxxlVJSEhQpUqVdPr0aZUqVcqlr0+fPrrrrrs0dOhQD1UHAACQ17fffquVK1fq3Xff9XQpgNtlZWXpl19+0X333efSvn79en322Wd69913ORl2CyF446okJyerZMmSSk9Pd5la279/f82bN0+zZs1S7969PVghAOBq/PXXX7rnnnv066+/Xvb67YSEBEVHR+u77767ydUBAHB74nFiuCr+/v7y8vJyuUnJ888/ryVLluh///sfoRsACoD09HRZLBYdP35cFotFCQkJOnv2rP766y/Fx8frr7/+0quvviofHx/99NNPni4XuG6ZmZn66quvJEkVKlRQQkKChysCPOPMmTNq0KCBDh486OlSCj2CN65K7s11cq9z/eqrrzRv3jytXr1azZs392RpAICr8Omnn2rkyJEKCAiQl5eXAgICVK1aNZUpU0Zly5bVnXfeqeXLl2vq1KkKCQlxuRkVUNDYbDYNHjxYkuTn56eSJUtqy5YtevDBB9WhQwd16NBB7dq100MPPeThSoHrt2fPHoWEhOjkyZOSpNTUVL344os6e/asc4zFYtGePXu4L80tgOCNq+Lj4yPDMLRw4UJJUqdOnfS///1PjRs39nBlAICr8ccffzif5Z17U8xKlSrJ4XCocePG+uSTTxQUFKSwsDD5+/u73FAQKCgcDodq166tRx55RCkpKWrdurVOnTolf39/WSwWpaSkqEaNGmrdurV2796tl156ydMlA9ctMDBQGRkZzstA/fz8NGPGDF24cME5JvdL1L8/Wg83H/+r4poMHTpUb775purUqSNJev/991367Xa7zp07p9WrV3uiPADAZdStW1erVq2S9P8/gF36HPrcy4mKFi0qX19fgjcKJJvNpvHjxysoKEgDBw7U6NGjFR0dLW9vb1ksFoWFhalGjRqqXLmy/Pz88tyUCihIcmcw5T6RwmKxyDAMl3+/c3+f++hfeA5nvHHVvLy8dPDgQTVu3FgLFy7U9u3bZbPZXJbs7GxlZ2d7ulQAwN9ERkYqLi5OP/74oyTpxx9/1IULF/Tjjz8qLS1NBw4c0KFDh5SVlaVNmza5PCoSKCgCAgLUunVrdezYUYGBgXrwwQedd3Vmqi1uN7mXgub+Kl08zi891nN/z7/pnsfX2bgquTe/L1mypD788EM1a9ZMgwYNUp8+fdSmTRsPVwcA+CdlypTR7t27NWLECGVnZ2vEiBE6ceKERowYofj4eC1atEi+vr46deqURowYwYc0FEg2m03lypWTr6+vHA6HihQpopycHNlsNmVlZSkzM1NJSUkKDg6Ww+FQQkKCIiIiPF02cF28vb1lGIbLZ3HDMNS9e/c8M5rgeQRvXBW73S7p4rVTPj4+evrppxUSEqIuXbro+++/V1RUlIcrBABcSYkSJVShQgXt2rVLwcHB2rVrl+rXr69du3apSZMmGjBggIoXL65x48Zp165dqly5sqdLBq6Zt7e3EhISnPcu+PPPP1W1alVlZGQoKSlJJ06cUExMjCSpePHiatq0qeLj4z1cNXBjLv0c/vfP5IZhaOPGjYTvWwDBG1fFZrNJuhjAc68ReeSRRzR48GA9+uijV3weLADA8ywWi86dOyfp4peol/6aKycnRxcuXJBhGMrJybnZJQI3zMfHR+Hh4crMzNRHH32koKAg9enTxxnEp0+frvbt22vLli1q3bq1p8sFbohhGPLy8tLUqVOvOG7atGnO2avwHOaR4apkZWVJkqxWq0v7lClTZLFY1LNnT0+UBQC4Sj4+PsrMzJRhGM4vU5OTkzVx4kQdP35cX331lTIzM5WSkiKr1eqc6QQURIZhqFevXjpx4oTOnz+vkiVLyuFwaNiwYfL399err76qL7/80tNlAjfk0hmpkrRt2zbFx8fnWby8vAjetwDOeOOqZGdnq1atWs4Pa7l8fHw0ceJErVmzRjk5OVwTCAC3KJvNppycHGVlZckwDDkcDj377LPy8vJS7969lZWV5bw2NiMjI88XrUBBkJOTo9atW+vFF190tm3evFkxMTFyOBzKyspSTEyM7rnnHkVHR6tWrVqqXbu2BysGrl/uv9NWq1VWq1VNmzZ1Cdm5v/fy8sozwwk3H8EbVyU8PFz79u3Lt++pp57SY489RugGgFuYYRhasmSJzp8/L8MwdP78eb3yyit5xiUmJurYsWM6f/68B6oEbkxGRobuvvtuPfbYY/Lx8dH58+eVkJCgr7/+WoZhKCMjQ19//bUkqVy5cpo9e7beeecdD1cNXJ+MjAzncV2iRAkdPnzY5aZq0sUvXStXrswspluAl8G8AwAACgWHw6GDBw9q8+bN6tmzZ54PaLnOnz+vLVu26IEHHrjJFQLucfz4cUVHRys1NVX9+vVTr169dOrUKTVq1EjHjx+XdHE2X+4z7YGC6Pz58/rtt9/UoEEDl0eKXSopKUmlSpXS3r17VadOnZtcIS5F8AYAoJBISEhQpUqVdPr0aZUqVcqlr0+fPrrrrrs0dOhQD1UHuN/bb7+t6OhoBQcHKysrSwcPHlS9evU8XRZw09hsNv3xxx+qUqXKZb9sxc3B3GAAAAqJoKAgGYahwMBAl/b+/ftrwYIFKlq0qIcqA8wxdOhQBQcHS5ICAgII3Sh0ihQpotq1axO6bwEEbwAACgl/f395eXm5TK99/vnntWTJEv3vf/9T7969PVgd4D4Oh0NHjhyRJKWlpSkkJESnT592GXP8+HElJCR4ojzAbUqUKJGnrXv37vrxxx89UA2uhOANAEAhkXsNoK/vxXurfvXVV5o3b55Wr16t5s2be7I0wK3S0tJUtWpV2e12BQYGKiMjw2VGx8cff6w6depo0qRJnisScINixYrJMAzFx8dLkjIzM7V69eo8TyKC53GNNwAAhYTD4VCRIkUUExOjp59+Wg6HQz/99JOioqI8XRrgVjabTcHBwc7HLfn6+iorK0sZGRnq3bu3Vq9erSpVqujnn39mCi4KrPT0dFWtWlV+fn6qXbu21qxZo3nz5unVV1/Vzp079eyzz8rHx0eGYahYsWKaN2+ep0su1HicGAAAhczQoUP15ptvOu9w+/7777v02+12nTt3TqtXr/ZEecANuXDhggIDA10uqfD29pavr68SEhJkt9u1bds2PfTQQ4RuFFiJiYlq2rSpJGnt2rWqVauWUlJSNHHiRA0aNEheXl7avHmz3nzzTY0dO1YffPCBhysGU80BAChEvLy8dPDgQTVu3FgLFy7U9u3bZbPZXJbs7GxlZ2d7ulTgmhmGoTvvvFONGzdWVlaWGjdurMaNG8vhcGj9+vUKCAjQN998o7vvvltJSUnKzMz0dMnAdQkKCtKIESPk5+enRYsWKT09Xd27d9ezzz6rxYsXKykpSUFBQerZs6dCQ0PVuXNnT5dc6HHGGwCAQiL36rKSJUvqww8/VLNmzTRo0CD16dNHbdq08XB1wI2z2WwaM2aMihYtqkGDBmnQoEEyDEPR0dF66623tHXrVs2fP18dO3ZU2bJldfjwYd11112eLhu4ZsHBwRowYIDuuusuvf/++7rzzjs1btw4vfDCC1q5ciWzOW5BBG8AAAoJu90u6eK13j4+Pnr66acVEhKiLl266Pvvv+dabxR4fn5+euGFF2S32zVo0CD17NnTGbwXL16sJUuWaMiQIVq7dq1KlCihgwcPErxRoPXq1UsrV67UwYMHtX37dhmGIS8vL3l5eXm6NPwNU80BACgkcu9ymxvAJemRRx7R4MGD9eijjyolJcVTpQFulZqaKpvNJqvV6jzubTabevToodjYWPn6+mrPnj3avn27hysFbkxAQIBOnz6tN954Q2lpaRo7dqwkcbnQLYjgDQBAIZGVlSVJzjs955oyZYosFot69uzpibIAt7NYLDp27Jj8/f2VmZmp8uXL68KFC5IuBpWZM2dq4cKFGjBggIcrBa7fd999J0kaMGCADhw4oC+//FJLlixRo0aNFBQUpMzMTH3zzTfKyMjQihUrPFwteJwYAACFxIkTJ9S+fXtt2LBBYWFhLn0LFy7UmjVrFBMTI29vvpdHwfbMM88oKSlJq1at0qZNm1S9enUFBQXprbfe0qOPPqpq1ap5ukTghly4cEFlypRRVlaW/vrrLxUrVkyStGrVKvXv319bt27Vk08+qSJFisjhcOjChQv66aefPFt0IUfwBgAAMgxDdrtdRYoU8XQpwA1Zvny5+vbtqx07dujOO+9UvXr11KdPH0VFRWnixInasGGDIiMj9dBDD6lNmzZ68MEHPV0ycF1OnTqlESNGaPv27Vq+fLnzfgXt2rVTw4YNNXXqVA9XiEsRvAEAAHDbsNvtOnDggOrUqaO9e/fq4Ycf1pEjR+Tj4yNJSkpK0ieffKL33ntPvXv31n/+8x8PVwzcmFmzZmnBggXaunWrpIvP9X7mmWd06tQp53EPzyN4AwAA4LZ1+PBhValSJU+7zWaTj48Pl1bgtpCcnKwSJUo4f/755591zz33eLAi/B3BGwAAALcFh8Oht95666oumfD29lbdunXVokWLm1AZ4H4ZGRlav369ihYtesUvkGw2m2w2m9q3b38Tq8PfEbwBAABw2/D19VXjxo3l7+9/xXGnT5/WiRMnlJKSwnRcFEinT59W+fLl89ws8++Sk5NVrVo1/f777zepMuSH4A0AAIDbRmBgoA4fPqzy5ctfcdzBgwdVs2ZNHThwgLuco0BKTU1V8eLFlZGRocDAwHzHZGVlKTAwUDk5OTe5Ovydr6cLAAAAANzl0rPXVqtVs2bNkpeXl7y8vJR7vmnQoEEqUaKEtm3bRuhGgeXr6ysvLy9JF6ed//e//3XO9MjKytIzzzzjPPbheZzxBgAAwG0jKChIhw4dUvny5WW1WmWxWPT000/Lx8dHhmFowYIFslqt8vXl/BMKttyz2RkZGXI4HCpWrJj69esnwzD0ySefKDU1VV5eXgoMDJTD4fB0uYUewRsAAAC3DT8/P+3bt0/Vq1eXYRjy8fFxTsW12+3y8/Nj2i1uC7lfLGVkZCggIED+/v6y2WySpKJFiyo9PV1Wq5XgfYvg+QkAAAC4LdjtdpUpU0aZmZmS5JxmmzvVlmm3uF15e3u7HNuXXlqBWwNzbAAAAHBb8PX1VUJCgvOMdnZ2tgzD0IsvvqgiRYo42+12O1PNUeBdGqyzsrLkcDj01FNPyTAMWa1WZWZmcsf+Wwj/4gAAAOC2kJGRof/7v//TunXrtGvXLjkcDk2YMEH+/v7y9vZWTk6Oxo8fz1Rz3BYcDofzLLdhGHrvvfecdzdv1arVFZ/tjZuPa7wBAABwW+jXr582btyoUaNGqUePHgoICPB0SYBpUlNTVaJECcXGxspiseQ7xmq1qkaNGjp69KgiIiJucoW4FMEbAAAAt4WUlBQVLVpUvr6+2rlzp/71r38pKCjoiuvEx8ffpOoA9zp58qTuuOOOq7qe28vLixuseRhTzQEAAHBbKF68uPP3lSpVUkxMzGWv5bZarUpJSblZpQFuV7p0aZ09e1bBwcFXvJY7OztbycnJN7Ey5Icz3gAAAAAAmIgr7gEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAB5x9OhR1alT57rXb9y4sdavX+/Gim59WVlZeuGFF1S+fHmVL19eI0eOlNVqvex4m82m8ePHq0KFCipVqpSee+45ZWRkOPsrVaqks2fPXlMNJ0+eVKlSpfTzzz9L+uf38Vrepxs9Jq7F9ez7tXr33XfVqFGjqx5/NfsfHR0tX19fl8XLy0szZ86UdPE9f/7551W8eHGFhYVp1KhRstvtzvVPnjypjh07KjAwUJGRkZo/f77L9rds2aL69evLYrGoUaNG2rlz59XvMADgsgjeAIAC5+jRo4qPj1eLFi08XcpNNXDgQCUnJ2vfvn3atWuXDh48qLFjx152/Pjx4/Xbb79p+/btOnjwoAzD0MCBA2+ohoCAAFWrVk1Fixb9x7GF9X3KVbp0aVWtWtWt25w7d67sdrtzOXLkiMLDw9WvXz9J0oQJE/THH3/owIEDOnDggGJjYzVhwgTn+t26dVO9evWUlJSk5cuXa8qUKVq7dq0kKTExUV26dNHEiROVlpamcePGqVOnTjp9+rRb9wEACiMeJwYA8IijR4/qoYce0m+//XbN606fPl1//vmnZs2aZUJlt6bk5GTVqFFD8fHxCggIkCSlpqaqcuXKlz1zW758ef32228qUaKEJMlutys8PFzx8fHy9/dXpUqV9NNPP6lkyZLXXdeV3sdrfZ9u5Ji4Vu7Yd3e7nv0fNGiQKlSooNGjRys7O1vlypXT/v37VbZsWUlSUlKSatSooaNHj2rv3r3q16+ffv31V3l5eUmS1q5dq1dffVU//vijpk6dqpMnT+rdd991bn/MmDHy8/PT5MmT3buzAFDIcMYbAAqZlStX6p577pHFYlHNmjW1aNEijRkzRtOnT5ckHTt2TN27d1dISIhCQ0P15JNP6uTJky7bSEpKUnR0tMLCwhQUFKSOHTvqwIEDLmOsVqvGjBmj8PBw55i4uDiVLVs236Bos9k0btw4hYeHKyAgQI0aNdKaNWvy3Ycvv/xSjz76qEvb/PnzVbNmTVksFt1zzz1at26dnnjiCS1ZssQ5ZteuXWrZsqUsFovKlCmjAQMGKC0tzdnfsmVLff/993rssccUHBysu+66Szt27FBaWpqeeuophYSEqG7dutq1a5dznUqVKmn37t164IEHFBQUpCZNmujQoUM6ceKEOnTooODgYDVt2lSHDx92qfeLL75QnTp1FBAQoNq1a+uLL77QyJEj80z9zZWWlqZRo0Y5Q7ckhYaGysvLS5mZmfmu43A4nAErl91uV3p6uvPnc+fO6bnnnlNYWJiKFi2q7t27Kz4+Pt/t5QoODpYkffDBB6pSpYr2798vX19fffXVVy7j8nufTp06pV69eqlUqVIKDAxUVFSUli5d6jImNjZWLVu2VGBgoBo2bKhffvnFpf+f3kdJMgxDb7/9tmrWrKmAgABVrFhRY8aM0fnz5/Psz8GDB3XnnXfq008/lXTxONi8ebNGjhypMmXKKCgoSB06dNDvv//usl5mZqZGjBihsmXLymKxqEWLFtq+fbuzf8mSJXr22WclXTw+Bw8erGXLlqlWrVoKDg5W586dlZSUdFV/lvk5deqUli1b5pzFsGfPHtWsWdMZuiUpLCxMUVFR2rp1qzZt2qRHHnnE5Zho166dfvvtN2VlZWnTpk3q1KmTy2t0795d69at+8daAABXRvAGgELkiy++0IABAzR58mSdPXtWX331lebNm6dly5ZJujjVtEWLFqpfv77+/PNPHTx4UJGRkWrRooWSk5MlSRcuXFCrVq0UGBiovXv3KiEhQe3atVOrVq105MgRSRdDT7du3fT777/rhx9+0JkzZ9SnTx9169Yt3+AjST179tTZs2e1c+dOpaamaurUqRo6dKhWrFjhMi4+Pl5Hjx7V/fff72ybNm2apk2bpo8++kjJycmaPXu2xo8f7xKQ9+zZoyeeeEIvvfSSzp07p927dyswMFAPPvigHA6Hc9yQIUPUrVs3JScna8yYMXr88cfVu3dvde3aVWfPntWECRP0xBNPuNTUp08fjR49WsnJyXrkkUf07LPPqmfPnho1apSSk5PVrVs39e3b1zl+7ty5Gjt2rGbOnKmUlBQtWrRIs2fP1qpVqy773lWqVEmjRo1yadu2bZtKly4ti8WS7zrdunVTdHS0Tp06peTkZA0YMEBlypRxOcv72GOPqUGDBjp8+LAOHTqkWrVqqUWLFld1/fPAgQN1+PBh1a5dW3a7XV27dnX25fc+/fXXX2rWrJnCw8O1e/dupaamavr06Zo8ebIWLlwo6eKXOs8884ymTp2qpKQkDRw4UJ07d5bNZpN09e/joEGDtHTpUsXExCgtLU2bNm1SRkaGOnfu7LIPe/bsUdu2bfXmm2+qZ8+ezvb+/fsrODhYv/76qxISEtS+fXu1bt3a+QVKTk6OOnXqpPj4eG3ZskVnzpxR37591alTJ5fwfakNGzbogw8+0HfffaeEhASVLl3aGZqv9Gd5OW+88Yb69+/vnPYfHx+vKlWq5BlXvXp1HTlyJN9+Hx8f3XnnnTp27Fi+/bnrAgBukAEAKBSys7ONsmXLGrt27XJpP3/+vFGpUiXjjTfeMIYMGWKMHDkyz7oDBgwwxo4daxiGYcyYMcPo3r17njGvv/668eSTTxqGYRjLli0zGjRoYNjtdpcxq1evNiQZf/31lxEXF2fUrl3bMAzD2LlzpxEVFZVnm7/++qtRt25dl7YZM2YYzz33nPPnxMREIywszIiPj3cZd+rUKSMkJMT48ssvDcMwjA4dOhirV6/O8xpdunQxvvrqK8MwDOP+++83Ro8e7dJfrVo1Y8yYMS5ttWrVcr5exYoVjVmzZjn7HA6HYbFYjA8//NDZlpOTY5QoUcKw2+1GVlaWUbp0aWPfvn0u20xPTzciIiKMefPm5akxPxkZGUatWrWc+3e5Mc8995xRqlQpo3z58oYk47PPPnP2V6xY0Xj77bfzrDdo0KA8fw6XCgoKcv7+0vfxUn9/nwzDMIYNG+Y8ji6VkpJiZGZmGnFxcYYkY/v27S799957r7Fz507DMK7ufdyzZ49RpUoV4/z583nGnTp1yjCMi/v+zTffGOHh4cb333/vMub+++83hgwZkmfd6dOnG48//rhhGIaxdOlSIyoqynA4HC5jvvjiC6NJkyaGYRjGl19+afTs2dMwDMOYN2+eERYWZmRkZDjHpqamGsWKFTNycnIMw7j8n2V+zpw5Y5QvX944d+6csy0mJsYYMGBAnrHjxo0zZs6cafTu3dv44osv8vQ3bdrU2L17txEZGWkkJia69NlsNiM0NPSqagIAXB5nvAGgkNi3b5/Kli2rhg0burQHBgaqY8eOkqT169frmWeeybPuv//9b23YsOGqx6xbt07PPPOMfHx8XMa0b98+35tybdy4UT/99JMCAgJclsaNGys2NlbZ2dnOsX+fvrx582Y1b95cERERLtssW7asmjdv7vz5xx9/VJcuXfK8xqpVq1ymMrds2dJlO6VKlXLZjnRx+m7uFOG/r+Pt7a0SJUq4rOPl5aWgoCClp6dr3759qlChQp67VwcHBzvfh39iGIaeffZZ3XffferevftlxwUFBWn27Nk6c+aMOnXqpLZt26pHjx4uY/I7s/r0009r48aNV1XL5eQ3zXzdunV6+umn84wtVqyYcwp9+fLlFRUV5dIfGRnpvMHX1byP69atU5cuXRQYGJjntS6dht2jRw99+eWXatu2bZ5xf5/VkDs+989l/fr16tGjh7y9XT9KdevWTXv37lVWVlae9R988EEFBQU5fw4JCZHFYnG50/zVevPNN9W7d2+FhoY62ywWS76vm5SUpMDAwOvqz+0DANwYgjcAFBIOh+OyU5J9fX0lXZw+m/v7S/n4+CgnJ+eqx1zutby8vPKE8VwjR45UVlZWnsVms8nPz0+SlJCQoD///NMl6F7NfuVKTk7Os32r1aopU6Y4xxQvXjzPNnJvTpbL29vb5RFN17KOl5eXjH+4r+n58+ddHhf1+OOPu/SPHz9eiYmJev/9951t9957r3P8peFSunhN9MKFCzVnzpw8r3XpflxrHZeT3/skXXyvrvR6klyCZK4iRYq4PDbtn97Hq3kdSbrzzjv1zTff5Nv3T+/R5f4eeHl5XfY9zm/f/Pz8LvtIuMu9pykpKYqJidGwYcNcxleoUEFxcXF5thMXF6fIyMh8+202m06fPq2KFSvm25+7LgDgxhC8AaCQuOuuu3TkyBEdPXrUpT07O9v5OKH777/f5WZkuRYtWuS8VvdqxjRr1kxff/11njEbN27UuXPn8rQ3a9ZMq1evdrlGV5J2796tN954w/nzkiVL1LlzZ5fA06RJE23cuFGpqaku6yYnJ2vz5s3On5s2bZrvNdSjR49WQkKC8+f8vhjIL2Bd6lrWueuuu3T8+PE8d67OyMjQ6tWrJV08U33pI6O++OIL57j58+dr8eLF+vrrr51fSEjS9u3bneMvffyTw+FQ//799fLLL6tSpUp56vn888/ztMXExKhly5ZXrONK8nufJKlFixaaN29envHnzp1znmn9+xnkv7ua97FFixZaunSpy03kcp06dcr5++XLl2vbtm0aMWJEnnH57evChQv/8e/BypUrVatWrXy/DPqnffu7y72n77zzjnr06KGwsDCX8fXr11dsbKxSUlKcbcnJydqxY4fuu+8+NWvWzPl3Pde3336revXqyd/fP9/+JUuW5DsjAABwbQjeAFBIBAQEaPz48Xr44Ye1efNmZWVl6eDBg3rsscdktVrl6+urcePGac6cOXr77beVnJysM2fOaMqUKfr666+dN/YaOHCgtm3b5jzrmpKSolmzZmnq1KnOM46PPvqoUlJSNGDAAMXHx+vChQtatWqVXnjhBQUFBeUJZPfee69q1qypp59+WkePHpXVatXatWvVpUsX1a1b1znuyy+/zDO1+o477tCTTz6phx9+WHv27JHVatXu3bvVuXNnBQYGOl/r1Vdf1YgRI/TVV1/pwoULOn78uPr376/t27crPDzczD96F35+fnrttdf0yCOP6Pvvv1dmZqb27dunTp06/eOzsdevX68xY8Zo1apVeULX5bz//vuyWCwaNGhQvv0rVqzQW2+9peTkZJ0+fVrjxo3TmjVrNHLkyKvavre3t/PGZ7nye5+ki2fqv/jiC40ZM0YJCQmy2WzasGGDmjVrpuXLl1/V613N+xgVFaXmzZvrgQce0M6dO5Wdna1jx46pX79+6t27t3NbwcHBWrNmjfbt26fBgwe7nKXetGmTJk2apMTERCUnJ+udd97RtGnTnMd4t27d5HA41KdPH8XHxysjI0NffPGF+vXr53xCwLXK78/y79LT0zVnzpx8vyzw8/NTr1691LdvXyUlJens2bPq3bu3Bg8erMDAQN13332SpKlTpyorK0uxsbEaMWKExo0bJ0mKjo7Wp59+qjVr1shut2vlypVatGjRDT/7HQBA8AaAQmXw4MF64YUXFB0drdDQUHXt2lVdunTRQw89pNDQUIWHh2vDhg3asGGDKlasqCpVqmjv3r3auHGj807YwcHB2rhxo44fP64aNWooPDxcy5Yt03fffadq1apJuni2d+3atbLb7apfv75Kly6tWbNm6b///a98fHycj6O61IIFC1SpUiU1bdpUxYoV08SJE/XRRx/pwQcflCSdOHFChw4dUuvWrfOs+8Ybb6hDhw7q1KmTQkND1bdvX40ZM0b16tVzTu9t0KCBFi9erLffflthYWG655575Ovrq1WrVl3zmcgb9eyzz+r111/X8OHDVbx4cfXo0UPDhg1T+/btL7vOwYMH1a1bN505c0a1atVymQJ+peuxixYtqrlz5152Hz///HMdOHBAVapUUbVq1XT48GFt2rTpqoN9uXLl5Ovrq2LFikm68vsUHh6urVu3Ki4uTnfddZeKFy+u8ePHa+rUqVc9jf1q38dPP/1UDz/8sJ544gkVLVpUrVq1UqlSpfI8pstisWjFihU6evSo+vXr5wzfH3zwgXJycnT33Xfrjjvu0MqVK7Vu3TpVrVpV0sVZDqtWrVJQUJAaNWqkkiVL6p133tHixYvz3BPgav39zzI/sbGx6tOnj8qUKZNv/+TJk1WuXDlVrlxZ1apVU9WqVTVp0iRn/5IlS7R582aVKFFCHTt21Lhx49SuXTtJUpkyZfTll19q7NixCg4O1qRJk7Rs2TKVLl36uvYHAPD/eRn/dBETAOC2YLPZ9MEHH2jAgAEuU5Sli9O133//fTVo0MAtr5X7CKaHHnrIpf3gwYN69NFHtXfv3mve5ttvv619+/bp448/dmlPTk7W4sWL1b9/f5d2h8OhypUra9euXSpVqtS17wSuy+Xep4KkZcuWmj59ep4bEQIAcL044w0AhUSRIkW0f/9+Pfnkkzp+/LikizdpGjVqlIKCgtwWuqWL078HDx6s2bNnO28ctXfvXj311FN68cUXr2ubZcuW1fPPP5+nvUSJEvr66681aNAg553GT58+rWeffVZt27YldN9kl3ufAAAozAjeAFCIzJo1Sw0bNlSbNm1UqlQp1alTR0WKFNHKlSvd+jphYWFav369Nm7cqMjISJUoUUI9e/bUlClT8n2c1NV4/PHHXa73vtSyZcsUFBSkhg0bqmTJkmrSpInq1aun2bNn38hu4Dpc6X0CAKCwYqo5AAAAAAAm4ow3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGCi/wfH/AAECClyfAAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-12000 **********\n","google/gemma-2-9b-it/checkpoint-12000\n","不是 1535\n","是 815\n","不重要 564\n","问法错误 54\n","回答正确 32\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col in df.columns[5:]:\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n","\n","\n","def calc_metrics_for_col(df, col):\n"," y_true = df[\"label\"]\n"," y_pred = df[col]\n","\n"," accuracy = accuracy_score(y_true, y_pred)\n"," precision = precision_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," recall = recall_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," f1 = f1_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n","\n"," return accuracy, float(precision), float(recall), float(f1)"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_24136/2821389735.py:17: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n"]},{"data":{"text/html":["
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epochmodelaccuracyprecisionrecallf1
01.935484unsloth/gemma-2-9b_checkpoint-60000.6776670.7652750.6776670.700120
12.258065google/gemma-2-9b-it/checkpoint-70000.6590000.7311010.6590000.668715
23.870968google/gemma-2-9b-it/checkpoint-120000.6446670.7485860.6446670.677249
\n","
"],"text/plain":[" epoch model accuracy precision \\\n","0 1.935484 unsloth/gemma-2-9b_checkpoint-6000 0.677667 0.765275 \n","1 2.258065 google/gemma-2-9b-it/checkpoint-7000 0.659000 0.731101 \n","2 3.870968 google/gemma-2-9b-it/checkpoint-12000 0.644667 0.748586 \n","\n"," recall f1 \n","0 0.677667 0.700120 \n","1 0.659000 0.668715 \n","2 0.644667 0.677249 "]},"execution_count":16,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = pd.DataFrame(columns=[\"epoch\", \"model\", \"accuracy\", \"precision\", \"recall\", \"f1\"])\n","for i, col in enumerate(df.columns[5:]):\n"," accuracy, precision, recall, f1 = calc_metrics_for_col(df, col)\n"," steps = int(col.split(\"-\")[-1])\n"," new_model_metrics = {\n"," \"epoch\": steps / 3100,\n"," \"model\": col,\n"," \"accuracy\": accuracy,\n"," \"precision\": precision,\n"," \"recall\": recall,\n"," \"f1\": f1,\n"," }\n","\n"," # Convert the dictionary to a DataFrame and concatenate it with the existing DataFrame\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","\n","perf_df"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot metrics for each model\n","import matplotlib.pyplot as plt\n","\n","fig, ax = plt.subplots(1, 1, figsize=(12, 5))\n","\n","perf_df.plot(x=\"epoch\", y=[\"accuracy\", \"precision\", \"recall\", \"f1\"], kind=\"bar\", ax=ax)\n","\n","# add values on top of bars\n","for p in ax.patches:\n"," ax.annotate(\n"," f\"{p.get_height():.2f}\",\n"," (p.get_x() + p.get_width() / 2, p.get_height()),\n"," ha=\"center\",\n"," va=\"bottom\",\n"," fontsize=10,\n"," )\n","\n","# add title and labels\n","# ax.set_title(\"Metrics for different settings\")\n","# ax.set_ylabel(\"Value\")\n","ax.set_xlabel(\"Epoch (0: base model, 1-4: fine-tuned models)\")\n","# rotate x labels\n","plt.xticks(rotation=0)\n","\n","# set legend at the right to avoid overlapping with bars\n","plt.legend(loc=\"center left\", bbox_to_anchor=(1.0, 0.5))\n","# plt.tight_layout()\n","\n","plt.show()"]},{"cell_type":"code","execution_count":18,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"results/mgtv-results_p2_r3_full_metrics.csv\", index=False)"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** unsloth/gemma-2-9b_checkpoint-6000 **********\n","unsloth/gemma-2-9b_checkpoint-6000\n","不是 1655\n","是 789\n","不重要 477\n","问法错误 46\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-7000 **********\n","google/gemma-2-9b-it/checkpoint-7000\n","不是 1819\n","是 729\n","不重要 347\n","问法错误 83\n","回答正确 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-12000 **********\n","google/gemma-2-9b-it/checkpoint-12000\n","不是 1535\n","是 815\n","不重要 564\n","问法错误 54\n","回答正确 32\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, accuracy in zip(df.columns[5:], perf_df[\"accuracy\"].to_list()):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col, 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} +{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","try:\n"," from google.colab import drive\n"," drive.mount('/content/drive')\n"," workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n","except ModuleNotFoundError:\n"," workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n"," found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"W2QyVreqhOGM","outputId":"68b9590e-1ac6-4c6f-e0c4-e273ec816419"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 46 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 google/gemma-2-9b-it_torch.bfloat16 1725 non-null object\n"," 6 google/gemma-2-9b-it/checkpoint-500_torch.bfloat16 1725 non-null object\n"," 7 google/gemma-2-9b-it/checkpoint-1000_torch.bfloat16 1725 non-null object\n"," 8 google/gemma-2-9b-it/checkpoint-1500_torch.bfloat16 1725 non-null object\n"," 9 google/gemma-2-9b-it/checkpoint-2000_torch.bfloat16 1725 non-null object\n"," 10 google/gemma-2-9b-it/checkpoint-2500_torch.bfloat16 1725 non-null object\n"," 11 google/gemma-2-9b-it/checkpoint-3000_torch.bfloat16 1725 non-null object\n"," 12 google/gemma-2-9b-it/checkpoint-3500_torch.bfloat16 1725 non-null object\n"," 13 google/gemma-2-9b-it/checkpoint-4000_torch.bfloat16 1725 non-null object\n"," 14 google/gemma-2-9b-it/checkpoint-4500_torch.bfloat16 1725 non-null object\n"," 15 google/gemma-2-9b-it/checkpoint-5000_torch.bfloat16 1725 non-null object\n"," 16 google/gemma-2-9b-it/checkpoint-5500_torch.bfloat16 1725 non-null object\n"," 17 google/gemma-2-9b-it/checkpoint-6000_torch.bfloat16 1725 non-null object\n"," 18 google/gemma-2-9b-it/checkpoint-6500_torch.bfloat16 1725 non-null object\n"," 19 google/gemma-2-9b-it/checkpoint-7000_torch.bfloat16 1725 non-null object\n"," 20 google/gemma-2-9b-it/checkpoint-7500_torch.bfloat16 1725 non-null object\n"," 21 google/gemma-2-9b-it/checkpoint-8000_torch.bfloat16 1725 non-null object\n"," 22 google/gemma-2-9b-it/checkpoint-8500_torch.bfloat16 1725 non-null object\n"," 23 google/gemma-2-9b-it/checkpoint-9000_torch.bfloat16 1725 non-null object\n"," 24 google/gemma-2-9b-it/checkpoint-9500_torch.bfloat16 1725 non-null object\n"," 25 google/gemma-2-9b-it/checkpoint-10000_torch.bfloat16 1725 non-null object\n"," 26 google/gemma-2-9b-it/checkpoint-10500_torch.bfloat16 1725 non-null object\n"," 27 google/gemma-2-9b-it/checkpoint-11000_torch.bfloat16 1725 non-null object\n"," 28 google/gemma-2-9b-it/checkpoint-11500_torch.bfloat16 1725 non-null object\n"," 29 google/gemma-2-9b-it/checkpoint-12000_torch.bfloat16 1725 non-null object\n"," 30 google/gemma-2-9b-it/checkpoint-12500_torch.bfloat16 1725 non-null object\n"," 31 google/gemma-2-9b-it/checkpoint-13000_torch.bfloat16 1725 non-null object\n"," 32 google/gemma-2-9b-it/checkpoint-13500_torch.bfloat16 1725 non-null object\n"," 33 google/gemma-2-9b-it/checkpoint-14000_torch.bfloat16 1725 non-null object\n"," 34 google/gemma-2-9b-it/checkpoint-14500_torch.bfloat16 1725 non-null object\n"," 35 google/gemma-2-9b-it/checkpoint-15000_torch.bfloat16 1725 non-null object\n"," 36 google/gemma-2-9b-it/checkpoint-15500_torch.bfloat16 1725 non-null object\n"," 37 google/gemma-2-9b-it/checkpoint-16000_torch.bfloat16 1725 non-null object\n"," 38 google/gemma-2-9b-it/checkpoint-16500_torch.bfloat16 1725 non-null object\n"," 39 google/gemma-2-9b-it/checkpoint-17000_torch.bfloat16 1725 non-null object\n"," 40 google/gemma-2-9b-it/checkpoint-17500_torch.bfloat16 1725 non-null object\n"," 41 google/gemma-2-9b-it/checkpoint-18000_torch.bfloat16 1725 non-null object\n"," 42 google/gemma-2-9b-it/checkpoint-18500_torch.bfloat16 1725 non-null object\n"," 43 google/gemma-2-9b-it/checkpoint-19000_torch.bfloat16 1725 non-null object\n"," 44 google/gemma-2-9b-it/checkpoint-19500_torch.bfloat16 1725 non-null object\n"," 45 google/gemma-2-9b-it/checkpoint-20000_torch.bfloat16 1725 non-null object\n","dtypes: object(46)\n","memory usage: 1.1+ MB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(\"results/gemma2-9b_lora_sft_bf16-p2.csv\")\n","df.info()"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","\n","\n","def plot_value_counts(df, column, title=None):\n"," font_family = rcParams[\"font.family\"]\n"," # Set the font to SimHei to support Chinese characters\n"," rcParams[\"font.family\"] = \"STHeiti\"\n"," rcParams[\"axes.unicode_minus\"] = (\n"," False # This is to support the minus sign in Chinese.\n"," )\n","\n"," plt.figure(figsize=(12, 6))\n"," df[column].value_counts().plot(kind=\"bar\")\n"," # add values on top of bars\n"," for i, v in enumerate(df[column].value_counts()):\n"," plt.text(i, v + 0.1, str(v), ha=\"center\")\n","\n"," plt.xlabel(title or column)\n","\n"," plt.show()\n","\n"," rcParams[\"font.family\"] = font_family"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'google/gemma-2-9b-it_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-1000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-1500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-2000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-2500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-3000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-3500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-4000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-4500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-5000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-5500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-6000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-6500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-7000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-7500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-8000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-8500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-9000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-9500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-10000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-10500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-11000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-11500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-12000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-12500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-13000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-13500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-14000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-14500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-15000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-15500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-16000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-16500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-17000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-17500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-18000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-18500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-19000_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-19500_torch.bfloat16',\n"," 'google/gemma-2-9b-it/checkpoint-20000_torch.bfloat16']"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it_torch.bfloat16 **********\n","google/gemma-2-9b-it_torch.bfloat16\n","不是 \\n 742\n","是 \\n 547\n","是 217\n","不是 119\n","问法错误 \\n 45\n","不重要 \\n 33\n","回答正确 \\n 21\n","不是\\n不重要 \\n 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-500_torch.bfloat16\n","不是 757\n","是 643\n","不重要 288\n","回答正确 27\n","问法错误 8\n","物品 1\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-1000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-1000_torch.bfloat16\n","不是 873\n","是 684\n","不重要 122\n","回答正确 34\n","问法错误 10\n","是物品 1\n","是男孩 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-1500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-1500_torch.bfloat16\n","不是 742\n","是 725\n","不重要 216\n","回答正确 34\n","问法错误 8\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-2000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-2000_torch.bfloat16\n","不是 902\n","是 662\n","不重要 139\n","回答正确 14\n","问法错误 8\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-2500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-2500_torch.bfloat16\n","不是 978\n","是 571\n","不重要 111\n","回答正确 39\n","问法错误 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-3000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-3000_torch.bfloat16\n","不是 866\n","是 520\n","不重要 307\n","回答正确 27\n","问法错误 5\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-3500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-3500_torch.bfloat16\n","不是 1079\n","是 433\n","不重要 174\n","回答正确 34\n","问法错误 5\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABe5klEQVR4nO3de3zP9f//8fsOtr232TCHMeaQQ44dhMoxIl8qVlKiCOUwpVCRQz6pVDp+ikqFHPqSETmWkFNEOZaIjI1YbLOD7f3ee9vz90e/vb/ebbS0l7fZ7Xq5vC/Z8/l8vfZ47/Val93fr+fr+fIyxhgBAAAAAABLeHu6AAAAAAAArmYEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALOTr6QKKSm5urn7//XeVLl1aXl5eni4HAAAAAHCVM8YoLS1NVapUkbf3ha9rXzXB+/fff1e1atU8XQYAAAAAoISJj49X1apVL9h/1QTv0qVLS/rzDYeEhHi4GgAAAADA1S41NVXVqlVz5dELuWqCd9708pCQEII3AAAAAOCy+bvbnVlcDQAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG84XLbbbfJ29tbr7/+ulv7li1bdP3118tms6lZs2bavn27q2/AgAHy9fV1e3l5eemtt96SJCUkJKhXr14KCwtTjRo19Oabb17W9wQAAAAAnkbwhsv69es1YcIEt7aEhARFRUVpwoQJSk1N1dixY9WtWzedOnVKkvTJJ58oOzvb9Tpy5IgiIiI0aNAgGWPUvXt31a9fX8eOHdOaNWv0+eefa8aMGZ54ewAAAADgEQRvXNSMGTN0//3365577lGpUqXUvXt39e3bV9OmTStw/KuvvqrHH39cgYGB+vXXX5WZmakJEyYoODhYderU0fvvv6+ZM2de5ncBAAAAAJ5D8MZFbdq0Sd26dXNr69Gjh9auXZtv7MmTJ7VkyRINHTpUkpSTkyMvL69845KTk60pFgAAAACuQARvXFRcXJxq167t1lavXj0dOXIk39gpU6Zo8ODBKl26tGtcTk6OXnrpJaWnp+vw4cMaMmSI2rRpc1lqBwAAAIArga+nC8CVLTMzU4GBgW5tNptNmZmZbm2nT5/WggULtH//flebj4+PlixZoiFDhuj111+Xr6+v0tLSNG/evMtSOwAAAABcCQjeuCibzSa73e7WlpiYmC+Mv/nmm+rfv79CQ0Pd2mvVqqWvvvpK2dnZatq0qXr27KlrrrnG8roBAAAA4EpB8MZFRUZGKjY2VpGRka622NhY1apVy/V1cnKyZs+erb17915wP++88468vb317LPPWlovAAAAAFxpuMcbF9WqVSutXr3arS0mJka333676+v//ve/6t27t8LCwgrcR3x8vF588UXNmDFDvr581gMAAACgZCEF4aIGDBigG264QW3atFHHjh21evVqzZ8/Xzt37pQkpaWl6aOPPtKPP/54wX0MHz5cQ4YM0Q033HC5ygYAAACAKwbBGxdVqVIlLVy4UNHR0YqKilKjRo20ZMkSVaxYUZK0f/9+DRw4UJUqVSpw+9zcXF1//fVMMQcAAABQYnkZY4yniygKqampCg0NVUpKikJCQjxdDgAAAADgKlfYHMoV7ytAjdErPF1CiXP0la6eLgEAAABACcHiagAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWOiSgvdtt90mb29vvf76627tW7Zs0fXXXy+bzaZmzZpp+/btbv3Tp09XZGSkgoKCFBUVpYSEBFef0+nUE088obJlyyosLExPP/20srOzL6U8AAAAAACuGJcUvNevX68JEya4tSUkJCgqKkoTJkxQamqqxo4dq27duunUqVOSpNWrV+vll1/W8uXLdebMGTVq1EhRUVGu7cePH69ff/1VBw4c0IEDB7R//36NHz/+X7w1AAAAAAA8r8imms+YMUP333+/7rnnHpUqVUrdu3dX3759NW3aNEnSW2+9pTfeeENNmjSRzWbTpEmTlJubq3Xr1ikrK0sfffSRZs2apUqVKqlChQqaPXu2Pv74Y507d66oSgQAAAAA4LIrsuC9adMmdevWza2tR48eWrt2rYwx+v7779W1a9cC+3fv3q369esrPDzc1RcWFqYWLVrou+++K6oSAQAAAAC47IoseMfFxal27dpubfXq1dORI0eUmJioMmXKKCAgoMD+grY9vx8AAAAAgOLKt6h2lJmZqcDAQLc2m82mzMzMAvv+SX9BHA6HHA6H6+vU1NR/+Q4AAAAAACh6RXbF22azyW63u7UlJiYqMDCwwL5/0l+QyZMnKzQ01PWqVq1a0bwRAAAAAACKUJEF78jISMXGxrq1xcbGqlatWgoLC9PZs2fldDoL7C9o2/P7CzJmzBilpKS4XvHx8UX1VgAAAAAAKDJFFrxbtWql1atXu7XFxMTo9ttvl5eXl2666SatW7euwP7rr79e+/fvV3JysqsvKSlJ33//vW699dYCv5+/v79CQkLcXgAAAAAAXGmKLHgPGDBAn376qVatWqXs7GwtX75c8+fP19ChQyVJI0aM0JNPPqkDBw7Ibrdr0qRJstlsateunfz8/PTII4/o0UcfVWJios6cOaP+/ftr2LBhF5xqDgAAAABAcVBkwbtSpUpauHChxowZo+DgYE2cOFFLlixRxYoVJUmdO3fWk08+qY4dO6pcuXLauXOnFi1a5Nr+hRdeUOXKlXXNNdeobt26qlOnjiZOnFhU5QEAAAAA4BFexhjj6SKKQmpqqkJDQ5WSklLspp3XGL3C0yWUOEdf6fr3gwAAAADgIgqbQ4vsijcAAAAAAMiP4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhYo0eCcmJqpPnz4qV66cIiMj9cYbb7j6fvnlF7Vq1Uo2m00NGzbUypUr3bZdsmSJ6tatK5vNpvbt2+vQoUNFWRoAAAAAAB5RpMG7b9++ql27tuLj47Vjxw5t2rRJn376qRwOh7p06aJevXopJSVFH3zwgQYOHKh9+/ZJkvbt26dBgwbpo48+UkpKinr27KnOnTvLbrcXZXkAAAAAAFx2RRq8N27cqOeee05BQUGqVKmSHn/8cX3xxRdavHixGjVqpOjoaPn5+al169aaMGGCpkyZIkl677339Mwzz6ht27by8/PT4MGD1axZM3322WdFWR4AAAAAAJddkQbvrl276plnnlFqaqri4+P18ssvq1KlStq0aZO6devmNrZHjx5au3atJP1tPwAAAAAAxVWRBu+pU6dq0aJFCg0NVWRkpE6ePKnnn39ecXFxql27ttvY8uXLy263y+Fw6MSJE6pVq5Zbf7169XTkyJELfi+Hw6HU1FS3FwAAAAAAV5oiC97Z2dm666679OCDDyoxMVHHjh1T586d9ccffygzM1OBgYH5trHZbMrMzFRubq68vb0L7LuQyZMnKzQ01PWqVq1aUb0VAAAAAACKTJEF7+XLl8tms+nVV191rWo+adIkPfLII/Lz8ytwobSkpCQFBgbK29tbxhi3vsTExALDep4xY8YoJSXF9YqPjy+qtwIAAAAAQJEpsuB98OBBtW7d2q0tKChIZcqUkSTFxsa69Z06dUrlypWTn5+fIiIiFBcX59YfGxubb/r5+fz9/RUSEuL2AgAAAADgSlNkwbtWrVo6cOCAW5vdbtcvv/yiPn36aPXq1W59MTExuv322yVJrVq1umg/AAAAAADFVZEF77vuuks7d+7U1KlTlZaWphMnTqhv37665ZZbdO+992r79u2aPXu2nE6ntm7dqtdee01PP/20JOnxxx/Xiy++qO+//15Op1MzZszQ3r171atXr6IqDwAAAAAAjyiy4B0QEKDly5fryy+/VKVKldSiRQtVrFhRs2fPVkBAgJYtW6bp06erdOnSGjBggKZPn66GDRtKkho3bqx3331XDz30kEJCQjR37lytXLlS/v7+RVUeAAAAAAAe4WX+uqpZMZWamqrQ0FClpKQUu/u9a4xe4ekSSpyjr3T1dAkAAAAAirnC5tAifY43AAAAAABwR/AGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBClgbvY8eO6dNPP7XyWwAAAAAAcEWzNHgPHz5cCQkJrq+3bNmi66+/XjabTc2aNdP27dvdxk+fPl2RkZEKCgpSVFSU27YAAAAAABRHlgXvlStX6rffftOIESMkSQkJCYqKitKECROUmpqqsWPHqlu3bjp16pQkafXq1Xr55Ze1fPlynTlzRo0aNVJUVJRV5QEAAAAAcFlYErwdDoeefPJJffDBB/L19ZUkzZgxQ/fff7/uuecelSpVSt27d1ffvn01bdo0SdJbb72lN954Q02aNJHNZtOkSZOUm5urdevWWVEiAAAAAACXhSXB+7XXXlObNm3UsmVLV9umTZvUrVs3t3E9evTQ2rVrZYzR999/r65duxbYDwAAAABAcVXkwTs+Pl6TJ0/WV199pbJly2rkyJHKzc1VXFycateu7Ta2Xr16OnLkiBITE1WmTBkFBAQU2A8AAAAAQHFV5MF70qRJ6tixo3788Uft3LlTmzdv1tSpU5WZmanAwEC3sTabTZmZmQX2nd9fEIfDodTUVLcXAAAAAABXGt+i3uHSpUt14MABlS1bVpL0ySefqGfPnrLZbLLb7W5jExMTFRgYWGDf+f0FmTx5sv7zn/8UdfkAAAAAABSpIr3iffr0aQUFBblCtyQ1bNhQx48fV2RkpGJjY93Gx8bGqlatWgoLC9PZs2fldDoL7C/ImDFjlJKS4nrFx8cX5VsBAAAAAKBIFGnwDgsLU3JyspKTk11t+/fvV2RkpFq1aqXVq1e7jY+JidHtt98uLy8v3XTTTflWMM/rL4i/v79CQkLcXgAAAAAAXGmKNHh7e3urX79+6tevn/744w/FxsZq4MCBGj58uAYMGKBPP/1Uq1atUnZ2tpYvX6758+dr6NChkqQRI0boySef1IEDB2S32zVp0iTZbDa1a9euKEsEAAAAAOCyKvJ7vF955RU9++yzatSokYKCgvTEE0/o0UcflSQtXLhQ0dHRioqKUqNGjbRkyRJVrFhRktS5c2cdO3ZMHTt2VGJiou644w4tWrSoqMsDAAAAAOCy8jLGGE8XURRSU1MVGhqqlJSUYjftvMboFZ4uocQ5+krXvx8EAAAAABdR2Bxa5I8TAwAAAAAA/4fgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeACBpypQpOnPmjCRp7dq1uv766xUcHKxWrVpp165drnG5ubkaO3aswsPDVb58eQ0ZMkQZGRmeKhsAAADFAMEbQIm3d+9ejR8/XpJ07Ngx9erVS1OmTFFSUpKeeuop3XXXXTp37pwk6Y033tCmTZu0c+dOHT58WBkZGXr66ac9WT4AAACucARvACVaVlaWHnroIWVnZ0uSUlJSNGvWLHXs2FF+fn669957Vb58ef3yyy+SpKpVq2ru3LmqUqWKypQpo6eeekobNmzw5FsAAADAFc7X0wUAgCeNHTtWjRs3VkpKiiSpSZMmatKkiSQpLS1Nc+bMUUpKiho0aCBJ6tWrlyTJGKPY2FhNnDhRd9xxh2eKBwAAQLFA8AZQYm3cuFExMTHavXu3rrvuOre+lJQUlSlTRpI0ffp0BQYGuvX/97//1ZNPPqmKFStq6tSpl6tkAAAAFENMNQdQIqWmpqpfv36aOXOmQkND8/WHhobq7NmziomJ0cSJE7Vx40a3/ieeeEJxcXF66KGH1KlTJ2VlZV2u0gEAAFDMELwBlEhPPPGE7r33XrVr1+6CY0JDQ3XvvfdqypQpeuutt9z6vLy8VK1aNb3++uuKiIjQqlWrLK4YAAAAxRXBG0CJs3TpUs2bN0/vvvuuAgICFBAQoGPHjqlq1ap655138j0e7LrrrtPJkyeVkZGh3bt359tfXj8AAABQEII3gBKnW7ducjqdstvtrlf16tV1/Phx/fTTT5o3b57b+B07dqhBgwby8fFRp06dlJqaWmA/AAAAUBAWVwOA8wwbNkx33323GjZsqKZNm2rz5s2aMGGC1qxZI39/f/Xr10/9+/fXe++9J5vNpjfffFOS1KZNGw9XDgAAgCsVV7wB4DzXXXed3n//fQ0ePFhlypTRqFGjNHPmTNWrV0+S9OKLL6pmzZq64YYbVLVqVf3666+KiYnxcNUAAAC4knkZY4yniygKqampCg0NVUpKikJCQjxdzj9SY/QKT5dQ4hx9paunSwAAAABQzBU2hzLVHMBlwQdMlx8fMAEAAFwZmGoOAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFLA3eU6ZM0ZkzZyRJv/zyi1q1aiWbzaaGDRtq5cqVbmOXLFmiunXrymazqX379jp06JCVpQEAAAAAcFlYFrz37t2r8ePHS5IcDoe6dOmiXr16KSUlRR988IEGDhyoffv2SZL27dunQYMG6aOPPlJKSop69uypzp07y263W1UeAAAAAACXhSXBOysrSw899JCys7MlSYsXL1ajRo0UHR0tPz8/tW7dWhMmTNCUKVMkSe+9956eeeYZtW3bVn5+fho8eLCaNWumzz77zIryAAAAAAC4bCwJ3mPHjlXjxo1VtWpVSdKmTZvUrVs3tzE9evTQ2rVrC9UPAAAAAEBxVeTBe+PGjYqJidHUqVNdbXFxcapdu7bbuPLly8tut8vhcOjEiROqVauWW3+9evV05MiRC34fh8Oh1NRUtxcAAAAAAFeaIg3eqamp6tevn2bOnKnQ0FBXe2ZmpgIDA/ONt9lsyszMVG5urry9vQvsu5DJkycrNDTU9apWrVrRvREAAAAAAIpIkQbvJ554Qvfee6/atWvn1m6z2QpcKC0pKUmBgYHy9vaWMcatLzExscCwnmfMmDFKSUlxveLj44vkPQAAAAAAUJR8i2pHS5cu1bx58+Tj46N3331X0p/TwatWrarKlSsrNjZWbdq0cY0/deqUypUrJz8/P0VERCguLk7Vq1d39cfGxuabfn4+f39/+fv7F1X5AAAAAABYosiueHfr1k1Op1N2u931ql69uo4fP66XXnpJq1evdhsfExOj22+/XZLUqlWri/YDAAAAAFBcWfYc7/Pdc8892r59u2bPni2n06mtW7fqtdde09NPPy1Jevzxx/Xiiy/q+++/l9Pp1IwZM7R371716tXrcpQHAAAAAIBlLkvwDggI0LJlyzR9+nSVLl1aAwYM0PTp09WwYUNJUuPGjfXuu+/qoYceUkhIiObOnauVK1cylRwAAAAAUOwV2T3eBTl69Kjr3w0aNNDmzZsvOLZ79+7q3r27leUAAAAAAHDZXZYr3gAAAAAAlFQEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQkUavJOTk9W3b19VqFBBNWrU0CuvvKLc3FxJ0pYtW3T99dfLZrOpWbNm2r59u9u206dPV2RkpIKCghQVFaWEhISiLA0AAAAAAI8o0uDdo0cPRURE6LffftOaNWu0ZMkSvffee0pISFBUVJQmTJig1NRUjR07Vt26ddOpU6ckSatXr9bLL7+s5cuX68yZM2rUqJGioqKKsjQAAAAAADyiyIL3rl279Mcff+ill15SSEiI6tSpo5kzZ+rjjz/WjBkzdP/99+uee+5RqVKl1L17d/Xt21fTpk2TJL311lt644031KRJE9lsNk2aNEm5ublat25dUZUHAAAAAIBHFFnwzsnJ0YgRI+Tl5eVqq1atmhISErRp0yZ169bNbXyPHj20du1aGWP0/fffq2vXrgX2AwAAAABQnBVZ8L7pppv0yCOPuLUtX75cN910k+Li4lS7dm23vnr16unIkSNKTExUmTJlFBAQUGA/AAAAAADFmWWrmp86dUojR47UhAkTlJmZqcDAQLd+m82mzMzMAvvO778Qh8Oh1NRUtxcAAMjvtttuk7e3t15//XVX2+zZs+Xr6+v28vb2zjdDLU9sbKymT59+uUoGAOCqYknwdjgcuvfeezV06FC1aNFCNptNdrvdbUxiYqICAwML7Du//0ImT56s0NBQ16tatWpF/j4AALgarF+/XhMmTHBre/jhh5Wdne16ZWVlqX79+ho3bly+7XNzc/XQQw/xITcAAJfIkuA9YMAAVatWTc8995wkKTIyUrGxsW5jYmNjVatWLYWFhens2bNyOp0F9l/ImDFjlJKS4nrFx8cX/RsBAKCEWLRokSIjI9WsWbN8fa+++qq2bdvmgaoAALg6FHnwnjhxoo4cOaJZs2a5Flpr1aqVVq9e7TYuJiZGt99+u7y8vHTTTTflW8E8r/9C/P39FRIS4vYCAAD/nDFGL730ksaPH5+vb/fu3Xrvvfc0cOBAD1QGAMDVoUiD97x58zRnzhwtWbLEbbG0AQMG6NNPP9WqVauUnZ2t5cuXa/78+Ro6dKgkacSIEXryySd14MAB2e12TZo0STabTe3atSvK8gAAQAGWLVumsLAw3XrrrW7tdrtdffr00Xvvvafw8HAPVQcAQPHnW1Q72rRpk/r37y+n06kqVaq49f32229auHChoqOjFRUVpUaNGmnJkiWqWLGiJKlz5846duyYOnbsqMTERN1xxx1atGhRUZUGAAAu4sUXX9Rrr72Wr33MmDFq3ry5oqKitGfPHg9UBgDA1aHIgnfr1q3lcDgu2F+9enXt3r37gv2DBg3SoEGDiqocAABQCF999ZX8/f3zzTJbt26dli1bpl27dnmmMAAAriJFFrwBAEDxU9C93ampqRo4cKCOHz+uChUqSJKys7Pl5eWl7du36/PPP/dEqQAAFFsEbwAASqgNGzbI4XCoU6dObu0hISE6cuSIW9vEiRMVHBysUaNGXc4SAQC4KljyODEAAHDlmzRpUoHP7QYAAEWL4A0AQAmUlpamsLAw3XXXXZ4uBQCAqx5TzQEAKAEmTpzo9nXp0qW1YMGCS94eAAAUHsEbAIAiUmP0Ck+XUOIcfaWrp0sAAOBvMdUcAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAABXjdjYWHXu3FmlS5dWvXr1NH/+/ALHOZ1OjR8//jJXB6CkIngDAADgqmCM0d1336327dvrzJkz+vzzzzVmzBht27Yt39gJEyZo165dHqgSQElE8AYAAMBV4ezZsxo2bJieeeYZ+fv767rrrlO3bt20efNmt3FbtmzRm2++6aEqAZREBG8AAABcFcqWLatBgwZJkrKysrRmzRotWrRI7du3d41JT09X3759NWrUKE+VCaAEIngDAADgqtOiRQt16tRJ7dq10w033OBqHz58uLp27aqOHTt6sDoAJQ3BGwAAAFedrVu3auvWrTp48KBefvllSdLSpUu1bds2vfrqqx6uDkBJ4+vpAgAAAICiFhAQoJtvvllffPGFmjRpokcffVTR0dFatmyZAgICPF0egBKG4A0AAICrwtGjR+Xv76/KlSu72iIiIuTj46MhQ4YoISFBt9xyiyQpNzdXOTk5Cg8P16lTpzxVMoASgqnmAAAAuCps2bIl36JpR48eVenSpbVo0SI5nU7Z7XbZ7XZ9/fXX+p//+R9CN4DLguANAACAq0L37t21fft2ffrpp8rMzNSBAwf0wAMPaPz48Z4uDUAJR/AGAADAVSEoKEjLly/X3LlzVaFCBXXq1EkPPvig+vXr5+nSAJRw3OMNAACAq0a9evW0Zs2avx3Xrl07tWvXzvqCAEAEbwAAAPwDNUav8HQJJc7RV7p6ugQUA2PHjtUrr7wiLy8vSdK1116rn376ycNVIQ9TzQEAAACgmPv555+1bt06ZWdnKzs7m9B9hSF4AwAAAEAx9/PPP+vaa6/1dBm4AII3AAAAABRjdrtdycnJqlSpkqdLwQUQvAEAAACgGDtw4IDOnTunatWqqWrVqnr22WfldDo9XRbOQ/AGAAAAgGIsKChI33zzjX799Vdt3bpVP//8syZOnOjpsnAegjcAAAAAFGN16tRRy5YtZbPZVK1aNc2ZM0cfffSRp8vCeQjeAAAAAHAVKVu2rIwxyszM9HQp+P+uqOCdmpqq3r17Kzg4WFWqVNGrr77q6ZIAAAAA4Ir1448/avDgwW5tBw4cUEBAgGw2m4eqwl9dUcH7scceU6lSpXTixAlt3bpVMTEx+vDDDz1dFgAAAABckRo0aKDVq1dr2rRpstvt2rNnj+6//349++yzni4N57ligveJEye0fv16ffDBBwoNDVX16tU1e/ZsTZ482dOlAQAAAMAVyWazacWKFVq4cKHCwsJ05513qlevXoqOjvZ0aTiPr6cLyLNlyxZ17NhRAQEBrrb69esrODhYhw4dUp06dTxYHQAAAICSosboFZ4u4Z9rMUoVWvz5zw/OSh+MWenRcv6po6909XQJlrpirnjHxcWpdu3a+drr1aunI0eOeKAiAAAAAAD+vSvmindmZqYCAwPztdtstgJX43M4HHI4HK6vU1JSJP25QFtxk+vI8HQJJU5xPE+KO87zy4/z/PLjPL/8OM8vP87zy4/z/PLjPL/8iut5nle3Meai466Y4G2z2ZSRkf8ET0xMLDCQT548Wf/5z3/ytVerVs2S+nB1CX3b0xUA1uM8R0nAeY6SgPMcJUFxP8/T0tIUGhp6wf4rJnhHRkZq1apV+dpjY2NVq1atfO1jxozRiBEjXF/n5uYqKSlJYWFh8vLysrRW/Ck1NVXVqlVTfHy8QkJCPF0OYAnOc5QEnOcoCTjPURJwnl9+xhilpaWpSpUqFx13xQTvli1batSoUcrOzpav759l/fTTT3I4HAXe++3v7y9/f3+3tjJlylyOUvEXISEh/GLjqsd5jpKA8xwlAec5SgLO88vrYle681wxi6tFRETo1ltv1VNPPaX09HTFx8fr0Ucf1bhx4zxdGgAAAAAAl+yKCd6S9OGHHyopKUnh4eFq3ry57rnnHg0YMMDTZQEAAAAAcMmumKnm0p+X6OfNm+fpMlBI/v7+ev755/NN+QeuJpznKAk4z1EScJ6jJOA8v3J5mb9b9xwAAAAAAFyyK2qqOQAAAAAAVxuCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcu2blz59SkSRNlZ2e72r799luNHTvWrQ0oztLT0xUSEuJ2Tq9cuVK9e/dWVlaWBysD/pmUlBQNHz78gv1BQUE6ffq06+tz585djrIAACgReJwYLll2drYCAgKUmZmpzz77TH379tW3336rDh06KCUlRcHBwZ4uEfjXcnJy5O/vr3Pnzum1117T+PHjtWnTJrVr147zHMVKamqqGjZsqPj4eH300UfKyMiQl5eXbDabHn30UZUvX15xcXEKDAxUQkKCbrzxRn333XeqXr26p0sH/pWVK1cqMDBQ3t75rzd5eXkpPDxcderU8UBlQNHLzs7WY489pnfeeUelS5fWvn375O3trYYNG3q6tBKP4I2/de7cOXXq1En+/v6SJGOMQkNDtWTJEgUHByspKUnh4eFKSkrS7t271bRpU6WmpiooKMjDlQOFl56ernr16rmd52FhYfrhhx9UunRp13memJioPXv26MYbb+Q8R7HicDjUqFEjHTp0SNdee61at24tSVq/fr0OHz6s6tWr69ixY5KkqVOn6pNPPtHOnTs9WTLwr8TFxSkyMlKVK1dWs2bNZIzRhg0b1LZtW/34449q1KiR/Pz8tGnTJu3bt0+RkZGeLhkoFIfDoffff182m00+Pj7KyMhQVFSUOnTooJ07d6pMmTI6e/asgoOD9eCDD+q7777ToUOHVKpUKU+XXqIx1Rx/y9/fX/Hx8RowYIAOHz6sgQMH6tdff5UkBQQEyM/PT76+vq6vJcnPz89j9QKXwmazKSAgQHPmzJGXl5fmzp2rjIwMSX/+DpQqVcp1nued33khHSgOfH193c7hjz76SB999JF8fHxcbXfffbcSEhK0aNEijRo1ypPlAv/aLbfcorlz5yowMFBffvmlli1bpqpVq2rZsmVq0aKFZs2apeXLl+uRRx5x/f8eKA6MMRoxYoTmzZunTz/9VCNGjJDD4dCRI0cUEBAgf39/+fv7a9myZVq0aJE+/vhjQvcVwNfTBeDK5+vrqzJlyqh379569dVX1bt3b02ePNnVJ8n1y+x0OlWqVCl+uVHs+Pj4KCgoSC1btnT9N29a4l8Dd1ZWlgICAlztQHHg4+OjhIQEDR06VKdOndLQoUMlye08b9++vVq3bq3k5GTde++9niwX+NdsNpuWLl2qY8eO6YUXXpAknTlzRi+88IIOHjyoN998UyEhIQoMDNS1117r4WqBwvP395ePj482btwoSQoMDHS7SODt7a2ZM2dq3Lhx+uyzz3T77bd7uGJIBG9corw/1BwOh1544QWlp6frhRde0IkTJxQeHu7h6oCikXeeZ2Zmqn///kpOTlb//v11+vRpVa5c2cPVAf+czWZTy5YttXLlSrVs2VLGGK1fv17Sn/e6Pvnkk0pLS9PKlSuZ0YFi64cfftCyZcvk7++vhQsXqnr16q6ZHV5eXvLx8XH919vbWw6Hw8MVA/+Ml5eXvLy83Nryzudx48bJ6XRqy5Yt2r59u2rUqOGZIpEPU81xSfKWBsjNzdWhQ4d0991369ChQ9q9e7euu+46D1cHFI2889zb21sRERF66qmnFBERoaysLN10000erg7450JDQ9W7d2+VLVtWvXv3Vp8+fSRJTz75pFJTUyVJv//+u/bu3atdu3Z5slTgkjmdTn399dc6duyYjh8/Li8vL/Xv31/9+vVTaGioHnnkEVWvXl3Dhg3TuHHj9MYbb3i6ZOAf++syXbm5uTLG6LffflNOTo6WLl2quXPn5hsHz+GKNy5J3i+xzWbTnDlzXO1dunRx/SEHFHd557mfn58mTZrkamvZsqVGjBjhydKAS3L06FE1b95chw4dUvPmzV3tFStWVHJyslatWqUNGzbo0UcfVUxMjG644QYPVgtcmltuuUVbt27VW2+9pc6dO8vX11c333yzaxbTLbfcoqSkJNWrV08dOnTQCy+8wLmOYiU3NzffFe/s7Gzl5OTof//3f/Xll1/q22+/1cMPP6xDhw7p008/9VClOB9XvPG3cnJylJWVpV9//dX137xnGmdnZ2vfvn365Zdf9Morr8hut+u+++7zcMXAP5eTk6P09HR9/fXXrv/mnec5OTn67rvv9NVXXyk6Olo1a9bUHXfc4eGKgX8uPDxcc+bMUWRkpObOnavZs2fLGKPnnntOVapU0bhx4xQQEKBu3bppy5Ytni4XuGSnT5/WgQMHNG3aNB0+fFjHjh1TbGysYmNjdezYMaWlpemXX35R8+bN1b59e+3YscPTJQOFZrfblZ2d7Xa7RFpampxOp7KysuR0OnXttdfq22+/1fr16zV9+nRPlwxxxRuFYLfb9euvv6p+/foyxujaa69V1apVJf15j/euXbs0aNAgBQcHa9u2bR6uFrg0mZmZstvtGjRokCRp0KBBKleunKQ/fwfyFqPKycnR6tWrPVkqcElyc3Pl6+urevXque5x9fLyUm5urqQ/P0jdtGmT1qxZoypVqmjPnj0erhi4dN7e3vryyy/14YcfSpJatGihhIQEt2d5OxwOde7cWTExMdwHi2LF399f+/btc/2/PCcnR1WrVtW7776rrKwsZWdn69y5c7LZbJo6daoeeeQR9e7dm0egehjP8Uah5K1WnicrK0u+vr4KCAhQVlaWEhMT9dZbb+n999/XuHHj9NRTT3mwWqDo5OTkKCAgQE6nUzk5OZo5c6ZGjx6t3r1767XXXmMBKhQbdrtd9evXV2xsrNq0aaOEhAQ5nU5VqlRJW7duVdWqVXX06FH5+vrqzJkzqlixohITE1W2bFlPlw78Y+np6YqMjNSsWbN02223qVOnTmrbtq0ef/xxSX/eNtS8eXPt379fZcqU8WyxwCVasGCBoqKi8j3GNyEhQZs3b9bw4cO1atUq/fzzz3rggQc8VCXyELxxyTIyMhQcHCyn0+laLXTr1q3q37+/Nm/erLCwMA9XCPx76enpCgkJcX3YJEm//fabBgwYoBUrVvDpMYqNpKQkXXPNNUpOTi6wPzQ0VPHx8QoJCVFaWppmz56txx57jMdDolhKTU1VlSpV1KpVK+3Zs0dpaWlq0qSJ28KYM2fO1COPPCJJ+u9//+upUoF/LC4uTvfee692796tmJgYZWRkaPLkyQoICHCNMcbo119/la+vrz7//HN16NDBgxVDYqo5CiknJ0cnTpxQtWrVXIs5BAQEaN++fW7Ttm655Rb9+OOPCgwM9FSpQJEKDg5WWlqa2zO7r7nmGq1fvz7fwibAlaxcuXIXDN2SNH/+fNlsNklS6dKlFR0dfblKA4rcuXPn5O/vr9WrVysnJ0fr1q3Te++9p/fee09du3ZV9+7d9fbbbys9PV2JiYmeLhf4R8LDw3XTTTdp/vz5uuaaa/TZZ58pIyNDI0eOdBuXk5Oj77//3nVLETyLK94olPj4eNWoUUOnTp1ShQoV3PoGDhyoxo0ba/jw4R6qDgAA4P/Y7Xbt3LlTt956q1v7+vXrNXfuXL377rtcJMBV46uvvtLy5cv17rvveroUXATBG4WSlJSk8uXLKy0tzW1q7eDBgzVz5ky9//776t+/vwcrBAAUxunTp9W0aVPt2bPngvdvx8fHa8CAAfr6668vc3UAAFydeJwYCsXf319eXl5uizc88cQTiomJ0TfffEPoBoBiIC0tTTabTcePH5fNZlN8fLzOnDmj06dPKy4uTqdPn9bLL78sHx8f/fDDD54uF7DUH3/8oRtvvFEHDx70dCnAJcnMzNTixYslSZGRkYqPj/dwRbgYgjcKJW9xnbz7XBcvXqyZM2dq5cqVat26tSdLAwAUwqeffqpRo0YpICBAXl5eCggIUN26dVWpUiWFh4erZs2aWrp0qSZPnqyQkBC3RXqA4mb37t0KCQnR77//LklKSUnRM888ozNnzrjG2Gw27d69m/U6UGw5nU4NGzZMkuTn56fy5ctry5YtuuOOO9SlSxd16dJFHTt21J133unhSiERvFFIPj4+MsZo3rx5kqRu3brpm2++UfPmzT1cGQCgMH799VfXs7zzFsWsUaOGcnJy1Lx5c82YMUNBQUEKCwuTv7+/24KCQHETGBio9PR01+1xfn5+euONN5SRkeEak/fh0l8fxQRc6XJyctSwYUPdfffdSk5OVvv27XXy5En5+/vLZrMpOTlZ1157rdq3b69du3bpueee83TJEKua4x8aPny43nzzTTVq1EiSNHXqVLf+7OxsnT17VitXrvREeQCAC2jSpIlWrFgh6f+CxvnPoc+7nah06dLy9fUleKNYy5vZkbdSv81mkzHG7bzO+3feI1GB4sLpdGrcuHEKCgrS0KFD9eyzz2rAgAHy9vaWzWZTWFiYrr32Wl1zzTXy8/PLt8ggPIMr3ig0Ly8vHTx4UM2bN9e8efO0bds2OZ1Ot1dWVpaysrI8XSoA4C9q1aql2NhYbdy4UZK0ceNGZWRkaOPGjUpNTdWBAwd06NAh2e12bdq0ye1RkUBxk3eL3PnPoffy8nKbVp73b851FDcBAQFq3769unbtqsDAQN1xxx2uVfq5deLKxcfZKJS8xe/Lly+vDz74QK1atVJ0dLQGDhyoDh06eLg6AMDfqVSpknbt2qWRI0cqKytLI0eO1IkTJzRy5EjFxcVp/vz58vX11cmTJzVy5EjCCIo1b29vGWPc/kYxxqhHjx75ZnoAxY3T6VTlypXl6+urnJwclSpVSrm5uXI6nbLb7crMzFRiYqKCg4OVk5Oj+Ph4VatWzdNll3gEbxRKdna2pD/vKfHx8VGfPn0UEhKiqKgorVmzRi1atPBwhQCAiylXrpwiIyO1Y8cOBQcHa8eOHbr++uu1Y8cO3XLLLRoyZIjKli2rsWPHaseOHbrmmms8XTLwr53/98lf/1YxxmjDhg2EbxQ73t7eio+Pd63R8dtvv6lOnTpKT09XYmKiTpw4odmzZ0uSypYtq5YtWyouLs7DVYPgjUJxOp2S/gzgefdC3X333Ro2bJjuu+++iz4PFgDgeTabTWfPnpX054eo5/83T25urjIyMmSMUW5u7uUuESgyxhh5eXlp8uTJFx332muvuWb1AcWFj4+PIiIilJmZqenTpysoKEgDBw50BfHXX39dnTt31pYtW9S+fXtPl4v/j3lkKBS73S5Jcjgcbu2TJk2SzWZT3759PVEWAKCQfHx8lJmZKWOM68PUpKQkTZgwQcePH9fixYuVmZmp5ORkORwO10wnoDg6f6aeJG3dulVxcXH5Xl5eXgRvFFvGGD3yyCM6ceKEzp07p/LlyysnJ0dPPvmk/P399fLLL2vhwoWeLhP/H1e8UShZWVlq0KCB64+1PD4+PpowYYJWrVql3Nxc7gkEgCuU0+lUbm6u7Ha7jDHKyclRv3795OXlpf79+8tut7vuGUxPT8/3QStQnOSdvw6HQw6HQy1btnQL2Xn/9vLyyjfzA7jS5ebmqn379nrmmWdcbZs3b9bs2bOVk5Mju92u2bNnq2nTphowYIAaNGighg0berBiSARvFFJERIT27dtXYN+DDz6onj17EroB4ApmjFFMTIzOnTsnY4zOnTunl156Kd+4hIQEHTt2TOfOnfNAlUDRSE9PlzFG6enpKleunA4fPuy2qJr054dR11xzDbM7UOykp6frhhtuUM+ePeXj46Nz584pPj5eX3zxheu8/+KLLyRJlStX1ocffqj//ve/Hq4aXob5NQAAlAg5OTk6ePCgNm/erL59++YLInnOnTunLVu2qFOnTpe5QqBonDt3Tj/99JNuvPFGt0eKnS8xMVEVKlTQ3r171ahRo8tcIfDvHT9+XAMGDFBKSooGDRqkRx55RCdPnlSzZs10/PhxSX/OWvXz8/NwpZAI3gAAlBjx8fGqUaOGTp06pQoVKrj1DRw4UI0bN9bw4cM9VB1weTmdTv3666+qXbv2BT+EAoqDd955RwMGDFBwcLDsdrsOHjyo6667ztNl4S+YGwwAQAkRFBQkY4wCAwPd2gcPHqw5c+aodOnSHqoMuPxKlSqlhg0bErpR7A0fPlzBwcGSpICAAEL3FYrgDQBACeHv7y8vLy+3aYdPPPGEYmJi9M0336h///4erA4oWuXKlcvX1qNHD23cuNED1QBFLycnR0eOHJEkpaamKiQkRKdOnXIbc/z4ccXHx3uiPPwFwRsAgBIi715XX98/11ZdvHixZs6cqZUrV6p169aeLA0ocmXKlJExRnFxcZKkzMxMrVy5Mt8TWoDiKjU1VXXq1FF2drYCAwOVnp7uNnPp448/VqNGjTRx4kTPFQkX7vEGAKCEyMnJUalSpTR79mz16dNHOTk5+uGHH9SiRQtPlwYUqbS0NNWpU0d+fn5q2LChVq1apZkzZ+rll1/W9u3b1a9fP/n4+MgYozJlymjmzJmeLhn4x5xOp4KDg12Pz/P19ZXdbld6err69++vlStXqnbt2vrxxx+5peIKwOPEAAAoYYYPH64333zTtZLz1KlT3fqzs7N19uxZrVy50hPlAf9KQkKCWrZsKUlavXq1GjRooOTkZE2YMEHR0dHy8vLS5s2b9eabb2rMmDGaNm2ahysG/rmMjAwFBga63Trk7e0tX19fxcfHKzs7W1u3btWdd95J6L5CMNUcAIASxMvLSwcPHlTz5s01b948bdu2TU6n0+2VlZWlrKwsT5cKXJKgoCCNHDlSfn5+mj9/vtLS0tSjRw/169dPn3/+uRITExUUFKS+ffsqNDRU3bt393TJwD9ijFHNmjXVvHlz2e12NW/eXM2bN1dOTo7Wr1+vgIAAffnll7rhhhuUmJiozMxMT5cMccUbAIASI+/usvLly+uDDz5Qq1atFB0drYEDB6pDhw4erg4oGsHBwRoyZIgaN26sqVOnqmbNmho7dqyeeuopLV++nKt/KPacTqdGjx6t0qVLKzo6WtHR0TLGaMCAAXr77bf13XffadasWeratavCw8N1+PBhNW7c2NNll3gEbwAASojs7GxJf97r7ePjoz59+igkJERRUVFas2YN93rjqvLII49o+fLlOnjwoLZt2yZjjLy8vOTl5eXp0oB/xc/PT0899ZSys7MVHR2tvn37uoL3559/rpiYGD3++ONavXq1ypUrp4MHDxK8rwBMNQcAoITIW805L4BL0t13361hw4bpvvvuU3JysqdKA4pcQECATp06pSlTpig1NVVjxoyRJG6jwFUjJSVFTqdTDofD9f93p9Op3r17a//+/fL19dXu3bu1bds2D1cKieANAECJYbfbJcm1Am6eSZMmyWazqW/fvp4oCyhyX3/9tSRpyJAhOnDggBYuXKiYmBg1a9ZMQUFByszM1Jdffqn09HQtW7bMw9UCl8Zms+nYsWPy9/dXZmamqlSpooyMDEl/fvD01ltvad68eRoyZIiHK4XE48QAACgxTpw4oc6dO+vbb79VWFiYW9+8efO0atUqzZ49W97efC6P4isjI0OVKlWS3W7X6dOnVaZMGUnSihUrNHjwYH333Xfq1auXSpUqpZycHGVkZOiHH37wbNHAJXj44YeVmJioFStWaNOmTapXr56CgoL09ttv67777lPdunU9XSLOQ/AGAAAyxig7O1ulSpXydCnAv3by5EmNHDlS27Zt09KlS133t3bs2FE33XSTJk+e7OEKgX9n6dKlevTRR/X999+rZs2auu666zRw4EC1aNFCEyZM0LfffqtatWrpzjvvVIcOHXTHHXd4uuQSj+ANAACAq9L777+vOXPm6LvvvpP053O9H374YZ08eVI+Pj4erg64dNnZ2Tpw4IAaNWqkvXv36q677tKRI0dc53ViYqJmzJih9957T/3799fzzz/v4YpB8AYAAMBVKykpSeXKlXN9/eOPP6pp06YerAgoeocPH1bt2rXztTudTvn4+HAL0RWA4A0AAICrSnp6utavX6/SpUtfNHA4nU45nU517tz5MlYH/Ds5OTl6++23C3VrkLe3t5o0aaI2bdpchspwMQRvAAAAXFVOnTqlKlWq5FtE8K+SkpJUt25d/fLLL5epMqBo+Pr6qnnz5vL397/ouFOnTunEiRNKTk7m9goPI3gDAADgqpKSkqKyZcsqPT1dgYGBBY6x2+0KDAxUbm7uZa4O+PcCAwN1+PBhValS5aLjDh48qPr16+vAgQOscu5hvp4uAAAAAChKvr6+8vLykvTntPP//d//dV0ZtNvtevjhh+Xl5eUaAxQ351+9djgcev/9913ndN511ejoaJUrV05bt24ldF8BuOINAACAq0re1ez09HTl5OSoTJkyGjRokIwxmjFjhlJSUuTl5aXAwEDl5OR4ulzgHwsKCtKhQ4dUpUoVORwO2Ww29enTRz4+PjLGaM6cOXI4HPL15TrrlYLgDQAAgKtKXhBJT09XQECA/P395XQ6JUmlS5dWWlqaHA4HwRvFlp+fn/bt26d69erJGCMfHx/XrRXZ2dny8/PjNoorDOvKAwAA4Krl7e3tNqX8/Km4QHGUnZ2tSpUqKTMzU5JcU8zzznNuo7gyMfcAAAAAV5Xzg7XdbldOTo4efPBBGWPkcDiUmZnJCs8otnx9fRUfH++6op2VlSVjjJ555hmVKlXK1Z6dnc1U8ysIRwIAAABXlZycHNcVP2OM3nvvPdfq5rfddttFn+0NXOnS09P1n//8R2vXrtWOHTuUk5Oj8ePHy9/fX97e3srNzdW4ceOYan6F4R5vAAAAXFVSUlJUrlw57d+/XzabrcAxDodD1157rY4ePapq1apd5gqBSzdo0CBt2LBBTz/9tHr37q2AgABPl4RCIHgDAADgqvL777+ratWqhbqf28vLiwXWUKwkJyerdOnS8vX11fbt2/U///M/CgoKuug2cXFxl6k6XAhTzQEAAHBVqVixos6cOaPg4OCL3sudlZWlpKSky1gZ8O+VLVvW9e8aNWpo9uzZF7yX2+FwKDk5+XKVhovgijcAAAAAABZiZQkAAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAwFUrNTVVb731lqfLAFDCEbwBoBg5evSoGjVqdMnbN2/eXOvXry/Ciq58drtdTz31lKpUqaIqVapo1KhRcjgcFxzvdDo1btw4RUZGqkKFCnrssceUnp7u6q9Ro4bOnDnzj2r4/fffVaFCBf3444+S/v44/pPj9G/PiX/iUt77P/Xuu++qWbNmhR5fmPefm5ursWPHKjw8XOXLl9eQIUOUkZHhNmbs2LHy8fGRr6+vfH193fb5yy+/qFWrVrLZbGrYsKFWrlzptu2SJUtUt25d2Ww2tW/fXocOHSp0/ZfjZypJ/fr1U0xMTKHHz5o1S8OGDfvbcb/99puqV6+uiIgIJSUlqV27dvrhhx/+TamFrmfdunUqVaqUgoODL7rthAkT/tExAQArELwBoIQ4evSo4uLi1KZNG0+XclkNHTpUSUlJ2rdvn3bs2KGDBw9qzJgxFxw/btw4/fTTT9q2bZsOHjwoY4yGDh36r2oICAhQ3bp1Vbp06b8dW1KPU56KFSuqTp06RbrPN954Q5s2bdLOnTt1+PBhZWRk6Omnn3Yb8/PPP2vdunXKzs5Wdna2fvrpJ0l/PoqnS5cu6tWrl1JSUvTBBx9o4MCB2rdvnyRp3759GjRokD766COlpKSoZ8+e6ty5s+x2e5G+hyvV0qVLdc8992j//v2FOr+LUvv27eV0Oi86Zt++fYqJidHLL798maoCgILxHG8AKCFiYmIUFRV10WfaXm2SkpK0fPlyxcXFKSAgQJI0d+5cXXPNNXrzzTcL3GbOnDn66aefVK5cOUnS+++/r4iICDkcDvn7+19SHeXKldOWLVsKNbYkHqfz3X///br//vuLdJ9Vq1bV3LlzVaVKFUnSU089pT59+riN+fnnn3Xttdfm23bx4sVq1KiRoqOjJUmtW7fWhAkTNGXKFM2ePVvvvfeennnmGbVt21aSNHjwYH377bf67LPP1L9//yJ9H1ei1NRURUREKDQ01NOlFCg6OlqvvfaaypQp4+lSAJRwXPEGgEJYvny5mjZtKpvNpvr162v+/PkaPXq0Xn/9dUnSsWPH1KNHD4WEhCg0NFS9evXS77//7raPxMREDRgwQGFhYQoKClLXrl114MABtzEOh0OjR49WRESEa0xsbKzCw8MLnI7qdDo1duxYRUREKCAgQM2aNdOqVasKfA8LFy7Ufffd59Y2a9Ys1a9fXzabTU2bNtXatWv1wAMPuE1J3bFjh9q1ayebzaZKlSppyJAhSk1NdfW3a9dOa9asUc+ePRUcHKzGjRvr+++/V2pqqh588EGFhISoSZMm2rFjh2ubGjVqaNeuXerUqZOCgoJ0yy236NChQzpx4oS6dOmi4OBgtWzZUocPH3ard8GCBWrUqJECAgLUsGFDLViwQKNGjdKsWbMKfM+pqal6+umnXaFbkkJDQ+Xl5aXMzMwCt8nJyZGXl5dbW3Z2ttLS0lxfnz17Vo899pjCwsJUunRp9ejRQ3FxcQXuL0/edNhp06apdu3a+vnnn+Xr66vFixe7jSvoOJ08eVKPPPKIKlSooMDAQLVo0UKLFi1yG7N//361a9dOgYGBuummm7Rz5063/r87jpJkjNE777yj+vXrKyAgQNWrV9fo0aN17ty5fO/n4MGDqlmzpj799FNJf54Hmzdv1qhRo1SpUiUFBQWpS5cu+uWXX9y2y8zM1MiRIxUeHi6bzaY2bdpo27Ztrv6YmBj169dP0v9NL16yZIkaNGig4OBgde/eXYmJiYX6Webp1auXIiMjZYzRkSNHNHHiRN1xxx2ufrvdruTkZFWqVCnftps2bVK3bt3c2nr06KG1a9cWqv9C8mo+duyYwsPDNXz4cFff4sWLdd1118nf3181a9bUlClTZIyR9H9T68eMGaPg4GDFx8e7tps3b55uuOEGBQQEqHLlyho8eLDb/zdyc3P10ksvqUqVKipbtqyeffZZ5ebmXrTOZcuWufZZt25dTZ8+3dX35ptv6oUXXtCzzz4rX9+Cr+Vs2LBBt956qwICAlSlShWNHj1aWVlZbmN27typDh06yGazKSIiQhMnTtSSJUtc58H999+vAQMGaNq0afL19XUd/78zZ84c+fv768EHHyzUeACwlAEAXNT8+fNN1apVzfLly016errZv3+/6dSpk6lXr56ZMmWKOXXqlImMjDSTJk0yf/zxhzl58qR57rnnzDXXXGMSExONMcacO3fONG7c2AwbNswcP37cJCYmmrfeesuEh4eb3377zRhjTG5urunatau5++67zYEDB0x6erpZvHixueGGG0xwcLA5ffq0iY2NNQ0bNnTV1qtXL/PYY4+Z48ePG7vdbtasWWPq1KljvvzyS7f3cOzYMVOxYkWTnZ3tanv11VdN/fr1zcaNG01GRobZsWOHufnmm02tWrXMwoULjTHG7Nq1y9SqVct89dVXxm63mxMnTpgRI0aYm2++2bWvtm3bmnr16pn58+cbh8Nh5s6da6pXr27uvfdes3DhQuNwOMznn39uatWq5fre1atXNzfeeKP55ptvjN1uNy+//LK59dZbTYcOHcy6deuMw+Ewb7zxhmnXrp1rm48//tjUrFnTfP311yYjI8Ps3bvX3Hbbbebaa681M2fOLPTx/O6770yDBg0u2D9kyBATFRVlfv/9d5OYmGgGDhxo6tev71b7DTfcYN5//32TlJRkTp48acaPH2+qV69uTp8+fcH9BgUFuf791+OYp6Dj9Mcff5hatWqZsWPHmvj4eJOVlWU2btxomjRpYubOnWtiY2NNeHi4adq0qfnuu+9MRkaG+eSTT0y1atVMVlaWMaZwxzHvvbdu3dps377dOBwOc+zYMRMdHW1uv/1213s/ffq02bVrl6latapZvHixa9u2bduahg0bmueff96cPHnSJCYmmnfeeceEh4ebQ4cOGWOMycnJMR07djQ9evQwhw8fNqmpqWb27NmmYsWKZuvWrcYYYxYuXGj69u1rjDFm5syZpmHDhqZjx44mPj7eJCUlmUcffdT07Nnzb3+WBXn77beNJFOxYkVz/PhxV/uuXbtMQECAqVq1qomIiDDPPPOM62fXtWtXs379+nz7KleunLHb7SYkJMTk5OS49e3du9fcfPPNharpr+fN7NmzTfXq1c1XX31lzp07Z3bu3GluvvlmM3z4cNf7tdlsZtCgQebcuXOu7V599VXTqFEjs27dOpORkWFOnTpl/vOf/5iGDRsap9Np+vbtaxo3bmxGjBhhUlJSTGxsrGnRooWZNm1agXXNnDnT1KlTx3To0MHs2bPHZGZmmk2bNpkGDRqYV1991TXu+eefN1OmTHF93bZtW7Njxw5jjDFr1641lSpVMgsWLDBpaWnmwIED5s477zTdunVzjd+zZ4+pUKGC+fDDD01ycrKJj483w4YNM/Xr13edB3n1REdHF1jr+b9bedLS0kx4eLipXLmyCQkJMQ8//LDJyMi48IEAAIsRvAHgIrKyskx4eLjrD8k8586dMzVq1DBTpkwxjz/+uBk1alS+bYcMGWLGjBljjDHmjTfeMD169Mg35tVXXzW9evUyxhizZMkSc+ONN7oFIWOMWblypZGUL3hv377dtGjRIt8+9+zZY5o0aeLW9sYbb5jHHnvM9XVCQoIJCwszcXFxbuNOnjxpQkJCXMG7S5cuZuXKlfm+R1RUlCt0tW3b1jz77LNu/XXr1jWjR492a2vQoIHr+1WvXt28//77rr6cnBxjs9nMBx984GrLzc015cqVM9nZ2cZut5uKFSuaffv2ue0zLS3NVKtWrdDBOz093TRo0MD1/i405rHHHjMVKlQwVapUMZLM3LlzXf3Vq1c377zzTr7toqOj8/0czleY4P3X42SMMU8++aTrPDpfcnKyyczMNLGxsUaS2bZtm1v/zTffbLZv326MKdxx3L17t6ldu7ZbmMtz8uRJY8yf7/3LL780ERERZs2aNW5j2rZtax5//PF8277++uvm/vvvN8YYs2jRItOiRYt8QXXBggXmlltuMcbkD95hYWEmPT3dNTYlJcWUKVPG5ObmGmP+WfDOzc01cXFxZuTIkaZBgwbG4XAYY4z59ddfzebNm01GRoaJi4szXbt2Nc8995wxxpj27dub77//Pt++IiIiTHJysgkODs7Xd+jQIXPdddcVqqbzg7fD4TCVKlUyu3fvdhuTnJxsqlSpYg4cOGBiY2ONl5eXSUhIcPUnJCSYypUru47T+fLa+vbtazp37uzWt3r1atOlS5cC65o5c6apVq2a28/eGGOOHj1qypcvb5KSkowxFw/ejRs3NsuXL3fbPisryzRp0sR89dVXxpg/z83zf+/zREVF/avg/dJLL5mbb77ZHDlyxJw6dcrceeedZsSIEQVuDwCXA1PNAeAi9u3bp/DwcN10001u7YGBgerataskaf369Xr44YfzbfvQQw/p22+/LfSYtWvX6uGHH853b2/nzp0LXLRow4YN+uGHHxQQEOD2at68ufbv3+82nfOv05c3b96s1q1bq1q1am77DA8PV+vWrV1fb9y4UVFRUfm+x4oVK9ymMrdr185tPxUqVHDbjySFhYW5TRE9fxtvb2+VK1fObRsvLy8FBQUpLS1N+/btU2RkZL7Vq4ODg13H4e8YY9SvXz/deuut6tGjxwXHBQUF6cMPP9Qff/yhbt266fbbb1fv3r3dxtxzzz35tuvTp482bNhQqFoupKBp5mvXrs13P7IklSlTxjWFvkqVKmrRooVbf61atXTq1ClJhTuOa9euVVRUlAIDA/N9r/DwcNe/e/furYULF+r222/PN+6BBx7I19a7d2/Xz2X9+vXq3bu3vL3d//y49957tXfv3gIXJLvjjjsUFBTk+jokJEQ2m81tpfnC8vLyUrVq1fT6668rIiLCdVtGnTp11LJlS9lsNlWrVk1z5szRRx99JEmy2WwF1pWUlKTAwEB5e3u7poHnSUxMLPDn+Hf27duniIgIXXfddW7tZcqU0Z133un6OVauXFkVK1Z09W/evFmtWrVyO055zm/763l7/jlSkLxbQc5XvXp1NW3aVNu3b7/oe0lMTNSJEyfy/X6WKlVKDzzwgOv/exs3bixwKvi/vc9/wYIF+uSTT1SzZk1VqlRJs2bN0syZM/MdKwC4XAjeAHAROTk5stlsBfbl3dOYm5tb4P2NPj4+rvsnCzPmQt/Ly8vrggttjRo1Sna7Pd/L6XTKz89PkhQfH6/ffvvNLegW5n3lSUpKyrd/h8OhSZMmucaULVs23z7yFifL4+3trezs7EvaxsvL62//YD537pzrUVC+vr75/nAfN26cEhISNHXqVFfbzTff7Br/19CyY8cOzZs3zxXAznf++/indVxIQcdJ+vNYXez7SSpwYatSpUq5PTbt745jYb6PJNWsWVNffvllgX1/d4wu9Hvg5eV1wWNc0Hvz8/O74CPh/npMMzIytHv37nzjrrvuOp08ebLAfZQtW1bGGGVmZioyMlKxsbFu/adOnVK5cuXk5+eniIiIfPf3x8bGqlatWgXu+2Iu9POR3P9fERIS4tZX2GP315/lX8+RvyrMPi+ksO/lr+spFJWjR4+qfv36rq/DwsJUpkyZy/LoNgAoCMEbAC6icePGOnLkiI4ePerWnpWVpdWrV0uS2rZtW+DzcefPn+9a6bgwY1q1aqUvvvgi35gNGzbo7Nmz+dpbtWqllStXKicnx619165dmjJliuvrmJgYde/e3e2P4FtuuUUbNmxQSkqK27ZJSUnavHmz6+uWLVtqxYoV+b73s88+67aoU0EfDFzoj+5L2aZx48Y6fvy46xFPedLT013PVA4KCnI9Cio7O1sLFixwjZs1a5Y+//xzffHFF64PJCRp27ZtrvHnX/nLycnR4MGD9eKLL6pGjRr56vnss8/ytc2ePVvt2rW7aB0XU9BxkqQ2bdpo5syZ+cafPXvWdSX2r1eQ/6owx7FNmzZatGiR2yJyec4PqEuXLtXWrVs1cuTIfOMKeq/z5s3729+D5cuXq0GDBgV+GPR37+2v/npMfXx81KlTp3wLye3YsUMNGjTQjz/+qMGDB7v1HThwQAEBAbLZbGrVqpXrdz1PTEyM64r/3/X/E02aNNGxY8fyLSqYnp6uFStWuB4x99ffnVtvvVUbNmxw+53Mc/6x+6c/y1WrVik5OdmtLTY2Vj/++GO+GRZ/VaFCBYWFhWnTpk1u7Tk5OVq4cKHbOTFv3rx82xf29+ZCwsPD3Rb2S05OVmpqqsqXL/+v9gsAl4rgDQAXERAQoHHjxumuu+7S5s2bZbfbdfDgQfXs2VMOh0O+vr4aO3asPvroI73zzjtKSkrSH3/8oUmTJumLL75wPSt46NCh2rp1q+uqa3Jyst5//31NnjzZdcXxvvvuU3JysoYMGaK4uDhlZGRoxYoVeuqppxQUFJQvkN18882qX7+++vTpo6NHj8rhcGj16tWKiopSkyZNXOMWLlyYb2p11apV1atXL911113avXu3HA6Hdu3ape7duyswMND1vV5++WWNHDlSixcvVkZGho4fP67Bgwdr27ZtioiIsPJH78bPz0+vvPKK7r77bq1Zs0aZmZnat2+funXr9rfPDl6/fr1Gjx6tFStWKCwsrFDfb+rUqbLZbK5HSP3VsmXL9PbbbyspKUmnTp3S2LFjtWrVKo0aNapQ+/f29s73/OGCjpP055X6BQsWaPTo0YqPj5fT6dS3336rVq1aaenSpYX6foU5ji1atFDr1q3VqVMnbd++XVlZWTp27JgGDRrk9lis4OBgrVq1Svv27dOwYcPcrlJv2rRJEydOVEJCgpKSkvTf//5Xr732muscv/fee5WTk6OBAwcqLi5O6enpWrBggQYNGuR6QsA/VdDP8nz+/v7q16+f+vfvr1OnTiklJUXPP/+8pD8/bGjQoIFWr16tadOmyW63a8+ePbr//vv17LPPSvpzevb27ds1e/ZsOZ1Obd26Va+99prrd/vxxx/Xiy++qO+//15Op1MzZszQ3r171atXr39cv7+/v1588UXddddd2rhxo+x2u/bu3as777xTXbp0UYMGDQrcR0REhIYMGaJOnTpp3bp1yszM1KlTpzR+/Hh17ty50FeuH3zwQX3++eeurytVqqS7775bu3btUmZmpjZt2qQuXbpo9OjRhXo811tvvaU+ffpo+fLlysjI0OHDh/XAAw+oQoUK6ty5syRp8uTJev755zV9+nSlpKTo+PHjevzxx/Xbb79d8OdUGEOHDtWAAQMUGxurhIQE9evXT4MGDbLsCjsA/C3P3V4OAMXHJ598YurWrWv8/PxMgwYNzKxZs8ywYcPMjBkzjDHG/Pbbb6Z79+4mODjYlC5d2vTo0cMcO3bMbR9//PGH6du3rylTpoyx2WymU6dOZu/evW5jkpOTzcCBA03ZsmVNUFCQ6dq1qzlw4IAJCQkxTqcz30JSDofDjB492lSpUsUEBASYZs2auRYtMsaY48ePm/Llyxun05nvPeXm5prJkyebyMhI4+/vb5o2bWpWrFhh7rzzTrNu3TrXuK1bt5o2bdqYgIAAU7FiRRMdHW3S0tJc/ecvplTYtoJWAC9M2+eff24aNWpk/P39TePGjc2XX35pRo4cecHF1Q4cOGDKli1rvLy8jI+Pj9vr22+/LXAbY4yZMWOGOXDgQIF91atXN0eOHDGDBg0yZcuWNaVLlzY9e/Y08fHxF9yfMe4LQGVlZZkGDRqY0NBQY8zFj5Mxfy4g1rNnTxMaGmqCgoJMy5YtXSvXX2hxsb59+7otIvd3x9EYY7Kzs81LL71katasafz8/EzNmjXN2LFjXatBn3887Ha76dq1q3n00UdNbm6uadu2rfnuu+/M+PHjTeXKlY3NZjMdO3bMtyBeenq6eeKJJ0zFihWNv7+/ufXWW83GjRtd/X9dXK2gBbXOr+OvP8uCOBwOM2rUKBMeHm6Cg4PNAw884HZe/fTTT6Zdu3YmMDDQVK1a1UyePNm1eJsxxvz888+mZcuWxt/f39SvX9+sWrXKbf9ffPGFqVOnjgkICDC33XabaxX3wujfv78JDAw03333nattwYIFpnHjxsbPz89ERkaal156ybUg3cUWk/vggw9M/fr1jZ+fn4mIiDDDhg1zLYL21/OhoH01bdrUvP3228aY//vZr1q1ylx//fXGz8/P1K1b13zyySdu+7jY4mrGGPPNN9+YFi1aGD8/PxMeHm5GjBhhMjMz3faxa9cu06FDB2Oz2UxERIR55ZVXzNKlS90WV9u3b58pV66c24roeQpaXC03N9dMmjTJREREmMqVK5sxY8Zc8PcLAC4HL2NYZQIALsTpdGratGkaMmSI2xRl6c/p2lOnTtWNN95YJN9rz549io+P15133unWfvDgQd13333au3fvP97nO++8o3379unjjz92a09KStLnn3+eb4ptTk6OrrnmGu3YsUMVKlT4528Cl+RCx6k4adeunV5//fV8CxECAACmmgPARZUqVUo///yzevXqpePHj0v6817Bp59+WkFBQUUWuqU/p38PGzZMH374oWvBo7179+rBBx/UM888c0n7DA8P1xNPPJGvvVy5cvriiy8UHR3tWmn81KlT6tevn26//XZC92V2oeOE4q1Dhw5uC+2d/9qzZ4+nywMAXEZc8QaAv5GTk6PXXntNs2bNUlJSkvz8/NS3b19NmDDB9TinohIbG6uxY8dqw4YNyszMVPXq1fXSSy+pS5cuRfp9JCkzM1PPP/+8Fi5cqLS0NJUuXVrR0dF66qmnLriKOnAhXPEGAODCCN4AAAAAAFiIqeYAAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWOj/AVTRfKdHEtqdAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-4000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-4000_torch.bfloat16\n","不是 692\n","是 554\n","不重要 408\n","回答正确 45\n","问法错误 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-4500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-4500_torch.bfloat16\n","不是 958\n","是 612\n","不重要 123\n","回答正确 28\n","问法错误 4\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-5000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-5000_torch.bfloat16\n","不是 811\n","是 518\n","不重要 339\n","回答正确 35\n","问法错误 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-5500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-5500_torch.bfloat16\n","不是 970\n","是 464\n","不重要 249\n","回答正确 31\n","问法错误 11\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-6000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-6000_torch.bfloat16\n","不是 937\n","是 530\n","不重要 208\n","回答正确 33\n","问法错误 17\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-6500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-6500_torch.bfloat16\n","不是 817\n","是 636\n","不重要 156\n","问法错误 66\n","回答正确 50\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-7000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-7000_torch.bfloat16\n","不是 1022\n","是 449\n","不重要 192\n","问法错误 40\n","回答正确 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-7500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-7500_torch.bfloat16\n","不是 751\n","是 595\n","不重要 274\n","问法错误 71\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-8000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-8000_torch.bfloat16\n","不是 922\n","是 558\n","不重要 204\n","回答正确 30\n","问法错误 11\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-8500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-8500_torch.bfloat16\n","不是 967\n","是 493\n","不重要 194\n","问法错误 39\n","回答正确 32\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-9000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-9000_torch.bfloat16\n","不是 881\n","是 543\n","不重要 251\n","回答正确 30\n","问法错误 20\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-9500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-9500_torch.bfloat16\n","不是 763\n","不重要 463\n","是 384\n","问法错误 68\n","回答正确 47\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-10000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-10000_torch.bfloat16\n","不是 915\n","是 569\n","不重要 170\n","问法错误 40\n","回答正确 31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-10500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-10500_torch.bfloat16\n","不是 733\n","是 461\n","不重要 455\n","问法错误 46\n","回答正确 30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-11000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-11000_torch.bfloat16\n","不是 1002\n","是 421\n","不重要 228\n","问法错误 44\n","回答正确 30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-11500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-11500_torch.bfloat16\n","不是 1002\n","是 453\n","不重要 223\n","问法错误 25\n","回答正确 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-12000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-12000_torch.bfloat16\n","不是 839\n","是 502\n","不重要 327\n","回答正确 31\n","问法错误 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-12500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-12500_torch.bfloat16\n","不是 967\n","是 506\n","不重要 205\n","回答正确 28\n","问法错误 19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-13000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-13000_torch.bfloat16\n","不是 857\n","是 449\n","不重要 341\n","问法错误 58\n","回答正确 20\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-13500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-13500_torch.bfloat16\n","不是 867\n","是 509\n","不重要 283\n","问法错误 36\n","回答正确 30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-14000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-14000_torch.bfloat16\n","不是 838\n","是 543\n","不重要 276\n","问法错误 41\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-14500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-14500_torch.bfloat16\n","不是 932\n","是 461\n","不重要 269\n","问法错误 38\n","回答正确 25\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-15000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-15000_torch.bfloat16\n","不是 899\n","是 445\n","不重要 321\n","问法错误 37\n","回答正确 23\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-15500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-15500_torch.bfloat16\n","不是 824\n","是 552\n","不重要 302\n","回答正确 27\n","问法错误 20\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-16000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-16000_torch.bfloat16\n","不是 828\n","是 457\n","不重要 383\n","问法错误 33\n","回答正确 24\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-16500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-16500_torch.bfloat16\n","不是 868\n","是 468\n","不重要 322\n","问法错误 39\n","回答正确 28\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-17000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-17000_torch.bfloat16\n","不是 935\n","是 442\n","不重要 284\n","问法错误 42\n","回答正确 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-17500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-17500_torch.bfloat16\n","不是 845\n","是 471\n","不重要 353\n","问法错误 34\n","回答正确 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-18000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-18000_torch.bfloat16\n","不是 798\n","是 512\n","不重要 363\n","回答正确 28\n","问法错误 24\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-18500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-18500_torch.bfloat16\n","不是 857\n","是 499\n","不重要 306\n","问法错误 36\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-19000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-19000_torch.bfloat16\n","不是 842\n","是 447\n","不重要 354\n","问法错误 55\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-19500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-19500_torch.bfloat16\n","不是 864\n","是 497\n","不重要 304\n","问法错误 35\n","回答正确 25\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-20000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-20000_torch.bfloat16\n","不是 847\n","是 490\n","不重要 326\n","问法错误 36\n","回答正确 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col in df.columns[5:]:\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["import re\n","\n","\n","def clean_up(df, model_name):\n"," df[model_name] = df[model_name].apply(\n"," lambda x: (\n"," re.sub(r\"^是.*\", \"是\", x.strip().split(\"\\n\")[-1])\n"," if isinstance(x, str)\n"," else x\n"," )\n"," )\n"," return df"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[],"source":["for col in df.columns[5:]:\n"," df = clean_up(df, col)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it_torch.bfloat16 **********\n","google/gemma-2-9b-it_torch.bfloat16\n","不是 861\n","是 764\n","问法错误 45\n","不重要 34\n","回答正确 21\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-500_torch.bfloat16\n","不是 757\n","是 643\n","不重要 288\n","回答正确 27\n","问法错误 8\n","物品 1\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-1000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-1000_torch.bfloat16\n","不是 873\n","是 686\n","不重要 122\n","回答正确 34\n","问法错误 10\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col in df.columns[5:8]:\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n","\n","\n","def calc_metrics_for_col(df, col):\n"," y_true = df[\"label\"]\n"," y_pred = df[col]\n"," y_pred = y_pred.fillna(y_pred.mode()[0])\n","\n"," accuracy = accuracy_score(y_true, y_pred)\n"," precision = precision_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," recall = recall_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," f1 = f1_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n","\n"," return accuracy, float(precision), float(recall), float(f1)"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Calculating metrics for google/gemma-2-9b-it_torch.bfloat16 (1/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-500_torch.bfloat16 (2/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-1000_torch.bfloat16 (3/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-1500_torch.bfloat16 (4/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-2000_torch.bfloat16 (5/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-2500_torch.bfloat16 (6/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-3000_torch.bfloat16 (7/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-3500_torch.bfloat16 (8/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-4000_torch.bfloat16 (9/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-4500_torch.bfloat16 (10/41)\n"]},{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_81973/1609236245.py:19: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"]},{"name":"stdout","output_type":"stream","text":["Calculating metrics for google/gemma-2-9b-it/checkpoint-5000_torch.bfloat16 (11/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-5500_torch.bfloat16 (12/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-6000_torch.bfloat16 (13/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-6500_torch.bfloat16 (14/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-7000_torch.bfloat16 (15/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-7500_torch.bfloat16 (16/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-8000_torch.bfloat16 (17/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-8500_torch.bfloat16 (18/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-9000_torch.bfloat16 (19/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-9500_torch.bfloat16 (20/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-10000_torch.bfloat16 (21/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-10500_torch.bfloat16 (22/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-11000_torch.bfloat16 (23/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-11500_torch.bfloat16 (24/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-12000_torch.bfloat16 (25/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-12500_torch.bfloat16 (26/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-13000_torch.bfloat16 (27/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-13500_torch.bfloat16 (28/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-14000_torch.bfloat16 (29/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-14500_torch.bfloat16 (30/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-15000_torch.bfloat16 (31/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-15500_torch.bfloat16 (32/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-16000_torch.bfloat16 (33/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-16500_torch.bfloat16 (34/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-17000_torch.bfloat16 (35/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-17500_torch.bfloat16 (36/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-18000_torch.bfloat16 (37/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-18500_torch.bfloat16 (38/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-19000_torch.bfloat16 (39/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-19500_torch.bfloat16 (40/41)\n","Calculating metrics for google/gemma-2-9b-it/checkpoint-20000_torch.bfloat16 (41/41)\n"]},{"data":{"text/html":["
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epochmodelaccuracyprecisionrecallf1
00.000000google/gemma-2-9b-it_torch.bfloat160.6746670.6893890.6746670.651926
10.161290google/gemma-2-9b-it/checkpoint-500_torch.bflo...0.6443330.7132550.6443330.639821
20.322581google/gemma-2-9b-it/checkpoint-1000_torch.bfl...0.6666670.6956140.6666670.646354
30.483871google/gemma-2-9b-it/checkpoint-1500_torch.bfl...0.6526670.6914130.6526670.644158
40.645161google/gemma-2-9b-it/checkpoint-2000_torch.bfl...0.6570000.6960370.6570000.636427
50.806452google/gemma-2-9b-it/checkpoint-2500_torch.bfl...0.6590000.7047710.6590000.631340
60.967742google/gemma-2-9b-it/checkpoint-3000_torch.bfl...0.6176670.7056120.6176670.603106
71.129032google/gemma-2-9b-it/checkpoint-3500_torch.bfl...0.6316670.7189440.6316670.594551
81.290323google/gemma-2-9b-it/checkpoint-4000_torch.bfl...0.5983330.6979020.5983330.600967
91.451613google/gemma-2-9b-it/checkpoint-4500_torch.bfl...0.6556670.6988130.6556670.629245
101.612903google/gemma-2-9b-it/checkpoint-5000_torch.bfl...0.6023330.6903090.6023330.592522
111.774194google/gemma-2-9b-it/checkpoint-5500_torch.bfl...0.6200000.7069650.6200000.594480
121.935484google/gemma-2-9b-it/checkpoint-6000_torch.bfl...0.6336670.7013740.6336670.611904
132.096774google/gemma-2-9b-it/checkpoint-6500_torch.bfl...0.6383330.6827720.6383330.624130
142.258065google/gemma-2-9b-it/checkpoint-7000_torch.bfl...0.6043330.6871980.6043330.575652
152.419355google/gemma-2-9b-it/checkpoint-7500_torch.bfl...0.6136670.6846050.6136670.609121
162.580645google/gemma-2-9b-it/checkpoint-8000_torch.bfl...0.6326670.6949280.6326670.612283
172.741935google/gemma-2-9b-it/checkpoint-8500_torch.bfl...0.6230000.6965340.6230000.598576
182.903226google/gemma-2-9b-it/checkpoint-9000_torch.bfl...0.6320000.7063300.6320000.616585
193.064516google/gemma-2-9b-it/checkpoint-9500_torch.bfl...0.5546670.7006110.5546670.548097
203.225806google/gemma-2-9b-it/checkpoint-10000_torch.bf...0.6336670.6896200.6336670.614070
213.387097google/gemma-2-9b-it/checkpoint-10500_torch.bf...0.5713330.7015410.5713330.573023
223.548387google/gemma-2-9b-it/checkpoint-11000_torch.bf...0.6016670.6948190.6016670.572864
233.709677google/gemma-2-9b-it/checkpoint-11500_torch.bf...0.6110000.6949500.6110000.583189
243.870968google/gemma-2-9b-it/checkpoint-12000_torch.bf...0.5983330.6945200.5983330.589022
254.032258google/gemma-2-9b-it/checkpoint-12500_torch.bf...0.6286670.7021820.6286670.605072
264.193548google/gemma-2-9b-it/checkpoint-13000_torch.bf...0.5816670.6926940.5816670.569868
274.354839google/gemma-2-9b-it/checkpoint-13500_torch.bf...0.6023330.6805840.6023330.586678
284.516129google/gemma-2-9b-it/checkpoint-14000_torch.bf...0.6073330.6826590.6073330.595719
294.677419google/gemma-2-9b-it/checkpoint-14500_torch.bf...0.5996670.6891370.5996670.578924
304.838710google/gemma-2-9b-it/checkpoint-15000_torch.bf...0.5880000.6871300.5880000.569869
315.000000google/gemma-2-9b-it/checkpoint-15500_torch.bf...0.6050000.6804710.6050000.594822
325.161290google/gemma-2-9b-it/checkpoint-16000_torch.bf...0.5763330.6878750.5763330.567813
335.322581google/gemma-2-9b-it/checkpoint-16500_torch.bf...0.5870000.6828670.5870000.572760
345.483871google/gemma-2-9b-it/checkpoint-17000_torch.bf...0.5966670.6943680.5966670.575573
355.645161google/gemma-2-9b-it/checkpoint-17500_torch.bf...0.5903330.6960040.5903330.580247
365.806452google/gemma-2-9b-it/checkpoint-18000_torch.bf...0.5926670.6874840.5926670.586056
375.967742google/gemma-2-9b-it/checkpoint-18500_torch.bf...0.5990000.6880650.5990000.586373
386.129032google/gemma-2-9b-it/checkpoint-19000_torch.bf...0.5773330.6865380.5773330.566156
396.290323google/gemma-2-9b-it/checkpoint-19500_torch.bf...0.5966670.6856410.5966670.583656
406.451613google/gemma-2-9b-it/checkpoint-20000_torch.bf...0.5920000.6866250.5920000.580914
\n","
"],"text/plain":[" epoch model accuracy \\\n","0 0.000000 google/gemma-2-9b-it_torch.bfloat16 0.674667 \n","1 0.161290 google/gemma-2-9b-it/checkpoint-500_torch.bflo... 0.644333 \n","2 0.322581 google/gemma-2-9b-it/checkpoint-1000_torch.bfl... 0.666667 \n","3 0.483871 google/gemma-2-9b-it/checkpoint-1500_torch.bfl... 0.652667 \n","4 0.645161 google/gemma-2-9b-it/checkpoint-2000_torch.bfl... 0.657000 \n","5 0.806452 google/gemma-2-9b-it/checkpoint-2500_torch.bfl... 0.659000 \n","6 0.967742 google/gemma-2-9b-it/checkpoint-3000_torch.bfl... 0.617667 \n","7 1.129032 google/gemma-2-9b-it/checkpoint-3500_torch.bfl... 0.631667 \n","8 1.290323 google/gemma-2-9b-it/checkpoint-4000_torch.bfl... 0.598333 \n","9 1.451613 google/gemma-2-9b-it/checkpoint-4500_torch.bfl... 0.655667 \n","10 1.612903 google/gemma-2-9b-it/checkpoint-5000_torch.bfl... 0.602333 \n","11 1.774194 google/gemma-2-9b-it/checkpoint-5500_torch.bfl... 0.620000 \n","12 1.935484 google/gemma-2-9b-it/checkpoint-6000_torch.bfl... 0.633667 \n","13 2.096774 google/gemma-2-9b-it/checkpoint-6500_torch.bfl... 0.638333 \n","14 2.258065 google/gemma-2-9b-it/checkpoint-7000_torch.bfl... 0.604333 \n","15 2.419355 google/gemma-2-9b-it/checkpoint-7500_torch.bfl... 0.613667 \n","16 2.580645 google/gemma-2-9b-it/checkpoint-8000_torch.bfl... 0.632667 \n","17 2.741935 google/gemma-2-9b-it/checkpoint-8500_torch.bfl... 0.623000 \n","18 2.903226 google/gemma-2-9b-it/checkpoint-9000_torch.bfl... 0.632000 \n","19 3.064516 google/gemma-2-9b-it/checkpoint-9500_torch.bfl... 0.554667 \n","20 3.225806 google/gemma-2-9b-it/checkpoint-10000_torch.bf... 0.633667 \n","21 3.387097 google/gemma-2-9b-it/checkpoint-10500_torch.bf... 0.571333 \n","22 3.548387 google/gemma-2-9b-it/checkpoint-11000_torch.bf... 0.601667 \n","23 3.709677 google/gemma-2-9b-it/checkpoint-11500_torch.bf... 0.611000 \n","24 3.870968 google/gemma-2-9b-it/checkpoint-12000_torch.bf... 0.598333 \n","25 4.032258 google/gemma-2-9b-it/checkpoint-12500_torch.bf... 0.628667 \n","26 4.193548 google/gemma-2-9b-it/checkpoint-13000_torch.bf... 0.581667 \n","27 4.354839 google/gemma-2-9b-it/checkpoint-13500_torch.bf... 0.602333 \n","28 4.516129 google/gemma-2-9b-it/checkpoint-14000_torch.bf... 0.607333 \n","29 4.677419 google/gemma-2-9b-it/checkpoint-14500_torch.bf... 0.599667 \n","30 4.838710 google/gemma-2-9b-it/checkpoint-15000_torch.bf... 0.588000 \n","31 5.000000 google/gemma-2-9b-it/checkpoint-15500_torch.bf... 0.605000 \n","32 5.161290 google/gemma-2-9b-it/checkpoint-16000_torch.bf... 0.576333 \n","33 5.322581 google/gemma-2-9b-it/checkpoint-16500_torch.bf... 0.587000 \n","34 5.483871 google/gemma-2-9b-it/checkpoint-17000_torch.bf... 0.596667 \n","35 5.645161 google/gemma-2-9b-it/checkpoint-17500_torch.bf... 0.590333 \n","36 5.806452 google/gemma-2-9b-it/checkpoint-18000_torch.bf... 0.592667 \n","37 5.967742 google/gemma-2-9b-it/checkpoint-18500_torch.bf... 0.599000 \n","38 6.129032 google/gemma-2-9b-it/checkpoint-19000_torch.bf... 0.577333 \n","39 6.290323 google/gemma-2-9b-it/checkpoint-19500_torch.bf... 0.596667 \n","40 6.451613 google/gemma-2-9b-it/checkpoint-20000_torch.bf... 0.592000 \n","\n"," precision recall f1 \n","0 0.689389 0.674667 0.651926 \n","1 0.713255 0.644333 0.639821 \n","2 0.695614 0.666667 0.646354 \n","3 0.691413 0.652667 0.644158 \n","4 0.696037 0.657000 0.636427 \n","5 0.704771 0.659000 0.631340 \n","6 0.705612 0.617667 0.603106 \n","7 0.718944 0.631667 0.594551 \n","8 0.697902 0.598333 0.600967 \n","9 0.698813 0.655667 0.629245 \n","10 0.690309 0.602333 0.592522 \n","11 0.706965 0.620000 0.594480 \n","12 0.701374 0.633667 0.611904 \n","13 0.682772 0.638333 0.624130 \n","14 0.687198 0.604333 0.575652 \n","15 0.684605 0.613667 0.609121 \n","16 0.694928 0.632667 0.612283 \n","17 0.696534 0.623000 0.598576 \n","18 0.706330 0.632000 0.616585 \n","19 0.700611 0.554667 0.548097 \n","20 0.689620 0.633667 0.614070 \n","21 0.701541 0.571333 0.573023 \n","22 0.694819 0.601667 0.572864 \n","23 0.694950 0.611000 0.583189 \n","24 0.694520 0.598333 0.589022 \n","25 0.702182 0.628667 0.605072 \n","26 0.692694 0.581667 0.569868 \n","27 0.680584 0.602333 0.586678 \n","28 0.682659 0.607333 0.595719 \n","29 0.689137 0.599667 0.578924 \n","30 0.687130 0.588000 0.569869 \n","31 0.680471 0.605000 0.594822 \n","32 0.687875 0.576333 0.567813 \n","33 0.682867 0.587000 0.572760 \n","34 0.694368 0.596667 0.575573 \n","35 0.696004 0.590333 0.580247 \n","36 0.687484 0.592667 0.586056 \n","37 0.688065 0.599000 0.586373 \n","38 0.686538 0.577333 0.566156 \n","39 0.685641 0.596667 0.583656 \n","40 0.686625 0.592000 0.580914 "]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = pd.DataFrame(columns=[\"epoch\", \"model\", \"accuracy\", \"precision\", \"recall\", \"f1\"])\n","for i, col in enumerate(df.columns[5:]):\n"," print(f\"Calculating metrics for {col} ({i + 1}/{len(df.columns[5:])})\")\n"," accuracy, precision, recall, f1 = calc_metrics_for_col(df, col)\n"," steps = col.split(\"-\")[-1].split(\"_\")[0]\n"," steps = 0 if steps == \"it\" else int(steps)\n"," new_model_metrics = {\n"," \"epoch\": steps / 3100,\n"," \"model\": col,\n"," \"accuracy\": accuracy,\n"," \"precision\": precision,\n"," \"recall\": recall,\n"," \"f1\": f1,\n"," }\n","\n"," # Convert the dictionary to a DataFrame and concatenate it with the existing DataFrame\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","\n","perf_df"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"data":{"text/html":["
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epochmodelaccuracyprecisionrecallf1
00.000000google/gemma-2-9b-it_torch.bfloat160.6746670.6893890.6746670.651926
10.161290google/gemma-2-9b-it/checkpoint-500_torch.bflo...0.6443330.7132550.6443330.639821
20.322581google/gemma-2-9b-it/checkpoint-1000_torch.bfl...0.6666670.6956140.6666670.646354
30.483871google/gemma-2-9b-it/checkpoint-1500_torch.bfl...0.6526670.6914130.6526670.644158
40.645161google/gemma-2-9b-it/checkpoint-2000_torch.bfl...0.6570000.6960370.6570000.636427
50.806452google/gemma-2-9b-it/checkpoint-2500_torch.bfl...0.6590000.7047710.6590000.631340
60.967742google/gemma-2-9b-it/checkpoint-3000_torch.bfl...0.6176670.7056120.6176670.603106
71.129032google/gemma-2-9b-it/checkpoint-3500_torch.bfl...0.6316670.7189440.6316670.594551
81.290323google/gemma-2-9b-it/checkpoint-4000_torch.bfl...0.5983330.6979020.5983330.600967
91.451613google/gemma-2-9b-it/checkpoint-4500_torch.bfl...0.6556670.6988130.6556670.629245
101.612903google/gemma-2-9b-it/checkpoint-5000_torch.bfl...0.6023330.6903090.6023330.592522
111.774194google/gemma-2-9b-it/checkpoint-5500_torch.bfl...0.6200000.7069650.6200000.594480
121.935484google/gemma-2-9b-it/checkpoint-6000_torch.bfl...0.6336670.7013740.6336670.611904
132.096774google/gemma-2-9b-it/checkpoint-6500_torch.bfl...0.6383330.6827720.6383330.624130
142.258065google/gemma-2-9b-it/checkpoint-7000_torch.bfl...0.6043330.6871980.6043330.575652
152.419355google/gemma-2-9b-it/checkpoint-7500_torch.bfl...0.6136670.6846050.6136670.609121
162.580645google/gemma-2-9b-it/checkpoint-8000_torch.bfl...0.6326670.6949280.6326670.612283
172.741935google/gemma-2-9b-it/checkpoint-8500_torch.bfl...0.6230000.6965340.6230000.598576
182.903226google/gemma-2-9b-it/checkpoint-9000_torch.bfl...0.6320000.7063300.6320000.616585
193.064516google/gemma-2-9b-it/checkpoint-9500_torch.bfl...0.5546670.7006110.5546670.548097
203.225806google/gemma-2-9b-it/checkpoint-10000_torch.bf...0.6336670.6896200.6336670.614070
213.387097google/gemma-2-9b-it/checkpoint-10500_torch.bf...0.5713330.7015410.5713330.573023
223.548387google/gemma-2-9b-it/checkpoint-11000_torch.bf...0.6016670.6948190.6016670.572864
233.709677google/gemma-2-9b-it/checkpoint-11500_torch.bf...0.6110000.6949500.6110000.583189
243.870968google/gemma-2-9b-it/checkpoint-12000_torch.bf...0.5983330.6945200.5983330.589022
254.032258google/gemma-2-9b-it/checkpoint-12500_torch.bf...0.6286670.7021820.6286670.605072
264.193548google/gemma-2-9b-it/checkpoint-13000_torch.bf...0.5816670.6926940.5816670.569868
274.354839google/gemma-2-9b-it/checkpoint-13500_torch.bf...0.6023330.6805840.6023330.586678
284.516129google/gemma-2-9b-it/checkpoint-14000_torch.bf...0.6073330.6826590.6073330.595719
294.677419google/gemma-2-9b-it/checkpoint-14500_torch.bf...0.5996670.6891370.5996670.578924
304.838710google/gemma-2-9b-it/checkpoint-15000_torch.bf...0.5880000.6871300.5880000.569869
315.000000google/gemma-2-9b-it/checkpoint-15500_torch.bf...0.6050000.6804710.6050000.594822
325.161290google/gemma-2-9b-it/checkpoint-16000_torch.bf...0.5763330.6878750.5763330.567813
335.322581google/gemma-2-9b-it/checkpoint-16500_torch.bf...0.5870000.6828670.5870000.572760
345.483871google/gemma-2-9b-it/checkpoint-17000_torch.bf...0.5966670.6943680.5966670.575573
355.645161google/gemma-2-9b-it/checkpoint-17500_torch.bf...0.5903330.6960040.5903330.580247
365.806452google/gemma-2-9b-it/checkpoint-18000_torch.bf...0.5926670.6874840.5926670.586056
375.967742google/gemma-2-9b-it/checkpoint-18500_torch.bf...0.5990000.6880650.5990000.586373
386.129032google/gemma-2-9b-it/checkpoint-19000_torch.bf...0.5773330.6865380.5773330.566156
396.290323google/gemma-2-9b-it/checkpoint-19500_torch.bf...0.5966670.6856410.5966670.583656
406.451613google/gemma-2-9b-it/checkpoint-20000_torch.bf...0.5920000.6866250.5920000.580914
\n","
"],"text/plain":[" epoch model accuracy \\\n","0 0.000000 google/gemma-2-9b-it_torch.bfloat16 0.674667 \n","1 0.161290 google/gemma-2-9b-it/checkpoint-500_torch.bflo... 0.644333 \n","2 0.322581 google/gemma-2-9b-it/checkpoint-1000_torch.bfl... 0.666667 \n","3 0.483871 google/gemma-2-9b-it/checkpoint-1500_torch.bfl... 0.652667 \n","4 0.645161 google/gemma-2-9b-it/checkpoint-2000_torch.bfl... 0.657000 \n","5 0.806452 google/gemma-2-9b-it/checkpoint-2500_torch.bfl... 0.659000 \n","6 0.967742 google/gemma-2-9b-it/checkpoint-3000_torch.bfl... 0.617667 \n","7 1.129032 google/gemma-2-9b-it/checkpoint-3500_torch.bfl... 0.631667 \n","8 1.290323 google/gemma-2-9b-it/checkpoint-4000_torch.bfl... 0.598333 \n","9 1.451613 google/gemma-2-9b-it/checkpoint-4500_torch.bfl... 0.655667 \n","10 1.612903 google/gemma-2-9b-it/checkpoint-5000_torch.bfl... 0.602333 \n","11 1.774194 google/gemma-2-9b-it/checkpoint-5500_torch.bfl... 0.620000 \n","12 1.935484 google/gemma-2-9b-it/checkpoint-6000_torch.bfl... 0.633667 \n","13 2.096774 google/gemma-2-9b-it/checkpoint-6500_torch.bfl... 0.638333 \n","14 2.258065 google/gemma-2-9b-it/checkpoint-7000_torch.bfl... 0.604333 \n","15 2.419355 google/gemma-2-9b-it/checkpoint-7500_torch.bfl... 0.613667 \n","16 2.580645 google/gemma-2-9b-it/checkpoint-8000_torch.bfl... 0.632667 \n","17 2.741935 google/gemma-2-9b-it/checkpoint-8500_torch.bfl... 0.623000 \n","18 2.903226 google/gemma-2-9b-it/checkpoint-9000_torch.bfl... 0.632000 \n","19 3.064516 google/gemma-2-9b-it/checkpoint-9500_torch.bfl... 0.554667 \n","20 3.225806 google/gemma-2-9b-it/checkpoint-10000_torch.bf... 0.633667 \n","21 3.387097 google/gemma-2-9b-it/checkpoint-10500_torch.bf... 0.571333 \n","22 3.548387 google/gemma-2-9b-it/checkpoint-11000_torch.bf... 0.601667 \n","23 3.709677 google/gemma-2-9b-it/checkpoint-11500_torch.bf... 0.611000 \n","24 3.870968 google/gemma-2-9b-it/checkpoint-12000_torch.bf... 0.598333 \n","25 4.032258 google/gemma-2-9b-it/checkpoint-12500_torch.bf... 0.628667 \n","26 4.193548 google/gemma-2-9b-it/checkpoint-13000_torch.bf... 0.581667 \n","27 4.354839 google/gemma-2-9b-it/checkpoint-13500_torch.bf... 0.602333 \n","28 4.516129 google/gemma-2-9b-it/checkpoint-14000_torch.bf... 0.607333 \n","29 4.677419 google/gemma-2-9b-it/checkpoint-14500_torch.bf... 0.599667 \n","30 4.838710 google/gemma-2-9b-it/checkpoint-15000_torch.bf... 0.588000 \n","31 5.000000 google/gemma-2-9b-it/checkpoint-15500_torch.bf... 0.605000 \n","32 5.161290 google/gemma-2-9b-it/checkpoint-16000_torch.bf... 0.576333 \n","33 5.322581 google/gemma-2-9b-it/checkpoint-16500_torch.bf... 0.587000 \n","34 5.483871 google/gemma-2-9b-it/checkpoint-17000_torch.bf... 0.596667 \n","35 5.645161 google/gemma-2-9b-it/checkpoint-17500_torch.bf... 0.590333 \n","36 5.806452 google/gemma-2-9b-it/checkpoint-18000_torch.bf... 0.592667 \n","37 5.967742 google/gemma-2-9b-it/checkpoint-18500_torch.bf... 0.599000 \n","38 6.129032 google/gemma-2-9b-it/checkpoint-19000_torch.bf... 0.577333 \n","39 6.290323 google/gemma-2-9b-it/checkpoint-19500_torch.bf... 0.596667 \n","40 6.451613 google/gemma-2-9b-it/checkpoint-20000_torch.bf... 0.592000 \n","\n"," precision recall f1 \n","0 0.689389 0.674667 0.651926 \n","1 0.713255 0.644333 0.639821 \n","2 0.695614 0.666667 0.646354 \n","3 0.691413 0.652667 0.644158 \n","4 0.696037 0.657000 0.636427 \n","5 0.704771 0.659000 0.631340 \n","6 0.705612 0.617667 0.603106 \n","7 0.718944 0.631667 0.594551 \n","8 0.697902 0.598333 0.600967 \n","9 0.698813 0.655667 0.629245 \n","10 0.690309 0.602333 0.592522 \n","11 0.706965 0.620000 0.594480 \n","12 0.701374 0.633667 0.611904 \n","13 0.682772 0.638333 0.624130 \n","14 0.687198 0.604333 0.575652 \n","15 0.684605 0.613667 0.609121 \n","16 0.694928 0.632667 0.612283 \n","17 0.696534 0.623000 0.598576 \n","18 0.706330 0.632000 0.616585 \n","19 0.700611 0.554667 0.548097 \n","20 0.689620 0.633667 0.614070 \n","21 0.701541 0.571333 0.573023 \n","22 0.694819 0.601667 0.572864 \n","23 0.694950 0.611000 0.583189 \n","24 0.694520 0.598333 0.589022 \n","25 0.702182 0.628667 0.605072 \n","26 0.692694 0.581667 0.569868 \n","27 0.680584 0.602333 0.586678 \n","28 0.682659 0.607333 0.595719 \n","29 0.689137 0.599667 0.578924 \n","30 0.687130 0.588000 0.569869 \n","31 0.680471 0.605000 0.594822 \n","32 0.687875 0.576333 0.567813 \n","33 0.682867 0.587000 0.572760 \n","34 0.694368 0.596667 0.575573 \n","35 0.696004 0.590333 0.580247 \n","36 0.687484 0.592667 0.586056 \n","37 0.688065 0.599000 0.586373 \n","38 0.686538 0.577333 0.566156 \n","39 0.685641 0.596667 0.583656 \n","40 0.686625 0.592000 0.580914 "]},"execution_count":14,"metadata":{},"output_type":"execute_result"}],"source":["perf_df"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"data":{"text/plain":["(41, 41)"]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["len(perf_df[\"epoch\"]), len(perf_df[\"accuracy\"])"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA/IAAAIPCAYAAADQGeVLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hUdfb48ffU9N4boXcSEBARCyrYe29rd11FRXF/a9ldXd1V17Ws6+rasXxt2CsWBAFBQFroRQglvfc29ffHnTtJSJtJpiU5r+fxyTC5c+eT5II595zPORq73W5HCCGEEEIIIYQQ/YLW3wsQQgghhBBCCCGE6ySQF0IIIYQQQggh+hEJ5IUQQgghhBBCiH5EAnkhhBBCCCGEEKIfkUBeCCGEEEIIIYToRySQF0IIIYQQQggh+hEJ5IUQQgghhBBCiH5EAnkhhBBCCCGEEKIfkUBeCCGEEEIIIYToRySQF0IIIYQQQggh+hG9vxfwwgsv8OSTT1JcXEx2djb//e9/Ofroo7s8vrq6mj//+c98+umnVFZWkpmZybPPPsuZZ54JgNVq5W9/+xvvvPMOxcXFpKamct111/GXv/wFjUbj0ppsNhuFhYVERES4/BohhBBCCCGEEKK37HY7dXV1pKamotV2n3P3ayC/aNEiFixYwEsvvcSMGTN49tlnOe2009izZw+JiYkdjjeZTMydO5fExEQ+/vhj0tLSOHToENHR0c5jnnjiCV588UXeeustJkyYwIYNG7j++uuJiorizjvvdGldhYWFZGRkeOrLFEIIIYQQQgghXJKXl0d6enq3x2jsdrvdR+vpYMaMGUyfPp3nn38eUDLhGRkZ3HHHHdx3330djn/ppZd48skn2b17NwaDodNznn322SQlJfH66687n7vooosICQnhnXfecWldNTU1REdHk5eXR2RkZC++Mt8wm8388MMPnHrqqV1+P8TgINeCaEuuB6GSa0Go5FoQKrkWhEquhcBTW1tLRkYG1dXVREVFdXus3zLyJpOJjRs3cv/99zuf02q1zJkzhzVr1nT6mi+//JKZM2cyb948vvjiCxISErjyyiu599570el0ABx77LG88sor7N27l9GjR7NlyxZWrVrFM8880+VaWlpaaGlpcf65rq4OgJCQEEJCQjzx5XqFXq8nNDSUkJAQ+cs3yMm1INqS60Go5FoQKrkWhEquBaGSayHwmM1mAJe2d/stkC8vL8dqtZKUlNTu+aSkJHbv3t3pa3Jzc1m2bBlXXXUVixcvZt++fdx2222YzWYeeughAO677z5qa2sZO3YsOp0Oq9XKo48+ylVXXdXlWh5//HEefvjhDs//8MMPhIaG9uGr9I0lS5b4ewkiQMi1INqS60Go5FoQKrkWhEquBaGSayFwNDY2unys35vducNms5GYmMgrr7yCTqdj6tSpFBQU8OSTTzoD+Q8//JB3332X9957jwkTJpCTk8Ndd91Famoq1157bafnvf/++1mwYIHzz2pJw6mnnhrwpfVLlixh7ty5chdtkJNrQbQl14NQybUgVHItCJVcC0Il10Lgqa2tdflYvwXy8fHx6HQ6SkpK2j1fUlJCcnJyp69JSUnBYDA4y+gBxo0bR3FxMSaTCaPRyP/7f/+P++67j8svvxyASZMmcejQIR5//PEuA/mgoCCCgoI6PG8wGPrFRd1f1im8T64F0ZZcD0Il14JQybUgVHItCJVcC4HDnZ+D3wJ5o9HI1KlTWbp0Keeffz6gZNyXLl3K7bff3ulrZs2axXvvvYfNZnO249+7dy8pKSkYjUZAKUc4slW/TqfDZrN574sRQgghhBBCCB+xWq3O/dS9ZTab0ev1NDc3Y7VaPbQy0R2dToder/fIiHO/ltYvWLCAa6+9lmnTpnH00Ufz7LPP0tDQwPXXXw/ANddcQ1paGo8//jgAt956K88//zzz58/njjvu4LfffuOxxx5rN1bunHPO4dFHH2XIkCFMmDCBzZs388wzz3DDDTf45WsUQgghhBBCCE+pr68nPz+fvg4fs9vtJCcnk5eX55HAUrgmNDS0XSK6t/wayF922WWUlZXx4IMPUlxczOTJk/nuu++cDfAOHz7cLruekZHB999/z913301WVhZpaWnMnz+fe++913nMf//7X/76179y2223UVpaSmpqKrfccgsPPvigz78+IYQQQgghhPAUq9VKfn4+oaGhJCQk9CkAt9ls1NfXEx4e3qGiWXie3W7HZDJRVlbGgQMHGDVqVJ++735vdnf77bd3WUq/fPnyDs/NnDmTtWvXdnm+iIgInn32WZ599lkPrVAIIYQQQggh/M9sNmO320lISOjzmGybzYbJZCI4OFgCeR9RR/0dOnTI+b3vLfmJCSGEEEIIIUQ/IqXw/ZenbppIIC+EEEIIIYQQQvQjEsgLIYQQQgghhBD9iATyQgghhBBCCCFEPyKBvBBCCCGEEEIIr1uzZg06nY6zzjrL30vp9ySQF0IIIYQQQgjhda+//jp33HEHK1eupLCw0G/rMJlMfntvT5FAXgghhBBCCCH6IbvdTqPJ0uv/mkzWXr/Wbre7tdb6+noWLVrErbfeyllnncWbb77Z7vNfffUV06dPJzg4mPj4eC644ALn51paWrj33nvJyMggKCiIkSNH8vrrrwPw5ptvEh0d3e5cn3/+ebvO/n/729+YPHkyr732GsOGDXOOffvuu+847rjjiI6OJi4ujrPPPpv9+/e3O1d+fj5XXHEFsbGxhIWFMW3aNNatW8fBgwfRarVs2LCh3fHPPvssmZmZ2Gw2t74/7vL7HHkhhBBCCCGEEO5rMlsZ/+D3fnnvnY+cRqjR9XDyww8/ZOzYsYwZM4arr76au+66i/vvvx+NRsM333zDBRdcwJ///GfefvttTCYTixcvdr72mmuuYc2aNTz33HNkZ2dz4MABysvL3Vrvvn37+OSTT/j000/R6XQANDQ0sGDBArKysqivr+fBBx/kggsuICcnB61WS319PSeeeCJpaWl8+eWXJCcns2nTJmw2G0OHDmXOnDm88cYbTJs2zfk+b7zxBtddd53Hxsx1RQJ5IYQQQgghhBBe9frrr3P11VcDcPrpp1NTU8OKFSuYPXs2jz76KJdffjkPP/yw8/js7GwA9u7dy4cffsiSJUuYM2cOAMOHD3f7/U0mE2+//TYJCQnO5y666KJ2xyxcuJCEhAR27tzJxIkTee+99ygrK2P9+vXExsYCMHLkSOfxN910E3/4wx945plnCAoKYtOmTWzbto0vvvjC7fW5SwL5fuxQZSPryzRMqGhkZHKUv5cjhBBCCCGE8KEQg46dj5zWq9fabDbqauuIiIzoVfY4xKBz+dg9e/bw66+/8tlnnwGg1+u57LLLeP3115k9ezY5OTncfPPNnb42JycHnU7HiSee6PYa28rMzGwXxAP89ttvPPjgg6xbt47y8nJnOfzhw4eZOHEiOTk5TJkyxRnEH+n8889n3rx5fPbZZ1x++eW8+eabnHTSSQwdOrRPa3WFBPL92D+/3cOP+3QM2VMmgbwQQgghhBCDjEajcau8vS2bzYbFqCPUqPd6Gfjrr7+OxWIhNTXV+ZzdbicoKIjnn3+ekJCQLl/b3ecAtFpth/36ZrO5w3FhYWEdnjvnnHPIzMzk1VdfJTU1FZvNxsSJE53N8Hp6b6PRyDXXXMMbb7zBhRdeyHvvvcd//vOfbl/jKdLsrh+blKYE71vya/y8EiGEEEIIIYToyGKx8Pbbb/P000+Tk5Pj/G/Lli2kpqby/vvvk5WVxdKlSzt9/aRJk7DZbKxYsaLTzyckJFBXV0dDQ4PzuZycnB7XVVFRwZ49e/jLX/7CKaecwrhx46iqqmp3TFZWFjk5OVRWVnZ5nptuuokff/yR//3vf1gsFi688MIe39sTJCPfj2WlK4H8VgnkhRBCCCGEEAHo66+/pqqqihtvvJGoqPZVxBdddBGvv/46Tz75JKeccgojRozg8ssvx2KxsHjxYu69916GDh3Ktddeyw033OBsdnfo0CFKS0u59NJLmTFjBqGhoTzwwAPceeedrFu3rkNH/M7ExMQQFxfHK6+8QkpKCocPH+a+++5rd8wVV1zBY489xvnnn8/jjz9OSkoKmzdvJjU1lZkzZwIwbtw4jjnmGO69915uuOGGHrP4niIZ+X5sUlokAHlVTVQ19P9ZiEIIIYQQQoiB5fXXX2fOnDkdgnhQAvkNGzYQGxvLRx99xJdffsnkyZM5+eST+fXXX53Hvfjii1x88cXcdtttjB07lptvvtmZgY+NjeWdd95h8eLFTJo0iffff5+//e1vPa5Lq9XywQcfsHHjRiZOnMjdd9/Nk08+2e4Yo9HIDz/8QGJiImeeeSaTJk3in//8p7PrverGG2/EZDJxww039OI71DuSke/HokIMJAbbKW3WsCW/mtljEv29JCGEEEIIIYRw+uqrr7r83NFHH+3c356VldVlWXpwcDDPPPMMzzzzTKefP//88zn//PPbPde2ed7f/va3ToP7OXPmsHPnznbPHbnfPjMzk48//rjLrwGgoKCASZMmMX369G6P8yTJyPdzGeHKhbYlT8rrhRBCCCGEEMJX6uvr2b59O88//zx33HGHT99bAvl+LlMN5POr/bsQIYQQQgghhBhEbr/9dqZOncrs2bN9WlYPEsj3e2ogvzW/ukMZiBBCCCGEEEII73jzzTdpaWlh0aJFHfbNe5sE8v1cWhjotRrK600UVDf5ezlCCCGEEEIIIbxMAvl+zqCFsckRgOyTF0IIIYQQQojBQAL5AUAdQyf75IUQQgghhBBi4JNAfgDISldmMm7Jq/bvQoQQQgghhBBCeJ0E8gNAdpoSyG8rqMFqk4Z3QgghhBBCCDGQSSA/AAxPCCPMqKPRZGVfab2/lyOEEEIIIYQQwoskkB8AdFoNE9OkvF4IIYQQQgghBgMJ5AeIyRnRgDS8E0IIIYQQQgSe6667Do1G0+G/ffv2sXLlSs455xxSU1PRaDR8/vnn/l5uwJNAfoDIlkBeCCGEEEIIEcBOP/10ioqK2v03bNgwGhoayM7O5oUXXvD3EvsNvb8XIDxDDeR3F9XRbLYSbND5d0FCCCGEEEII77LbwdzYu9fabMprTTrQ9iK/awgFjcatlwQFBZGcnNzh+TPOOIMzzjjD/TUMYhLIDxCpUcHEhxsprzexo7CWqZkx/l6SEEIIIYQQwpvMjfBYaq9eqgWi+/LeDxSCMawvZxB9IKX1A4RGoyE7PRqArVJeL4QQQgghhAgwX3/9NeHh4c7/LrnkEn8vqd+SjPwAkp0RzdLdpdK5XgghhBBCiMHAEKpkxnvBZrNRW1dHZEQE2t6W1rvppJNO4sUXX3T+OSxMMvq9JYH8ANLa8K7GvwsRQgghhBBCeJ9G0/vydpsNDFbl9b0J5HshLCyMkSNH+uS9BjoprR9Ashyz5A+UN1DTaPbzaoQQQgghhBBCeIME8gNITJiRzDilxGVrQbV/FyOEEEIIIYQQLqivrycnJ4ecnBwADhw4QE5ODocPH/bvwgKYBPIDjNrwTvbJCyGEEEIIIfqDDRs2MGXKFKZMmQLAggULmDJlCg8++KCfVxa4ZI/8AJOdEc2XWwrJyZN98kIIIYQQQojA8Oabb3b5udmzZ2O32323mAFAMvIDTHa6sk9+S351wPxlqGk0c8f7m/lxZ4m/lyKEEEIIIYQQ/Z4E8gPMhNQodFoNZXUtFNc2+3s5AHyw/jBfbSnk3k+20my2+ns5QgghhBBCCNGvSSA/wIQYdYxJigACZ5/88j1lAFQ0mPhkU76fVyOEEEIIIYQQ/ZsE8gOQOk8+EPbJ17dY2HCo0vnn134+gM0WGCX/QgghhBBCCNEfSSA/ADn3yQdARn71vnLMVjtp0SFEBus5UN7Akl2yV14IIYQQQojeCpReWMJ9nvrZSSA/AKkZ+W0FNX7Pfqtl9XPGJXL1MZkAvLoy159LEkIIIYQQol/S6XQAmEwmP69E9FZjYyMABoOhT+eR8XMD0KjEcEIMOupbLOSW1zMyMcIv67Db7azYUwrA7DGJTEiN5LWfD7DhUBUbD1UxNTPGL+sSQgghhBCiP9Lr9YSGhlJWVobBYECr7X1e1mazYTKZaG5u7tN5hGvsdjuNjY2UlpYSHR3tvCnTWxLID0B6nZZJaVH8erCSnLwavwXyv5XWU1jTjFGv5ZjhcYQYdZw/JZUPN+Tz6spcpv5uql/WJYQQQgghRH+k0WhISUnhwIEDHDp0qE/nstvtNDU1ERISgkaj8dAKRU+io6NJTk7u83kkkB+gstKVQH5LXjUXT033yxqWO7LxahAPcPPxw/lwQz7f7yzmYHkDQ+PD/LI2IYQQQggh+iOj0cioUaP6XF5vNptZuXIlJ5xwQp/LvIVrDAZDnzPxKgnkByh1n/zW/Gq/rUHdHz97dILzuVFJEZw8NpFlu0t5bVUu/zh/kr+WJ4QQQgghRL+k1WoJDg7u0zl0Oh0Wi4Xg4GAJ5Psh2QwxQE12BPI7i2ppsVh9/v71LRbWH1TGzs0ek9DuczcfPxyAjzbkU1Hf4vO1CSGEEEIIIUR/JoH8AJUeE0JsmBGz1c6uojqfv/8vjrFzQ2JDGXZE+fwxw2PJSo+ixWLj/9b2bW+PEEIIIYQQQgw2EsgPUBqNxq/z5JfvdZTVj0no0DxDo9E4s/JvrzlEs9n3FQNCCCGEEEII0V9JID+AZaVHA7DFx/vklbFzrYF8Z86YmEx6TAiVDSY+3pjvy+UJIYQQQgghRL8mgfwApu6T93VGfl9pPQXVTRj1WmYOj+/0GL1Oy43HDQPg9VUHsNrsvlyiEEIIIYQQQvRbEsgPYFmO0vr9ZQ3UNpt99r5qt/oZw2KdY+c6c+m0DKJCDBwob2DJzhJfLU8IIYQQQggh+jUJ5AewuPAgMmJDANiWX+Oz912+V5kfP3tMYrfHhQXpufqYIQC8+nOu19clhBBCCCGEEAOBBPIDnK/3yTe0WFh/oAroen98W9fOHIpRp2XjoSo2Hqr09vKEEEIIIYQQot+TQH6Am6wG8j7aJ//L/gpMVhsZsSEMP2LsXGcSI4O5YEoaAK+slKy8EEIIIYQQQvTE74H8Cy+8wNChQwkODmbGjBn8+uuv3R5fXV3NvHnzSElJISgoiNGjR7N48eJ2xxQUFHD11VcTFxdHSEgIkyZNYsOGDd78MgJWtrPhnW9K65fvcZTVj07sMHauKzefoDS9+2FnCbll9V5bmxBCCCGEEEIMBH4N5BctWsSCBQt46KGH2LRpE9nZ2Zx22mmUlpZ2erzJZGLu3LkcPHiQjz/+mD179vDqq6+SlpbmPKaqqopZs2ZhMBj49ttv2blzJ08//TQxMTG++rICysS0SLQaKK5tpqS22avvZbfbnY3uXCmrV41MjOCUsYnY7UoHeyGEEEIIIYQQXdP7882feeYZbr75Zq6//noAXnrpJb755hsWLlzIfffd1+H4hQsXUllZyS+//ILBYABg6NCh7Y554oknyMjI4I033nA+N2zYMO99EQEu1KhndFIEu4vr2JJXzakTkr32XvvLHGPndFpmjohz67U3nzCcpbtL+XhjPnfPHU18eJCXVimEEEIIIYQQ/ZvfAnmTycTGjRu5//77nc9ptVrmzJnDmjVrOn3Nl19+ycyZM5k3bx5ffPEFCQkJXHnlldx7773odDrnMaeddhqXXHIJK1asIC0tjdtuu42bb765y7W0tLTQ0tLi/HNtbS0AZrMZs9l3Y9vcpa6tpzVOSotkd3Edmw9VctJo9wJsdyzdWQzA9KExGDR2t753R6VHkJUWydaCWt5ancudJ4/01jIHJFevBTE4yPUgVHItCJVcC0Il14JQybUQeNz5WfgtkC8vL8dqtZKUlNTu+aSkJHbv3t3pa3Jzc1m2bBlXXXUVixcvZt++fdx2222YzWYeeugh5zEvvvgiCxYs4IEHHmD9+vXceeedGI1Grr322k7P+/jjj/Pwww93eP6HH34gNDS0j1+p9y1ZsqTbz2urNICOpVv2M9b8m9fW8clOLaAlwVLaoW+BK44K1bAVHQt/3s+Qhr10M4JedKGna0EMLnI9CJVcC0Il14JQybUgVHItBI7GxkaXj9XY7Xa7F9fSpcLCQtLS0vjll1+YOXOm8/k//elPrFixgnXr1nV4zejRo2lububAgQPODPwzzzzDk08+SVFREQBGo5Fp06bxyy+/OF935513sn79+i4z/Z1l5DMyMigvLycyMtIjX683mM1mlixZwty5c51bDTqzs6iW8/63lohgPRvuPwmt1rUmdO5oaLEw/fGfMFvtfHfnLEYk9Nyx/kgWq425/1lNflUTfztnHFcdneHxdQ5Url4LYnCQ60Go5FoQKrkWhEquBaGSayHw1NbWEh8fT01NTY9xqN8y8vHx8eh0OkpKSto9X1JSQnJy5/u4U1JSMBgMziAeYNy4cRQXF2MymTAajaSkpDB+/Ph2rxs3bhyffPJJl2sJCgoiKKjjnmyDwdAvLuqe1jk+LYYgvZa6ZgsFtSaGJ4R7fA0bfqvEbLWTHhPCmJQolzvWt2UwwE3HDeNvX+3kzV8O8buZw9B54aaDL9ntdnYW1RKk1zEy0fPf9yP1l2tW+IZcD0Il14JQybUgVHItCJVcC4HDnZ+D37rWG41Gpk6dytKlS53P2Ww2li5d2i5D39asWbPYt28fNpvN+dzevXtJSUnBaDQ6j9mzZ0+71+3du5fMzEwvfBX9g0GnZWJaFABb8qu98h7L9zrGzo1J6FUQr7p0egZRIQYOVjSyxLHnvr+xWG38sr+cv325g+Oe+ImznlvF2f/9mdI6704NEEIIIYQQQgwOfh0/t2DBAl599VXeeustdu3axa233kpDQ4Ozi/0111zTrhnerbfeSmVlJfPnz2fv3r188803PPbYY8ybN895zN13383atWt57LHH2LdvH++99x6vvPJKu2MGo+z0aMA78+Tbjp07aUxin84VatTzu2OUmy6vrMzt89p8pclk5fsdxdzz4RamPfojV766jjd/OUhBdRMAzWYbOwtr/bxKIYQQQgghxEDg1/Fzl112GWVlZTz44IMUFxczefJkvvvuO2cDvMOHD6PVtt5ryMjI4Pvvv+fuu+8mKyuLtLQ05s+fz7333us8Zvr06Xz22Wfcf//9PPLIIwwbNoxnn32Wq666yudfXyDJzlAy8jl51R4/9/6yBvKrejd2rjPXHjuUV1bmsulwNRsOVjJtaKwHVul5VQ0mlu4u5Ycdxaz8rYxmc2ulSEyogTnjkjh1QjLv/3qYZbtL2V/WwOwxflywEEIIIYQQYkDwayAPcPvtt3P77bd3+rnly5d3eG7mzJmsXbu223OeffbZnH322Z5Y3oChZuR3FtZistgw6j1XjLF8j1JWP2N4LKHGvl9SCRFBXHhUGh+sz+OVlbkBFcgXVDexZEcx3+8o4deDlVhtrb0i06JDOG1CMqdOSGJaZgx6nfI9zsmrYtnuUnLL6v21bCGEEEIIIcQA4vdAXvhGZlwoUSEGaprM7CmuY1J6lMfOvWKvUlZ/4ugEj53zpuOH88H6PJbsKiG3rN4rDfpcYbfb2VtSzw87ivl+ZzHbC9qXx49NjnAG7+NTIjvtDzA8Xln7fgnkhRBCCCGEEB4ggfwgodFoyM6IZuXeMnLyqz0WyDeaLKzLrQRgdh/3x7c1MjGcOeMS+XFXKa+tOsBjF0zy2Ll7YrXZ2Xy4ih92lvD9jmIOVbTOc9RoYHpmLKdOSOLU8ckMiQvt8XwjHN3qc8savLZmIYQQQgghxOAhgfwgMjk9ipV7y9iSV+1sKNdXa/ZXYLLaSI8J6dXs+O78/oQR/LirlI835rNg7mjiwzuOCPSk+hYLzy7Zy+c5hZTXtzifN+q1HD8ynlMnJHHKuCS31zHc8X0prWuhrtlMRLCM9xBCCCGEEEL0ngTyg0iWs3N9tcfOqXar7+vYuc5MHxpDdkY0W/KqeXvNIRbMHe3R87e1NreCP360hfwqpct8RLCeU8YmcuqEZE4cnUBYUO//qkQGG0iICKKsroXcsgayM6I9tGohhBBCCCHEYCSB/CCS5ehcv6+snvoWC+F9CE7BMXZOnR8/2nNl9SqNRsMtJwzntnc38X9rDnLriSMIMeo8+h7NZitPfr+HhasPYLcrDev+du4EThyd4NGGgMPjw5RAvrxeAnkhhBBCCCFEn/h1jrzwrcSIYNKiQ7DbYVt+3+fJ55Y3kFepjJ07dmTfx8515rQJyQyJDaWq0czHG/M8eu6cvGrOfO5nXl+lBPFXHJ3B93efwNzxSR4N4qF1n/z+UtknL4QQQgghhOgbCeQHGXWe/Jb86j6fSy2rP3qYZ8bOdUan1XDT8cMAeG3VgXbj3nrLZLHx1Pd7uPB/q8ktayAxIog3rpvO4xdm9blKoSvD45V98rnl0rm+r5RJAnW0WKz+XooQQgghhBB+IYH8IOPJffLq/PjZYzw3dq4zF09NJzrUwKGKRn7YUdync+0qquW8F1bz/E/7sNnhvMmp/HD3CZw01vNbA9oakSAZeU9ZsbeMU/+9kr9/vdPfSxFCCCGEEMIvJJAfZLIdgfzWPpbWN5msrDugjp3zbiAfatRzjaPL/ssrc7Hb3c/KW6w2XvhpH+c+v4pdRbXEhhn531VH8Z/LpxAdavT0kjtQA/kDFQ0eqSoYzLYXKNeuJ7aHCCGEEEII0R9JID/ITEqPQqOBguomSuuae32eNbnlmCw20qJDnEGqN/1u5lCMei05edVsOFTl1mv3l9Vz8UtrePL7PZitduaOT+L7u07gzEkpXlptR2kxIRj1WkwWGwWOzviid4pqlOu2oLr3168QQgghhBD9mQTyg0x4kJ5RjsZrW/N6n9H05ti5ziREBHHRUWkAvLwi16XX2Gx2Fq46wJn/+ZmcvGoigvU8fUk2r/xuKgkR3p1JfySdVsOwOGWf/H7ZJ98naiBfXt9Cs1n2yQshhBBCiMFHAvlBSC2v723DO7vd3iaQ9+7e8rZuOn44AD/uKmF/WffBcF5lI1e+tpZHvt5Ji8XG8aPi+f6uE7hoarpPbjx0ZniCI5AvlUC+L9RAHqCwWqobhBBCCCHE4COB/CCU5ZhjvqWXe4wPlDdwuLJRGTs3wjtj5zozIiGcOeOSAHjt586z8na7nfd/Pczpz65kbW4loUYd/zh/Im/fcDSp0SE+W2tn1C0IueXS8K4vimtag/dCKa8XQgghhBCDkATyg9DkNp3re9M4Ts3GTx8WQ5iXxrV15ZYTlaz8J5sKKKtrafe54ppmrn9zPfd/uo0Gk5XpQ2P4dv7xXH1Mpt+y8G2pGfncHqoJRNeaTFaqGs3OPxdUN/pxNUIIIYQQQviHBPKD0JjkCIx6LTVNZg5VuB8ILd/rKKsf7buyetW0zBgmZ0Rjstj4vzUHASUL//nmAk799wqW7ynDqNfy5zPH8cHvZ5Lp2JceCJwj6MokI99bxbXtM/DS8E4IIYQQQgxGEsgPQka9lgmpkYD7++SbTFbW5lYA3h871xmNRsMtJyhZ+bfXHiK/qpHb3t3EXYtyqG22MCktim/uOI6bTxiOTuv/LHxbaka+rK6F2mZzD0eLzhQdsSdeJgAIIYQQQojBSAL5QcrZ8M7NzvVrcyucY+dGJnp/7FxnTp2QTGZcKNWNZk56ajnfbi9Gr9WwYO5oPr3tWEYlRfhlXT2JCDY4u+XnSla+V9o2ugNpdieEEEIIIQYnCeQHqeyMKMD9jPzyPaUAnOijsXOd0Wk13HTcMADMVjtjkiL4fN4s7jxlFAZdYF/SI2SffJ8UORrdDY0LBaBAAnkhhBBCCDEI+bZTmfA4vaV3mV01I7+9oAaz1eZyANy6P973ZfVtXTItg99K64kPD+KWE4cTpNf5dT2uGp4Qztrcyh7H54nOqRn5qZmxHKxopKimCZvNjjbAtlEIIYQQQgjhTYGdvhTd0v78FKftuAvN4V/cfu3QuDAig/W0WGzsKa5z6TUHyhs4VNGIQafh2JHxbr+nJwUbdDxy3kTuPGVUvwnioc0IOimt7xU1kJ88JBqdVoPZaqesvqWHVwkhhBBCCDGwSCDfn9WXoLe1oP3pH+DmGDmtVkOWIyu/1cV58mpZ/fShsYT7eOzcQKE2vJOMfO+ogXx6TAjJkcEA5EvDOyGEEEIIMchIIN+P2Y5bgEVjRJv/K+z93u3XO/fJ51W7dLw6P94f3eoHipGOjPzB8kasNvduvggoduyRT4kKJi06BJCGd0IIIYQQYvCRQL4/i0jhQMJc5fGyv4PN5tbLnZ3rXWh412xuO3bO9/PjB4rU6BCMei0mq438qkZ/L6dfaTJZqWpUxvalRIaQGq1k5KXhnRBCCCGEGGwkkO/nfks6C3tQJJRshx2fuvXayRnRAOwtqaPRZOn22DW5FbRYbKRGBTPKT2PnBgKdVsPweLVzveyTd0dxrVJWH2rUERmiJy1GMvJCCCGEEGJwkkC+nzPrw7Edc7vyh2X/AKvZ5dcmRgaTHBmMzQ7bC2q7PXaFo6z+xDGJfhs7N1DIPvneKXIE7MlRwWg0GtKiHSPoZI+8EEIIIYQYZCSQHwBsR/8ewhKg6gBsfset17q6T15tdCf74/tO7Vy/XzLyblEb3aVGKZl4Ka0XQgghhBCDlQTyA4ExHI7/o/J4xRNgdj2wyXaU1+d0s0/+YHkDBx1j52b5eezcQKBm5HMlI++WoprWjDwonetBAnkhhBBCCDH4SCA/UEy7HqIyoK4Ifn3V5ZdNVhvedZORV7Px0zJl7JwnDI+XjHxvtGbklUA+1dG1vq7ZQm2z61tKhBBCCCGE6O8kkB8o9EEw+z7l8apnoNm12fAT05XS+vyqJirqWzo9ZvleGTvnSWpGvry+hZomCUBdpQbyyY7S+lCjnphQAyAN74QQQgghxOAigfxAknU5xI+GpipY84JLL4kMNjDCEVhuze8Y/DebrazZL2PnPCki2EBiRBAg5fXuUAP5FMfeeGjNykvDOyGEEEIIMZhIID+Q6PRw8l+Ux2tegIZyl17m3CffSXn9WsfYuZSoYEYnydg5T1Eb3skIOtcVO/bIp0S1BvJp0TKCTgghhBBCDD4SyA80486FlMlgqoefn3bpJeo8+S2dNLxbvqe1rF7GznmOjKBzT5PJSlWjsg0hJTLE+bw6Sz5fAnkhhBBCCDGISCA/0Gg0cMqDyuP1r0F1Xo8vyXI0vNuaX4Pdbm/3uRWO/fEnjpayek+SjLx7imuVsvpQo47IkNaGi2lSWi+EEEIIIQYhCeQHohEnw9DjwWpSxtH1YFxKBAadhsoGE/ltAqJDFQ0cKG9Ar9Uwa2ScN1c86DhH0JVLRt4VRdWto+faVoZIab0QQgghhBiMJJAfiNpm5XPehfLfuj08SK9jfEqkcnibffJqWf20oTFEBBu8stTBSs3IHyxvxGqz93C0aB09F9LueWezOwnkhRBCCCHEICKB/ECVcTSMPgPsNvjp0R4PVxvebWkXyCvz46VbveelRYcQpNdistrIr2r093ICXlFNa0a+LXWPfGldCyaLzefrEkIIIYQQwh8kkB/ITvkroIEdn0FhTreHZrfZJw+OsXO56tg5mR/vaVqthmHx0vDOVa0Z+faBfFyYkSC9Frsdih3HCCGEEEIIMdBJID+QJU2ASZcoj5f9vdtDszOiANhWUIPFamPdgUqazTaSI4MZkxTRt3XYbLDvRyjb27fzDDDS8M51aiCffERpvUajaW14J+X1QgghhBBikJBAfqA76X7Q6pVA+uDqLg8bHh9OeJCeJrOV30rr25TV93HsnN0Oi++Bdy6CF6bDS8fBqn9D1aHen3OAkBF0rlMD+ZTo4A6fU8vrJZAXQgghhBCDhQTyA13scDjqGuXx0keUwLoTWq2GrHQlK78lr5oVbebH95rdDt/dBxsWAhrlhkLxNvjxb/CfLHhtDqx9CeqKe/8e/Ziakd8vGfkeFTv2yKdEdQzk1QZ4MoJOCCGEEEIMFhLIDwYn/An0IZC3Fn77ocvD1IZ3X28tItc5di6+d+9pt8OSv8K6l5Q/n/tf+ONvcPazymg8NJC/Hr67F54eC2+eDRvegMbK3r1fP+QcQScZ+W41maxUNZoBSIkM6fB5NSMvI+iEEEIIIcRgIYH8YBCZAjN+rzxe+ndlz3onsh0Z+VX7ygGYmtnLsXN2u7In/5f/Kn8++99w1O8gNBamXQ/XfQ337IbTn4D0owE7HPwZvr4LnhoF714CWz6A5lr337sfGe7IyJfXm6hxBKqio+Japaw+1KgjMkTf4fMygk4IIYQQQgw2EsgPFrPugqBIKNkGOz7t9BA1I6/q9di5Ff+Cn59WHp/xL5h2Q8djIpLhmD/ATUtg/laY8zdIngQ2i1I18NktSlC/6Hew43MwD7wgLTxIT1JkEAD7yyUr35Wi6tbRc531a1Cb3UlGXgghhBBCDBYSyA8WobFw7J3K458eBWvHDHByZDCJEUHOP/dqf/zPz8Dyx5THp/4DZtzS82tiMuG4u+EPq2Deeph9P8SNAksz7PoSProWnhwJn/4e9n4PFpP76wpQ0rm+Z62j5zqW1QPtutbbu+gBIYQQQgghxEAigfxgcsytEBoPlbmw+Z0On9ZoNM6sfHJkMGOT3Rw7t+YFWPqw8viUB+HYO9xfY8JomH0f3L4ebvlZqSSIGgKmeti6CN67VMnUf3kH5K4Am9X99wggsk++Z0U1rRn5ziiZemix2KhoGDg3eYQQQgghhOiKBPKDSVA4nPBH5fGKJzotV585PA6AUyckuTd27tdX4fsHlMez74fj7+nbWjUaSMmCuQ/DXVvhxh9hxh8gPAmaq2HT2/D2ufDWuWBu7tt7+VFr53oJ5LvSmpHvPJA36rUkRSifk871QgghhBBiMJBAfrCZdgNEZUBdEax/rcOnr5mZyUtXT+W+M8a6fs4Nb8Bixw2C4xbAifd6aLEOGg1kTIcznoAFu+Dar2DqdWAMh0OrlCZ5/bSkeriU1vdIDeSTuyitB0h1zJeXhndCCCGEEGIwkEB+sNEHKaXroOxnP6IzvF6n5fSJyYQaO3YH79Tmd5VAGmDm7UpJvTuZfHdpdTDsBDjnP3D5u6DRwZb3Wzvk9zMjHKX1BysasFg7nyYw2KmBfEp05xl5gLSYUEAa3gkhhBBCiMFBAvnBKOtyiB8NTZWw5vnen2frh/DFPOXx0bcoze28GcQfafhsOP2fyuMlD8LeH3z33h6SGhVCsEGL2WonX8rCO1Xs2COf0kVpPbRm5OV7KIQQQgghBgMJ5AcjnR5O+rPyeM0L0FDu/jl2fKaMiMMOU69Xyt59GcSrjr4ZjrpWWccnN0LZHt+voQ+0Wg1D45SsvOyT76jJZKWqUZmwkBLZdWl9uoygE0IIIYQQg4gE8oPV+PMgZbLSDf7nZ9x77a6v4ZObwG6DyVfDWc/4J4gH5X3PfAoyZ0FLLbx3GTRW+mctvTQiUfbJd6W4VimrDzXqiAzpertHapsRdEIIIYQQQgx0EsgPVhqNsp8dlKZ3NfmuvW7v9/DRdWCzQNZlcO5zoPXzZaQ3wqVvQ/QQqDqgrM9q9u+a3DAiXjLyXSmqbh09190UhbQYycgLIYQQQojBQwL5wWzEyZB5HFhblHF0Pdm3FBZdDTYzTLgAzvuf0nwuEITFw+XvgyEMDqyA7//s7xW5TDLyXWsdPdd1WT1AmiMjX9VoptFk8fq6hBBCCCGE8CcJ5AczjQbmPKQ83vwulO/r+tjcFfDBlWA1wdiz4cJXlb32gSR5Ilz4ivL415dh45t+XY6rhsfLLPmuFNW0ZuS7ExFsICJYuR5llrwQQgghhBjoJJAf7DKOhtFngN0KP/2j82MO/QLvXw6WZhh9Olz8BugMvl2nq8adDSf/RXn8zT1wcLV/1+OC4Y4RdBUNJmoa+8+WAF9ozch3H8hDa1Ze9skLIYQQQoiBTgJ54Qh8NUon+sKc9p/L+xXevQTMjTDiFLjkLWVPeiA7/o8w8SJlH/+Hv4OqQ/5eUbfCgvQkRyqB6v5yycq3pQbyyT2U1oME8kIIIYQQYvAIiED+hRdeYOjQoQQHBzNjxgx+/fXXbo+vrq5m3rx5pKSkEBQUxOjRo1m8eHGnx/7zn/9Eo9Fw1113eWHlA0TyRJh0sfJ4WZusfMEmeOcipbP9sBPg8nfB0HNm1O80Gjj3eaUrf2MFvH8FtNT5e1XdGpHoaHhXKoF8W2ognxLtQkZeGt4JIYQQQohBwu+B/KJFi1iwYAEPPfQQmzZtIjs7m9NOO43S0tJOjzeZTMydO5eDBw/y8ccfs2fPHl599VXS0tI6HLt+/XpefvllsrKyvP1l9H+z7wetHvYtUUrpi7bC/52vjHQbcixc8QEYes6KBgxjKFz+HoQnQekO+PQWsNn8vaouqfvkc8ul4V1bxY498ikulNY7R9DJHnkhhBBCCDHA+T2Qf+aZZ7j55pu5/vrrGT9+PC+99BKhoaEsXLiw0+MXLlxIZWUln3/+ObNmzWLo0KGceOKJZGdntzuuvr6eq666ildffZWYmBhffCn9W9wImPI75fHi/wdvnwfNNZB+NFz1IRjD/Lu+3ohKg8veBV0Q7PkGfnrU3yvqkrpPXjLyrZpMVqocPQNSIl0vrS+sbvbquoQQQgghhPA3v7YdN5lMbNy4kfvvv9/5nFarZc6cOaxZs6bT13z55ZfMnDmTefPm8cUXX5CQkMCVV17Jvffei07XOgpt3rx5nHXWWcyZM4d//KOLJm4OLS0ttLS0OP9cW1sLgNlsxmwO3OZj6to8tsZjF6Df8j6aku0A2FKmYL3sA9AGQwB/H7qVPBnNWf9G/+Vt8PNTWOJGY59wob9X1UFmrGOPfFl9r36eHr8WAkB+pVKdEGrUEaK39/i1JUUoDRjzqxoH1PehNwbi9SB6R64FoZJrQajkWhAquRYCjzs/C78G8uXl5VitVpKSkto9n5SUxO7duzt9TW5uLsuWLeOqq65i8eLF7Nu3j9tuuw2z2cxDDymj1D744AM2bdrE+vXrXVrH448/zsMPP9zh+R9++IHQ0FA3vyrfW7JkicfONT72FEaVfkN1yBB+if895mWrPHZu/wlnfOKZjCpdjOaLeazeVUh16HB/L6qdyhYAPQfL6/nqm8XoNL07jyevBX/bW6MBdIRrLXz77bc9Hl9jAtBTXNPUp+/hQDKQrgfRN3ItCJVcC0Il14JQybUQOBobG10+NsAGgffMZrORmJjIK6+8gk6nY+rUqRQUFPDkk0/y0EMPkZeXx/z581myZAnBwa41Zrv//vtZsGCB88+1tbVkZGRw6qmnEhkZ6a0vpc/MZjNLlixh7ty5GAweGgdnnYvltx8IG3YCc4MiPHPOQGA7DdtHV6Pbt4QTCl/Gcv0SiEj296qcbDY7T2xbSrPZxqRjTmRonHtbGbxyLfhZy+ZC2LmdkWlxnHnmtB6Pt9ns/D3nR8xWmDrrJOee+cFoIF4PonfkWhAquRaESq4FoZJrIfColeGu8GsgHx8fj06no6SkpN3zJSUlJCd3HmSlpKRgMBjaldGPGzeO4uJiZ6l+aWkpRx11lPPzVquVlStX8vzzz9PS0tLutQBBQUEEBQV1eC+DwdAvLmqPrtNggEnne+ZcAcUAFy+E1+agKd+D4ZNr4brFAdWFf1h8OLuKajlU2cKo5OhenaO/XLOuKK03AZAaHery15QSFcLhykZK6i1kJgyM70NfDKTrQfSNXAtCJdeCUMm1IFRyLQQOd34Ofm12ZzQamTp1KkuXLnU+Z7PZWLp0KTNnzuz0NbNmzWLfvn3Y2nQg37t3LykpKRiNRk455RS2bdtGTk6O879p06Zx1VVXkZOT0yGIF4NIcCRc8T4ER0PBRvjqTrDb/b0qpxGOhne5MkseaB09l+pCx3pVa8M76VwvhBBCCCEGLr93rV+wYAGvvvoqb731Frt27eLWW2+loaGB66+/HoBrrrmmXTO8W2+9lcrKSubPn8/evXv55ptveOyxx5g3bx4AERERTJw4sd1/YWFhxMXFMXHiRL98jSKAxI2AS98GjQ62LoLV//H3ipyGJygj6PaXygg6aA3kk6NcL5F3jqCTQN5lVpudl1fs548fbaHFYvX3coQQQgghhAv8vkf+sssuo6ysjAcffJDi4mImT57Md99952yAd/jwYbTa1vsNGRkZfP/999x9991kZWWRlpbG/Pnzuffee/31JYj+ZviJcMYTsPiP8OPfIGEsjDnd36uSjPwR1EA+JdqNjHyMBPLuKKpp4q4Pclh3oBKAMyYmc8q4pB5eJYQQQggh/M3vgTzA7bffzu23397p55YvX97huZkzZ7J27VqXz9/ZOcQgN/0mKNkBG9+AT26Cm5ZA4ji/LmmEIyOfWyYZeYDiGiUYT3GjtD5dzchXSSDfkx93lvD/Pt5CVWPrmJOdhbUSyAshhBBC9AN+L60Xwi80GjjjX5B5HJjq4P3LobHSr0saFq9k5CsaTFQ3mvy6Fn9rMlmdAWZKpJTWe1KLxcrDX+3gprc3UNVoZmJaJL87JhOAnUWud0oVQgghhBD+I4G8GLz0RmW/fPQQqDoIH14DVnOPL/OWsCC9M/u8f5Bn5YtrlbL6UKOOyBDXC4fU0vrC6ibsAdTIMFDkltVz4f9+4Y3VBwG48bhhfHLrsZw+UZkSIoG8EEIIIUT/IIG8GNzC4uCKD8AYDgd/hu/u8+tyhjv2ye8vG9z75IscGfXkqGA0Go3Lr1NvhDSarFQ3+u+mTCD6ZGM+Z/93FTsKa4kNM7Lwumn89ezxBOl1jEuJBOBQRSN1zfJ9E0IIIYQIdBLIC5E0AS58BdDA+teU//xE9skrWkfPuV5WDxBs0BEfHgRIeb2qvsXC3YtyuOejLTSarBwzPJbFdx7PyWNb98LHhhmdN0F2F9f5a6lCCCGEEMJFEsgLATD2LDj5L8rjb+6Bnx4Hm83nyxgeLxl5ULqpg5KRd1eao8u9BPKwo7CWs5/7mc82F6DVwD1zR/PuTcd0+n0d78jK7yyU8nohhBBCiEAngbwQquPvgRm3Ko9X/BM+uBKaa3y6hBGJakZ+sAfyaka+F4F8m33yg5Xdbmd5kYZLXlnHwYpGUqOCWXTLTO44ZRQ6bedbFcanSiAvhBBCCNFfSCAvhEqjgTP+Cef9D3RBsPdbePVkKNvjsyUMd5TWH6poxGz1fUVAoCh2BPLJbpbWA6QN8hF0lQ0mbnl3M58d1GG22jl1fBKL5x/P9KGx3b5OzcjvKpZAXgghhBAi0EkgL8SRplwFN3wHkWlQsQ9ePQV2fe2Tt06JDCbEoMNis5NX2eiT9wxEhY5APiXa/Yz8YB5Bt2Z/BWf8ZyU/7SlHr7Hz0Nljefl3U4kONfb4WjUjv7u4DssgvokkhBBCCNEfSCAvRGfSjoLfr4DMWcqc+UVXwbJHvb5vXqvVOOfJD+aGd8WOPfIpvdojP/hK6y1WG8/8sIcrX1tLSW0Lw+NDWTDJytUzhrjc9T8jJpTwID0mi43c8sF77QkhhBBC9AcSyAvRlfAEuOYLmPEH5c8r/wXvXw5N1V59W3Wf/GBteNdkslLlGB2XEul+af1gy8gXVjdxxatreW7ZPux2uHRaOp/degxpYe6dR6vVMC4lApB98kIIIYQQgU4CeSG6ozPAGU/A+S+BPhh++17ZN1+622tvOXyQZ+SLa5Wy+lCjjsgQvduvT3c0uyuvN9Fstnp0bYHmhx3FnPGfn1l/sIrwID3/uXwy/7o4m1Cj+983aNO5vkgCeSGEEEKIQCaBvBCumHyFY998OlTuh9dOgV1feeWtBntGvqi6dfScq2XhbUWFGAg16oCBW17fbLby0Bfb+f3/baSmyUxWehTf3Hkc501O69N5pXO9EEIIIUT/IIG8EK5KnQK3rIChx4OpHhZdDcv+ATbPZn2dGflBuk+5dfSc+2X1ABqNps0++WaPrStQ7Cut54L//cJbaw4BcPPxw/j4D8eSGedmLX0nxqdEAUpG3m639/l8YnCqbTZzuGLwNusUQgghfEECeSHcERYPv/scjrlN+fPKJz2+b354ghKQVTaYqGoweey8/UVRTWtGvrfUWfIF1QMrmGg0Wbji1bXsKqolLszIG9dP589njceo98w/5aOSwtFpNVQ2mCipbfHIOcXgc+3CXzn56eXOMZJCCCGE8DwJ5IVwl04Ppz8OF7zi2Df/A7x6EpTu8sjpQ416Uh1BbG754Cuvb83I9z6QTx2gs+QXrc+jrK6F9JgQFs8/npPGJHr0/MEGHSMTlK0dO4tqPHpuMXjsLqrDYrPzW2mdv5cihBBCDFgSyAvRW9mXwQ3fQ9QQqMxV5s3v/MIjpx7uCKb2lw6+8no1i5fcy9J6aB1BVzCASuvNVhuv/XwAgD+cOIKkyN7f6OiO7JMXfdFkstLkaDIpGXkhhBDCeySQF6IvUifD75fDsBPA3AAfXgNLH+nzvvkRjvL6/YMwI1/o+OU/JboPpfXRA6+0/qsthRRUNxEfbuTiqelee5/B1rl+R2ENJz75E4vWH/b3UgaEysbW7UCldbI9QwghhPAWCeSF6KuwOLj6M5h5u/Lnn5+G9y6Fpqpen3JwZ+SVcvgUD+yRHyjN7ux2Oy+vyAXg+lnDCDbovPZegy0j//qqAxyqaOSvX+xgX+ngu3HmaW37epTUDoy/f0IIIUQgkkBeCE/Q6eG0R+HC10AfAvt+hFdOgpKdvTrdCEcgP9j2yDeZrFQ1mgFIiex9ab26R76opgmbrf93X/9pTyl7SuoID9Jz9TGZXn2vcY6M/MGKRupbLF59L39rsVhZsqMEAJPFxp8+3oI1QK8Xk8XG37/eyYcb8vy9lG5VSCAvhBBC+IQE8kJ4UtYlcOMPyr75qgPw2hzY8Znbp1E71x+uaMRstXl6lZ3aV1rPE9/tpsGPwVux4xf/UKOOyBB9r8+TFBGETqvBbLVTVt//y3tfXL4fgCtnDCEqxODV94oNMzqrIXYP8PL6n/eWU9diIT7cSHiQnk2Hq3lj9QF/L6tTTy/Zw+urDvDoN55pquktlQ2tf99k8oEQQgjhPRLIC+FpKVmOffMnKvvmP7oOlj3q1imSI4MJNeqw2OwcrvT+Pm+73c78Dzbz4vL9vP+r//YKF1W3jp7TaDS9Po9epyXZ0Qwuv593rt94qJL1B6sw6DTcMGuYT95zsOyTX7ytCIBzslN54MxxADz1wx4OlgfWlpZf9pfzykpla0VNk5kWS996cHhTZYPZ+bhUMvJCCCGE10ggL4Q3hMXB1Z/CsXcof175L7fG02m1GobFK1n53DLvBxW/7K9gh2NP9NZ8/40dax091/uyelVrw7v+Hci/uFwJ4C6YkkZyH/oGuGMw7JNvNltZslMpqz87K4Urjs7g2BFxNJtt/OmTrQGzJaOm0cw9H27B3mY5VW2C5UDTNiNfWtcSMN9HIYQQYqCRQF4Ib9Hp4dR/KB3tAQ6vcevl6j75/WXe3yevZvtA6eLtL0U1rRn5vmpteNd/A/m9JXX8uKsEjQZ+f8IIn73vuEGQkf/5N6WsPiUqmCkZMWg0Gp64KItQo45fD1TyzrpD/l4idrudBz7fRlFNM8Piw4gOVbZVVDQEbsl6ZZs98habvd2eeSGEEEJ4jgTyQnhbxgzlY96vbr1M3Sef6+VAfndxLSv2lqFWsueWN9Bo8s8++daMfN8D+VTH+LqCflxar3aqP3V8EiMTw332vmpp/e7iOiw+6tHga99sLQTgzEkpaLXKxZ8RG8q9p48F4J/f7ibPB9tauvPppgK+2VqEXqvh2csmO7eLVAZwcHzk2qThnRBCCOEdEsgL4W29DuTVjLx3S+tfXak09zpzYgoJEUHY7bCrqM6r79mVYkcgn+yR0vpQoP9m5Aurm/gipwCAP5zou2w8wJDYUMKMOkwWG7kBtl/cE9qW1Z+VldLuc787JpOjh8bSaLJy/6fbsNv9UxqeV9nIQ1/uAOCuOaPIzogmNswI9K9AvrROAnkhhBDCGySQF8Lb0qcpHyv3Q0O5yy8b4YOMfHFNM19uUYLFm08YzoRU/5ZUFzoC+ZRoD2bk+2kg/9rPB7DY7BwzPJYpQ2J8+t5araa1vH4A7pNfsbeMBpOV1KhgpmREt/ucVqvhiYuzCNJrWbWvnA/W+37cm8Vq465FOdS3WJg+NIZbZ48EcAbyFfWBG8irpfThQcrUCelcL4QQQniHBPJCeFtIDCQo5bruZOXVZndVjWavZeDe+OUAZqudo4fFMjkjujWQ99M++WLHHvkUD5TWp8f032Z31Y0mPlivTA/wdTZeNd7PN3W8Se1Wf+aklE6nIwyLD+P/nTYGgEe/2eXzqo4XftrPxkNVRATpeebSyegcpf9x/SAjX+VY29jkCEBK64UQQghvkUBeCF9In658zFvn8ktCjXpn53VvZOXrms28t1YJFn9//HAAJqRGATg72PtSk8lKVaPSjTslspvSeosJVv0byvd1e75Ux/eurtlCbXPgdvnuzNtrDtFosjIuJZITRyf4ZQ3jB2hGvtls5ccuyurbun7WMKYMiaa+xcIDn/muxH7T4SqeW/YbAH8/fyIZsaHOz8WGBQGB2+zOarNT3aT8XRubogbygblWIYQQor+TQF4IX1D3yeevd+tlasM7b3SuX7Q+j7oWCyMSwjh5bCKAMyO/u7gOs4+bnBU7MnehRh2RIfquD9z0Fvz4N/jhz92eL9SoJ8bR5bs/NbxrMll585eDAPzhxOGdZox9oW1G3l/7xL1h+R6lrD4tOoTJR5TVt6XTanjy4iyMei3L95TxyaYCr6+tvsXC3YtysNrsnJudyvlT0tp9PjY8sEvrqxtNzjF5Y5KV60cy8kIIIYR3SCAvhC+ogXzBRrC6nh1WR9B5epa82Wpj4Sqlyd3Nxw9v7dodE0pEkB6TxeaTsXdtFVW3jp7rNng99IvjBVt7PGd/HEH34YY8KhtMZMSGcNakrjPG3jY6KQKdVkNlg2lAZVW/cZTVn5XVeVl9WyMTI7hrzigAHvlqB6VeDkof+WoHhyoaSYsO4e/nT+zw+UAvrVfXFR1qIM3Ro0IC+cBkt9t5ftlv/LS71N9LEUII0UsSyAvhC3Ejlb3ylmYo7jkAVbVm5D0byH+ztYjCmmbiw4PaZf20Wg3jHJnYHQW+LaluHT3XQ8d6taqhrhCaqro9VD1Xf9knb7baeGWlMnLu5uOHo9f575/oYIPO2XBxZ5F/eiZ4WpPJytJdjrJ6F2+S/P744WSlR1HbbOHPn2/3WnXCt9uK+HBDPhoNPH1pNlEhhg7HBHrXerXRXWyokaRINZAfODeBBpI1uRU89cNe7v90m7+XIoQQopckkBfCF7TaNvvkXW9415qR91x23G6387IjWLzu2EyCDbp2n1f3Rvt6n3xRTWtGvks1BVDTpot46a5uz5nWzxrefbO1iILqJuLCjFwyNcPfy3FeC/4aR+hpy/eU0miykh4TQlZ6lEuv0eu0/OviLAw6DUt2lvDllkKPr6u4ppn7HAHVrSeO4JjhcZ0ep2bkKwI0kFcb3cWGtQbyFQ0tPt+mI3qWk1cNKFuaGk0W/y5GCCFEr0ggL4SvZBytfHQjkFcz8ocrGz32y/DqfRXsKqolxKDj6mMyO3xe3Se/w8ed61sz8t0E8vlHfO9KdnR7TrVZYH/YI2+323lpxX4Arjt2KCFGXQ+v8D7nPvkB0vDua7Wsvotu9V0ZmxzJ7ScpJfZ/+3IH5fWeyzLbbHbu+SiHmiYzk9KiuGvO6C6PVTPyNU3mgAyO1RsMMWFGYkON6LUa7HY8+v0SnrHFEciD8v8XIYQQ/Y8E8kL4irpP3o1APjkymFCjDovNzqEKz/yy9fJKJVi8bHoG0aHGDp9XO9f7uslZsSOQT+6utD5PbRboCMJ6yshH95+M/PK9ZewuriPUqON3MzveYPGH8Smt10J/12SysmyXsh+4u271XbntpBGMS4mkqtHMQ190fwPJHQtXH2D1vgpCDDqevXwyRn3X/1uODjWi3n+oagy8rLxa8h8XZkSr1ZAYoXTZl/L6wLMlr/VG7WEP/b9FCCGEb0kgL4SvpB4FGh3U5kNNvksv0Wg0zqy8J8rrdxXV8vNv5Wg1cONxwzo9ZlRSOEadlrpmC3mVvguACx2BfEp0Nxl5dXzfyFOUjy6W1veHZncvLVdusFx59JBOb7D4wzjHCLGDFQ3Ut/Tv8tuf9pTSZLaSERvCpDTXyurbMui0PHlxFjqthm+2FfGtI7vfFzsLa/nXd3sA+MvZ45xbabqi02qICQ3cffKVbUrrARId5fXqTToRGEpqm51TQkAy8kII0V9JIC+ErwSFQ9IE5bE75fXxyi/3nmh49+rPyt74MyaltJtP3ZZBp2V0svKeviyvL3bskU/pqrTe3AxFW5THU69XPpbugG6qBtRZ8qV1LZgsgVeKrNp0uIp1Byox6DTceHznN1j8IS48iOTIYOx22FPcv7Py32xVy+pTez3Sb2JaFLeeOAKAv36x3bknvDeazVbuWrQZk9XGnHFJXHn0EJde5+xcH4Aj6I4M5JMilYx8aZ0E8oFk2xGNTD1V7SWEEMK3JJAXwpd6MU/eUw3vimqa+DJHadR1ywnDuz12gqOk2lcN75pMVqoalbF8KZFdlNYX5YDNDGGJMHKOUt3QXAN1XWdG48KMBOm12O2BnRVUs/HnTU4jpaeu/T42EPbJN5osLN3tXrf6rtxxykhGJ4VTXm/i4a96X2L/z293s7eknvjwIJ64aJLLNxdiA7jh3ZGBfHKkjKALRFvzlRu0IY5Gp5KRF0KI/kkCeSF8yblPfp3LL2kdQde3QP7N1Qex2OzMGBZLVnp0t8dOSPNtwzu1zDPUqCMyRN/5Qer3LONoMAQrI/0ASnZ2eV6NRuPcJ59fHZi/rO4rreOHnUqQ+YcTu7/B4g9q5/r+vE9+2e5Sms02hsSGMtFxbfdWkF7Hkxdno9XA5zmF/Oj42blj+Z5S3vzlIABPXZJFXHiQy6+NC+9/pfWyRz6wbClQ/l2fMz4JkEBeCCH6KwnkhfAltXN90RYwu7Zv25mRL+99aX1ds5n31h0G4BYXgkW1c72vgrei6tbRc11mJtXtCOrNkMRxysfSrgN5aLtPPjCzgi+vULY7zB2fxMjECD+vpqOBkJF3ltVnudetvivZGdHc7KhqeeCzbdQ0mV1+bUV9C3/8aCugTCeYPSbRrffuTxn5JMnIBxybHbY7SuvPzU4FIL+qEavNd41NhRBCeIYE8kL4UvQQCE8CmwUKN7v0kmHxSka+utHc6yzcB7/mUddiYWRiOLNH9xw4jE2ORKNRMmm+GB3VOnqui7Jyu71NIO+4GZI4XvnYQ8M79ZyBOIKuqKaJz3MKAPiDY+91oFEz8ruL67AE4MiznjS0WPhpj6NbfR/L6tu6e85ohseHUVrXwj++7v5mksput3PvJ9sor29hdFI4950x1u33jQ1TsvcVATbSzW63d71HXjLyAaO8GWqbLQTptZwwOh6jTovZau8XDUGFEEK0J4G8EL6k0bg9Tz7EqHOWh/emvN5stbFw9QEAfn/8cLTanjOSYUF65w0EX+yTL6ppzch3quogNJSC1gApk5XnktRAvodZ8jHqCLrAKx9duOoAZqudo4fGMjUzxt/L6dSQ2FDCjDpaLDYO9KEqxF/UsvqhcaHOShNPCDboePKSLDQa+GhjPssdNwu68/6vefy4qwSjTsuzl00h2LFH2R3OZncBlpFvMFkxOW70xDluNqgZ+WLJyAeMQ/XKv/8T06II0utId/z7mCfl9UII0e9IIC+Er/VinnxfRtB9vbWQoppmEiKCOG9KqsuvU+fJ+2KffGtGvotAXv1epU5W9sdDa0a+bA/YrF2eW+1cH2il9TWNrdsdbp0dmNl4AK1Ww7h+vE/e02X1bU3NjOX6Y5UpAw98uo265q5L7PeX1fPI18pNpz+dPsa5ZcFdgVpar3bRDzZoCTEqNyiSIpS/qzVNZprNXf8dFb5z2BHIZzv6pAyJU6aXHJJAXggh+h0J5IXwtbYN77oZndaWuk/e3RF0drvduQf7umOHEqR3PQOoZi99kZFXO8ond1Van+8I5NOPbn0uZijoQ8DSDJUHujy3Ws1QEGClo/+39iANJitjkyOYPSbB38vpVn/dJ1/fpqz+TA+W1bf1x9NGMyQ2lMKaZh7/dnenx5gsNu76IIdms43jRsZzw6zejxgM1Ix8ZaOyHjUbDxAZoifYoPyaIeX1gUHNyGdnKDdqMx1jSGUEnRBC9D8SyAvhaynZoDNCYzlU5rr0khG9zMiv2lfO7uI6Qo06rp6R6dZrnd3KfRC8FToC+ZTorjLybTrWq7Q6SBijPO6m4V16TGsgb3fxxom3NZutvLH6IKA0H/R0ptjT+mvn+qW7Smix2BgWH+b8Gjwt1KjniYuyAHhv3WF+2Vfe4Zhnf9zLtoIaokMNPHVJtkvbW7oSG6Bd6ysblEA9JszgfE6j0bQ2vJNZ8n5nstgocNwLVjPyGY5AXkrrhRCi/5FAXghf0we17vN2cZ788F5m5F9ZqdwouGx6BlGhhh6Obk/NyB8ob6C+xeLWa91V7Ngjn9JZaX1LPZQ49sGr1QwqFxreJUUGo9Eov8SW1wdG8PPRhjwqGkykRYdwdpbr2x285sBKWPVslxUibTPygXIzxBXOsvpJni+rb2vmiDh+d4xyo+zeT7fS0Obvy7rcCl5csR+Axy+Y1HUfCBeppfVVjaaA6jReUa82ums/Sk8tr5fO9f63t6Qei11DVIieTEdJfWaccpP4UGX/638hhBCDnQTyQviDs+Gda/Pk1dL6w5WNmCyudQ7fWVjLz7+Vo9NqelXKGxceRLIjm7bLi5nYJpOVqkZlb3FKZCel9QUbwW6DqAyIPKI82oWGd0a91hlMBEJnZovVxis/KzdYbj5+GAadn/8ZbqiA96+AHx+CQ790esjopAh0Wg0VDSZK6/pHiXR9i4Xle8sAZX+8t917xljSokPIq2ziye/3AMre8AUfbsFuh0umpnOGB8r7Y0KVQN5uh+rGwLgxBcqNBWgt/VclOjrXyyx5/1Pnx2elRTlvbKkB/aGKxn51k04IIYQE8kL4h5sN75Iigwgz6rDa7Bx2MXPyqiNYPHNSirN80l3OffIF3mt4p3a0DjXqiAzRdzzgyLFzbTlnyfcwgs5Rsh8I++QXby8mr7KJmFADl07P8PdyYPW/weTYslGxr9NDgg065/aO/rJPfumuEkwWG8MTwhibHOH19wsP0vPPiyYB8OYvB/n1QCV//Xw7BdVNZMaF8tC5EzzyPgadlqgQpbomkMrr1eZ76o0GlVpaXyoZeb/bmu8I5NOjnM9lxCj/b6hrtlDT1HWzRiGEEIFHAnkh/EENSkt2QHPPgZFGo3GrvL6wuomvthQCysi53vJFw7ui6tbRc52WP6uN7o4sqwdIdARHFfvB3HWgkOb4ZdXfs+TtdjsvLlfKrK87dhihxk5uXPhSbRH8+mrrn6sPdXlof+tc/7WjrP5sL5fVt3X8qAQud9ycufntDXy5pRCdVsOzl00mPMhzP+u48MDrXK92rVfXplJnycsIOv/b5rghOymttV9EiFFHYoTyM5KGd0II0b9IIC+EP0QkQ/QQwK6UjrtAHUHnyiz5N1YfwGKzM3N4HJPaZF/cNd45gs6Lgbxz9FwnZfU2W2tGPn16x89HJENwNNitUL63y/cIlIz8yt/K2VVUS4hBxzUz3Ws+6J0FPal0/ccR6FYd7PJQXzY/7Ku6ZjMr9ihl9Wf6oKy+rQfOGkdyZLAzu3nnyaOYMiTGo+8RiJ3r1dL62LDOM/KyR96/6lss7HPcBM5Ka///hEwZQSeEEP2SBPJC+Iub5fXqPvncHjLytc1m3v81D4Dfn9D7bDy0ZuR/K61zeW++u4pqWjPyHVT8Bs3Vypi55EkdP6/RuNTwLj1ARtC95MjGX350BjFHBDw+V3kANr2lPJ5xi/KxquuMvLPhXT/IyP+4qwST1caIhDDGJHm/rL6tyGADj180CZ1Ww9HDYpl30giPv0cgzpLvubRe9sj707b8Gux2iDHaSYho35BwSKxyk1g61wshRP8igbwQ/tJ2nrwLhrs4gu79dYepb7EwKjG8z/PJ02NCiAoxYLba+a20rk/n6kprRr6TQF69yZE2FXRddN13oeFdmmMEnT+b3eXkVbMmtwK9VsNNfdju4DErngCbBYafBJOvUp7rJiOvltYfrPD+FIO+cnarz0r1y2i/k8Yksurek/i/G49G74Vmhmpn+MoAmcIArdUBHUvrJSMfCLbkVwOQGd6xod0Q5yx56VwvhBD9iQTyQviLWiqev0EpIe/BiDZ75LvqLmyy2JzzyW8+oe/zyTUajbOk2lvl9cWOQD65s9J65/z4TsrqVS40vEsNgIy8mo0/d3IqadGdfK2+VLYHti5SHp/8V4hxlPk3livj/joRHx5EUmQQdjvsKQ7crHxts5mVe5VZ7mf7uKy+rZSoEIL0Oq+cO86ZkQ+cLLcayB9ZWq/uv24wWQP+BtBAttURyA/pJJBv27leCCFE/yGBvBD+kjQRDKHQUgPle3o8fFh8GBqNMtKqq72x32wrpri2mcSIIM6b7Jn55BNSvbs3utARyKdEd5OR76zRnUpteFeys8tD1MC5utHcbsa3r+wvq+f7ncUA/OFEz5dau+2nR5WRfmPPhvSpEBwFIbHK57ppeNcf9sn/uFMpqx+VGM5oH5fV+0qgldabLDbqmpW/V7FHlNaHBemJcDT6k6y8/2zJUxrdDQnv+LkhjkD+sJTWCyFEvyKBvBD+otMrJePgUnl9sEHnDEg761xvt8Prjmz8dbOGeiwbOCFNzch7ZwRdsWOPfMqRpfVNVa03ONI7GT2nShyrfKzNh+bO1xgRbCAiWAkm/FFe/+rKXOx2OGVsov+Dy8Ic2PkFoIGT/tz6vJqV767hXT/YJ6+W1Z/pgZntgUotXw+U0nq10Z1Oq3GOxmvLOUu+RgJ5fyita6agugmNBjK6Ka0vrm2m2Wz19fKEEEL0kgTyQviTmw3vhjsb3nUsf95do2FPST1hRh1XzfBcR/TxKUqH452FtdhsnZf091aTyUpVo9LdOyXyiHLz/A3Kx9gREBbX9UlCYiDCUX1QurvLw9SbIPk+DuRLapv5dFMBALfODoBs/LJ/KB8nXdzaXwAgZqjysdvO9a3XQiCqaTKz8jelW/1Zfiyr97bYAOtaX+lsdGdAq+24nUdtZFlSJ4G8P2x1ZONHJoQR3Mn93bgwI2FGHXY75Pt5RKcQQgjXBUQg/8ILLzB06FCCg4OZMWMGv/7afVBTXV3NvHnzSElJISgoiNGjR7N48WLn5x9//HGmT59OREQEiYmJnH/++ezZ03PpshA+p86Td7XhXXzXI+iWFSq/QF82fUinWbHeGpEQRpBeS4PJ6vHxROps6VCjjsiQI+ZsO/fHd1NWr3Kl4V20fxreLVx1AJPVxrTMGKYNjfXpe3dwaA3sWwIaHcy+v/3nnIF8z53rdxfXYbF6Z4pBXyzZWYLZamd00sAtq4fAK62v7KJjvSopQm14Fzh7+gcTdX/8pLTOR5FqNBqGxCn/bzlcKQ3vhBCiv/B7IL9o0SIWLFjAQw89xKZNm8jOzua0006jtLS00+NNJhNz587l4MGDfPzxx+zZs4dXX32VtLQ05zErVqxg3rx5rF27liVLlmA2mzn11FNpaJD/QYkAoza8q9gHDRU9Hj4isfMRdDsKa9lbo0Wn1XDDcUM9ukS9TsvY5AjH+3i2vL6ounX0XIfGfM798d2U1atcaHindq4v8GHGqabJzLvrDgMBsDfebodlf1ceT7ka4o5YT3TPpfWZsaGEGnW0WGwcDMAO199sLQTgrEme6Q8RqOIcXeurGk0er5Lpja4a3akSpXO9X+XkK/9uZ6V3HsgDDIlV/n08LA3vhBCi3/B7IP/MM89w8803c/311zN+/HheeuklQkNDWbhwYafHL1y4kMrKSj7//HNmzZrF0KFDOfHEE8nOznYe891333HdddcxYcIEsrOzefPNNzl8+DAbN2701ZclhGtCYyF+tPI4f32Ph4/oIiO/cLWSRT1jQhLpMaGeXSMwPlX5BdDTnetbR88dUVZvtUCB4++rS4G86w3vfJmRf2ftIepbLIxOCufksYk+e99O7V8Gh1aDLghO/FPHz7tQWq/Vapxj6Lw1xaC3ahrNrNqndKs/KyvZz6vxrpgwpeLGarNT22z282p6DuSTHHvkZZa879ntdrbkVQOQ3UVGHiDTkZH3dNWVEEII79H3fIj3mEwmNm7cyP33t5Z4arVa5syZw5o1azp9zZdffsnMmTOZN28eX3zxBQkJCVx55ZXce++96HSdN/eqqVHuRsfGdl7W2tLSQktL6y8YtbXKL6hmsxmz2f+/JHVFXVsgr1H0TJc2HW35XqyH1mAbfkq3xw6JUX4hzqtqor6phSC9lsLqJr7ZpnREv+6YdK9cD2OTlF/ytudXe/T8+Y4yzsQIY/vzFm/DYKrHHhSBJXoE9PSesaMwAPbSnVhMJuhk7F5ShBJk5Fc1+uTvTIvFxhurDwBw06yhWK0WrD7qI9Xh3wa7Hd3SR9AC1qnXYQtN6vg9jUhTvofVh7r8HgKMTQpn46EqtudXc+YEP9+caOPbbQWYrXbGJIWTGRM8oP9d1ALhQXrqWyyUVDcSZuh6zKQv/j9RVqvcHIsO0Xf6PnGhyq8axTVNA/rnEogOVTRS02TGqNcyLC6Iw3R+LaRFKf9vOVheLz+jQUB+fxQquRYCjzs/C7cD+aFDh3LDDTdw3XXXMWTIEHdf3k55eTlWq5WkpKR2zyclJbF7d+dNq3Jzc1m2bBlXXXUVixcvZt++fdx2222YzWYeeuihDsfbbDbuuusuZs2axcSJEzs95+OPP87DDz/c4fkffviB0FDPZzc9bcmSJf5eguiDIZVBTAGqtn7H6qajuj3WbocgrY4WG7z7+Xckh8JnB7VY7VpGRdoo2L6Wgu2eX2N1HYCezYfK+eabxV3FeG77NVcLaGkozWfx4sPO54eWLSUbKDNmsua773s8j9Zm4mw0aJoqWfrl+7QYojscc8jxNewvqmrXU8NbtlRoKK/XEWWwoy/IYXFRjtff80jqvw0p1Rs4uigHizaIJY2TMHXy9WvsFs5Bg8bS3OX3EMBSrgF0/Lwtl4nWfV5cvXve2qVcSyOMNT75+fpbsEZHPRq+WbqCEZE9H+/N/0/kOP4eVxYeZvHigx0+f8Dxd+9AiW/+7olWG8qUv68pwVZWLFsKdH4tFFcrx+06XCY/o0FEfn8UKrkWAkdjo+uVUW4H8nfddRdvvvkmjzzyCCeddBI33ngjF1xwAUFBQe6eqldsNhuJiYm88sor6HQ6pk6dSkFBAU8++WSngfy8efPYvn07q1at6vKc999/PwsWLHD+uba2loyMDE499VQiI134DclPzGYzS5YsYe7cuRgMnmtuJnysbAS8spC4lsOcedpc0HX/s3w9by3bCmpJHz+VY4bF8sBTKwErp6TavXYtNJms/GfHUurNGqYdfzJJkZ3MfO+Fz9/ZBCXlHDd1ImdOT3c+r/viK8iHuMlncOYJZ7p2srzHoXI/cyalYh8+u8OnS2qb+ff2ldRatJx62lz0Ou/uLPr6vRyglEtmDOOc00Z79b2O1O7fBp0W/WuPAaCZOY85sy/v+oUHMqDmMHOmjsTexci/9PwaFr28jlJLEGecMbtjbwM/qG40c8+65YCdOy84gREJYf5ekte9mb+O8rwaxmRN5dTxSV0e54v/T3z3wRYoKWF69jjOnNlxYkZ+VRPPbv+ZOouWM844NSCumcFi8+LdsO8wJ0zMZO7cEV1eCxMqG3lx1yqqzDpOP/3UTqcPiIFDfn8UKrkWAo9aGe6KXgXyd911F5s2beLNN9/kjjvu4LbbbuPKK6/khhtu4Kijus8othUfH49Op6OkpKTd8yUlJSQnd77HMSUlBYPB0K6Mfty4cRQXF2MymTAaW/fo3X777Xz99desXLmS9PT0zk4HQFBQUKc3IgwGQ7+4qPvLOkUXksdDcBSa5hoMlXsgdUq3h49ICGdbQS2HqprJqy6iwWRldGI4Y6OrvXYtGAwGRiSE81tpPXvLGkmP80xH8OJaZW9telxY+3UXKP0CdJkz0bn69SSNh8r96Cv3wpi5HT6dGqPHoNNgttqpaLKSHuO9m4/VjSaW71XGoF08LcNvfz8NBgOGnZ9C2W4IjkJ33Pzuv58xmVBzGH1tPhhmdXrIhPQYtBqobDBT3WxzNjLzp5/2FmOx2RmbHMHY1Gh/L8cn4sKDgRpqmm0uXV/e/P9EVZNSBpgQGdLpe6TGKjfNzFY7DebWPf7C+7YV1gFwVGaM82fT2bWQGR+BTquhxWKjqtnmHBkoBjb5/VGo5FoIHO78HHqdkjrqqKN47rnnKCws5KGHHuK1115j+vTpTJ48mYULF2K399xJ12g0MnXqVJYuXep8zmazsXTpUmbOnNnpa2bNmsW+ffuw2VpHH+3du5eUlBRnEG+327n99tv57LPPWLZsGcOGDevtlymE92m1oGY/XZgnP8IxS353UZ1zD/YNszI9Vu7elQmO0WOenCFeXKPsrU1p+0tjfamj4ZoG0qe5frIeGt5ptRpSotSGd97tnv3NtiLMVkdgmezHqh6rGZYr2XhmzYeQ6O6Pd6HhXbBB57wGdxQFRsO7r7cVAXD2AJ4df6Q4dQRdvf8byFU1KIG82k3/SEF6nbMRnsyS9x2z1cb2AqVHUHZ6dLfHGnRaZ0PQw9LwTggh+oVeB/Jms5kPP/yQc889l3vuuYdp06bx2muvcdFFF/HAAw9w1VVXuXSeBQsW8Oqrr/LWW2+xa9cubr31VhoaGrj++usBuOaaa9o1w7v11luprKxk/vz57N27l2+++YbHHnuMefPmOY+ZN28e77zzDu+99x4REREUFxdTXFxMU5Nv50cL4TI35skPdwRRi7cVUVLbQlJkEOf4IICZ4OHO9U0mK1WNSgCQEtmma716MyNxHAR33WW5A+cIup471xdUe/cX1c83FwBwwZS0Ho70Lu2Wd5WgPCwBZvyh5xeogXx117PkoXWevCdv6vRWVYOJXxzd6s+cNHgC+djwwJklr66hu0x7YoQS5Mssed/ZU1xHi8VGRLCeoXE9bzcZEqv0BDoUgKMlhRBCdOR2af2mTZt44403eP/999FqtVxzzTX8+9//ZuzYsc5jLrjgAqZPn+7S+S677DLKysp48MEHKS4uZvLkyXz33XfOBniHDx9Gq22935CRkcH333/P3XffTVZWFmlpacyfP597773XecyLL74IwOzZs9u91xtvvMF1113n7pcshPc5A3kXRtAlKr+QWRzzo687dhhGvfcnSaoZeU8F8sWOmdKhRh2RIW3+KVJvZrgydq6txPHKx7LdYLMplQ5HUGfJezMjn1fZyPqDVWg0cN5k/wXyWpsJ7aqnlT8cfw8YXdg37kJGHmB8SiRf5BSyMwAy8j/sVMrqx6dEOm9yDQZqRr7Sz4G8zWanqlFZQ1cZeYCkyGB2F9fJLHkf2prfmo3XajU9Ts0YEhcK+yQjL4QQ/YXbgfz06dOZO3cuL774Iueff36ndfzDhg3j8su7aah0hNtvv53bb7+9088tX768w3MzZ85k7dq1XZ7PlbJ+IQJK2lTQaKHmMNQWQmRql4cOjQtDo1E62IcZdVw5o2/TI1ylZmEPVzZS22wmMrhve6mKHPPck6OC2ze/ynfczMiY4d4JY4crM9LNjVB9UPnzEVIdGfn8Ku9V56jZ+GNHxPl1n+nQ8mVo6oogMh2mXu/ai1wN5B3Xwq4AyMh/vVUpqz9rEJXVQ+vMdn8H8nXNFqyOm4rdZeTVWfIlNRLI+4pzfnyGa5VNmc6MvATyQgjRH7idxsvNzeW7777jkksu6XIzflhYGG+88UafFyfEoBEUAUmOPd497JMPNuicJeKXHz2EqBDfNCeJDjU639cTJdVFjl/oU6PalNVbTFCwSXncRdf0Lun0kODoDl+6q9ND0qPVjLx3Anm73c5nOUogf74fs/G01DG65Cvl8Yl/AoOLNxTUQL62ECxdl0CPS1EC+QMVDTS0WPqw0L6pbDDxy/4KYHCV1UNrIO/v0vqKBuU6CQ/SE6TXdXmcOulC9sj7zpb8aqDn/fEqtbReMvJCCNE/uB3Il5aWsm5dx32869atY8OGDR5ZlBCDkhsN7246bhhHD4vllhM7Zp29abwHy+vV0vp2WevirWBtgZBYiBvh/kl7aHiX6twj751AfltBDbllDQQbtJw+sfPJG76gXf8KQZY67LHDYfKVrr8wNA4MYYAdqvO6PCw+PIikyCDsdthdXNf3BffS9zuKsdrsTEiNZFj8wB8515Zaxl7Z4N8952pZvXpjoSvOQF72yPtEo8nC3hLl72Z2RrRLrxkSJ4G8EEL0J24H8vPmzSMvr+MveAUFBe0azgkh3KSWkuf3HMhfN2sYH94yk8QI35Zut+6Tr+nzudSseGrbQF69iZExg1614e+h4Z26R76gqskrW3A+3aRk4+eOTyaij1sPeq2xEu3aFwCwnnAv6NxYh0bj1j55wK/75L8ZpGX10NrsrrLB5NftZBX1aqM71wL5Utkj7xPbC2qx2SE5Mtj5ve+JmpGvbDBR12z25vKEEEJ4gNuB/M6dOzudFT9lyhR27uy6W7QQogdqc7fCHDAH5i+7aud6T5TWF9eoGfm2HevVRneuNcvsQN2e0EVpvTrmrslspbrRs7+omq02vtpSCMAFU7ruceB1vzyHpqWWmuAM7OMvcP/1MZnKx+qD3R7m7871FfUtrMlVyurPGixl9ZvfhQMrgdZmd2arnTo/b29ou56uOPfIS0beJ9zdHw8QEWxwVlZIVl4IIQKf24F8UFAQJSUlHZ4vKipCr3e7d54QQhUzFMISwWaGohx/r6ZTakb+t9J6ms09tEDuQaEjkE+J7iIj3xtqRr7iN2W//RGCDTriw5WAwtPl9av2lVPRYCIuzMjxoxI8em6X1ZXAupcB2J16kdJA0V0uZ+QdN3X8lJH/fkcJVpudSWlRZLowWqvfO/QLfHEbfHIzoFzLoUZlT3plvf/2yVe6WVpfVt/ibI4nvCdH3R/vYlm9yrlPXhreCSFEwHP7t7xTTz2V+++/n5qa1tLa6upqHnjgAebOnevRxQkxqGg0bs2T94eUqGBiQg1YbXbn/sveKq5pcp4TgJp8qCsEjQ5SO1b9uCQyDYKiwGZRgvlOOMvrPRzIf+Yoqz8nOxWDzvvjADv189NgbsSWehTFkVN6dw4XA/lxKREA7C6qxWK19e69+uCbbUr1w6Bpcrd1kfKxvtjZiDAuAGbJqzcRegrk48KMaDVgtdmpqJesvLc5M/IuNrpTZTr2yR+SjLwQQgQ8t3/bfOqpp8jLyyMzM5OTTjqJk046iWHDhlFcXMzTTz/tjTUKMXhkuN7wzh80Go2zvL4vDe+aTFaqHKXtKZGO0nr15kXyJDCG9naBrVn5LhrepTkqAAo8OIKuvsXCDzuLATh/ip+61VfnwUZlWoht9l9612MAINpRWl91qNvDMuPCCDXqaLHYOFjR0Lv36qXy+hbW7B9EZfUWE+z4vPXP9aUAxDob3vkxkG9wLZDX67TOahgpr/euivoW54jNSemul9aDdK4XQoj+xO1APi0tja1bt/Kvf/2L8ePHM3XqVP7zn/+wbds2MjIyvLFGIQYPtaQ871dlUHwA8kTDO7VjfahRR2SIY0tOX8vqVT01vPPCCLrvtxfTbLYxLD6MbDd/cfaYFU+A1QRDj8c+7ITen8eZke8+kNdpNYxNVrLynphi4I7vthdjs0NWepSz0/aAtu9HaK5u/XODEsjHOWfJ+y8wdrW0HlonVJRIwzuv2pqv/Ns8IiGMSDebbkppvRBC9B+92tQeFhbG73//e0+vRQiRMhm0BuUX9aqDEDvM3yvqwBNNzoocQXRyVDAaNXPsDOTdnB9/pB4a3nljBN1nm5Wy+gumpLV+Pb5Uvg9y3lMen/Jg384VPUT52FIDTVUQEtPloeNTI9l0uJqdRbWcN9l3lQjObvWDIRsPsO2j9n92ZuSV4Lncn3vk1Yx8aM+BvDJlo0ZmyXtZjrPRXbTbr1X7TRyq9G2VjRBCCPf1ujvdzp07OXz4MCZT+18gzj333D4vSohByxAMKdlQsEEJbAMwkFdL63cV1WG12dFp3Q9cixyN7lLVjvWmRmWGPPQ9kHdm5Hd0+uk0DwfyJbXNrN5fDsD5Pgxm21n+GNitMPp05ftn7kNHfmMohCdBfYlyM6m7QD7Fc1MMXFVW18K6A0pZ/aDYH99SB3u+VR5HpkNtvvKzoW1G3n+BvDp+Th2H1x3pXO8bW9RGd27uj4fWPfKF1c2YrTb/9fsQQgjRI7cD+dzcXC644AK2bduGRqNxzq9Vs1BWa986WQsx6GXMUAL5/F8h+zJ/r6aDYfFhhBh0NJmtHChvYGRiuNvnUEvr1VJbCjcrDeoiUiCqj1t0EscrH6sPK0FQUES7T6d6uLT+y5xC7HaYmhnjnzLv4m2w/RPl8Ul/9sw5Y4a2BvKpXTfNa1udYbfbfVKN8N0Opaw+Oz2KjNhBUFa/+xuwNEHcSBgyEzb/X4eMvD8D+apG18bPgcyS9wW73d5m9Fy0269PCA8iSK+lxWKjsLppcEyEEEKIfsrtW63z589n2LBhlJaWEhoayo4dO1i5ciXTpk1j+fLlXliiEINMgHeu12k1jE1R90b3bp+8GkSnqoF8fpuy+r4Gg6GxEJ6sPC7d3eHT6Y6u9eX1pj6P0AP4tE1ZvV8se1T5OOFCSMnyzDldbHg3JikCrUbpml5W55ss6zdblW71Z2UNgmw8wNYPlY+TLlUqJcCZkVcDeX91rW82W2k0KX+HYtoG8i31UFPQ4fjWjLwE8t6SX9VEVaMZg07jnCzhDq1W49wnf0j2yQshREBzO5Bfs2YNjzzyCPHx8Wi1WrRaLccddxyPP/44d955pzfWKMTgojZ7K9mhZJQD0IQ+7pMvrlEz8mrHekcgn97HsnpVNw3vokIMhDnmb/c1K7+7uJZdRbUYdBr/7NfOWw97v1XmxZ/0gOfO6+IIuhCjjuEJSkXGDh/Mky+ta2bdgUpgkJTV15dC7nLl8aSL2wTyjmZ34f5tdqfeQDDoNEQEtSnwe+dCeG5yh2A+0ZGRL5bSeq9R98ePT4kkSK/r1TlkBJ0QQvQPbgfyVquViAjlLm98fDyFhUp2JDMzkz179nh2dUIMRpGO8nK7DQo2+ns1nerrCLpCRyCfEh2sdOdXqw/62rFe1U3DO41G47GGd59vVv79mz0msX1G0leWPaJ8zL4S4kd57rwuBvKgBAzgm33yX20pwm6HyRnRpMcMgrL6HZ8pvQ/SpkLcCAhPVJ4/cvycn5rdVbUZPefcVmG3Q9EWZYJC4aZ2xydLab3XqWX1Wb3YH69St6zkSSAvhBABze1AfuLEiWzZsgWAGTNm8K9//YvVq1fzyCOPMHz4cI8vUIhByVlev96/6+hC2xF09l6MySuuUQLolKhgqMyFxgrQBXmuNLynhncxfd8nb7PZ+SJHyThe6I+y+twVcGClMuVg9r2ePXeMo7S+uvvSemjdJ7/Lyxn5opomnv1xL+DHbQy+5iyrv0T5eERpfVyb0vre/D3sKzUjH9O2Y31LLVgcgXr5b+2OV/fIVzSYMFlsPlnjYONsdNeL/fGqTGdpvXSuF0KIQOZ2IP+Xv/wFm035H/AjjzzCgQMHOP7441m8eDHPPfecxxcoxKDknCcfmPvkRydFoNNqqGo0OzvQu6rJZKWqUemqnhIZ0lpWnzoZ9EGeWaAzkO9hBF1V7wP5tQcqKKppJiJYz0ljE3t9nl6x22HZ35XH065vHRnnKWpGvvow2LrvI+DMyHsxkLfb7fzp463UNVvITo/iqhke/noDUWWu0vRSo1X6H0AnGXklgG6x2Jx71X1JzcjHte1YX1fS+viIQD4m1IBBp2Tuy+qlvN7TLFYb2wuUv4eTM6J6fR7nCDrZIy+EEAHN7a71p512mvPxyJEj2b17N5WVlcTExPhnfrIQA5Gakc//FWw20AbWCKBgg45RieHsLq5jR2GtMzB2hdqxPtSoIzJE36as3kP74wESxgIaaCiD+jIIT2j3aXUEXX4fMvKfO5rcnTUphWBD7/ai9tre7yB/PehD4Pg/ev78ESmgMyrl0bUF3d4oGOcI5A+UN9BoshBq7PVU0y69u+4wP/9WTpBey9OXTkY/GEZibftY+TjsRIhwZOLVQN7cAC31hBrDnB3GKxtMhAV5/nvfnU4z8vXFrY/L97Y7XqPRkBgRTEF1EyW1zc6/h8Izfiutp8lsJTxIz/B496eJqNqW1vtqGoUQQgj3ufXbkNlsRq/Xs3379nbPx8bGyj/0QnhS0kQlSGuu6fDLcKAY36a83h1FjuA5OSpY+Xcj37F9wFP74wGMYa1Z5U4a3qX1cQRds9nKt9uUgOV8X5d522yw7B/K4xm3tAZ5nqTVtY4B7KFzfUJEEIkRQdjtsLvY880ZD1U08NhipbLiT6eP7dW4w25ZzcoWFksAZYjt9tay+qxLW583hoPB0RugoRSNRkN8uFLF4o/O9WqTvXaj547MyB9R8q92rpd98p6n7o+flBaFVtv738kyYkPQaKDBZPXbRAQhhBA9cyuQNxgMDBkyRGbFC+FtOoPS4ApaR7MFmN42vFNL8VOjQqC5VunOD57rWK/qpuGduke+t83uftxVQl2LhbToEI4eGtvrJfbKzs+gZDsERcKs+d57H3ca3vVxikFXrDY7f/xoC40mKzOGxXL9sUM9d3KLCTa+Bf+dCq/Pga/v9ty5+6poC1T8BvpgGHt26/MaTZfl9f7oXF/ZYHasoc2WmPo2gXxLjVIV04a6T77YzS05omee2B8PEKTXkeL4OUl5vRBCBC636xP//Oc/88ADD1BZWemN9QghVAE+T763I+jU0vrkqGBlDzB2ZW65pzPL3TS8UzPyxTXNWG3uNwlTy+rPm5zap8yX22w2+Olx5fGxd0CoF28iOPfJu9Dwzkv75F9flcv6g1WEGXU8dUm2Z77XFhNseEMJ4L+6s/Xr2/K+SzctfGLbR8rH0adDcGT7z3U1S94PnevVmwexYYbWJ9uW1kOHiiI1kC+pC6AKiAFiS55SHdWX/fEq6VwvhBCBz+0Ndc8//zz79u0jNTWVzMxMwsLC2n1+06ZNXbxSCOEWZ8O7wMzIq1nYguomqhtNRIe6Nn5NLWdPjQpu7crvybJ6VTcN7xIjgtBpNZitdsrqWpSbCi6qbDCxfI+SZfR59/S8tUqm1hgBx9zq3fdSO9f7KSO/t6SOp75XgsC/nj3eGVj0mqUFNr8Dq/4NNXnKc2GJSlXDb98rEwB+eR7OeqqPK+8jmxW2f6I8bltWrzoiI9+2c72vVTrHz7XJyLctrQclkB96nPOPzkBeSus9qslkZU+JsrWlrxl5UGbJrztQKRl5IYQIYG4H8ueff74XliGE6CB9uvKxfC80Vno3+9oLkcEGhsSGcriykZ2FtRw7Mt6l16kltclRIbDXC43uVIltSuuPaBio12lJjlSabhVUN7kVyH+9tRCLzc7EtEhGJUV4etXd2/KB8nH8eRDk5ffuxSz53cW1WG12dH3MnJutNhZ8mIPJamP2mAQum57R+5NZWmDz/8HP/4bafOW58CSYdRdMvQ6MoZA8SQnkN78Ds++DMNeuZa84tBrqiiA4CkbO6fj5LjLylX4N5Ns2u3ME8mEJSll9hxF06h75gZuR90eDuB2FNVhtdhIigkiOdP3fs644O9dXygg6IYQIVG4H8g899JA31iGEOFJYHMSNhIp9kL8BRp/q7xV1MCE1ksOVjexwI5AvdATyKVFG5esC7wTycSOUGeumeiUDq2aYHdKiQ5yB/NTMGJdP+5mjrP78yT7OxpubYMfnyuPsy73/ftFqRr7n0vrMuDBCjToaTVYOlDf0uSHd88v2sb2glqgQA09clNW7oMjcrATwq/6tdN4HCE+G4+6GqdeCoU3H9GEnQOoUKNwMv74CJz3Qp/X3idrkbvz5nY9jDDtij3y4P0vruwnkhx4HOz7rcpb8QM3If721kAUfbuGvZ4/nd8dk9vwCD8lxNLrLTo/2yE2EIVJaL4QQAW8QzPARoh8L8HnyaibWnc71xTVKaX2mLU9phmUIa82ee5LOAAljlMfdNbxzY5b8wfIGNh+uRquBc7NTPbJMl+35Vvl+RWVA5izvv5+akW8oBVP3WTmdVsPYZKVCoK/75LfmV/P8T/sA+Pv5E52Bn8vMzbDuZXhuMiz+oxLER6TCGU/C/C1wzB/aB/GgNJGbdZfy+NdXevx6vcbSAju/VB5PuqTzY7oorfd1szurzU51k9rsrm3XesceebWcvsMeeeXmxEAM5Aurm7j/k22YLDae+n4Ptc1mn733lnzP7Y+H1kBeSuuFECJwuR3Ia7VadDpdl/8JITwo0BvepamBvGvBW5PJSlWj8sttcs1W5cm0o0DnpfnX3TS8S41WAkR3RtB9nqNkdo8blUCiB8pX3bJ1kfIx69J22wS8JiQagqOVxy5k5T2xT77ZbGXBh1uw2uyclZXi3s0ScxOsfRH+kw3f/kkpT49MgzOfgjs3w4zfg6Gbn9m4cyB2BDRVwaa3e/019MlvPyg3ayJSu75Z06G0XgmMfV1aX91ock6Wiwl1NLszN0NztfJ46AmOAw8rPxsH9e9NbbOFJtPAmYBjt9v508dbqWuxAFDTZObN1Qd99v5bPdSxXpUZpwTypXUtA+rnJIQQA4nbvz1/9tln7f5sNpvZvHkzb731Fg8//LDHFiaEoHUkW8FGsFq8F/D2kjqCbn9ZPU0mKyHG7m/mqR3rQ406QkrUsnovNLpTddPwLi1a+UXV1RF0drvdWVZ/wRQfZ+Pry+C3JcrjLB+U1atiMqGoWunsnjS+20PHpyjXQl8y8k//sId9pfXEhwfx9/MmuvYic5PShX71s61l3ZHpcPzdMOV3nZend0arUyYBfH0XrHkBpt+kVHX4ktqtftJFXd+scQby7cfP+brZnXrjICrEgF7nWGuDsiZ0QRA/Stnn31wDlbnOcZARQXrnNoyS2maGxod1dvp+5521h1i1r5xgg5bbZo/kmSV7ee3nXK49dihRId69jqoaTM7MeVZatEfOGR1qJDJYT22zhcOVjYxJ9nE/ECGEED1yOyo477zzOjx38cUXM2HCBBYtWsSNN97okYUJIYCEscq88JZaJaucku3vFbWTGBFEfLiR8noTu4trmTKk+73mRY6gOTkqGI03O9Y7F+go2S/Z2eFTamm9qxn5zXnVHKpoJMSg49TxyR5boku2fwJ2K6QeBQmjffe+MUOVmeY+6Fy/LreC11YdAOCJiya1L9fujKkRNiyE1f9pDSCjMuD4BTD5KtcD+Layr4CfHlN6Kmz/xDe9CFTNNbDnO+XxpE661aucpfUlYLe3Ka33bSCv3jiIa1dW77iREp6kbFeIHw3565Xyekcgr9FoSIoM5kB5w4AJ5A+WN/DY4t0A3Hf6WH43cyhfbSnkt9J63lx9kPlzRnn1/dX58cPiw4gK9dxNgyFxoWwvqJVAXgghApTH6jOPOeYYli5d6qnTCSFAycqp3esDcAydRqNhvCMr70p5fZGj0d3ocJMyRg0gfZrX1ufMyJfvBWv7/appjtJ6V/fIq7PjT5+YTFiQjysjtryvfMy+wrfv60bn+jFJEWg1UF7fQmmde/uf61ss/PHjLdjtcOm0dE4Zl9T1waYGWP0c/CcLfvizEsRHD4Fz/gN3bIJpN/QuiAel9F4d67f6Pzhrx31h11dgbYH4MUoX/a6EJSgfbWZoqnI2u2s0WWk2+64EusoRyMe0a3Tn2B+v3myId9x0OqLhXWKEY5/8AJglb7XZueejLTSZrRw7Io5rZg5Fp9Vw5ylK8P7aqlxqmry7V16dH5+d7pn98arMWEfn+grpXC+EEIHII4F8U1MTzz33HGlpPu7iLMRgEOAN7yakur5PXi2tn27YrzwRP9q7Y/Wih4AxXAl6Kva3+1RqtJKRr2ux9NiUymSx8dWWQgDO9/Xs+NLdUJQDWj1MvMi37+1G5/oQo47hCUq3enez8o8t3kVeZRNp0SH89exuSviLtsKzWbDkr8pos+ghcO5/lQB+6nWg7yGL74ppN4AxAkp3KnvWfUUtq8+6RMlmd8UQrJSsAzSUERGkx6BTjvdleX1Fdx3rIxwVK/GOTHSHhnfKTbTSAdDw7tWfc9l4qIrwID3/ujgLrWP04lmTUhidFE5ds4WFjkoTb/H0/njVEMc++cPSuV4IIQKS24F8TEwMsbGxzv9iYmKIiIhg4cKFPPnkk95YoxCDW4aakQ/sQH6nC53r1TL2iValDNUrY+fa0mi6bHgXatQ7m3T1lJVfubeMqkYz8eFBzBoR55WldmmrY3b8qFOVkYS+5EZGHlqnGLizT375nlLeW3cYgCcvySIiuJvS4F+eg8Zy5QbDuc8rAfxR13h2L3tINEy7Tnm86lnPnbc7dcXKHHuAiRf3fHybhncajaZ1lrwPR9BV9VRaDxCnBvKdz5Lv753rdxfX8swPyk2KB88ZT3pMqPNzWq2G+acoFQkLVx/wWlbebrc7S+s9HsjHSiAvhBCBzO360H//+9/tZpRqtVoSEhKYMWMGMTGuz2IWQrgobRqgUbo/1xW3ZrsChNrwbndxHRarrbXxVSeKHaX1Q5scQXW6lwN5UAL5/PVdjqCrajRTUNXEOEcQ2pnPHN3qz81O7fbr8zibrXWuuC/3a6vUQL76kFJm3sN86nEpkXy5pdDljHxNo5l7P1GmF1x37FCOHRHf/QuKtykfz3wKRp/q0nv0yjG3wdqX4PAvypYWb99w2v4p2G3K34fYYT0fH56kZLmdI+iCKKltocKHI+gqui2tdwTybUvr21w/aka+uLb/ltabLDYWLNqCyWpjzrhELpma3uGYMyYmMyYpgj0ldby+6gAL5nq+v0VBdRPl9Sb0Wo3zRpqnZKqBvIygE0KIgOR2IH/dddd5YRlCiC4FRyqNokq2K0HF+HP9vaJ2MmNDCQ/SU99iYX9ZQ7dNkQprmtFhJb5mu/KENxvdqbppeJcaFcL2gloKa7rOyNc2m1myU8k0XniUj8vqD/6szEEPjoLRp/v2vUFpHocGzI1KKbu697kLzoZ3LmbkH/pyOyW1LQyPD+Pe08d2f7CpsbVEOyXLpfP3WmQqZF8Gm99RsvJXvOfd99vmuFmT1U2Tu7baNrwD4sJ93/CusruMfIQjkI8dpmwJMTdAbSFEKX9/1EC+P2fkn1/2GzuLaokJNfDYhZPaJThUWq2G+XNGcdu7m3hj1QFunDXMo83ooHV//NiUCIINnh0BrJbW51U1YrXZ0Wm7v5EnhBDCt9xOLb3xxht89NFHHZ7/6KOPeOuttzyyKCHEEQJ4nrxWq2FcihK87yzqvry+uKaJsZrD6KxNSnAa7/kMVQfO0vquO9d3V1r/3bZiTBYbIxPDndsIfGaLo6x+woW9b+DWF3ojRDkyja50rndkBA+UN9BosnR77Lfbivg8pxCtBp66NLvH0YWU7lSy1mEJrRlfbzp2PqCBPd9A2R7vvU/5PijcDBodjD/ftdeEtQ/knSPofFla39jNHvlwR9WQztBa1VHRWl7f3/fIb8mr5oXlSs+Nf5w/icSI4C6PPX1CMmOTI6hrsfDaqlyPr8W5Pz492uPnTokKwaDTYLbanf1NhBBCBA63A/nHH3+c+PiO5Y+JiYk89thjHlmUEOIIagl6AHauh9by+h0FXWdim0xWqhrNTNU6sqrp07uele1JjrFXVB1UOp63keZoeNfdLPnW2fFpnWbdvMbUALu+VB77o6xe5UbDu4SIIBIigrDbla0WXSmra+GBz5Qy+Vtnj+CoHsYWAsoYPIDkrB5L/D0iYTSMPUt5vPo5772P2uRuxMkQnuDaa5wZ+TLAP7Pk1ZsGMZ02u2tzo6WTzvWte+RbsPtyMoAHNJutLPgwB6vNzrnZqZyVldLt8Vqthrsc4+feWH2Q6kbP/oxy8qoBz++PB9BpNc59/9K5XgghAo/bv0UfPnyYYcM67uHLzMzk8OHDHlmUEOIIaka+KAcsgbevVM3Edte5Xs3oHK3fpzzhi7J6gLB4x8guO5TtbvepngL5wuom1h6oAOC8yaleXWYHu78BU72S0fTV96ozvW1418W1YLfbuf/TbVQ1mhmbHOFsCNYjdX+8t8vq25p1l/Jx6yKoKfD8+e321kB+0iWuv65NszugzSx53/3b0KG03mZ17tlvVzHRSed6NYPdZLZS19J95Uag+dd3e9hf1kBiRBCPnDfBpdecOj6ZcSmR1LdYeO1nz3Wwt9rsbCtQR89Fe+y8bQ0ZgPvkWyxWHv1mJ5e9vGZAfV1CiMHH7UA+MTGRrVu3dnh+y5YtxMX5uKOyEINF7HAIjQerqTUzGUDGO0fQ1XSZYStyBMtTtY7MnLcbiLXlLK9v3/BOLa0v7CKQ/yKnELsdjh4W264jtU+0nR3vy0qAI7kbyPewT/6TTQX8uKsEg07Dvy+bjFHv4v+Gih3/30n2YSCfMR0yZynjC9f+z/PnL9wElftBH9Ka/XeFM5BXAufYMCXD7as98na7ncojS+sbK8FuBTStpf/QJiPfGsiHGHVEBistevpTef2a/RUsXK0E4k9clEV0qGvjDpUO9mpW/oCz439f7Sutp9FkJdSoY2RiuEfOeaTMATaCrqimicteXsurPx9g3YFKbnp7PXU9jB8VQohA5XYgf8UVV3DnnXfy008/YbVasVqtLFu2jPnz53P55X4s/xRiINNoAnqe/OikCAw6DbXNFvK72G9eVNNMIlWk2EtBo4W0qb5bYBcN79RZ8qV1LZgstnafs9vtfLY5H1DK6n2qtghylyuPXW2A5i0xjtL66p5L66H7jHxBdRMPf6lMLLhrzuhuJwW0Y7VAiWPSgS8DeWjNym98E5qqPHvubR8rH8eeCUFuBGLhXeyR91Eg32CyOv++OAN5tWN9WDzo2vTRdY6g29fuHM7O9TWBV2HUmfoWC//vY+Um6hVHZ3DS2O4bPx7ptAlJjE+JpMFk9dheeXXs3KS0KK81olMz8ocGQCC/Zn8F5/x3FTl51UQG60mICGJvST3zP1C2SgghRH/jdiD/97//nRkzZnDKKacQEhJCSEgIp556KieffLLskRfCmwJ4nrxRr2VUotLwrqvy+uLaZo5Ss/GJEyCo6+72HtdFw7u4MCNBei12u5KpaWtXUR17S+ox6rScOan7fbAet+0jpbFbxjFKNYY/9TIjv7u4tt0vxzabnT99vIW6FgtThkRzywlufF0V+8DSDMZw338/Rs1VrldTPax/3XPntVlh+yfK40lu3qxRA/nGcrBZfd61Xp1XH2zQEmp0BO1HzpBXqaX1tfnQUu98Ojmqf3Wu/8fXO8mvaiIjNoQ/nzXe7ddrNK175d9cfdAjP6stjv3xk72wP141EErr7XY7r67M5erX11Feb2JcSiRf33E8r10zjSC9lmW7S3niu909n0gIIQKM24G80Whk0aJF7Nmzh3fffZdPP/2U/fv3s3DhQoxG18rMhBC94MzI/6rsrQ0wakf3nYWdd64vrG5qDeR9WVYPrQ3vjgjkNRpNl/vk1Wz8KeMSiQrx7MioHm1dpHzMvsy379sZNZCvyQdLz8HH0LgwQgw6ms02DrZpkPXOukOs3ldBsEHL05dko9e58b8ftaw+aaJvGiS2pdHArPnK43UvgbnrxohuObBCyaiHxCiN7twRGg9olJs9jRXOrHilj7rWO8vq25aWHzlDXhUa61gvyg0ZB3WffEld4Afyy3aX8MH6PDQaePLibMKD3J7cC8Dc8UlMSFWy8q/+3PesvJqRz/LS/niAzLgwoP82u2tosXD7+5t5dPEurDY7F05J49Nbj2VIXCjZGdE8dUk2AK+szOWjDXl+Xq0QQrin178RjRo1iksuuYSzzz6bzMxMT65JCNGZ1CnKTOb6EqgOvMaSE1K7b3hXXNPc2rHe14F8whjlY30JNFS0+1RnI+isNjtf5BQCcL6vy+qLt0HJdtAZYcIFvn3vzoQlgCEUsENNz7/o6rQaxqrjCB3XwoHyBh5brPQnuO/0sQxPcHM/r7Nj/ST3XucpEy+EqAxoKIMcD82UV8vqJ1ygjPlzh06vlLAD1Jc4G87VtVhosVg9s75uqE31YsM761if3PEF6j75NoG82rm+tDawS+urGkzc+4nSaPGGWcM4ZnjvewEpWXnle/HWLwepqO/9195strK7SJkMkZ0R1evz9CQjVvn3sbbZQk1j/9pLvr+snvNfWM03W4vQazU8ct4Enj5i1OU52anc6ehf8OfPtrPhYKW/liuEEG5zO5C/6KKLeOKJJzo8/69//YtLLnGj664Qwj2GEEhRsgeBOIZuQppjBF0XgXxZdR0TNY6Ozb4O5IMiIHqIYyFHNLyLVhvetWYG1+yvoLSuhagQA7PHuDgSzFPU2fGjT1eytf6m0bQZQXfQpZc498kXKeX193yYQ7PZxrEj4rhm5lD316Bm5H3Zsb4tnQFm3q48/uW/Sll8X5ibYKdjtKA73erbatO5PjLY4NwjXdXg/WCr0vEeapM9oOvSeoD4kcrHNg3v1D3ygV5a/+CXOyira2FkYjj/77QxfT7fnHGJTEqLotFk5dU+dLDfUViLxWYnPtzo/DfMG0KNyl5ygEOV/Scr//2OYs57fjW/ldaTGBHEoluO4ZqZQzsdIXrXKaM4Y2IyJquNW/5vI3kDoB+AEGJwcDuQX7lyJWeeeWaH58844wxWrlzpkUUJIbrgnCcfePvkx6VEotEoe+E7yzTF1OwgSGPBEhIPMR1HWHpdDw3vCqpbf3n71FFWf3ZWCkF6HT5jtbSOI8u+wnfv2xN3G96ltja8e2VlLpsOVxMepOfJS7LRutuUy25vHT3n60Z3bR31OwiJhaoDsPOLvp1r7/dgqlOy/BnH9O4czoZ3pWi1GmJC1YZ33s9wOzPyoW22nHRVWg+ddq5vnSUfuIH811sL+WpLITqthqcvySbY0Pd/C9rulX97Te+z8lsdZfXZ6dGdBqcuyd+obJnpQaba8K4f7JO32uz867vd3PJ/G6lvsXD00Fi+vvM4pmbGdvkarVbD05dmMyE1kooGEze/vYH6fjYW0V2NJksg7tATQrjJ7UC+vr6+073wBoOB2tquZ0gLITxAzWTnB15GPjxIz1DHfsojs/JNJiujTEom3J423T/j1LpoeHdkRr7RZOH77UpQ4vNu9bnLlRLl0DgYOce3792dXs6S33ioin8vUYK3B88Z37vMYU2+0i1eq2/9GfqDMQyO/r3yePWzfetTod6smXhR7/f8HzFLPt6HDe/U7vjtMvLqDPmI7gL535xPJToz8oFZWl9a18xfPt8OwLzZI8j2YEO5k8cmkpWuZOVfWdm7vfJqo7te74/P3wivnQLv9zxtyNnwLsAz1ZUNJq5741f+t3w/oGyFePfmGc5+DN0JNep57dppJEQEsbu4jrs+yME2QDvZr82tYOqjP7E4z8f9RoQQHuf23+JJkyaxaNGiDs9/8MEHjB/vfidXIYQb1IZ3xdvbdYAOFOO72CdfXNu6P14/tJcZyL7qouFd6hHN7pbsLKHBZCUjNoSpmT4ubd/qKKufeJH7+6a9yc1AfmxyJFqNMrLLZLUxZ1wil0xN7917q2X1CWNBH9T9sd529O+Vme9FW1rHA7qrqQp++0F53JfRgmGOLR/1ZUDrGDhfBPLqHPS4tnvk69SMfCd75OMcpfUV+8CmjK1TS+tL65oDLmCy2+3c/8k2qhvNTEiN5PaTR3n0/O2z8oco70VWfku+0lS01/vjN7wOOKpdWuq6PXRIXOB3rt+WX8M5/13Fz7+VE2LQ8Z/LJ/PgOeMxuNFUMyUqhFd+NxWjXsuPu0p48oc9Xlyx/7y+6gAWm53NFX64oS6E8Ci3A/m//vWv/P3vf+faa6/lrbfe4q233uKaa67hH//4B3/961+9sUYhhCoqDSLTwW6Fwk3+Xk0Hzs71Re0D+aKqRqY6OtZr1JsRvubMyO9ql01Nj2kN5G02O59vLgDggslpvS9Z7Y2WOtj1tfI4u+csmU8598i7VlofYtQxLF6pzogJNfDYhZN6/70scgTy/iyrV4XFwVHXKI9XP9u7c+z8EqwmZauHenOpN47IyKuBfLkPOterNwvUcn7s9tZmd2rJf1vRmUrzRkuzs2FiomPftdlqp6rRN932XfXRhnyW7i7FqNPyzKWTMeo9n7k8aUwi2RnRNJndz8rXNJo5UK7sV8/uTUa+uQa2f9r65yO2Gx0pM06dJR+Ye+Q/XJ/HRS/9QkF1E0PjQvls3rGcN7l31VRThsTw5MXKvzUvLt/Pp5t63nrQn5TXt/DTbqV6pqxZ47ORlUII73D7/07nnHMOn3/+Ofv27eO2227jnnvuoaCggGXLljFy5EhvrFEI0VYAz5OfkKo2vGs/gq6mOJdETTUWdJA62Q8rA+JGKeXZLbVQW+B8OikyGI0GTBYbe0rqWPlbOQDn+bqsfueXYGlS1pl6lG/fuyduZuQB5oxLQq/V8PiFWS6VtnZJ3R/vr0Z3R5o5DzQ6JSNfuNn916tl9ZMu7ts6jgjk45wZee+XqreW1jsC+ZY6MDuytZ11rdfpIXaE8thRXm/QaZ3bAQKpvD6vspFHvlYC23tOHc2Y5AivvM+Re+XL6lz/HmwtqAaUADsmzP3KHe32j5V/a1Ql27s9Xi2tz6v00OhFD2mxWLn/02386ZOtmCxK5c8Xtx/H2OTIPp33vMlpzDtJuV7v+2Qbmw5XeWK5AeGLnEIsbSpgcvI7HxcrhOgfenWb+ayzzmL16tU0NDSQm5vLpZdeyh//+Eeys7M9vT4hxJGc8+TX+3cdnVD3Rh8ob6ChTbMgXYGyp78wZLTSfd8f9EYlSIZ2GSijXkuSI9B8ecV+rDY72elRjHB3RFpfbXlf+Zh9uX96CHRHbXbXXA1N1S695L4zxrLpwbmcPrGTwM4damm9v0bPHSkmU9n6ALD6P+69trYQDq5SHvc5kG9tdget+9X9Ulqv7o83Rii9BDoT7/i716bhXaDNkrfZ7Pzp463Ut1iYlhnDTccP9+r7zR6dwOSMaJrNNl5esd/l1/Vpf7zdjnbz28pjdXtGyY5uXzIkVvmZFtY0+WS8oSsKq5u49OW1vP/rYTQauGfuaF753TSiQgw9v9gF98wdw6njkzBZbfz+7Y3OrVf93ccblQqD8CA9ADmHq/24GiFEX/W6XmzlypVce+21pKam8vTTT3PyySezdu1aT65NCNGZtg3vHPtNA0VCRBCJEUHY7bC7uLW8PqJMyVyWRfv5Zl9XDe8c5fVfblFmx/u8yV11XmuAl3WZb9/bFcaw1l/6Xexcr9FoiAzu4y/VjZWts+sDJZAHmDVf+bjzC6h0oyx6+yeAHYbMbB2H2FtHltY7guoKH5TWVxxZWq92rO+s0Z1KDeQrWhvetc6SD4xA/q01B1mTW0GIQcdTl2Q7R/p5S9us/DvrDlHq4g2NnDzH/vh09/fHRzfmoindAfpgOOFPypM9ZOTjw42EGnXY7ZBf5f+A9pd95Zzz31VsyasmKsTAG9dN545TRrk/EaMbWq2Gf182mXEpkZTXt3DzWxtoNPXvTvY7CmvYVVSLUafl1hOVyTGbHTeFhBD9k1uBfHFxMf/85z8ZNWoUl1xyCZGRkbS0tPD555/zz3/+k+nTp3trnUIIVXKW0nCrqarDTPRAMKGThncpdUpWtSlpql/W5JTkaMjZRcM7mx10Wg1nZ6f6dl3bPgTsMPR4iM7w7Xu7qhfl9X2mltXHDIXgXjb18obkiTByLthtylx5V239UPnY29nxbakZ+eZqsLS0Ka33biBvstioa1YCGvU9WxvddRfId+xcnxRAnev3l9Xzz293A/DAWeMYGt9FZYGHnTg6gSlD1Kx8zzeF7HY7Wxyj5yb3opN+ZsVy5cH482Hoccrjkp3d3hTWaDQB0bnebrfz8or9XP36OioaTIxPieTrO45j9phO+jJ4QFiQ0sk+PtzIzqJa7l7UvzvZq9n4OeMTmT06HoCtBbVY+/HXJMRg53Igf8455zBmzBi2bt3Ks88+S2FhIf/9rxu/wAghPENnaP0F7Jt7lNnjAcS5T77AEcibGsgwKWWj2kw/NbpTJXYeyLcdi3bCqHjiw33YHd1uhy2ObvWB1uSuLWfDu4O+e8/iAGp0d6Tj7lI+bn63tbS8O2V7lK9Hq1eCqL4Kjgato+KhocxnXeurHY3ptBpay5idje5cyMi3La13BPLFfs7IW6w27vlwCy0WG8ePiufqGX2slnCDRqPh7jnKTY531h7qsTqhuLaZsroWdFqN899al7XUkV7lqJyceq3yM9EZwVQHNYe7fakzkPdT5/r6Fgvz3tvE49/uxmaHi45K59PbjiXDsS5vSYsO4eXfTcOo0/L9jhL+/ePenl8UgEwWG1/kKBVnF09NZ2RCOME6O40mK3uKu59aIIQIXC4H8t9++y033ngjDz/8MGeddRY6nc6b6xJCdOeMJ5T9qIfXwE+P+ns17Tgz8kWOJjoFm9Bho8AeR2zKMD+ujNbS+rK97W6ApEW3NmO74KhejknrrcLNSnCjD4Zx5/r2vd3hzMi7VlrvEYHUsf5ImbMgbRpYW2DdSz0frza5GzlH6X7fV1ptm33yJc7seIWXA/m2ZfXOUmY1kO+s0Z1K7U9RX6J0TQeS1RF0fg7kX16ZS05eNRHBev51cZZvp1UAx4+KZ2pmDC0WGy/2sFde3R8/OimCEKN7v4dpd3yC3taCPW6Usr1DZ4CEMcone9gn7+xc74dAfn9ZPee/8P/bu+/4qOv7geOv743sPQkkhA1hT5GhooID967VurXOttKl/lpHh1pr1Q6r1tZVte6BMhRBUBQE2XtDGCF7z8vd9/fH5753CUngLrmZvJ+PB4+7XG58IN8c9/5+3uMb5m86itWs8YeLR/LkFaOJsgbmc+iE3GQeu1SV9vx9yW4+Xn/4BI8IPUt3FFFW20RaXCSnDk7HZNLIjVM78d2pmZ8QPY3Hgfzy5cuprq5mwoQJTJ48mX/84x+UlJT4c21CiI6kDoQL/6auL38Kbc+S4K6nBWOXaOfRGmx2B7b9agdonWMwWQlBanRnSOoH1hgVfLWobc5OVh9SYyPMzMo7zq6iPxi78cPOh6iudVv2q6Ck1jsD+VDpWN+Sprl35Vf/+/izuHW9Rbd6H6TVG1o0vDN25Cvrbdjs/uudUXZsx3qA6uOMnjNEJbhnzJfsBtw18sFMrd96pIpnnLusj1w4gqzEwL9HtayVf/O7/OOe2DDq48d2Yn68tu6/ADjG/cjdUDNzpLo8eoLO9amq1CA/wCPoHA6dG19eze6iGnolRPH2j6dw7cm5AT/ZctmEbH58mmp++Mv3NrI+zGrLjbT6S8f3wWJWH/37OQcySCAvRPjyOJA/+eSTefHFFykoKODHP/4xb731Fr1798bhcLBo0SKqqyU1R4iAGnkpTLgRAPPcO4myhcZ/xjkp0cRHWWiyO9hVWOMK5DdqQ0mItgR3cSYTpA9T11uk108blMblE7L5/cUjvd7l6hK7DTa/p66Hclo9uDvXe9jsrsts9e407FDckQcYep7aaW6ohDWvdny/Q9+rEyDWWBh6ru9ev0XDu6SYCFds5s+57K4Z8i0DeaPZXdwJJhQck17vrpEPzo58Y7OdOe+sx2bXOXtEZuCbXLYwfVAaE5278v9c2vGuvLEj7/X8+CPrMR3dgF2z4BjVoqGmEch7OIIu0DXyGw5VkF9WR1ykhU/umc74vskBff2WfnX2MGbmZdDU7ODW176noDL4jf88UVrTyBLn7PjLWmSc9XPuyK+TzvVChC2vu9bHxsZy0003sXz5cjZt2sTPf/5zHn/8cTIyMrjwwhBOCxWiOzrnMcgciVZXwvj9z4Mj+KOBNE1zjaHbcrgCa8H3AByMGxXwXZR2tdPwLsJi4skrxnBpoNPqd38BdaUQmwEDTg/sa3vL2JGvyA/McVa4VTWTi0k7fsp2MJlMMO0n6vqKZ6G5gwB6k7PJ3bDzOh7P1hnGJIGaYswmzdVF3p918sZzp7YK5J09Ao7XtR5aNLxTgXyGc0e+pKaRZj9mEXTkpeX72X60mtTYCP54SXDfnzRN495Z6t/nzVX5HK1se3LD4dDZdNjZsd7bRndr1YmmgsSJENOitCNzhLo8UWp9i0Be1wPXHG3RVpXtcdrQdNLjA9i7pB1mk8YzPxjH0Mx4iqsbue21NdQ3Bf//3BMxZsePzk5kaK941+394tXPcV9JbUDGVgohfK/T4+cAhg4dyhNPPMGhQ4f43//+56s1CSE8ZY2GK15Bt8aSXrMN0/Ing70iwJ1ef3TfZqxNFTToVuqS84K8KqcOGt4FhTE7fvSVYA5ytsKJJPRRjdrsTVBd4P/XO7pBXWaNdqcBh6LRV0F8FlQfcafPt2Rvhs0fOO97pW9f+5gRdK7O9X4cQdd+ar2XO/LOEXSpsZGYTRoO3f+1/e35coc6AfGzWUMC2+CyA1MHpjKpXzJNzQ6eW7q7zff3ltRQ09hMlNXE4Iw4z5+4sQY2qmPzQNqM1t8zduTL9kJTx2nzfZKjMWnQYHNQVB24UggjkD9reIBLnjoQ5+xknxIbwabDlfzi3Q0h38neSKu/fELrE9UxFhjgnM6wTtLrhQhLXQrkDWazmYsvvpi5c+d26vHPPvss/fr1IyoqismTJ7Nq1arj3r+iooK77rqLrKwsIiMjGTJkCPPnz+/ScwoRttIGYz/3zwCYvn4S9i4L8oLcDe8iDq0AYIM+kPSk+OM9JHBcs+SDPLqvvhx2LFTXQ3F2/LFMZkh0jsYLRMO7UG5015IlEk6+Q13/5q9tx3jtXQp1JWoXdMAM3772sbPkA9Dwrk0g39wE9WWt19MRV2q9CuTNJo10ZwDd3g60PzXbHWw6pHa3T+6fEtDX7kjLDvb/W3Wwzb+JUR8/qk+iq87ZI1s+gKZq9OT+lMQdc0I1Ll1lBKEf9z3Raja5xnQGKr1+f0ktu4pqsJg0v42Y64yclBhe+NEErGaNeZsK+OviXSd+UJBsOVLJVufs+AtGtx2rOq6vOukudfJChCefBPJd8fbbbzNnzhweeugh1q5dy5gxYzj77LMpKmp/nE9TUxOzZs1i//79vPfee+zYsYMXX3yRPn36dPo5hQh3+qgrOZByKho6fHCrZ+Ow/GhEnwTGazu5tvJfAHxrH0HvxKgTPCpAMpyppGV7VR12sGz5SDXdyxgBvUYFbx3eCGTDO2OGfCg2ujvWhBshMhFKdsDOha2/Z+zSj7hUdQn3pRbN7gBS45yBfI3/dkzbBPJGx3qTFWJOEBAbqfWle1xTIzITg1Mnv7u4hnqbnbhICwPSvdjd9rMpA1M5qX8KTXYH/zxmV77T9fHO/g2tmty11MuzOvlAd643duMnD0hxjzoMEZP6pfDHS9T79l8X7+LTjUeCvKL2vb9GddifOTyjdV8Lp3HOEo21ByoCuCohhK8EPZB/6qmnuPXWW7nxxhsZPnw4zz//PDExMbz00kvt3v+ll16irKyMjz76iGnTptGvXz9OO+00xowZ0+nnFKI72JT9I/S0oeqD9Qe3td0ZDKBBjdt4LeJPxGoNrDWP5gX7+fQKQjfodsVlQHSKqr8u3hG8dWx8W12OuSq0U8dbClQg77C7a3ZDfUceVEf2STep69884769qQ62f6qu+7JbvaGDHflA1Mi7A/ki91pOdBwnZIMlGhw2V9PETGfdc2EA07UBNjp3t0f2ScBsCp3fv5a78m+tOsiRCvfJxg2HKgAv6+OPbobD34PJimP01e3fx6iTP1Hn+hRn5/rSwHSuNwL5gE8S8dCVE3O49RQ1UvUX725wZXiEiqZmBx85R+Udm1ZvGOecfrDhUAX2EC8REEK0FdSizKamJtasWcP999/vus1kMjFz5kxWrFjR7mPmzp3LlClTuOuuu/j4449JT0/nhz/8Ib/+9a8xm82des7GxkYaG90fIqqqqgCw2WzYbDZf/FX9wlhbKK9RBIbNZsNujqThwheIeu1ctL1fYv/qSRzT7g34WrTDazD/73LitHq+tQ/npoZ7aSCSjDhLyByr5ow8TAe+oblgE3r6iMAvoHw/1vwV6JqJ5rxLwMf/Lv56bzAl5GAGHGX7sPvzZ1m8A2tzPbo1luaEvj7/9/GLCbdgWfFPtIPf0bz3a/Sck9G2fYqlqQY9KZfmXuN8//eISsEK6DVFNNtsJEWp/9KLqxvaHAO+OhaM3f6ESDM2mw2t4hAWwBGb7tExYUkZiFa0mebCbegJfUl3ZhEUlNcF9P1hbb4qBxjVOyFk3pcME/smcFK/ZFbtL+fZJbt4+II8GpsdbCtQn02G94r1eM2m719Wv7NDzsUWkQS0PRa0tDz1Mzy66bg/wz6J6qTL/pJav/+bldU28f0B9TOaMSQ15H5Ghp/PHMTOwmqW7SzhlldX8/7tk13TGIJt8TZjdnwEU/oltfo3NK7nJkcSF2mhprGZLYfKycsKkRI4ETASS4Qeb34WQQ3kS0pKsNvtZGa2PtuamZnJ9u3b233M3r17WbJkCddccw3z589n9+7d3HnnndhsNh566KFOPedjjz3GI4880ub2zz//nJiYmE7+7QJn0aJFwV6CCBGfr8unb+9rGJf/b0xLH+Xbw1AWNzRgr59Uu4epu59Ac9SzxZzHzQ2/oAH14W/XhtXUtu3fFBSjaqMZAOz7bh5bDwV+dvuQgo/IA4rjhrPi63XAOr+8jq/fG3qXlzEJKN+3nuXH9CXxpT5l3zIRKIvozfIFC094/1AxJmkq/Uq/pOSj3/DdwDmctOefZAE7I8ewfcECn7+exV7PeYBmq+WzTz6goCgaMLN1Tz7z5+9vdV9fHQsF5WZAY+u676jaCf1KljAGKKyDVR4cExOaYskGti//hD277FQUaICZNVt3M79pp0/W6InlW9Xfo7loD/Pnh8gbUwuTY2AVFt5anc/g5n1UNYHNbiHWorNpxVI2e5BEYHY0cvbmNzEDK23DKHYeA8ceCwn1ZZwO2I9sZP68eR1mVpSWqp/Vxr1HmD//YNf+gifwXZGGQzfTJ0Znw7dfssGvr9Y1sxNhR7SZo9WN/PCfy7hnhJ1ATjHtyL+3mwATo+Mb+Pyz9t9HF3/xBX2iTOxoNPHfBcuZ3kt25XsqiSVCR12d5+VLId4muS2Hw0FGRgb/+te/MJvNTJgwgcOHD/PnP/+Zhx56qFPPef/99zNnzhzX11VVVeTk5HDWWWeRkBD4D/mestlsLFq0iFmzZmG1hlb9mAisVseC5VwccysxbX6X6UdfovmWpa3HDfmJdmQt5jfvRnPU4+g7hXUDn6R+gbsp2hXnzwqZOkfT2iJY8AUD45roN3t2YF9c17E8p96rUk6/k9mjfP/6/npv0I5kwcv/IIVKZvvx3820+Ds4AEnDTmX2OQH++XRF2VD0506mV9V6zhuZhHmDqvMfcNGvGZDuhxNquo6+7V40Wx1nTx9H86Fo3t+/kYiEVGbPngT49ljQdZ05330B6Fx49hn0SojC9NUmOAgZA0Z7dEyYvtoEX3/H8HQzQ2fPpm7tYeYd3EJkUjqzZ0/o0vo81WCzM+e7JYDOjReeTlao9O84xuqXVrNyXzk7zP0YnBsHm7czsX8655033qPHaxvfwrKhDj0pl0lX/QJbs739Y8HehP7Ew1jtdcyePtrd1PIYuUeqeHnnSqr0CGbP9u+4zE/fXA8Ucenkgcw+Y5BfX8sXJk6v4/IXviO/1sbe6MHMmTk4qOsprW3i598tA3R+ftk0hmS23mlv+b6wK/IAO5bupTkxm9mzw6Rfi/AZiSVCj5EZ7omgBvJpaWmYzWYKCwtb3V5YWEivXu2PscnKysJqtWI2u0935uXlcfToUZqamjr1nJGRkURGth09Y7Vaw+KgDpd1Cv9zHQsXPAMF69BKd2P99B64+m0189pfDq+FN6+AxiroOxXTNe+Sd9QGqEA+JsJManx0aMyRB1cDNVPxNkyB/t3J/w7K94E1FsvIi8GPr+/z94Z09YFaqy3Cqtsgwk8ZS86mW+beYzCH03tb5jAYfiFs/RjL+zeBoxl6jcLae6T/XjMuQ5VqNJSRkaB+PuV1tjY/d18cC5V1NlcdbUZiDFaLGeqKATAn9vbsZ5UxDABT+V5MViu9k1XddVF1U8D+H9t4pAa7QyctLpKc1LjQeV86xr2zhnLVv1by3trDTMhNBmBs32TP/53Wvw6ANv46rBGRoKl0zTbHgtUKaUOhaAvW0h2QNqDdpxuQqTY2ymptNDo04iL98xGywWZn+e5SAM4e2TssPt8MzEzksUtHcfvra3n52wPcMG1AUFPs528+RLNDZ1SfREZkd9yE0mq1MqF/Kizdy/pDVWHxby06T9d19pXU0i81FtMxvUEklggd3vwcgtrsLiIiggkTJrB48WLXbQ6Hg8WLFzNlypR2HzNt2jR2796No0Ujr507d5KVlUVERESnnlOIbicyDq54BcyRsOtzWPF3/73WkfXw34uhsRL6ToFr3oXIOPKy4l0Zmr0So0Lrw7IzmKD6iBoDF0gb31KXwy+EiNjAvnZXRSer7uwAFfn+eQ1dh6PO0XPh0LH+WNN+qi7rStSlP5rctdSi4V1KnH+b3ZXWqvr4uEgLkRbnyfRq50nzOA/Hg7lG0Kk0+l4Jge9ab3R/H5uTGFrvS8eYPCCVqQNTsdl1Vu5V9eJjnM3JTqhoGxxcCZoZxl174vt70Lk+IcpKcoz6gJnvx871y3eVUG+z0ycp2jXKNBycPaIXE3KTabA5eOaLwJWJtOf9te3Pjm/P+Bx1kmhfSa1fG2WK4GpqdnDH62s54y/LeHOVn/7/FgEX9K71c+bM4cUXX+TVV19l27Zt3HHHHdTW1nLjjTcCcN1117VqXHfHHXdQVlbGT3/6U3bu3Mm8efN49NFHueuuuzx+TiF6hF6j4NzH1fXFv4ODq3z/GgUb4LWLoKEScia7gniAmAgLA9JUoNo7VDrWG6IS3emjgZwn39wImz9Q18f8IHCv6yuaBsl91XV/da6vOqxOrpgskJ534vuHmj4ToN8pzi80GHm5f1+vxQg6o5N8eV2TXzpQl9epD/nJsS12C2qOOtfRfsZbG6nONOm6UqgrIzMh0vncNhqb7b5a6nG5ur97O8YtCO6dNaTV16M9XfPa19Tl0HMh3oOfjaed61OdnevL/Ne53uhWPzMvI6RPtBxL0zQemK1OEr+9+iC7CquDso6tR6rYcqQKq1njwjFtZ8cfKzHGysB09XNdJ/Pku6WmZgd3v7mWhVvU+/Xc9aE5LlF4L+iB/FVXXcWTTz7Jgw8+yNixY1m/fj0LFy50NavLz8+noKDAdf+cnBw+++wzVq9ezejRo/nJT37CT3/6U+677z6Pn1OIHmPCjWp+taMZ3rsJ6sp899wFG51BfAVknwTXvAeRrevwRvRWu0e9QrEGNcMZJBZtDdxr7vxM/Xsl9GkR7IUZYwRdxYHj3q3TCpy78WlDwRqCx40nTvs1aCYYcjYk9vHva8W6A/nkGBXI6zpU1Pl+Z620xhg916IUzRg/F+/h/68Rse6TaCW7SIy2EmFRH0WKqgIzgs41j92bMW5BMqlfCtMHpQGQnRxNWlzbMsA2bA2w/k11fcINnr2QEcgbYx87kJvi31nyDofO4u3OQH54+H1mm5CbwjkjeuHQ4U8L22+w7G/GbvzMvMx2Z8e3Z3xftSu/VgL5bqep2cFdb67l862FRJjVe+2a/HIq66RLfXcQ9EAe4O677+bAgQM0Njby3XffMXnyZNf3li5dyiuvvNLq/lOmTGHlypU0NDSwZ88eHnjggVY18yd6TiF6DE2DC/4Kyf2h8iB8fLf6lN9VRzfBaxeqndPsSXDt+2qW9jFmj8oiymritCHpXX9NX8sYri4DuSO/wZlWP+oKMIVAW+PO8Pcs+XBOqzf0PwXuWQuXv+T/12qRWm81m1wNJf2RIms8Z6oRHDgcrhn2rnV4wtiVL9mJpmmuXfmiav+n11fUNbHfGYSOzvYwTT3I7jt3GInRVi4df+I0aQC2zVUnDBNzYOAZnj0m09nkrGwPNHUcpPd1BvL5Zf4J5NcdrKCkpon4SAuT+/u/Sas//OqcoZhNGl9sK2Ll3tKAvrbN7uCjdcefHd+e8c4eDGsPVPhjWSJImpod3PnGWhZtLSTCYuLF6ycyJDMOu0Nn2a7iYC9P+EBIBPJCCD+KSnDWy0fAjnnw3fNde76jm+FVZxDfZ2KHQTzAOSN7seWRc7jAg/S+gDMC+cIA7cjXlqp+BRCeafWGpFx1We6nHfmjqtM7vcI4kAdI6R+YHggtUusBUp118qX+COSN1Hrnzj/1ZSrbB9yZAZ5Ic6aLO+vkM+ONOnn/78hvPFQJQL/UGJJiPNutDLaRfRJZ/+As5hyTZt+hNa+qy3E/8vyEYVwGxKSB7oDijk9u9k31byBvpNXPGJbhytQINwPS47j6JJV18tiC7ei+OHnuoaU7iimtbSItLpJTvTiBbuzIbzhU4ZeyHBF4jc127nxjDV9sKyTSYuLf103ktCHpnD5MvVcv2VZ4gmcQ4SA83yWFEN7pPRbO+oO6/vlv4fCazj1P4RbnTnyZqgX+0Qeq3vw4zKYQrXFsmVofiA9aWz4Ahw2yxrhfOxwl91eX/tqRL+gGO/KB1GJHHty75X7ZkXem1hsnC1y78TGpYPEiKHY1vNsF4OrufbTS/zvy4ZRW35LHteIlu+DAclXa4UmTO/cLeJRe7+/U+kVbVQ3vrDBMq2/pp2cOISbCzIaDFczfdDRgr/vemoMAXDKuN1az5x/xB2fEER9poa7Jzo6jwantF77T2GznjtfX8sW2IiItJv5z/STXiZ0zh6nfrWU7i+WkTTcggbwQPcVJt0HeBSqYfPdG1aDOG4Vb4dULVJOq3uPg2hMH8SEtbYjq6NxQAdUFJ7x7l234n7occ7X/X8ufko0d+f2+PwFSVwaVzm66mX4c2daduAJ5tSNvNLwrrfH97raxI2+8BtVeNrozGDvypa0D+cIApNaHU6O7Tlnr3I0ffJb3/Rl6OdPrjxPIGzvyhyvqabY7OrxfZ+wtrmFPcS1Ws8aMoSFYjuWF9PhIfnzqQACe+Gw7Tc2+/bdqT2lNI4u3qfeBy7xIqwcwmTTG9k0CpE4+3DXY7Nz+3zUs2V5ElNXESzdMYvrgNNf3x/dNIjHaSnmdjfUH5Wcd7iSQF6Kn0DS48B+Q1Fc1Kpt7j+eBWNE2dxCfNRZ+9CFEJ/lztf5njYJU9UHL7w3vSnapLAjN7P8u5v6WmANoYKtVx4MvGWn1Sbnhf3wFSpwz4KktAl13NaLzS2q98zlTYo7Zkfd09JzB2JEv2wfNTe4aeT+n1uu6zvqD6gSmx2Pcwklzo/dN7lryoHN9ZnwUERYTdofOkQrfnngx0upPHpBKQlT4z7O+5ZT+pMdHcqC0jje/81MpUgtzNxxxzY4f1sv7sX3jnFkq3T2QX5dfztIdRcFehl802Ozc/voavtxRrIL46ycxbVBaq/tYzCbX7rxx4ifUOBw676w+yNYjVcFeSsiTQF6IniQ6CS5/WY322voxfP+fEz+maLsziC9RaeHXfaTmiXcHgWp4ZzS5GzTTHXiFK2sUJDh7Hvg6vd4I5CWt3nNGbbq9CRoq/JtaX9vBjrwn481ais+CiDjQ7VC+z70j7+dZ8gWVDZTUNGI2aa6JGt3K9k/VybX4LBg0y/vHu1LrN3d4ktdk0lwN7w74eASdEciHe1q9ITbSws9mqpNWf1uym+oG/3YJf2+N57Pj2zPO2fBuXX6Fr5YUcrYVVHHF8yu44eXV/PWLXcFejk812Oz8+L9rWGoE8TdMYuoxQbzhTKNOfntoBvILtxzlV+9v5MJ/LOeFZXtwSAlAhySQF6KnyZ4IMx9R1xc+4K5Jbk/xDhXE1xartMsffdR9gngITMM7hwM2vqOuh3OTu5aSWqTX+5LRsT7cG90FkjXKXeLSYpa8X3fkXTXyzg+B3nSsB5Ud5KqT30mGc0fe34G8UR8/rFc8UdYwnRpxPC2b3Jkt3j8+fZi73Kiq4znT/uhcX1LTyBrnTvDMvO4RyANcNTGHAemxlNU28cKyvX57HW9nx7dnfI76v31fSa1fTgQGW7Pdwa/e20izMyh8+oudPPPFziCvyjcabHZu++8alu0sJtpq5uUbTmLqwPaDeIDThqRj0mD70WoKAtCbxFufblTvP80OnccWbOeGV1ZT4odyse5AAnkheqIpd8GQc8DeCO/eAI3tNLcp3gmvnK9SdjNHwXVzISYl4Ev1q0DMks//VtV9RybA0HP99zqB5K8RdAUSyHdKi4Z3RiM6ozGdL7VNrTdq5DsReLk61+9y7cj7O7V+vVEfH2aN7jxSthf2LQM0GP+jzj2HJdL9cynsOL3eFcj7sOHdkm1F6DqM7JNA76Ronz1vh+rK4OBqv7+MxWzivnOGAfDv5Xv91tCxM7Pjj5UYY2Vgupq0sa4bpte/8NVeNh2uJDHayp0zVFndM1/s4ulF4R3MN9js3Pra93xlBPE3TmLKwOOPbkyOjWCcc1LB0p2hNYaurqmZL7erNd16Sn8iLSa+2lnMuX/9muW7SoK8utAjgbwQPZGmwcXPQUK2mhv86b2tUylLdsGrRhA/Eq77uPsF8eBOJS3eDg67f17DSKsfcTFYA/ABNRD8Ecjb6l3jyCS13kstGt6l+Cm1vsFmp65J/Y64duSrnTXy8Z0I5FPdneuNQL66sZnaxuauLrVDro71YTI/3itrX1OXg85UfVA6q2V6fQdyU33fuf5zI60+z8syjc5orIH/zIL/zIS9S/3+crOGZzKpXzINNodfgsbOzo5vjzGGrrvVye8qrHal0j90wXB+dc4wHpitTrD8dfEunlq0M6BjAn3FCOK/3lVCTISZV26cxMkDjh/EG85wptd/uSO0AvmlO4qpt9nJSYnmgdl5fHLPdIZkxlFc3ciPXvqOJxZux+bjRpvhTAJ5IXqqmBS4/D8qlXLTu+4PgiW71U58TSFkjFA78bGe/ccQdpL7gSUamhv8M07NVg9bPlLXR3eTtHpo3bneV4q2qprpmDRV4ys8F+vsu+DH1HrjxIDVrBEf6UzbdjW760Tw1SK1Pi7SQpzzOf2VXm936Gw+rBondbsd+eYmWPe6uj7++q49Vy/ntIjjjaDz8Sz5+iY7y3erYCIg9fGfPQClu9X171/2+8tpmsZ956rsr3fXHPT5eLdlrtnxEV7Njm/PeGed/NoDFT5YWWiwO3R++d5GmuwOTh+aziXj1DSH204dyP/NVj+Xvy1WO/PhFMzXN9m55dWWQfxJTPYwiAd3IL9ibxlNftrH6Iz5m9QUodkjs9A0jSGZ8Xx813R+OLkvug7/XLqHK19YwUEflvaEMwnkhejJ+p4MZ/xGXV/wK9j2idqJrzmq6sev78ZBPIDJDOlD1XV/pNdvnwdN1WqHrO8U3z9/sBg78hU+7MTsSqsfpTJGhOdaptY7u9aX1zX5tEGQEcgnx0S4Z5obgby3ze6g9Qg6XW9RJ++f9Pq9xTXUNDYTE2FmcEa8X14jaHYuUH1MYjO6Xr5jjH08Tuf6ljXyvgh8lu8uocHmoE9SNHlZfv7ZbJ/nHtEHsGO+SrP3swm5yZw7shcOHf60cLtPn9tocnfx2D6ezY7XdbQD32Cxtw2EjB35DYcqus2M8ZeW72P9wQriIy08euko9/sXcOupA/jNec5gfslu/vJ5eATz9U12bn51Nct3lxAbYebVm07ipP7eZU0O6xVPVmIUDTYHu6tC4//cBpvd1YDv3FHuE/rREWYevWQUz/5wPPFRFtblVzD7b1+7gv6eTAJ5IXq6aT9T3dSbG+Dta9VM9fQ85058x81Sug1/Nrwz0upH/wBM3ejt1gjkKw+B3UedmI1Gd5JW7z1j/FtNEcmxamyX3aFT5cMu2aXHdqxvrIGmmtav742UAYAGDZVQW0xmvLNO3k+z5Nc70+pH9knEbAqND60+42pydy2Yuzi2zUitL90FtvZ/FtnJMWga1DQ2+6SEY9FW1Wth1vDMVkGWz1UXqrGrAFPvUb1f7E2w6T3/vWYLvzx7KBaTxpLtRazY45vRnWW1TSzerk6oeTw7futHWF6/iNEH/9vmW4Mz4oiPtFDXZPd55kAw7C2u4cnPdwDwm/PzyEpsW952yykD+O356nPAP77czZOf7wjpYL6uqZmbXlnNt3tKXUH8pH7elz5qmsbpzl35reWh8Z64dEcxdU12+iRFt1sCdd7oLOb/5BTG9U2iuqGZO99YywMfbqLBFkIpBQHWjT5ZCiE6xWSCS15wpzOnD4PrPwn/MWme8mXDO4cdDqyAz38Lf58Auxep27tLt3pDXCZYokB3qGDeF4zRc9LoznstduQjLWZX6rsv0+vLjw3kjd14ayxEdmIX1RrlLtEo2emaJe+v1PoNRqO77lYfX34A9ixR1zvb5K6l+CyITlG/28Xt7xxHWc30cvY1ONDF9Fa7Q3fNsvZrWr2uw8d3qvF8maPgjN/CuGvU99a/7r/XbWFAehw/nKz6Fzy2YJtPMmbmrj+Mza4zsk8CeVkezo7fsQCAjOqNbcYMmkwaY/smAeFfJ+9w6Pz6/Y00Njs4ZXAaV07M6fC+N0/vz4POYP7ZL/fwxGehGcwbQfyKvaXERVp47eaTmNiJIN5wxlAVyG+p0ELi77tgs9phP3dkrw5P6uWkxPDOj6dw54yBaBq8+V0+F/3jG3YWhv+Jp86QQF4IoXbef/QRzLgfrv+05wTxAJnGLPlOBvJNdbDtU/joLnhyCLx8Dnz7N1WDabLC9HshdaDv1hsKNM23I+gcdndNrgTy3mvR7A5wd673YSDfZke+pguN7gyuzvU7W8yS909q/cZDlUA3rI9f919AhwEznFkOXaRpLRredVwnn+NMr+9qneq6/HJKa5tIiLJ4nRrsldX/ht1fgDkSLntRdegfdaV6jy7YcNxSAl/6yZmDiY0ws/FQJfN8kBb8nrNb/eXjPdyN13XY9zUAkc3VULa7zV3GOX9Hwj2Qf23FflbvLyc2wsxjx6TUt+em6f15+AL1eeC5pXv408LQCubrmpq58eXVrNxbRlykhVdvOokJuV37nZk2KI1Ii4myRo3dRbU+WmnnNNjsrpN6LdPq22M1m/jVOcP4702TSYuLZEdhNRf+Yzn/W5UfUj+zQJBAXgihZAyDGff1rCAe3Kn1pXs6TCVto6ZINQd88wfwRH94+xq1q1NXomZ6j7oCLn8ZfrUXZj7st6UHlS8b3pXuBlsdWGO630mPQDBS22vVhyBXwzsfzt01duRTjUC+uguj5wyuQH43Ga5A3vc78g02O9sKnI3uspN8/vxBY2+Gtc706K42uWvJqJM/Xuf6FN90rl/k7FZ/+rAMz+q7O6N4B3zu7AUz63fuLKzYVBh6jrq+/g3/vPYx0uIi+fFp6j3uz5/toKm58923txVUsfmwc3b82D6ePahsL1QfcX2p5a9sc5dxzoZ36/IrOr22YMsvreNPC1VK/X2z88hOjvHocTdM688jF6oTWc8v28PjC7eHRGBY29jMDS+v5rt9ZcQ7d+InOH9OXREdYeZk5wm0L4M8hu7rXSXUNDaTlRjlOpl0ItMHp7Hgp6dw6pB0GmwO7v9gE3e/uY7Ket+VlYU6CeSFED1bfBZEJamO6aW72r+PrqsPg8ufhn/PUjvvc+9RTaaaGyCxL0y+XfUV+OUeuOzfMPJSiPIw1TEc+bLhndHoLnOkakAovOMK5IvBYSfF2fDOl6n1xnMlH7sj35VAPnWQuizZ6UrV9kcgv62gCptdJzU2guzkbjICEmDXZ6oxaUwaDDvfd88bwBF0RiDvt7T65iZ4/xb1Pj3wTDjpttbfH3ututz4trpvANxySn/S4yPJL6vjje86//75vrPJ3ZnDMt2ZMieyb1mrL02Hvmtzl/E5KkDcV1Lr8zGWgaDrKqW+3mbn5AEpXHOSd+MYr5/aj99dpH4HXli2l8cWBDeYr21UO/GrWgTxRlNCX5gxVPVCWrozuDPaFzgzVM4Z2QuTF31M0uMjeeWGSTwwexgWk8a8TQWc97evwz6jxFMSyAshejZNa7/hncMOB75VOzl/nwDPngRfPAyHVgE69B4Hp/8f3P4N/GwjnPsnGHBa15tNhQtfzpKXRnddE5MGaKquua7UtWteVuO7D+FltWp3P7VNan0X5n63Sq33X9d6Y3786OxE/zZTCzSjyd3YH4LFw0DOE71adK7vIIDxRWr97qIa9pbUYjVrnNbFsWkd+vKP6v0lOgUuerZt09FBM9XJqLpSdWIkAGIiLMyZpY79vy3e1ammlDa7g4/Wd2J2vDOt3tFnItD+jnxijJWB6bGAKn0IN2+uymfF3lKirWb+dNlor4JCw3VT+vH7i9Xvwb++2suj87cFJZivaWzmhpdXsWp/GfFRFv57y2TG+TCIB5jh/N1bm19BZV1wdrIbm+0s2qb+T5l9grT69phMGredOpD37phKTko0h8rrufL5FTy3dI9Pp7eEIgnkhRDCSLU8/L0awffRnfDkYHj5XPj271C2B8wR6kPfeX+Be7fCbUvhtF+pD73dKTjwlC9r5I1Avteorj9XT2S2uCdM1BSSEuf7WfLlteoDnrHbT7UPduSNQL4in0xn5mthVYPPPzB3y/r4ykPuZpq+TKsH1fBUM0F9mbuE4hi5qSrQO1DW+bpaYzd+ysA04qP8cAJ039fwzV/V9Qv/BgntBAhmi7sZ6brApNcDXDEhm4HpsZTX2Xh+6R6vH79sRzElNWp2/GlDPTwJouuw3xnIT7sXHQ2tYj9Uta3VN3Z8w21X83BFPY/NV00af3n2UNdx2hk/OjmXPziD+Re/3scf5gU2mK9usHHDS6tYvb+c+CgLr988mbF+eA/LTo6mV7SO3aGzbFdw0uu/2V1CdUMzGfGRTOjCiYqxOUnM+8kpnD86i2aHzp8Wbuf6l1f5bRpKKJBAXgghjIZ3q/6lRvCtf0Pt0EQlweir4IpXVMr8te/DpFsg0cN6xO7MtSPfxdR6XW8xQ1525Dut1Sx5fzS7Uzvlxng7anxQIx+bpn7H0Mmwqd3FxmYHVfXNnX/Odqw3OtZ3p0B+3esqA6PfKZA2yLfPbY12lz100PDOqJEvrGrs9OinlmPnfK6+Aj68HdBh3I8g74KO72uk1+/63H2Cys8sZhP3natOIP9n+T4KKuu9erzXs+NBTSGoLQZLNHr/GVRGO7u4H2y7Kz/eWX+99kCFV+sKJl3Xue/9jdQ0NjMhN5nrp/br8nNee3Iuj16iTjD/Z/k+fv+pf4N5h0NnxZ5SfvXeBqY8toTvD5STEGXhjVsm+/X9a0Sy+jt96ZzhHmjzN6n3gnO9TKtvT0KUlb9fPY4/XTaKKKuJr3eVMPuvX/NVkHsA+IsE8kIIkXMy4PzPIykXTr5TjeD75W649F8w4pLuXe/eGUazu/oyNQu8s6oOq+fQzO4SB+E91yz5Yle9rC8D+TJXs7tjduS70rVe0yBtMACRFbtJilEnCQp9uHtSWW9jb7HaNe42je4cdtVsE3y/G284QcO7pBira8xhZ9Lri6sbWecseZiV54dAfv4voOoQJPeHcx4//n3Th0D2JNUnZeNbvl9LB2bmZXBSvxQamx089flOjx/Xqdnx4Eqrp+9ksERSFuvMiDmwos1djR35DYcqsIdJavK7aw7x9a4SIi0mnrh8NOYuBoSGH07uy2OXqmD+pW/28btPt/o8mN9TXMOTn+3glCe+5OoXV/LO94eoaWwmNzWG12+ZzGg/v3cNT1ZNF5fuKAr4z7up2cHnW5yBfCfS6tujaRpXTerLJ3dPZ1iveEpqmrjupVU8tmAbNnvnG0yGIgnkhRCi10iVKn/Ht/DTDXDOY9D/1J5T794ZkfEQk6qud2VX3pgfnz5MzRYXnRNrBPKF7q71Pgrk7Q6dinojtf7YZnddqJGHFnXyu8iM933Du03OtPqclGjPG4KFut1fqBNg0cnH32nuihM0vNM0jb5daHi3eFshuq76FvRK9PHv/cZ3YdO76uTgpS9CZNyJHzPWOVN+3Rsd9gXwNU3TuH/2MADeX3uI7UerPHpcp2bHg7vRXb9TACiNc/7u5bcN5AdnxBEfaaGuyc6Oo6E/n/toZQO//1T1uJkzawgD0z34mXvh6pP68rgzmH/5m/088knXg/ny2iZeW7Gfi579hjP/sox/fLmbwxX1xEda+MGkHN758RS+/PkMvwfxAP3jISHKQnmdjfUHA1tO8e2eEqoamkmLi2RSP9+OoBycGc9Hd03jRyerjYcXlu3liudXdKtUewnkhRACoPdY9eG1J9a7d5YvOtcXSH28T7h25Itcu+ZGg7quqqhrcsU2STFWsNvUqEXoWmo9uHbkKdlFhrPh3dFK333I2mCk1XeX3XhwN7kbc7X/Tn65duQ7niXv6lzfiR15V7d6X+/GV+TDvJ+r66f9CnImefa4kZeCJRpKdsDhNb5d03GM65vM7FG9cOjwpwXbPXrM+2udTe48nR0P4HDAgW/U9f6nAbh35As3Q0Prkwgmk+ZK5Q71Onld1/m/DzdR3dDMmOxEbp7e3y+v84OT+vLEZaPRNHjl2/08PHeL18F8Y7OdhZuPcttr33PSo1/w4Mdb2HCwArNJ44xhGfzjh+NY/ZuZPH7ZaE7qn9LlNHNPmTU4ZbDqs7IkwOn1C5xp9eeMzPRZFkVLUVYzv794JM9fO56EKAs2u4PE6O6zSWMJ9gKEEEKEqaRc9aG3Kw3vpGO9b7SokTea3ZXVNvkkBdRIq0+Mtqp63EpncyyTxZ2V0VmpRiC/k14pKigtqvZd53qjY70/mkQFRdUR2LlQXfdXWj24O9eX7ITmRrBEtrlL3xTVSMzb1Pq6pmaW71Yngmb6sj7eYYcP74DGSugzEU75heePjUpU2Q2b3lH9B7In+m5dJ/DLs4fx+ZZCvtxRzLe7S5g6KK3D+24/WsWmw5XezY4HFazXl0NEnDpp7YCGiBT0pFy0igNqGsugma0eMr5vEst3l7A2v5xrnTuaoejj9UdYvL2ICLOJP18xBounPQM64cpJOaDBr9/fyKsrDqADj1w44rjTMHRdZ93BCj5Ye4hPNxZQ0aIz/Mg+CVwyLpsLx/QmPb7t71ggnT4kjXmbjrJkezG/PHtYQF7TZnfwmbNXRme61XvjnJFZjOyTiN2hE2npPmNuJZAXQgjROb5oeHdUGt35RDvN7mx2nZrGrjeOMwJ5d1q9s9FdbEbbcV7eMlLrS3eTmWuMoPPDjnx3CeTXvaFquftOgQw/fthO6KOC24ZKKN7R7om2vilGar13neu/3lVCY7OD7ORohvWK98lyAfj2b3BgOVhjVW8Ts5cfccddowL5zR+o8iprtO/Wdhz902K5ZnJfXl1xgMcWbOfju6Z1uBNrzI4/Y1iGd6Ui+75Sl32nqJIxhwom9ZzJKpDPX9kmkB/nbHi3Lr/Cu79QABVVN/DwJypr5CdnDmJIpg+Ppw5cOTEHDfjV+xt5bcUBHLrO7y4c2eZndrCsjo/WHeaDdYfZV+L+HclMiOTicX24dFw2Q315/HfRKYPT0DTYVlDFkYp6eif5//hfubeUijobqbERnOTjtPr2ZCfH+P01Ak0CeSGEEJ3T1Vny9eUqFRbcO4Cic1qk1kdZzcREmKlrslNW2/W5wG0DeWfqZVca3RlS+qud/aYa+kWqenZfBfJHKxsorGrEpMGI3t2gWaXD4f8mdwZNU+n1B75R6fXtBPKdTa13pdUPzzzuTqZXjqyHJX9U18/9E6QO9P45+p0KiX2hMh+2fQqjr/DN2jxwz5mDeX/tYTYdruTTTQVcOKZ3m/vY7A4+XHcEgMsn5Hj3As6xc/Q/tdXNjpyTMW16RwXyxxifowL5fSW1lNU2hVyPCV3XefCjLVTU2RjRO4Efn9aJn3knXTExB03T+OV7G3h9ZT66Dr+/aCQ1Tc0s2FTA+2sPs2pfmev+0VYz547sxSXj+zB1YJpfUsi7KiU2gvF9k1lzoJwvdxRxzWT/Z2EY3erPGtHLr5kU3Zn8qwkhhOgco3N9ZwN5o9FdUl/VuEt0nhHI16ogOzXOd53rS48N5I3Z4l2tjwe1O5isalpzdRWkFFb5JrXe2I0fkhlPTEQ32LfYu0QFmVGJMOJi/7/eCTrXGzvyh8rqPe50bXforhpcn42da6qDD25Vu8zDzodx13bueUwmGHu1ur7+dd+szUNpcZH8+NQBAPz5s+00Nrcd6ffVzmJKahpJjY1ghqez4wHszXDgW3W9/ymtvqXnnKyuHFoNza3fKxJjrAxMV+UT60KwTn7+pqMs3HIUi0njz5eP8XwMn49cPiGbv1wxBk2DN77L5+J/fsOkP3zBr9/fxKp9ZWgaTBuUyl+uGMP3v5nJU1eN5ZTB6SEZxBvOGKb+HwnEGLpmu4PPnN3qz/NzWn13JoG8EEKIznE1u8tXu4XekvnxvmME1fXl0NxIirPhnS8615cbgXzMsR3rfRSIORveZdlUdkaRj3bku119vNHkbvRVgUn7PkHn+qzEKCwmjSa7w+MsijUHyimrbSIx2uq7VNpFD6pa/rhecMHfutawdOwP1eXeZVBx0Dfr89DNp/QnIz6Sg2X1vL4yv833XbPjx3kxOx6gYAM0VqkTQMe+16YOhugUaG5Q9zuGMYYu1BreldY08uDH6ri88/RBDA9Sxs2l47N56soxmDTYeKiSxmYHgzLi+PU5w/j2vjN445aTuWxCNrGR4XEi8fShKpD/ZncpDba2J5N8adW+Mspqm0iOsTJ5gP/T6rsrCeSFEEJ0TkK2GvFkb3TXTXvD2JHPGuPbdfVEUUlgcnbirS121cn7dEc+7phAPr6Lo+cMzkA+uX4/oJrdOXwwy7hb1cdXF8KO+er6hBsC85on6FxvMZvITlYnFDwdQbfI2djqjGEZvkml3fk5rH5RXb/4WYjtYvPF5H7O8Ww6bPhfV1fnlZgIC3NmqZ4Rf1+yi8p6d1lMeW0TX2xTv3eXezM7HmC/sz4+dzqYjmnypWmqbh4g/9s2Dx0fonXyD3+yldLaJoZmxnP36YOCupZLxmXzn+snceeMgXxy93QW3Xsqd8wYSFZiYHos+FJeVjxZiVHU2+ys2Fvq19eav1k1TT1reK+AZ1N0J/IvJ4QQonPMFkh0fqjsTHq9q9GdjJ7rMpOpRZ28e5a8LwL58jr1HKmu1HpjRz6jy88NuBreRVftQ9Og2aF3OZPA4dDZeFDV3HeL0XPr3wBHs+rGbuyU+1tGHqBBbbG7L8Ix+qaq1Ov8shM3vNN1vVV9fJfVFMPHd6nrk29v06yt04zU/PVvdC7TqAsun5DN4Iw4KupsPLd0j+v2uRuOYLPrjOjt5ex4gH1Gffwp7X+/rzO9vr06eeeO/IaDFR6XT/jbZ1uO8smGI5hNGn++YjQRluCHMqcPy+BX5wxjVHai7/o+BIGmaZwegPR6u0Nn4Wb1XjB7tKTVd0Xwj34hhBDhq7Od6231qhs2SGq9r7SaJe8M5Ot81+wuOeaYrvVxvtqRV4G8qWQXaXG+6Vy/t6SW6sZmoqwmhmTGdXmJQdWyyV2gduMBImLcTeOM7Jlj9E1Ru475HjS8211Uw/7SOiLMJk4d4kWNd3t0HT75ieoJkZ4HMx/u2vO1lHchRMSrk5Pt7FL7k8Vs4tfnqGkEL3+zjyMV9YA7rd7r3fjmJshfoa4f0+jOJXequsxf2ebExaCMOOIiLdQ22dlxtNq71/aDiromfvORSqm/7dQBjO4OJ+lCzBnO9Pol24t8Mr60Pav3l1FS00hitJWpA7uYRdPDSSAvhBCi8zrbub5omxqjFZMKCW07NItOcI2gK/LpjnxpzTGp9dU+Tq1PdabGVh0iN14FEkXVXQvkNzrT6kf2Tgz/bsirX4TyfSq4HHlpYF/bVSfffnp9rnOWvCep9Z87d+OnDkolrqs1w2tfVaUG5gi47EXf9gyIiIGRl6jr6wLb9A7gzLwMTuqfQmOzg6cW7Ww1O/4ib2bHAxxZC7Y69T6bntf+fXqNBks01JepXgMtmE2aq8dEKNTJ/+7TrRRXNzIwPZafnjk42MvplqYOSiXCYuJQeT27i2r88hoLNqm0+lnDMyWtvovkX08IIUTndbZzfcu0+jBORQwpsc5dTh8H8q1S63Xd983uYlIgJg2AUZElQNc71xuN7sK6Pl7XYdkTsOBX6uspd0FEbGDXkOkse+kgkO/rHEHnyY68z9LqS3bDwvvV9TN+65/SnLHO9PqtH0NjYHeiNU3jgdkq6H5/7SEeX7Ad6MTseHCn1febrspv2mOJgOyJ6rqxe9/C+L5JQPAD+SXbC/lg7WE0DZ64fAxRVvOJHyS8FhNhYcoAtUu+2A/p9Q6HzoLN0q3eVySQF0II0XmuzvVeptZLx3rfc+3IF7rHz9V1LZDXdXe9enJMhOqK73Cm6/uqRh5c6fVDLeoDXldT69cfctbHh2sg73DAgl/Dl87Z6Kf+EmbcF/h1nKBzvTGC7kSBfFFVA+udJ1dm5nUhkLfb1Kg5W51qSjfl7s4/1/HknKQ6utvqYMuH/nmN4xibk8R5o7PQdVi6oxjoxOx4gH3L1GVHafUGV8O7tnXy40Kg4V1Vg40HPlDH4M3T+jMhV8aV+tOZee70el9bk19OUXUj8VEWpg6StPqukkBeCCFE5yX1U5ed3ZGXjvW+0yKQN8bPldV2rUa+tslOU7NKd0+Ni3DPkI9OBktkl567lTSVXt+Pw0DXduSbmh1sO1IFwJjsxK6vLdCam1SwuuoF9fU5f4IzfhOczBUjkC/e0WbOOLgD+Yo6W6su68cydvbGZCeSmRDV+fUse0Kli0clwiXPd7zL3FWa5h5Ft+4N/7zGCfzyrKFYnDPHvZ4dD2BrgIOr1PV+JwrkjYZ37XSuz1FB876SWp9k+HTGo/O2cbSqgX6pMfz8rKFBWUNPYoyhW3OgnEof9Flpab6RVp+XSaRFsiq6SgJ5IYQQnWfsyFcXqA+OnnDY3am6siPvO+01u6ttoiv9iowZ8pEWE9FWc4u0eh/VxxucO/K9m9Xs7q7syG8/WkWT3UFSjNUVaIaNplr43w9g83tgssCl/4aTbw/eepL6QmSCysIo3dXm27GRFleDwvzj1Mn7JK0+fyV8/aS6fv7T7okZ/jLmatBMcHClSucPsH5psVw3pR8AV0zM8b6W+NBqNRo0LtM14rFDOSepv2tFPlQebvWtxBgrA9NVSce6IKTXf72rmLdWq/eFP102mugICf78LSclhsEZcdgdOl/tKvbZ8zocOgs2qZPBsyWt3ickkBdCCNF5MSmqCReoD4GeKN2jUlatLbpii64zduRr3TXyjc0OmrowQctIq0+NjVBjlWp8PHrO4Azkk+tViUZXAnlXfXx2UniNgqorg1cvhD2L1e/G1W/D6CuCuyZNc+/KH20/vT73BHXytY3NLN+teh/MGt7JE0ANVfDBbaA7YPQPYORlnXsebyRkwcAz1fX1wdmV/7/z8nj95smu+fJe2eecH9//1BNnc0TGu3sNHOx4DF2g6+RrGpu57301MeH6KblMHiCp2IFyxjDfp9evO1jB0aoG4iItTB+c5rPn7ckkkBdCCNF5muZ9wzsjrT5zBJhkd8VnWuzIx0SYiXTOV67pQmZkWa1KcXd3rHem1vuqY73BuWMYW70PDUeXUuvXHwzD+vjKQ/DSOXD4e1W2cN1cGOyjuehd5WGd/IEOZsl/vauYpmYHfVNiOj8KcMGvVR+OxL4w+4nOPUdnGDPlN7ylMokCzGzSmD44rXOz0vcbje46mB9/LKNO/kA7De+CVCf/pwXbOVxRT3ZyNL9yjuUTgWEE8kt3FGF3+GYMndGt/sy8DGlW6CMSyAshhOgabxveFWxQl5JW71tGIN9Ug9ZU60p57logrx7sniHv4471hqRcMEdgsjfSRyultLYRm71zqQQbnKPnwqY+vngn/OdsKNkB8b3hxoWQMynYq3LLHKkuO+pcbzS86yC1/vMWafWdypDY8iFseFOlfl/6gqqPD5Sh56oTK9VHYM+XgXvdrmqqhUPfq+v9vQzk22l4Z+zIbzhY4bOg7kTWHCjnvyvV/yl/umw0sV0dWSi8MiE3mYQoC+V1Nlejyq7QdXe3ekmr9x0J5IUQQnSNt7Pkj6pUSb+MjerJIuJUSja0Sq+vbu58ermxI2/U3LsCeV/vyJvMkKLKLIaYjqDrUFLj/a58dYONPcVq9vHo7CRfrtA/Dq2Bl86GqkOqS/rNn0NGiO08niCQN1Lr25sl32x3uFJzO1Uf39wE853j96bfC7lTvX+OrrBEwqgr1fX1gZ8p32n5K1Vfg8QcSO7v2WOMhneFm6G+otW3BmXEERdpobbJzo6j/h/HZ3foPDRXZYBcPiGbaYMkDdsrug5NdVBTDGV71ZSYAytg1yLY/YWa/nACFrOJU4eoBotLthd2eUkbDlVyuKKemAgzpw3xsnGj6JCc3hJCCNE1SV6k1ut6i471siPvU5qmduXL97eaJd+VHXmjRt7ogk+1n3bkQaXXF29jdFQxS2pV5/qsxGivnmLT4Up0HfokRZMe78Ou+v6wZwm8dS3YaqH3OLjmPYgNwYAlQ800p+Yo1Ja0WePxRtB9f6CcijobSTFWJnZmZNiuz6C2SB1vpwVh/B7AuGvUBIHt81Qfg5iU4KzDGy3T6j3NgojvpYL+8n2qUd7gWa5vmU0aY3OSWL67hLX55QzvneCHRbu9uSqfzYeriI+ycN+5IXZiK1Bs9XDgG2iohMYaaKpxX7qu10JTdYvba93X9eOUgsx8WJ0YO4Ez8zL4dGMBS7YX88uzu/ZzMNLqzxgmafW+JIG8EEKIrnHtyHuQWl91BOpKQTNDxgi/LqtHist0BfKpsX0B6MoEunJXIG9VN9Qcdb+Orzkb3g2LOAq1cLSyAbwcnb3BWR8/NtTr4zd/oJq3OWwwYAZc9bpqOBaKIuPcAV7hZrXeFvo6d+QLKutpana0quc2utWfMSwDi7dd18E9+m30VWCJ6NTyuyxrDGSOgsJNsPl9OOnW4KzDG65Gdx6m1Rtyp6qfc/6KVoE8wPi+7kD+2pNzfbTQtspqm3jysx0A/HzWEFeJUI9SdQRevwyKtnb9uSLi1J/IONUssmwvbHrfo0D+tCEZaBpsK6iioLLe6xOrBl3XmecM5M+TtHqfkkBeCCFE17Rsdqfrx98BMtLq04eCtQvzpEX7Yp0pizWFpMSq2ew1tq6k1h+zI1/j7GDs69R6cDW8668fAaCo2vvO9UbH+tGhXB+/6kWY/0tAhxGXwCUvqBTuUNZrpDOQ39ImkE+PiyTaaqbeZudQeR0D0lVDO13XXYH8WZ1Jq68uhF2fq+tG07lgGXcNLLwP1v039AP5hio4sl5d97TRnaHvyapDfzsN78YFqOHdnz/bTmW9jWG94v16wiBkleyC/14KlfkQnaKaTRqBeEQcRMSqk36tbuvgujUGTC1OoNWVwZ8HqpNS5fvdJ+E7kBIbwbicJNbmV/Dl9mJ+OLlvp/5Kmw9Xcai8nmirmRlDfTzxpIeTQF4IIUTXJDn/c2+qVh8UYo8zIshIq5f6eP8wdsprilyd5muaO/907kA+QtVcNlY5X8cPH8acgXxWF2bJbzQa3YXijryuw7I/wdLH1NcTb4bZfw6PyQ2ZI2HbJ+2OoNM0jb4pMeworCa/zB3I7yysIb+sjgiLiVMGd6ImduPbKj24z0R14i+YRl0Jn/9WNeo8ulmd2AhV+SvUv1tyf0jyMqXFaHh3eA00N7Y6wTQ+RwXy+0pqKattcpXu+NKGgxWumfG/v3hk57I4wtnhNfDGFSprLXUQXPuB+0S5L8SkQO40VXqxfR5MueuEDzljWAZr8ytYsr2w04H8/M1qN/70YelER4TB+10Y6WG/IUIIIXzOGg3xznS5iv3Hv690rPcvVyBf6GpQ17Wu9S0CeSOt3hINkX6okU1VgXxCcynx1Hk9gq6oqoEjlQ2YNBjVJ8R25B0OtQtvBPGn3Qfn/SU8gng48Qi6dmbJL9qqjpfpg9K87ziu6+7Z7eOu8e6x/hCbCkPPUdeDNFPeY51NqwcVPMakgb3RvavvlBhjZWB6LADr/DBP3uHQefDjzeg6XDquD5P6hUEvAl/aswReuUAF8b3HwU2f+TaINww7X11u+9Sju58xTP2f8s3uUhps3o9g1HWd+c60eulW73sSyAshhOg6TxveSaM7/2oxS95Ih+9Kan1py0DeaHQXn+l5Ay1vRCVAnErZH6Ad8XpHfsMhVR8/OCM+tEZVNTfB+zfD6hcBDWY/Caff759/Q38xOtcXbwd72xSP3JS2nesXbetCt/rDa9VrWaJg5GXeP94fxjrT+ze+rX6mocoVyJ/m/WM1zd29Pv/bNt82xtCt9UMg//b3B9lwqJL4SAv3ze5hDe42vw9vXKkaXw6YAdd/4r/Gl8Nmq8uDK1VX+xPIy4onKzGKepudlXtLvX65rQVVHCitI9Ji4nRJq/c5CeSFEEJ0nScj6OoroCJfXZfUev8wduRbjJ/rbGq9ze6gukE9ODU2osUMeT/Uxxuc6fUDtSMUebkjH5L18Y018OaVsOUDMFnhsn+Hfo11e5JyVc2tvQlKd7X59rE78oVVDa6fx5nDOvHh3Rj1lndBYOfGH8+gmer3q65UddMPRXVl7j4k/aZ37jmMEX/tzZP3U518RV0TTyzcDsDPZg0hI74H9U/57l/w3s2q8eWIS+GH7/i38WVSX9XAUXfAzgUnvLumaa669i+doyS9sWCTysyZMTQ9tE6wdhMSyAshhOg6TzrXGx8wE/tCdCdGUYkTa7Ej39XUeqNjvUmDxGhri0Dej7sqzs71A0wFHPV6R74CCKH6+NpSeO1C2PslWGPhh2/DqMuDvarOMZkgY7i63s48edcIOueO/Bfb1LEyNieJjAQvgzJbveqqDTA2BNLqDWaL6p4P7m76oebAN4Cufo8625DStSO/UpWEtDCubxKgTprZHXrn13mMP3+2g/I6G0My47huSg9pcKfrsOSPsMDZ+HLSrepEXyAaXw67QF16nF6v3vMXby9C1z3/uUtavf9JIC+EEKLrkj1IrZe0ev9zBfKFrpFxTQ6tU7WNRlp9ckwEJpMG1c4aeX90rDc4A/mB2hEq620er1vXddcOcEiMnqs4CC+fo5pXRafA9XNh0JnBXlXXGA3e2qmTz01VtdP5ZXWtutV3Kq1++zxorITEnM6lh/uT0T1/1+fuUpNQss85P77/qZ1/jl6jVbfzhgpV3tDC4Ix44iIt1DbZ2XG0uvOv0cKmQ5W8uUplav3uopFYe0KDO4cdPr0XvnpCfT3jgcA2vhx2nrrcuxQaT/xznDYolQiLiUPl9ewuqvH4ZXYUVrO3pJYIi8l1MsBjRzdDVYF3j+mBesBvixBCCL8zduQrjrMjX2B0rJdA3m9inR+W7E3E67VYzaoO22ha5w1jRz7Z6E5tjJ7zxwx5Q5oamTfIpD7AeZpev7+0jqqGZiIsJob2CvI89uId8NLZULITErLhpoWQPTG4a/IFo+FdO53r+yRFY9Kg3mZnf2kd3+5WtbSdGju3zplWP+bq1qOzQkH6UMiepLrCb3w72Ktpa78zkPd27FxLZqv6O4LqgN/yWybNdaLMF3XyDofOg3NVg7sLx/Tm5AHHmXjSXdga4N0bYM3LgAbnPQUzfh3YnhkZeZAyAOyNaHuXnPDuMREWpjh/Nku8SK+f70yrP3VwOvFRVs/Xt+8reH4aPDMS3rsJDq5SGQyijRB7hxRCCBGWXIH8wXabYQHu1Hqpj/cfa5SrplhrUSdfVut9fn2rRnfg7lrv10Be7cjnakcxY6fQw1nyxm78iN4Jwd3RK9yigviqw5A2FG7+LPij03zFaHjXTmp9hMVEVmI0AK+vPECT3UG/1BgGZcR59xoVB9UuIcDYH3ZhsX5kpPuvfyO0gouaYijaqq53JZAH9xi6YwJ5gPHO9HpfBPLvrT3EuvwKYiPM/N95eV1+vpDXUAVvXA7b5oI5Aq58FSbdHPh1aJqre71pxzyPHmLsqHsXyKsTsueN9jKLa82r6tLRrBoB/mcWvHg6bHhLjUUULhLICyGE6Lq4XmCOVDtVVYfaft/W4E7TlNR6/2oxgi4lRgXhpbXef/gxdvGNWnt313o/ptYnZIMlmgiaydaKPe5c76qPz07y39pOxGGHj+6E+nLoM0HtxCdmB289vmbUyFcfUU3VjpHrbHj3tnMO+KzhmWje7jJueAvQIXc6pPTvymr9Z+SlagRj8XbVXT9UGLvxmSPVuLyuaFknf4xxPmp4V1ln408L1P8JP505mExveymEm5oieOU89XOKiIdr34fhFwVvPc5AXtu9CM1x4o6oRiD//YFyKutOfGJ4V2E1u4tqsJo1zszz4uRvQxVsd9buX/ycKmcxR8KRdfDhj+HpkfDlY6FZ2hIEEsgLIYToOpNJdcOF9hveFW1VQX50CiT0CezaehpXIN+1HfmyNqn1AdiRN5lc6fUDtSMez5IPifr41f+BgvUQmQg/+B/EdLM52FEJ7jGT7dbJq0C+plEFBbOGe3nCJ9Rmx3ckKlF10wd3d/1Q4Iu0ekP2JNDMUHlQZUm0MD5HBfL7Smo7VbJjeGrRDkprmxiUEceN00L0pI2vlO2D/5yl+sTEpsMNn3atj4EvZE+CuEy0xmrSarae8O45KTEMzojD7tD5ateJx9YZafWnDE4nwZu0+m1zoblBZWeNuRouehbmbIUzfgvxvaG2CJY9Dk+PgPdvVX1IejAJ5IUQQvjG8RreGWn1WaPDa352OIpNV5c1Ra6Gd2V13n/gbrUjb2+G2hL1DX/uyAOkukfQebIjb7M72HykCghix/rqo7Dk9+r6zAch3o8nO4LpOOn1Oc7O9aDKMSbkejmZ4sC3UL5PjbkL5k6lJ4wTDZveV132Q4FrfrwPAvnIOHfm1DG78okxVgamq+aG6zqZXr/lSCX/XalO+P7uwhHdu8Hd0U2q3KZ8nzoRdtNn0HtssFelTpoOVTPlsyo8C4aNXXlPxtB1ulv9hrfU5eir3J8VYtPg1F/AzzbC5S9DzmQ1rm/TO/DiGfDvmbDpPWju/ImlcNWNf3OEEEIE1PFmyRsd66U+3v9apta7duQ7EcjXtaiRry0GdNBMEOPnhlTGCDqtwKNAfsfRapqaHSREWeiXGnPC+/vFZw9AY5VKqZ9wY3DWEAjH61yfEuu6fsawDMwmL0/YGbvxIy6GiNjj3jXo+p2qxmg2Vno8wsuvqgqgdLf6/cyd5pvn7GvMk2+vTl6dpOlMnbyu6zz08RYcOpw3Ooupg9K6tMyQtn85vDxbje7MHAk3fw6pA4O9Kjdnen1W5Vo1V/4ETncG8kt3Fh93/ODuohp2FFZjMWnM8iatvvKQ+jcDGH1l2++braq05ebP4dYv1Y69OQIOrYb3b4ZnRsGyJ1S/iB5CAnkhhBC+cbzO9a6O9WMCtpweq8UseaNGvlOp9TUtAnkjrT42w/8jktKcO/Imz3bkW86P97om2xd2L1YNmTQTnP904EZIBcNxOtfntjiJ4vXYucYa2PKRuj722k4uLoBMJhh7tboeCun1Rlp9r9EQneSb5zxOnfz4LtTJf7D2MN8fKCfaaub/ZnfjBnfbPoX/XqpO8OVOgxvm+T+byVv9T0WPjCequRLNgxT1CbnJJERZKKttYr2znKk9Czer3fhpg9JIjPEirX7jO7h6ZBileh3pMx4ueR7u3aLG98Vlqv+nvvwjPD0cPrwDjqz3/LXDlATyQgghfCOpg9R6h929gyeN7vzPVzvyLbvWuxrdBSBlPM2dWu/J+DmjPj4oje5s9TDv5+r65Nshq5ufqDJS64u3t5lO0S8tlvgoC0kxVk4Z7OUu69aPwFYLKQPdAWSoM7rq713Wpo484PYtU5e+SKs3GD+Hoq2qgWML45yd6zccrDjuzuyxqhpsPOZscHfPmYPonRTtk6WGnDWvwjs/Anuj2vW+9n3fnWDxJUsE+qBZAGgedK+3mk2cOkSVbh0vvX6esz7+PG/S6nXdnVY/5geePy4uQ43v+9lmuPTf0Gci2Jtgw5vwr9PgP2fD5g/A7v3J7HAggbwQQgjf6Ci1vmwv2OpUp+fUQYFeVc9jBPK1XayRb5laX1PY+rn9yXmMpGrVNFSdOEVyw8FKIEj18cufVrWv8b3h9AcC//qBltwfrDGqGVXZ3lbfiou08OGd0/jozmnERFi8e951zrT6sT8Mnx4ayf2cjeV02PC/4K5ln3NHvv9pvnvOuAzn76Ku5ni3MDgjnrhIC7VNdnYcrfb4KZ9ZtIuSmkYGpMVyy/QBvltrqNB1+Pov8MlPVKr6uB/BFa+CNXRPWDiGqDp50455Ho1TPNEYun0ltWwrqMJs0rzLzClYDyU7wBLVuR4ZlggYfQXcuhhuWQyjrgCTBQ6uhPduhL+OUT+b2lLvnzuEhUQg/+yzz9KvXz+ioqKYPHkyq1at6vC+r7zyCpqmtfoTFdV6ZEVNTQ1333032dnZREdHM3z4cJ5//nl//zWEEKJnM5rd1ZVCY4sPdwUb1GXmiO6ddhwq4lo2u+vcjryu65TXBimQj4jFkaDGtvWyHXJ1QW9PTWMzO4vUsTYmO9H/a2upZJcK5AHOfRwi4wP7+sFgMrnH0BVuavPtQRlx9Evzsr69dA/kf6tKE8Zc7YNFBtA4ZxnA+jfAceIaY78oP6DKmTSz77MZjOc78G2rm80mzTUhwtM6+e1Hq3h1xX4AHr5wBBGWkAhBfMfhgIX3w+Lfqa+nz4EL/w5mL09qBZg+8EzsmhWtfJ97ROxxnDYkHU2DrQVVFFS2bfS4wJlWP3VgqnviiSc2vK0uh85WEzK6InsiXPZvtUt/2q9VA9iqw+pn8/SIblVDH/Tforfffps5c+bw0EMPsXbtWsaMGcPZZ59NUVHHKRsJCQkUFBS4/hw40Loec86cOSxcuJDXX3+dbdu28bOf/Yy7776buXPn+vuvI4QQPVdUIkQ7O1W3HEFnNLqTtPrAcO3IF5MSpU6ceFsjX1XfTLMzZTY5JkJ1ZYeA1Xia0lXDu4GmIxyt7LhOfvPhSnQdshKjyAjkHGpdh3lzVArn4LMg78LAvXawGXXy7XSu75T1b6rLAadDYpiNpsy7UM0EL9+vTkYEg1Ef32e8708m9Z2iLturk3em13sSyOu6zoMfb8Hu0DlnRC9Xena30dwEH94G3z2nvj7ncZj5UHhkl0TGUxzvPDnnQePG1LhIxjlP4ny5vW1A3Klu9fZm2Pyeuu5NWv2JJGSpTKl7t8DFz6vSp9wp7pPd3UDQA/mnnnqKW2+9lRtvvNG1cx4TE8NLL73U4WM0TaNXr16uP5mZrXcIvv32W66//npmzJhBv379uO222xgzZsxxd/qFEEL4QHsN74zRc70kkA+ImDRAA91BqqkGUDvXjc12j5/CSKuPjTATZTUHdkceWo2gKzpOw7uNRqO7QNfHb3pXjfuyRMG5T4THB3ZfMSZP+CKQd9jdaemhPDu+IxExMPISdd0oDwg0V1q9H+aSG4H8kbVga/17OM6LhndzNxxh1b4yoqwmfnvBcF+vMriqj8Lrl6r3BJNF1WmffEewV+WVgsQJ6sp2zyYwdJRen19ax+bDVZg0OMubtPo9S9RklJg0GHiG54/zlCVSNae8bZkqdehGgprv0dTUxJo1a7j//vtdt5lMJmbOnMmKFW3HXRhqamrIzc3F4XAwfvx4Hn30UUaMGOH6/tSpU5k7dy433XQTvXv3ZunSpezcuZOnn3663edrbGyksdHdUKeqSs2jtdls2Gyh2xzBWFsor1EEhhwLoqVgHg/mxL6YjqzDXrIHh80Guo6lYCMa0Jw2HF2O0YCwxKah1RYT01iICR0HGkWVdfTycNe6qLIOgOTYCGw2G+bqo5iA5ui0gPwMTckDMQMDtQKOlNdis7WfNr/ugNoNHNk7PnDHe30Fls8eQAPs03+OIz4bwuC49tX7gpY6FAugH91Ec1efa++XWKoOo0cl0jzwrLD4dzyWNuoHWNa+hr71I5pn/TGwJRa6jmXfMvX+mjPV499Nj4+F+BwssRlotUU0569CNwJ7YFRWHKBqogsral1lPMeqbmjmj/O2AXDHqQPIiLV0m88q2u4vMH9yN1pdCbo1FvtlL6EPPDOsjmObzcbRxPHoh15BK1iPrWQfJGYf9zGnDErhyc/hm93F1NQ1EGlVmV+fbjwEwOT+KSREmjz+OZvXv4kJsI+4VFWoOPz472eODvmfjze/H0EN5EtKSrDb7W121DMzM9m+vf06jaFDh/LSSy8xevRoKisrefLJJ5k6dSpbtmwhO1sdeH//+9+57bbbyM7OxmKxYDKZePHFFzn11PbPVj722GM88sgjbW7//PPPiYkJ0kxaLyxatCjYSxAhQo4F0VIwjofhpc0MBg6sX8am0lyimso4u64EByYWrMvHseFowNfUE82wR5EIrF/+ObHWsVTbYO5nS8j2sHx5U5kGmDHb6pg/fz6zivcTA3y7aQ/le+f7ceVKWnUZ04AB2hH+unoD1g7GCH232wxo1B/ezvz52/y+LoDRB1+hf20x1VG9+bJ8IPp8//97+FJX3xcszbWcB2hVh1k0911sls7PfJ+w759kA/vjJrLx8yVdWlfQ6DpnRGYR31jA5nf+QH6qDxvOnUBsw1FmVhdg1yws3FKGfZt3x6Inx8Ikay69KWLnF6+xq1frNPrMaDOF9Rr//mgxI5Pbb5T20X4TRdUm0qJ0smu2M3/+ieuwQ53maCav4F0GFy0AoDK6L9/3u5OaHY2wI7zeDwCwJlAaM5i02h1s//BJ9macddy76zokRpipbHLwj3c+J8/5s39ro3o/ztaLme/h+6LFXsc5zpT+r6v6UBlm76f+UFdX5/F9Q7sDQzumTJnClCnuM4JTp04lLy+PF154gd///veACuRXrlzJ3Llzyc3N5auvvuKuu+6id+/ezJw5s81z3n///cyZM8f1dVVVFTk5OZx11lkkJHSx4YIf2Ww2Fi1axKxZs7BavZjTKLodORZES8E8HrS1xbBgHv2SNHJmz0bb9RlsAS19COecf3FA19KTmStegn0HmTA0m7h9UG2DvHEnccogz8aC1a45BDu20q93OrPPHYdl4y0ATJl1yYnn+/pC9Tj42+PkaoWkZWUze/aoNncprWmkbMUyNA1uvmQm8VH+P9a1w99jXvclANGXP8e5udP8/pq+4sv3BT3/UbTKg5w1tg9636mde5L6CiwbbwUg54L7yO49rktrCiZT8m748veM0bcwcvafAva62tpXYRtoOZM4+/xLPH6cN8eCadVBWLSaYTHlDJ49u9X3vmrczPtrj2DJGMTsWYPbPHZXUQ1ff7cC0HnsivHM6A618eX7MX94K6aidQDYJ9xMzMxHONUSwB4dPmQcCwkn/QC+fIQRlv0MO+bn3J4VzVt5+/tD1Cb2Y/bsPA5X1JO/4ms0DeZceQZpcZEevb62/g3MG23oaUOYdtmdPatMqQNGZrgnghrIp6WlYTabKSwsbHV7YWEhvXp51lDHarUybtw4du/eDUB9fT0PPPAAH374Ieeddx4Ao0ePZv369Tz55JPtBvKRkZFERrY94KxWa1gEReGyTuF/ciyIloJyPKSpkUKminxMVisUq11SrddoOTYDydmUztJQSpwlFdCoanB4/DOoaFD19GlxUVjttaqpG2BN6gOB+Dkm52Azx2C110HFAazW8W3usrWwDICB6XGkxAcge87eDAt+Cegw5odYBs3w/2v6gU/eFzJHQuVBLCU7YGAnd6DXf6zmbGcMx9J3Unh/gB93DSz9I6aDKzFVHoC0AI3ZzP8GAFP/09T7rZc8Ohb6q5NVpkOrMZlNrSaPTMhN5f21R9hwuKrN8+i6zh/m76DZoTMzL5NZI3p7vb6Qs/l9mPtTaKqGqCS46B+Y8y6gO8xi0YZfCF8+gil/BSZbNcSkHPf+M4f34u3vD7F0Vwm/s1j4YnsJACf1SyErOc7zF96imtxpY36ANcKLLvfdmDfvz0FtdhcREcGECRNYvHix6zaHw8HixYtb7bofj91uZ9OmTWRlqe6IRl27ydT6r2Y2m3EEazSIEEL0FC2b3ek6HHWOnpOO9YEVp5oRUVNEnPMzQakXI+jKatR9U+MioNp5sj0qEawB2nXSNGoT1EmhyIo97d5lvTE/PlCN7la9oEauRSXBWb8PzGuGKlfn+rYj6Dzmmh1/TXgH8aC6Yw9ybhR99oBH87i7TNdh/3J13R+N7gyZoyAiDhoroah1+cr43CQANhyswO5o/Xeet6mAb/eUEmkx8VC4N7hrqoO598B7N6kgPudkuH055F0Q7JX5TlKu+lnrdtix4IR3nzYolQiLiYNl9ewprmGes1v9eaO96FZfcdA9dWHUlZ1ZdY8X9K71c+bM4cUXX+TVV19l27Zt3HHHHdTW1nLjjTcCcN1117Vqhve73/2Ozz//nL1797J27VquvfZaDhw4wC23qLS/hIQETjvtNH75y1+ydOlS9u3bxyuvvMJrr73GJZd4nnYkhBCiExJz1Dzo5gbV6bzAOXpOOtYHlrO7vFbrDuTLahuP84DWjK71yTERUOPsaxAXmNFzBnuKStVNrN3X7vc3HKwAYExOAObHVx6CJX9U12f9DmI9K1Hotro6gq5om+qEbrLA6Kt8t65gmvkwmCNh12fwfceTl3ymeAfUFqnJCdkT/fc6ZgtkT1LX81s3oh6cEU9cpIXaJjs7jla7bq9tbOYPnzob3M0YSE5K6Peb6lDhFvjXDFj7GqDBqb+EG+ZBUk6wV+Z7w1QmM9vnnfCuMREWTh6QCsDrK/NZl1+BpsE5I7z4f2LTO+qy3ynd898zAIIeyF911VU8+eSTPPjgg4wdO5b169ezcOFCVwO8/Px8CgoKXPcvLy/n1ltvJS8vj9mzZ1NVVcW3337L8OHus31vvfUWkyZN4pprrmH48OE8/vjj/PGPf+T2228P+N9PCCF6FLMVEpwdbws2uMfQ9Wpb4yz8qMUs+TiL2ikr82ZH3nnf1NgIqHGOGIoP0Og5J0uGCuQzmvLRj9nh1HWdDYEcPbfwPrDVQs5kGPcj/79eqDN+n4u2qRFy3lr3urocfHb3memcOUIF8wCf/R+U7PLv6+37Sl3mTFbjtfzJNU++dSBvNmmMdc4UbzlP/u9LdnO0qoGclGhuP22gf9fmL7oOq/8DL54BJTvUiczrPoYzfqNObnRHeeeryz2Loan2hHc/0zmG7rUV+wGYlJtChoeTUdB12PC2ut5dTuYFQUgciXfffTd33313u99bunRpq6+ffvrpDsfIGXr16sXLL7/sq+UJIYTwRnIuVObDtk/U14k5J6y3Ez7mTK3XWqbW13geyJc7A/mU2AgoN3bkAxvIx/TOA6AfR6ios5HcYrzVwbJ6KupsRJhNDMvy87ivHQvVsayZ4fynwRT0PZDgSxmgdoJtdVC2z7uacLsNNjo/wIfj7PjjmXy72pHfuxTevwVu+UKd3PSH/c5A3p9p9YZcZyB/YIUKwFqUQozvm8Ty3SWszS/n2pNz2VNcw3+W7wXgofNHEGUNwwry+nKY+xPYNld9PWgWXPJ898/EyRypUuwrDsDuxTD8wuPe/YxhGTw0dwtGVcW5o7zYjT+yTp0gsUTB8Iu6sOieTf43EkII4VtGnbwxhkfS6gPPqJFvlVrveSBv1NMnx0aoEgkIeCBvzRgGwEDtCIVV9a2+t965G5/XO4FIix8DhaY6Z4M7YMpd7pTyns5khgx1ooXCzd49dtciqC2G2HQYfPwxV2HHZIKLn1N9FArWw9LH/fM6Dkdg6uMNfSaoMojqI1CR3+pb43KTAViXX4Gu6zw8dws2u84ZwzKYOTyw7xk+cXAVPH+qCuJNVjjrj/DDd7p/EA/qBM0w5668B+n1OSkxDMpwN7Y7Z6QXgbxxMm/YeRAVuhPCQp0E8kIIIXwrOVdd1pWqS2l0F3hGjXx9OYlmFZR3OrW+2rkjHx/YGnlSBmDHRKJWR1nRkVbfctXHZ/u5Pv6rP6vAJTEHZtzn39cKN5kj1aW3dfLrnU3uRl/lv93qYEroDRf8VV1f/pTaxfa1ws1q19gaC4EY2xcRC1lj1PX8la2+NT5HBfL7Smr536qDfL2rhAhzGDa4czjg67/AS+eojLLkfnDzZzD17p6VhWOk1+9coLJnTsBIr5+Qm0xWYrRnr2G3wSbVrZ7RP+jMKoVTDzoyhRBCBERy/9ZfS3184EUlqd0kIE1TM2k97VrfYLNT16TqnoO5I481ilKLes3Go627ZbsD+ST/vX7RNvj2b+r6uU+oYEa4uQJ5L3bka4ph50J1fWw3S6tvacTFMOaHoDvgw9ugwfO50B4xOn3nTg3cyZAO6uQTY6wMTFe/Gw/NVcfCj08bQG5qGP2+VBfC65fA4t+pru0jL4Mff60yEXqanMkQkwYNle6sj+O45ZQBXDy2N785L8/z19izBOpKVFbOwDO6sFghgbwQQgjfSspt/bWk1geeyeRKr0/V1Ji2ynobNvuJx7Aau/FWs0ZClCV4gTxQGqWOJb3Y3Tis2e5g8xHn6Dlnoy2f03X4dA44mmHoeTBstn9eJ5y5Otd7Echvekf9m/YeB5lhtmPrrXP/BEl9VUbHgl/79rn3OQP5/qf49nmPp4NAHmB8X7Urb7Pr9EmK5s4ZXvRMCLbdX8Dz01RfA0s0XPgPuOw/PTfd22SGoeeq6x6k16fHR/LMD8YxznkMeGTDW+py5OXdt3FggEggL4QQwreMGnmA6GRIzA7aUno0ZyCf5Kh09aYqrzvxrrwRyCfHRKBpmnuOfKBT64HaeOcs+Ur3LPmdhTU02BzER1oYkOanXb/1b0L+t2CNUQGZaMsI5Cvy1e7dieh669nx3V1UAlzyLzWOc8ObsOVD3zyvvRkOfKOu9wtkIH+yuizeDnVlrb7VMoj77fnDiY4IgwZ3dhssehBev0z1bMgYAT9eBuN/1KqZX4+Ud4G63D5PlRz4UkOlu3/OGEmr7yoJ5IUQQvhWbJqq3QS1G9/TPxQFS6wK5KOaK0mKVum3ntTJl7XsWG+rh0ZnkBaEHfnmFLWzl1DjniVvjJ0blZ2IyeSHY6uuDD7/jbo+4z6Zb9yRmBRI6KOuF2498f0L1kPRFjVrfdTlfl1ayMidAtPnqOuf/Ayqjhz37h45ugEaqyAy0V23HgixaZA2RF0/+F2rb52Zl0FqbAQXje3N2SPCoMFd+X5VC/+Ns5fBpFvg1sWQPjSoywoZ/U+DiDjV3PDIOt8+99aPobkB0ocF9vjtpiSQF0II4Vua5m54J/XxwRPnDuRTnaPbPBlB1yqQN9LqzZEQ5efGcu0wZ6gP1mmN7k7Zrvp4f6XVL3oQ6ssgYzicfKd/XqO78Ca93tiNH3aeytTpKWbcp0oJGirgozu6vsNppNX3m6bSoAPJ2JU/8G2rmzMTovj+NzN55qqxKosnVNlt6jh8/hQ4/L16T7vyv3DeX8DqYaO2nsAaBYNmquvbP/Xtc7ecHR/Kx0qYkEBeCCGE72WNVZf9pgd1GT2acwc90lapgnI8a3hX2jKQd6XVZwblQ1dMbzWCLtNRCLYGADYcctbH+6PR3YEVsO6/6vr5T3fPruq+5GnnelsDbHpXXe9us+NPxGyFS19UZRp7l8J3z3Xt+fY558cHMq3e0Hequjymcz2ApmmhG8TXl8Pyp+GvY+DjO1VGQ/ZJcPvyE85K77Fc6fU+DOQr8uHAckCD0Vf67nl7MAnkhRBC+N7sJ+Cmz2HIOcFeSc9lBPLN7kC+rKbxhA8rb7Uj7xw9Fxf4+niAtIw+VOixmNCxl+ymrqmZnYXVAIz19Y683Qaf3quuj7/OvfsoOubpjvyO+WpHOqEPDDjd78sKOWmD4ew/qutfPOz9yD6D3eYOogMxP/5Yxu/EkXWq7CbUleyGeT+Hp4arf/eqw6pT+pkPwo3zVTNC0b7Bs9Tkk5KdULzTN8+58R112W+69M7xEQnkhRBC+F5kPPSdLKlzwWSk1tsqSYn1vEa+1Y58TVGr5wq0tPgo9upZANQc3sqWI1XYHToZ8ZH0Sozy7YuteBaKt0FMKsx8xLfP3V25duS3Hj9l3JgdP+YHgU8HDxUTblQnNu1N8P6trgwTrxxeC7ZaiE5RpR+BltxPndRz2ODwmsC/vid0XWUtvPkD+MdEWP1vsNWpZnYXPQs/2wyn/FyybU4kKtF9ssgXu/K6DhudafXS5M5nJJAXQgghuiNn8B3ZXElKjOep9WW1atc+NTYCqp078kHoWA9gNmkcsahmc/UFO/xXH19+AJY+rq6f9QfVyE2cWOog1T/BVgsV+9u/T9URNTcaeka3+o5omhptFpuumv4t+b33z+FKq5+uRkwGmqapBn7Q7hi6oGpuVNMmnj8FXr0Adi4AdBh8Nlz3MdzxDYy7VtV/C8/kna8ufRHIH1mndvct0ZAn5Qy+IoG8EEII0R05U+ujWtTIe7IjX15rAyA5BFLrAUpcs+R3uurjfZpWr+uw4FfQXA+502HM1b577u7ObIEM1ceAox2k12/4H+gONYc8dWDg1haK4tJVMA+w4h+qZt4b+52BfDDS6g3GPPkDIRLI15bAsifg6ZGqmWDhJhUsTrwZ7v4ernkHBsyQ7LDOGDob0FT2RVcnLhiz44edp0YzCp+QQF4IIYTojpw78hZHA+mRzYCnze7Ujnyr1Pr44I2UqolTs+QjKna7d+R92ehu+zzYuVDVg57/lHzg99bxGt71tNnxnhh6Dky8SV3/8I42M9k7ZGuAfOfYt6AG8s46+YOrwGEP3jqKtsHce+DpEfDlH6G2COJ7w5kPwZyt6nc5bXDw1tcdxPeC7Enq+vZ5nX8euw02v6+uS1q9T0kgL4QQQnRHEXHo1hgAMk1qJ9ujHfk6tSOfGhvpTq0Pwgx5gy1Z7eLG1ewjv6wWUDPkfaKxRu3GA0z7icyR7gxXIN/OjvzB76Bsj+rYPuLigC4rpJ31B1WWUH1ENVjU9RM/5tBqsDeq30VjnnswZI6EiHhoqu58077O0nXY9QX89xL458mw9jU1k7z3OLj03/CzjXDKHCmN8SVfpNfvXgx1JRCb0TObXfqRBPJCCCFEd6Rp6oMTkIpngbzdoVNep+6THGt1z5EPYiBvTRuITTcT6ainF2UMSIslMdpHjaqWPqY6WSflwim/8M1z9jTH61y/7nV1Ofxi1QBTb3bFaQAAIp5JREFUKBGxaiSdyQJbP3I3ATue/cb8+FOCmzViMkPOSep6oOrkbfXw/cvw7GR44zLVc0EzqRFpNy6EW7+E0VdIAzt/GOYM5PcvV2P8OmOjM61+1OWqHEf4jPxrCiGEEN2UHpuOVrGfZEc5EEt5XRN2h47Z1H4gUFHX5NocTI4yQ22x+iJIze4AMpLiyNczGKgVsDLqHuw1ZvhjJJgj3H8sEa2/PuFtkSoYWumc6T37SYiICdrfMawZO/Ll+6Gx2h2wN9XClg/V9Z42O94TfcbDjPtgyR9g3i9U7Xlybsf3Nxrd9Q/C/Phj5U6BPYtVID/5x/57neqjsOpF+P4lqHeWIETEw/gfqddN7ue/1xZK6kBIz1MTPXZ+DmOu8u7x9RWwfb66PtrLx4oTkkBeCCGE6K6cdfJxzaVALLqugvXUuMh2727sxidEWbA2lKkmZWgQkxagBbeVkRDJPMdkfmL6CAAzdjVOylbnmxcYfhEMOcs3z9UTxaZCfBZUF6i6ZWO3dutcaKpRwVbutKAuMWRNn6NSxQ+uhA9/DDfMa388X1MdHPpeXe8XAoG80fAuf6VKd/dHhsDmD+Dju9VEBFAz3yffDuN+JM3SAi3vfBXIb//E+0B+68eqJCQ9D7LG+Gd9PZgE8kIIIUQ3pTtT6811xSRGD6Sy3kZZbceBfGmNCuRT4yLdHetj04OaDpmZEMVTzVfyfPOFRNHEa9ePZWSvaGhuUjO57Y2qmZK9qcVtLf40t/i+cV/jNrMVpv00aH+3biNzhArkj25yB/LrWzS5kwaC7TOZ4dIX4Lnpanf7m2fUjPNjHVypZrcnZEPKgIAvs40+E1RzyOoClYmR0t93z223waIHYeU/1de9x8P0n8HQ8yQtO1iGnQdf/VnVutvqwRrt+WNds+OvkvcBP5DfCCGEEKK7cu7IazVFpMZFUFlvo6SmicEdlLwbNfQpsRFQ7ayPD2LHelCBPEAdUTSZohk0aAhY29m1FMGTOQJ2f+Fufla2z1nTrck4vxNJ7gezn1Cj0758FAaeoZq3tdQyrT4UgiFrtFrjoVVqV95XgXxVAbx7gzpxATD9Xjj9NxLAB1vWWEjMgcqDsOdLGDbbs8eVH4AD3wAajLrSnyvssaTZnRBCCNFNGTvy1BaT6sEs+TKj0V1MRItGd8Grj1drsWI1q+AlLyuBKAniQ0/mKHVpBPIb/qcuB5wGSTnBWVM4GXO1KvFwNMP7t6pU+pb2tWh0FyqMMXS+ani3fzm8cKoK4iMT4Ko3YObDEsSHAk1Tu/LgXff6Te+oy/6nQGIf369LSCAvhBBCdFtxRiBfpHbZgTLnnPj2lBmp9bER7tT6IHasB9A0jYx4tSs/JsdHY+eEb7k6129Rs8XXOwP5sdcGb03hRNPg/GdUr4HSXbDot+7vNVTBkXXqeig0ujO46uS7GMjrOnzzN3j1QjULPmME3LbUPfZMhAYjkN+xAOzNJ76/rsMGZ1r9aJkd7y8SyAshhBDdVaw7tT4lVtXFlx5nR974Xkpc6KTWA/RJUjWZY3OSg7wS0a60wapmuqla1cZX5kNkogRj3ohJgYudUxRW/1t1CAcVKOt2lYKf1Ddoy2vD2JEv2Qm1JZ17joYqeOc6deJCt6uu5rcsUp3SRWjpOxWiU9T0AE9O3hxZq05KWaJh+IX+X18PJYG8EEII0U3pLXbkU2PUjOXjpdYbXetTYlruyAc3tR7gl+cM5Zbp/Tl/dFawlyLaY7ZC+jB1fckf1OXIS71riiVg4Olw8l3q+sd3Qk2xuz4+lNLqQZ14MH7m+Su9f3zRNnjxdNg2V50Emv0kXPICRMT6dp3CN8wWGHquuu5Jev0G5+z4vPPdIymFz0kgL4QQQnRXsekAaPYmekWqlPrj7ci3anZXU6RuNE4GBNGkfin85vzhUh8fyno558kbvRXGSVp9p5z5IGQMh9pimHtPi0Z3pwV3Xe3pbHr9pvfgxTOgdDck9IEbF8BJt4ZGIz/RMVed/DyVOt8Ruw02v6+uS1q9X0kgL4QQQnRXliiazDEAZFmqAHcdfHvKWqXWO3fk44O/Iy/CgFEnD5A2VI0oE96zRsGlL4I5AnYugKMb1e2hVB9vaDlP3hPNTTD/V/D+zWCrgwEz4MdfQc4kvy1R+NDAM8Aao7rXF2zo+H67v4C6UlXaNWBGwJbXE0kgL4QQQnRjjRbVIC5dqwBO0LXeCOSjrS261ge/Rl6EgZaB/DiZHd8lvUbCmQ+5v04bEpon1Iw6+YL10FR7/PtWHYFXzoNVL6ivT/k5XPsBxKb5dYnCh6zRMOhMdf146fVGWv2oK2TqgJ9JIC+EEEJ0Y41WFcgnOyqAjlPrdV13fS/V2gDNDeobEsgLT/QaDSaLqneWdNquO/lO6H+quj7g9OCupSNJfVVqvKMZDq/p+H77vlKj5Q6tUk0Qf/A/VUJgklKZsDPM2cBy+7z2v19foTrbA4y5KiBL6snkNIkQQgjRjTU4d+QT7WVACuV1TTgcOiZT6x3TuiY7Tc0OAFL0cnVjZAJExARyuSJcxabBD99RKeEhMOkg7JlMcOVrsPFdGHV5sFfTPk1Tu/Kb31fp9caJB4Ouwzd/hcWPgO6AzJHq7yRd6cPXkLNBM0PRVijd0/ZnufVjsDdCep46uSf8SnbkhRBCiG7M2JGPsZUCYHfoVDXY2tzPSKuPtJiIbihWN8puvPDGoDNDs5Y7XEUnw+TbVIf4UGXUyR/4tvXtDZXw9rXwxUMqiB9zNdwso+XCXnQy9JuurreXXm+k1Y/5gZTXBIAE8kIIIUQ3ZtTIW+pKiI9UiXjtpde70upjI9CMjvWhWJcrhAgdRiB/aDXYm9X1wi3wr9NVoGeOgPOfhoufk+ye7iLvAnV5bHp9+QHI/xbQVH288DsJ5IUQQohurMGapK7UFJIaFwFAaTud68udgXxybESLRnfBHz0nhAhhGXmq7r2pBgo3w8Z34MUzoWwPJGTDjQth4k2yO9udDJ2tLg+ugupC9+0b31GX/U+FxD6BX1cPJIG8EEII0Y01WhLUlZpCNR8eKKttbHO/0lYz5J2j5+JkR14IcRwmM+ScpK5/eDt8cCs016sGfT/+CrJlDGG3k9gHeo8HdNjh3JXXddjYIq1eBIQE8kIIIUQ3ZtTIU1NESmwk0H5qvRHcp8ZGuHdZpGmZEOJEcp3p9cXb1OWpv4Rr34fY1OCtSfhX3jHd6w+vhdLdYIl2p94Lv5NAXgghhOjGXKn1tcWkxahxT2XtpNaX1aoGeMmyIy+E8MbAM9RlVKKaXHDGb2S0XHc3zBms712mGhsau/F550NkfPDW1cPI+DkhhBCiG2uyxKOjoekO+kTVAx7syOc7m91JjbwQ4kR6j4Obv1Bz5SWLp2dIHwKpg6F0F2yfD5veU7dLWn1AyY68EEII0Y3pmlnN+Ab6mKsA96i5lspcNfKRUO3ckZeu9UIIT+RMkiC+pzHS6794GOrL1LjS/jOCuKCeRwJ5IYQQoruLVTvrGaZK4PiBfFqUAxoq1I0yR14IIUR7jPR6oxRr1BVglmTvQJJAXgghhOjm9Nh0AFKpADpKrVe3ZZjUrj3mCIhODsj6hBBChJne4yA+y/316KuCt5YeSgJ5IYQQortz1ron2cuB9sfPGYF8ql7mfEymzH4WQgjRPpMJhp2nrmcMh16jgrueHkjyH4QQQohuTnem1sfZVZBeVtuErutozkDdZndQ1dAMuIN9SasXQghxXFPvUWPnpv5ETvwGgQTyQgghRHfn3JGPaSwFwGbXqW5sJiHKCkC5czfepEFsU4l6jDS6E0IIcTzJ/eC6j4O9ih5LUuuFEEKIbs7YkTfXFREToeY7l7aYJV9Wp64nxURgqpXRc0IIIUSok0BeCCGE6O6cgTw1RaTGRQCt6+TLaozRcxHuDsRxsiMvhBBChCoJ5IUQQohuTjd212sK1Zx4Wu/Il9a2COSrC9WNMhNaCCGECFkSyAshhBDdnbEjX19ORoxqSNRylny5M7U+JSYCapyBvOzICyGEECFLAnkhhBCiu4tOApNqbNc3shZoPUve2J1PiWsZyEuNvBBCCBGqJJAXQgghujvN5ArMsy3VQOsdeeN6WowZapzN7qRrvRBCCBGyJJAXQggheoLYdAB6mSuBYwJ5Z2p9L0sd6HZAc91fCCGEEKFHAnkhhBCiJ4hTzevStQqgdWq90bU+y6KCfGJSwWwN6PKEEEII4TkJ5IUQQoiewJlan6JXAMeMn3MG9emUqxskrV4IIYQIaRLICyGEED2Bc0c+3q6C9bKatqn1Sc7vGfcVQgghRGiyBHsBQgghhAgAZ3Ae21QKqNR6XdcBKHfuyCfYy9R9ZUdeCCGECGkSyAshhBA9QZxqXhfZUAJAY7ODuiY7zQ6dZocK6GMaS5z3ldFzQgghRCiTQF4IIYToCZw78qa6IiItJhqbHZTWNGF37srHRpix1Bkz5GVHXgghhAhlUiMvhBBC9ATOQF6rKSItLhKA0tpGV9O7lLgIqHYG8vFSIy+EEEKEspAI5J999ln69etHVFQUkydPZtWqVR3e95VXXkHTtFZ/oqKi2txv27ZtXHjhhSQmJhIbG8ukSZPIz8/3519DCCGECF1GunxTDVkxDkB1qy+rtQGQEhMBNcaOvATyQgghRCgLeiD/9ttvM2fOHB566CHWrl3LmDFjOPvssykqKurwMQkJCRQUFLj+HDhwoNX39+zZw/Tp0xk2bBhLly5l48aN/Pa3v2034BdCCCF6hIg4sMYA0C+qFlAN71w78jFWCeSFEEKIMBH0GvmnnnqKW2+9lRtvvBGA559/nnnz5vHSSy9x3333tfsYTdPo1avj+r3/+7//Y/bs2TzxxBOu2wYOHOjbhQshhBDhRNPUrnz5fvpaq4FkymqbcDhr5LOi7WCrU/eVrvVCCCFESAtqIN/U1MSaNWu4//77XbeZTCZmzpzJihUrOnxcTU0Nubm5OBwOxo8fz6OPPsqIESMAcDgczJs3j1/96lecffbZrFu3jv79+3P//fdz8cUXt/t8jY2NNDY2ur6uqqoCwGazYbPZfPA39Q9jbaG8RhEYciyIluR4EIZjjwVzTDqm8v30MlUAyRRX1bvu28dSAYAeEUezFgFy/HQr8r4gDHIsCIMcC6HHm59FUAP5kpIS7HY7mZmtU/gyMzPZvn17u48ZOnQoL730EqNHj6ayspInn3ySqVOnsmXLFrKzsykqKqKmpobHH3+cP/zhD/zpT39i4cKFXHrppXz55ZecdtppbZ7zscce45FHHmlz++eff05MTIxv/rJ+tGjRomAvQYQIORZES3I8CINxLEyqcdAb0It3Av3ZtHMfaj/eRPPhTQDUarEsnj8/SCsV/ibvC8Igx4IwyLEQOurq6jy+b9BT6701ZcoUpkyZ4vp66tSp5OXl8cILL/D73/8eh0M18Lnooou49957ARg7dizffvstzz//fLuB/P3338+cOXNcX1dVVZGTk8NZZ51FQkKCn/9GnWez2Vi0aBGzZs3CarUGezkiiORYEC3J8SAMxx4LpgVfwto1DM+MhBKITs4AHSguYWJuAlRATOYAZs+eHeylCx+T9wVhkGNBGORYCD1GZrgnghrIp6WlYTabKSwsbHV7YWHhcWvgW7JarYwbN47du3e7ntNisTB8+PBW98vLy2P58uXtPkdkZCSRkZHtPnc4HNThsk7hf3IsiJbkeBAG17GQkAVAsl4JQEWdO4UvDXWbKT4Lkxw33Za8LwiDHAvCIMdC6PDm5xDUrvURERFMmDCBxYsXu25zOBwsXry41a778djtdjZt2kRWVpbrOSdNmsSOHTta3W/nzp3k5ub6bvFCCCFEuHGOoIuzlQKqa31pbRMAifYy532kY70QQggR6oKeWj9nzhyuv/56Jk6cyEknncQzzzxDbW2tq4v9ddddR58+fXjssccA+N3vfsfJJ5/MoEGDqKio4M9//jMHDhzglltucT3nL3/5S6666ipOPfVUTj/9dBYuXMgnn3zC0qVLg/FXFEIIIUKDM5CPblKBfFltE5rzW7HO4J54CeSFEEKIUBf0QP6qq66iuLiYBx98kKNHjzJ27FgWLlzoaoCXn5+PyeROHCgvL+fWW2/l6NGjJCcnM2HCBL799ttWqfSXXHIJzz//PI899hg/+clPGDp0KO+//z7Tp08P+N9PCCGECBnO3XZrfTEAdU1217eiGoqd95HRc0IIIUSoC3ogD3D33Xdz9913t/u9Y3fRn376aZ5++ukTPudNN93ETTfd5IvlCSGEEN2Dc0deqy3GagabM463mDQsdUXqC9mRF0IIIUJeUGvkhRBCCBFAsc5A3t5Ibox7Nz45NgKtxtl4VmrkhRBCiJAngbwQQgjRU1ijICoRgAHRNa6bM2M0qDea3UlqvRBCCBHqJJAXQgghehLnrnxupDuQ7x9Vq66YrBCdHIxVCSGEEMILEsgLIYQQPYkzdb6Ptcp1U05EtfN7GWCSjwZCCCFEqJP/rYUQQoiexNnwrpfJHchnW5zXpT5eCCGECAsSyAshhBA9iTNYT9cqXTdlmirUlXipjxdCCCHCgQTyQgghRE/i3JFPcpS7bkrDeV125IUQQoiwIIG8EEII0ZM4g/WE5jLXTUl2CeSFEEKIcCKBvBBCCNGTOHfkY2ylrpvim53X4yWQF0IIIcKBBPJCCCFET+IM5CMbSlw3RTcWO78nNfJCCCFEOJBAXgghhOhJnOnz5vpSTDgAiKgvafU9IYQQQoQ2S7AXIIQQQogAikkDNDTdziVDoyjT4zEdKlLfk9R6IYQQIixIIC+EEEL0JGYLxKZBbTF/OTdLjZz7c7P6XmxGcNcmhBBCCI9IIC+EEEL0NLEZUFsMNYXu22JSwRIRvDUJIYQQwmNSIy+EEEL0NM6Gd9QUuYN5qY8XQgghwobsyAshhBA9jRG01xYBeuvbhBBCCBHyJJAXQgghepqWO/IOu7oeL6PnhBBCiHAhgbwQQgjR0xi77zWF7kA+ThrdCSGEEOFCAnkhhBCip3HtyBeCw9mxPk525IUQQohwIYG8EEII0dO0TK23OwN5mSEvhBBChA0J5IUQQoiexpVaXwT2JudtsiMvhBBChAsJ5IUQQoiexgjk68vAVtf6NiGEEEKEPJkjL4QQQvQ0UUlgsqrrzQ3qUlLrhRBCiLAhgbwQQgjR05hMEJvu/toaC5HxwVuPEEIIIbwigbwQQgjRE7UcNyej54QQQoiwIoG8EEII0RO1rImPl0Z3QgghRDiRQF4IIYToiVrtyEt9vBBCCBFOJJAXQggheiLZkRdCCCHClgTyQgghRE/UMpCXGnkhhBAirEggL4QQQvREcS261sfJjrwQQggRTiSQF0IIIXqiVqn1UiMvhBBChBMJ5IUQQoieqFVqvQTyQgghRDiRQF4IIYToiVrWxcdnBW8dQgghhPCaJdgLEEIIIUQQRMbDjAfA3gSxacFejRBCCCG8IIG8EEII0VPN+HWwVyCEEEKITpDUeiGEEEIIIYQQIoxIIC+EEEIIIYQQQoQRCeSFEEIIIYQQQogwIoG8EEIIIYQQQggRRiSQF0IIIYQQQgghwogE8kIIIYQQQgghRBiRQF4IIYQQQgghhAgjEsgLIYQQQgghhBBhRAJ5IYQQQgghhBAijEggL4QQQgghhBBChBEJ5IUQQgghhBBCiDAigbwQQgghhBBCCBFGJJAXQgghhBBCCCHCiATyQgghhBBCCCFEGJFAXgghhBBCCCGECCMSyAshhBBCCCGEEGFEAnkhhBBCCCGEECKMSCAvhBBCCCGEEEKEEUuwFxCKdF0HoKqqKsgrOT6bzUZdXR1VVVVYrdZgL0cEkRwLoiU5HoRBjgVhkGNBGORYEAY5FkKPEX8a8ejxSCDfjurqagBycnKCvBIhhBBCCCGEED1JdXU1iYmJx72PpnsS7vcwDoeDI0eOEB8fj6ZpwV5Oh6qqqsjJyeHgwYMkJCQEezkiiORYEC3J8SAMciwIgxwLwiDHgjDIsRB6dF2nurqa3r17YzIdvwpeduTbYTKZyM7ODvYyPJaQkCC/fAKQY0G0JseDMMixIAxyLAiDHAvCIMdCaDnRTrxBmt0JIYQQQgghhBBhRAJ5IYQQQgghhBAijEggH8YiIyN56KGHiIyMDPZSRJDJsSBakuNBGORYEAY5FoRBjgVhkGMhvEmzOyGEEEIIIYQQIozIjrwQQgghhBBCCBFGJJAXQgghhBBCCCHCiATyQgghhBBCCCFEGJFAXgghhBBCCCGECCMSyIexZ599ln79+hEVFcXkyZNZtWpVsJckguCrr77iggsuoHfv3miaxkcffRTsJYkgeOyxx5g0aRLx8fFkZGRw8cUXs2PHjmAvSwTBc889x+jRo0lISCAhIYEpU6awYMGCYC9LhIDHH38cTdP42c9+FuyliAB7+OGH0TSt1Z9hw4YFe1kiSA4fPsy1115Lamoq0dHRjBo1iu+//z7YyxJekkA+TL399tvMmTOHhx56iLVr1zJmzBjOPvtsioqKgr00EWC1tbWMGTOGZ599NthLEUG0bNky7rrrLlauXMmiRYuw2WycddZZ1NbWBntpIsCys7N5/PHHWbNmDd9//z1nnHEGF110EVu2bAn20kQQrV69mhdeeIHRo0cHeykiSEaMGEFBQYHrz/Lly4O9JBEE5eXlTJs2DavVyoIFC9i6dSt/+ctfSE5ODvbShJdk/FyYmjx5MpMmTeIf//gHAA6Hg5ycHO655x7uu+++IK9OBIumaXz44YdcfPHFwV6KCLLi4mIyMjJYtmwZp556arCXI4IsJSWFP//5z9x8883BXooIgpqaGsaPH88///lP/vCHPzB27FieeeaZYC9LBNDDDz/MRx99xPr164O9FBFk9913H9988w1ff/11sJciukh25MNQU1MTa9asYebMma7bTCYTM2fOZMWKFUFcmRAiVFRWVgIqgBM9l91u56233qK2tpYpU6YEezkiSO666y7OO++8Vp8bRM+za9cuevfuzYABA7jmmmvIz88P9pJEEMydO5eJEydyxRVXkJGRwbhx43jxxReDvSzRCRLIh6GSkhLsdjuZmZmtbs/MzOTo0aNBWpUQIlQ4HA5+9rOfMW3aNEaOHBns5Ygg2LRpE3FxcURGRnL77bfz4YcfMnz48GAvSwTBW2+9xdq1a3nssceCvRQRRJMnT+aVV15h4cKFPPfcc+zbt49TTjmF6urqYC9NBNjevXt57rnnGDx4MJ999hl33HEHP/nJT3j11VeDvTThJUuwFyCEEMK37rrrLjZv3iz1jz3Y0KFDWb9+PZWVlbz33ntcf/31LFu2TIL5HubgwYP89Kc/ZdGiRURFRQV7OSKIzj33XNf10aNHM3nyZHJzc3nnnXek5KaHcTgcTJw4kUcffRSAcePGsXnzZp5//nmuv/76IK9OeEN25MNQWloaZrOZwsLCVrcXFhbSq1evIK1KCBEK7r77bj799FO+/PJLsrOzg70cESQREREMGjSICRMm8NhjjzFmzBj++te/BntZIsDWrFlDUVER48ePx2KxYLFYWLZsGX/729+wWCzY7fZgL1EESVJSEkOGDGH37t3BXooIsKysrDYndfPy8qTUIgxJIB+GIiIimDBhAosXL3bd5nA4WLx4sdRACtFD6brO3XffzYcffsiSJUvo379/sJckQojD4aCxsTHYyxABduaZZ7Jp0ybWr1/v+jNx4kSuueYa1q9fj9lsDvYSRZDU1NSwZ88esrKygr0UEWDTpk1rM552586d5ObmBmlForMktT5MzZkzh+uvv56JEydy0kkn8cwzz1BbW8uNN94Y7KWJAKupqWl1Rn3fvn2sX7+elJQU+vbtG8SViUC66667ePPNN/n444+Jj4939ctITEwkOjo6yKsTgXT//fdz7rnn0rdvX6qrq3nzzTdZunQpn332WbCXJgIsPj6+TZ+M2NhYUlNTpX9GD/OLX/yCCy64gNzcXI4cOcJDDz2E2Wzm6quvDvbSRIDde++9TJ06lUcffZQrr7ySVatW8a9//Yt//etfwV6a8JIE8mHqqquuori4mAcffJCjR48yduxYFi5c2KYBnuj+vv/+e04//XTX13PmzAHg+uuv55VXXgnSqkSgPffccwDMmDGj1e0vv/wyN9xwQ+AXJIKmqKiI6667joKCAhITExk9ejSfffYZs2bNCvbShBBBcujQIa6++mpKS0tJT09n+vTprFy5kvT09GAvTQTYpEmT+PDDD7n//vv53e9+R//+/XnmmWe45pprgr004SWZIy+EEEIIIYQQQoQRqZEXQgghhBBCCCHCiATyQgghhBBCCCFEGJFAXgghhBBCCCGECCMSyAshhBBCCCGEEGFEAnkhhBBCCCGEECKMSCAvhBBCCCGEEEKEEQnkhRBCCCGEEEKIMCKBvBBCCCGCTtM0Pvroo2AvQwghhAgLEsgLIYQQPdwNN9yApmlt/pxzzjnBXpoQQggh2mEJ9gKEEEIIEXznnHMOL7/8cqvbIiMjg7QaIYQQQhyP7MgLIYQQgsjISHr16tXqT3JyMqDS3p977jnOPfdcoqOjGTBgAO+9916rx2/atIkzzjiD6OhoUlNTue2226ipqWl1n5deeokRI0YQGRlJVlYWd999d6vvl5SUcMkllxATE8PgwYOZO3euf//SQgghRJiSQF4IIYQQJ/Tb3/6Wyy67jA0bNnDNNdfwgx/8gG3btgFQW1vL2WefTXJyMqtXr+bdd9/liy++aBWoP/fcc9x1113cdtttbNq0iblz5zJo0KBWr/HII49w5ZVXsnHjRmbPns0111xDWVlZQP+eQgghRDjQdF3Xg70IIYQQQgTPDTfcwOuvv05UVFSr2x944AEeeOABNE3j9ttv57nnnnN97+STT2b8+PH885//5MUXX+TXv/41Bw8eJDY2FoD58+dzwQUXcOTIETIzM+nTpw833ngjf/jDH9pdg6Zp/OY3v+H3v/89oE4OxMXFsWDBAqnVF0IIIY4hNfJCCCGE4PTTT28VqAOkpKS4rk+ZMqXV96ZMmcL69esB2LZtG2PGjHEF8QDTpk3D4XCwY8cONE3jyJEjnHnmmcddw+jRo13XY2NjSUhIoKioqLN/JSGEEKLbkkBeCCGEEMTGxrZJdfeV6Ohoj+5ntVpbfa1pGg6Hwx9LEkIIIcKa1MgLIYQQ4oRWrlzZ5uu8vDwA8vLy2LBhA7W1ta7vf/PNN5hMJoYOHUp8fDz9+vVj8eLFAV2zEEII0V3JjrwQQgghaGxs5OjRo61us1gspKWlAfDuu+8yceJEpk+fzhtvvMGqVav4z3/+A8A111zDQw89xPXXX8/DDz9McXEx99xzDz/60Y/IzMwE4OGHH+b2228nIyODc889l+rqar755hvuueeewP5FhRBCiG5AAnkhhBBCsHDhQrKyslrdNnToULZv3w6ojvJvvfUWd955J1lZWfzvf/9j+PDhAMTExPDZZ5/x05/+lEmTJhETE8Nll13GU0895Xqu66+/noaGBp5++ml+8YtfkJaWxuWXXx64v6AQQgjRjUjXeiGEEEIcl6ZpfPjhh1x88cXBXooQQgghkBp5IYQQQgghhBAirEggL4QQQgghhBBChBGpkRdCCCHEcUkVnhBCCBFaZEdeCCGEEEIIIYQIIxLICyGEEEIIIYQQYUQCeSGEEEIIIYQQIoxIIC+EEEIIIYQQQoQRCeSFEEIIIYQQQogwIoG8EEIIIYQQQggRRiSQF0IIIYQQQgghwogE8kIIIYQQQgghRBiRQF4IIYQQQgghhAgj/w+m8C3tb4pSeQAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot the metrics in line chart: epoch vs accuracy\n","import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","\n","plt.figure(figsize=(12, 6))\n","plt.plot(perf_df[\"epoch\"], perf_df[\"accuracy\"], label=\"Accuracy\")\n","plt.plot(perf_df[\"epoch\"], perf_df[\"f1\"], label=\"F1\")\n","\n","# add grid\n","plt.grid(True)\n","\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"results/mgtv-results_p2_gemma2-9b_full_metrics.csv\", index=False)"]},{"cell_type":"code","execution_count":18,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it_torch.bfloat16 **********\n","google/gemma-2-9b-it_torch.bfloat16\n","不是 861\n","是 764\n","问法错误 45\n","不重要 34\n","回答正确 21\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-500_torch.bfloat16\n","不是 757\n","是 643\n","不重要 288\n","回答正确 27\n","问法错误 8\n","物品 1\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA9YAAAI3CAYAAAB+hsMhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABslElEQVR4nO3deXhMZ//H8U8WSSaJBLEViX2ptUtQtVYpD21J6aLaUrS2tpRuSvFUi+q+oNXWrlVbLbGUR1HU0halVUsJCZUgiUSWmUwm5/eHK/MzEhoOmSTer+uai9z3fWa+J+dkks+cc+7jYRiGIQAAAAAAcE083V0AAAAAAACFGcEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEzwdncBeZWVlaV//vlHxYsXl4eHh7vLAQAAAAAUcYZh6Pz586pQoYI8PS9/XLrQBOt//vlHoaGh7i4DAAAAAHCTiYmJUaVKlS7bX2iCdfHixSVdWKGgoCA3VwMAAAAAKOqSk5MVGhrqzKOXU2iCdfbp30FBQQRrAAAAAEC++bfLkZm8DAAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgXIN7e3jkeFotFp06dco5p3ry5S//gwYMlSW+++WaOZT09PTVkyBB3rQ4AAAAA3BQ8DMMw3F1EXiQnJys4OFhJSUkKCgpydzn5YuLEiTpx4oQ+++wzZ1vZsmX1zz//yNvb+4rLpqSkqHbt2tq5c6cqVqx4o0sFAAAAgCInrzn0yukMbpOWlqbPPvtM27Ztc7adPHlSISEh/xqqJWnq1Kl68MEHCdUAAAAAcIMRrAuoL774Qp06dVJoaKizbf/+/apdu/a/Lpuenq5PPvlEW7ZsuZElAgAAAADENdYFks1m00cffaQRI0a4tP/555/asmWLSpcurTp16mjOnDm5Lv/ll1/qvvvuU+XKlfOjXAAAAAC4qXHEugD6+uuvdc8996hq1aou7eHh4frpp59Uo0YN7d27Vz169FD58uXVvn1755iMjAx98MEH+t///pffZQMAAADATYnJywoYu92u2rVra82aNapVq9YVxy5fvlyzZs3S4sWLnW1ffPGFtmzZctmj2QAAAACAvGHyskJq9uzZuuuuu/41VEtStWrVdOLECefXmZmZevfddxUZGXkjSwQAAAAAXIRgXYA4HA698847+v7773P0ffXVV3I4HOrfv7+zbcuWLS4BfN68ebrjjjtUp06dfKkXAAAAAECwLlC+/fZbNWjQQPXq1cvRFx4erg4dOqhOnTpq2rSp1q5dqzfeeEPr1q2TJGVlZWnChAlasGBBfpcNAAAAADc1gnUBsn//fo0aNSrXvttuu03Tpk3ToEGDdOTIEdWqVUvTp0/XbbfdJkk6fvy42rZtq4YNG+ZjxQAAAAAAJi8DAAAAACAXTF52g1R5baW7Sygwjk3s7O4SAAAAAMDtPN1dAAAAAAAAhRnBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAE64qWHt7e+d4WCwWnTp1SpL0119/qUWLFrJYLKpXr55WrVrlsvzSpUtVq1YtWSwWtW3bVocPH75+awIAAAAAgBtcVbDOzMx0ebz11lvq27evbrnlFtlsNnXq1Ek9evRQUlKSPv/8c/Xr10/79u2TJO3bt0/9+/fXl19+qaSkJD3yyCPq2LGjrFbrDVkxAAAAAADywzWfCp6WlqbPPvtMr776qiRpyZIlql+/vgYPHiwfHx+1bNlSo0eP1rvvvitJ+uyzz/TKK6+odevW8vHx0YABA9S4cWN9880312dNAAAAAABwg2sO1l988YU6deqk0NBQSdLmzZvVpUsXlzHdu3fX+vXr89QPAAAAAEBh5H0tC9lsNn300UfauHGjsy06OlqPPPKIy7jSpUvLarXKZrPp5MmTqlatmkt/7dq1dfTo0WspAQAAAACAAuGagvXXX3+te+65R1WrVnW2paeny9/fP8dYi8Wi9PR0ZWVlydPTM9e+3NhsNtlsNufXycnJ11IqAAAAAAA31FWfCm632/Xee+/p9ddfd2m3WCy5TkSWkJAgf39/eXp6yjAMl774+Phcw7gkTZgwQcHBwc5H9innAAAAAAAUJFcdrGfPnq277rpLtWrVcmkPCwtTVFSUS1tsbKxKlSolHx8fVaxYUdHR0S79UVFROU4PzzZixAglJSU5HzExMVdbKgAAAAAAN9xVBWuHw6F33nlHI0eOzNHXokULrVmzxqVt0aJFateuXZ76L+Xr66ugoCCXBwAAAAAABc1VBetvv/1WDRo0UL169XL0PfTQQ9q5c6dmz54tu92ubdu2adKkSXr55ZclSc8//7zeeust7dixQ3a7XdOnT9fevXvVo0eP67MmAAAAAAC4wVUF6/3792vUqFG59vn5+WnFihWaNm2aihcvrr59+2ratGnOEN6gQQN9+umnevLJJxUUFKS5c+dq1apV8vX1Nb8WAAAAAAC4iYdx6YxiBVRycrKCg4OVlJTk1tPCq7y20m2vXdAcm9jZ3SUAAAAAwA2T1xx61ZOXAQAAAACA/0ewBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAOFyPHjxzVr1ix3lwEAAADgIgRroBAZMmSI4uLicu2z2+164403nF9nZWVp5MiRKl++vEqXLq2BAwcqLS0tv0oFAAAAbhoEa6CQWLVqlY4cOaJhw4bl2j969Gjt3r3b+fX777+vzZs3a9euXfr777+Vlpaml19+Ob/KBQAAAG4aBGugELDZbBo6dKg+//xzeXt75+jfunWrPvjgA5e2SpUqae7cuapQoYJKlCihF198UZs2bcqvkgEAAICbBsEaKAQmTZqkVq1aqXnz5jn6UlJS1KtXL7300ksu7T169FBYWJgMw9DRo0c1duxYdejQIb9KBgAAAG4aBGuggIuJidGECRP0ww8/qGTJkho+fLiysrKc/UOGDFHnzp3Vvn37XJf/5JNPVL16dW3btu2yp5EDAAAAuHYEa6CAGzdunNq3b6/ffvtNu3bt0pYtWzR58mRJ0rJly7R9+3a98847l13+hRdeUHR0tJ588kndd999ysjIyK/SAQAAgJsCwRoo4JYtW6aZM2eqbNmyqlq1qr7++mtNnTpVp0+f1uDBgzV37lz5+flddnkPDw+FhobqvffeU8WKFbV69ep8rB4AAAAo+nLOggSgwDhz5owCAgJUsmRJZ1u9evV04sQJDRw4UHFxcWrWrJmkC7fXcjgcKl++vI4ePapDhw7ptttuc3m+Ro0a6dSpU/m5CgAAAECRxxFroAALCQlRYmKiEhMTnW379+9XWFiYFi9eLLvdLqvVKqvVqrVr1+o///mPYmNj5eXlpfvuu0/Jyckuz/fLL7+obt26+b0aAAAAQJFGsAYKME9PT/Xu3Vu9e/fW6dOnFRUVpX79+mnIkCFXXM7X11e9e/dWnz59FBsbq6SkJI0ZM0aS1KpVq/woHQAAALhpEKyBAm7ixImqWrWq6tevr7Zt2+qRRx7RM88886/LvfXWW6patapuv/12VapUSYcOHdKiRYvyoWIAAADg5uJhGIbh7iLyIjk5WcHBwUpKSlJQUJDb6qjy2kq3vXZBc2xiZ3eXAAAAAAA3TF5zKJOXASbxYcsFfNACAACAmxWnggMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABggqlgffz4cc2aNet61QIAAAAAQKFjKlgPGTJEcXFxzq+3bt2q2267TRaLRY0bN9bOnTtdxk+bNk1hYWEKCAhQRESEy7IAAAAAABRG1xysV61apSNHjmjYsGGSpLi4OEVERGj06NFKTk7WyJEj1aVLF8XGxkqS1qxZo/HjxysyMlJnz55V/fr1FRERcX3WAgAAAAAAN7mmYG2z2TR06FB9/vnn8vb2liRNnz5djz76qB566CEVK1ZMXbt2Va9evTRlyhRJ0ocffqj3339fDRs2lMVi0bhx45SVlaUff/zx+q0NAAAAAAD57JqC9aRJk9SqVSs1b97c2bZ582Z16dLFZVz37t21fv16GYahHTt2qHPnzrn2AwAAAABQWF11sI6JidGECRP0ww8/qGTJkho+fLiysrIUHR2tGjVquIytXbu2jh49qvj4eJUoUUJ+fn659gMAAAAAUFhddbAeN26c2rdvr99++027du3Sli1bNHnyZKWnp8vf399lrMViUXp6eq59F/fnxmazKTk52eUBAAAAAEBB4321CyxbtkwHDhxQyZIlJUlff/21HnnkEVksFlmtVpex8fHx8vf3z7Xv4v7cTJgwQf/973+vtjwAAAAAAPLVVR2xPnPmjAICApyhWpLq1aunEydOKCwsTFFRUS7jo6KiVK1aNYWEhOjcuXOy2+259udmxIgRSkpKcj5iYmKuplQAAAAAAPLFVQXrkJAQJSYmKjEx0dm2f/9+hYWFqUWLFlqzZo3L+EWLFqldu3by8PBQeHh4jhnAs/tz4+vrq6CgIJcHAAAAAAAFzVUFa09PT/Xu3Vu9e/fW6dOnFRUVpX79+mnIkCHq27evZs2apdWrVyszM1ORkZGaP3++Bg0aJEkaNmyYhg4dqgMHDshqtWrcuHGyWCxq06bNjVgvAAAAAADyxVVfYz1x4kS9+uqrql+/vgICAvTCCy/omWeekSQtXLhQgwcPVkREhOrXr6+lS5eqbNmykqSOHTvq+PHjat++veLj49WhQwctXrz4+q4NAAAAAAD5zMMwDMPdReRFcnKygoODlZSU5NbTwqu8ttJtr13QHJvY+d8H3QTYJy5gfwAAAEBRk9ccetW32wIAAAAAAP+PYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmHBNwXrkyJHy8vKSt7e3vL29Vb9+fUnSX3/9pRYtWshisahevXpatWqVy3JLly5VrVq1ZLFY1LZtWx0+fNj8GgAAAAAA4EbXFKz//PNP/fjjj8rMzFRmZqb++OMP2Ww2derUST169FBSUpI+//xz9evXT/v27ZMk7du3T/3799eXX36ppKQkPfLII+rYsaOsVut1XSEAAAAAAPLTNQfrOnXquLQtWbJE9evX1+DBg+Xj46OWLVtq9OjRevfddyVJn332mV555RW1bt1aPj4+GjBggBo3bqxvvvnG/FoAAAAAAOAmVx2srVarEhMTVa5cOZf2zZs3q0uXLi5t3bt31/r16/PUDwAAAABAYXTVwfrAgQNKTU1VaGioKlWqpFdffVV2u13R0dGqUaOGy9jSpUvLarXKZrPp5MmTqlatmkt/7dq1dfToUXNrAAAAAACAG111sA4ICND//vc/HTp0SNu2bdOff/6psWPHKj09Xf7+/jnGWywWpaenKysrS56enrn25cZmsyk5OdnlAQAAAABAQXPVwbpmzZpq3ry5LBaLQkNDNWfOHH355ZeyWCy5TkSWkJAgf39/eXp6yjAMl774+Phcw7gkTZgwQcHBwc5HaGjo1ZYKAAAAAMANZ/o+1iVLlpRhGCpTpoyioqJc+mJjY1WqVCn5+PioYsWKio6OdumPiorKcXp4thEjRigpKcn5iImJMVsqAAAAAADX3VUF699++00DBgxwaTtw4ID8/PzUvn17rVmzxqVv0aJFateunSSpRYsWV+y/lK+vr4KCglweAAAAAAAUNFcVrOvWras1a9ZoypQpslqt+v333/Xoo4/q1Vdf1UMPPaSdO3dq9uzZstvt2rZtmyZNmqSXX35ZkvT888/rrbfe0o4dO2S32zV9+nTt3btXPXr0uCErBgAAAABAfriqYG2xWLRy5UotXLhQISEhuv/++9WjRw8NHjxYfn5+WrFihaZNm6bixYurb9++mjZtmurVqydJatCggT799FM9+eSTCgoK0ty5c7Vq1Sr5+vrekBUDAAAAACA/eF/tAvXq1dOGDRty7atbt662bNly2WW7du2qrl27Xu1LAgAAAABQYJmevAwAAAAAgJsZwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACaaC9bvvvquzZ89Kkv766y+1aNFCFotF9erV06pVq1zGLl26VLVq1ZLFYlHbtm11+PBhMy8NAAAAAECBcM3Beu/evXrjjTckSTabTZ06dVKPHj2UlJSkzz//XP369dO+ffskSfv27VP//v315ZdfKikpSY888og6duwoq9V6fdYCAAAAAAA3uaZgnZGRoSeffFKZmZmSpCVLlqh+/foaPHiwfHx81LJlS40ePVrvvvuuJOmzzz7TK6+8otatW8vHx0cDBgxQ48aN9c0331y/NQEAAAAAwA2uKViPHDlSDRo0UKVKlSRJmzdvVpcuXVzGdO/eXevXr89TPwAAAAAAhdVVB+uffvpJixYt0uTJk51t0dHRqlGjhsu40qVLy2q1ymaz6eTJk6pWrZpLf+3atXX06NHLvo7NZlNycrLLAwAAAACAguaqgnVycrJ69+6tGTNmKDg42Nmenp4uf3//HOMtFovS09OVlZUlT0/PXPsuZ8KECQoODnY+QkNDr6ZUAAAAAADyxVUF6xdeeEHdunVTmzZtXNotFkuuE5ElJCTI399fnp6eMgzDpS8+Pj7XMJ5txIgRSkpKcj5iYmKuplQAAAAAAPKFd14HLlu2TPPmzZOXl5c+/fRTSRdO165UqZJuueUWRUVFqVWrVs7xsbGxKlWqlHx8fFSxYkVFR0ercuXKzv6oqKgcp4dfzNfXV76+vteyTgAAAAAA5Js8H7Hu0qWL7Ha7rFar81G5cmWdOHFCb7/9ttasWeMyftGiRWrXrp0kqUWLFlfsBwAAAACgsLrm+1hf7KGHHtLOnTs1e/Zs2e12bdu2TZMmTdLLL78sSXr++ef11ltvaceOHbLb7Zo+fbr27t2rHj16XI+XBwAAAADAba5LsPbz89OKFSs0bdo0FS9eXH379tW0adNUr149SVKDBg306aef6sknn1RQUJDmzp2rVatWcao3AAAAAKDQy/M11rk5duyY8/9169bVli1bLju2a9eu6tq1q5mXAwAAAACgwLkuR6wBAAAAALhZEawBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABOuOlhHRUWpY8eOKl68uGrXrq358+c7+7Zu3arbbrtNFotFjRs31s6dO12WnTZtmsLCwhQQEKCIiAjFxcWZXwMAAAAAANzoqoK1YRh68MEH1bZtW509e1YLFizQiBEjtH37dsXFxSkiIkKjR49WcnKyRo4cqS5duig2NlaStGbNGo0fP16RkZE6e/as6tevr4iIiBuyUgBQVCUmJqpXr14qU6aMqlSpookTJyorK0uStHHjRoWHhyswMFDNmjXTr7/+6rLslClTVK1aNZUoUUIPP/wwH24CAABcJ1cVrM+dO6fnnntOr7zyinx9fdWoUSN16dJFW7Zs0fTp0/Xoo4/qoYceUrFixdS1a1f16tVLU6ZMkSR9+OGHev/999WwYUNZLBaNGzdOWVlZ+vHHH2/IigFAUdS9e3dVrFhRR44c0bp167R06VJ99tlnio6OVq9evfThhx8qMTFR77//vp566inFx8dLkhYtWqTZs2dr7dq1iouL03/+8x/16NHDzWsDAABQNFxVsC5ZsqT69+8vScrIyNC6deu0ePFitW3bVps3b1aXLl1cxnfv3l3r16+XYRjasWOHOnfunGs/AODf7d69W6dPn9bbb7+toKAg1axZUzNmzNBXX32lnTt3qlWrVmrZsqWKFSumu+++W3feeac2b94s6cLR7GeeeUY1atSQr6+v+vTpo8OHD+vcuXPuXSkAAIAi4JonL2vatKnuu+8+tWnTRrfffruio6NVo0YNlzG1a9fW0aNHFR8frxIlSsjPzy/X/tzYbDYlJye7PADgZuZwODRs2DB5eHg420JDQxUXF6fmzZtr8+bNWr16tTIyMrR27VotX75c5cqVkyR17txZn3zyif7880+lp6frgw8+UHJysiwWi7tWBwAAoMjwvtYFt23bpj179uiFF17Q+PHjlZ6eLn9/f5cxFotF6enpufZd3J+bCRMm6L///e+1lgcARU54eLjCw8Nd2iIjIxUeHq5bbrlFkyZNUqdOnZx9Q4YMUbNmzSRJ//nPf7RixQrVr19fkuTn56cZM2bI19c3/1YAAACgiLrmI9Z+fn6666679P333+uDDz6QxWKR1Wp1GRMfHy9/f/9c+y7uz82IESOUlJTkfMTExFxrqQBQJMXGxmr48OEaPXq0fvvtN7300ktauXKl0tLStHbtWnl7e8tms0m6MHHZzp07tXfvXp0/f16TJ09m8jIAAIDr5KqC9bFjx3Tq1CmXtooVK8rLy0tlypRRVFSUS19UVJSqVaumkJAQnTt3Tna7Pdf+3Pj6+iooKMjlAQC4wGazqVu3bho0aJCaNm2qcePGafz48erUqZMsFovat2+vJk2aaOTIkXI4HBo7dqwWL16sBg0aKDAwUH369NHBgwcVGRnp7lUBAAAo9K4qWG/dulUvvfSSS9uxY8dUvHhxtW/fXmvWrHHpW7Rokdq1aycPDw+Fh4fnmAE8ux8AcHX69u2r0NBQvf7665KkgwcPqmXLli5jmjZtqh9++EFnz55VQECAKleunGs/AAAAzLmqYN21a1ft3LlTs2bNUnp6ug4cOKDHHntMb7zxhvr27atZs2Zp9erVyszMVGRkpObPn69BgwZJkoYNG6ahQ4fqwIEDslqtGjdunCwWi9q0aXMj1gsAiqyxY8fq6NGjmjlzpnMis2rVqunAgQMu43bt2qXy5curbNmySklJUVJSUq79AAAAMOeqgnVAQIAiIyM1d+5clSlTRvfdd58ef/xx9e7dW+XKldPChQs1YsQIBQYGauzYsVq6dKnKli0rSerYsaOGDh2q9u3bq1SpUtq1a5cWL158Q1YKAIqqefPmac6cOVq6dKnLnRZefPFFPf/889q+fbtsNpt++uknDRkyRIMHD5aHh4cGDBigxx9/XFFRUUpNTdXMmTP1zTff6Mknn3Tj2gAAABQNHoZhGO4uIi+Sk5MVHByspKQkt15vXeW1lW577YLm2MTO/z7oJsA+cQH7w423efNmtWvXTna7XZ6erp+LHjlyRJs2bdK4ceN04sQJ1apVSyNGjNBjjz0mScrMzNTIkSM1c+ZMpaenKzw8XO+9957uuOMOd6wKAABAoZDXHEqwvkqEqP9HkLqAfeIC9of/xz5xAfsEAAAo7PKaQ6/5dlsAAAAAAIBgDQAAAACAKQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAE64qWCcmJqpXr14qU6aMqlSpookTJyorK0uStHXrVt12222yWCxq3Lixdu7c6bLstGnTFBYWpoCAAEVERCguLu76rQUAAAAAAG5yVcG6e/fuqlixoo4cOaJ169Zp6dKl+uyzzxQXF6eIiAiNHj1aycnJGjlypLp06aLY2FhJ0po1azR+/HhFRkbq7Nmzql+/viIiIm7ICgEAAAAAkJ/yHKx3796t06dP6+2331ZQUJBq1qypGTNm6KuvvtL06dP16KOP6qGHHlKxYsXUtWtX9erVS1OmTJEkffjhh3r//ffVsGFDWSwWjRs3TllZWfrxxx9v2IoBAAAAAJAf8hysHQ6Hhg0bJg8PD2dbaGio4uLitHnzZnXp0sVlfPfu3bV+/XoZhqEdO3aoc+fOufYDAAAAAFCYeed1YHh4uMLDw13aIiMjFR4eruPHj6tGjRoufbVr19bRo0cVHx+vEiVKyM/PL0f/N998c9nXs9lsstlszq+Tk5PzWioAAAAAAPnmmmcFj42N1fDhwzV69Gilp6fL39/fpd9isSg9PT3Xvov7L2fChAkKDg52PkJDQ6+1VAAAAAAAbphrCtY2m03dunXToEGD1LRpU1ksFlmtVpcx8fHx8vf3z7Xv4v7LGTFihJKSkpyPmJiYaykVAAAAAIAbKs+ngl+sb9++Cg0N1euvvy5JCgsLU1RUlMLCwpxjoqKiVK1aNYWEhOjcuXOy2+0qVqxYjv7L8fX1la+v77WUBwAAAABAvrnqI9Zjx47V0aNHNXPmTOdEZi1atNCaNWtcxi1atEjt2rWTh4eHwsPDc8wAnt0PAAAAAEBhdlVHrOfNm6c5c+Zo27ZtLpOR9e3bV7fffrtatWql9u3ba82aNZo/f7527dolSRo2bJiGDh2q77//XlWqVNG7774ri8WiNm3aXNeVAQAAAAAgv+U5WG/evFl9+vSR3W5XhQoVXPqOHDmihQsXavDgwYqIiFD9+vW1dOlSlS1bVpLUsWNHHT9+XO3bt1d8fLw6dOigxYsXX981AQAAAADADfIcrFu2bOly+6tLVa5cWXv27Llsf//+/dW/f/+rKg4AAAAAgILumm+3BQAAAAAACNYAAAAAAJhCsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAnXFKzvueceeXp66r333nNp37p1q2677TZZLBY1btxYO3fudOmfNm2awsLCFBAQoIiICMXFxV175QAAAAAAFADXFKw3bNig0aNHu7TFxcUpIiJCo0ePVnJyskaOHKkuXbooNjZWkrRmzRqNHz9ekZGROnv2rOrXr6+IiAjzawAAAAAAgBtdt1PBp0+frkcffVQPPfSQihUrpq5du6pXr16aMmWKJOnDDz/U+++/r4YNG8pisWjcuHHKysrSjz/+eL1KAAAAAAAg3123YL1582Z16dLFpa179+5av369DMPQjh071Llz51z7AQAAAAAorK5bsI6OjlaNGjVc2mrXrq2jR48qPj5eJUqUkJ+fX679ubHZbEpOTnZ5AAAAAABQ0Fy3YJ2eni5/f3+XNovFovT09Fz7Lu7PzYQJExQcHOx8hIaGXq9SAQAAAAC4bq5bsLZYLLJarS5t8fHx8vf3z7Xv4v7cjBgxQklJSc5HTEzM9SoVAAAAAIDrxvt6PVFYWJiioqIUFhbmbIuKilK1atUUEhKic+fOyW63q1ixYjn6c+Pr6ytfX9/rVR4AAAAAADfEdTti3aJFC61Zs8albdGiRWrXrp08PDwUHh6eYwbw7H4AAAAAAAqr6xas+/btq1mzZmn16tXKzMxUZGSk5s+fr0GDBkmShg0bpqFDh+rAgQOyWq0aN26cLBaL2rRpc71KAAAAAAAg3123U8HLlSunhQsXavDgwYqIiFD9+vW1dOlSlS1bVpLUsWNHHT9+XO3bt1d8fLw6dOigxYsXX6+XBwAAAADALa45WI8dOzZHW/PmzbVnz57LLtO/f3/179//Wl8SAAAAAIAC57qdCg4AAAAAwM2IYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAChCEhMT1atXL5UpU0ZVqlTRxIkTlZWVpdmzZ8vb29vl4enpqS5duri7ZAAACj1vdxcAAACun+7du6tp06Y6cuSI4uLi9OSTT8rf318vvPCCnnrqKee4rKwsNWjQQKNGjXJjtQAAFA0csQYAoIjYvXu3Tp8+rbfffltBQUGqWbOmZsyYoa+++irH2MWLFyssLEyNGzd2Q6UAABQtHLEGAKCIcDgcGjZsmDw8PJxtoaGhiouLcxlnGIbefvttTZkyJb9LBACgSCJYAwBQRISHhys8PNylLTIyMkfbihUrFBISorvvvjs/ywMAoMgiWAMAUETFxsZq+PDhWrJkiUv7W2+9pUmTJrmpKgAAih6usQYAoAiy2Wzq1q2bBg0apKZNmzrbf/jhB/n6+qpNmzbuKw4AgCKGYA0AQBHUt29fhYaG6vXXX3dpf/vtt/XGG2+4qSoAAIomTgUHAKCIGTt2rI4ePaoff/zRZSKzTZs2yWaz6b777nNjdQAAFD0EawAAipB58+Zpzpw52rZtm/z8/Fz6xo0bx32rAQC4AQjWAAAUEZs3b1afPn1kt9tVoUIFl74jR44oJCREDzzwgJuqAwCg6OIaawAAioiWLVvKZrMpKytLmZmZLo/KlSvru+++c3eJcLP4+Hg98cQTKlWqlMLCwvT++++7uyQAKBI4Yg0AwA1W5bWV7i6hQDg2sbO7S7jp9erVS+Hh4YqJiVFKSor69++v0qVLq1evXu4uDQAKNY5YAwAA3CR++uknvf766woICFC5cuX0/PPP6/vvv3d3WQBQ6BGsAQAAbhKdO3fWK6+8ouTkZMXExGj8+PEqV66cu8sCgEKPYA0AAHCTmDx5shYvXqzg4GCFhYXp1KlTGjNmjLvLQgFwzz33yNPTU++99567S0EBwT5xdQjWAAAAN4HMzEw98MADevzxxxUfH6/jx4+rY8eOOn36tLtLQwGwYcMGjR492t1loABhn7g6TF4GAABwE4iMjJTFYtE777wjSSpVqpTGjRunFi1aaPv27fL19XVzhQBQeHHEGgAA4CZw8OBBtWzZ0qUtICBAJUqU0B9//OGmqgCgaCBYAwAA3ASqVaumAwcOuLRZrVb99ddfKl++vJuqAoCigWANAABwE3jggQe0a9cuTZ48WefPn9fJkyfVq1cvNWvWTBUrVnR3eQBQqBGsAQAAbgJ+fn6KjIzU8uXLVa5cOTVt2lRly5bV7Nmz3V0aABR6+Rqsk5OT1bNnTwUGBqpChQrOyTMAAABw49WsWVM//PCD0tLSdOLECX366acqXry4u8sCgEIvX2cFf/bZZ+Xn56eTJ0/q3Llz6t69u0qUKKH+/fvnZxkAAABuVeW1le4uoUA4NrGzu0sAgOsi34L1yZMntWHDBh0/flx+fn4KDg7W7Nmz9Z///IdgDQAAAAAotPLtVPCtW7eqffv28vPzc7bdeuutCgwM1OHDh/OrDAAAAAAArqt8O2IdHR2tGjVq5GivXbu2jh49qpo1a+ZXKQAAAAAuMXbsWHeXgAKGfSLv8i1Yp6eny9/fP0e7xWJRenp6jnabzSabzeb8OikpSdKFCdDcKcuW5tbXL0jcvS0KCvaJC9gf/h/7xAXsE/+PfeIC9on/xz5xAfvEBfXH/ODuEgqMP/7bwd0lFAjsE//P3ftE9vuUYRhXHJdvwdpisSgtLecvkfj4+FwD94QJE/Tf//43R3toaOgNqQ9XL/gjd1eAgoT9AZdin8Cl2CdwKfYJXIp9ApcqKPvE+fPnFRwcfNn+fAvWYWFhWr16dY72qKgoVatWLUf7iBEjNGzYMOfXWVlZSkhIUEhIiDw8PG5orQVZcnKyQkNDFRMTo6CgIHeXgwKAfQKXYp/ApdgncCn2CVyKfQKXYp+4wDAMnT9/XhUqVLjiuHwL1s2bN9dLL72kzMxMeXtfeNk//vhDNpst12uvfX195evr69JWokSJ/Ci1UAgKCrqpd3DkxD6BS7FP4FLsE7gU+wQuxT6BS7FP6IpHqrPl26zgFStW1N13360XX3xRKSkpiomJ0TPPPKNRo0blVwkAAAAAAFx3+RasJemLL75QQkKCypcvryZNmuihhx5S375987MEAAAAAACuq3w7FVy6cAh93rx5+fmSRY6vr6/GjBmT4zR53LzYJ3Ap9glcin0Cl2KfwKXYJ3Ap9omr42H827zhAAAAAADgsvL1VHAAAAAAAIoagjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgXMqmpqWrYsKEyMzOdbRs3btTIkSNd2nDzSElJUVBQkMv2X7VqlXr27KmMjAw3VoYbKSkpSUOGDLlsf0BAgM6cOeP8OjU1NT/KAgAUQmlpaZo8ebJmz57tfMyaNUtz5851d2lAocHttgqZzMxM+fn5KT09Xd9884169eqljRs36t5771VSUpICAwPdXSLymcPhkK+vr1JTUzVp0iS98cYb2rx5s9q0acM+UYQlJyerXr16iomJ0Zdffqm0tDR5eHjIYrHomWeeUenSpRUdHS1/f3/FxcXpjjvu0M8//6zKlSu7u3Tko1WrVsnf31+enjk/R/fw8FD58uVVs2ZNN1SGgiAzM1PPPvusPv74YxUvXlz79u2Tp6en6tWr5+7SkM/S0tJUvHhxtWrVytm2ZcsWPfbYY5ozZ44bKwMKD4J1AZWamqr77rvPeUN2wzAUHByspUuXKjAwUAkJCSpfvrwSEhK0Z88e3XnnnUpOTlZAQICbK8eNkpKSotq1a7vsEyEhIfr1119VvHhx5z4RHx+v33//XXfccQf7RBFms9lUv359HT58WHXq1FHLli0lSRs2bNDff/+typUr6/jx45KkyZMn6+uvv9auXbvcWTLyUXR0tMLCwnTLLbeocePGMgxDmzZtUuvWrfXbb7+pfv368vHx0ebNm7Vv3z6FhYW5u2TcIDabTVOnTpXFYpGXl5fS0tIUERGhe++9V7t27VKJEiV07tw5BQYG6vHHH9fPP/+sw4cPq1ixYu4uHTfA+fPntWDBApftm5aWpscff1zlypVTenq6s7148eI6f/68O8qEGyQnJ+vZZ59V8eLF5eHhIenC35qpqamaM2eOEhMTFR4erooVK6patWpq0aKFnnnmmVw/uL1Z8Z0ooHx9fRUTE6O+ffvq77//Vr9+/XTo0CFJkp+fn3x8fOTt7e38WpJ8fHzcVi9uPIvFIj8/P82ZM0ceHh6aO3eu0tLSJF3YX4oVK+bcJ7L3hewQjqLH29vbZXt/+eWX+vLLL+Xl5eVse/DBBxUXF6fFixfrpZdecme5yGfNmjXT3Llz5e/vr+XLl2vFihWqVKmSVqxYoaZNm2rmzJmKjIzU008/7XwfQdFkGIaGDRumefPmadasWRo2bJhsNpuOHj0qPz8/+fr6ytfXVytWrNDixYv11VdfEaqLMIfDoWeeeUYjR450Pp577jl5eHg4w1S2S79G0ebl5aV169bp1ltvVe3atbVkyRLVqVNH33//vby8vGSxWBQdHa2BAwcqLCxMr776qmbMmOHusgsUb3cXgNx5e3urRIkS6tmzp9555x317NlTEyZMcPZJcv7is9vtKlasGL8IizgvLy8FBASoefPmzn+zPyW8NFBnZGTIz8/P2Y6ix8vLS3FxcRo0aJBiY2M1aNAgSXLZJ9q2bauWLVsqMTFR3bp1c2e5yGcWi0XLli3T8ePH9eabb0qSzp49qzfffFMHDx7UBx98oKCgIPn7+6tOnTpurhY3kq+vr7y8vPTTTz9Jkvz9/V0+jPX09NSMGTM0atQoffPNN2rXrp2bK8aNlH15WExMjLPNy8tLxYoVU2ZmpiZNmuRsz8jI0LvvvquXX3453+tE/vP19VVQUJCGDRsm6cLZbsOHD9fbb78t6cLvFQ8PDz3xxBOSpEOHDum3335T37593VZzQcNf3YVI9h/MNptNb775plJSUvTmm2/q5MmTKl++vJurgztk7xPp6enq06ePEhMT1adPH505c0a33HKLm6vDjWaxWNS8eXOtWrVKzZs3l2EY2rBhg6QLRxqGDh2q8+fPa9WqVZy9cJP49ddftWLFCvn6+mrhwoWqXLmy8ywGDw8PeXl5Of/19PSUzWZzc8W40XI7Epm9/UeNGiW73a6tW7dq586dqlKlinuKRL7x9vbO9Uh0Zmam7r//fv3111/Oth49eujXX3/Nz/LgRpfbN7IP3F16ynfHjh11991350tthQXBuhDJvhw+KytLhw8f1oMPPqjDhw/r0KFDatSokZurgztk7xOenp6qWLGiXnzxRUnSyZMnFR4e7s7SkA+Cg4PVs2dPvffee+rZs6ck6e2339bQoUOVnJwsSfrnn3+0d+9e7d69W7fffrs7y0U+sNvtWrt2rY4fP64TJ07Iw8NDffr0UVZWlmbNmqWnn35aW7du1XPPPafQ0FB3l4t8cul0OllZWTIMQ0eOHJHD4dCyZctUs2ZNjRw5ktN/b1IBAQEaM2aMSpQo4XJ9LddY31zOnj3rPAMuPj5egwYNUlZWlmw2m06cOOESrjlSnRPBuhDJ/sVosVhcZmjs1KmT87QM3Fyy9wkfHx+NGzfO2da8eXPnqTwouo4dO6YmTZro8OHDatKkibO9bNmySkxM1OrVq7Vp0yY988wzWrRoEcH6JtCsWTNt27ZNH374oTp27Chvb2/dddddzj+GmjVrpoSEBNWuXVv33nuv3nzzTfaLIi4rKytHWM7MzJTD4dC3336r5cuXa+PGjXrqqad0+PBhzZo1y02VIj9cbs5iwzDUtGlTl+Bks9kUHByshISE/CoPbubt7a0qVarIMAx5e3s77yTy448/qnPnzvLw8NCoUaP04osvKiQkxM3VFjxMXlZAORwOZWRk6NChQ85/s+9TnJmZqX379umvv/7SxIkTZbVa9fDDD7u5YtxoDodDKSkpWrt2rfPf7H3C4XDo559/1g8//KDBgweratWq6tChg5srxo1Wvnx5zZkzR2FhYZo7d65mz54twzD0+uuvq0KFCho1apT8/PzUpUsXbd261d3lIp+cOXNGBw4c0JQpU/T333/r+PHjioqKUlRUlI4fP67z58/rr7/+UpMmTdS2bVv98ssv7i4ZN5DValVmZqbL6f/nz5+X3W5XRkaG7Ha76tSpo40bN2rDhg2aNm2au0vGDWS1WmUYhubMmeO8X3V2e/Ys4GlpaUpLS1OpUqUI1TeZ4OBgvfLKK3r11VcVHBysV199VZ6enmrZsqVOnTolT09P/fnnn2ratKnLdfq4gCPWBZTVatWhQ4d06623yjAM1alTR5UqVZJ04RPE3bt3q3///goMDNT27dvdXC3yQ3p6uqxWq/r37y9J6t+/v0qVKiXpwv6SPYGVw+HQmjVr3Fkq8kFWVpa8vb1Vu3Zt53WzHh4eysrKknThA7jNmzdr3bp1qlChgn7//Xc3V4z84unpqeXLl+uLL76QJDVt2lRxcXE5jkR17NhRixYt4rraIs7X11f79u1zvk84HA5VqlRJn376qTIyMpSZmanU1FRZLBZNnjxZTz/9tHr27MmtGouo5ORkVa9eXR988IGzrXr16kpLS3N++JKNywJuLg6HI9dtbrfbFRgYqMDAQBmGoUWLFmnYsGHq06eP1q1b54ZKCy7uY12AZc/2nS0jI0Pe3t7y8/NTRkaG4uPj9eGHH2rq1KnO0zJw83E4HPLz85PdbpfD4dCMGTP02muvqWfPnpo0aRKTVhVRVqtVt956q6KiotSqVSvFxcXJbrerXLly2rZtmypVqqRjx47J29tbZ8+eVdmyZRUfH6+SJUu6u3TcYCkpKQoLC9PMmTN1zz336L777lPr1q31/PPPS7pwymeTJk20f/9+lShRwr3FIt989913ioiIyHFrzri4OG3ZskVDhgzR6tWr9eeff+qxxx5zU5VwpxIlSmjo0KHOcP3OO+/otdde04gRI7jLyE0gNTVVFSpUUN++fWUYhqZPn66+fftqypQpslqtysrKUrFixZxnwVStWlXffvut7rnnHneXXmAQrAuZtLQ0BQYGym63O2d63bZtm/r06aMtW7ZwvcNNKCUlRUFBQc4PXiTpyJEj6tu3r1auXMlRhyIqISFB1atXV2JiYq79wcHBiomJUVBQkM6fP6/Zs2fr2Wef5bZ8N4Hk5GRVqFBBLVq00O+//67z58+rYcOGLhMazpgxQ08//bQk6ZNPPnFXqcgH0dHR6tatm/bs2aNFixYpLS1NEyZMkJ+fn3OMYRg6dOiQvL29tWDBAt17771urBjuYBiG+vTp47wdV3ZbYmKiZsyYkeMDGRQ9KSkpGjdunPz9/Z1tWVlZSk5O1nvvvee8XCD7Q/rhw4crMTFR06dPd2PVBQvBugBzOBw6efKkQkNDnadmZGVl6a+//lLdunVdTtdIS0tz+UHAzSU1NTVHgDYMg9O4bmKrV69Wu3btCNI3oVOnTql+/fqKj4+Xw+HQjz/+qM8++0wrVqxQ586d1bVrV0kX/oiKj4933ucaRVNGRoaGDBmil156SdWrV9c333yj0aNH64033nAZ53A4tGPHDnXv3l3t27d3U7UACqrMzExt3bpVzZs3l7e3t3777TdVrlxZpUuXdndpBQbBugCLiYlRlSpVFBsbqzJlyrj09evXTw0aNNCQIUPcVB0AoCCyWq3atWtXjvuLbtiwQXPnztWnn37KB7E3sR9++EGRkZH69NNP3V0K3Kxdu3Y6c+aMypQpozJlyqh06dLO/1eqVEnNmjUjNAFXgWBdgCUkJKh06dI6f/68y9HIAQMGaMaMGZo6dar69OnjxgoBuNuZM2d055136vfff7/s9dMxMTHq27ev1q5dm8/VAQAKqhYtWmjw4MEqUaKE4uLinI9//vlHv/76q86ePat9+/Zxz3sgj7jdVgHm6+srDw8Pl+taXnjhBS1atEj/+9//CNXATe78+fOyWCw6ceKELBaLYmJidPbsWZ05c0bR0dE6c+aMxo8fLy8vL/3666/uLhcFyOnTp3XHHXfo4MGD7i4F+SQ9PV1LliyRJIWFhXGrHKhYsWKaNGmSZs2apZiYGN15552aOHGi5s+fr0OHDql8+fJavny5u8sECg2CdQGWfW1k9oRUS5Ys0YwZM7Rq1Sq1bNnSnaUBcLNZs2bppZdekp+fnzw8POTn56datWqpXLlyKl++vKpWraply5ZpwoQJCgoKcpmoCEXbnj17FBQUpH/++UeSlJSUpFdeeUVnz551jrFYLNqzZw/zMNxE7Ha7nnvuOUmSj4+PSpcura1bt6pDhw7q1KmTOnXqpPbt2+v+++93c6XIT6+//roeeeQRWa1WvfHGG7rlllv06quvKi0tTWPGjNGjjz7q7hKBQoNgXYB5eXnJMAzNmzdPktSlSxf973//U5MmTdxcGQB3O3TokPNe1tm3RqlSpYocDoeaNGmi6dOnKyAgQCEhIfL19eVWKTcRf39/paSkOC8h8vHx0fvvv6+0tDTnmOwPWpjpt+hzOByqV6+eHnzwQSUmJqpt27Y6deqUfH19ZbFYlJiYqDp16qht27bavXu3Xn/9dXeXjBusX79+Onr0qCTp5Zdf1rfffqsqVapo5cqV2rlzpw4dOqQ777xTd999N9dYA1eBv7QKgSFDhuiDDz5Q/fr1JUmTJ0926c/MzNS5c+e0atUqd5QHwA0aNmyolStXSvr/cHTxPcuzLyMpXry4vL29CdY3keyzGCwWi6QLR6cNw3DZB7L/n33bRhRddrtdo0aNUkBAgAYNGqRXX31Vffv2laenpywWi0JCQlSnTh1Vr15dPj4+OSa9Q9GSnJysP//8U/Xq1ZOvr68mT54sPz8/rVixQqNGjVK/fv00f/58vfLKK7r33nv166+/cr97II84Yl3AeXh46ODBg2rSpInmzZun7du3y263uzwyMjKUkZHh7lIB5KNq1aopKipKP/30kyTpp59+Ulpamn766SclJyfrwIEDOnz4sKxWqzZv3uw8qo2iL/syootvtebh4eFy2nf2/9kvij4/Pz+1bdtWnTt3lr+/vzp06OCcFZ5LAW4+QUFB2rZtmw4cOKDBgwdr+PDh2rRpk2bMmKHff/9de/bs0SOPPKKPPvpIlStX1pEjR9xdMlBocAijAMuesL106dL6/PPPnbM39uvXT/fee6+bqwPgTuXKldPu3bs1fPhwZWRkaPjw4Tp58qSGDx+u6OhozZ8/X97e3jp16pSGDx9OgLqJeHp6yjAMl98ThmGoe/fuOc5qQNFnt9t1yy23yNvbWw6HQ8WKFVNWVpbsdrusVqvS09MVHx+vwMBAORwOxcTEMAv0TaBy5coaM2aMfHx8lJWVJQ8PD3Xr1k1z587VP//8Iw8PDy1fvtzlrjQArozbbRVgVqtVAQEBysjIcJ6ut3z5cj3xxBNat26dmjZt6uYKAbhLSkqKmjRpov379yswMFApKSm67bbbtGfPHjVr1kwDBw5UyZIlNXLkSO3du1fVq1fnyMNNIi4uzjkB0eUYhqF3331XMTExqlChQj5Wh/zmcDgUGxvrnH/hyJEjqlmzpv7880/t2rVLAwYMcF4aYBiG0tLSFB0d7eaqcaMYhqFnn31WoaGhyszM1Pjx4zV69GhJ0ooVK1SlShU1aNBAdrtdaWlpSk1N1eeff+7mqoHCgSPWBZjdbpd04Rrq7GD94IMP6rnnntPDDz98xfvWAijaLBaLzp07J+nCH84X/5stKytLaWlpMgxDWVlZ+V0i3MQwDHl4eGjChAlXHDdp0iTx2XrR5+XlpYoVKyo9PV3Tpk1TQECA+vXr5wza7733njp27KitW7eqbdu27i4XN5jVanVOcOjp6SkPDw9ZrVYZhqHWrVtrypQpqlmzpmw2m9LS0lwmPQRwZQTrAsxqtUqSbDaby+l748aN0+LFi9WrVy/uLwjcpLy8vJSeni7DMJwfwiUkJGj06NE6ceKElixZoscee0yJiYmy2WzKzMx0c8XIL9nb2uFwyMvLS9u2bVPFihVzjPPw8CBY30QMw9DTTz+tvXv3KjU1VaVLl9a5c+c0dOhQRUVFafz48YqPj9fDDz/s7lJxA1ksFn388cfasWOHJk+eLE9PT919991q1KiRQkNDtXLlSrVr144PWYBrQLAuwDIyMlS3bl3nH83ZvLy8NHr0aK1evVpZWVlcOwnchOx2u7KyspxHGhwOh3r37i0PDw/16dNHVqvVeV1lSkqKbDabu0tGPsne1jabTTabTc2bN3cJ0dn/9/DwyHGWA4qerKwstW3bVq+88oqzbcuWLZo9e7YcDoesVqtmz56tO++8U3379lXdunVVr149N1aM/ODr66vKlStrwIABmjZtmkJCQjRjxgzdd999+vrrrwnWwDXgGutCyjAMZWZmusz6CuDmkZGRoU2bNun2229X2bJlde7cOQUFBeU69vjx46pbt65SU1PzuUq4w++//67bb79dsbGxKlWqlKKjo13OepIufDBTvXp1HTp0SNWrV3dTpcgPycnJGjNmjL788kt5eXnpl19+UZs2bdS0aVMZhqH169erXbt2kqT9+/erQ4cO+uSTT9xcNdwlISFBJUuWZHJD4BoQrAGgkHI4HDp48KC2bNmiXr165QhP2VJTU7V161bdd999+Vwh3CE1NVV//PGH7rjjjst++BofH68yZcpo7969ql+/fj5XCHc4ceKE+vbtq6SkJPXv319PP/20Tp06pcaNG+vEiROSLnxg5+Pj4+ZKAaBwIlgDQCEVExOjKlWqKDY2VmXKlHHp69evnxo0aKAhQ4a4qToUZHa7XYcOHVKNGjUu+4EMiqaPP/5Yffv2VWBgoKxWqw4ePKhGjRq5uywAKPS4OBcACqmAgAAZhiF/f3+X9gEDBmjOnDkqXry4mypDQVesWDHVq1ePUH0TGjJkiAIDAyVJfn5+hGoAuE4I1gBQSPn6+srDw8Pl1M0XXnhBixYt0v/+9z/16dPHjdXBnUqVKpWjrXv37vrpp5/cUA0KAofDoaNHj0q6cN11UFCQYmNjXcacOHFCMTEx7igPAAo9gjUAFFLZ1896e1+4wcOSJUs0Y8YMrVq1Si1btnRnaXCzEiVKyDAMRUdHS5LS09O1atWqHHeZwM0jOTlZNWvWVGZmpvM+xhef1fLVV1+pfv36Gjt2rPuKBIBCjGusAaCQcjgcKlasmGbPnq0nnnhCDodDv/76q5o2beru0uBG58+fV82aNeXj46N69epp9erVmjFjhsaPH6+dO3eqd+/e8vLykmEYKlGihGbMmOHukpEP7Ha7AgMDnbdj8/b2ltVqVUpKivr06aNVq1apRo0a+u2337hEAACuAfexBoBCbsiQIfrggw+csztPnjzZpT8zM1Pnzp3TqlWr3FEe8lFcXJyaN28uSVqzZo3q1q2rxMREjR49WoMHD5aHh4e2bNmiDz74QCNGjNCUKVPcXDHyQ1pamvz9/V0uG/H09JS3t7diYmKUmZmpbdu26f777ydUA8A14lRwACjEPDw8dPDgQTVp0kTz5s3T9u3bZbfbXR4ZGRnKyMhwd6nIBwEBARo+fLh8fHw0f/58nT9/Xt27d1fv3r21YMECxcfHKyAgQL169VJwcLC6du3q7pJxgxmGoapVq6pJkyayWq1q0qSJmjRpIofDoQ0bNsjPz0/Lly/X7bffrvj4eKWnp7u7ZAAolDhiDQCFVPaVPKVLl9bnn3+uFi1aaPDgwerXr5/uvfdeN1cHdwgMDNTAgQPVoEEDTZ48WVWrVtXIkSP14osvKjIykqORNyG73a7XXntNxYsX1+DBgzV48GAZhqG+ffvqo48+0s8//6yZM2eqc+fOKl++vP7++281aNDA3WUDQKFDsAaAQiozM1PShWutvby89MQTTygoKEgRERFat24d11rfxJ5++mlFRkbq4MGD2r59uwzDkIeHhzw8PNxdGvKZj4+PXnzxRWVmZmrw4MHq1auXM1gvWLBAixYt0vPPP681a9aoVKlSOnjwIMEaAK4Bp4IDQCGVPcNzdsCWpAcffFDPPfecHn74YSUmJrqrNLiZn5+fYmNj9e677yo5OVkjRoyQJC4JuIklJSXJbrfLZrM53zvsdrt69uyp/fv3y9vbW3v27NH27dvdXCkAFE4EawAopKxWqyQ5Z/nNNm7cOFksFvXq1csdZcHN1q5dK0kaOHCgDhw4oIULF2rRokVq3LixAgIClJ6eruXLlyslJUUrVqxwc7XILxaLRcePH5evr6/S09NVoUIFpaWlSbrwQcyHH36oefPmaeDAgW6uFAAKJ263BQCF1MmTJ9WxY0dt3LhRISEhLn3z5s3T6tWrNXv2bHl68hnqzSItLU3lypWT1WrVmTNnVKJECUnSypUrNWDAAP3888/q0aOHihUrJofDobS0NP3666/uLRr54qmnnlJ8fLxWrlypzZs3q3bt2goICNBHH32khx9+WLVq1XJ3iQBQqBGsAaAIMgxDmZmZKlasmLtLQT47deqUhg8fru3bt2vZsmXO62Xbt2+v8PBwTZgwwc0VIr8tW7ZMzzzzjHbs2KGqVauqUaNG6tevn5o2barRo0dr48aNqlatmu6//37de++96tChg7tLBoBCh2ANAEARNHXqVM2ZM0c///yzpAv3tX7qqad06tQpeXl5ubk65KfMzEwdOHBA9evX1969e/XAAw/o6NGjzv0gPj5e06dP12effaY+ffpozJgxbq4YAAofgjUAAEVUQkKCSpUq5fz6t99+05133unGilAQ/P3336pRo0aOdrvdLi8vLy4fAYBrQLAGAKAISUlJ0YYNG1S8ePErBiS73S673a6OHTvmY3XIbw6HQx999FGeLgvx9PRUw4YN1apVq3yoDACKFoI1AABFSGxsrCpUqJBjQrtLJSQkqFatWvrrr7/yqTK4i7e3t5o0aSJfX98rjouNjdXJkyeVmJjI5QIAcJUI1gAAFCFJSUkqWbKkUlJS5O/vn+sYq9Uqf39/ZWVl5XN1cAd/f3/9/fffqlChwhXHHTx4ULfeeqsOHDjALOEAcJW83V0AAAC4fry9veXh4SHpwmnh3377rfNIpdVq1VNPPSUPDw/nGBR9Fx99ttlsmjp1qnMfyD6+MnjwYJUqVUrbtm0jVAPANeCINQAARUj20eiUlBQ5HA6VKFFC/fv3l2EYmj59upKSkuTh4SF/f385HA53l4t8EBAQoMOHD6tChQqy2WyyWCx64okn5OXlJcMwNGfOHNlsNnl7c7wFAK4VwRoAgCIkOzilpKTIz89Pvr6+stvtkqTixYvr/PnzstlsBOubiI+Pj/bt26fatWvLMAx5eXk5LxXIzMyUj48PlwUAgEncTwEAgCLK09PT5ZTvi0/9xc0hMzNT5cqVU3p6uiQ5TwHP3i+4LAAArg/O+QEAoAi5ODhbrVY5HA49/vjjMgxDNptN6enpzPh8E/H29lZMTIzziHRGRoYMw9Arr7yiYsWKOdszMzM5FRwATOAdFACAIsThcDiPQBqGoc8++8w5O/g999xzxXtbo+hJSUnRf//7X61fv16//PKLHA6H3njjDfn6+srT01NZWVkaNWoUp4IDgElcYw0AQBGSlJSkUqVKaf/+/bJYLLmOsdlsqlOnjo4dO6bQ0NB8rhD5qX///tq0aZNefvll9ezZU35+fu4uCQCKJII1AABFyD///KNKlSrl6XpqDw8PJjAr4hITE1W8eHF5e3tr586d+s9//qOAgIArLhMdHZ1P1QFA0cGp4AAAFCFly5bV2bNnFRgYeMVrqTMyMpSQkJCPlcEdSpYs6fx/lSpVNHv27MteS22z2ZSYmJhfpQFAkcIRawAAAAAATGAGEwAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAABw+vzzzxUXF3fFMbt27dK8efPyqaL88csvv2j16tXX5bnOnTunt99++7o8F4DCgWAN4KZ17Ngx1a9f/5qXb9KkiTZs2HAdKyr4rFarXnzxRVWoUEEVKlTQSy+9JJvNdtnxdrtdo0aNUlhYmMqUKaNnn31WKSkpzv4qVaro7NmzV1XDP//8ozJlyui3336T9O/b8Wq2k9l94mpcy7pfrU8//VSNGzfO8/i8rv/hw4fl6ekpb29v52PHjh2SLmzzF154QSVLllRISIhefvllZWZmOpf9559/1LlzZ/n7+6tatWqaOXNmnusbO3as3nvvvTyPv1YbN27U/ffff1XLBAYG5mlcjx49FBwcrK+//lozZ87Uc889dy0lXnU92fcu9/T01KJFiy673K5du/TWW2/96/2uP/roI8XHx1+XWq+3adOmKSwsTAEBAYqIiPjXDwkkKSsrSwMGDND58+cvOyYxMVHvvPPOZfu3b9+upUuXSpJKlCih2bNn65dffrnq+gEUTgRrALgGx44dU3R0tFq1auXuUvLVoEGDlJCQoH379umXX37RwYMHNWLEiMuOHzVqlP744w9t375dBw8elGEYGjRokKka/Pz8VKtWLRUvXvxfx96s2ylb2bJlVbNmzev+vH/++ad69eqlzMxM56Np06aSpDfeeEOHDh3SgQMHdODAAe3fv19vvPGGc9lu3bqpUaNGio+P17JlyzRu3DitWbPmutdYECUkJGjDhg2KjY3VQw89lK+v7evrqwMHDuipp5667Jjsn8/33ntPwcHBVxy3atUqPfzwwzeiVFPWrFmj8ePHKzIyUmfPnlX9+vUVERHxr8t9/vnnKlOmjB555JHLjhk0aJBiYmJy7UtNTdWTTz7p8iFSt27dFBkZefUrAaBQIlgDwDVYtGiRIiIirnif4KImISFBkZGR+uKLLxQSEqKKFStq7ty5mj179mWXmTNnjqZPn64KFSqoVKlSmjp1qn744YcrHuX+N6VKldLWrVtVq1atfx17M26niz366KP65ptvrvvz/vnnn6pTp06O9oyMDH355ZeaOXOmypUrpzJlymj27Nn66quvlJqaqm3btik1NVVvv/22LBaLGjRooMmTJ2v8+PHXvcaCKDk5WaVLl5bFYnG5v3RBMX36dAUHB+uxxx674rhDhw6pdOnSuuWWW/Kpsrz78MMP9f7776thw4ayWCwaN26csrKy9OOPP152mbNnz+rtt9/W5MmTLzvm22+/1cKFCy/bP2zYMEVFRbm0tW7dWtu2bbv6lQBQKBGsAeSryMhI3XnnnbJYLLr11ls1f/58vfbaay6ndx4/flzdu3dXUFCQgoOD1aNHD/3zzz8uzxMfH6++ffsqJCREAQEB6ty5sw4cOOAyxmaz6bXXXlPFihWdY6KiolS+fPlcT8G12+0aOXKkKlasKD8/PzVu3Piy19stXLgwx9GamTNn6tZbb5XFYtGdd96p9evX67HHHnM57fKXX35RmzZtZLFYVK5cOQ0cOFDJycnO/jZt2mjdunV65JFHFBgYqAYNGmjHjh1KTk7W448/rqCgIDVs2NDl9MIqVapo9+7duu+++xQQEKBmzZrp8OHDOnnypDp16qTAwEA1b95cf//9t0u93333nerXry8/Pz/Vq1dP3333nV566aXLnpqbnJysl19+2eUU0eDgYHl4eCg9PT3XZRwOhzw8PFzaMjMzXU63PHfunJ599lmFhISoePHi6t69u6Kjo3N9vmzZp7lOmTJFNWrU0J9//ilvb28tWbLEZVxu2+nUqVN6+umnVaZMGfn7+6tp06ZavHixy5j9+/erTZs28vf3V3h4uHbt2uXS/2/bUbpwVO/jjz/WrbfeKj8/P1WuXFmvvfaaUlNTc6zPwYMHVbVqVc2aNUvShf1gy5Yteumll1SuXDkFBASoU6dO+uuvv1yWS09P1/Dhw1W+fHlZLBa1atVK27dvd/YvWrRIvXv3liTnacdLly5V3bp1FRgYqK5duzpP5/237+Wl35/atWvnaN+zZ49uvfVWlS9f3tkWEhKipk2b6ueff9bmzZv14IMPuuwT7du31x9//CGr1XrZ15Oku+66S2+++aZeffVVlShRwtn+b+8Xbdq00aeffqpy5cpp0qRJzvZDhw6pW7duKlmypIoXL662bdtq48aNLq+5ZcsWhYeHy9/fX/fcc0+O4HSpkydP6tFHH1VQUJBKlSqlPn36KCEhQdKF96yLv7+5fSCVl/e11NRUvfDCCypbtqwCAwP1wAMPKCoqSqVLl5YkrVq1St7e3kpNTZW3t7c++OCDK9acLTExUWPHjr1iuMz2+++/Kzw8/KrqypaRkaExY8aoWrVqzrNP3nnnHZcjvf825tNPP9Wdd96Zoy7DMLRjxw517tzZpb179+5av379Zdfn1Vdf1cCBA1W9evVc+0+ePKlhw4Zp6NChufavXLlSGzduzHEWQnh4uH7//ffLvi6AIsYAgHwyf/58o1KlSkZkZKSRkpJi7N+/37jvvvuM2rVrG++++65hGIYRGxtrhIWFGePGjTNOnz5tnDp1ynj99deN6tWrG/Hx8YZhGEZqaqrRoEED47nnnjNOnDhhxMfHGx9++KFRvnx548iRI4ZhGEZWVpbRuXNn48EHHzQOHDhgpKSkGEuWLDFuv/12IzAw0Dhz5owRFRVl1KtXz1lfjx49jGeffdY4ceKEYbVajXXr1hk1a9Y0li9f7rIex48fN8qWLWtkZmY629555x3j1ltvNX766ScjLS3N+OWXX4y77rrLqFatmrFw4ULDMAxj9+7dRrVq1YwffvjBsFqtxsmTJ41hw4YZd911l/O5WrdubdSuXduYP3++YbPZjLlz5xqVK1c2unXrZixcuNCw2WzGggULjGrVqjlfu3LlysYdd9xh/O9//zOsVqsxfvx44+677zbuvfde48cffzRsNpvx/vvvG23atHEu89VXXxlVq1Y11q5da6SlpRl79+417rnnHqNOnTrGjBkz8rxNf/75Z6Nu3bqX7R84cKARERFh/PPPP0Z8fLzRr18/49Zbb3Wp/fbbbzemTp1qJCQkGKdOnTLeeOMNo3LlysaZM2cu+7wBAQHO/1+6HbPltp1Onz5tVKtWzRg5cqQRExNjZGRkGD/99JPRsGFDY+7cuUZUVJRRvnx548477zR+/vlnIy0tzfj666+N0NBQIyMjwzCMvG3H7HVv2bKlsXPnTsNmsxnHjx83Bg8ebLRr18657mfOnDF2795tVKpUyViyZIlz2datWxv16tUzxowZY5w6dcqIj483Pv74Y6N8+fLG4cOHDcMwDIfDYbRv397o3r278ffffxvJycnG7NmzjbJlyxrbtm0zDMMwFi5caPTq1cswDMOYMWOGUa9ePaN9+/ZGTEyMkZCQYDzzzDPGI4888q/fy0s1atTICAsLM0qUKGG0b9/eWdPFr3exYcOGGZ9//rkxePDgXPevO+64wzhw4MC/vu6YMWOc7xWGkbf3i+yfqZiYGMNutxuGYRgHDx40KlSoYHz44YdGbGysYbVajcjISKNq1arGTz/9ZGzYsMGoUaOGcddddxl//vmnkZycbIwbN85o0qTJZWvz8fExGjdubMyfP99ITk42jh8/bjz77LPG7bffbqSnpxuGkfP7O2PGDGPw4MGGYeTtfS0zM9No3bq18eijjxp///23cf78eeO7774zbrvtNpefCcMwcnydrVevXs73pIsNHjzYKF68uBESEmI0atTI+PXXXy+7rhMnTjTGjh3r/DqvdWW/L3ft2tX4448/jIyMDOPgwYPGww8/bPTr1y/PY+bPn288/vjjOeo6c+aMUbly5Rzty5cvNx577LFc12Xnzp2Gh4eHERoaapQuXdqYNGmSS39WVpbRrl0744MPPnDZXhe/ZqVKlYwdO3bk+r0tVaqUkZqaetnvJYCig2ANIF9kZGQY5cuXN3755ReX9tTUVKNKlSrOP5aff/5546WXXsqx/MCBA40RI0YYhmEY77//vtG9e/ccY9555x2jR48ehmEYxtKlS4077rjDJegYhmGsWrXKkJQjWO/cudNo2rRpjuf8/fffjYYNG7q0vf/++8azzz7r/DouLs4ICQkxoqOjXcadOnXKCAoKcv6h1alTJ2PVqlU5XiMiIsIZqlq3bm28+uqrLv21atUyXnvtNZe2unXrOl+vcuXKxtSpU519DofDsFgsxueff+5sy8rKMkqVKmVkZmYaVqvVKFu2rLFv3z6X5zx//rwRGhqa52CdkpJi1K1bN9c/0i8e8+yzzxplypQxKlSoYEgy5s6d6+yvXLmy8fHHH+dYbvDgwTm+DxfLS7C+dDsZhmEMHTrUuR9dLDEx0UhPTzeioqIMScb27dtd+u+66y5j586dhmHkbTvu2bPHqFGjRq5/UJ86dcowjAvrvnz5cqNixYrGunXrXMa0bt3aeP7553Ms+9577xmPPvqoYRiGsXjxYqNp06aGw+FwGfPdd98ZzZo1MwwjZ7AOCQkxUlJSnGOTkpKMEiVKGFlZWYZh5D1YL1y40Dh9+rSRkpJiTJ061ahevbphtVqN2bNnGwMHDswxfuTIkcaHH35o9OnTx/juu+9y9Ddv3tzYvXv3v77upcE6L+8XrVu3zhGWunbtanzxxRc5ljt9+rSRmZlpbNiwwShWrJjLz3RWVpZRoUIF4/Tp07nWJslYtmxZjvbOnTs7fz6vFKzz8r62YMEC4+6773Zur2zLli0zLj1WcjXB+tixY0ZwcLCxdOlSIyUlxZg2bZoRGhpqpKWl5focL774osv3L691LV261GjRokWOfdbhcBhxcXF5HnM50dHRLh/cZVu3bp3RpUuXXJdp37690b9/fyMxMdH5c3vxh6kfffSR0bZtWyMrKyvXYB0REWH897//NQwj9+9t/fr1nR+MACjaOBUcQL7Yt2+fypcvn+P0QX9/f5fT9jZs2JDr5DpPPvmk8zTNvIxZv369nnrqqRzX1nbs2DHXSa82bdqkX3/9VX5+fi6PJk2aaP/+/crIyHCOvfT04i1btqhly5YKDQ11ec7y5curZcuWzq9/+uknRURE5HiNlStXupxq3KZNG5fnKVOmjMvzSBdOr714Rt6Ll/H09FSpUqVclvHw8FBAQIDOnz+vffv2KSwsLMfsz4GBgTlOobwcwzDUu3dv3X333erevftlxwUEBOiLL77Q6dOn1aVLF7Vr1049e/Z0GZPbJE5PPPGENm3alKdaLie308DXr1+vJ554IsfYEiVKOE9xr1ChgnMirmzVqlVTbGyspLxtx/Xr1ysiIkL+/v45Xuvi06R79uyphQsXql27djnG5Xada8+ePZ3flw0bNqhnz57y9HT9Vd6tWzft3bs311OrO3TooICAAOfXQUFBslgsLjO150X37t1VpkwZBQQEaMCAAWrYsKHWrl0ri8WS6+vGx8fL39//X/uvVl7eCyTptttuy7Hc448/nmO5MmXKON8zGjdu7PIz7eHhoSpVqjj3g0v5+vqqU6dOOdrzui/nZV02bdqkxx9/PMflFffff7/Ldr1aS5Ys0bPPPqsuXbooICBAzzzzjJo0aaIVK1bkOj41NdVl1vG81rV+/Xr16NEjxz7r6empsmXL5nnM5Vzt/pWQkKD9+/fr008/VYkSJdSoUSN9+OGHmjp1qiTpr7/+0jvvvKNZs2blWDfpwuUVp06d0siRIy9bU2BgoNLS0q5YN4CiwdvdBQC4OTgcDlksllz7vL3//60oKyvL5etsXl5eysrKyvOYy72eh4fHZSeyeumllzRx4sQrrkdMTIyOHDniEmTzum7ShT/k/i1AXDqpkbe3t0qVKuXS5unp6XJN4tUs4+HhIcMwrlhDamqqy6zA3bp103fffef8etSoUYqLi3O5j+1dd92lX3/9VZJUunRplwDyyy+/aN68ebleb3jxelxtHZeT23aSLmyrK72epFxnQy5WrJjLhGv/th3z8jqSVLVqVS1fvlzNmjXL0fdv2+hyPwceHh6X3ca5rZuPj49sNluuHzhdaZterFq1ajpx4oTuvPPOXK9DjoqKUrdu3XTu3Lkc/Xa7XbGxsapcuXLuK3oFeXkvkC58gHCxzMxMORyOKz53XvaDS2v5t212JXlZlyv97Jp57b///jvHh0kNGzbU8ePHcx2fmZnp8j6a17ry8nOR15+d3ISEhOjcuXOy2+0qVqyYsz0qKkrVqlXLMf7IkSOqVauWy9js9c7MzNTTTz+ts2fPqkaNGs7aDMPQL7/8ooULF2r48OFKSUlxfnhgt9v1zTffaMeOHXr33XclXdh+17o+AAoXjlgDyBcNGjTQ0aNHdezYMZf2jIwMl1vttG7dOtd7rM6fP1+tW7fO85gWLVro+++/zzFm06ZNOnfuXI72Fi1aaNWqVTn+2N69e7fzDyTpwmRQXbt2dfkDuFmzZtq0aZOSkpJclk1ISNCWLVucXzdv3lwrV67M8dqvvvqqyy1ccgv+uf3BfbGrWaZBgwY6ceKE/vjjD5f2lJQUrVq1StKFI80X30rp4jA7c+ZMLViwQN9//718fHyc7du3b3eOvziAORwODRgwQG+99ZaqVKmSo57cZq2ePXu22rRpc8U6riS37SRJrVq10owZM3KMP3funPNI16VHyi6Vl+3YqlUrLV68ONd74p46dcr5/2XLlmnbtm0aPnx4jnG5reu8efP+9ecgMjJSdevWzfXDnn9bt0vltk0feuihHLccyp6l/bbbbtP+/fuVmJjo7EtISNCOHTt09913q0WLFjlurfXDDz+oUaNG8vX1varapLy9F0g5fz5atmyZ6yR9p0+fdr4HXO33ym635zprdPa+/G/ysi5t2rTRN9984/KhgXRhm5s5KlqpUqUc7wf79u1T1apVcx3v5+fn8np5ratVq1aaM2dOjvfZrKwsnT59Os9jLsfDw0Ph4eE5ZgBftGhRrmeFVKpUSQcPHpTdbne2Za+3t7e3tm/froyMDFmtVlmtVn355ZcaMGCAduzYobCwMMXHx8tmszn7n3zySX3zzTcuvzPS0tIu+8ErgKKFYA0gX/j5+WnUqFF64IEHtGXLFlmtVh08eFCPPPKIbDabMwCNHDlSX375pT7++GMlJCTo9OnTGjdunL7//nu9/PLLki7cS3Tbtm3Oo6aJiYmaOnWqJkyYoHHjxkmSHn74YSUmJmrgwIGKjo5WWlqaVq5cqRdffFEBAQE5Atddd92lW2+9VU888YSOHTsmm82mNWvWKCIiQg0bNnSOW7hwYY5TnytVqqQePXrogQce0J49e2Sz2bR792517dpV/v7+ztcaP368hg8friVLligtLU0nTpzQgAEDtH37dlWsWPGGfe8v5ePjo4kTJ+rBBx/UunXrlJ6ern379qlLly7/em/oDRs26LXXXtPKlSsVEhKSp9ebPHmyLBaLBg8enGv/ihUr9NFHHykhIUGxsbEaOXKkVq9erZdeeilPz+/p6enyh7GU+3aSLhxp/+677/Taa68pJiZGdrtdGzduVIsWLbRs2bI8vV5etmPTpk3VsmVL3Xfffdq5c6cyMjJ0/Phx9e/fX3369HE+V2BgoFavXq19+/bpueeeczm6t3nzZo0dO1ZxcXFKSEjQJ598okmTJjn38W7dusnhcKhfv36Kjo5WSkqKvvvuO/Xv399llv2rkdv38lLVq1dX//799c8//yg+Pl4vvviiHA6H7rnnHvn4+Ojpp5/WM888o/j4eJ09e1Z9+vTRc889J39/f919992SpAkTJshqtWr//v0aPnz4FU+lvVJ9eXm/yM3EiRP15ptv6r333lNcXJxsNpuWL1+upk2busyqfiXfffedy2UNvr6++vTTTzVnzhydP39e0dHR6tevn06fPu2cmf1K8vK+FhERIYvFoscff1xHjx5VSkqKFixYoLfeeivHqeCGYeQIupfz1FNPadasWVq+fLnS0tL09ddfa8+ePbr//vtzHV+yZEmXOyvkta7u3bsrICBAXbp00R9//KHMzEwdOHBA3bp105gxY/I85tLv/cWyZ+8+cOCArFarxo0bJ4vF4vxw4+Jlb7nlFjVp0kTPP/+8zp07p71792rYsGEaMmRInr5veXHmzJkCeWs1ANcfwRpAvnnuuef04osvqm/fvgoODtZDDz2kiIgI3X///c7TLitWrKiNGzdq48aNqly5smrUqKG9e/dq06ZNztu2BAYGatOmTTpx4oTq1KmjihUraunSpVq7dq3z3sbe3t5as2aNMjMzddttt6ls2bKaOnWqvv32W3l5eblcH5htzpw5qlKlipo3b64SJUpo9OjRmjZtmjp06CDpwi1XDh8+rLZt2+ZY9t1331WnTp3UpUsXBQcH65lnntFrr72mRo0aOdftjjvu0IIFC/Txxx8rJCREd955p7y9vbVy5cqrPjpmVu/evfXOO+9o2LBhKlmypHr27KmhQ4eqY8eOl13m4MGD6tatm06fPq26devK29vb+bjSNaTFixfX119/fdl1/Oabb3TgwAHVqFFDtWrV0t9//63NmzfnObjfcsst8vb2dt6C6UrbqWLFivr5558VFRWlBg0aqGTJkho1apQmTJigRx99NE+vl9ftOGvWLD3wwAN67LHHVLx4cd1zzz0qU6ZMjttYWSwWrVixQseOHVP//v2d4XrKlCnKysrS7bffrkqVKikyMlLr169XzZo1JV04Crty5UoFBASocePGKl26tD755BMtWLAgxzX5eXXp9zI3b7/9tvPodJUqVRQdHa2lS5c61/3NN9/ULbfcourVq6tWrVqqWbOmxo4d61x+0aJF2rJli0qVKqXOnTtr5MiRat++fZ7qa9asmcaPH+8MPnl5v8hNo0aN9OOPP+rHH39U9erVVaZMGX322WeaO3eumjdvnqda4uLiXG6F5e3traVLl2rlypWqUKGCbrvtNnl6eup///tfno7G5+V9zdPTUytWrFC5cuXUrFkzlS9fXt99952WLl3qchs8Sbr77rsVHBysEydO/OtrZ79W9rZbsGCB1q5dm+M5s4WFhbmcfZTXury8vLRq1SrVqVNHHTp0UGBgoB566CG1bNlSn332WZ7HXPq9v1jHjh01dOhQtW/fXqVKldKuXbtcbqd36bIzZ85UamqqqlWrpkceeURjxozJ8/74bzIzMxUfH68yZcpcl+cDULB5GGYuygGAPLLb7ZoyZYoGDhzocvqwdOGP5cmTJ+uOO+64bq/3+++/KyYmJscRl4MHD+rhhx/W3r17r/o5P/74Y+3bt09fffWVS3tCQoIWLFigAQMGuLQ7HA5Vr15dv/zyC39Y5aPLbafCpE2bNnrvvfdyTPYHFARbtmzRa6+95nKpC3LavXu3nn76ae3Zs8fdpQDIBxyxBpAvihUrpj///FM9evRwHkFJTEzUyy+/rICAgOsaqqULp2c/99xz+uKLL5yTDe3du1ePP/64XnnllWt6zvLly+uFF17I0V6qVCl9//33Gjx4sHOm7tjYWPXu3Vvt2rUjVOezy20nFGyzZ892OQvi4kdu16DDfW6//Xb98ccfuc7Ajf+3detWNWnSxN1lAMgnBGsA+Wbq1KkKDw/XvffeqzJlyqh+/foqVqyYIiMjr/trhYSEaMOGDdq0aZOqVaumUqVKqVevXho3blyut1vKi0cffdTleuuLLV26VAEBAQoPD1fp0qXVrFkzNWrUSF988YWZ1cA1uNJ2QsH11FNPuUxUd/Hj/fffd3d5uEj25Qdr1651dykF2rJly/Sf//zH3WUAyCecCg4AAAAAgAkcsQYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMCE/wOaVSWwa1bKnQAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-1000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-1000_torch.bfloat16\n","不是 873\n","是 686\n","不重要 122\n","回答正确 34\n","问法错误 10\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-1500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-1500_torch.bfloat16\n","不是 742\n","是 725\n","不重要 216\n","回答正确 34\n","问法错误 8\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-2000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-2000_torch.bfloat16\n","不是 902\n","是 662\n","不重要 139\n","回答正确 14\n","问法错误 8\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-2500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-2500_torch.bfloat16\n","不是 978\n","是 571\n","不重要 111\n","回答正确 39\n","问法错误 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-3000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-3000_torch.bfloat16\n","不是 866\n","是 520\n","不重要 307\n","回答正确 27\n","问法错误 5\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-3500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-3500_torch.bfloat16\n","不是 1079\n","是 433\n","不重要 174\n","回答正确 34\n","问法错误 5\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABkKElEQVR4nO3deVxV1f7/8TeDwAEEFQcUwSGHnCunTC3TNL9aKWWDaWlqqWFZaqXXIW9WNmizWXZzSu9Xk0wTh25Xzdm0HMs0TRQ0IQVkEM5hWr8//HG+HkFDY3tEX8/H4zyStdY+fPY5G+J99tprexhjjAAAAAAAgCU83V0AAAAAAADXMoI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAW8nZ3ASUlPz9ff/zxh8qWLSsPDw93lwMAAAAAuMYZY5Senq5q1arJ0/PC57WvmeD9xx9/KDw83N1lAAAAAACuM/Hx8apevfoF+6+Z4F22bFlJZ3c4KCjIzdUAAAAAAK51aWlpCg8Pd+bRC7lmgnfB9PKgoCCCNwAAAADgivmry51ZXA0AAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvOF05513ytPTU1OmTHFp37Rpk2666SbZbDa1bNlS27Ztc/YNHDhQ3t7eLg8PDw+9++67kqTExET17t1bISEhqlmzpt55550ruk8AAAAA4G4EbzitXbtWEyZMcGlLTExUZGSkJkyYoLS0NI0dO1Y9evRQQkKCJOnzzz9Xbm6u83H48GGFhYVp8ODBMsaoZ8+eatCggY4eParvvvtOX375pWbOnOmO3QMAAAAAtyB446Jmzpyphx9+WPfff7/KlCmjnj17ql+/fvr444+LHP/mm2/qmWeekb+/v3777TdlZWVpwoQJCgwMVN26dTV9+nTNmjXrCu8FAAAAALgPwRsXtWHDBvXo0cOlrVevXlq9enWhsSdOnNCSJUv09NNPS5Ly8vLk4eFRaFxKSoo1xQIAAADAVYjgjYuKi4tTnTp1XNrq16+vw4cPFxr79ttva8iQISpbtqxzXF5enl577TVlZGTo0KFDGjp0qG6//fYrUjsAAAAAXA283V0Arm5ZWVny9/d3abPZbMrKynJpO3nypBYuXKh9+/Y527y8vLRkyRINHTpUU6ZMkbe3t9LT0zV//vwrUjsAAAAAXA0I3rgom80mu93u0paUlFQojL/zzjsaMGCAgoODXdpr166tb7/9Vrm5uWrevLkeeugh3XDDDZbXDQAAAABXC4I3LioiIkKxsbGKiIhwtsXGxqp27drOr1NSUjR37lzt2bPngs/z/vvvy9PTUy+99JKl9QIAAADA1YZrvHFR7dq106pVq1zaoqOjdddddzm//uCDD9SnTx+FhIQU+Rzx8fF69dVXNXPmTHl781kPAAAAgOsLKQgXNXDgQN188826/fbb1blzZ61atUoLFizQjh07JEnp6en67LPP9NNPP13wOYYPH66hQ4fq5ptvvlJlAwAAAMBVg+CNi6pSpYoWLVqkqKgoRUZGqnHjxlqyZIkqV64sSdq3b58GDRqkKlWqFLl9fn6+brrpJqaYAwAAALhueRhjjLuLKAlpaWkKDg5WamqqgoKC3F0OAAAAAOAaV9wcyhnvq0DN0cvdXcJ158gb3d1dAgAAAIDrBIurAQAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgocsK3nfeeac8PT01ZcoUl/ZNmzbppptuks1mU8uWLbVt2zaX/hkzZigiIkIBAQGKjIxUYmKisy8nJ0fPPvusypcvr5CQEL3wwgvKzc29nPIAAAAAALhqXFbwXrt2rSZMmODSlpiYqMjISE2YMEFpaWkaO3asevTooYSEBEnSqlWr9PrrrysmJkanTp1S48aNFRkZ6dx+/Pjx+u2337R//37t379f+/bt0/jx4//GrgEAAAAA4H4lNtV85syZevjhh3X//ferTJky6tmzp/r166ePP/5YkvTuu+9q6tSpatq0qWw2myZNmqT8/HytWbNG2dnZ+uyzzzR79mxVqVJFlSpV0ty5c/Wvf/1LZ86cKakSAQAAAAC44koseG/YsEE9evRwaevVq5dWr14tY4x++OEHde/evcj+Xbt2qUGDBgoNDXX2hYSEqHXr1tq8eXNJlQgAAAAAwBVXYsE7Li5OderUcWmrX7++Dh8+rKSkJJUrV05+fn5F9he17bn9AAAAAACUVt4l9URZWVny9/d3abPZbMrKyiqy71L6i+JwOORwOJxfp6Wl/c09AAAAAACg5JXYGW+bzSa73e7SlpSUJH9//yL7LqW/KJMnT1ZwcLDzER4eXjI7AgAAAABACSqx4B0REaHY2FiXttjYWNWuXVshISE6ffq0cnJyiuwvattz+4syZswYpaamOh/x8fEltSsAAAAAAJSYEgve7dq106pVq1zaoqOjddddd8nDw0MtWrTQmjVriuy/6aabtG/fPqWkpDj7kpOT9cMPP+i2224r8vv5+voqKCjI5QEAAAAAwNWmxIL3wIEDNWfOHK1cuVK5ubmKiYnRggUL9PTTT0uSRowYoeeee0779++X3W7XpEmTZLPZ1KFDB/n4+OiJJ57Qk08+qaSkJJ06dUoDBgzQsGHDLjjVHAAAAACA0qDEgneVKlW0aNEijRkzRoGBgZo4caKWLFmiypUrS5K6du2q5557Tp07d1aFChW0Y8cOffXVV87tX3nlFVWtWlU33HCD6tWrp7p162rixIklVR4AAAAAAG7hYYwx7i6iJKSlpSk4OFipqamlbtp5zdHL3V3CdefIG93/ehAAAAAAXERxc2iJnfEGAAAAAACFEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsFCJBu+kpCT17dtXFSpUUEREhKZOners+/XXX9WuXTvZbDY1atRIK1ascNl2yZIlqlevnmw2mzp27KiDBw+WZGkAAAAAALhFiQbvfv36qU6dOoqPj9f27du1YcMGzZkzRw6HQ926dVPv3r2VmpqqTz75RIMGDdLevXslSXv37tXgwYP12WefKTU1VQ899JC6du0qu91ekuUBAAAAAHDFlWjwXr9+vf7xj38oICBAVapU0TPPPKOvv/5aixcvVuPGjRUVFSUfHx+1b99eEyZM0Ntvvy1J+uijj/Tiiy/qjjvukI+Pj4YMGaKWLVvq3//+d0mWBwAAAADAFVeiwbt79+568cUXlZaWpvj4eL3++uuqUqWKNmzYoB49eriM7dWrl1avXi1Jf9kPAAAAAEBpVaLBe9q0afrqq68UHBysiIgInThxQi+//LLi4uJUp04dl7EVK1aU3W6Xw+HQ8ePHVbt2bZf++vXr6/Dhwxf8Xg6HQ2lpaS4PAAAAAACuNiUWvHNzc3Xvvffq0UcfVVJSko4ePaquXbvqzz//VFZWlvz9/QttY7PZlJWVpfz8fHl6ehbZdyGTJ09WcHCw8xEeHl5SuwIAAAAAQIkpseAdExMjm82mN99807mq+aRJk/TEE0/Ix8enyIXSkpOT5e/vL09PTxljXPqSkpKKDOsFxowZo9TUVOcjPj6+pHYFAAAAAIASU2LB+8CBA2rfvr1LW0BAgMqVKydJio2NdelLSEhQhQoV5OPjo7CwMMXFxbn0x8bGFpp+fi5fX18FBQW5PAAAAAAAuNqUWPCuXbu29u/f79Jmt9v166+/qm/fvlq1apVLX3R0tO666y5JUrt27S7aDwAAAABAaVViwfvee+/Vjh07NG3aNKWnp+v48ePq16+f2rRpowceeEDbtm3T3LlzlZOToy1btuitt97SCy+8IEl65pln9Oqrr+qHH35QTk6OZs6cqT179qh3794lVR4AAAAAAG5RYsHbz89PMTEx+uabb1SlShW1bt1alStX1ty5c+Xn56dly5ZpxowZKlu2rAYOHKgZM2aoUaNGkqQmTZroww8/1GOPPaagoCDNmzdPK1askK+vb0mVBwAAAACAW3iY81c1K6XS0tIUHBys1NTUUne9d83Ry91dwnXnyBvd3V0CAAAAgFKuuDm0RO/jDQAAAAAAXBG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwkKXB++jRo5ozZ46V3wIAAAAAgKuapcF7+PDhSkxMdH69adMm3XTTTbLZbGrZsqW2bdvmMn7GjBmKiIhQQECAIiMjXbYFAAAAAKA0six4r1ixQr///rtGjBghSUpMTFRkZKQmTJigtLQ0jR07Vj169FBCQoIkadWqVXr99dcVExOjU6dOqXHjxoqMjLSqPAAAAAAArghLgrfD4dBzzz2nTz75RN7e3pKkmTNn6uGHH9b999+vMmXKqGfPnurXr58+/vhjSdK7776rqVOnqmnTprLZbJo0aZLy8/O1Zs0aK0oEAAAAAOCKsCR4v/XWW7r99tvVtm1bZ9uGDRvUo0cPl3G9evXS6tWrZYzRDz/8oO7duxfZDwAAAABAaVXiwTs+Pl6TJ0/Wt99+q/Lly2vkyJHKz89XXFyc6tSp4zK2fv36Onz4sJKSklSuXDn5+fkV2Q8AAAAAQGlV4sF70qRJ6ty5s3766Sft2LFDGzdu1LRp05SVlSV/f3+XsTabTVlZWUX2ndtfFIfDobS0NJcHAAAAAABXG++SfsKlS5dq//79Kl++vCTp888/10MPPSSbzSa73e4yNikpSf7+/kX2ndtflMmTJ+uf//xnSZcPAAAAAECJKtEz3idPnlRAQIAzdEtSo0aNdOzYMUVERCg2NtZlfGxsrGrXrq2QkBCdPn1aOTk5RfYXZcyYMUpNTXU+4uPjS3JXAAAAAAAoESUavENCQpSSkqKUlBRn2759+xQREaF27dpp1apVLuOjo6N11113ycPDQy1atCi0gnlBf1F8fX0VFBTk8gAAAAAA4GpTosHb09NT/fv3V//+/fXnn38qNjZWgwYN0vDhwzVw4EDNmTNHK1euVG5urmJiYrRgwQI9/fTTkqQRI0boueee0/79+2W32zVp0iTZbDZ16NChJEsEAAAAAOCKKvFrvN944w299NJLaty4sQICAvTss8/qySeflCQtWrRIUVFRioyMVOPGjbVkyRJVrlxZktS1a1cdPXpUnTt3VlJSku6++2599dVXJV0eAAAAAABXlIcxxri7iJKQlpam4OBgpaamlrpp5zVHL3d3CdedI290/+tBAAAAAHARxc2hJX47MQAAAAAA8H8I3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQCS3n77bZ06dUqStHr1at10000KDAxUu3bttHPnTue4/Px8jR07VqGhoapYsaKGDh2qzMxMd5UNAACAUoDgDeC6t2fPHo0fP16SdPToUfXu3Vtvv/22kpOT9fzzz+vee+/VmTNnJElTp07Vhg0btGPHDh06dEiZmZl64YUX3Fk+AAAArnIEbwDXtezsbD322GPKzc2VJKWmpmr27Nnq3LmzfHx89MADD6hixYr69ddfJUnVq1fXvHnzVK1aNZUrV07PP/+81q1b585dAAAAwFXO290FAIA7jR07Vk2aNFFqaqokqWnTpmratKkkKT09XV988YVSU1PVsGFDSVLv3r0lScYYxcbGauLEibr77rvdUzwAAABKBYI3gOvW+vXrFR0drV27dqlZs2YufampqSpXrpwkacaMGfL393fp/+CDD/Tcc8+pcuXKmjZt2pUqGQAAAKUQU80BXJfS0tLUv39/zZo1S8HBwYX6g4ODdfr0aUVHR2vixIlav369S/+zzz6ruLg4PfbYY+rSpYuys7OvVOkAAAAoZQjeAK5Lzz77rB544AF16NDhgmOCg4P1wAMP6O2339a7777r0ufh4aHw8HBNmTJFYWFhWrlypcUVAwAAoLQieAO47ixdulTz58/Xhx9+KD8/P/n5+eno0aOqXr263n///UK3B2vWrJlOnDihzMxM7dq1q9DzFfQDAAAARSF4A7ju9OjRQzk5ObLb7c5HjRo1dOzYMf3888+aP3++y/jt27erYcOG8vLyUpcuXZSWllZkPwAAAFAUFlcDgHMMGzZM9913nxo1aqTmzZtr48aNmjBhgr777jv5+vqqf//+GjBggD766CPZbDa98847kqTbb7/dzZUDAADgasUZbwA4R7NmzTR9+nQNGTJE5cqV06hRozRr1izVr19fkvTqq6+qVq1auvnmm1W9enX99ttvio6OdnPVAAAAuJp5GGOMu4soCWlpaQoODlZqaqqCgoLcXc4lqTl6ubtLuO4ceaO7u0sAAAAAUMoVN4cy1RzAFcEHTFceHzABAABcHZhqDgAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhSwN3m+//bZOnTolSfr111/Vrl072Ww2NWrUSCtWrHAZu2TJEtWrV082m00dO3bUwYMHrSwNAAAAAIArwrLgvWfPHo0fP16S5HA41K1bN/Xu3Vupqan65JNPNGjQIO3du1eStHfvXg0ePFifffaZUlNT9dBDD6lr166y2+1WlQcAAAAAwBVhSfDOzs7WY489ptzcXEnS4sWL1bhxY0VFRcnHx0ft27fXhAkT9Pbbb0uSPvroI7344ou644475OPjoyFDhqhly5b697//bUV5AAAAAABcMZYE77Fjx6pJkyaqXr26JGnDhg3q0aOHy5hevXpp9erVxeoHAAAAAKC0KvHgvX79ekVHR2vatGnOtri4ONWpU8dlXMWKFWW32+VwOHT8+HHVrl3bpb9+/fo6fPjwBb+Pw+FQWlqaywMAAAAAgKtNiQbvtLQ09e/fX7NmzVJwcLCzPSsrS/7+/oXG22w2ZWVlKT8/X56enkX2XcjkyZMVHBzsfISHh5fcjgAAAAAAUEJKNHg/++yzeuCBB9ShQweXdpvNVuRCacnJyfL395enp6eMMS59SUlJRYb1AmPGjFFqaqrzER8fXyL7AAAAAABASfIuqSdaunSp5s+fLy8vL3344YeSzk4Hr169uqpWrarY2FjdfvvtzvEJCQmqUKGCfHx8FBYWpri4ONWoUcPZHxsbW2j6+bl8fX3l6+tbUuUDAAAAAGCJEjvj3aNHD+Xk5MhutzsfNWrU0LFjx/Taa69p1apVLuOjo6N11113SZLatWt30X4AAAAAAEory+7jfa77779f27Zt09y5c5WTk6MtW7borbfe0gsvvCBJeuaZZ/Tqq6/qhx9+UE5OjmbOnKk9e/aod+/eV6I8AAAAAAAsc0WCt5+fn5YtW6YZM2aobNmyGjhwoGbMmKFGjRpJkpo0aaIPP/xQjz32mIKCgjRv3jytWLGCqeQAAAAAgFKvxK7xLsqRI0ec/27YsKE2btx4wbE9e/ZUz549rSwHAAAAAIAr7oqc8QYAAAAA4HpF8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALFSiwTslJUX9+vVTpUqVVLNmTb3xxhvKz8+XJG3atEk33XSTbDabWrZsqW3btrlsO2PGDEVERCggIECRkZFKTEwsydIAAAAAAHCLEg3evXr1UlhYmH7//Xd99913WrJkiT766CMlJiYqMjJSEyZMUFpamsaOHasePXooISFBkrRq1Sq9/vrriomJ0alTp9S4cWNFRkaWZGkAAAAAALhFiQXvnTt36s8//9Rrr72moKAg1a1bV7NmzdK//vUvzZw5Uw8//LDuv/9+lSlTRj179lS/fv308ccfS5LeffddTZ06VU2bNpXNZtOkSZOUn5+vNWvWlFR5AAAAAAC4RYkF77y8PI0YMUIeHh7OtvDwcCUmJmrDhg3q0aOHy/hevXpp9erVMsbohx9+UPfu3YvsBwAAAACgNCux4N2iRQs98cQTLm0xMTFq0aKF4uLiVKdOHZe++vXr6/Dhw0pKSlK5cuXk5+dXZD8AAAAAAKWZZauaJyQkaOTIkZowYYKysrLk7+/v0m+z2ZSVlVVk37n9F+JwOJSWlubyAAAAhd15553y9PTUlClTnG1z586Vt7e3y8PT07PQDLUCsbGxmjFjxpUqGQCAa4olwdvhcOiBBx7Q008/rdatW8tms8lut7uMSUpKkr+/f5F95/ZfyOTJkxUcHOx8hIeHl/h+AABwLVi7dq0mTJjg0vb4448rNzfX+cjOzlaDBg00bty4Qtvn5+frscce40NuAAAukyXBe+DAgQoPD9c//vEPSVJERIRiY2NdxsTGxqp27doKCQnR6dOnlZOTU2T/hYwZM0apqanOR3x8fMnvCAAA14mvvvpKERERatmyZaG+N998U1u3bnVDVQAAXBtKPHhPnDhRhw8f1uzZs50LrbVr106rVq1yGRcdHa277rpLHh4eatGiRaEVzAv6L8TX11dBQUEuDwAAcOmMMXrttdc0fvz4Qn27du3SRx99pEGDBrmhMgAArg0lGrznz5+vL774QkuWLHFZLG3gwIGaM2eOVq5cqdzcXMXExGjBggV6+umnJUkjRozQc889p/3798tut2vSpEmy2Wzq0KFDSZYHAACKsGzZMoWEhOi2225zabfb7erbt68++ugjhYaGuqk6AABKP++SeqINGzZowIABysnJUbVq1Vz6fv/9dy1atEhRUVGKjIxU48aNtWTJElWuXFmS1LVrVx09elSdO3dWUlKS7r77bn311VclVRoAALiIV199VW+99Vah9jFjxqhVq1aKjIzU7t273VAZAADXhhIL3u3bt5fD4bhgf40aNbRr164L9g8ePFiDBw8uqXIAAEAxfPvtt/L19S00y2zNmjVatmyZdu7c6Z7CAAC4hpRY8AYAAKVPUdd2p6WladCgQTp27JgqVaokScrNzZWHh4e2bdumL7/80h2lAgBQahG8AQC4Tq1bt04Oh0NdunRxaQ8KCtLhw4dd2iZOnKjAwECNGjXqSpYIAMA1wZLbiQEAgKvfpEmTirxvNwAAKFkEbwAArkPp6ekKCQnRvffe6+5SAAC45jHVHACA68DEiRNdvi5btqwWLlx42dsDAIDiI3gDAFBCao5e7u4SrjtH3uju7hIAAPhLTDUHAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAMA1IzY2Vl27dlXZsmVVv359LViwoMhxOTk5Gj9+/BWuDsD1iuANAACAa4IxRvfdd586duyoU6dO6csvv9SYMWO0devWQmMnTJignTt3uqFKANcjgjcAAACuCadPn9awYcP04osvytfXV82aNVOPHj20ceNGl3GbNm3SO++846YqAVyPCN4AAAC4JpQvX16DBw+WJGVnZ+u7777TV199pY4dOzrHZGRkqF+/fho1apS7ygRwHSJ4AwAA4JrTunVrdenSRR06dNDNN9/sbB8+fLi6d++uzp07u7E6ANcbgjcAAACuOVu2bNGWLVt04MABvf7665KkpUuXauvWrXrzzTfdXB2A6423uwsAAAAASpqfn59uvfVWff3112ratKmefPJJRUVFadmyZfLz83N3eQCuMwRvAAAAXBOOHDkiX19fVa1a1dkWFhYmLy8vDR06VImJiWrTpo0kKT8/X3l5eQoNDVVCQoK7SgZwnWCqOQAAAK4JmzZtKrRo2pEjR1S2bFl99dVXysnJkd1ul91u13/+8x/9z//8D6EbwBVB8AYAAMA1oWfPntq2bZvmzJmjrKws7d+/X4888ojGjx/v7tIAXOcI3gAAALgmBAQEKCYmRvPmzVOlSpXUpUsXPfroo+rfv7+7SwNwneMabwAAAFwz6tevr+++++4vx3Xo0EEdOnSwviAAEMEbAAAAl6Dm6OXuLuG6c+SN7u4uAaXA2LFj9cYbb8jDw0OSdOONN+rnn392c1UowFRzAAAAACjlfvnlF61Zs0a5ubnKzc0ldF9lCN4AAAAAUMr98ssvuvHGG91dBi6A4A0AAAAApZjdbldKSoqqVKni7lJwAQRvAAAAACjF9u/frzNnzig8PFzVq1fXSy+9pJycHHeXhXMQvAEAAACgFAsICNB///tf/fbbb9qyZYt++eUXTZw40d1l4RwEbwAAAAAoxerWrau2bdvKZrMpPDxcX3zxhT777DN3l4VzELwBAAAA4BpSvnx5GWOUlZXl7lLw/11VwTstLU19+vRRYGCgqlWrpjfffNPdJQEAAADAVeunn37SkCFDXNr2798vPz8/2Ww2N1WF811Vwfupp55SmTJldPz4cW3ZskXR0dH69NNP3V0WAAAAAFyVGjZsqFWrVunjjz+W3W7X7t279fDDD+ull15yd2k4x1UTvI8fP661a9fqk08+UXBwsGrUqKG5c+dq8uTJ7i4NAAAAAK5KNptNy5cv16JFixQSEqJ77rlHvXv3VlRUlLtLwzm83V1AgU2bNqlz587y8/NztjVo0ECBgYE6ePCg6tat68bqAAAAAFwvao5e7u4SLl3rUarU+uw/PzktfTJmhVvLuVRH3uju7hIsddWc8Y6Li1OdOnUKtdevX1+HDx92Q0UAAAAAAPx9V80Z76ysLPn7+xdqt9lsRa7G53A45HA4nF+npqZKOrtAW2mT78h0dwnXndJ4nJR2HOdXHsf5lcdxfuVxnF95HOdXHsf5lcdxfuWV1uO8oG5jzEXHXTXB22azKTOz8AGelJRUZCCfPHmy/vnPfxZqDw8Pt6Q+XFuC33N3BYD1OM5xPeA4x/WA4xzXg9J+nKenpys4OPiC/VdN8I6IiNDKlSsLtcfGxqp27dqF2seMGaMRI0Y4v87Pz1dycrJCQkLk4eFhaa04Ky0tTeHh4YqPj1dQUJC7ywEswXGO6wHHOa4HHOe4HnCcX3nGGKWnp6tatWoXHXfVBO+2bdtq1KhRys3Nlbf32bJ+/vlnORyOIq/99vX1la+vr0tbuXLlrkSpOE9QUBA/2LjmcZzjesBxjusBxzmuBxznV9bFznQXuGoWVwsLC9Ntt92m559/XhkZGYqPj9eTTz6pcePGubs0AAAAAAAu21UTvCXp008/VXJyskJDQ9WqVSvdf//9GjhwoLvLAgAAAADgsl01U82ls6fo58+f7+4yUEy+vr56+eWXC035B64lHOe4HnCc43rAcY7rAcf51cvD/NW65wAAAAAA4LJdVVPNAQAAAAC41hC8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvHHZzpw5o6ZNmyo3N9fZ9v3332vs2LEubUBplpGRoaCgIJdjesWKFerTp4+ys7PdWBlwaVJTUzV8+PAL9gcEBOjkyZPOr8+cOXMlygIA4LrA7cRw2XJzc+Xn56esrCz9+9//Vr9+/fT999+rU6dOSk1NVWBgoLtLBP62vLw8+fr66syZM3rrrbc0fvx4bdiwQR06dOA4R6mSlpamRo0aKT4+Xp999pkyMzPl4eEhm82mJ598UhUrVlRcXJz8/f2VmJioW265RZs3b1aNGjXcXTrwt6xYsUL+/v7y9Cx8vsnDw0OhoaGqW7euGyoDSl5ubq6eeuopvf/++ypbtqz27t0rT09PNWrUyN2lXfcI3vhLZ86cUZcuXeTr6ytJMsYoODhYS5YsUWBgoJKTkxUaGqrk5GTt2rVLzZs3V1pamgICAtxcOVB8GRkZql+/vstxHhISoh9//FFly5Z1HudJSUnavXu3brnlFo5zlCoOh0ONGzfWwYMHdeONN6p9+/aSpLVr1+rQoUOqUaOGjh49KkmaNm2aPv/8c+3YscOdJQN/S1xcnCIiIlS1alW1bNlSxhitW7dOd9xxh3766Sc1btxYPj4+2rBhg/bu3auIiAh3lwwUi8Ph0PTp02Wz2eTl5aXMzExFRkaqU6dO2rFjh8qVK6fTp08rMDBQjz76qDZv3qyDBw+qTJky7i79usZUc/wlX19fxcfHa+DAgTp06JAGDRqk3377TZLk5+cnHx8feXt7O7+WJB8fH7fVC1wOm80mPz8/ffHFF/Lw8NC8efOUmZkp6ezPQJkyZZzHecHxXRDSgdLA29vb5Rj+7LPP9Nlnn8nLy8vZdt999ykxMVFfffWVRo0a5c5ygb+tTZs2mjdvnvz9/fXNN99o2bJlql69upYtW6bWrVtr9uzZiomJ0RNPPOH8fQ+UBsYYjRgxQvPnz9ecOXM0YsQIORwOHT58WH5+fvL19ZWvr6+WLVumr776Sv/6178I3VcBb3cXgKuft7e3ypUrpz59+ujNN99Unz59NHnyZGefJOcPc05OjsqUKcMPN0odLy8vBQQEqG3bts7/FkxLPD9wZ2dny8/Pz9kOlAZeXl5KTEzU008/rYSEBD399NOS5HKcd+zYUe3bt1dKSooeeOABd5YL/G02m01Lly7V0aNH9corr0iSTp06pVdeeUUHDhzQO++8o6CgIPn7++vGG290c7VA8fn6+srLy0vr16+XJPn7+7ucJPD09NSsWbM0btw4/fvf/9Zdd93l5oohEbxxmQr+UHM4HHrllVeUkZGhV155RcePH1doaKibqwNKRsFxnpWVpQEDBiglJUUDBgzQyZMnVbVqVTdXB1w6m82mtm3basWKFWrbtq2MMVq7dq2ks9e6Pvfcc0pPT9eKFSuY0YFS68cff9SyZcvk6+urRYsWqUaNGs6ZHR4eHvLy8nL+19PTUw6Hw80VA5fGw8NDHh4eLm0Fx/O4ceOUk5OjTZs2adu2bapZs6Z7ikQhTDXHZSlYGiA/P18HDx7Ufffdp4MHD2rXrl1q1qyZm6sDSkbBce7p6amwsDA9//zzCgsLU3Z2tlq0aOHm6oBLFxwcrD59+qh8+fLq06eP+vbtK0l67rnnlJaWJkn6448/tGfPHu3cudOdpQKXLScnR//5z3909OhRHTt2TB4eHhowYID69++v4OBgPfHEE6pRo4aGDRumcePGaerUqe4uGbhk5y/TlZ+fL2OMfv/9d+Xl5Wnp0qWaN29eoXFwH85447IU/BDbbDZ98cUXzvZu3bo5/5ADSruC49zHx0eTJk1ytrVt21YjRoxwZ2nAZTly5IhatWqlgwcPqlWrVs72ypUrKyUlRStXrtS6dev05JNPKjo6WjfffLMbqwUuT5s2bbRlyxa9++676tq1q7y9vXXrrbc6ZzG1adNGycnJql+/vjp16qRXXnmFYx2lSn5+fqEz3rm5ucrLy9P//u//6ptvvtH333+vxx9/XAcPHtScOXPcVCnOxRlv/KW8vDxlZ2frt99+c/634J7Gubm52rt3r3799Ve98cYbstvtevDBB91cMXDp8vLylJGRof/85z/O/xYc53l5edq8ebO+/fZbRUVFqVatWrr77rvdXDFw6UJDQ/XFF18oIiJC8+bN09y5c2WM0T/+8Q9Vq1ZN48aNk5+fn3r06KFNmza5u1zgsp08eVL79+/Xxx9/rEOHDuno0aOKjY1VbGysjh49qvT0dP36669q1aqVOnbsqO3bt7u7ZKDY7Ha7cnNzXS6XSE9PV05OjrKzs5WTk6Mbb7xR33//vdauXasZM2a4u2SIM94oBrvdrt9++00NGjSQMUY33nijqlevLunsNd47d+7U4MGDFRgYqK1bt7q5WuDyZGVlyW63a/DgwZKkwYMHq0KFCpLO/gwULEaVl5enVatWubNU4LLk5+fL29tb9evXd17j6uHhofz8fElnP0jdsGGDvvvuO1WrVk27d+92c8XA5fP09NQ333yjTz/9VJLUunVrJSYmutzL2+FwqGvXroqOjuY6WJQqvr6+2rt3r/N3eV5enqpXr64PP/xQ2dnZys3N1ZkzZ2Sz2TRt2jQ98cQT6tOnD7dAdTPu441iKVitvEB2dra8vb3l5+en7OxsJSUl6d1339X06dM1btw4Pf/8826sFig5eXl58vPzU05OjvLy8jRr1iyNHj1affr00VtvvcUCVCg17Ha7GjRooNjYWN1+++1KTExUTk6OqlSpoi1btqh69eo6cuSIvL29derUKVWuXFlJSUkqX768u0sHLllGRoYiIiI0e/Zs3XnnnerSpYvuuOMOPfPMM5LOXjbUqlUr7du3T+XKlXNvscBlWrhwoSIjIwvdxjcxMVEbN27U8OHDtXLlSv3yyy965JFH3FQlChC8cdkyMzMVGBionJwc52qhW7Zs0YABA7Rx40aFhIS4uULg78vIyFBQUJDzwyZJ+v333zVw4EAtX76cT49RaiQnJ+uGG25QSkpKkf3BwcGKj49XUFCQ0tPTNXfuXD311FPcHhKlUlpamqpVq6Z27dpp9+7dSk9PV9OmTV0Wxpw1a5aeeOIJSdIHH3zgrlKBSxYXF6cHHnhAu3btUnR0tDIzMzV58mT5+fk5xxhj9Ntvv8nb21tffvmlOnXq5MaKITHVHMWUl5en48ePKzw83LmYg5+fn/bu3esybatNmzb66aef5O/v765SgRIVGBio9PR0l3t233DDDVq7dm2hhU2Aq1mFChUuGLolacGCBbLZbJKksmXLKioq6kqVBpS4M2fOyNfXV6tWrVJeXp7WrFmjjz76SB999JG6d++unj176r333lNGRoaSkpLcXS5wSUJDQ9WiRQstWLBAN9xwg/79738rMzNTI0eOdBmXl5enH374wXlJEdyLM94olvj4eNWsWVMJCQmqVKmSS9+gQYPUpEkTDR8+3E3VAQAA/B+73a4dO3botttuc2lfu3at5s2bpw8//JCTBLhmfPvtt4qJidGHH37o7lJwEQRvFEtycrIqVqyo9PR0l6m1Q4YM0axZszR9+nQNGDDAjRUCAIrj5MmTat68uXbv3n3B67fj4+M1cOBA/ec//7nC1QEAcG3idmIoFl9fX3l4eLgs3vDss88qOjpa//3vfwndAFAKpKeny2az6dixY7LZbIqPj9epU6d08uRJxcXF6eTJk3r99dfl5eWlH3/80d3lApb6888/dcstt+jAgQPuLgW4LFlZWVq8eLEkKSIiQvHx8W6uCBdD8EaxFCyuU3Cd6+LFizVr1iytWLFC7du3d2dpAIBimDNnjkaNGiU/Pz95eHjIz89P9erVU5UqVRQaGqpatWpp6dKlmjx5soKCglwW6QFKm127dikoKEh//PGHJCk1NVUvvviiTp065Rxjs9m0a9cu1utAqZWTk6Nhw4ZJknx8fFSxYkVt2rRJd999t7p166Zu3bqpc+fOuueee9xcKSSCN4rJy8tLxhjNnz9fktSjRw/997//VatWrdxcGQCgOH777TfnvbwLFsWsWbOm8vLy1KpVK82cOVMBAQEKCQmRr6+vy4KCQGnj7++vjIwM5+VxPj4+mjp1qjIzM51jCj5cOv9WTMDVLi8vT40aNdJ9992nlJQUdezYUSdOnJCvr69sNptSUlJ04403qmPHjtq5c6f+8Y9/uLtkiFXNcYmGDx+ud955R40bN5YkTZs2zaU/NzdXp0+f1ooVK9xRHgDgApo2barly5dL+r+gce596AsuJypbtqy8vb0J3ijVCmZ2FKzUb7PZZIxxOa4L/l1wS1SgtMjJydG4ceMUEBCgp59+Wi+99JIGDhwoT09P2Ww2hYSE6MYbb9QNN9wgHx+fQosMwj04441i8/Dw0IEDB9SqVSvNnz9fW7duVU5OjssjOztb2dnZ7i4VAHCe2rVrKzY2VuvXr5ckrV+/XpmZmVq/fr3S0tK0f/9+HTx4UHa7XRs2bHC5VSRQ2hRcInfufeg9PDxcppUX/JtjHaWNn5+fOnbsqO7du8vf31933323c5V+Lp24evFxNoqlYPH7ihUr6pNPPlG7du0UFRWlQYMGqVOnTm6uDgDwV6pUqaKdO3dq5MiRys7O1siRI3X8+HGNHDlScXFxWrBggby9vXXixAmNHDmSMIJSzdPTU8YYl79RjDHq1atXoZkeQGmTk5OjqlWrytvbW3l5eSpTpozy8/OVk5Mju92urKwsJSUlKTAwUHl5eYqPj1d4eLi7y77uEbxRLLm5uZLOXlPi5eWlvn37KigoSJGRkfruu+/UunVrN1cIALiYChUqKCIiQtu3b1dgYKC2b9+um266Sdu3b1ebNm00dOhQlS9fXmPHjtX27dt1ww03uLtk4G879++T8/9WMcZo3bp1hG+UOp6enoqPj3eu0fH777+rbt26ysjIUFJSko4fP665c+dKksqXL6+2bdsqLi7OzVWD4I1iycnJkXQ2gBdcC3Xfffdp2LBhevDBBy96P1gAgPvZbDadPn1a0tkPUc/9b4H8/HxlZmbKGKP8/PwrXSJQYowx8vDw0OTJky867q233nLO6gNKCy8vL4WFhSkrK0szZsxQQECABg0a5AziU6ZMUdeuXbVp0yZ17NjR3eXi/2MeGYrFbrdLkhwOh0v7pEmTZLPZ1K9fP3eUBQAoJi8vL2VlZckY4/wwNTk5WRMmTNCxY8e0ePFiZWVlKSUlRQ6HwznTCSiNzp2pJ0lbtmxRXFxcoYeHhwfBG6WWMUZPPPGEjh8/rjNnzqhixYrKy8vTc889J19fX73++utatGiRu8vE/8cZbxRLdna2GjZs6PxjrYCXl5cmTJiglStXKj8/n2sCAeAqlZOTo/z8fNntdhljlJeXp/79+8vDw0MDBgyQ3W53XjOYkZFR6INWoDQpOH4dDoccDofatm3rErIL/u3h4VFo5gdwtcvPz1fHjh314osvOts2btyouXPnKi8vT3a7XXPnzlXz5s01cOBANWzYUI0aNXJjxZAI3iimsLAw7d27t8i+Rx99VA899BChGwCuYsYYRUdH68yZMzLG6MyZM3rttdcKjUtMTNTRo0d15swZN1QJlIyMjAwZY5SRkaEKFSro0KFDLouqSWc/jLrhhhuY3YFSJyMjQzfffLMeeugheXl56cyZM4qPj9fXX3/tPO6//vprSVLVqlX16aef6oMPPnBz1fAwzK8BAOC6kJeXpwMHDmjjxo3q169foSBS4MyZM9q0aZO6dOlyhSsESsaZM2f0888/65ZbbnG5pdi5kpKSVKlSJe3Zs0eNGze+whUCf9+xY8c0cOBApaamavDgwXriiSd04sQJtWzZUseOHZN0dtaqj4+PmyuFRPAGAOC6ER8fr5o1ayohIUGVKlVy6Rs0aJCaNGmi4cOHu6k64MrKycnRb7/9pjp16lzwQyigNHj//fc1cOBABQYGym6368CBA2rWrJm7y8J5mBsMAMB1IiAgQMYY+fv7u7QPGTJEX3zxhcqWLeumyoArr0yZMmrUqBGhG6Xe8OHDFRgYKEny8/MjdF+lCN4AAFwnfH195eHh4TLt8Nlnn1V0dLT++9//asCAAW6sDihZFSpUKNTWq1cvrV+/3g3VACUvLy9Phw8fliSlpaUpKChICQkJLmOOHTum+Ph4d5SH8xC8AQC4ThRc6+rtfXZt1cWLF2vWrFlasWKF2rdv787SgBJXrlw5GWMUFxcnScrKytKKFSsK3aEFKK3S0tJUt25d5ebmyt/fXxkZGS4zl/71r3+pcePGmjhxovuKhBPXeAMAcJ3Iy8tTmTJlNHfuXPXt21d5eXn68ccf1bp1a3eXBpSo9PR01a1bVz4+PmrUqJFWrlypWbNm6fXXX9e2bdvUv39/eXl5yRijcuXKadasWe4uGbhkOTk5CgwMdN4+z9vbW3a7XRkZGRowYIBWrFihOnXq6KeffuKSiqsAtxMDAOA6M3z4cL3zzjvOlZynTZvm0p+bm6vTp09rxYoV7igP+FsSExPVtm1bSdKqVavUsGFDpaSkaMKECYqKipKHh4c2btyod955R2PGjNHHH3/s5oqBS5eZmSl/f3+XS4c8PT3l7e2t+Ph45ebmasuWLbrnnnsI3VcJppoDAHAd8fDw0IEDB9SqVSvNnz9fW7duVU5OjssjOztb2dnZ7i4VuCwBAQEaOXKkfHx8tGDBAqWnp6tXr17q37+/vvzySyUlJSkgIED9+vVTcHCwevbs6e6SgUtijFGtWrXUqlUr2e12tWrVSq1atVJeXp7Wrl0rPz8/ffPNN7r55puVlJSkrKwsd5cMccYbAIDrRsHVZRUrVtQnn3yidu3aKSoqSoMGDVKnTp3cXB1QMgIDAzV06FA1adJE06ZNU61atTR27Fg9//zziomJ4ewfSr2cnByNHj1aZcuWVVRUlKKiomSM0cCBA/Xee+9p8+bNmj17trp3767Q0FAdOnRITZo0cXfZ1z2CNwAA14nc3FxJZ6/19vLyUt++fRUUFKTIyEh99913XOuNa8oTTzyhmJgYHThwQFu3bpUxRh4eHvLw8HB3acDf4uPjo+eff165ubmKiopSv379nMH7yy+/VHR0tJ555hmtWrVKFSpU0IEDBwjeVwGmmgMAcJ0oWM25IIBL0n333adhw4bpwQcfVEpKirtKA0qcn5+fEhIS9PbbbystLU1jxoyRJC6jwDUjNTVVOTk5cjgczt/vOTk56tOnj/bt2ydvb2/t2rVLW7dudXOlkAjeAABcN+x2uyQ5V8AtMGnSJNlsNvXr188dZQEl7j//+Y8kaejQodq/f78WLVqk6OhotWzZUgEBAcrKytI333yjjIwMLVu2zM3VApfHZrPp6NGj8vX1VVZWlqpVq6bMzExJZz94evfddzV//nwNHTrUzZVC4nZiAABcN44fP66uXbvq+++/V0hIiEvf/PnztXLlSs2dO1eennwuj9IrMzNTVapUkd1u18mTJ1WuXDlJ0vLlyzVkyBBt3rxZvXv3VpkyZZSXl6fMzEz9+OOP7i0auAyPP/64kpKStHz5cm3YsEH169dXQECA3nvvPT344IOqV6+eu0vEOQjeAABAxhjl5uaqTJky7i4F+NtOnDihkSNHauvWrVq6dKnz+tbOnTurRYsWmjx5spsrBP6epUuX6sknn9QPP/ygWrVqqVmzZho0aJBat26tCRMm6Pvvv1ft2rV1zz33qFOnTrr77rvdXfJ1j+ANAACAa9L06dP1xRdfaPPmzZLO3tf78ccf14kTJ+Tl5eXm6oDLl5ubq/3796tx48bas2eP7r33Xh0+fNh5XCclJWnmzJn66KOPNGDAAL388sturhgEbwAAAFyzkpOTVaFCBefXP/30k5o3b+7GioCSd+jQIdWpU6dQe05Ojry8vLiE6CpA8AYAAMA1JSMjQ2vXrlXZsmUvGjhycnKUk5Ojrl27XsHqgL8nLy9P7733XrEuDfL09FTTpk11++23X4HKcDEEbwAAAFxTEhISVK1atUKLCJ4vOTlZ9erV06+//nqFKgNKhre3t1q1aiVfX9+LjktISNDx48eVkpLC5RVuRvAGAADANSU1NVXly5dXRkaG/P39ixxjt9vl7++v/Pz8K1wd8Pf5+/vr0KFDqlat2kXHHThwQA0aNND+/ftZ5dzNvN1dAAAAAFCSvL295eHhIenstPP//d//dZ4ZtNvtevzxx+Xh4eEcA5Q25569djgcmj59uvOYLjivGhUVpQoVKmjLli2E7qsAZ7wBAABwTSk4m52RkaG8vDyVK1dOgwcPljFGM2fOVGpqqjw8POTv76+8vDx3lwtcsoCAAB08eFDVqlWTw+GQzWZT37595eXlJWOMvvjiCzkcDnl7c571akHwBgAAwDWlIIhkZGTIz89Pvr6+ysnJkSSVLVtW6enpcjgcBG+UWj4+Ptq7d6/q168vY4y8vLycl1bk5ubKx8eHyyiuMqwrDwAAgGuWp6eny5Tyc6fiAqVRbm6uqlSpoqysLElyTjEvOM65jOLqxNwDAAAAXFPODdZ2u115eXl69NFHZYyRw+FQVlYWKzyj1PL29lZ8fLzzjHZ2draMMXrxxRdVpkwZZ3tubi5Tza8ivBMAAAC4puTl5TnP+Blj9NFHHzlXN7/zzjsvem9v4GqXkZGhf/7zn1q9erW2b9+uvLw8jR8/Xr6+vvL09FR+fr7GjRvHVPOrDNd4AwAA4JqSmpqqChUqaN++fbLZbEWOcTgcuvHGG3XkyBGFh4df4QqByzd48GCtW7dOL7zwgvr06SM/Pz93l4RiIHgDAADgmvLHH3+oevXqxbqe28PDgwXWUKqkpKSobNmy8vb21rZt2/Q///M/CggIuOg2cXFxV6g6XAhTzQEAAHBNqVy5sk6dOqXAwMCLXsudnZ2t5OTkK1gZ8PeVL1/e+e+aNWtq7ty5F7yW2+FwKCUl5UqVhovgjDcAAAAAABZiZQkAAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAwGVJS0vTu++++5fjZs6cqV9++eUKVHTlfPLJJ0pMTCyR55o9e7Z+/vnnEnkuAFcngjcA/H9HjhxR48aNL3v7Vq1aae3atSVY0dXPbrfr+eefV7Vq1VStWjWNGjVKDofjguNzcnI0btw4RUREqFKlSnrqqaeUkZHh7K9Zs6ZOnTp1STX88ccfqlSpkn766SdJf/0+Xsr79HePiUtxOft+qT788EO1bNmy2OOLs//5+fkaO3asQkNDVbFiRQ0dOlSZmZkuY8aOHSsvLy95e3vL29vb5Tl//fVXtWvXTjabTY0aNdKKFStctl2yZInq1asnm82mjh076uDBg8Wu/0q8ppLUv39/RUdHF3v87NmzNWzYsL8c9/vvv6tGjRoKCwtTcnKyOnTooB9//PHvlFrsetasWaMyZcooMDDwottOmDDhL9+TM2fOaMSIEapSpcrfrrWkpaWlqU+fPgoMDFS1atX05ptvFmu7HTt26NVXX3W5f/KpU6f08MMPq1y5cqpRo4Y++OADl2327dunjh07KigoSE2bNtXy5cudfX/88YemT59eMjsF4KpE8AaAEnDkyBHFxcXp9ttvd3cpV9TTTz+t5ORk7d27V9u3b9eBAwc0ZsyYC44fN26cfv75Z23dulUHDhyQMUZPP/3036rBz89P9erVU9myZf9y7PX6PhWoXLmy6tatW6LPOXXqVG3YsEE7duzQoUOHlJmZqRdeeMFlzC+//KI1a9YoNzdXubm5zjN7DodD3bp1U+/evZWamqpPPvlEgwYN0t69eyVJe/fu1eDBg/XZZ58pNTVVDz30kLp27Sq73V6i+3C1Wrp0qe6//37t27evWMd3SerYsaNycnIuOmbv3r2Kjo7W66+/ftFxa9as0a233qqKFSuWZIkl4qmnnlKZMmV0/PhxbdmyRdHR0fr0008vuk3B760pU6YoODjY2d6vXz+Fhobq+PHjWrNmjWbPnq1FixZJkpKTk9WlSxcNHTpUiYmJev/99/Xkk09q586dkqRevXopJibGuh0F4HYEbwAoAdHR0YqMjLzo/WKvNcnJyYqJidGnn36qkJAQhYWFad68eZo7d+4Ft/niiy80c+ZMVatWTRUqVND06dP17bffXvQs+V+pUKGCNm3apHr16v3l2OvxfTrXww8/rH//+98l+pzVq1fXvHnzVK1aNZUrV07PP/+81q1b5zLml19+0Y033lho28WLF6tx48aKioqSj4+P2rdvrwkTJujtt9+WJH300Ud68cUXdccdd8jHx0dDhgxRy5YtS3wfrlZpaWkKCwtTcHCwypQp4+5yComKitJbb72lcuXKXXTc5s2b1aFDhytS06U4fvy41q5dq08++UTBwcGqUaOG5s6dq8mTJ190u5kzZyo4OFiPPPKIsy0vL09dunTR1KlTFRAQoBtuuEGPP/6482dhzpw56tmzpx588EHZbDbdeeedGj9+vGbNmiVJqlevnrKzs3XixAnrdhiAWxG8AbhVTEyMmjdvLpvNpgYNGmjBggUaPXq0pkyZ4hxz9OhR9erVS0FBQQoODlbv3r31xx9/uDxPUlKSBg4cqJCQEAUEBKh79+7av3+/yxiHw6HRo0crLCzMOSY2NlahoaFFTkfNycnR2LFjFRYWJj8/P7Vs2VIrV64scj8WLVqkBx980KVt9uzZatCggWw2m5o3b67Vq1frkUcecZmSun37dnXo0EE2m01VqlTR0KFDlZaW5uzv0KGDvvvuOz300EMKDAxUkyZN9MMPPygtLU2PPvqoc8ri9u3bndvUrFlTO3fuVJcuXRQQEKA2bdro4MGDOn78uLp166bAwEC1bdtWhw4dcql34cKFaty4sfz8/NSoUSMtXLhQo0aN0uzZs4vc57S0NL3wwgsuUy2Dg4Pl4eGhrKysIrfJy8uTh4eHS1tubq7S09OdX58+fVpPPfWUQkJCVLZsWfXq1UtxcXFFPl+BgumwH3/8serUqaNffvlF3t7eWrx4scu4ot6nEydO6IknnlClSpXk7++v1q1b66uvvnIZs2/fPnXo0EH+/v5q0aKFduzY4dL/V++jdPYs2fvvv68GDRrIz89PNWrU0OjRo3XmzJlC+3PgwAHVqlVLc+bMkXT2ONi4caNGjRqlKlWqKCAgQN26ddOvv/7qsl1WVpZGjhyp0NBQ2Ww23X777dq6dauzPzo6Wv3795f0f9OLlyxZooYNGyowMFA9e/ZUUlJSsV7LAr1791ZERISMMTp8+LAmTpyou+++29lvt9uVkpJS5DTjDRs2qEePHi5tvXr10urVq4vVfyEFNR89elShoaEaPny4s2/x4sVq1qyZfH19VatWLb399tsyxkj6v6n1Y8aMUWBgoOLj453bzZ8/XzfffLP8/PxUtWpVDRkyxOX3Rn5+vl577TVVq1ZN5cuX10svvaT8/PyL1rls2TLnc9arV08zZsxw9r3zzjt65ZVX9NJLL8nb27vI7detW6fbbrtNfn5+qlatmkaPHq3s7GyXMTt27FCnTp1ks9kUFhamiRMnasmSJc7j4OGHH9bAgQP18ccfy9vb2/n+/5UvvvhCvr6+evTRR/9y7O7du9WiRYtLqqvAb7/9pgceeEDly5dX2bJl1bFjR33//feXNKZly5Z6//33C9W1adMmde7c2eV3WIMGDRQYGHjB6fMpKSmaOHGipk2b5tLu5eWl4cOHy9vbW7m5ufrhhx/0ySefqEuXLpKkSpUqqU+fPi7bhIeHu1wj3qJFC+3atavI7wvgGmAAwE0WLFhgqlevbmJiYkxGRobZt2+f6dKli6lfv755++23jTHGJCQkmIiICDNp0iTz559/mhMnTph//OMf5oYbbjBJSUnGGGPOnDljmjRpYoYNG2aOHTtmkpKSzLvvvmtCQ0PN77//bowxJj8/33Tv3t3cd999Zv/+/SYjI8MsXrzY3HzzzSYwMNCcPHnSxMbGmkaNGjnr6927t3nqqafMsWPHjN1uN999952pW7eu+eabb1z24+jRo6Zy5comNzfX2fbmm2+aBg0amPXr15vMzEyzfft2c+utt5ratWubRYsWGWOM2blzp6ldu7b59ttvjd1uN8ePHzcjRowwt956q/O57rjjDlO/fn2zYMEC43A4zLx580yNGjXMAw88YBYtWmQcDof58ssvTe3atZ3fu0aNGuaWW24x//3vf43dbjevv/66ue2220ynTp3MmjVrjMPhMFOnTjUdOnRwbvOvf/3L1KpVy/znP/8xmZmZZs+ePebOO+80N954o5k1a1ax39PNmzebhg0bXrB/6NChJjIy0vzxxx8mKSnJDBo0yDRo0MCl9ptvvtlMnz7dJCcnmxMnTpjx48ebGjVqmJMnT17weQMCApz/Pv99LFDU+/Tnn3+a2rVrm7Fjx5r4+HiTnZ1t1q9fb5o2bWrmzZtnYmNjTWhoqGnevLnZvHmzyczMNJ9//rkJDw832dnZxpjivY8F+96+fXuzbds243A4zNGjR01UVJS56667nPt+8uRJs3PnTlO9enWzePFi57Z33HGHadSokXn55ZfNiRMnTFJSknn//fdNaGioOXjwoDHGmLy8PNO5c2fTq1cvc+jQIZOWlmbmzp1rKleubLZs2WKMMWbRokWmX79+xhhjZs2aZRo1amQ6d+5s4uPjTXJysnnyySfNQw899JevZVHee+89I8lUrlzZHDt2zNm+c+dO4+fnZ6pXr27CwsLMiy++6HztunfvbtauXVvouSpUqGDsdrsJCgoyeXl5Ln179uwxt956a7FqOv+4mTt3rqlRo4b59ttvzZkzZ8yOHTvMrbfeaoYPH+7cX5vNZgYPHmzOnDnj3O7NN980jRs3NmvWrDGZmZkmISHB/POf/zSNGjUyOTk5pl+/fqZJkyZmxIgRJjU11cTGxprWrVubjz/+uMi6Zs2aZerWrWs6depkdu/ebbKyssyGDRtMw4YNzZtvvukc9/LLLzt/Fxpz9jjYvn27McaY1atXmypVqpiFCxea9PR0s3//fnPPPfeYHj16OMfv3r3bVKpUyXz66acmJSXFxMfHm2HDhpkGDRo4j4OCeqKiooqs9dyfrQLp6ekmNDTUVK1a1QQFBZnHH3/cZGZmXvB9uPHGG82RI0cuua4DBw6YatWqmXfffdckJCQYu91uYmJiTK1atcz69euLPaZ3795m4cKFhep6++23zcsvv1yo/f777zerVq0qcl+ioqJM2bJlTUhIiGnWrJn58ccfC43p2bOnkWTuvPNO43A4Lvi6DB482Lz11lvOr59//nkzbdq0C44HULoRvAG4RXZ2tgkNDXX+EVngzJkzpmbNms4/Np955hkzatSoQtsPHTrUjBkzxhhjzNSpU02vXr0KjXnzzTdN7969jTHGLFmyxNxyyy0uQcgYY1asWGEkFQre27ZtM61bty70nLt37zZNmzZ1aZs6dap56qmnnF8nJiaakJAQExcX5zLuxIkTJigoyBm8u3XrZlasWFHoe0RGRjpD1x133GFeeukll/569eqZ0aNHu7Q1bNjQ+f1q1Khhpk+f7uzLy8szNpvNfPLJJ862/Px8U6FCBZObm2vsdrupXLmy2bt3r8tzpqenm/Dw8GIH74yMDNOwYUPn/l1ozFNPPWUqVapkqlWrZiSZefPmOftr1Khh3n///ULbRUVFFXodzlWc4H3++2SMMc8995zzODpXSkqKycrKMrGxsUaS2bp1q0v/rbfearZt22aMKd77uGvXLlOnTh2XMFfgxIkTxpiz+/7NN9+YsLAw891337mMueOOO8wzzzxTaNspU6aYhx9+2BhjzFdffWVat25dKKguXLjQtGnTxhhTOHiHhISYjIwM59jU1FRTrlw5k5+fb4y5tOCdn59v4uLizMiRI03Dhg2dgeO3334zGzduNJmZmSYuLs50797d/OMf/zDGGNOxY0fzww8/FHqusLAwk5KSYgIDAwv1HTx40DRr1qxYNZ0bvB0Oh6lSpYrZtWuXy5iUlBRTrVo1s3//fhMbG2s8PDxMYmKisz8xMdFUrVrV+T6dq6CtX79+pmvXri59q1atMt26dSuyrlmzZpnw8HCX194YY44cOWIqVqxokpOTjTEXD95NmjQxMTExLttnZ2ebpk2bmm+//dYYc/bYPPfnvkBkZOTfCt6vvfaaufXWW83hw4dNQkKCueeee8yIESOK3N4YY8qXL+8SQItbV8+ePc2nn35aaNyff/7p/F1enDEX8sorr7h80FGgT58+5uuvvy7UfuTIERMcHGyWLFliMjIyzIwZM0x4eHihDx2ys7PN7t27TdeuXc2gQYOK/N6rV6824eHh5vTp0862KVOmmPHjx1+0ZgClF1PNAbjF3r17FRoaWmj6ob+/v7p37+78eu3atXr88ccLbf/YY485pxIWZ8zq1av1+OOPF7q2t2vXrkUuWrRu3Tr9+OOP8vPzc3m0atVK+/btc5nOef705Y0bN6p9+/YKDw93ec7Q0FC1b9/e+fX69esVGRlZ6HssX77cZSrz+ddGVqpUyeV5JCkkJMRliui523h6eqpChQou23h4eCggIEDp6enau3evIiIiCq1eHRgY6PJeXIwxRv3799dtt92mXr16XXBcQECAPv30U/3555/q0aOH7rrrrkLTL++///5C2/Xt27fQdcOXqqhp5qtXr1bfvn0LjS1Xrpxz+mm1atXUunVrl/7atWsrISFBUvHex9WrVysyMlL+/v6FvldoaKjz33369NGiRYt01113FRp37vWk544veF3Wrl2rPn36yNPT9X/tDzzwgPbs2VPkgmR33323AgICnF8HBQXJZrO5rDRfXB4eHgoPD9eUKVMUFhbmvCyjbt26atu2rWw2m8LDw/XFF1/os88+kyTZbLYi60pOTpa/v788PT2d08ALJCUlFfk6/pW9e/cqLCxMzZo1c2kvV66c7rnnHufrWLVqVVWuXNnZv3HjRrVr187lfSpwbtv5x+25x0hRCi4FOVeNGjXUvHlzbdu27aL7kpSUpOPHjxf6+SxTpoweeeQR5++99evXFzkV/OGHH77o8/+VhQsX6vPPP1etWrVUpUoVzZ49W7NmzSr0XhXIycmRj4+P8+vi1rV27doix1WqVMn5u7w4Yy7kQsffhY6xxYsX66mnnlKPHj0UEBCgJ598Uq1atdKyZctcxpUpU0ZNmzZVdHS0lixZouTkZJf+I0eOqG/fvpo7d67L4myBgYGF7ggA4NpB8AbgFnl5ebLZbEX2nXs9Y35+fpHXN3p5eTmvnyzOmAt9Pw8Pjwv+cTZq1CjZ7fZCj3P/iIyPj9fvv//uEnSLu2/S2YBx/vM7HA5NmjTJOaZ8+fKFnqNChQoubZ6ensrNzb2sbTw8PC74B3OBM2fOOG8F5e3tXegP5HHjxikxMdHlusdbb73VOf780LJ9+3bNnz/fGcDOde5+XGodF1LU+ySdfa8u9v0kufxhXKBMmTIuC8L91ftYnO8jSbVq1dI333xTZN9fvUcX+jnw8PC44Htc1L75+PhccLG789/TzMzMIq9Jbdas2QUXiSpfvryMMcrKylJERIRiY2Nd+hMSElShQgX5+PgoLCys0PX9sbGxql27dpHPfTEXen0k198VQUFBLn3Ffe/Ofy3PP0bOV5znvJDi7sv56ymUlCNHjqhBgwbOr0NCQlSuXLkL3rrt/Gvdi1tXbm6u8vLy/vaYCynq+JMufIwdOnSo0AeUTZs21dGjR3XixIlCzxUQEKCaNWvqzz//dLalpqaqe/fuGj9+fKHfR15eXn/ruABwdSN4A3CLJk2a6PDhwzpy5IhLe3Z2tlatWuX8+o477ijy/rgLFizQHXfcUewx7dq109dff11ozLp163T69OlC7e3atdOKFSsK/UG3c+dO54rL0tnFqnr27OnyR3CbNm20bt06paamumybnJysjRs3Or9u27aty31cC7z00ksuizoV9cHAhf7ovpxtmjRpomPHjjlv8VQgIyPDeU/lgIAA562gcnNztXDhQue42bNn68svv9TXX3/tclZr69atzvHnnvnLy8vTkCFD9Oqrr6pmzZqF6ilqxeq5c+eqQ4cOF63jYop6nyTp9ttvd64qfK7Tp087z4Sdfwb5fMV5H2+//XZ99dVXLovIFTg3oC5dulRbtmzRyJEjC40ral/nz5//lz8HMTExatiwYZEfBv3Vvp3v/PfUy8tLXbp0KbSQ3Pbt29WwYUP99NNPGjJkiEvf/v375efnJ5vNpnbt2rn8vEtn36uCM/5/1X8pCgLS+YsKZmRkaPny5c5bzJ3/s3Pbbbdp3bp1Lj+TBc597y71tVy5cqVSUlJc2mJjY/XTTz8VmmFxvkqVKikkJEQbNmxwac/Ly9OiRYtcjon58+cX2r64PzcXEhoa6rKwX0pKitLS0i54u7DzP/gpbl3t27cvcnHHP//80/m7uThjLqRt27ZavXq1S9j9+eef5XA4VKdOnULjq1evXuj35N69e1WrVi0dPny40OyZtLQ0xcXFOUN8bm6uevXq5byt2PkyMzMv+KEtgNKP4A3ALfz8/DRu3Djde++92rhxo+x2uw4cOKCHHnpIDofDGZDGjh2rzz77TO+//76Sk5P1559/atKkSfr666+d9wp++umntWXLFudZ15SUFE2fPl2TJ092nnF88MEHlZKSoqFDhyouLk6ZmZlavny5nn/+eQUEBBQKZLfeeqsaNGigvn376siRI3I4HFq1apUiIyPVtGlT57hFixYVmlpdvXp19e7dW/fee6927dolh8OhnTt3qmfPnvL393d+r9dff10jR47U4sWLlZmZqWPHjmnIkCHaunWrwsLCLHvtz+fj46M33nhD9913n7777jtlZWVp79696tGjx1/eO3jt2rUaPXq0li9frpCQkGJ9v2nTpslmsykqKqrI/mXLlum9995TcnKyEhISNHbsWK1cuVKjRo0q1vN7enoWuv9wUe+TdPZM/cKFCzV69GjFx8crJydH33//vdq1a6elS5cW6/sV531s3bq12rdvry5dumjbtm3Kzs7W0aNHNXjwYA0YMMD5XIGBgVq5cqX27t2rYcOGuYSVDRs2aOLEiUpMTFRycrI++OADvfXWW85j/IEHHlBeXp4GDRqkuLg4ZWRkaOHChRo8eLDLXQIuRVGv5bl8fX3Vv39/DRgwQAkJCUpNTdXLL78s6eyHDQ0bNtSqVav08ccfy263a/fu3Xr44Yf10ksvSTo7PXvbtm2aO3eucnJytGXLFr311lvOn+1nnnlGr776qn744Qfl5ORo5syZ2rNnj3r37n3J9fv6+urVV1/Vvffeq/Xr18tut2vPnj2655571K1bNzVs2LDI5wgLC9PQoUPVpUsXrVmzRllZWUpISND48ePVtWvXYp+hfPTRR/Xll186v65SpYruu+8+7dy5U1lZWdqwYYO6deum0aNH/+XtuSTp3XffVd++fRUTE6PMzEwdOnRIjzzyiCpVqqSuXbtKkiZPnqyXX35ZM2bMUGpqqo4dO6ZnnnlGv//++wVfp+J4+umnNXDgQMXGxioxMVH9+/fX4MGDL3gm+/yz4cWt64033tArr7yiKVOmKDExUQ6HQ998841at27tXK2/OGPOf+0LhIWF6bbbbtPzzz+vjIwMxcfH68knn9S4ceOcY87d9vHHH9ecOXP0zTffKDMzU59//rl27dqle+65R23atFF+fr7eeOMN53P16dNHQ4cOdX4gOXToUPn7+2vq1KlFvk4nT54sNFsJwDXEbVeXA4Ax5vPPPzf16tUzPj4+pmHDhmb27Nlm2LBhZubMmc4xv//+u+nZs6cJDAw0ZcuWNb169TJHjx51eZ4///zT9OvXz5QrV87YbDbTpUsXs2fPHpcxKSkpZtCgQaZ8+fImICDAdO/e3ezfv98EBQWZnJycQgtJORwOM3r0aFOtWjXj5+dnWrZs6Vy0yBhjjh07ZipWrGhycnIK7Vd+fr6ZPHmyiYiIML6+vqZ58+Zm+fLl5p577jFr1qxxjtuyZYu5/fbbjZ+fn6lcubKJiooy6enpzv5zF1MqbltRK4AXp+3LL780jRs3Nr6+vqZJkybmm2++MSNHjrzg4mr79+835cuXNx4eHsbLy8vl8f333xe5jTHGzJw50+zfv7/Ivho1apjDhw+bwYMHm/Lly5uyZcuahx56yMTHx1/w+YxxXQAqOzvbNGzY0AQHBxtjLv4+GXN2AbGHHnrIBAcHm4CAANO2bVvnyvUXWlysX79+LovI/dX7aIwxubm55rXXXjO1atUyPj4+platWmbs2LHOhZnOfT/sdrvp3r27efLJJ01+fr654447zObNm8348eNN1apVjc1mM507dy60IF5GRoZ59tlnTeXKlY2vr6+57bbbnCs7G1N4cbWiFtQ6t47zX8uiOBwOM2rUKBMaGmoCAwPNI4884nJc/fzzz6ZDhw7G39/fVK9e3UyePNm5eJsxxvzyyy+mbdu2xtfX1zRo0MCsXLnS5fm//vprU7duXePn52fuvPNO5yruxTFgwADj7+9vNm/e7GxbuHChadKkifHx8TERERHmtddecy5Id7HF5D755BPToEED4+PjY8LCwsywYcOci6CdfzwU9VzNmzc37733njHm/177lStXmptuusn4+PiYevXqmc8//9zlOS62uJoxxvz3v/81rVu3Nj4+PiY0NNSMGDHCZGVluTzHzp07TadOnYzNZjNhYWHmjTfeMEuXLnVZxGzv3r2mQoUKLiuiFyhqcbX8/HwzadIkExYWZqpWrWrGjBlzwZ8vY4xp06aNczHCS6nLmLMLE/7P//yPCQgIMGXLljWdO3c2GzduvKQx57725zt9+rR59NFHTUBAgAkNDXVZZbyobTdv3myaN29ugoKCTJcuXczhw4edfcePHzf333+/CQ4ONpUrVzZjx451LvD25ptvGknG09PT5XflDTfc4Nz+8ccfN/Pnz7/g6wigdPMw5i8uGgMAC+Tk5Ojjjz92ORtQoE2bNpo2bZpuueWWEvt+u3fvVnx8vO655x6X9gMHDujBBx/Unj17Lvk533//fe3du1f/+te/XNqTk5P15ZdfFppim5eXpxtuuEHbt29XpUqVLn0ncFku9D6VJh06dNCUKVMKLUYIlAaDBg3SrbfeqkGDBrm7lKtas2bNNGfOHN10003uLgWABZhqDsAtypQpo19++UW9e/fWsWPHJJ29TvCFF15QQEBAiYZu6ez072HDhunTTz91Lni0Z88ePfroo3rxxRcv6zlDQ0P17LPPFmqvUKGCvv76a0VFRTlXGk9ISFD//v111113EbqvsAu9TyjdOnXq5LLQ3rmP3bt3u7s8nKN169bavHmzu8u4qqWmpurIkSNq1KiRu0sBYBGCNwC3mT59ulq0aKFOnTqpUqVKaty4scqUKaOYmJgS/14hISFau3at1q1bp9q1a6tChQrq16+fJk2aVOTtpIrj4Ycfdrne+1xLlixRQECAWrRooYoVK6pNmzZq1qyZPv3007+zG7gMF3ufUHoVLIpV1OP8W4bBvbp166aYmJjLXn38ehATE6MOHTqoTJky7i4FgEWYag4AAAAAgIU44w0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhf4fwKl+JfUG5PwAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-4000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-4000_torch.bfloat16\n","不是 692\n","是 554\n","不重要 408\n","回答正确 45\n","问法错误 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-4500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-4500_torch.bfloat16\n","不是 958\n","是 612\n","不重要 123\n","回答正确 28\n","问法错误 4\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-5000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-5000_torch.bfloat16\n","不是 811\n","是 518\n","不重要 339\n","回答正确 35\n","问法错误 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-5500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-5500_torch.bfloat16\n","不是 970\n","是 464\n","不重要 249\n","回答正确 31\n","问法错误 11\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-6000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-6000_torch.bfloat16\n","不是 937\n","是 530\n","不重要 208\n","回答正确 33\n","问法错误 17\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-6500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-6500_torch.bfloat16\n","不是 817\n","是 636\n","不重要 156\n","问法错误 66\n","回答正确 50\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-7000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-7000_torch.bfloat16\n","不是 1022\n","是 449\n","不重要 192\n","问法错误 40\n","回答正确 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-7500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-7500_torch.bfloat16\n","不是 751\n","是 595\n","不重要 274\n","问法错误 71\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-8000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-8000_torch.bfloat16\n","不是 922\n","是 558\n","不重要 204\n","回答正确 30\n","问法错误 11\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-8500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-8500_torch.bfloat16\n","不是 967\n","是 493\n","不重要 194\n","问法错误 39\n","回答正确 32\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-9000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-9000_torch.bfloat16\n","不是 881\n","是 543\n","不重要 251\n","回答正确 30\n","问法错误 20\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-9500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-9500_torch.bfloat16\n","不是 763\n","不重要 463\n","是 384\n","问法错误 68\n","回答正确 47\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-10000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-10000_torch.bfloat16\n","不是 915\n","是 569\n","不重要 170\n","问法错误 40\n","回答正确 31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-10500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-10500_torch.bfloat16\n","不是 733\n","是 461\n","不重要 455\n","问法错误 46\n","回答正确 30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-11000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-11000_torch.bfloat16\n","不是 1002\n","是 421\n","不重要 228\n","问法错误 44\n","回答正确 30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-11500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-11500_torch.bfloat16\n","不是 1002\n","是 453\n","不重要 223\n","问法错误 25\n","回答正确 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-12000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-12000_torch.bfloat16\n","不是 839\n","是 502\n","不重要 327\n","回答正确 31\n","问法错误 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-12500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-12500_torch.bfloat16\n","不是 967\n","是 506\n","不重要 205\n","回答正确 28\n","问法错误 19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-13000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-13000_torch.bfloat16\n","不是 857\n","是 449\n","不重要 341\n","问法错误 58\n","回答正确 20\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-13500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-13500_torch.bfloat16\n","不是 867\n","是 509\n","不重要 283\n","问法错误 36\n","回答正确 30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-14000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-14000_torch.bfloat16\n","不是 838\n","是 543\n","不重要 276\n","问法错误 41\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-14500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-14500_torch.bfloat16\n","不是 932\n","是 461\n","不重要 269\n","问法错误 38\n","回答正确 25\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-15000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-15000_torch.bfloat16\n","不是 899\n","是 445\n","不重要 321\n","问法错误 37\n","回答正确 23\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-15500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-15500_torch.bfloat16\n","不是 824\n","是 552\n","不重要 302\n","回答正确 27\n","问法错误 20\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-16000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-16000_torch.bfloat16\n","不是 828\n","是 457\n","不重要 383\n","问法错误 33\n","回答正确 24\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-16500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-16500_torch.bfloat16\n","不是 868\n","是 468\n","不重要 322\n","问法错误 39\n","回答正确 28\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA9YAAAI3CAYAAAB+hsMhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABj50lEQVR4nO3dZ3hU1f728TuFZCaV3gkQEaSLIgGpBwURlKKIBZSqIKBIsQI2jmA5VkSsNEFRQAFDE5HeLQiKiZQQAkKAJKSQZJJM1vOCJ/NnSMDAxgyB7+e65oKstWbmt2d2yj177bW9jDFGAAAAAADgonh7ugAAAAAAAIozgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWODr6QIKKzc3V3///beCg4Pl5eXl6XIAAAAAAFc4Y4xSU1NVuXJleXuf+7h0sQnWf//9t6pVq+bpMgAAAAAAV5m4uDhVrVr1nP3FJlgHBwdLOr1BISEhHq4GAAAAAHClS0lJUbVq1Vx59FyKTbDOm/4dEhJCsAYAAAAAFJl/Oh2ZxcsAAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsMZ5LVu2TNu2bfN0GQAAAABw2SJYX6USEhLUp08flS5dWmFhYXrzzTfzjUlLS9OQIUOUm5vr1v7BBx8oPDxcJUuW1D333KP4+PiiKhsAAAAALjsE66tU3759VatWLcXFxWn79u1av369Zs6c6Tbm5Zdf1u23367mzZu72ubPn69Zs2bp+++/V3x8vG6//Xbdf//9RV0+AAAAAFw2vIwxxtNFFEZKSopCQ0OVnJyskJAQT5dT7IWEhOjEiRPy8/OTJK1atUqTJ0/WwoULJUlRUVHq0KGDdu3apZIlS7ruN3z4cDVp0kQDBw50tVWrVi3fOAAAAAAo7gqbQzlifZXq0qWLnnrqKaWkpCguLk4TJ05UhQoVXP3Dhw/XpEmT8oXlLl266L333tMff/yhjIwMvfXWW0pJSZHdbi/iLQAAAACAywNHrK9SiYmJaty4sQ4dOiRJqlu3rn744QdVrlxZ8+fPV69evVS1alXl5uZq0qRJevDBB133HTp0qKZOnSpJstlsmj59uu677z6PbAcAAAAA/Fs4Yo1zysnJ0Z133qkHHnhACQkJio2NVadOnXTs2DEZYzR27Fi99NJL2r17t7744gs9+eST+u233ySdXrhs27Zt2rlzp1JTUzVlyhQWLwMAAABwVeOI9VVo4cKFev/99/XDDz+42k6dOqVWrVrpww8/1GOPPeZ2ia33339fu3fv1uTJk1WpUiVt375d1atXd/UPHTpUnTt31h133FGk2wEAAAAA/yaOWOOcoqOj1bp1a7e2wMBAlSxZUmvWrFGDBg3c+ho1aqTY2FidOHFCgYGBbqFakiIiIrRixYp/vW4AAAAAuBwRrK9C4eHhioqKcmvLzMzUn3/+qVatWun3339369u1a5dq1qyp8uXLKy0tTcnJyW79v/zyiypWrPiv1w0AAAAAlyOC9VXozjvv1C+//KIpU6YoNTVVhw8fVt++fdWiRQu1aNFCubm5mjBhgtLS0rR+/XpNmjRJQ4cOlZeXl4YMGaIHHnhAMTExOnXqlGbMmKEvvvjCbXEzAAAAALiaEKyvQjabTZGRkVq8eLEqVKigiIgIlS9fXrNmzZK3t7cWL16sbdu2qUqVKnrsscc0Y8YM1atXT5L0wgsvqEGDBmrevLkqVaqkWbNmacWKFQoLC/PwVgEAAACAZ7B4GQAAAAAABShsDvUtwpquWjWeWeLpEq46B17t4ukSAAAAAFwlmAoOAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYMEFB+uEhAT16dNHpUuXVlhYmN58801X359//qlWrVrJbrerfv36Wrp0qdt9Fy5cqNq1a8tut6t9+/bas2eP9S0AAAAAAMCDLjhY9+3bV7Vq1VJcXJy2b9+u9evXa+bMmXI4HOrcubPuv/9+JScn68MPP9SgQYO0a9cuSdKuXbs0ePBgffLJJ0pOTlavXr3UqVMnZWZmXvKNAgAAAACgqFxwsF63bp2ee+45BQYGqkKFCnrsscf07bff6ptvvlGDBg00bNgw+fn5qXXr1nr++ef1xhtvSJLef/99PfXUU2rbtq38/Pw0ZMgQ3XTTTfriiy8u+UYBAAAAAFBULjhYd+nSRU899ZRSUlIUFxeniRMnqkKFClq/fr26devmNrZnz55atWqVJP1jPwAAAAAAxdEFB+spU6ZowYIFCg0NVVhYmI4cOaIXXnhBBw8eVK1atdzGli1bVpmZmXI4HDp8+LDCw8Pd+uvUqaP9+/db2wIAAAAAADzogoJ1Tk6O7rzzTj3wwANKSEhQbGysOnXqpGPHjikjI0MBAQH57mO325WRkaHc3Fx5e3sX2FcQh8OhlJQUtxsAAAAAAJebCwrWkZGRstvteu2111yrgk+YMEH9+/eXn59fgQuRJSYmKiAgQN7e3jLGuPUlJCQUGMYladKkSQoNDXXdqlWrdiGlAgAAAABQJC4oWEdHR6t169ZubYGBgSpZsqQkKSYmxq3v6NGjKl26tPz8/FSlShUdPHjQrT8mJibf9PA8zz77rJKTk123uLi4CykVAAAAAIAicUHBOjw8XFFRUW5tmZmZ+vPPP9WnTx8tX77crW/+/Pm69dZbJUmtWrU6b//Z/P39FRIS4nYDAAAAAOByc0HB+s4779Qvv/yiKVOmKDU1VYcPH1bfvn3VokUL3X333dq2bZtmzZql7Oxsbd68Wa+//rqefPJJSdJjjz2m//73v9q6dauys7M1bdo07dy5U/fff/+/smEAAAAAABSFCwrWNptNkZGRWrx4sSpUqKCIiAiVL19es2bNks1m03fffaePP/5YwcHBGjhwoD7++GPVr19fktSwYUNNnjxZDz74oEJCQjR79mwtXbpU/v7+/8qGAQAAAABQFLzM2SuKXaZSUlIUGhqq5OTkYjctvMYzSzxdwlXnwKtdPF0CAAAAgGKusDn0gq9jDQAAAAAA/g/BGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABggaVgHRsbq5kzZ16qWgAAAAAAKHYsBesRI0YoPj7e9fXGjRt1/fXXy26366abbtK2bdvcxn/88ccKCwtTYGCgevTo4XZfAAAAAACKo4sO1kuXLtW+ffs0atQoSVJ8fLx69Oih559/XikpKRo7dqy6deumo0ePSpKWL1+uiRMnKjIyUidOnFCDBg3Uo0ePS7MVAAAAAAB4yEUFa4fDoSeeeEIffvihfH19JUnTpk3Tvffeq7vuukslSpRQ9+7d1bdvX33wwQeSpLfffltvvvmmGjVqJLvdrgkTJig3N1c//vjjpdsaAAAAAACK2EUF69dff11t2rRRy5YtXW3r169Xt27d3Mb17NlTq1atkjFGW7duVZcuXQrsBwAAAACguLrgYB0XF6dJkyZpxYoVKlWqlEaPHq3c3FwdPHhQtWrVchtbp04d7d+/XwkJCSpZsqRsNluB/QVxOBxKSUlxuwEAAAAAcLm54GA9YcIEdejQQT///LN++eUXbdiwQVOmTFFGRoYCAgLcxtrtdmVkZBTYd2Z/QSZNmqTQ0FDXrVq1ahdaKgAAAAAA/zrfC73DokWLFBUVpVKlSkmSPvvsM/Xq1Ut2u12ZmZluYxMSEhQQEFBg35n9BXn22WddC6NJUkpKCuEaAAAAAHDZuaAj1sePH1dgYKArVEtS/fr1dejQIYWFhSkmJsZtfExMjMLDw1WmTBmdPHlS2dnZBfYXxN/fXyEhIW43AAAAAAAuNxcUrMuUKaOkpCQlJSW52nbv3q2wsDC1atVKy5cvdxs/f/583XrrrfLy8lLTpk3zrQCe1w8AAAAAQHF1QcHa29tb/fr1U79+/XTs2DHFxMRo0KBBGjFihAYOHKiZM2dq2bJlysnJUWRkpObOnauhQ4dKkkaNGqUnnnhCUVFRyszM1IQJE2S329WuXbt/Y7sAAAAAACgSF3yO9auvvqqnn35aDRo0UGBgoB5//HE9/PDDkqR58+Zp2LBh6tGjhxo0aKCFCxeqfPnykqROnTopNjZWHTp0UEJCgm677TYtWLDg0m4NAAAAAABFzMsYYzxdRGGkpKQoNDRUycnJxe586xrPLPF0CVedA692+edBAAAAAHAehc2hF3y5LQAAAAAA8H8I1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRrAVW/ZsmXatm2bp8sAAABAMUWwBnDVeOONN3TixAm3trS0NA0ZMkS5ublu7R988IHCw8NVsmRJ3XPPPYqPjy/KUgEAAFCMEKwBXBV27typ8ePH52t/+eWXdfvtt6t58+autvnz52vWrFn6/vvvFR8fr9tvv133339/UZYLAACAYoRgDeCKl5WVpQcffFA5OTlu7VFRUfryyy/16quvurWvWbNGDz/8sGrVqiV/f38NGDBAe/bs0cmTJ4uwagAAABQXBGsAV7yxY8eqYcOGqlq1qlv78OHDNWnSJJUsWdKtvUuXLnrvvff0xx9/KCMjQ2+99ZZSUlJkt9uLsGoAAAAUFwRrAFe0devWaf78+ZoyZYpb+/z58/Xjjz/queeeU9WqVfX555+7+m6//Xa1bNlSDRo0UEBAgMaOHauPPvpI/v7+RV0+AAAAigGCNYArVkpKivr166fp06crNDTU1W6M0dixY/XSSy9p9+7d+uKLL/Tkk0/qt99+k3R64bJt27Zp586dSk1N1ZQpU1i8DAAAAOdEsAZwxXr88cd19913q127dm7tO3bsUGhoqMaPH6+goCC1adNG48aN00cffSSn06kXX3xRCxYsUMOGDRUUFKQBAwYoOjpakZGRntkQAAAAXNYI1gCuSIsWLdKcOXM0efJk2Ww22Ww2xcbGqmrVqvr999/VoEEDt/GNGjVSbGysTpw4ocDAQFWvXt2tPyIiQitWrCjKTQAAAEAxQbAGcEXq1q2bsrOzlZmZ6bpVr15dhw4dUq1atfT777+7jd+1a5dq1qyp8uXLKy0tTcnJyW79v/zyiypWrFiUmwAAAIBigmAN4KoTERGh3NxcTZgwQWlpaVq/fr0mTZqkoUOHysvLS0OGDNEDDzygmJgYnTp1SjNmzNAXX3yhBx980NOlAwAA4DLk6+kCAKCoeXt7a/HixRo8eLCqVKmimjVrasaMGapXr54k6YUXXtDYsWPVvHlzZWRkqGnTplqxYoXCwsI8XDkAAAAuR17GGOPpIgojJSVFoaGhSk5OVkhIiKfLuSA1nlni6RKuOgde7eLpEq467OdFj/0cAADg31XYHMpUcAAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhgKVi/8cYbOnHihCTpzz//VKtWrWS321W/fn0tXbrUbezChQtVu3Zt2e12tW/fXnv27LHy1AAAAAAAXBYuOljv3LlT48ePlyQ5HA517txZ999/v5KTk/Xhhx9q0KBB2rVrlyRp165dGjx4sD755BMlJyerV69e6tSpkzIzMy/NVgAAAAAA4CEXFayzsrL04IMPKicnR5L0zTffqEGDBho2bJj8/PzUunVrPf/883rjjTckSe+//76eeuoptW3bVn5+fhoyZIhuuukmffHFF5duSwAAAAAA8ICLCtZjx45Vw4YNVbVqVUnS+vXr1a1bN7cxPXv21KpVqwrVDwAAAABAcXXBwXrdunWaP3++pkyZ4mo7ePCgatWq5TaubNmyyszMlMPh0OHDhxUeHu7WX6dOHe3fv/8iywYAAAAA4PLgeyGDU1JS1K9fP02fPl2hoaGu9oyMDAUEBOQbb7fblZGRodzcXHl7exfYdy4Oh0MOh8PtuQEAAAAAuNxc0BHrxx9/XHfffbfatWvn1m632wtciCwxMVEBAQHy9vaWMcatLyEhocAwnmfSpEkKDQ113apVq3YhpQIAAAAAUCQKHawXLVqkOXPmaPLkybLZbLLZbIqNjVXVqlX1xx9/KCYmxm380aNHVbp0afn5+alKlSo6ePCgW39MTEy+6eFnevbZZ5WcnOy6xcXFXeCmAQAAAADw7yt0sO7WrZuys7OVmZnpulWvXl2HDh3SK6+8ouXLl7uNnz9/vm699VZJUqtWrc7bXxB/f3+FhIS43QAAAAAAuNxc9HWsz3TXXXdp27ZtmjVrlrKzs7V582a9/vrrevLJJyVJjz32mP773/9q69atys7O1rRp07Rz507df//9l+LpAQAAAADwmEsSrG02m7777jt9/PHHCg4O1sCBA/Xxxx+rfv36kqSGDRtq8uTJevDBBxUSEqLZs2dr6dKl8vf3vxRPDwAAAACAx1zQquBnO3DggOv/9erV04YNG845tnv37urevbuVpwMAAAAA4LJzSY5YAwAAAABwtSJYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBACjGYmJi1KlTJwUHB6tOnTqaO3euq2/Dhg2KiIhQSEiImjdvri1btrj6nE6n/vvf/6pGjRoqV66cBgwYoOTkZE9sAgAAxR7BGgCAYsoYo65du6p9+/Y6ceKEvv76az377LPasmWL9uzZo169eumVV15RfHy8nnrqKXXv3l2HDh2SJL3yyivasGGDNm7cqOjoaPn4+Kh///4e3iIAAIonX08XAAAALs7Jkyc1fPhwDR48WJLUuHFjdevWTRs2bFBcXJxGjRqlW2+9VZJ01113aevWrfr66681atQovfvuu9q9e7cqVKggSZo6daqqV6+uxMRElS5d2mPbBABAccQRawAAiqlSpUq5QnVWVpZWrlypBQsWqH379qpZs6a6devmNr5atWqKj49XWlqaBg0a5ArVkuTr66tKlSopPj6+SLcBAIArAUesAQC4AkRERGjHjh3q06ePmjRpohtuuCHfmMjISA0cOFBBQUF67bXX3PoOHjyoQ4cOKTw8vKhKBgDgisERawAArgCbN2/W5s2bFR0drYkTJ+brnzFjho4ePaoePXrk63M6nerfv7/GjBkjf3//oigXAIArCsEaAIArgM1mU/PmzfXtt9/qrbfecuvbvn27nn76aX355Zfy9c0/We3pp59WiRIlNGrUqKIqFwCAKwpTwQEAKKYOHDggf39/VapUydVWpUoV+fj4KCMjQ3a7XQcPHlSPHj302WefqW7duvke45NPPlFkZKQ2b94sb28+bwcA4GLwGxQAgGJq48aNGjNmjFvbgQMHFBwcLLvdrtTUVN1xxx168skndccdd+S7/w8//KDnn39eS5YsUalSpYqqbAAArjgEawAAiqnu3btr27ZtmjlzpjIyMhQVFaX77rtP48ePl9PpVK9evdSmTRuNGDEi3313796t3r17a968ebrmmms8UD0AAFcOgjUAAMVUYGCgIiMjNXv2bJUrV04dO3bUAw88oH79+umxxx7T8uXL9eGHH8rX19d1u+WWW3Ts2DF16dJFx44dU7t27dz6Z82a5enNAgCg2PEyxhhPF1EYKSkpCg0NVXJyskJCQjxdzgWp8cwST5dw1TnwahdPl3DVYT8veuznRY/9vOixnwMAPKmwOZQj1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALLihYJyUlqW/fvipXrpxq1KihV199Vbm5uZKkjRs36vrrr5fdbtdNN92kbdu2ud33448/VlhYmAIDA9WjRw/Fx8dfuq0AAAAAAMBDLihY9+zZU1WqVNG+ffu0cuVKLVy4UO+//77i4+PVo0cPPf/880pJSdHYsWPVrVs3HT16VJK0fPlyTZw4UZGRkTpx4oQaNGigHj16/CsbBAAAAABAUSp0sP7111917NgxvfLKKwoJCdG1116r6dOn69NPP9W0adN077336q677lKJEiXUvXt39e3bVx988IEk6e2339abb76pRo0ayW63a8KECcrNzdWPP/74r20YAAAAAABFodDB2ul0atSoUfLy8nK1VatWTfHx8Vq/fr26devmNr5nz55atWqVjDHaunWrunTpUmA/AAAAAADFmW9hBzZt2lRNmzZ1a4uMjFTTpk0VGxurWrVqufXVqVNH+/fvV0JCgkqWLCmbzZav/4svvjjn8zkcDjkcDtfXKSkphS0VAAAAAIAic9Grgh89elSjR4/W888/r4yMDAUEBLj12+12ZWRkFNh3Zv+5TJo0SaGhoa5btWrVLrZUAAAAAAD+NRcVrB0Oh+6++24NHTpUERERstvtyszMdBuTkJCggICAAvvO7D+XZ599VsnJya5bXFzcxZQKAAAAAMC/qtBTwc80cOBAVatWTc8995wkKSwsTDExMQoLC3ONiYmJUXh4uMqUKaOTJ08qOztbJUqUyNd/Lv7+/vL397+Y8gAAAAAAKDIXfMT6xRdf1P79+zVjxgzXQmatWrXS8uXL3cbNnz9ft956q7y8vNS0adN8K4Dn9QMAAAAAUJxd0BHrOXPm6PPPP9fmzZvdFiMbOHCgmjRpojZt2qhDhw5avny55s6dq19++UWSNGrUKD3xxBP69ttvVaNGDb3xxhuy2+1q167dJd0YAAAAAACKWqGD9fr16zVgwABlZ2ercuXKbn379u3TvHnzNGzYMPXo0UMNGjTQwoULVb58eUlSp06dFBsbqw4dOighIUG33XabFixYcGm3BAAAAAAADyh0sG7durXb5a/OVr16de3YseOc/YMHD9bgwYMvqDgAAAAAAC53F325LQAAAAAAQLAGAAAAAMASgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAxUpMTIw6deqk4OBg1alTR3PnznX1ffHFF6pXr55CQkLUsWNH7du3z4OVArha+Hq6AAAAAKCwjDHq2rWrHnzwQS1atEhRUVHq3r27atSooaSkJL388sv68ssvVadOHc2ePVtdunTRjh07ZLPZPF06gCsYR6wBAABQbJw8eVLDhw/XU089JX9/fzVu3FjdunXThg0bNGvWLL366qtq0qSJAgIC9Mgjj6hOnTrauHGjp8sGcIUjWAMAAKDYKFWqlAYPHixJysrK0sqVK7VgwQK1b99eTqezwPskJSUVZYkArkIEawAAABRLERER6tixo9q1a6cmTZqoZ8+eevbZZ/Xbb78pIyNDH3/8sZYtW6abb77Z06UCuMJxjjUAAACKpc2bN2vHjh16/PHHNXHiRI0dO1aHDx9Wt27dlJWVpfj4eA0YMECVK1f2dKkArnAcsQYAAECxZLPZ1Lx5c3377bd66623JEkjR47UgQMH9M4776hcuXJ67bXXPFwlcHGSkpLUt29flStXTjVq1NCrr76q3NxcSdKaNWvUtGlTBQUFqUWLFvrpp588XC04Yg0AAIBi48CBA/L391elSpVcbVWqVJGPj48yMjJkt9uVmpqqkSNH6v3331fp0qU9WC1w8Xr27KmIiAjt27dP8fHxevDBBxUQEKDu3burb9++mj17tpo3b67t27froYce0vr161WmTBlPl33V4og1AAAAio2NGzdqzJgxbm0HDhxQcHCw7Ha7JGncuHFq3ry5evbs6YkSAct+/fVXHTt2TK+88opCQkJ07bXXavr06fr000+1bds2tWnTRq1bt1aJEiV0880368Ybb9T69es9XfZVjWANAACAYqN79+7atm2bZs6cqYyMDEVFRem+++7T+PHjJZ0OJF9++aWmTJni4UqBi+d0OjVq1Ch5eXm52qpVq6b4+Hi1bNlS69ev17Jly5SVlaXvv/9eixcvVoUKFTxYMZgKDgAAgGIjMDBQkZGRGj58uIYNG6bSpUtrzJgx6tevn6TTl+D66KOPVLFiRc8WCljQtGlTNW3a1K0tMjJSTZs2VaVKlfT666+rc+fOrr4RI0aoRYsWRV0mzkCwBgAAQLFSp04drVy5ssC+iIiIIq4G+PcdPXpUo0eP1jfffKOff/5ZY8aM0ZIlS/Sf//xHGzZs0IoVK+RwOOTv7+/pUq9aBGsAAAC41HhmiadLuOoceLWLp0vAZczhcOjuu+/W0KFDFRERoe7du2vixImuI9YdOnRQUlKSxo4dq//9738ervbqxTnWAAAAAHCZGjhwoKpVq6bnnntOkhQdHa3WrVu7jYmIiNCKFSs8UR7+P4I1AAAAAFyGXnzxRe3fv18zZsxwLWQWHh6uqKgot3G//PIL6wp4GMEaAAAAAC4zc+bM0eeff66FCxfKZrO52keOHKnHHntMW7ZskcPh0Lp16zRixAgNGzbMg9WCc6wBAAAA4DKyfv16DRgwQNnZ2apcubJb3759+zRu3Dg9+OCDOnTokGrXrq3XX39d3bt390yxkESwBgAAAHCVKQ6L9FUa+U2B7W2n/i6pjHT3O6ogKVnSMzukZ3Zc3tt0pS/Sx1RwAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAVFGqxTUlLUu3dvBQUFqXLlynrttdeK8ukBAAAAALjkfIvyyR555BHZbDYdPnxYJ0+eVM+ePVWyZEkNHjy4KMsAAAAAAOCSKbJgffjwYa1evVqxsbGy2WwKDQ3VrFmzdPvttxOsAQAAAADFVpFNBd+4caM6dOggm83maqtbt66CgoK0Z8+eoioDAAAAAIBLqsiC9cGDB1WrVq187XXq1NH+/fuLqgwAAAAAAC6pIpsKnpGRoYCAgHztdrtdGRkZ+dodDoccDofr6+TkZEmnF0ArbnId6Z4u4apTHPeT4o79vOixnxc99vOix35e9NjPix77edFjPy96xXU/z6vbGHPecUUWrO12u9LT8+/ACQkJBQbuSZMm6aWXXsrXXq1atX+lPlxZQt/xdAXAv4/9HFcD9nNcDdjPcTUo7vt5amqqQkNDz9lfZME6LCxMy5Yty9ceExOj8PDwfO3PPvusRo0a5fo6NzdXiYmJKlOmjLy8vP7VWnFaSkqKqlWrpri4OIWEhHi6HOBfwX6OqwH7Oa4G7Oe4GrCfFz1jjFJTU1W5cuXzjiuyYN2yZUuNGTNGOTk58vU9/bS///67HA5Hgede+/v7y9/f362tZMmSRVEqzhISEsI3Lq547Oe4GrCf42rAfo6rAft50Trfkeo8RbZ4WZUqVXTzzTdr5MiRSktLU1xcnB5++GGNGzeuqEoAAAAAAOCSK7JgLUkfffSREhMTVbFiRTVr1kx33XWXBg4cWJQlAAAAAABwSRXZVHDp9CH0OXPmFOVTwgJ/f3+98MIL+abkA1cS9nNcDdjPcTVgP8fVgP388uVl/mndcAAAAAAAcE5FOhUcAAAAAIArDcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCscU6nTp1So0aNlJOT42pbs2aNxo4d69YGFGdpaWkKCQlx26eXLl2q3r17Kysry4OVARcmOTlZI0aMOGd/YGCgjh8/7vr61KlTRVEWAABXBS63hXPKycmRzWZTRkaGvvjiC/Xt21dr1qzRLbfcouTkZAUFBXm6RMAyp9Mpf39/nTp1Sq+//rrGjx+v9evXq127duznKFZSUlJUv359xcXF6ZNPPlF6erq8vLxkt9v18MMPq2zZsjp48KACAgIUHx+vG264QZs2bVL16tU9XTpwyeTk5OiRRx7Ru+++q+DgYO3atUve3t6qX7++p0sDLFm6dKkCAgLk7Z3/uKiXl5cqVqyoa6+91gOVIQ/BGjp16pQ6duzoutC8MUahoaFauHChgoKClJiYqIoVKyoxMVE7duzQjTfeqJSUFAUGBnq4cqDw0tLSVKdOHbf9vEyZMvrpp58UHBzs2s8TEhL022+/6YYbbmA/R7HicDjUoEED7dmzR9ddd51at24tSVq9erX27t2r6tWrKzY2VpI0ZcoUffbZZ/rll188WTJwURwOh6ZOnSq73S4fHx+lp6erR48euuWWW/TLL7+oZMmSOnnypIKCgvTAAw9o06ZN2rNnj0qUKOHp0oELdvDgQYWFhalSpUq66aabZIzR2rVr1bZtW/38889q0KCB/Pz8tH79eu3atUthYWGeLvmqxVRwyN/fX3FxcRo4cKD27t2rQYMG6a+//pIk2Ww2+fn5ydfX1/W1JPn5+XmsXuBi2O122Ww2ff755/Ly8tLs2bOVnp4u6fT3QIkSJVz7ed7+nRfCgeLA19fXbR/+5JNP9Mknn8jHx8fV1rVrV8XHx2vBggUaM2aMJ8sFLpoxRqNGjdKcOXM0c+ZMjRo1Sg6HQ/v375fNZpO/v7/8/f313XffacGCBfr0008J1Si2WrRoodmzZysgIECLFy/Wd999p6pVq+q7775TRESEZsyYocjISPXv39/1dw08w9fTBcDzfH19VbJkSfXu3VuvvfaaevfurUmTJrn6JLl+IWVnZ6tEiRL8gkKx4+Pjo8DAQLVs2dL1b950qrMDdVZWlmw2m6sdKA58fHwUHx+voUOH6ujRoxo6dKgkue3n7du3V+vWrZWUlKS7777bk+UCF83f318+Pj5at26dJCkgIMDtA1Jvb29Nnz5d48aN0xdffKFbb73VwxUDF89ut2vRokWKjY3Vyy+/LEk6ceKEXn75ZUVHR+utt95SSEiIAgICdN1113m42qsbfzWiQHl/iDkcDr388stKS0vTyy+/rMOHD6tixYoerg64NPL284yMDA0YMEBJSUkaMGCAjh8/rkqVKnm4OuDC2e12tWzZUkuXLlXLli1ljNHq1aslnT4H74knnlBqaqqWLl3KjAwUW15eXvLy8nJr8/Hxkbe3t8aNG6fs7Gxt3LhR27ZtU40aNTxTJGDRTz/9pO+++07+/v6aN2+eqlev7pqB5OXlJR8fH9e/3t7ecjgcHq4YTAVHgfJOvc/NzdWePXvUtWtX7dmzRzt27FDjxo09XB1waeTt597e3qpSpYpGjhypKlWqKCsrS02bNvVwdcCFCw0NVe/evVWqVCn17t1bffr0kSQ98cQTSklJkST9/fff2rlzp3799VdPlgpYcvYSQbm5uTLGaN++fXI6nVq0aJFmz56dbxxQXGRnZ+v7779XbGysDh06JC8vLw0YMED9+vVTaGio+vfvr+rVq2v48OEaN26c3nzzTU+XfNXjiDUKlPeLyG636/PPP3e1d+7c2fWHGlDc5e3nfn5+mjBhgqutZcuWGjVqlCdLAy7KgQMH1KxZM+3Zs0fNmjVztZcvX15JSUlatmyZ1q5dq4cffljz589XkyZNPFgtcHFyc3PzHbHOycmR0+nUl19+qcWLF2vNmjV66KGHtGfPHs2cOdNDlQIXr0WLFtq8ebPefvttderUSb6+vmrevLlrtl2LFi2UmJioOnXq6JZbbtHLL7/Mz3QP44g15HQ6lZWVpb/++sv1b941fXNycrRr1y79+eefevXVV5WZmal77rnHwxUDF87pdCotLU3ff/+969+8/dzpdGrTpk1asWKFhg0bppo1a+q2227zcMXAhatYsaI+//xzhYWFafbs2Zo1a5aMMXruuedUuXJljRs3TjabTd26ddPGjRs9XS5wUTIzM5WTk+M2BTY1NVXZ2dnKyspSdna2rrvuOq1Zs0arV6/Wxx9/7OmSgYty/PhxRUVF6YMPPtDevXsVGxurmJgYxcTEKDY2Vqmpqfrzzz/VrFkztW/fXtu3b/d0yVc1jlhDmZmZ+uuvv1S3bl0ZY3TdddepatWqkk6fY/3rr79q8ODBCgoK0pYtWzxcLXBxMjIylJmZqcGDB0uSBg8erNKlS0s6/T2Qt9iT0+nU8uXLPVkqcFFyc3Pl6+urOnXquM698/LyUm5urqTTH5SuX79eK1euVOXKlfXbb795uGLg4vj7+2vXrl2u/dzpdKpq1aqaPHmysrKylJOTo1OnTslut2vKlCnq37+/evfuzeUTUex4e3tr8eLF+uijjyRJERERio+Pd7uWtcPhUKdOnTR//nzWFPAwrmMNSf+32neerKws+fr6ymazKSsrSwkJCXr77bc1depUjRs3TiNHjvRgtcCl43Q6ZbPZlJ2dLafTqenTp+uZZ55R79699frrr7PAE4qNzMxM1a1bVzExMWrTpo3i4+OVnZ2tChUqaPPmzapataoOHDggX19fnThxQuXLl1dCQoJKlSrl6dKBi/LVV1+pR48e+S4BGh8frw0bNmjEiBFatmyZ/vjjD913330eqhK4eGlpaQoLC9OMGTP0n//8Rx07dlTbtm312GOPSTp9+lqzZs20e/dulSxZ0rPFgmCNc0tPT1dQUJCys7NdqxBu3rxZAwYM0IYNG1SmTBkPVwhYl5aWppCQENeHSZK0b98+DRw4UEuWLOEIB4qNxMREXXPNNUpKSiqwPzQ0VHFxcQoJCVFqaqpmzZqlRx55hMsnotg5ePCg7r77bu3YsUPz589Xenq6Jk2aJJvN5hpjjNFff/0lX19fff3117rllls8WDFwcVJSUlS5cmW1atVKv/32m1JTU9WoUSO3BVanT5+u/v37S5Lee+89T5UKMRUc/5/T6dThw4dVrVo114IgNptNu3btcptu0qJFC/38888KCAjwVKnAJRUUFKTU1FS3a1Zfc801Wr16db7FcYDLWenSpc8ZqiVp7ty5stvtkqTg4GANGzasqEoDLqmKFSuqadOmmjt3rq655hp98cUXSk9P1+jRo93GOZ1Obd261XU6BFDcnDp1Sv7+/lq+fLmcTqd+/PFHvf/++3r//ffVpUsXde/eXe+8847S0tKUkJDg6XKvehyxhiQpLi5ONWrU0NGjR1WuXDm3vkGDBqlhw4YaMWKEh6oDAAAo2IoVKxQZGanJkyd7uhTgksrMzNQvv/yim2++2a199erVmj17tiZPnszBrssIwRqSTk8hLFu2rFJTU92mvg4ZMkTTp0/X1KlTNWDAAA9WCAAojOPHj+vGG2/Ub7/9ds7zp+Pi4jRw4EB9//33RVwdAABXJi63BUmnV9j08vJyWwDk8ccf1/z58/XDDz8QqgGgGEhNTZXdbtehQ4dkt9sVFxenEydO6Pjx4zp48KCOHz+uiRMnysfHRz/99JOnywUsycjI0DfffCNJCgsLU1xcnIcrAoresWPHdMMNNyg6OtrTpVz1CNaQJNfiNXnnmX7zzTeaPn26li5dqtatW3uyNABAIcycOVNjxoyRzWaTl5eXbDabateurQoVKqhixYqqWbOmFi1apEmTJikkJMRtoSegOMrOztbw4cMlSX5+fipbtqw2btyo2267TZ07d1bnzp3VoUMH3XHHHR6uFLg4O3bsUEhIiP7++29JUnJysp566imdOHHCNcZut2vHjh2sC3MZIFhDkuTj4yNjjObMmSNJ6tatm3744Qc1a9bMw5UBAArjr7/+cl3LOm/RyRo1asjpdKpZs2aaNm2aAgMDVaZMGfn7+7st2AcUJ06nU/Xr11fXrl2VlJSk9u3b68iRI/L395fdbldSUpKuu+46tW/fXr/++quee+45T5cMXJSAgAClpaW5TtP08/PTm2++qfT0dNeYvA9Jz77sHIoev1XhZsSIEXrrrbfUoEEDSdKUKVPc+nNycnTy5EktXbrUE+UBAM6hUaNGWrJkiaT/+wPrzOuw553uExwcLF9fX4I1iq3s7GyNGzdOgYGBGjp0qJ5++mkNHDhQ3t7estvtKlOmjK677jpdc8018vPzy7fwE1Bc5M1Ayruig91ulzHG7ed33v/zLo0Lz+GINVy8vLwUHR2tZs2aac6cOdqyZYuys7PdbllZWcrKyvJ0qQCAs4SHhysmJkbr1q2TJK1bt07p6elat26dUlJSFBUVpT179igzM1Pr1693u5QiUJzYbDa1b99eXbp0UUBAgG677TbXyshMh8WVJO9Uzbx/pdP7+Jn7ed7/+ZnueXxcDUlS3uLwZcuW1YcffqhWrVpp2LBhGjRokG655RYPVwcA+CcVKlTQr7/+qtGjRysrK0ujR4/W4cOHNXr0aB08eFBz586Vr6+vjhw5otGjR/NHGIqt7OxsVapUSb6+vnI6nSpRooRyc3OVnZ2tzMxMZWRkKCEhQUFBQXI6nYqLi1O1atU8XTZwwby9vWWMcftb3Bijnj175puRBM8jWEPS6Sne0unzlnx8fNSnTx+FhISoR48eWrlypSIiIjxcIQDgfEqXLq2wsDBt375dQUFB2r59u66//npt375dLVq00KOPPqpSpUpp7Nix2r59u6655hpPlwxcFG9vb8XFxbnWD9i3b5+uvfZapaWlKSEhQYcPH9asWbMkSaVKlVLLli118OBBD1cNXLwz/w4/+29yY4zWrl1LuL4MEKwh6fSnv9LpgJ13jkbXrl01fPhw3XPPPee9HioAwPPsdrtOnjwp6fSHpGf+myc3N1fp6ekyxig3N7eoSwQuCR8fH1WpUkUZGRn6+OOPFRgYqEGDBrmC9v/+9z916tRJGzduVPv27T1dLnDRjDHy8vLSpEmTzjvu9ddfd80+hecwDwySpMzMTEmSw+Fwa58wYYLsdrv69u3ribIAAIXk4+OjjIwMGWNcH5YmJibq+eef16FDh/TNN98oIyNDSUlJcjgcrplKQHFljFH//v11+PBhnTp1SmXLlpXT6dQTTzwhf39/TZw4UfPmzfN0mcBFO3NGqSRt3rxZBw8ezHfz8vIiWF8GOGINSVJWVpbq1avn+mMsj4+Pj55//nktW7ZMubm5nJMHAJep7Oxs5ebmKjMzU8YYOZ1O9evXT15eXhowYIAyMzNd56WmpaXl+yAVKC5yc3PVvn17PfXUU662DRs2aNasWXI6ncrMzNSsWbN04403auDAgapXr57q16/vwYqBi5P3c9rhcMjhcKhly5ZuITrv/15eXvlmKKHoEawhSapSpYp27dpVYN8DDzygXr16EaoB4DJmjNH8+fN16tQpGWN06tQpvfLKK/nGxcfHKzY2VqdOnfJAlYB1aWlpatKkiXr16iUfHx+dOnVKcXFx+vbbb2WMUVpamr799ltJUqVKlfTRRx/pvffe83DVwIVLS0tz7dOlS5fW3r173RYtk05/qHrNNdcwC+ky4GWYNwAAwBXB6XQqOjpaGzZsUN++ffP9AZbn1KlT2rhxozp27FjEFQKXzqFDhzRw4EAlJydr8ODB6t+/v44cOaKbbrpJhw4dknR6Rl7edd2B4ubUqVP6/fffdcMNN7hdcutMCQkJKleunHbu3KkGDRoUcYU4E8EaAIArRFxcnGrUqKGjR4+qXLlybn2DBg1Sw4YNNWLECA9VB/w73n33XQ0cOFBBQUHKzMxUdHS0Gjdu7OmygCKRnZ2tv/76S7Vq1Trnh6koGsztBQDgChEYGChjjAICAtzahwwZos8//1zBwcEeqgz494wYMUJBQUGSJJvNRqjGVaVEiRKqX78+ofoyQLAGAOAK4e/vLy8vL7epr48//rjmz5+vH374QQMGDPBgdcCl5XQ6tX//fklSSkqKQkJCdPToUbcxhw4dUlxcnCfKAy6J0qVL52vr2bOn1q1b54FqcD4EawAArhB55+D5+p5em/Sbb77R9OnTtXTpUrVu3dqTpQGXXEpKiq699lrl5OQoICBAaWlpbrMyPv30UzVo0EAvvvii54oELCpZsqSMMTp48KAkKSMjQ0uXLs13JR94HudYAwBwhXA6nSpRooRmzZqlPn36yOl06qefflJERISnSwMuuezsbAUFBbkuSeTr66vMzEylpaVpwIABWrp0qWrVqqWff/6ZabIollJTU3XttdfKz89P9evX17JlyzR9+nRNnDhR27ZtU79+/eTj4yNjjEqWLKnp06d7uuSrGpfbAgDgCjNixAi99dZbrhVip0yZ4tafk5OjkydPaunSpZ4oD7AsPT1dAQEBbqc9eHt7y9fXV3FxccrJydHmzZt1xx13EKpRLMXHx6tly5aSpOXLl6tevXpKSkrS888/r2HDhsnLy0sbNmzQW2+9pWeffVYffPCBhysGU8EBALiCeHl5KTo6Ws2aNdOcOXO0ZcsWZWdnu92ysrKUlZXl6VKBi2KMUc2aNdWsWTNlZmaqWbNmatasmZxOp1avXi2bzabFixerSZMmSkhIUEZGhqdLBi5YYGCgRo8eLT8/P82dO1epqanq2bOn+vXrp6+//loJCQkKDAxU3759FRoaqu7du3u65KseR6wBALhC5J3dVbZsWX344Ydq1aqVhg0bpkGDBumWW27xcHXApZGdna1nnnlGwcHBGjZsmIYNGyZjjAYOHKh33nlHmzZt0owZM9SlSxdVrFhRe/fuVcOGDT1dNnBBgoKC9Oijj6phw4aaMmWKatasqbFjx2rkyJGKjIxkJsZliGANAMAVIicnR9Lpc619fHzUp08fhYSEqEePHlq5ciXnWuOK4Ofnp5EjRyonJ0fDhg1T3759XcH666+/1vz58/XYY49p+fLlKl26tKKjownWKLb69++vyMhIRUdHa8uWLTLGyMvLS15eXp4uDWdhKjgAAFeIvFVi8wK2JHXt2lXDhw/XPffco6SkJE+VBlxyycnJys7OlsPhcO372dnZ6t27t3bv3i1fX1/t2LFDW7Zs8XClwMWz2Ww6evSo3njjDaWkpOjZZ5+VJE7nuQwRrAEAuEJkZmZKkmuV5DwTJkyQ3W5X3759PVEW8K+w2+2KjY2Vv7+/MjIyVLlyZaWnp0s6HUbefvttzZkzR48++qiHKwUuzvfffy9JevTRRxUVFaV58+Zp/vz5uummmxQYGKiMjAwtXrxYaWlp+u677zxcLbjcFgAAV4jDhw+rU6dOWrNmjcqUKePWN2fOHC1btkyzZs2Stzefq6P4e+ihh5SQkKAlS5Zo/fr1qlOnjgIDA/XOO+/onnvuUe3atT1dInDR0tPTVaFCBWVmZur48eMqWbKkJGnJkiUaMmSINm3apPvvv18lSpSQ0+lUenq6fvrpJ88WfZUjWAMAcBUwxignJ0clSpTwdCmAZYsWLdLDDz+srVu3qmbNmmrcuLEGDRqkiIgIPf/881qzZo3Cw8N1xx136JZbbtFtt93m6ZKBC3bkyBGNHj1aW7Zs0aJFi1xrBXTo0EFNmzbVpEmTPFwhzkSwBgAAQLGSk5OjqKgoNWjQQDt37tSdd96p/fv3y8fHR5KUkJCgadOm6f3339eAAQP0wgsveLhi4OJNnTpVn3/+uTZt2iTp9HWtH3roIR05csS1z8PzCNYAAAAo1vbu3atatWrla8/OzpaPjw+nP6DYS0xMVOnSpV1f//zzz7rxxhs9WBHORrAGAABAseF0OvXOO+8U6rQGb29vNWrUSG3atCmCyoBLKy0tTatXr1ZwcPB5PxzKzs5Wdna2OnXqVITV4WwEawAAABQrvr6+atasmfz9/c877ujRozp8+LCSkpKYMoti5+jRo6pcuXK+xSjPlpiYqNq1a+vPP/8sospQEII1AAAAipWAgADt3btXlStXPu+46Oho1a1bV1FRUawSjmInOTlZpUqVUlpamgICAgock5mZqYCAAOXm5hZxdTibr6cLAAAAAC7EmUefHQ6Hpk6dKi8vL3l5eSnvmNGwYcNUunRpbd68mVCNYsnX11deXl6STk8L//LLL12zNDIzM/XQQw+59nt4HkesAQAAUKwEBgZqz549qly5shwOh+x2u/r06SMfHx8ZY/T555/L4XDI15djSCi+8o5Gp6Wlyel0qmTJkho8eLCMMZo2bZqSk5Pl5eWlgIAAOZ1OT5d71SNYAwAAoFjx8/PTrl27VKdOHRlj5OPj45oum5OTIz8/P6bGotjL+9AoLS1NNptN/v7+ys7OliQFBwcrNTVVDoeDYH2Z4NoDAAAAKDZycnJUoUIFZWRkSJJrKmzedFimxuJK5O3t7bZfn3naAy4PzI8BAABAseHr66u4uDjXEemsrCwZY/TUU0+pRIkSrvacnBymgqNYOzM4Z2Zmyul06oEHHpAxRg6HQxkZGax2fxnhpw0AAACKjbS0NL300ktatWqVtm/fLqfTqfHjx8vf31/e3t7Kzc3VuHHjmAqOYs/pdLqOUhtj9P7777tWB//Pf/5z3mtbo+hxjjUAAACKjcGDB2vt2rV68skn1bt3b9lsNk+XBPwrkpOTVbp0ae3evVt2u73AMQ6HQ9ddd50OHDigatWqFXGFOBPBGgAAAMVGUlKSgoOD5evrq23btun2229XYGDgee9z8ODBIqoOuHT+/vtvVa1atVDnU3t5ebGAmYcxFRwAAADFRqlSpVz/r1GjhmbNmnXOc6kdDoeSkpKKqjTgkipfvrxOnDihoKCg855LnZWVpcTExCKsDAXhiDUAAAAAABZwxjsAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAABwUWJjYzVz5kxPl4EitGzZMm3btu28YxITEzVx4sR/XMX4ajZjxgz9/vvvni4DwCVEsAZwxTpw4IAaNGhw0fdv1qyZVq9efQkruvxlZmZq5MiRqly5sipXrqwxY8bI4XCcc3x2drbGjRunsLAwlStXTo888ojS0tJc/TVq1NCJEycuqIa///5b5cqV088//yzpn9/HC3mfrO4TF+Jitv1CTZ48WTfddFOhxxd2+6dNmyZfX99/HDtixAjFx8fna69SpYp8fX1dt9dff93V9/HHHyssLEyBgYHq0aOH2/2zs7P1+OOPq1SpUipTpoyefPJJ5eTkFGrb1qxZozvuuKNQY60KCgq6oPHt2rXTTz/99I/jJk+erJCQEA0aNOhf3VcLqqdv377y8fHR8OHDz3m/tLQ0DRkyRLm5ued9/IULF+qnn36Sl5fXJan3Utq4caOuv/562e123XTTTf/4IcEnn3wiHx8f17585nt/4MAB3XnnnQoJCdG1116r2bNnu/ryVio/8+bt7a1u3bpJOv1zburUqf/ORgLwCII1ABTgwIEDOnjwoNq0aePpUorU0KFDlZiYqF27dmn79u2Kjo7Ws88+e87x48aN0++//64tW7YoOjpaxhgNHTrUUg02m021a9dWcHDwP469Wt+nPOXLl9e11157yR93wIAB2rt373nHLF26VPv27dOoUaPc2k+ePCl/f3/l5OS4bk899ZQkafny5Zo4caIiIyN14sQJNWjQQD169HDdd/z48frrr78UFRWlqKgo7d69W+PHj7/k23e5+uSTT7Ru3Tq9+uqrRf7cM2fO1GeffXbeMS+//LJuv/12NW/e/LzjlixZol69el3K8i6J+Ph49ejRQ88//7xSUlI0duxYdevWTUePHj3nff744w9NmzbNtS+f+cFh165ddeedd+rYsWP6/vvv9eGHH7o+5HvooYfcvgeysrJUt25djRs3TpLUs2dPRUZG/rsbDKBIEawBoADz589Xjx49znvdyCtNYmKiIiMj9dFHH6lMmTKqUqWKZs+erVmzZp3zPp9//rmmTZumypUrq3Tp0po6dapWrFhx3qPc/6R06dLauHGjateu/Y9jr8b36Uz33nuvvvjiiyJ/XofDoSeeeEIffvhhvusH//HHH6pTp06B93v77bf15ptvqlGjRrLb7ZowYYJyc3P1448/KisrS5988olmzJihChUqqFy5cpo1a5Y+/fRTnTp1qig2y+NSUlJUtWpVlS1b1tOl5BMVFaUvv/yyUKF/8+bNateu3b9f1AWaNm2a7r33Xt11110qUaKEunfvrr59++qDDz44533++OMPXXfddfnaT5w4oaSkJD3yyCOy2WyqWbOm+vfvr0WLFhX4OAsWLFBYWJhrhknt2rWVlZWlI0eOXJqNA+BxBGsAl1RkZKRuvPFG2e121a1bV3PnztUzzzyj//3vf64xsbGx6tmzp0JCQhQaGqr7779ff//9t9vjJCQkaODAgSpTpowCAwPVpUsXRUVFuY1xOBx65plnVKVKFdeYmJgYVaxYscApuNnZ2Ro7dqyqVKkim82mm266ScuWLStwO+bNm6d77rnHrW3GjBmqW7eu7Ha7brzxRq1atUr33Xef5s+f7xqzfft2tWvXTna7XRUqVNCjjz6qlJQUV3+7du20cuVK9erVS0FBQWrYsKG2bt2qlJQUPfDAAwoJCVGjRo20fft2131q1KihX3/9VR07dlRgYKBatGihPXv26PDhw+rcubOCgoLUsmXLfEcYv/rqKzVo0EA2m03169fXV199pTFjxmjGjBkFbnNKSoqefPJJ2Ww2V1toaKi8vLyUkZFR4H2cTme+6Z45OTlKTU11fX3y5Ek98sgjKlOmjIKDg9WzZ08dPHiwwMfLkzfd8oMPPlCtWrX0xx9/yNfXV998843buILepyNHjqh///4qV66cAgICFBERoQULFriN2b17t9q1a6eAgAA1bdpUv/zyi1v/P72PkmSM0bvvvqu6devKZrOpevXqeuaZZwoMgdHR0apZs6brfOR27dppw4YNGjNmjCpUqKDAwEB17txZf/75p9v9MjIyNHr0aFWsWFF2u11t2rTRli1bXP3z589Xv379JJ3eP4cPH66FCxeqXr16CgoKUvfu3ZWQkFCo1/JCvP7662rTpo1atmyZr2/37t0FBmtjjLZu3aouXbq4tffs2VOrVq3Sjh07VLduXVWsWNHVV6ZMGUVERGjTpk3nrefpp5/WLbfcoqVLl8rX19d1GsE/vX4vvviinn32WTVp0sStrpSUFI0YMUJVqlSR3W5Xo0aN9PHHH7udM3z48GF17dpVQUFBqlu3rlauXHneGvN+XlWqVEkBAQHq2LGj2zm2119/vWJjY1WxYkUNHDgw3/1zc3P1yiuvqHr16rLZbLrhhhu0ZMmSfOMmT56sWrVquaY6r1q1Sj179tSaNWt06tQp+fr6au3atWrevLlrWnJhDB8+XJMmTVLJkiXPO+7YsWPy9vZ2ex//qa4zzZkzR02aNJHNZlOlSpU0ZMiQfD/Pzzfm559/VtmyZXX48OF8ta1fvz7fNuftf+dyrv25bNmyqlatml5//XVlZGQoKipK7733nipUqJBvrDFGr7zySr7ZF02bNtWOHTvO+dwAihkDAJfI3LlzTdWqVU1kZKRJS0szu3fvNh07djR16tQxb7zxhjHGmKNHj5qwsDAzYcIEc+zYMXPkyBHz3HPPmWuuucYkJCQYY4w5deqUadiwoRk+fLg5dOiQSUhIMG+//bapWLGi2bdvnzHGmNzcXNOlSxfTtWtXExUVZdLS0sw333xjmjRpYoKCgszx48dNTEyMqV+/vqu++++/3zzyyCPm0KFDJjMz06xcudJce+21ZvHixW7bERsba8qXL29ycnJcba+99pqpW7euWbdunUlPTzfbt283zZs3N+Hh4WbevHnGGGN+/fVXEx4eblasWGEyMzPN4cOHzahRo0zz5s1dj9W2bVtTp04dM3fuXONwOMzs2bNN9erVzd13323mzZtnHA6H+frrr014eLjruatXr25uuOEG88MPP5jMzEwzceJEc/PNN5tbbrnF/Pjjj8bhcJg333zTtGvXznWfTz/91NSsWdN8//33Jj093ezcudP85z//Mdddd52ZPn16od/TTZs2mXr16p2z/9FHHzU9evQwf//9t0lISDCDBg0ydevWdau9SZMmZurUqSYxMdEcOXLEjB8/3lSvXt0cP378nI8bGBjo+v/Z72Oegt6nY8eOmfDwcDN27FgTFxdnsrKyzLp160yjRo3M7NmzTUxMjKlYsaK58cYbzaZNm0x6err57LPPTLVq1UxWVpYxpnDvY962t27d2mzbts04HA4TGxtrhg0bZm699VbXth8/ftz8+uuvpmrVquabb75x3bdt27amfv365oUXXjBHjhwxCQkJ5t133zUVK1Y0e/bsMcYY43Q6TYcOHUzPnj3N3r17TUpKipk1a5YpX7682bx5szHGmHnz5pm+ffsaY4yZPn26qV+/vunQoYOJi4sziYmJ5uGHHza9evX6x9eyIOcae/DgQWO3203VqlVNyZIlzahRo4zT6XT1jxgxwlSoUMGUKlXKNG7c2CxfvtwYY8zx48dN9erV8z3e4sWLzX333ee2LWcaNWqU+fDDD/+x3tWrV5suXbq4vi7M6/fCCy+Y4OBgs3r1auNwOIwxxmRkZJgbbrjBPPLII2bv3r0mKyvL/Prrr6Zdu3bmv//9rzHGGH9/fxMREWEiIyNNZmamWbx4sSlbtuw59+m2bduaevXqmQkTJpijR4+ahIQE895775ny5cub6Oho17gzvy/Ofv0HDhxo2rZta3bu3GnS0tLMd999Z6pWrWoWLFjgGjNu3Dhz/fXXmy1btpj09HSzadMm07RpU3PNNdeY1atXu9Wzffv2fHVOnz7dDBs2LF/7vHnzjJeXl6lWrZqpUqWKmTVr1jnfhy1btrj9LLqQul577TXToEED8+OPP5r09HRz9OhR89JLL5n69eub7OzsQo2Jjo42N998s0lMTMxXW/369U1MTIxbW0pKiqlYsWKB25KUlGS8vb1NzZo1Tfny5c3AgQNNamqqq3/Pnj0mODjYSDKSTKtWrdz68yxatMi0b98+X/vIkSPNlClTzvlaAiheCNYALomsrCxTsWLFfH+snTp1ytSoUcMVrB977DEzZsyYfPd/9NFHzbPPPmuMMebNN980PXv2zDfmtddeM/fff78xxpiFCxeaG264wS3oGGPM0qVLjaR8wXrbtm0mIiIi32P+9ttvplGjRm5tb775pnnkkUdcX8fHx5syZcqYgwcPuo07cuSICQkJcQXrzp07m6VLl+Z7jh49erhCVdu2bc3TTz/t1l+7dm3zzDPPuLXVq1fP9XzVq1c3U6dOdfU5nU5jt9vdwkZubq4pXbq0ycnJMZmZmaZ8+fJm165dbo+ZmppqqlWrVuhgnZaWZurVq+favnONeeSRR0y5cuVM5cqVjSQze/ZsV3/16tXNu+++m+9+w4YNy/c6nKkwwfrs98kYY5544gnXfnSmpKQkk5GRYWJiYowks2XLFrf+5s2bm23bthljCvc+7tixw9SqVcucOnUq37gjR44YY05v++LFi02VKlXMypUr3ca0bdvWPPbYY/nu+7///c/ce++9xhhjFixYYCIiItxCqzHGfPXVV6ZFixbGmPzBukyZMiYtLc01Njk52ZQsWdLk5uYaYy5NsH744YdN165dTXx8vNm/f79p1qyZee+991z933//vdm3b59xOBzmhx9+MJUrVzZ//PGHOXjwoNuHLnlWrlxpunXrZmbNmmUeffTRfP1jx441b7/99j/We3awLszr98ILL5jOnTu79b/zzjuunzNnysjIMElJScYYYySZuXPnuvXfd9995uuvvy6wtrZt25qRI0fma3/jjTdc77cx5w7WP//8s6lRo4bbe2uMMZs3bzbVqlUzTqfTHD582JQrV84cPXrUbUxcXJzrw4Mz6ylssM7NzTW1a9c2L7/8sklNTTVr1641FSpUMDt27ChwWxctWuT2+hW2rvj4eFOpUiXX98+Z8toKM+Z8wsPDTXx8vFtbdna2CQ0NLXD80aNHzffff29SU1PN8ePHzYABA8wDDzxgjDHm5MmTpk6dOubtt982KSkpZvfu3WbYsGHmwIED+R7npptucnv98/zvf/8z48eP/8e6ARQPTAUHcEns2rVLFStWVNOmTd3aAwIC3KZYrl69Wg899FC++z/44IOuKYGFGbNq1So99NBD+c6t7dSpU4GLXq1du1Y//fSTbDab261Zs2bavXu3srKyXGPPnl68YcMGtW7dWtWqVXN7zIoVK6p169aur9etW6cePXrke44lS5a4TTU++9zDcuXKuT2OdHoKbN4U3rPv4+3trdKlS7vdx8vLS4GBgUpNTdWuXbsUFhaWb0XhoKCgfNNwz8UYo379+unmm29Wz549zzkuMDBQH330kY4dO6Zu3brp1ltvVe/evd3G3HXXXfnu16dPH61du7ZQtZxLQdPAV61apT59+uQbW7JkSdcU98qVKysiIsKtPzw83LWAUWHex1WrVqlHjx4KCAjI91xnToHt3bu35s2bp1tvvTXfuPvuuy9fW+/evV2vy+rVq9W7d295e7v/qr777ru1c+dOZWZm5rv/bbfdpsDAQNfXISEhstvtbgsuWbVo0SLNmDFD5cuXV82aNfXZZ5+5rW7coUMHhYeHy8/PT7fccouefvppffbZZ7Lb7QXWnJCQoICAgH/sv1CFff2uv/56t/5z7UM2m801DdrLy8tt0TXJfR8qiJXvg9WrV+uuu+5ye28lqXnz5rLb7dq7d682bdqktm3b5puKXLVq1QKn7BfWjh07FBoaqvHjxysoKEht2rTRuHHj9NFHHxU4/tSpU24rZxe2rg0bNqhVq1b5ppBL//c9VZgx51PQPna+/atChQrq0KGDgoKCVLZsWX344YdatWqVUlJSNH36dLVq1UpPPPGEgoODVbduXT333HO699573R5jxYoV8vf3L/Cc86CgIKWnp/9j3QCKB4I1gEvC6XTKbrcX2Hfm4ka5ubn5FjuSJB8fH9clXAoz5lzP5+Xldc6FrMaMGaPMzMx8t+zsbPn5+UmS4uLitG/fPrc/ggq7bdLpBcDOfnyHw6EJEya4xpQqVSrfY5QuXdqtzdvb2+0yQxdyHy8vr3+8fmzeuZZ5t7P/GBw3bpzi4+M1ZcoUV1vz5s1d48/+I3b79u2aM2eOPvnkk3zPdb7LJf1THedS0PsknX6v/unyTKGhofnaSpQo4bbg2j+9j4V5HkmqWbOmFi9eXGDfP71H5/o+8PLyOud7XNC2+fn5nXMxufO9pwU5fvy4AgMD3fbH+vXr69ChQ+e8T3h4uA4dOqQyZcro5MmTys7OduuPiYlReHi4wsLCFBMTk+/+ef0XqrCvX0hIiFt/Yd5bm83m+pmR5+x96GyFvWxYQc61LdL//VwszPf9xdi7d2++D+kaNWqk2NjYAsfn5OS4/QwubF2Fed0L+313LgXtYxeyf5UoUUJVq1bV4cOHFR0dne8D0cqVKys+Pt7tQ9GCzq3O4+PjY2l7AFxeCNYALomGDRtq//79OnDggFt7VlaWli9f7vq6bdu2bot95Zk7d67atm1b6DGtWrXSt99+m2/M2rVrdfLkyXztrVq10tKlS+V0Ot3af/31V73xxhuur+fPn6/u3bu7/RHbokULrV27VsnJyW73TUxM1IYNG1xft2zZssDFhJ5++mnFxcW5vi4o+J/rj+aLuU/Dhg116NAht4WRpNPXoF26dKmk00eaz7wUzFdffeUaN2PGDH399df69ttv3cLDli1bXOPPPDLndDo1ZMgQ/fe//1WNGjXy1VPQqtWzZs1Su3btzlvH+RT0PklSmzZtNH369HzjT5486TpSdfYRzLMV5n1s06aNFixY4LZIW54zV/ldtGiRNm/erNGjR+cbV9C2zpkz5x+/DyIjI1WvXr0CP+z5p20727ne03MpU6aMkpKSlJSU5GrbvXu3wsLCJEkTJkzI90HChg0bVLt2bXl5ealp06b68ccf3frnz5+vW2+9Vddff712797t9tiJiYnaunWrbr755gvaLqnwr9/Z31vn2ocyMjJcP1su9HWWzv998E/atm2rxYsXu82skU7//EpNTVXt2rXVsmVLrVu3Lt/7ePjwYW3cuPGC681TtWrVfD9Ldu3apZo1axY43mazuR2FLWxdN998s9auXev2szJP3vdUYcacT6tWrdx+H0n/t/+d7fDhw+revbtbW0JCgvbt26eaNWsqPDw834Kax44dU0JCgmtmw9q1a+VwONSxY8cC60lPTz/nh7YAih+CNYBLwmazady4cbrzzju1YcMGZWZmKjo6Wr169ZLD4XAFoLFjx+qTTz7Ru+++q8TERB07dkwTJkzQt99+qyeffFLS6Wspb9682XXUNCkpSVOnTtWkSZNcRwzvueceJSUl6dFHH9XBgweVnp6uJUuWaOTIkQoMDMwXuJo3b666deuqT58+OnDggBwOh5YvX64ePXqoUaNGrnHz5s3LN/W5atWquv/++3XnnXdqx44dcjgc+vXXX9W9e3cFBAS4nmvixIkaPXq0vvnmG6Wnp+vQoUMaMmSItmzZoipVqvxrr/3Z/Pz89Oqrr6pr165auXKlMjIytGvXLnXr1u0frw29evVqPfPMM1qyZInKlClTqOebMmWK7Ha7hg0bVmD/d999p3feeUeJiYk6evSoxo4dq2XLlmnMmDGFenxvb+98RzkLep+k00fav/rqKz3zzDOKi4tTdna21qxZo1atWp3zMjhnK8z7GBERodatW6tjx47atm2bsrKyFBsbq8GDB2vAgAGuxwoKCtKyZcu0a9cuDR8+3O3I3fr16/Xiiy8qPj5eiYmJeu+99/T666+79vG7775bTqdTgwYN0sGDB5WWlqavvvpKgwcPdltl/0IU9Fpe6P379eunfv366dixY4qJidGgQYM0YsQISdINN9ygJ554Qjt27FB6erpmzJihzz77TI8++qgkadSoUXriiScUFRWlzMxMTZgwQXa7Xe3atZOfn5/69++vhx9+WAkJCTpx4oQGDBig4cOHF2oq+NnbdrGv39ChQxUVFaUBAwZo3759ysnJ0c8//6yOHTuec/rz2f766y+1atXK7UOCn3/+WWPHjtXRo0eVmJiod955R2+99ZbbbJZzadasmW688Ub17NlT0dHRSk9P1/Lly3XXXXfpjTfecK3CPXToUN1+++3aunWrMjMztXnzZt111135ZiNcyH4QERGh3NxcTZgwQWlpaVq/fr0mTZp0zuvVlypVym0V78LWVaVKFT366KPq2LGjfvzxR2VkZOjo0aMaP368OnXqpJycnEKNKei1zzNw4EDNnDlTy5YtU05OjiIjIzV37lzXtpx53ypVqujvv//WuHHjdOrUKe3du1f33HOPBg4cKJvNpn79+unzzz/XV199pfT0dO3Zs0f33nuvBg4c6PqwZsKECa7rVhfk+PHj+WYjASjGPHd6N4Ar0WeffWZq165t/Pz8TL169cyMGTPM8OHDzbRp01xj9u3bZ7p3726CgoJMcHCw6dmzp4mNjXV7nGPHjpm+ffuakiVLGrvdbjp27Gh27tzpNiYpKckMGjTIlCpVygQGBpouXbqYqKgoExISYrKzs/MtvuRwOMwzzzxjKleubGw2m7npppvMihUrXP2HDh0yZcuWda0+e6bc3FwzadIkExYWZvz9/c2NN95olixZYu644w7z448/usZt3rzZtGnTxthsNlO+fHkzbNgwt1ViC1o06J/aClpBuzBtX3/9tWnQoIHx9/c3DRs2NIsXLzajR48+5+JlUVFRplSpUsbLy8v4+Pi43dasWVPgfYwxZtq0aSYqKqrAvurVq5v9+/ebwYMHm1KlSpng4GDTq1cvExcXd87HM8Z98bKsrCxTr1491wJD53ufjDm96FOvXr1MaGioCQwMNC1btnSt/H6uBbn69u3rtkjbP72PxhiTk5NjXnnlFVOzZk3j5+dnatasacaOHWvS09Nd2573fmRmZpouXbqYhx9+2OTm5pq2bduaTZs2mfHjx5tKlSoZu91uOnTokG/BubS0NPP444+b8uXLG39/f3PzzTebdevWufrPXrysoBWdz6zj7NfyfM71WmVmZpoRI0aYcuXKmRo1api33nrLrf/jjz824eHhxt/f3zRv3txs3LjRrf/DDz80VatWNXa73XTv3t1tMSmHw2GGDx9uQkNDTalSpcyYMWPyLVB4LvHx8aZKlSqmcePGrrZ/ev1eeOEF18KKZzp+/LgZNGiQKVu2rLHZbKZJkyZu3zdn7p8FPdb27dtNmTJlzKFDh4wxxvV+P/fcc6Z8+fLGbrebTp06mT/++MPtMc63Knh2drZ58cUXTdWqVY2fn59p3Lix+fbbb/PV8f7775tatWq5Vi7ftGmTufvuu90Wz3rppZeM3W43X331ldt9z7UPHT582Nxxxx0mJCTENG7cON9ifGeKjo4u8EoChanLmNP7R926dY2fn5+pUqWKGT58eL4Vvs835uzX/mwbNmwwjRs3dv0cP/Nn79n3jYuLM127djXBwcGmfPnyZvTo0a7V440xZuvWraZFixbG39/f1KxZ0zz//POu/pSUFLcV+Qvy0EMPmTlz5px3DIDiw8uYf+GEHABXnezsbH3wwQd69NFH85172KJFC02ZMkU33HDDJXu+3377TXFxcbrjjjvc2qOjo3XPPfdo586dF/yY7777rnbt2qVPP/3UrT0xMVFff/21hgwZ4tbudDp1zTXXaPv27SpXrtyFbwQuyrnep+KkXbt2+t///pdvsT+guMvJyVHp0qV17Ngx14KBKFjjxo01c+bMfAvoASiemAoO4JIoUaKE/vjjD91///2uhYySkpL05JNPKjAw8JKGaun09Ozhw4fro48+ci0YtHPnTj3wwAN66qmnLuoxK1asqMcffzxfe+nSpfXtt99q2LBhrkVpjh49qn79+unWW28lVBexc71PuHLFxsa6LXJ35o0PJy4vvr6+atiwobZt2+bpUi5rycnJOnDggOrXr+/pUgBcIgRrAJfM1KlT1bRpU91yyy0qV66cGjRooBIlSigyMvKSP1eZMmW0evVqrV27VuHh4SpdurT69u2rCRMmFHipnMK499573c63PtPChQsVGBiopk2bqmzZsmrRooUaN25c6HMucemc733Clal69epui9ydefvpp588XR7O0rlzZy1cuNDTZVzWIiMj1a5dO5UoUcLTpQC4RJgKDgAAAACABRyxBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwIL/B+0FS2S5Tor3AAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-17000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-17000_torch.bfloat16\n","不是 935\n","是 442\n","不重要 284\n","问法错误 42\n","回答正确 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-17500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-17500_torch.bfloat16\n","不是 845\n","是 471\n","不重要 353\n","问法错误 34\n","回答正确 22\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-18000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-18000_torch.bfloat16\n","不是 798\n","是 512\n","不重要 363\n","回答正确 28\n","问法错误 24\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-18500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-18500_torch.bfloat16\n","不是 857\n","是 499\n","不重要 306\n","问法错误 36\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-19000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-19000_torch.bfloat16\n","不是 842\n","是 447\n","不重要 354\n","问法错误 55\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-19500_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-19500_torch.bfloat16\n","不是 864\n","是 497\n","不重要 304\n","问法错误 35\n","回答正确 25\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** google/gemma-2-9b-it/checkpoint-20000_torch.bfloat16 **********\n","google/gemma-2-9b-it/checkpoint-20000_torch.bfloat16\n","不是 847\n","是 490\n","不重要 326\n","问法错误 36\n","回答正确 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, accuracy in zip(df.columns[5:], perf_df[\"accuracy\"].to_list()):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col, 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}