diff --git "a/notebooks/03b_Llama3.1-70B-Chinese-Chat_analysis.ipynb" "b/notebooks/03b_Llama3.1-70B-Chinese-Chat_analysis.ipynb" --- "a/notebooks/03b_Llama3.1-70B-Chinese-Chat_analysis.ipynb" +++ "b/notebooks/03b_Llama3.1-70B-Chinese-Chat_analysis.ipynb" @@ -1 +1 @@ -{"cells":[{"cell_type":"code","execution_count":50,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[{"name":"stdout","output_type":"stream","text":["The autoreload extension is already loaded. To reload it, use:\n"," %reload_ext autoreload\n"]}],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":51,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\n"," try:\n"," from google.colab import drive\n"," drive.mount('/content/drive')\n"," workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n"," except ModuleNotFoundError:\n"," workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":52,"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":53,"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":53,"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":54,"metadata":{},"outputs":[],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":55,"metadata":{},"outputs":[],"source":["model_name = \"Llama3.1-70B-Chinese-Chat\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":56,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 16 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 text 3000 non-null object\n"," 1 label 3000 non-null object\n"," 2 title 3000 non-null object\n"," 3 puzzle 3000 non-null object\n"," 4 truth 3000 non-null object\n"," 5 shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf 3000 non-null object\n"," 6 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf 3000 non-null object\n"," 7 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf 3000 non-null object\n"," 8 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf 3000 non-null object\n"," 9 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf 3000 non-null object\n"," 10 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf 3000 non-null object\n"," 11 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf 3000 non-null object\n"," 12 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf 3000 non-null object\n"," 13 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf 3000 non-null object\n"," 14 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf 3000 non-null object\n"," 15 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf 3000 non-null object\n","dtypes: object(16)\n","memory usage: 375.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":57,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf']"]},"execution_count":57,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":58,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:359: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat(\n"]},{"data":{"text/html":["
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epochmodelaccuracyprecisionrecallf1ratio_valid_classifications
00.0shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.b...0.7636670.7806650.7636670.7525810.009667
10.2shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7780000.8148710.7780000.7910810.999667
20.4shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7306670.8145780.7306670.7624721.000000
30.6shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7193330.8213570.7193330.7560701.000000
40.8shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7563330.8267900.7563330.7815161.000000
51.0shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7963330.8248970.7963330.8076871.000000
61.2shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7326670.8265350.7326670.7644421.000000
71.4shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7556670.8258990.7556670.7820411.000000
81.6shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7570000.8264460.7570000.7834501.000000
91.8shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7546670.8277720.7546670.7823581.000000
102.0shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7496670.8282310.7496670.7791951.000000
\n","
"],"text/plain":[" epoch model accuracy \\\n","0 0.0 shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.b... 0.763667 \n","1 0.2 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.778000 \n","2 0.4 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.730667 \n","3 0.6 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.719333 \n","4 0.8 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.756333 \n","5 1.0 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.796333 \n","6 1.2 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.732667 \n","7 1.4 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.755667 \n","8 1.6 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.757000 \n","9 1.8 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.754667 \n","10 2.0 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.749667 \n","\n"," precision recall f1 ratio_valid_classifications \n","0 0.780665 0.763667 0.752581 0.009667 \n","1 0.814871 0.778000 0.791081 0.999667 \n","2 0.814578 0.730667 0.762472 1.000000 \n","3 0.821357 0.719333 0.756070 1.000000 \n","4 0.826790 0.756333 0.781516 1.000000 \n","5 0.824897 0.796333 0.807687 1.000000 \n","6 0.826535 0.732667 0.764442 1.000000 \n","7 0.825899 0.755667 0.782041 1.000000 \n","8 0.826446 0.757000 0.783450 1.000000 \n","9 0.827772 0.754667 0.782358 1.000000 \n","10 0.828231 0.749667 0.779195 1.000000 "]},"execution_count":58,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":59,"metadata":{},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABGoAAAIjCAYAAABbMP2YAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1xV5R/A8c9lgyAooIADUXGvFPdAK01N3Jar3JpljlIxtbQ0R5qaae70Z5Zl2nCb5h659x44UBwggsqQ8fz+OHIFLyDohcv4vl+v++JwzrnP8z2Hy7n3fs8zdEophRBCCCGEEEIIIYQwOTNTByCEEEIIIYQQQgghNJKoEUIIIYQQQgghhMgiJFEjhBBCCCGEEEIIkUVIokYIIYQQQgghhBAii5BEjRBCCCGEEEIIIUQWIYkaIYQQQgghhBBCiCxCEjVCCCGEEEIIIYQQWYQkaoQQQgghhBBCCCGyCEnUCCGEEEIIIYQQQmQRkqgRIpGxY8ei0+nQ6XSYm5tjZ2dHqVKl+Prrr4mPjzdaPYGBgVSqVAlbW1tGjhxptHKFZvDgwRw+fDhT61yyZAm1atUySlnVq1enffv2r1xOVFQUTZo0MUJEWc+pU6cYMGAApUuXxs7Ojvz581OjRg3GjRtHaGhokn0bNmzI3LlzTRLn1atX0el0REVFZXrdQ4cOpVixYjx+/Djdz33VczZx4kQcHBzw8PDg9u3bL11OarZv346bm1uSdd27d2fEiBEZUl9q9Sam0+k4d+5chsZgDCEhIfTt2xd3d3ecnZ1p3749AQEBL3xedHQ0ZcuWRafTpeua1717d/376/OP1q1b6/c7efIkb775Jnny5MHFxYU+ffpw//79JGUlPM/KygovLy8++OADgoKC0hwLGP8aEhERQbFixfj000/TFUdWtG/fPrp3707x4sWxsbHB1dWV+vXrM2PGDCIjI5PsW6xYMTZu3Gj0GNL6nvrXX39x6tSpF+43ZswYY4SVrBEjRtC9e/eXem52uV4IITKfJGqEeE6rVq0ICgri5s2bHD58mJEjRzJz5kyjfvhfuXIlVlZWnDx5kq5duxqtXKF9+ViwYAGTJ082dSgvrUSJEhQrVuyVy1m8eDGbN29m/fr1rx5UFjJx4kR8fHwIDw/n+++/58yZM+zZs4fBgwfzzz//ULp0aXbs2GHqME3Ow8ODkiVLYmlpmel1T548mR9++IHVq1eTN2/eTK9fpC4uLg4/Pz/Onz/PmjVr2L17Nw4ODtSuXZvg4OBUn2tmZsa2bduYMWNGuur87rvvCAoKSvLYt28flpaWjB8/HtBuYjRs2BBvb28OHz7MP//8w82bN3nrrbeIiYlJUt6uXbu4evUqy5cv5/r16zRr1izNN1Qy4hpiYWFByZIlKVSoULqel5XExcXx8ccf8/rrr+Pg4MCSJUu4cOEC27Zt4/3332fx4sWUK1eOM2fOmDpUvfPnzzNu3LhU9wkICGDSpEkmSZgLIcTLsjB1AEJkNTY2Nvq7pW5ubpQtWxbQ7k5/8803RqnjwYMHlCxZkpIlSxqlPPHMzJkzcXR05I8//uDSpUvZ8hz/+uuvr1xGXFwcU6dOxd3dnUmTJtG8eXMjRGZ6s2bNYty4caxevdqgtVDZsmXp3LkzEydOZOLEifj6+pooyqzhk08+4ZNPPjFJ3WFhYVSvXp0yZcqYpH6Ruk2bNnH27FmuXLlCvnz5AFi0aBHFixdnxYoVfPjhhyk+19LSEjc3NxwdHdNVp6Ojo8Fz/P396dixIxUqVADgm2++oWrVqsyZM0e/zx9//EGlSpX48ccf6devn369i4sLHh4eeHh4sGTJEgoWLMj58+f179kpyahriJWVFVu2bEnz/lmRv78/v/32G3v27KFq1apJtlWoUIEePXowaNAgvvvuO+bNm2eiKJO6dOkSK1eu5MyZM5QrVy7ZfSZOnMiTJ0+4fPky5cuXz+QIhRDi5UiLGiHSwNLSEqVUknU3btygR48euLm5YW1tTcmSJfH39yc8PFy/T0LT3VmzZuHg4MDYsWPp2LEjX375Jb/99hs6nY6xY8fq9w8KCqJfv354eHhgbW1N6dKlGT9+PE+ePNHvk9DsftWqVTg7O+ub2xYrVowNGzYwffp0ihUrRp48eWjWrBnXrl0DtA+n3t7eODg44Ofnx40bNwyOc9WqVdSuXVvfDLxdu3acO3eOwYMHJ4kzoanu/PnzKVu2LLa2tlSvXp2tW7cme/72799PmzZtcHV1xcbGhlKlSjFixAjCwsKS7Ldv3z6aNm1K3rx5sbW1pVq1asydOzfNd0kfPXrErFmz+Prrr2nUqBFTpkxJdr+EZuw7duygfv362NnZUbx4cWbPnm2wb0xMDJMmTaJMmTLY2NhQuHBhBg0axIMHD6hSpQrbt283eE7//v3p1atXsnVXrFiRRYsWATBt2jQ8PDzInz8//v7++jvGibtvKKUYNmwYLi4uuLu7M3Xq1DSdixUrVnDv3j02bNjAvn372LdvX6r7//LLL9SrVw8HBwfs7e2pUaMGc+bM0Z/7hg0b8u2339KsWTNsbW25cOGC/rm//fYbNWvWxM7ODicnJ/z8/Ay6noWEhNC6dWscHBwoX748GzZsSFK3l5cXDg4O9OnTh4cPHyYb4/379/H392fOnDmpdun67LPPkpSfIC1/78jISL744gtKliyJlZUVbm5uvPfee1y8eDHZus6dO0fXrl1xd3fH2tqaYsWK8dFHH6XaDWPKlCk4OjqyadMm4Nnf+8SJE7Rs2RInJyfs7e1p1KgR//77b7JlbN68mddffx17e3vs7e15/fXXDb4kPt91IKGLwh9//EHVqlWxtbWlXLlyrFixQr/PX3/9hU6nY8eOHfTv3x+dTsehQ4fS/Do8d+4cOp0OQN89JrG0vFZSe60lqFKlCo0aNeLOnTvodDpatGiRZPvJkydp2rQp9vb2eHh4MHbsWIPrSHx8PNOnT6d8+fJYW1vj4uJCmzZtOHToULLH9rKUUsyfP5/XXnsNGxsbChYsSPfu3bl16xatW7dmyZIlwLNucsHBwfTv3x9nZ2fy589P//79iY6OJiIigkGDBuHm5oaLiwuDBg0yaCGQ1utVs2bNCAkJ0SdpAH2X39jYWKMef0rOnDnDihUr+PLLL/Xr1qxZkyQZA9rNk379+vHbb7+lWFZERASAwevteRl9DUncRSrhvToiIoJhw4bh4eGhf/+9evWqQdlpef+Ljo6me/fuODk54eXlxdKlSw2Ob9CgQRQpUgQrKyuKFi1K//7909T98OzZs0ybNo0VK1YYJGkSWFhYMHv27GSTNKldVxI8fPiQESNGULx4caytrSlRogRjxowhKioKJycn/XlxcnKiR48e7N+/H51Ox4ABA1KM+9KlSxQrVizFVjU3btxg2bJluLm5JXsdT8u1NMGWLVto1KgR9vb2ODk50bJlS06ePJnsvq/ytxBCCACUEEJvzJgx6t1339X/Hhsbq/777z9VvHhx1bt3b/36CxcuqKJFi6rx48erY8eOqYCAALVp0ybVokULVaZMGRUSEqKUUmrx4sUqf/78qm7duurkyZMqPDxcPXjwQH366aeqVatWKigoSD18+FAppdTly5eVu7u7atOmjdq7d6+6du2a+uuvv1T58uVVw4YNVVRUlFJKqW3btik7OztVpUoVdejQIRUcHKyUUsrT01PVqVNH+fn5qUOHDqlTp06pFi1aqCpVqqivvvpKtWrVSh0+fFidPn1atWnTRvn4+CQ59lGjRikXFxc1Z84cdenSJXX48GE1fvx4VaBAAeXr66vGjBmj3xdQbdq0US1atFD//fefOnv2rBo3bpyytrZWp0+fTlLu0qVLlZ2dnRo+fLjas2ePCggIUP/884/y8/NTxYsXV3fv3lVKKbVy5UpVvHhxtXjxYnX27Fl14cIF9fPPP6vy5curd955J01/v2+//VZ5eHio6OhotWnTJmVtba2CgoIM9vP19VV+fn6qQoUKau3atery5cvq559/Vvny5VMLFizQ7xcVFaVef/11VblyZfX333+rgIAAtXPnTtWjRw9Vvnx55eXlpbZt26b/W9esWVMppdT58+eVra2tun37dpJ6N2/erFxdXVVkZKQ6cOCAKlSokDpw4IDatWuXat68uTp79qxSSqlu3bopf39/pZRSK1asUJUqVVInT55UGzZsUE2bNlV37tx54bmoVKmS+vTTT5VSSnXq1Em1atUqxX379eunChQooGbNmqWOHTumLl26pJYvX67Kly+vWrVqpeLi4pSvr69ycXFR48aNU5cuXdI/19/fXzk7O6u5c+eqy5cvqxMnTqjhw4crW1tbtXr1av1+H374oeratau6ePGiWrhwoercubNSSqmbN2+qfPnyqX///VcdOnRItW/fXu3YsSPZOH/44QdVpEgRFR8f/8LjTyzh712uXDm1Zs0adfXqVfXbb7+pvHnzJvl7R0REqDp16qgePXqo3bt3q6tXr6r//vtPDRo0SDk6Oqr9+/cnKXfLli3K3t5e9enTR23fvl3/+ujWrZtycXFR58+fVwEBAQpQkZGRKi4uTg0cOFB5eHioo0eP6svp1q2batSokfLw8FDfffedOnnypDp8+LAaO3assrW1VfPmzTM4D3ny5FGTJ09W58+fV+fOnVMTJ05UdnZ2as6cOfr9Er8mldKuEa1bt1Z16tRR27ZtUxcvXlSzZ89Wtra26p9//lFKaa/5oKAgVbt2bTV58mQVFBSkYmJi0vw6jI2NVUFBQQpQu3btSvL/l9bXSkqvtcSCg4PVqlWrlKurqwoKClKhoaH6c9m4cWPl7e2tfv75Z3X16lW1ceNG5eHhoUaNGqV/flxcnGrXrp1q2bKl+vfff1VAQIA6cuSIGjNmjHJwcFB///13svUqpV2DCxYsmOJ2QP+/HB8fr7p27aqKFSumli1bpgICAtS+ffvU0KFDVZEiRVTVqlXV4sWLlVJK/1qpW7euGjFihDp//rzavn278vb2VgMHDlSNGzdWo0aNUufPn1e7du1S5cqVU0OHDtXXm57r1fOuX7+uevbsqVxcXJK9Zibn+ddXerVp00Z9+OGH+t8fP36sdDqdunz5ssG+u3btUvnz59f/nnCOY2Ji1JEjR5Svr69q0qTJC+vM6GuIr6+v/n9w27ZtKn/+/MrX11cNHz5cnT17Vh06dEi98847qkSJEvr3dKXS/v73zTffqDfffFOdP39erVixQrVo0UJFRkYqpZS6d++eKlOmjBo6dKg6ePCgunr1qtqxY4d6//33lZubW7LnNbHhw4erevXqpeu8KPXsulKzZk21detWdfXqVfXDDz8oa2tr/XVFKaXu37+vKlSooHx9fdXmzZtVQECA+vfff5Wfn5/y9fVV9vb2KiAgQCml1J07d9SMGTNU1apVVVBQkAoPD0+x/kKFCqnVq1crOzs7/f9dYh9++KF6//33VZs2bdSUKVOSbEvrtTRhXwcHBzV16lR17tw5deLECTVjxgzl7u6uGjVqpLp166bfNz1/i8TXCyGESEwSNUIkMmbMGGVhYaHy5Mmj8uTJo8zNzZWjo6P66KOPVEREhH6/+vXrq5UrVyZbRocOHfQfnhcvXqwAdfLkSYN6EieElFKqYcOGSd7oE4SHh6uyZcuqsWPHKqW0D3+AWrNmTZL9PD09VfXq1VVcXJx+XXBwsNLpdKpGjRoqNjZWv/7BgwfKzMxMXb16VV9mnjx5kv2wcODAAWVhYWGQqHn99deT1KWUUq1atVLDhw/X/x4QEKDs7OzU9u3bDcpVSqlffvlFhYeHq/v37ysPDw99PIk9evRIFStWTK1duzbZMhJER0erwoULq8mTJ+vXVapUSZ/wSMzX11e5urrqk0QJpk+frmrUqKH/fcyYMapixYrq0aNHBmVMmzZNAckmapRSqmXLlmr06NFJnvP222+rzz//XCml1KpVq1Tz5s2TPZbEiZpvv/02yZeZtFi3bp2ytLRUgYGBSimljhw5oszMzNSZM2cM9v3ll19U4cKFk/1y9ujRI/XLL7/oEzXVqlVLsn379u3Kzs5OnTp1yuC5CxcuVPny5dN/gfbz81MrVqww2O/w4cOqXLlyaTquQYMGqbZt26Zp38QSvvg/nzibOXNmkr/3559/rgYMGJBsGbNnz06S3AwLC1Ourq5q2bJlye7/559/qjt37ui/fD948EC1b99elS9fXl27di3Jvt26dVPW1tbqxIkTBuVs375dWVtbq4sXLyqllLp48aKysrJS//77r8G+//zzj7KystLvm1yipmzZskmuZUpp5/X5ZGjiL5xKpf91+PyXj/S8VpJ7rSUnuYRJwrl8PmG8evXqJPsuWrRI+fn5JfuFfd26dcrNzU3FxMSkud7EEh/74sWLlYeHh8FrTyml/vjjDwUYJGo++eSTJPutWrVK6XQ6NWTIEINjKlasmP739FyvEvvkk08UkCSWtHiVRM3BgwdVnjx5klx3bt68qYBkv5RfuHBB6XQ6/XsOoGxtbZVOp1OAcnBwUP/9998L683oa8jziRogyXunUlpCrWDBgmr9+vVKKZWu97+PP/5YffPNN8nG+N5776mpU6cmu23YsGGqffv2qR5jq1atDF57aeHp6alKly6tHj9+nGT9J598kuS6kpBETfxZJMHAgQMVoE/UKJW211dERITS6XQqNDRUDRgwQHXp0iXJ9ps3byo7Ozt1/vx5NXToUNW3b1/9tvRcSy9cuKAsLS3Vpk2bDPY9cuSIsrS0TPL5LT1/C0nUCCFSIokaIRIZM2aMevvtt9WlS5dUQECAvrVKYteuXVOAPpnz/MPa2lpVqVJFKaV90HBzc0u2nsSJmuvXryudTpfincxff/1VlShRQimlffjT6XT6u2gJPD091ffff2/wXFdXV/Xtt98arHdzc9O3XOjRo0eqX8I6dOhgkKhJfAc8weTJk5O03Bg/frxq2bJliuUm+N///qfMzMxSPKcWFhZq8ODBqZaxaNEi5eDgoEJCQlRMTIyKiYlRixcvVo6OjiosLCzJvr6+vsl+IN2/f79ydHTU/+7l5ZVsckEp7Y58wYIFU0zUbN++XTk7O+s/vF64cEHZ2Njo/8YPHjxQRYoUUUOGDFEPHjxIUnbiRM2VK1eUi4uLmjBhgsHfPCX169dX7733nv48xMTEqEaNGqnu3bsb7Pvmm2+qadOmvbBMX19fNWLEiCTrevbsqfr375/ic8qUKaN++uknpZR2x9jd3d0gwRkbG6uqVq2qunTp8sI7+QMGDFAdOnR4YazJxf78l1yltCTR839vGxubZF+DdnZ2+oSLUkotW7ZMVapU6YV1J3z5rlWrlmrYsKE+GZFYt27d1Pvvv59iGS1atFBfffWVUkqpr776SjVr1izFfZs2barGjRunlEo+UTNz5kyD5/z222+qcuXKSdY9n6hJ7+vw+S8f6XmtJPdaS05KiZo2bdoY7BsSEqIA/flv1KiRsra2TvGaA6hjx46lud7EEh97o0aNUvxirZRS1atXN0jUPJ/YP336tALU4cOHk6w/d+6cMjMz0/+enutVYkFBQWrr1q3K399f5cmTRy1atCjFeBN7lURN48aNDf7GCYmahFamiZ0/f94gUbNp0yZ17tw5tWfPHjVw4EBlY2OjVq1alWq9GX0NeT5Ro9PpDK7vSinVrFkzNX36dKVU+t7/9u3bp5ydndW8efOSJDyio6OVjY2NsrOzS7YMW1tb5eTklOoxtmjRQg0bNiy9p0Z5enqq7777zmD9qlWr9NeVqKgoZWNjow4cOJBsGQ8ePFAWFhbpTtScPHlS5cuXTyml1I0bN/RJmQSDBg3St96cM2eOatSokX5beq6lX375pXrjjTdS3LdTp076RE16/xaSqBFCpEQGExbiOfb29pQoUSLF7YGBgVhbW3P06NEU+8MnnmWlQIECL6zzxo0b5M2bN8UpX8uWLZtkTBkHBwdsbGwM9itatKjBOltbWzw9PQ3WW1tb66fZDAwMxM/PL8X4khuQN7m67O3tk4zRc/369VTPZYLAwEDq1q3Ljz/+mOI+qc0cEx8fzzfffMPDhw9xdnY22D537lyGDx+e7vgDAwNTHAzVzMyM4sWLpxiTr68vxYoVY8mSJXz44YfMnDmTd999V/83dnR0ZP/+/QwbNozSpUvz/fff06FDB4NyvLy82Lt3L4MGDWL+/PksXryYhg0bpljv3r172bVrF7t27eKnn35Kss3S0pJx48ZRuHBh/bq0/o3A8LV848aNVAcpTvy6bdeuHXnz5mXw4MHMnDmTn376iaJFi2Jubs7WrVv5/PPPKV++PF9++WWK4xGULVs22XEj0iK5/wFbW1uDv/cvv/xClSpVUiwnT548QPrOG2jjNG3duhUnJ6dkt6c2AKq3tzeBgYGAds5LlSqV4r7PXyuel5bXfXLS+zp8XnpeK5C262ZKUvpbA4SHh+Pk5ERgYCCTJk0yGNsmscT/Jy8rtWsIpO3amhD788dlbW1NfHw80dHRWFtbv/T1ys3NDTc3Nxo1aoSPjw+9e/ema9euWFlZpXpsKalWrRrnz5/X/961a9ckU1tv376dgwcPGow5k/C/ERISgr29fZJtd+/eJX/+/JiZPRtasWjRopQuXRqAOnXq4OrqykcffUSbNm2YPn06X3zxRZIyHj16lOHXkOclN4AyJP2fS8/7X61atdi4cSMDBw5k9uzZ/PTTT1SqVIng4GCioqLYu3cvrq6uyZaR8Hll8ODBLFy4MMlxnT59mrJly3LkyJEUY0jNi85NSEgIUVFRKb4+HR0dU4w7NRcvXtRfhwsXLky3bt0YP348S5cu5c6dOyxcuJCDBw8C2myKly5d0j83PdfSwMBA/YDXKe17+fJlgHT9LYQQIjUymLAQ6eTh4UF0dDSAfuamxA9bW9skH/CTS6g8r1ChQoSFhXHnzp1kt1++fDnJlJ8plZncB2udToednV2y+6unAyQXKVIkyQfr5yX+cJPA2traYJ2ZmVmSgQ/d3d3TNI2nh4cHAQEBFC9ePNlzamVlleoXtz///JOrV6+ybds2Dh48mOTh7+/PjBkz9H+zF8WvEg0andp5iY+PJyAgINXj+vTTT5k+fTqhoaEsWbKEwYMHJ9nu7u7OsmXL+OOPP+jdu3eKA/56e3uzfv16pk2bluJAlAkmTpzIW2+9ZXAeDh48SKlSpZg2bZpBDGmdavX5112hQoVSfd08/7pt3LgxJ06coGbNmrz11lv6c+3o6MjMmTPZvXs3kydPTnHWqzZt2nDz5k3+/PPPNMWbWHJ/b51Ol+Tv7eHhQWhoaLKvQRcXFwoUKICFhXZ/w93dnbNnz6a5/u+//56WLVumOFV6aq+lCxcu6K8p6T3nz0vL/21K0vM6fF56407LdTMlKf2tAf1xenh4cO/evWT/1kWKFCFv3ryvFEOCl7m2Pn8dT4j9Va7jz1+vjhw5QkhIiMF+jRs3JiwsLNXBsF/kzz//5NixY/rHV199lWT7yJEjGTZsWJKBjEE7vmLFinH8+HGDMg8cOEDlypVTrbdly5bcvn2bu3fv0rNnzyQxHDt2DMj4a0hangNJ/+fS+/7n4+PD3r176dOnD2+++ab+BoW1tTWPHj1Ktoy8efPqryGjRo1Kcl4SrkmdOnVi+/btBoN7v8q5SThGFxcXbG1tU3x9hoWFce/evXTXe+nSpSQJ888++4yVK1dy6dIlpkyZwttvv61PgpcoUYLAwED9Dar0XJMKFy6c7P9qgsT/W+n5WwghRGokUSNEOhUrVoxatWoZ3K0DCA0NxdfXN8kXzbTcOfH09KRu3bqMGTPGYFtkZCTjx4+nS5cu6SozsRft361bN5YsWZLsF/aDBw/y119/pau+BJ06dWLr1q362W2et3z5ciIiImjRogUPHjxgwYIFBvscPnyY8uXLp/pFdtKkSfTq1YuGDRvi4+OT5PH5558TExNjMDtGWnTv3p2vvvqKR48eGWybOXPmC2dv6NChA9HR0bRv3x4fH58UW2rUqVOHevXqsXfv3lTLa9OmDUWLFk3xg/SpU6dYt24d48aNMzgPCediwYIFhIaG6p/z3nvvMX36dH2LjcQePXrEihUr9F9Enn8ddenShZ9++kl/JzGxFStWcO3aNYMWC+bm5gwbNoxz585x//79JNvKli1Ly5Yt2bNnT7LH5+7uztixY+nZs2eqs1jNmzePTp06pbg9JZ06dWLSpEn6D/IJ4uPj6dOnD59++ql+nZ+fH0FBQcyfPz/Zsv78888kX4R79erF0qVL6dixI8uWLTPYf9myZZw7d85g/c6dO9myZYv+eN599122bt2a7Dnat28fmzZt4t13303bAb+kF70Ok5Pe10pG33Hu1KkTP/zwQ7LJ8ZEjRya53r6K7t27M23atGQTH3/99Zf+bn9avOicpOd6NXv2bIYNG2aw35YtW3B2dsbDwyPNcT2vaNGiSb6YJk4yrFmzhitXrjBo0KBkn+vn56efBSvBkydPWLBgAR07dky13qNHj2Jvb0/+/PlxcnIy+IIMGX8NeRkv+/43YMAAHj9+zIULF7C2tqZNmzZ8+eWXBknX6Oho2rRpo5+pzdXVNcl5SWgN89prr9GnTx/atm2bYgJDKcXnn3+e7GsnNVZWVnTq1ImRI0cmO6vYmDFjXmq2sUuXLiVpKVakSBHee+89Pv30U+bNm8fnn3+u35bQgjPhGpSea2nHjh3ZvHkz27ZtM9j3xIkTLF++XP97ev4WQgiRGun6JMRLWLRoEQ0aNKB79+4MHDgQJycnDh06xBdffMFrr71G586d013mjz/+SP369QkNDeWjjz7Cw8ODEydO8Pnnn+Pk5MTIkSMz4Eg0DRo0YPDgwdSqVYuxY8fSuHFjYmNj2bBhA3PmzKF+/fovVW7p0qWZPn06rVu3Zvjw4bRr1w4nJyfOnTvH9OnTCQgI4I033qBAgQLMnz+fXr16ERISQvv27YmLi2PTpk2MHTuWCRMm4OXllWwdW7Zs4cSJE/zxxx/Jbs+TJw9Dhw5l6tSp9OrVK0nT+Rfx9/dn+/btvPbaa4wbN45q1apx584dfvzxR44fP55q1yfQpjIdOHAgw4YN4++//06ybfz48dy+fZsPP/yQc+fOsX37dkaPHm1QRt++fSlUqBAdO3Zk586dXL16FR8fn2TrmzRpEm+99RbVq1dPdnuHDh346quvmD17tr6uHj16sGXLFmrWrMnYsWNp1KgROp2O/fv3M27cOCpUqEC7du2SLe/NN9+kT58+1KlTh6+//pp69eoRHh7O77//zqxZs1i2bBn58+fnyZMnvP7663zwwQfUrFmTb7/9ljJlyuDs7MxPP/3E6tWrGTVqFPfv32flypXMnDkzxXPq7+9PeHg4DRs2pFu3brzzzjuULFmSJ0+ecPz4cRYsWMCBAwf45ZdfUiwjJaNHj2bLli28/vrrjB8/npIlS3L58mWmTJnC1atX2bVrl35fZ2dn/ve//9GxY0dOnz7Ne++9R8GCBQkICGD+/Pn8+++/7NixI0nriNatW7NmzRpat27NvXv3GDJkiH5b3bp1eeuttxgyZAhvvPEGsbGxrFmzhkmTJjF9+nT9F80yZcowefJkmjVrpv9fjYuLY8OGDYwfP57Jkyfru4O8CgsLC27fvk1ISAjOzs7peh0mJ62vlfTGGBUVRWBgIK6urim2XkhO7969Wbt2LQ0bNmTy5MlUqVKFwMBAfvjhB7Zu3cqOHTtSfX58fLxBojZhet/Eunbtyj///MNrr73G+PHjkxz3X3/9la5z+CLpuV6NGDGCGjVqULBgQbp06YKVlRX//PMPn3/+Od99952+++6oUaP48ccfOXz48Cslb0D7kj969GhGjx6t70L4vOHDh1O5cmWGDx9Onz59ePz4MWPGjMHe3p4ePXok2Tc4OJjbt28THh7Otm3bGD58OJ999lmSrscpnaeMuoa8DBcXlzS///n5+dGkSROaNm3K8uXLsbOz0/+/T58+nTp16uDn58fo0aNxd3fn9OnTjBs3DgsLC4YOHfrCWL7//nuioqKoVq0aH3zwAa1bt6Zo0aI8fvyYgwcPMmvWLAIDA1m9enW6j3Pq1Kk0aNCAWrVqMWbMGMqVK8e1a9eYMWMGMTExBv87FhYWPHz4kKCgIFxdXfWtGRO7ePEiNWrUSLJu5MiReHt74+fnl6S7koWFBZ6enly6dIkKFSqk61paqlQpvv32W/z8/Pjiiy9o3bo1kZGRbNy4kZkzZ1KvXr0kMRjjbyGEEDKYsBCJJDcbU0oCAgLU+++/rwoUKKCsra1VuXLl1LRp05LMhJTSYHgp1XPjxg3Vq1cv5ebmpiwtLVXJkiXVmDFjkgzemdJAlp6enmrDhg2vtP73339XtWvXVra2tipfvnyqY8eOKiAgQA0aNMhgMOHkBr+bM2eO8vX1NVj/77//qiZNmqi8efMqGxsbVaFCBfXll18azE6yc+dO1aRJE+Xg4KAcHBxUvXr1DGa3et4bb7yh+vTpk+o+Dx8+VC4uLur3339XShkOlJrg7Nmz6vnL4pMnT9TEiRNVmTJllJWVlSpcuLAaPny4evTokapcuXKKgwknWL58uSpZsqTBDFnXrl1TrVq1UnZ2dsrT0zPJAJ6JBxM+ceKEatSokbKxsVFlypRJcfargIAAZWFhofbs2ZPquVi+fLlydXVNMvNPfHy8mjdvnqpataqysbFRefPmVfXq1VNLlizRz4qT0jlTSpuCvXr16vrnNmvWTO3bty/JPitXrlTlypVTtra2qkGDBurcuXNKKW2Q1/fff1/lzZtXubm5qa+//jrV+BMcPHhQdevWTXl6eiorKyuVN29eVaVKFTVq1CiDaaPT8/d+/PixGjlypCpevLiysrJSRYsWVYMGDVIhISHJxnH48GHVpk0blT9/fmVtba28vb3V0KFD1b1795RSzwaITfw/fPToUeXm5qYfTDXh733x4kXVoUMHlS9fPmVra6vq16+vNm7cmGy969evVw0aNNAPUNmgQQP9LDIJkhtMOLlrwYYNG5Snp2eSdQnTdicMvpnW12GClK4RaXmtpPZaSywsLEyVL19eWVtbq82bNyulkv7vJBYZGWkwq0xMTIyaMmWKKleunLK2tlbu7u6qR48eBrNyPS9hNp/nHwnXyOePPT4+Xs2dO1dVrlxZWVtbqwIFCqh+/fqpe/fuqVatWhkMJvz8YM3pWZ/W65VSSh0/fly1aNFCubi4KFtbW1W3bl2D19DIkSNVgQIF9DPIJZbewYQPHDigvL29VXR0dKr7nThxQr355pvKzs5O5cuXT/Xs2dPg/y/xebezs1NVq1bVD0adVhlxDXl+MOGUBp1+9913DWaDSsv73/bt2/X/P1WrVjX437l3754aMGCAKly4sLKyslIlSpRQX3zxhcFMby+yZcsW1aFDB1WoUCFlaWmp8uXLp2rWrKkmTJhgMCtXeq4r4eHhyt/fX3l5eenjmzhxooqJiVGOjo5J/j8DAgJU0aJFla2trf794nlFihRRW7duNVjfp08fdfToUYP1TZo0MRjcOy3X0gQbN25Uvr6+Kk+ePMrR0VG1a9dOXbx4Ufn7+xvM2pnWv0VK10ohhNAplUrnWiGEEK+kdu3adO7cmY8//tjUoYgsqnv37ri5uTFp0iRThyJEhnry5MlLD1IshBBC5CYyRo0QQmSQ/fv3c/bsWYMm+0IIkRtJkkYIIYRIG0nUCCFEBpk+fTq9e/c26HsvhBBCCCGEECmRrk9CCCGEEEIIIYQQWYS0qBFCCCGEEEIIIYTIIiRRI4QQQgghhBBCCJFFSKJGCCGEEEIIIYQQIouQRI0QQgghhBBCCCFEFmFh6gCygvj4eG7duoWDgwM6nc7U4QghhBBCCCGEyOGUUjx8+BAPDw/MzKQNhXhGEjXArVu3KFKkiKnDEEIIIYQQQgiRy9y4cYPChQubOgyRhUiiBnBwcAC0f5C8efOaOJrUxcTE8M8//9CkSRMsLS1NHU62J+fT+OScGpecT+PL7ef0/v37+Pv7888//2Bvb88HH3zAxx9/DMD58+cZOHAgx44do1ixYowbN44mTZokW46fnx979uwBtDuCOp2OuLg4li1bhp+fH/nz5zd4jqWlJcePHycyMpJ+/fpx6NAh4uLiMDMzw8zMjDx58qCUok6dOvz2228ZdxKyuNz+GjU2OZ/GJ+fUuOR8Gl92Oafh4eEUKVJE/31UiASSqAF9d6e8efNmi0SNnZ0defPmzdIXnexCzqfxyTk1Ljmfxpfbz2nnzp3x8fHhxx9/5NGjR/Tr148///yTjh078s477zB06FB27NjB/v37effdd9m0aRMVK1Y0KGfHjh2Adj7Xr1+Ps7MzH374IZ07d0an0xEbG5tk/0mTJhEYGEipUqVo1KgRAwcOpE2bNvj7+2Npacm3337LkydPqFOnDvPmzcvy78cZKbe/Ro1NzqfxyTk1LjmfxpfdzqkMvyGeJ4kaIYQQIhfZuXMnf/zxB1ZWVuTJk4ePP/6Y77//HisrKypUqMBHH30EQP369fniiy+YMmUKS5cufWG5EyZMYNSoUcl+2IyIiGDWrFns27cPgICAADp37gxA3759GTFiBKAlczp37kzRokWNdbhCCCGEENmOjFgkhBBC5CJvv/02w4cPJzw8nBs3bjBhwgQKFizIrl27aNWqVZJ927dvz7///vvCMi9fvsyVK1fo0KFDstvnzZtH8+bN9ePBeXp68uuvvxIZGcn8+fNp0KABFy9eZOPGjQwaNOjVD1IIIYQQIhuTRI0QQgiRi8yePZtVq1bh6OhI0aJFCQoKYsyYMVy/fp2SJUsm2dfFxYWoqCiio6NTLfP333/H398/2RkroqOjmTFjBp999pl+3aJFi5g9ezaFChXi4cOHDBo0iAEDBjBz5kzMzc2Nc6BCCCGEENmUJGqEEEKIXCI2NhY/Pz86d+5MSEgI165do2nTpty9e5fIyEjs7OwMnmNra0tkZGSKZZ46dYpr167RqVOnZLcvWrSIRo0a4eXlpV9XsmRJdu3axf3791m8eDG///47ZcqUwcfH59UPUgghhBAim5MxaoQQQohcYu3atdja2jJ58mQA8ufPz7hx46hXrx5ubm5ERUUZPOf+/fvJJnASTJo0ibZt2ybbEiYmJoapU6eycePGFJ8fGhrK9OnT2b59O9OmTWPWrFm4urqyYMECKlWq9BJHKYQQQgiRvUmLGiGEECKXOH/+PPXr10+yLk+ePDg5OQHaIL+J3b59m/z582NlZZVseRcvXuTgwYM0atQo2e1Lly6lVq1alCpVKsWYhg8fzujRozl27Bhr167lxIkTfP/993Tp0iUdRyaEEEIIkXNIokYIIYTIJYoXL865c+eSrIuKiuLs2bN07drVoOXLypUrefPNN1Msb8KECQwZMgQLC8MGunFxcUyePJlRo0al+Pw9e/YQHBxMmzZt2L9/P+3atcPe3p4aNWpgY2NDcHBwOo9QCCGEECL7k0SNEEIIkUv4+flx5MgRZs+ezcOHD7l58ybdunWjdu3atGvXjgMHDrB06VJiYmLYt28f33zzDcOGDQO0LlD16tXj4sWLAFy9epWtW7fSo0ePZOtavnw5FStWpHz58sluj4mJYejQoXz//fcAVKlShV9//ZX79++ze/duwsLCcHZ2zoCzIIQQQgiRtUmiRgghhMglbGxsWLt2LatXr6ZgwYLUrFmTAgUKsHTpUmxsbFizZg3z58/HwcGBXr16MX/+fH2iJSoqinPnzhEWFgbA8ePH+eyzz7C2tk62rjNnzjB69OgUY5k6dSrvvvsuhQsXBuDNN9/kjTfewNvbm759+/LTTz+h0+mMfAaEEEIIIbI+GUxYCCGEyEW8vb3ZtGlTstvKlSvH7t27k93m4eGRpCtSq1atAK1lTHImTJiQYgxKKezs7BgwYECS9WPHjmXs2LGphS+EEEIIkeNJokYIIYQQmUqn0zFo0CBThyGEEEIIkSVJ1ychhBBCCCGEEEKILEISNUIIIYQQQgghhBBZhHR9EkIIIUT6PLgBESHacmwsjhFXIeg4JEzTbecMTkVMFp4QQgghRHYmiRohhBBCpN2DGzCrGsRGA2AJNAQ4n2gfC2sYcFiSNUIIIYQQL0G6PgkhhBAi7SJC9EmaFMVGP2txI4QQQggh0kUSNUIIIYQQQgghhBBZhCRqhBBCCCGEEEIIIbIISdQIIYQQQgghhBBCZBGSqBFCCCGEEEIIIYTIIiRRI4QQQgghhBBCCJFFSKJGCCGEEEIIIYQQIouQRI0QQggh0s7SFtClvo+FNdg5Z0o4QgghhBA5jYWpAxBCCCFENnJwEaDAzgU6LCHG3JY9e/bQIHITZtf3QPm20PgrcCpi6kiFEEIIIbIlaVEjhBBCiLS5sgMOzNOW284Hr/rgXpkwu2LE1x2irb+4GWzzmS5GIYQQQohsThI1QgghhHixqHD4+yNt2acnlHwjyWbl1QDyF4cnD+Hk7yYIUAghhBAiZ5BEjRBCCCFebNNICLsBTp7QeJzhdp2ZlsABOLQIlMrc+IQQQgghcghJ1AghhBAidRc2wdGfAB20ngPW9snvV6ULWNjA7ZMQeDBTQxRCCCGEyCkkUSOEEEKIlEXch9Ufa8u1P4JidVPe1y6/NpgwPB10WAghhBBCpJckaoQQQgiRsg3D4dEdcCkFr49+8f7Ve2k/T/+pJXmEEEIIIUS6SKJGCCGEEMk7/Zc2MLDOHFrPBUvbFz+nUDVwqwRx0XB0WYaHKIQQQgiR00iiRgghhBCGHt2FdZ9oy/U/gcLV0vY8nQ6q99aWD/0I8fEZE58QQgghRA4liRohhBBCJKUUrB0CESFQsCI0GJ6+51dsD9aOEBoAV7ZmTIxCCCGEEDmUJGqEEEIIkdSJ3+DcWjCzhDZzwcIqfc+3ygOVO2rLB380fnxCCCGEEDmYJGqEEEII8UzYTVj/tAVNo8/ArcLLlZMwqPCFDfDghnFiE0IIIYTIBSRRI4QQQgiNUrB6AESHQSEfqDPo5ctyLQ3F6oOKhyP/M16MQgghhBA5nCRqhBBCCKE5vBgubwULG63Lk7nFq5Xn01P7eWQpxMW8enxCCCGEELmAJGqEEEIIAfcDYNNobfnNseDi/epllmkBeQrAozvamDdCCCGEEOKFJFEjhBBC5Hbx8fDXhxDzGDzrQY1+xinXwgqqddOWDy4yTplCCCGEEDmcJGqEEEKI3G7/HLi+F6zsofVsMDPix4Nq3UFnBld3wb3zxitXCCGEECKHkkSNEEIIkZvdOw9bvtSW3/oa8hUzbvmOhaFUU235kEzVLYQQQgjxIpKoEUIIIXKruFj48wOIi4aSb0LVbhlTT8JU3cd+gSePM6YOIYQQQogcQhI1QgghRG61ZzrcOgI2jtDye9DpMqae4q9DPi+IDoeTKzOmDiGEEEKIHEISNUIIIURuFHQCtk/WlptPhbweGVeXmRn49NCWDy0CpTKuLiGEEEKIbE4SNUIIIURuExsNf/WH+Bgo6wcVO2R8nVW6grk1BB2Hm0cyvj4hhBBCiGxKEjVCCCFEbrNjMtw5BXYu8Pb0jOvylFgeZyjfRls+uDDj6xNCCCGEyKYkUSOEEELkJoGHYPd0bbnFdLB3zby6EwYVPv0HRNzPvHqFEEIIIbIRSdQIIYQQucWTCPizH6h4qPQulGuZufUXrg4FK0JslDYDlBBCCCGEMCCJGiGEECK32DoOQi6Bgzs0m5z59et0z1rVHPoR4uMzPwYhhBBCiCzOpIma8PBwunTpgr29PR4eHkyenPKHxpUrV1KuXDkcHBxo0qQJly5dSrL9q6++omDBguTNm5eePXvy6NGjjA5fCCGEyD4CdsF/P2jLLWeBbT7TxFGxA1g5wP3LELDdNDEIIYQQQmRhJk3U9O3bF0tLS27evMm+fftYuXIl8+bNM9hv//79jB49muXLlxMSEsLAgQNp3749MTExAMydO5e//vqL//77j8DAQHQ6HX369MnswxFCCCGypuiH8PeH2nLVbuD9pulisbaHyh215YOLTBeHEEIIIUQWZbJEzc2bN9m2bRtz587F0dERT09Pli5dysSJEw323bVrFx06dKBy5cpYWVnRokULHBwcOH36NADTp09nwYIFeHl5kTdvXubOncuePXu4fPlyZh+WEEIIkfX8MxoeXAenovDW16aO5ln3p/MbIOymaWMRQgghhMhiTJao2bNnD40bN8bGxka/rmzZstjb23Px4sUk+zZu3JhffvmF//77j+joaH755RcOHjyIq6srd+/e5fHjx1SrVk2/v6WlJS1btmTr1q2ZdjxCCCFElnRxCxxeoi23+gGsHUwaDgAFyoJnXVBxcOR/po5GCCGEECJLMVmi5vr165QsWdJgfenSpbly5UqSdZUrV6Zfv37Url0bGxsb3nvvPSZMmEChQoXSVY4QQgiRq0SGwuoB2nLN/uBV37TxJObTU/t5+H8QF2PaWIQQQgghshALU1UcGRmJnZ2dwXpbW1siIyOTrFu7di0LFixg9+7dvPbaa6xfv55Tp06hlEpXOQmio6OJjo7W/x4eHg5ATEyMftybrCohvqweZ3Yh59P45Jwal5xP48tN59R83TDMHgah8pcg1vczyIBjfunz6d0Mizyu6B7dJvbMGlQZP6PHll3lptdoZpDzaXxyTo1LzqfxZZdzmtXjE6ZjskSNra0tERERButDQkIMEi+jR49m8eLF1K1bF4D27dtz5coVZs+eTa1atYiKikpTOQkmTpzIl19+abD+n3/+SfE5Wc3mzZtNHUKOIufT+OScGpecT+PL6efU/cFBagT8jkLHLpcuhG7enqH1vcz5LGtfi1KP1xC6aQp7r5hnQFTZW05/jWY2OZ/GJ+fUuOR8Gl9WP6fJfR8WAkyYqClatCgbNmwwWB8QEEDx4sWTrLt8+TJ16tRJsq5mzZpMnTqVd955h4CAgGTL8fHxSbbuzz77jE8++UT/e3h4OEWKFKFJkybkzZv3ZQ4n08TExLB582YaN26MpaWlqcPJ9uR8Gp+cU+OS82l8ueKcPr6HxXztfS6+ziBqNxqYYVW90vkMq4iatRbXR2doXtMbnL0zJshsJle8RjORnE/jk3NqXHI+jS+7nNOEnh1CPM9kiZq6desydOhQYmNjsbDQwjh16hTR0dEGY84ULVqUixcvUrp0af26I0eO4ObmRoECBbCysuL8+fP67bGxsfz999/4+/snW7e1tTXW1tYG6y0tLbP0P3Ji2SnW7EDOp/HJOTUuOZ/Gl2PPqVKwaThEBEOB8pi/PhJzi4w/zpc6ny7FodRbcGEjlsd+gqaGMz/mZjn2NWoicj6NT86pccn5NL6sfk6zcmzCtEw2mHChQoWoU6cOQ4YM4dGjR9y4cYM+ffowevRoADp37syKFSsA+OSTT3j//fc5ffo0UVFRrF69mgkTJtCvXz8AhgwZQu/evQkMDOThw4d8/PHHvPnmm3h5eZnq8IQQQgjTOPk7nF0DZhbQZi5YGN6YyFJ8nk7VfexneCJNwIUQQgghTNaiBmDevHl8+OGHuLm54eDgwCeffEKvXtoHtgsXLhAUFARAr169CA0NpWnTpty/f58KFSqwfPlyfdemDz74gLt371K1alWioqLo0KEDc+fONdlxCSGEECYRfgvWD9WWfUeAeyXTxpMWJd8AJ094cA1OrYKq75k6IiGEEEIIkzJposbR0ZGff/452W2HDh1K8vvQoUMZOnRoimV98cUXfPHFF0aNTwghhMg2lILVH0NUGHhUhXpDTB1R2piZg08P2DIWDi2SRI0QQgghcj2TdX0SQgghhBEd+R9c2gLm1lqXJ3OT3otJn9feA3MruHUUbh4xdTRCCCGEECYliRohhBAiuwu9CptGactvfAGupVPdPcvJ4wLlWmvLhxaZNBQhhBBCCFOTRI0QQgiRncXHw18fwZNHULQO1Opv6oheTvWngwqfXAWRoaaNRQghhBDChCRRI4QQQmRnB+bBtd1gmQdaz9bGfMmOitSEAuUhNhKOLTd1NEIIIYQQJiOJGiGEECK7Cr6oDcIL0GQc5C9u0nBeiU4H1Xtqy4cWaYMjCyGEEELkQpKoEUIIIbKjuFj48wOIjYLijcCnp6kjenWV3gUrewi5BAE7TB2NEEIIIYRJSKJGCCGEyI72fgc3D4G1I7SapbVIyWRx8Yr9Afc5HKxjf8B94uJfsRWMtYOWrAE4KIMKCyGEECJ3ykZzdwohhBACgNunYNtEbbnZZHAsnOkhbDwVxJdrzhAUFgWYs/TiIdwdbRjjV46mFdxfvuDqvbSuT+fWQXgQ5H2FsoQQQgghsiFpUSOEEEJkJ7FPtC5P8TFQ+m2o3DHTQ9h4Koj+y448TdI8czssiv7LjrDxVNDLF16wPBStDSoOjix9xUiFEEIIIbIfSdQIIYQQ2cnOb+DOSbDND34zMr3LU1y84ss1Z0iuk1PCui/XnHm1blA+T6fqPrxEG4tHCCGEECIXkUSNEEIIkV0EHoZd07TlFtPBvkCmh3Ag4L5BS5rEFBAUFsWBgPsvX0m5lmDnAg9vwYUNL1+OEEIIIUQ2JIkaIYQQIjuIiYS/PtC6BFVoD+VbmySMuw9TTtK8zH7JsrCG17pqyzKosBBCCCFyGUnUCCGEENnB1vEQfAHsC0LzKSYLo4CDjVH3S5FPD0AHV7ZByOVXK0sIIYQQIhuRRI0QQgiR1V3dA/tma8stvwe7/CYLpYZXftwdbUhpZBwd4O5oQw2vV4wxXzHwbqwtH/rx1coSQgghhMhGJFEjhBBCZGXRj+Cv/oCC196DUm+ZNBxzMx1j/MolO5hwgjF+5TA3M8IgxwmDCh9dpnX9EkIIIYTIBSRRI4QQQmRlmz+HB9fAsQi8NcHU0QDwVnk3PJ3tDNbnsTJnTteqNK3gbpyKvBuDY1GIegCn/zROmUIIIYQQWZwkakS2YmFhYfCwtbUlKCgIgM2bN1OtWjUcHByoU6cOhw8fTrW8nj170rZtWwYNGmSwLTg4GFdXV3Q6HYcOHUqy7aeffsLd3R2dTodOp8PCwgJra2sKFiyIhYUFq1atMt5BCyFyr0tbnnX7aTUbbPKaNp6njlwP5VpIBJZmOmZ3qoyvWzwABfNaGy9JA2BmDj7dteWDC41XrhBCCCFEFiaJGpGtxMbGJnmMHz+eXr164e7uzvHjx+nZsyfTpk3j3r17DBs2jNatW3Pv3r0Uy/vxxx/56KOPkt3m4uLCvXv38PX1TbL+0qVLTJgwgX379nH16lVKlSrFkSNHiI6OZsWKFTRv3px27doZ9biFELlQ5AP4+2NtuUY/KO6b6u6ZaeGuAADaVC1Ek3IFaVokHl1MJMc2/EJgaIRxK3vtfTCzhJuH4dYx45YthBBCCJEFSaJGZFsRERHMmjULf39/AH799Vc+/fRTfH19sbGxoU2bNrRt25bVq1cbtd5jx47x9ttvU6xYMTw9PfHz8+PChQs8efKEoUOHMmvWLKPWJ4TIpTaOgIe3IH8JeHOs0Yp91ZaJN+5HsOn0bQB61SsOgJ0FmB9dQUzoLXZeCNbv+++//1KlShXs7e2pV68eR48e1W9Lc8tEe1co10pbPiRTdQshhBAi55NEjci25s2bR/PmzSlSpAgAcXFxye4XGhpq1HorV67M+vXruXbtGteuXWPTpk3UrFmTyZMn06lTJ4oWLWrU+oQQudDZtXB8OejMoPUcsDIcD+ZlvWrLxMV7rhKvoL63C6XdHAC4evUqwSd3kq/B++y4cBeAa9eu0alTJ6ZMmcL9+/cZMmQIfn5+PH78OP0tE6s/HVT4xO9aSyMhhBBCiBxMEjUiW4qOjmbGjBl89tln+nVt27ZlypQp7N69m+joaP7880/mz59PgwYNjFq3t7c3/v7+1K9fnwYNGjBq1Ciio6PZsGFDsmPdCCFEujwOhrWDteU6A6FozQyrKr0tE8OjYvjt4HUAetcvri9n/vz5DBv1JWY29uy9FEJMXDxhYWEsWbKExo0bY2VlRbt27XBxceHs2bPpb5lYtDa4loXYSDj+a4adDyGEEEKIrEASNSJbWrRoEY0aNcLLy0u/rlatWkyZMoVevXpRpEgROnXqRL169ahRo4bR6+/WrRvXr1/n2rVrdOzYkQEDBjBz5kzMzc2NXpcQIhdRCtZ9Ao/vaYmJRiMztLr0tkz87cANHj+Jw7uAPQ28XQBYtmwZlpaWDO3fg/x5rHgYHcvR6w+oVKkSzZs3B+Dhw4f88MMPhIWFUa5cufS3TNTpnrWqOfSjdp6EEEIIIXIoC1MHIER6xcTEMHXqVDZu3GiwrXPnznTu3Jn9+/fzxhtv8MMPP2R4PD///DOlS5fGy8uLdu3aceDAAZo2bcqsWbOwtrbO8PqFEDnIqVVw5m8ws4A2c8Ei464hCS0Tt2/frl/Xtm1b2rVrh4+PD9WrV2f9+vXMnz+fHTt2EBsXz+I92iDCvep5odPpePToESNHjiQ6OpoCBVzxqNyA+Oo92HnhHjW88gMQFhaGk5MToLW8sbOzS9IyUafTMXnyZH3LxF27diUfcKV3YfMYCD4PV3eDV/0MOzdCCCGEEKYkLWpEtrN06VJq1apFqVKlkt0eFxfHBx98wNixY/H29s7QWEJDQ5k2bRrjx49n+PDhvPHGGwQEBODk5MSUKVMytG4hRA7z8Das+1RbbjAcPKpkaHXpbZm44dRtboVF4ZzHitavFQJg5syZeHp6MmnSJE6fPk0eoniw6yd2XHg2po2joyMPHjxg5cqVjB07lp07dwIv0TLRJi9Uekdblqm6hRBCCJGDSaJGZCtxcXFMnjyZUaNGpbjPzJkzsbS0ZMiQIRkej7+/P59//jkODg7s37+fbt26YWFhQffu3fnvv/8yvH4hRA6hFKweCFEPwL0K1P8kQ6tLaJk4cqRh16rOnTtz/vx51qxZg4WFBT/88ANKKRbu1lrTdK3liY2llkz57bffmDdvHgULFqRgwYIsW7qExye3cCLwAcGPovVlOjo60q5dO6ZMmcL06dMN6ny+ZWKRIkXo06cP0dHRSXdM6P50bq2W2BJCCCGEyIEkUSOyleXLl1OxYkXKly+f7PabN2/y9ddf8+OPPxrclb1w4QL16tUz2ixQe/fuJTg4mNatWwNQpUoV5s+fT2RkJAsXLqRq1apGqUcIkQscXQYXN4G5tdblydwyQ6tLb8vEI9dDOX7jAVYWZnSt5anf7+rVq5QtW1b/e5lihbDO40B8ZDg/rdtJREREknIrV66snwY8QbpaJrpVhCI1IT4Wjvz0imdBCCGEECJrkkSNyFbOnDnD6NGjU9weERHB5MmTqVChgsG28PBwzp07Z/DF4WXExMQwdOhQZs6cqV83depU1q9fT8GCBbl165Z+FhUhhEjVg+uw8ekMdq+PhgJlU9//Fb1My8SFu7TWNK2reODq8GzcHDc3N86ePav/PTQ0FF1MJGa2eflx/hx+/vnnJOUePHiQcuXKJVmX7paJPk9b1RxeAnGx6Tl0IYQQQohsQQYTFtnKhAkTUt3u7e2d4rg0Pj4+BAcHG6x/44039DOTJCfxQJsJLl++zMiRIylcuLB+nZubG5s3b041PiGESCI+Hv7+CJ48hCK1oPZHGV5lWlsmbt++HXNzc66HRLDptNbN6HX3OOrVq8eaNWvIly8fH374If369aNnz57cuXOHjz76iPZderBDpyOuTBPGjx9P+fLlqVatGrt37+aLL75Icp1MqWXiBx98kHLLxHKtYOMICA/UWiGVedvo50gIIYQQwpSkRY0QL6FMmTK0aNHC1GEIIbK7gwshYCdY2kHrH8AshYF0jSi9LRMX7w0gXkF9bxdcrOOTtEwcOHAgzZo1Y+TIkdSoUYPy5cszZ9ok8liZE+FQBP9xU/nggw9wcnJi6NChLF68mNKlSwOv0DLR0gZe66otH1xkpLMihBBCCJF1SIsaIYQQwhRCLsPmL7Tlxl+Bc4lMqTY9LRPDo2JYcfAGAL3rF8enlGuSlok6nY6RI0dSpUoVmjdvjqWlNrZO7RIubDl7B1XkNU6cOJFsPa/UMtGnB+z9Hi7/C/evQP7iL36OEEIIIUQ2IS1qhBBCiMwWHwd/fgCxkVC84bNxV7KY3w7c4PGTOLwL2NPA2yXNz/Mt7QrAzkTTdD/vlVom5i8OJd/Qlg/9+HJlCCGEEEJkUZKoEbnPgxtw65j2CDqOY8RVCDr+bN2DGyYNTwiRC+z9HgIPgHVeaDkLzLLe23FsXDyL92iDCPeu74VOp0vzc329tUTN4WuhPIyKyZD49Mmtoz9DTFTG1CGEEEIIYQLS9UnkLg9uwKxqEBsNgCXQEOB8on0srGHAYXAqkvnxCSFyvjtnYNvX2nLTSVn2WrPh1G1uhUXhnMeKVlUKpeu5RZ3t8HLJQ0DwY/ZdDqFJeTfjB1jqLXAsAmE34MxfULmj8esQQgghhDCBrHcLT4iMFBGiT9KkKDZa208IIYwtLgb+7AdxT6BUU6jS2dQRJUspxcJdVwDoWssTG8v0D3Kc0FVqRyrdn16JmTlU66Yty6DCQgghhMhBJFEjhBBCZJadU+H2CbDNB37fQTq6E2Wmw9dCOR4YhpWFGV1reb5UGQnj1Oy4cA+llDHDe+a198HMQutGFpT8oMVCCCGEENmNJGqEEEKIzHDrKOycoi2//S04ZEB3ICNZuEsbm6ZNlUK4Oli/VBm1ijtjZW5GYGgkAcGPjRneMw4FoayftnxIWtUIIYQQImeQRI0QQgiR0WKitFmeVByUbwMV2pk6ohRdD4ngnzO3AehV3+uly7GzsqC6Vz4gA7s/AVTvrf088TtEhWVcPUIIIYQQmUQSNUIIIURG2/Y13DsHeQpA829NHU2qFu8NIF5Bg1KulCro8EplNfB+8TTdr8yzLriWgZjHcPy3jKtHCCGEECKTSKJGCCGEyEjX/9Om4wZtXJo8zqaNJxVhkTGsOHgDgF71Xr41TYKEcWr2XQkhKibulctLlk4HPj215UOLIKPGwxFCCCGEyCSSqBFCCCEyypPHWpcnFFTpAmWamzqiVP128DqPn8ThXcBeP2vTqyhd0IGCea2Jionn0NVQI0SYgsodwdJOa7V0bW/G1SOEEEIIkQkkUSNyFztnMLdKfR9za20/IYR4VZvHQGgA5C0MTSeaOppUxcTFs2TPVQB61/dCZ4QZqXQ6nb77044Ld1+5vBTZOELFDtqyDCoshBBCiGxOEjUid3EqAlW7acsFyhPTcwvbS39FTI9/wLmktr7km9p+QgjxKi5vg4MLtOVWs7RkQha24dRtboVF4ZzHilZVChmt3AalEsapCTZamcmq3kv7eWY1PMrApJAQQgghRAaTRI3IXaIfwskV2nKjkeBehTC7YuBRFdrOB3Rwfp32BUsIIV5WVBj8PUBbrt4bSjQybTwvoJRi0a4rALxX2xMbS3OjlV2vpAtmOjh/5yFBYZFGK9eAe2Uo5APxMXBkacbVI4QQQgiRwSRRI3KXw//TvkA5e0Pp58aKKFQNavTRltd9qk2nK4QQL2PjSAgPhHxe8OaXpo7mhQ5fC+V4YBhWFmZ0reVp1LLz5bGiUmEnAHZleKuap1N1H14C8Rk0eLEQQgghRAaTRI3IPWKfwH8/aMt1B4JZMi//10eDgzvcvwy7p2VufEKInOH8Bji2DNBB6zlgbW/qiF5o4a4AANpUKYSLvbXRy/ctlTBOTQZO0w1Qvg3Y5oOwG3Dxn4ytSwghhBAig0iiRuQep1ZB+E2wLwiV3k1+HxtHaDpJW949He5dyLz4hBDZX8R9WD1QW64zADxrmzaeNLgW8phNZ24D0Kv+q0/JnZyEcWp2XwomNi4+Q+oAwNJGm10L4KAMKiyEEEKI7EkSNSJ3iI+HPd9py7X6g0Uqd4zLtQLvJhD3BNYOAaUyJ0YhRPa37lN4fBdcSkOj0aaOJk0W77mKUloypVRBhwypo3JhRxxtLQmLjOF4YFiG1KHn01P7eWkLhF7N2LqEEEIIITKAJGpE7nBpM9w7C1YOUK1H6vvqdNB8KljYwrXdcHx55sQohMjeTq2C03+AzhzazNVad2RxYZEx/H7oBgC962VMaxoAC3Mz6pV0AWBnRnd/ci4BJV4HFBxanLF1CSGEEEJkAEnUiNwhoTWNTw+wdXrx/vk8oaG/tvzPaK07gxBCpOThHa01DUCDoVCoqmnjSaPfDl7n8ZM4ShW0p763S4bWlWnj1AD4PJ2q++hPEBud8fUJIYQQQhiRJGpEznfjIFzbA2aWWrentKo9AAqUg4gQ2Px5xsUnhMjelII1AyEyFNwqQf2hpo4oTWLi4lmy5yoAvesVR6fTZWh99UtpiaATgQ8IffwkQ+uiVFPIW0i7fp/5O2PrEkIIIYQwMknUiJxvzwztZ6V3Ia9H2p9nbgktnj736DK4ttfYkQkhcoJjv8CFjWBupXV5srAydURpsuHUbW6FReFib0XLKum4Nr4kd0dbShd0IF5pgwpnKHMLqNZdW5ZBhYUQQgiRzUiiRuRswRfh3Dptue7A9D+/aM1nH/bXDNam+BZCiAQPbsDGEdpyo5FQsLxp40kjpRQLd10BoGstT2wszTOl3galMmmcGoCq74OZBdz4D26fyvj6hBBCCCGMRBI1Imfb+z2goHRzcC39cmW8ORbyuELwedj7nTGjE0JkZ/HxsHoARIdD4epQ5yWSwSZy6FooJwLDsLIwo2stz0yr17dUAQB2XryHyugZ9RzcoMzb2vIhaVUjci8LCwuDh62tLUFBQQAcP36chg0b4uDgQKVKldi0aVOKZUVFRdGvXz/c3Nzo0aMHn3/+OfHx8Snu7+/vr18+fPgwlSpVwszMDJ1Oh4WFBZaWluTPnx97e3s+/vhj4x20EEJkc5KoETnXw9vPZmyqO+jly7HNB29N0JZ3ToX7V149NiFE9ndoEVzZrs0Q13oumGVOqxRjWLQrAIC2rxXCxd460+r1KZYPG0sz7oRHc/7Ow4yvsHpv7eeJFRCdCfUJkQXFxsYmeYwfP55evXrh7u7O48ePadWqFYMHDyYkJISff/6ZYcOGcf78+WTL+vTTTwkNDeXMmTNMmzaNI0eO8O233ya776ZNm/jhhx/0v3fp0oUZM2YQFhZG27ZtmT59OjExMVy8eJGSJUvy9ddfZ8jxCyFEdiSJGpFz7Z8LcU+gSE0oWuvVyqrYAYo3hNgobWaXjL4TLITI2kIuw+YvtOXGX4JLSdPGkw7XQh6z6cxtAHpm4JTcybGxNKd2cWcAdpzPhO5PxeqDSyl48ghO/Jbx9QmRxUVERDBr1ix9S5ezZ89SpEgRWrdujZWVFRUrVqRVq1Zs2LAh2edXrFiR+fPnkz9/fvLly0ffvn3ZsWOHwX7379+nT58++pZzwcHB2Nvb8/rrr+Pg4ECPHj30yaBhw4bxxRdfkDdv3gw6aiGEyH4kUSNypqhwOPijtvwqrWkS6HTw9jQwt4bLW+HUqlcvUwiRPcXHwV8fQkyElgio3sfUEaXL4j1XUQoalHKlVEGHTK+/wdNpundezIREjU4HPj215YOLJMkucr158+bRvHlzihQpAkD58uW5c+cOS5cuJTo6moMHD7JkyRIKFiyY7PM/+OADnJyciI+P59q1a0ybNo233nor2f3ef/99/e/Ozs48fPiQ7du38/DhQ5YsWUKDBg3YuXMnISEhtG3bNmMOWAghsilJ1Iic6cj/IDpMu5NaqplxynQuAQ2eTru78TOIfGCccoUQ2cu+2doAtVYO0Go2mGWft9KwyBhWHLoBQO9Mbk2TwPdpouZgQCgRT2IzvsLKnbTuaXfPwPX/Mr4+IbKo6OhoZsyYwWeffaZfZ2try5IlS+jVqxc2NjbUqFGDmjVr0qFDh1TLGj58OIMGDSI0NJRu3bol2fbTTz9x5coVxowZo1+n0+n4+eefGTJkCMWLF6d48eK0bt2aoUOH8v333xv3QIUQIgfIPp8uhUir2Cew72mf6DoDjfslqu4gcPaGx3fh36+MV64QInu4exa2jtOWm06AfJk3EK8x/HrgOhFP4ihV0J763i4micHLJQ+F89nyJC6e/66EZHyFtk5Qsb22LIMKi1xs0aJFNGrUCC+vZ0na69ev06lTJxYvXsyjR4/Yv38/7u7uPHyY+phOkydP5ocffqBatWq0a9cuSXn+/v4sW7YMS0vLJM/x8fHh6NGj3Lt3j2+++YZvvvmGTp06UbRoUeMeaCYw5gDNcXFxTJgwgT59+uDh4UHPnj0JCwtLcX8ZoFmI3EESNSLnOfk7PLwF9m5Q6R3jlm1hDS2ma8uHfoQbB41bvhAi64qLgT8/0Ma+8m4Cr71n6ojSJSYuniV7rwLQu15xdDqdSeLQ6XT6VjWZMk4NQPVe2s/Tf8GjTKpTiCwkJiaGqVOnMnLkyCTrp02bRp8+fejatSt58uShRo0avPfee/Tpk3qXTnNzczw8PFi0aBGBgYEcP34cpRTdu3dn1KhRlClTJtXnX758mQ0bNjBgwAD8/f3x9PSkcePGXL9+/ZWPNTMYc4Dmr7/+mr179zJp0iROnTqFubk5PXr0SHZfGaBZiNxDEjUiZ4mPh70zteVa/bXEirF51YfKnQEFawdrX96EEDnfrmkQdAxsnMBvpjb+STay4dRtgsKicLG3omUVD5PG8mycmuDMqdDjNfCoCvExcPSnzKlTvLTMbK1w69Yt3n77bezs7ChevDhLlizRb8tJrRWWLl1KrVq1KFWqVJL158+fp379+knW+fj4sGXLFoMyQkNDOXfuXJJ1ZmZmVKhQgaCgIL7//nt27tzJp59+io2NDTY2Njx+/BgbGxtOnDiR5HkDBgzgu+++49dffyUwMJCLFy8yYMAAevXqZaQjzjyvOkDzd999x6JFi3B2diZ//vzMmTOH/fv3c//+/ST7yQDNQuQukqgROcvFf+DeObDOCz7J340wiibjtWm775yC/+ZkXD1CiKzh1jHY+Y22/Pa3kNfdpOGkl1KKhbuuAPBerWLYWJp2KvE6JZyxMNMREPyY6yERmVNpwlTdhxdrA0KLLCszWyu0a9eOypUrExISwt9//824cePYuHEjkHNaK8TFxTF58mRGjRplsK148eIGyZfjx4/j6upqsO/jx4956623iIt79v8TGxvLsWPHKFu2LAMHDiQ2NpaoqCj9I0+ePERFRVGpUiX9c3755RdKly6Nj48P+/fvp3PnzlhZWdGqVSsuXbpkxCPPHK8yQPOjR4/o3bt3km0WFha4u7tz586dJPvKAM1C5C6SqBE5y54Z2k+fHmDjmHH15HGGxk/Hqdg+ER5kj6a6QmQ3xryzDjBmzBhsbGwYP358stu7dOmSpK63334bYqM5/N17VJr9ALOvwtFV6pDt7qwfuhbKicAwrCzM6FLL9ONBONhYUtUzHwA7MmP2J4AKbbXWUA+uw6V/M6dO8coysrXCvn37ePz4MV9//TW2trZUrFiR2bNnM2HChBzVWmH58uVUrFiR8uXLG2wbMGAA48ePZ9OmTURFRXHs2DG6devGgAEDAK0VR7169bh48SKFCxemZs2aDB48mNDQUMLCwhgwYAB169bF0zNt43U9ePCA6dOn66/BVapU4X//+x+PHz/m999/1yc7sotXHaDZ3t6eyZMnJ1l3/fp1AgMDKV68uH6dDNAsRO4jiRqRc1zfD9f3gbkV1Oyf8fW91hWK1tGm6F0/XKZ9FSIDGPPOOsCXX36ZajLn9OnTXL58WV/funXrYNsEuiw6w4zWBQm7FZAt76wntKZp+1ohXOwzoEvoS8j0cWosbaFKF2354MLMqVO8soxsrbBr1y5atmyZZLymxo0bc+rUKfLkyZNjWiucOXOG0aNHJ7utbNmyzJ8/n+HDh+Pk5ETHjh3p3bs3AwcOBCAqKopz587pu4stWLCAiIgIypUrx0cffYSFhQVz5qS9ZbG/vz+jRo3C3t4egB49epA/f348PDyYOnUqCxdmr/9NYw7QDFrrpx49ejB06FCsra315eWGAZqFEElZmDoAIYwmYWyaSu9mTrcEnU4bWHhuPbiwAc6thbJ+GV+vELlUwp31ffv2AUnvrANJ7qyXLl063eXHxcVx48aNpB9wr+8nePMM7K3g9cHzwa0YPXr00HeNyA531q+FPOafM1oT+p4mmpI7Ob6lXJmy6Tz7LgfzJDYeK4tMuHfk0xP+m611kw29lu1m7cptElorbN++Xb8uobWCr6+vflrodu3apdpaISbm2VhyiVsrXL9+HR8fnyTPMTc3x8vLi+vXr/Pzzz/Tp08fAgMD6dGjB61bt6ZevXqsXLkyYw44g0yYMCHV7c2aNaNZs2bJbvPw8CA4+NlYUo6OjixatIi5c+eyfv16mjdvbpA8SOzRo0f65cjISCpXrqy/ZoN2vufOncvcuXPTeDRZR8IAzQnvBwkSD9AMUKNGDQD69OnzwtfOyJEjsbS05JNPPgF4qQGat2/fjr+/P7/++iulSpVi0aJFkrgRIhuSFjUiZ7h3Ac6t05brDMy8eguU0absBq1VTfSL75YIIV7Oq9xZT4srV65QpEiRZ3fXnzyGvz7A2VbxUOfA9jv22fLO+uI9V1FKS4yUKuhg6nD0yrnnxcXeisdP4jh8LTRzKnUpCcUbAgoOL8mcOsVLy+jWCpGRkdjZ2RnsZ2trS2RkpLRWMDJbW1s+/PBDU4dhNMYYoDmxf/75h3Xr1rF8+XLMzLSvaLl1gGYhhCRqRE6xdyagoPTb4FrqhbsbVYOhkM9LmxJ8a9bu/iBEdvWq4wCkxenTp7ly5Qpubm4UL16cqf3fRoVcRpe3ED//9me2HAcgLDKGFYduANC7ftZpTQNgZqajvnfC7E+ZOGW2z9MvLUeWQmx05tUr0sXY00mDYWsFW1tboqKiDPYLCQkxSOBk9+mkhXEZa4DmBP/++y/Lly/n77//Jl++fPr1uXWAZiGEJGpEThAeBCd+05YTWrdkJktbbRYYgAPztNlhhBBGZew768nx9PRk+/btXLt2jfXzxvL7pl0sPBIDrWbhU69Rtryz/uuB60Q8iaN0QQfqlXQxdTgGMn2cGoDSzcHBHSKC4eyazKtXpEtmtFYoWrQoAQEBSfaLiYnh9u3bBoPjSmsFkZixBmgGbQyhbt26MWzYMEqUKJHuWHLaAM1CCI0kakT2t38uxD2BorWhaE3TxFDyDajQDlQ8rB0sU78KYUQZcWc9Oa+99hpVq1bFWkVT5tQ3LPCzZe7ZvNr/dyLZ5c56TFw8S/ZeBaBXPa8kA6ZmFfW9XdDp4ExQOHcfGrZsyBDmFlCtu7Z8cFHm1CnSJbNaK9SrV89gfJFNmzZRuXJl/UCuIK0V9B7c0G5G3ToGQcdxjLgKQcefrXtww6ThZSZjDdB89+5d3n77be7evcvo0aOxtbXVzzq4dOnSNMWS0wZoFkJoZDBhkb1FhcOhH7VlU7SmSeytiXBxC9w6qs0oUrOfaeMRIodI7c56mzZtkqxLy531F9o0EsJuULyYJ4EPDVt6JHdnfcOGDfTq1YvNmze/Wt1GtP5kEEFhUbjYW9Gyioepw0mWs701FTwcOXkzjF0XgmlXrXDmVFz1fdjxDVzfC3fOQMFymVOvSJMXtVZo0qQJxYoVw9fXl3Pnzhm0VmjZsiWLFy/G29s71dYKderUAWDixIkMGTKEK1eu8OmnnzJr1iz9PgmtFbZt2wY8a63QsGFD1q9fn3taKzy4AbOq6bsLWgINARJPsmdhDQMOg1POPyfGHKA5ICCAmJiYNA3ODDl7gGYhxDPSokZkb4cXQ3Q4uJQG77dMG4tDQXhzjLb87zgIv2XaeITIAYx9Zz0la9eu5csvv4QLm+DoT4CO3W49KVUq6exR2eXOulKKRbu1Lh3v1SqGjaW5iSNKmb7704VM7P6U1wPKNNeWD0mrmqwmM1srrFy5kt27d5M/f37efvttRo0aRePGjfX1SWuFpyJCXjymU2y0tp/INDltgGYhxDPSokZkX7HR8N8cbbnuQDDLAnnHaj3g+HIIPAgbR8A7aWu2KoRInjHvrKematWq9OrZkwqX59KiqOJAvpb0+2Ims2fP1u+Tne6sH7oWyonAMKwszOhaK2uPo9OglCuztl1i18V7xMUrzM0yqYuWTy9tjJrjv8GbX4K1febUK14oM1srFCpUiHXr1iVblrRWEEIIYSpZ4JutEC/p5O/wMEgbFLLiO6aORmNmBi1mgM4czvyt3Z0XQrw0Y91ZfxEPDw9WfVydyf/exembR/Scu48xY8bQokUL/T7Z6c76wl1XAGhXtRDO9tYv2Nu0XivqhIO1BaERMZy6+eK/ldF4+YJzSXjyEE6uyLx6RbaR61srxEZrEzbcPgk3D6ftOYGH4OYRCLkMj4Mh9knGxiiEEDmUtKgR2VN8POz5Tluu9SFYWJk2nsTcKkDtD2Hv97BuKBSrB1Z5TB2VENmSMe+sJ/D19TVM/pz+k3pxuznQ1xF6bYbC1ZJszk531q+FPOafM3cA6Fk3a03JnRxLczPqlHRm0+k77Lxwj8pFnDKnYjMz8OmpjUl0cJHWIjILDrgshFHEx0PUA61rUsLjcXDS35NsC9GSmOm1/lPDdZZ2YJ0XbBwTPRL9brDNMek2S1v538zhLCwMv5JaWlpy5coVLly4wBtvJB3UXylFxYoVOXr0qMFA+Q8fPmT48OH88ccfxMTE0Lt3b77++mt9a7rAwEAGDBjA9u3bKVCgAJ999hk9evQAtMHE+/fvr58NztzcHDMzMxwdHXn48CFff/01n36azGtciAwgiRqRPV3YCMEXtDfwhNk7spKGn8HpvyDsOuyYDI2/MnVEQoiUPLoLaz/Rlut/YpCkgex1Z33xnqsopY394l3QwdThpIlvqQJsOn2HHRfu8fEbqXdTM6rKneDfr+DOKbhxwHQzBwqRHkpBTETSpIo+yZI4+XL/WTIm8r42M2V66czBLj9Y5oEHV1+8f77i2kycUWHPEj0xEdrj0e301w9gZmmY3EmS4HFKPfFjZZ81usc/78GNZ2P6xMY+m0UrIWlh55wrBmYGiI2NTfL7pEmTCAwMxN3dHXd3d4PtTZs2pXfv3snOZti7d2+cnJw4efIk69atY+XKlYwbN46vvvqKJ0+e0LhxYwYMGMDPP//M+fPn6dixI87OzjRs2JD+/fvz559/UqhQIVq1asWIESPw8/PjwoULdOvWjcGDB2fkaRAiCUnUiOwpoTWNT0/tzTmrscoDzafA8o6wbzZUehcKGo6xIYQwMaVgzWDtS0zBitBguKkjeiVhETGsOKRNkdu7ftZvTZOgQSkXAI7eeEBYZAyOtqnPemI0dvmhQns4tkwbVFgSNTlHdvoSHBcDkaHPtXAJ1hItBq1f7mvbYl9yOntrR+11b+cMeVy0nwm/2yX8nrAtv7a/mZk2/fZ83xeX32ExeFTRluPjtAkfosKePhItJ1n/3CPxNhUP8TFPz4dhC8m00T1L5Fg/32ontZY9ebUkkHVeMDfyVyaZRStFERERzJo1i3379iW7/eDBg9y4cYN27dol+9xt27YRFBREfHw8+fPn58cff6RGjRp89dVXrFu3jhIlSvDRRx8B2vh03333HXPmzMHDw4OqVatSuXJlADp16sT58+fx8/NjwIABzJw5E3PzrDswv8h5JFEjsp/r/8GN/8DcCmr1N3U0KSvdDMr6aYNVrhkMPTdlzTs6QuRmJ36D8+u0O7Zt5matbpQvYfnB60Q8iaN0QQfqlXQxdThpVjifHSVc83D53mP2XgqmWUX3zKu8ek8tUXP6T3hrIuRxzry6RcYw5ZdgpbQEQ+KkyvNdip5v/RL1kmMzmVs9S67kcX6WZLFzSZR8SZSQsc2fudc4M3Owzac9XoZS8ORxykmc1BI8UeFaV6+4J4B6tv5lWeZJPrljkOBJ3Mon0TZLm6TlpWcWrVyWqJk3bx7NmzdPcYD+8ePHM2rUqGRb08THx6OUMlh///59QGsd269fvyTbihQpwp07d/D29ubIkSOcPHkSd3d3fv31V7799lt++uknypQpQ/Xq1Y1wdEKknSRqRPaT0JqmckdwcDNtLC/SdDJc3gaBB+DI/8Cnh6kjEkIkCL8F65+2oGn0mTa+VDYWExfP//ZeBaBXfa9kP8RmZQ1KuXL53mN2XryXuYmaQtXAvQoEHdOmZq83OPPqFhnDmF+CY6Ke61J0/8Xju8THpl5msnRaQiNPolYtzz/yuCRt/WKVJ/PGbrFz1pJbqZ1XC2ttP2PR6bTZ2KztwbHQy5URE/VcEufBC1r2PLftyaOn5TzWHg9vvVwc5tZJEzxkr+tzZomOjmbGjBls37492e0nTpzg3LlzvPvuu8lut7e3p3r16nz88ceMHTuW+/fv07NnT+rXrw9oXaaet3btWnx8fHB0dOSHH36gXbt2PHz4EH9/f7y9venfvz87duww2jEKkVaSqBHZy73zcH49oIM6A00dzYs5FoLXR2tTdW8ZA2XeBvsCpo5KiNzn+W4QjwMw/2MmRIeBa1kob9iEOrtZfzKIoLAoXOytaVXFw9ThpJtvKVcW77nKjvP3UEplbqKpei9Y/TEcXqy9t0jrx9whYCfcOpp665eYxy9XtpV98l2K7PI/l4xJaO3ipLVAyaqcimgtkJ5eR2NiY9mzZw9169bFMit2J0tgaaM9HAq+3PPjYp8mcx6kI8Hz3HoUxEXD43vaIz3+mwMlGmnd511KacmwHGzRokU0atQIL6/ku+6OHz+ezz77LNUuSP/73//46KOPKFu2LPHx8YSFhbFz585k9z1z5gzTp09n//79gJbIuXDhgn577969+fzzz3FwyB7jvYmcRRI1InvZO1P7WeZtcMnEASdfRY2+cHy51jd+00hol3Wm8BUiV0ipG0SCe2fhhxrZeiwApRSLdmuzVLxf2xNriyz8hS8FNb2csbIw41ZYFJfvPaJkgUz8YFyhPWwaDaFX4fJW8H4z8+oWprP587TtZ2aRepcig0d+baainMapyLNrZEwMYXY3wb0yWGbSmFKmYG7x9G+e/+WeHx+vtcp5PsFz+yRs+/rFzz/xq/YA7XXo7A0Fy2mJmwLltZ+OhXPErFgxMTFMnTqVjRs3Jrv97NmzHDlyhF9++SXVclxdXVmxYgUxMTHUrl2bypUrU69ePYP9QkNDad26Nd9++y3FihUz2L57925CQkJo1qwZvXv3ZtOmTdSsWZMFCxaQL99LducTIh0kUSOyj/AgOP6btlx3sElDSRczc2gxAxa+ASd/hyqdocTrpo5KiNwjF4wFcPBqKCcCw7CyMKNLzaKmDuel2FqZU9MrP7suBrP9/L3MTdRY2WnX5v1ztEGFJVGTOxQoD05Fkxnf5bnWL9Z5c8QXYWECZmZPuzzlBRK9vzi4py1RU64NPL6rzUwXFabdWLh3Fk6teraPtWOi5E05KFgBCpTNmpNtpGLp0qXUqlWLUqVKJbt9woQJDB8+PNmpvJPzxx9/EBAQkGziJyYmhrZt29KmTRu6du2a7PahQ4fy+++/M2XKFFxcXAgICGDOnDkMGzaMhQvlpqvIeJKoEdnHfz9oI/8XrQNFstmAXoWqQvU+cGAerPsU+u8zHFhOCCFe0sJdVwBoV7UQzvbZt2m8bylXdl0MZufFYHrXL565lfv01BI1FzZqrbCyadJOpEPrH57NUCREVlRvsPYaVQrCb8KdM1rS5u4ZuHMagi9oXa2u79MeiTkVfdbqpuDTBE7+EsafwcoI4uLimDx5Mn/++Wey2y9fvszu3btZtGhRmsp79OgRQ4cO5YMPPsDR0dFge9++fcmfPz+TJk1K9vlTpkyhY8eOFClShP379zN58mQsLCzo2bMnNWvK7IAic2S9/1QhkhMVBocWa8t1B5k2lpf1+mg4uxruX4Fd38Lro0wdkRAiB7ga/JjNZ+8A0LNu9pmSOzm+pVwZv+4s+6+EEBUTh41lJnbhci0FXg20cUsOL4E30tgtRmRBhrO+CJGt6XRaFyfHwlCqybP1sU+0ZM3dpwmcO08TOA9vwYPr2uPChmf7m1uDa2ktaZO4C5V9AZO2Glu+fDkVK1akfPnyyW6fOHEin3zyCVZWhrOW3b9/n5YtW7J48WK8vbVhEb744gvq1q1LjRo1DPb/+uuvOX36NNu3b092LLQrV66wYcMG/YDGVapUYeHChUyYMIF58+ZRtWrVVzhSIdJOEjUiezi0GJ481Ab99G7y4v2zIpu80GwyrHgfdk+Hih20LwZCCPEKluy9ilLQsLQr3gWz94CHJQvY4+5oQ1BYFPsD7uNbyjVzA/DppSVqjiwFX/9sP117rqQUHEzbXXchTMZYs2hZWGkzFrpVAN55tj7i/rNWNwmPu2e1wbFvn9AeSeJxedbqpsDTBI5rGa1baCY4c+YMo0ePTnZbfHw8oaGh9OnTJ9ntUVFRnDt3jrCwZ9Ove3h4MGzYMA4cOJBk399++43PP/8cnU5H3rxJu4bFxmqztX388cfMmDFDP2DxiBEj6NGjBwULFqRWrVr89NNPL32cQqSHSRM14eHh9O/fn7///pu8efMyaNAg/P39Dfb76quv+Oqrr5Ksi4+P5+OPP+a7774jPj6er776ioULFxIVFUWbNm2YPn069vb2mXUoIiPFRmuj3gPUzeazcZRtCd5vwcVNsHYIdF8r/d6FEC8tLCKGFYduANC7XiZ3FcoAOp0O31Ku/HrwBjvO38v8RE2Zt8HeDR7dhnNroEL2nw0sV1EK/v1Sm2b9RYw9lbQQ6ZHRs2jZ5Ydi9bRHgvh4eHD1Waubu08TOCGXtRnPAnZqDz0dOJd4Nu5NQhcqp2JG/yw+YcKEFLeZmZmxatWqFLd7eHgQHBycZN3QoUOJiYkx2Pfdd99NcWpvgNu3b9OpUyeqVaumX2dvb8/vv/+eWvhCZAiTJmr69u2LjY0NN2/e5MGDB7Rv3x4nJyf69euXZL8vvviCL774Qv/7o0ePKF26NMOHDwdg2rRpHDlyhAMHDuDk5MS3337Lxx9/zOLFizP1eEQGOfGb9qHZwUObmSM70+mg+RSYvROu7YZjv8BrXUwdlRAim1p+8DoRT+Io4+ZA3ZI540tng6eJmp0X0zmNrTGYW0LV92HnN3DwR0nUZCdKwZYxsOc77XffEVC6GZCNppIWuUtmz6JlZgb5i2uPsi2erX8SAffOPU3eJHShOq0lkUIuaY+zq5/tb5lHG6y4YPlnjwLlXn5mrCzEzc0t2cGFhTAFkyVqbt68ybZt27h27Ro2NjY4OjqydOlSmjVrZpCoed6cOXNo2bIlhQoVAmD79u0MGTIEDw8PAPz9/XF3d8/wYxCZID4e9jydkrv2hzmjGXo+T2g4QvtA+c9oKNVUm3FCCJExbh4xdQQZIiYuniV7rgLQs55Xsn3ts6O6JV0wN9Nx6e4jbj6IpJBTJk9zXK27No7Ytd1w9xwUKJO59Yv0U0p7P903S/u92RSo2ffZ9twylbQQL8PKTpv0olCisVeUgkd3n7W6SRjE+N55rfvUzUPaIzEHj2fj3iR0oXIplTM+uwthAiZL1OzZs4fGjRtjY/Ns5puyZctib2/PxYsX9YNBPS8yMpKZM2eye/du/To/Pz/Gjx9PyZIlyZ8/P2PHjsXFxSXDj0FkggsbIOSiNvVgte6mjsZ4an8EJ1Zob4Cbv4DWs00dkRA5U2Qo7Eh+VocksmE3iPUng7gdHoWLvTWtqniYOhyjcbS1pEoRJw5fC2XnhXt0qpHJ0407FtJaYpxbC4d+hObfZG79In2Ugk0jtZkhAZpPhRrJj2UhhEgjnQ4cCmqPEq8/Wx8XC/cvJxr35mkC58F1bQDjh7fg0pZn+5tZaMmaxFOHFywHeQtJ138hXsBkiZrr169TsmRJg/WlS5fmypUrKSZqFixYQJMmTfD09NSv69u3L6tXr6ZYsWIAODk5pTi9m8hmEpowV+8F1tl7kMwkzC2hxXT4sQkcWwZVOkOxuqaOSoicZ91QeHQHHItC2/lgaZsjukEopVi0OwCA92t7Ym2RibMjZQLfUq4cvhbKjvMmSNSANlX3ubVwfDm88QVYy5h3WZJSsHEE7J+r/d5iuva3E0JkDHMLbdYo19JQoe2z9VHh2mDFiacOv3NGmzr87hntkZiNo+HU4QXK5qzP+kK8IpMlaiIjI7GzMxxJ3NbWlsjIyGSf8+TJE6ZNm8aWLVuSrPf39yc2NpbLly+TP39+Fi1axK1bt1KsOzo6mujoZ6Osh4eHAxATE5PswFNZSUJ8WT1OY9Dd+A+LG/tR5lbEVusFGXDMJj2f7lUxe60b5kf/h1o7mNje28E8+zcPzU2v0cwg5/Pl6U6vwuLUSpTOnLg2C1Ae2uCAMU+7QcS4lEvaDSIbneODV0M5ERiGtYUZ71TzMOnrIyNeo3WK52MasPtSMBFR0ViaZ/Ig8kXrYZHPC11oALHHf0O99n6mVi//92mgFGabRmB+WJvhKbb5NFTl95L9P5bzaXxyTo0r259Pc1twr6o9EigF4TfR3T2jPe5pPwm+iC4qDK7v1R6JKCdPVIFyKNdyqILaT/J7aS1z0iIsUD9Ac2xsLI4RV4m9cRgS35RxLGyMIzaabPs3FxlOp5RSpqh46tSpREREJBkkGKBZs2YMGTKEJk0Mp2CeN28eu3fvTjIt2r1796hQoQIXL15MMs1aQneoypUrG5QzduxYvvzyS4P1v/zyS7LJI2EaNS5Pxz38KFedG3K8aM68Q2YZ+5jXz/pjExvOWff2XHBraeqQhMgRbJ6E8Pq5UVjGRXDOrTXn3du++EnZyMJzZpwMNaNOgXjeLRFv6nCMLl7B6EPmPI7VMbB8LCXyvvg5xlbizgYq3FrOA9ui7Cg9TprpZyUqnkqBS/EK3opCx7GiPbnu7GvqqIQQaWAWH4N9VBB5o26QN/LpIyoQ25jQZPeP01ny0KYQ4bZFCLctTLhNEcJtixBt6ZhkP9snwbxxxh9zlXLiI05nyb/lJhNplXWGyIiIiKBz586EhYUZTBkucreXalFz9OhRvvzyS06cOMGVK1f4+eefqVy5MhUqVEhzGUWLFmXDhg0G6wMCAihe3HCK0djYWKZMmcLatWuTrL9y5QrlypUzeGH7+PiwZcuWZBM1n332GZ988on+9/DwcIoUKUKTJk2y/D9ITEwMmzdvpnHjxljm5AHx7p3H8uhRFDoKdZhEIWfDbnLGkBXOp664Dv7+gDJ311Cy9XBtNP5sLCuc05xEzudLUPGY/9IOs7gI4j2qUuL9OZQwf3busvs5vRYSwan/tHHaPn+3HiULmLZbTkadzy2PT7Du5G1iXUrR/M2MeQ9IVUQt1Mw/cIq8zttVCqIK+WRa1dn9NZqhVDxmG4Zi/jRJE9diJhUqdyK1T6ByPo1PzqlxyfmEmIj7+lY3uqfdpXT3zmEeE4FT5FWcIq8m2V/lcUW5ltVa4BQojzKzxfx06q1TzFUMjWpW1gYWzyISenYI8bx0J2oOHDhAhw4dmDVrln4e+nz58tG0aVNWr15N1apVX1CCpm7dugwdOpTY2FgsnjZHO3XqFNHR0cmOXfPzzz9TtWpVypRJOvuCl5cXly9fTlIOwJEjR3jnnXeSrdva2hpra2uD9ZaWltnm4pidYn0pB+YAoCvbAku3shlenUnPZ5WOcPJXdFe2Y7nJH977M0fcuc3xr9FMJuczHfbNhqu7wNIOs3YLMbNJvqVkdj2nP+2/gVLQsLQrZQvlM3U4esY+n43KFGTdydvsvhzC8GYZ/z5gwLGgNgbD8eVYHP0fFKud6SFk19dohomPh7WfwNGlgA5d6zlYVOmU5qfL+TQ+OafGlavPp2NB7VGy0bN18fEQGpBo3Junj/tX0D2+h+7xPbi6M13VWFpYZKnZ33Lt31u8ULo7fX/22Wd89913+Pn5kdBrqnnz5kyZMoXhw4enuZxChQpRp04dhgwZwqNHj7hx4wZ9+vRh9OjRAHTu3JkVK1YAEB8fz8SJE/XbEitQoAC+vr707duX27dvEx4ezjfffMOxY8fw8/NL7+GJrCDsJpz4TVuuO9ikoWQKnQ7engbm1nBlG5xaZeqIhMi+7pyBLU+7tr71NTiXMG08RhYWEcOKQ4EA9K6XvVvfvUgDb61p+smbYYQ8in7B3hmkem/t56k/IOK+aWIQmvh4WPMxHFkKOjNoMw/SkaQRQmRDZmba+3hZP2g4At79CQYegZE3oc9WaPk91OwPxeqDddbuFSFEeqU7UbN//36aNm0KgC7RXf/WrVtz4MCBdJU1b9487t+/j5ubGzVq1KBt27b06tULgAsXLhAUFATAtWvXeP3116lUqVKy5cyZMwdzc3PKli2Ll5cXu3fvZuvWrVm+G5NIwf45EB8DnnWhcMY1NY+LV+wPuM/hYB37A+4TF2+S4Zo0ziWgwVBteeNnEPnAdLEIkV3FRsMffSAuGko1hWo9TB2R0S0/eJ3ImDjKuDlQt2T2mk48vQrktaGse16U0gYVNolC1cCtkvaaOvazaWIQEB8Hf38ER5c9TdLMh8rvmjoqIYSpWOXRrs9V34dmk6D7Wui22tRRCWFU6e76ZGdnR2RkJDY2NknWh4WFGax7EUdHR37+OfkPPocOHdIve3l58cMPP6RYjr29PQsWLGDBggXpql9kQZEP4NASbTkDW9NsPBXEl2vOEBQWBZiz9OIh3B1tGONXjqYV3DOs3lTVHQQnVkDIRfj3S22aUSFE2m0dr00Nauei3WXLAV0IE4uJi2fJnqsA9KrnleRmSU7VoJQLZ4PC2XHhHq2qFMr8AHQ6qN4L1gyCg4ug1kfaHV6ReeLj4K8P4cSvoDOHdgugQjtTRyWEyHJy/nuiyF3S/WmjQ4cOfP/99wbrp0yZQrt28sYpXtGhH+HJQyhQDrwbZ0gVG08F0X/ZkadJmmduh0XRf9kRNp4KypB6X8jCGvxmaMuHFsONg6aJQ4js6Opu2Pv0vanlTLAvYNp4MsD6k0HcDo/Cxd6allU8TB1OpvAt5QrAzgvBxJuq1WPFDlqT+tAArXuqyDxxsfBnv2dJmvaLJEkjhBAiV0h3omby5Mn8+++/dOrUibi4OObPn0+LFi04cOAAU6ZMyYgYRW4REwX752rLdQZmyN3wuHjFl2vOkNzH/YR1X645Y7puUMXqQZUuWjRrB0Nc6qPXCyGAqDD48wNAwWvvQZm3TR2R0SmlWLDrCgDv1/bE2sLcxBFlDh/P/NhZmRP8KJqzt000M4ZVHqj8dCyUQz+aJobcKC4W/uwLJ38HMwvosBjKtzF1VEIIIUSmSHeixt7enm3bttGuXTv69u3LyZMnee+999i+fTv29qadIlRkcyd+g0d3IG+hDLtjdiDgvkFLmsQUEBQWxYEAEw4a2Xgc2ObXunD8l3KXPyHEU+uHQdgNyFcMmk40dTQZ4kDAfU7dDMfawowuNYuaOpxMY2VhRp0S2lg8Oy7cM10gPj21n+fXQ1ig6eLILeJi4I/e2uD6ZhbQYQmUa2XqqIQQWZmds9Y6PTUW1tp+QmQD6R6jZuXKlbRv317/EMIo4uNh70xtufZHYGGVIdXcfZhykuZl9ssQeZyhyTht4MTtk7Q7iE6554uZEOly6g8tyaszg7YLwNrB1BFliIW7AwBoW7UwzvYv+CCawzQo5cqWs3fZeeEeHzYsaZogCpQBz3pwbTcc/h+8Pso0ceQGcTGwqhec+RvMLOGdpVCmuamjEkJkdU5FYMBhiAgBICY2lj179lC3bl1tSm7QkjRORUwYpBBpl+4WNb179+bBgwcZEIrI1c6vg5BLYOOojeCeQQo4pG3A67Tul2GqdNFmvYqJ0FoLKBPOSCVEVhV+C9YO0ZbrfwpFapg2ngxyNfgxW87eAaBXvWKmDcYEEsapOXQ1lEfRsaYLpLo2KyVHlkq31IwS+wRW9tCSNOZW8O4ySdIIIdLOqQh4VNEe7pUJsysG7pWfrZMkjchG0p2o+fbbb2nVqhV//PEHly9f5t69e9y/f1//ECLdlILdM7Tl6r0z9I54eGRMqmPC6wB3RxtqeOXPsBjSRKfTZn0ys4QLG+HsGtPGI0RWEx8Pf/WHqAfg8Rr4+ps6ogyzeE8ASkGj0q6ULJAzWwylxtM5D57OdsTGK/aaappugDItIE8BeHQbzq0zXRw5VewT+L279n5nbgXv/gylm5o6KiGEEMIk0p2oGT9+PNevX+fTTz/lzTffpEaNGlSrVo1q1arh4+OTETGKnO76Prh5CMytoeYHGVJFfLxi5r8X6bfscLIDCSc2xq8c5mZZYIo/19JQb7C2vMEfoh+aNBwhspQD8+DKdrCw1bo8mVuaOqIMERYRw4pD2pgovesXN3E0pqOf/emiCcepsbB61uLz4ELTxZETxUbDive11rXm1tBxOZRqYuqohBBCCJNJd6ImICAgxceVK1cyIkaR0+35TvtZpXOGTKn7KDqW/j8fZtrmC4A2Y8qszq/h7pi0e5OluY45XavStIK70WN4afU/hXxe8PAWbP3a1NEIkTXcPQubx2jLTcaBi7dp48lAvxy4TmRMHGXcHPSD6uZGDby1RM2OC/dQpuwKWq27Nh7S1V1w74Lp4shJYqPht/fgwgawsIFOy8H7TVNHJYQQQphUuhM1ALGxsSxcuJCuXbvSuXNn5s+fz5MnT4wdm8gN7pzRuvaggzofG734q8GPaTN7D5tO38HK3IzJ7SryVasKtKjkwW7/11nW04f2XnGY6SAmTlGqYBbrVmBpCy2macsH5sGto6aNRwhTi30Cf/SBuGgo2VjrLplDPYmNZ8lebRDhXvW80OmyQEs/E6ldwhlLcx037kdyNSTCdIE4FYFST7vjyFTdry4mCn7tAhc3PU3S/Aol3zB1VEIIIYTJpTtREx4eTr169fjrr79o0aIFbdq0YdOmTdSuXVsGGRbpt/d77WdZP3AuYdSid1y4R8tZu7l49xEFHKz5tV8t3q3+bPYkczMdNb3yU99N0cDbBYBVR7LgtKslXocK7UHFw5rBEB9n6oiEMJ1tX8Ptk9oU9q1maeM55VDrTwZxJzwaF3trWlbxMHU4JpXH2oLqxbSxw3acv2vaYHyeDip87Bd48ti0sWRnMZHwa2e4tFnrwth5BZRoZOqohBBCiCwh3Ykaf39/KlSowNq1a+nYsSMdOnRg1apV1K5dm2HDhmVEjCKnCrsJJ1doywljsRiBUoq5Oy7TY/EBwqNiea2oE2s+rkfVovlSfE7b17QvQX8cuUlcfBacYemtCWDtCEHH4MACU0cjhGlc2/usq2TLmeDgZtp4MpBSioW7te7E3Wp7Ym1hbuKITK+BfpwaEw4oDFryPF8xiA6DU6tMG0t2FRMJyzvB5X/B0g66/A7FfU0dlRBCCJFlpDtRs2rVKsaOHWuwfsSIEfz1119GCEnkGv/9APGxUKw+FKr2wt0tLCwMHra2tgQFBbFjxw79OnMLS/o3KkXA5JZE/vopy/vUpGDepOPRxMfHM3bsWLy8vHjvvff4Y+YY7M1iCQqLYs+lYMLDw+nSpQv29vZ4eHgwefJk/XOvXLlC3bp1sbCwQKfTYW5ujqWlJU5OTjg6OuLn52f0U4VDQXjz6ZgcW8dr0xILkZtEhcMf/QAFVbpqrfBysAMB9zl1MxxrCzO61PI0dThZQsKAwvsuhxAda8KWhWZm4NNTWz64yHRxZFdPIuCXd+HKNrDMA11Wgld9U0clhBBCZCnpTtQ8fvwYR0dHg/VOTk5ERJiw37jIXiJD4fASbbnuoDQ9JTY2Nslj/Pjx9OrVC3d3d3x9fQm4G06Tb7dRdNjflBixhoo16jFryjhsLC0Mypo2bRpHjhxhz549LFy4kGKeRbHYvxiAlYcD6du3L5aWlty8eZN9+/axcuVK5s2bB0CvXr346KOPePjwIR9//DGDBw8mJiaGu3fv4u3tzezZs41yigxU6wGFq8OTh9osUELkJhv8Iew6OHlCs0mmjibDLdytjU3Ttmph8uexMnE0WUMZNwcKOFgTGRPHoauhpg2mSldtdqKgY3DzsGljyU6ePIZf3oGAHWBlD11XQbG6po5KCCGEyHLSnaipX78+v/76q8H6v//+mzp16hglKJELHPoRnjyCAuWhZPpnd4iIiGDWrFn4+2sJi72Xgmk5azdngsJxzmPFqBqWxD0Mpn379sk+f/v27QwaNAgPDw+sra0ZNmwYV4/sBGDtvlNs3baNuXPn4ujoiKenJ0uXLmXixImANvNZ586dsbW1pW/fvpw/fx6ASZMm0blzZ4oWLZpsna/MzAxazACdOZxdDec3Zkw9QmQ1Z/6G479os+20nQ/WWWzQbyMLCH7MlrN3AOhVr5hpg8lCdDqdvvvTjgsmnKYbII8zlG+tLUurmrSJfgQ/v6PNmGXloCVpPGubOiohhBAiS0p3ouabb77hiy++YO7cuTx69IjIyEiWLVvGiBEjmDJlSkbEKHKamCj4b662XHfQSw0GOm/ePJo3b07hwoX5cXcA7/14gNCIGCoWcmTNx/X4a/EsRo0aleIsKX5+fowfP55r164RGRnJ6NGjKVjAldIFHXh47TSlXquDjc2z7lJly5bF3t6eixcv4unpya+//kpkZCTz58+nQYMGXLx4kY0bNzJoUNpaB700twpQ+yNtef1QGchS5HzhQbDm6f9VvSFQtJZp48kEi/cEoBQ0Ku1KyQI5OymVXvpxakydqIFnM46dWgUR900bS1YX/Qh+7gDXdmtJmvf+yBX/y0IIIcTLSneiplKlSvz7779s2LCBQoUK4e7uzq+//sq6deuoUqVKBoQocpwTv8Lju5C3MFRom+6nR0dHM2PGDD4ZOpyhv5/gq7VniItXtHmtEL9/UJvg6xc5d+4c7777bopl9O3bFzs7O7y9venUqRNLlixh3rx5tK9WmNjwe4SYGw48XLp0aa5cucKiRYuYPXs2hQoV4uHDhwwaNIgBAwYwc+ZMzM0zYcDPhiPAsSiE3YDtOb8LiMjFlIK/P9K6SrpXBt8Rpo4ow4VFxPD7IW32ud71i5s4mqynfkkXdDo4d/sht8OiTBtM4epQsCLERsHx5aaNJSuLfgjL2sH1vWCdF97/C4rUMHVUQgghRJZmOHhHGpQrV46///7b2LGI3CA+DvbM1JZrfwTmlukuYtGiRdSq2wD/f25zPDAMMx2MbF6WXvW80Ol0jB8/ns8++yzVpIm/vz+xsbGcO3eOQ4cOcfPmTW7dukUrv1r4xz3hdoQFl+89ooSrvf45tra2REZGUrJkSXbt2qVfv2zZMsqUKYOPj0+6j+WlWOWB5lNg+buwbzZUeldraSNETnNggTYrjIUNtF0AFjl/rJZfDlwnMiaOMm4O1CnhbOpwspx8eayoVNiJ4zcesPPiPd7xKWK6YHQ6qN4T1g7Ruj/V7K91URXPRIVrSZrAA9rMhe/9CYVfPHmAEEIIkdul+xNFREQEb731Fnfv3tWvu337Nm+//TbR0dFGDU7kQOfWwf3LYOMEVd9P99NjYmL4etI3nC7wBscDw3Cys2Rpz5r0rl8cnU7H2bNnOXLkCF27dk2xjHv37vG///2P33//neLFi2Nvb8+QIUNYvnw5QVfOU9I9Pyo2hpWHA5M8LyQkBDs7uyTrQkNDmT59OuPHj2fatGkUL16cmjVrcuLEiXQfW7qUbqrNeqPiYO1giI/P2PqEyGz3zsPmz7Xlxl+Ba2nTxpMJnsTGs2SvNohwwjVNGPLNKuPUAFR8R+vKc/+yNkCueCYqDJa11ZI0No5aSxpJ0gghhBBpku5Ezfjx4ylVqhQFChTQr3Nzc6NIkSJ8/fXXRg1O5DBKwZ4Z2nKNPmBtn+ruyflw7HTCHYrxyMaVMm4OrP6oHvW8XfTbJ0yYwPDhw7GwSLmx2JUrVyhXrhx58+ZNst7Hx4ctW7bwRvVyxD64wx9HAomLV/rtAQEBFC+etCvC8OHDGT16NMeOHWPt2rWcOHGC77//ni5duqT72NKt6WRt1ozAg3BkScbXJ0RmiX0Cf/TRupSUeB2q9zF1RJli/ckg7oRH42JvjV9ld1OHk2X5ltKu+bsvBie5RpuEtT1U7qgtH5JBhfUiH8BPbbT3JxsneH81FKpq6qiEEEKIbCPdiZrly5frZ9pJ7LPPPuOXX34xSlAih7q2V5vG1NwaavRL11OfxMbj//sxlsz5Doda7/B2RXf++LAORZ2ftXC5fPkyu3fvpnv37qmW5eXlxeXLl4mNjU2y/siRI7i5udG3Q3Oe3DjO7QcR7L4UDMCpU6eIjo6mZMmS+v337NlDcHAwbdq0Yf/+/bRr1w57e3tq1KiBjY0NwcHB6TrGdHMsBK8/bXGwZSw8upvq7kJkGzsmQdBxsM0HrX7IFd1JlFIs3H0FgG61PbG2yITxrrKpyoWdyGtjQVhkDMcDH5g6HKjeS/t5bj2E3zJtLFlBZCj81Fp7v7fNB93WgEcVU0clhBBCZCvp/vR7+/Zt3NzcDNZ7eHhw8+ZNowQlcqiE1jSv/Z+9Ow+P6fwCOP6dyb5H9p1EEnsQIfbQVi0tsbWlqKqtlFpKUUtpteqHWmqL0iptaW2tXWltsZZYQpCQEImE7Psymczvj8uQJkhIMlnez/PM05t779x77jQmM+e+7zkDwNi62E97kJbNu9+fZt2Gn9G1rsWMQa+z/N2mGOoWHDUzb948Jk6ciK5u4ToWiYmJtG3blrCwMGxsbPDz82PEiBHExsaSmZnJwoULuXjxIt27d8e1pjOejZqR9Pf3/HoilLt37zJ8+HBmzJihPp5CoWDSpEl89913ADRp0oTNmzeTmJhIYGAgKSkpWFqWQ32JFsPBvok0xPzAZ2V/PkEoa5GnIXCxtPzmEjCtHiNLzkQkciU6FT1tOQNa1tR0OBWatpZcPZKyQnR/sqkHLq2lqajnf9J0NJqVmQgb/OHeBTCwkJI09l6ajkoQBEEQKp0SJ2pcXV2LrL9x8eJFHBwcSiUooQq6fxXC/gKZHFqNKfbTLt5Npsd3Jzh3JwlZchSL533B6A7uhWo35Ofnk5SUxPDhRU+RyM7O5vr166SkpACwatUqtLS08PLyYuTIkZw4cYJ//vlHPR3q+zUBKLPT+H7kazRv3oLevXszdOhQ9fEWLlzIO++8g5OTEwCvvfYar776Kh4eHowYMYKNGzeWT30JuRZ0XyK9rsFb4ObfZX9OQSgr2amwfQSo8qFxf2jQU9MRlZt1gVJtmj7NnLAwqvpFk19WhapTA49H1QT9BEqFZmPRlMxE2NBDGg1naAXv7wa7RpqOShAEQRAqpRInakaOHMnEiRMLFA7OyMhg3LhxT/2SLAiclEaeUK8HWNYu1lO2no/i7YBTxKZm425jzJntaxnR+9Ui95XL5Wzbtg19ff0itzs4OBAfH6/uzGRsbMz333/PgwcP2LhxIzt27KB27cdxtazrTLvhX+AycSsL/zjN5MmT1dtUKhWGhoaMHTu2wDlmz55NQkICISEh+Pr6FusaS4VDU2gxQlre8wkossrv3IJQmvZPg+Q7Uvv5rvM1HU25iYjP4NC1+wB80MZVw9FUDu0fJmou3U0mOTNXw9Eg/W0zsoa0GLixT9PRlL+MBPipB8QGS6/D+7vBtoGmoxIEQRCESqvEiZpx48ZRv359vLy8mDp1KpMmTaJBgwa4u7sXWbtGEEi+K432AGjz8XN3Vyjzmb3zKpO2XCI3L5/X6tmyY3Rr3KxLXnz4RclkMvo2k0bL/Lf7k0wmY9y4cc9s/13uOk4HE3tIioDjizQdjSCUXMhOuPgzIIPeAVKXmGrixxMRqFTwSl0b3G3K732uMrM3M8DT1ph8FepaYhqlrQtNB0nL1a2ocEY8/NQd7geDkQ0M3i1NBxMEQRAE4YW9UIXGlStXsmXLFmxtbbGzs+P3339nw4YNopWoULTTqyA/D2q1A8dnt+ZMSM/hvXVnWX/yNgDjXvVgzaBmmOjrlEOgBfVs6oi2XMbFu8ncfJBW7ucvEX3TxyMQApdIrY0FobJIuw+7xknLbcZBzdaajaccJWfmsuWclAwe2laMpimJ9h7SqJoKUacGoNn7gAzCj0D8TQ0HU07S46QkzYOrYGwL7+8Bm7qajkoQBEEQKr0XbqXh5eXFhAkTmDRpEi1atCjNmISqJCsJzq+XltuOf+auV++l0GP5CU6FJ2Ckq0XAoGZM6OSJXK6ZBKCVsR4d6kht6LeerwSFsuv1AM8ukK+A3ROlduiCUNGpVPDnR5CVKNWz6Dhd0xGVq1/PRpKlUFLXzoTWtcuhAHkV4lfncZ0aVUV4v6tREzw7S8vnftBsLOUh/QH89CY8CAFjOylJY+2p6agEQRAEoUoodqImN7foOeDHjh1j7969pKVV8BEHgmb8uw4UGWDbEGoXXV8GYOele/RZdZLo5CxqWRqy46M2dG5QuLtYeXs0/WnHhSiU+RXgi8CzyGTQbQHoGMKdQLj4q6YjEoTnO7cObh4ELT3o/b00haSayM3L56eHoweHtXMTo1JLqHktC/R15NxPzSH0frqmw5H4PCwqfPEXyM3UbCxlKe0+rH8T4q6DiQMM2QtWHpqOShAEQRCqjGIlai5cuIC7uzsJCQnqdXFxcbRu3Zo+ffowffp06tevz9WrV8ssUKESUmTBmdXScptxUiLhP5T5Kubtu8bHmy6QrcjHz9OaPz9qi6etSTkHW7RX6tpQw1CH+6k5HAurIMPrn8XcBTpMlZb/miEVeBSEiio+DA48bHvfaU61q2uxNziG+6k5WJvo0b1x9WhDXpr0dbRo6SaNQjoa+kDD0Tzk/qr0PpydDFe3azqaspEaA+vfgPgbYOooFQ4uZpMAQRAEQRCKp1iJmg8//JDZs2djaSl9IMrMzKRr167Y29tz584dLly4wKxZs/jwww/LNFihkrm0CTLiwMwZGvQqtDklU8H7P54l4Gg4AB/61eaH95tjZlj+9WieRldbjn8TR6BwUeEKq+VosGkgTSU5OFPT0QhC0ZQK2D4c8rLArQO0GKnpiMqVSqVibaD03je4VU30tCtQcfJK5HGdmgpQUBhArgU+H0jL/1bBosKp96QkTUIYmDqJJI0gCIIglJFiJWpCQkIYNGiQ+uf3338fMzMzfv/9dwwNDQF47733uHTpUtlEKVQ++crHLblbjQGtgsmX0Ptp9FgRyPGwePR15HzXvylTu9ZFS0P1aJ7l0fSng1fvk5Kp0HA0xaClA92XADJp+P3tQE1HJAiFHf0f3LsA+ubQcxXIX7hkWqV0JiKRK9Gp6OvIede3pqbDqbQe1ak5G5FIZm6ehqN5qOkg0NKFe0HS73hVkRItJWkSb4GZCwzZAxZumo5KEARBEKqkYn0y9vPzY/ny5dy9e5dRo0Zx6dIltm3bVqA98f79+2nYsGGZBSpUMtd3Q2I4GNQA70EFNu2/EkPPFSe4k5CJo7kB20e1oXtjBw0F+nwNHc2oZ29KrjKfnZfvaTqc4nFu8bADCbB7AuTlaDQcQSjg7lk4vlBafnMxmFbcf/9lZe3xCAB6ezthYVR96vKUNjcrIxzNDchV5nMmPFHT4UiMrKC+v7RcVUbVpEQ9TNKES1O73t8NNWppOipBEARBqLKKlaj54YcfuHDhAt26dUOhUHDs2DHMzc3V2zdu3MiIESNYvnx5WcUpVCYqldQiGqD5cNA1AiA/X8W3f93gw5+DyMxV0srNkl1j21LfwVRzsRbTo1E1lWb6E8Brn4ORDcSHwollmo5GECQ56bB9BKjywesdaNhb0xGVu/C4dP6+fh+AD9qIltwvQyaTFej+VGE8KiocvFXqfliZJUfCj90gKQLMa0rdnWqIUWCCIAiCUJaKlaixsbFhw4YNBAcHs3btWmxtbQtsb9y4MWfPnsXb27tMghQqmduB0pBvbX1oMQKAtGwFIzaeY9k/NwHpy8nGoS0qzZ1k/yYOaMtlXLqbTNj9StLhzKAGdJknLR9bAAm3NBuPIAAcmCZ94TN1gq7/03Q0GvHjiduoVFKxcncbY02HU+k9rlNTgRI1Li2lWmF5WXBps6ajeXFJd6SRNMl3oIar1N3J3EXTUQmCIAhClVcqRQG8vLyoWVPcXREeOrFU+m/TgWBsza24dHquOMGhaw/Q1Zaz6K3GzOpeH22tylOTwspYj451bYBKNqqmYR9w6wjKHNjziTTaSRA05fpeCNoAyKDXajAw13RE5S45M1f9HjKsrRhNUxpau1uiLZcRHp/B3cQK0hJbJoPmTxQVrozvvUm3HyZpIqVaNO/vATMnTUclCIIgCNVC5fmmLFQOsVfg5kGQyaHVR/xz/T49l5/gVlwGdqb6bBnZij7NKucHvUfTn7ZfiCZPma/haIpJJoM3FoGWHoQflobhC4ImpD+AnWOl5dZjwLWdZuPRkF/PRpKlUFLP3pRWtS01HU6VYKqvg7dLDaCCTX/yegd0jaUOSRHHNB1NySSGw49vQMpdsHR/mKRx1HRUgiAIglBtiESNULpOSrVQVPX9WXEpn6E/nSMtJ4/mtWqwa2xbGjubaza+l/BKXRssjXSJS8vheFgFaQVbHJa1of1kafnAtMpfL0GofFQq+HMMZMaDbUN4pXq2jc/Ny+enk7cBaTSNTFbxutxVVhWyTo2eiZSsAThXiYoKJ9yC9W9CahRYekhJmmpY8FsQBEEQNEkkaoTSkxypHrHxTWpnFhy4gUoFA3xd+GVYS6xN9DQc4MvR0ZLj30S6o1ippj8BtPkYrDwhIw4OzdF0NEJ1c/5HCDsgtSzuvQa0K/d7wYvaE3yP+6k5WJvoVehOd5XRozo1p24lkJtXgUY8Nn9YVPj6HkiL1WwsxaFO0kSDVR0pSWNip+moBEEQBKHaEYkaofScXgUqJRe0GxMQZoqOloyvezXiq16N0NWuGr9qj6Y/HQy5T3JmroajKQFtPakNMkhfmu+e1Ww8QvURfxMOTJeWX/0cbBtoNh4NUalU6pbcg1vVrDLviRVFAwdTLI10Sc/JIyiyAo0atG0Azi0hP+9hfaYKLD5M6u6Udg+s60otuE1sn/88QRAEQRBKnfikKJSOzESU59YD8G1mV6yM9dg0vCXv+lat7hD1HUypb29KrjKfnZfuaTqckqnVFpoMlJZ3jQelQqPhCNWAMg92jABFJri2h5ajNR2RxpyJSOTqvVT0deS86yuK75c2uVxGOw8roIJNf4LHo2rO/Sj9m6iI4kKlwsHpsWBTHwbvBmMbTUclCIIgCNWWdnF2+vjjj4t9wGXLlr1wMELlpFKpOL9lAT55mYTk1yTVoR27B/lgZ6av6dDKRN9mTnyxO4St56N4r1UtTYdTMp2+gBt74cFVOL0S2ozTdERCVXZ8IUSfB30z6LkK5NX33sCj0TR9vJ2wMNLVcDRVk18da/64eI9joXFM6VJX0+E8Vt8f9k+VRqqE7od6b2o6ooIeXIefukPGA6mG1Ht/gpGVpqMSBEEQhGqtWImalStX8sMPP6CqjO0lhTKVrVAyc8u/TAn/GWRwwfk9fnu/Ffo6WpoOrcz0bOrIvH3XuByVwo3YNOrYmWg6pOIzsoTX58Kfo+HwPKjfE2qIu/tCGYg6B0f/Jy2/8W21busbHpfO39fvA/CBaMldZto9rFNz9V4qcWk5FacumrYeNB0EJ5ZIRYUrUqLmfghs6CHVL7NrBIP+lP5OCIIgCIKgUcVK1AwcOJD33nuvrGMRKpno5CxGbjxH49jtWOmkkq5vz7sfjEOmVXWTNAAWRrq8UteGA1fvsy0ois+61dN0SCXT5F24+CvcCYS9k+Hd36Q23oJQWnIzYPsIUCmhYV9o1FfTEWnUjyduo1JJneNqWxtrOpwqy8pYj4aOplyJTuV4WBy9vStQctBnCJxYCrf+kQr2WtbWdERw/yr81EPqxmbnJY2kMbTQdFSCIAiCIFDMGjXr168v4zCEyuZMeAI9vgskJDqZD3X2AmDccQIyLR0NR1Y++jZzBmB7UDQKZQXqMFIcMplUWFiuI3XiubZT0xEJVc2B6ZB4C0wd4Y2Fmo5Go5Izc9ly/i4gteQWytaj7k8Vrk5NjVrg0UlaPveDRkMBIDZYmu6UGQ/2TUSSRhAEQRAqmOpbMEB4ISqVig2nbjNg7RkSMnIZbnUFZ2LBwAKaDtR0eOWmQx1rLI10iU/P4VhF+0JQHNae0Ha8tLxvCmSnajQcoQq5sV/qLAZSXRqDGpqNR8N+ORNJtiKfevamtKotppSUNT9PKVFzPCye/PwKNl3b52FR4Yu/gCJLc3HEXH6YpEkAB2947w+RpBEEQRCECqZYiZoJEyYUWvfJJ5+UejBCxZaTp2TKtsvM+vMqefkqenjZM8V4v7SxxQjQNdJsgOVIR0tOz6aOAGw9H6XhaF5Qu0/Awg3SYuDwV5qORqgK0uNg5xhpudUYcPPTbDwalpuXz4ZTtwFpNI1MTDEsc941a2Csp01iRi5X7qVoOpyCPDqBmQtkJcHVPzQTw72LUpImKwkcm8GgHdU+mSoIgiAIFVGxEjUrVqwotG7VqlWlHoxQcd1PzeadgNP8fi4KuQw+61aXpS3TkMdeBG0DaDFc0yGWu77NpPoHh67dJykjV8PRvAAdA6nIK8DZNRAdpNl4hMpNpYJdH0tFSW0awCszNR2Rxu0Jvsf91BxsTPTo3thB0+FUCzpaclo/HLlU4UY7yrWg2WBp+d+15X/+exekwsHZyeDU/GGSxrz84xAEQRAE4bmKlagpqtuT6ABVfZy/k8Sb3wVy8W4yZgY6rB/SghHtayM7sVTaoenAatnKs569KQ0dTVEoVey8dE/T4byY2h2h0Vugyofd40GZp+mIhMoqaIPU+l1LF3qvAR19TUekUSqVSt2Se3DrWuhqi5nG5cWvTgWtUwPsi3fk7D0g+hzEXCq/E0efh5/8ITsFnH1h4HbQNyu/8wuCIAiCUCLF+uRY1HBtMYS7eth8NpJ+a04Rl5aDp60xO8e0ob2ntVSI8NbfIJNDq480HabG9H3YVeRRsdBKqfPX0gf2mEvw7/eajkaojBJuwf5p0vIrM8GuoWbjqQBOhydy9V4q+jpy3m3houlwqpVHBYWDIpNJzVaU+fm0tbULPQwMDIiJiSmwX3p6Oh9OmEp+rXbSin/XPffY27Zt4/z580/dPmXKFPXy+fPn8fLyQi6XI5PJ0NbWRkdHBwtzM4zdmjN2Ryy4tIKB20Df9MUuVhAEQRCEclGs9txKpZKPP/5Y/bNKpUKhUBRY98iyZctKLzpBY3Lz8vlydwgbT98BoEsDOxa+3RhjvYe/Mice/n9u0Assqm8nkx5NHPlq7zWuRKdyLSaVevaV8MOvsQ28Nht2T4B/5kK9HmDmqOmohMpCmQc7RoIiA2q2rdaJ2yetCwwHoI+3EzWMdDUcTfXibGGIm7UR4XEZnLwZT5eG9mV6vry8giMRv/nmG6KiorC3L3jeL774gq5du9Ly3UGw/jgEb4HXv3zqyJbExEQmTZrEgQMHitx+4MABVq5cyfz58wEYMGAAK1eupHnz5rz//vt06NCBsT19SQjw59W16Xw12A8GbAU90SJeEAShslEqlSgUZX/zQSg7Ojo6aGlpFXv/YiVqfvihcCvJtWs1ML9aKBfx6TmM/jmIs7cTkclg4muefNTRHbn84Siq5Ei4sk1abl04WVedWBjp8mpdW/ZfjWXb+ShmvFlf0yG9GO/34eImiDoL+6fAOz9rOiKhsgj8FqL+BT1T6LVKqsNRzYXHpXPo2gMAPhAtuTWivYc14XEZHA0t+0TNkzIzM1m+fDmnTp0qsP769ets2rSJ4OBgMDMD63oQdw0ubQbfkUUea/ny5aSkFF0QOTExkeHDh6unocfHx2NsbMwrr7wCwJAhQ9i/5SdIm8/kPQnM6tsE02E7RJJGEAShklGpVMTGxpKcnKzpUIRSYG5ujp2dXbFmJxUrUTN48OCXDkqoHIKjUhix8RwxKdkY62mz5J0mvFbftuBOp1aASgluHcChiSbCrFDe8nFi/9VY/rgYzZSuddHRqoS1KORy6L4EAtrDtV1Si+U6XTQdlVDRRZ+HI99Iy90WgrmY4gPw44nbALxa14ba1uKLsSb41bFm/cnbHAuNQ6VSldt07YCAALp164azs3OB9WPGjGHevHmYm5tLK5oPhb2TpOlPLUbAf+JbtWoV2dnZtGrVqsjzfPjhh7z33nssWbIEAEtLS9LS0jhy5AjNmjVj/cpFvG12iWNhOSRgQe9vj1WrzoyCIAhVxaMkjY2NDYaGhqL8SCWlUqnIzMzkwQPpRt5/R90WpViJGqF62HEhiqnbgsnJy8fNyog17/ngbvOfLxmZiVLRUIA248o/yAqovac1VsZ6xKfncPRGXOHEVmVh20CatnJiqfQFwrWd+GAvPF1uBmwfISVtG/QCr7c1HVGFkJyZq65ZNbSdGE2jKS1dLdHVlhOdnMWtuIzCf8vKQE5ODkuWLOHIkSMF1m/dupV//vmH0NBQpk6dyrx58xj01jtw8HOIvwF3TkCttur9Q0NDmTdvHnPmzOGXX34pdJ6NGzcSHh7OL7/8ok7UyGQyfvnlF4YPH05U5G2G1FfQs5mctr/osvWvo+K9XBAEoRJSKpXqJI2lpaWmwxFekoGBAQAPHjzAxsbmudOgKuGtf6G05Snzmbs7hAm/XSInL59X6trwx5g2RX+w/XctKDLBzgvcOpZ/sBWQjpacXk2l1rtbz0dpOJqX5DcFzFwg5e7jkRKCUJSDsyDhJpg4SG3exR0eAH45E0m2Ip/69qa0chMfqjTFQFcLX1cLoPy6P61bt46OHTvi6vo4QadSqZg+fTpz5swhJCSEX3/9lcmTJ3PpRgR4vSXt9ESr7ry8PAYOHMhXX32FrW3hpH9kZCRTpkzh559/RkdHp8A2Hx8fLmxfRtxEff73qhb/C3Gk/+hpuLjXKZsLFgRBEMrUo5o0hoaGGo5EKC2P/l8Wp96QSNRUc0kZuQz+8SxrA6U2smM6urP2PR9M9XUK76zIgjOrpeU248QXsyf0aSZ1f/r7+n0SM3I1HM1L0DWCNxZKy6dWSN29BOG/wg4+/nLZcyUYWmg2ngoiNy+fn07eBmBoW1cxPFnDHnV/OlYOiRqFQsHChQv57LPPCqy/ePEiZmZmzJw5E2NjY9q3b8+MGTMICAgAn6HSTtd2Qdp9AObOnUvNmjUZNGhQoXOoVCref/99pk+fTt26dQsHEX4UfnkLFJncMvZlX4w5Y8ZNYMqUKdSsWZNOnToRGRlZ6tcuCIIglC3xeaLqKMn/S5GoqcauxaTSfXkgJ24mYKirxcoB3kzqXOdx0eD/uvAzZCZIdSjq9yzXWCu6unamNHI0Q6FU8efFaE2H83I8O0udn1RKqRNUfr6mIxIqkowE+PNhZyffUVBbjKx7ZPflezxIy8HGRI/ujR00HU6151dHStScDk8gW6Es03Nt2LCBli1b4unpWWD9zZs3adiwYLt6Ly8v7ty5A/Ze4NQC8vPgwgbOnz/P/Pnz2blzJyYmJrz11lscP36cNm3asHz5cr777juOHTvGJ598gr6+Pvr6+mRkZKCvr8/lPWvh17chLws8XmfMIRlLl33H5s2biYqKIiwsjDFjxjB06NAyfR0EQRAEQSgdxUrUNGrUCC8vr2I9hMphz+UYeq88SVRSFi4Whmwf3ZpujZ5R1EiZB6eWS8utxoKWKG/0X30fjqqp9NOfALrOB10TqZvP+R8B2LdvH2fPntVwYIJGqVSw62NIvw/WdeG1zzUdUYWhUqlYe1wamTi4dS10tcV9EE3zsDHGzlSfnLx8zkYkltl5lEol8+fPZ/r06YW2OTk5ceXKlQLrgoODH0+Pav4wcXJuPc2aNiErK4ucnBzS0tLYsmUL7dq148SJE4wZM4aPP/6YvLw8srOz1Q8jIyOyr+zB68J0yMsGj878mv8mderWw8fHhzNnzvDuu++iq6uLv78/N2/eLLPXQRAEQRCKcvXqVT7/XHxmLKlifZLcvXs3u3btYteuXfzyyy/I5XL69u3L1q1b2bJlC71790ZPT4/ff/+9rOMVXpIyX8X/9l/no1+DyFIoaedhxc4xbahrZ/rsJ17bCUm3wcACmg4sl1grmx6NHdDVknP1Xioh91I1HU6xaGtrF3oYGBgQkyGDV2ZIOx2aQ3pMOB9++CH5zxhdk52dzYQJE6hZsyZDhgxhypQp5OTkFNinTZs2Bc710UfSyIwDBw7g5uaGTCZDJpOhra2Nrq4u1tbW6Ovrs2jRojJ7DYQSuPgLXN8Nch3o/T3oGGg6ogrjdHgiITGp6OvIebeF6H5VEchkMvw8pVE1ZVmnZtOmTTRq1IgGDRoU2ubr60t+fj5ffvkl6enpHD9+nHnz5jF69GgAQrUb0HZ9Dkn370LogZKfXKWETf2lJI1nV5I7f8fiZcuZO3cuAE2aNOGnn34iIyODLVu2FOpGJQiCIAhlbdmyZaxZs6ZYdVmEx4qVqKlZs6b6sWrVKgYPHsysWbPw9PSkTp06zJ49m759+7JmzZqyjld4CSlZCob+9C8rj9wCYER7N358vznmhrrPfqJKJXUCAvAdCbqioFVRahjp8lp9GwC2BVWOUTV5eXkFHnPnzmXo0KFSy7gWw8G+CeSk8MWHPenatSstW7Z86rFGjx5NYmIiQUFBLFy4kBs3bjBt2rQC+4SFhZGdna0+34oVK0hNTWXUqFHs2LGDuLg4WrduzY4dO8jNzeXEiRM0bdqU8ePHl+0LITxfYgTsmyItvzJdmrYhqK0LDAekkXU1jJ7zniqUm/aeZV+nJiQkhBkzZhS5TS6Xs3PnTs6ePYujoyNjx45l/fr11K9fH4DUrByuJ8nJVKjg3LqSnTj0LylBo8yBum/C2xuYMn0W06dPx9hYagYwZMgQLCwscHBwYOHChaxdu/Y5BxUEQRCqImW+ilO3EvjzYjSnbiWgzFeVy3mTkpLYu3cvbdu2ZcuWLeVyzqqixGOzt2zZwuDBgwutHzp0KD///HOpBCWUvpsP0ui54gRHbsShpy1nab8mfNatHtpaxfgViDgKMRdB2wCaDy/zWCuzR9Of/rgQjUJZuWq7ZGZmsnz5cqZMefhlXK4F3ZdyPV7FpiNX+GZE16c+NzExkd27dxMQEIClpSWWlpb89NNPbNiwQb1PdHQ0lpaWaGsXnDYXGhqKt7c3jRs3xsrKiv79+3Pjxg0AxowZw7Jly57bvk4oY/lK2PEh5KaDS2to/bGmI6pQwuPSOXTtAQAftBEtuSuStu5WyGUQ9iCde8lZZXKOr7/+mqZNmz51u4ODA7t27SIlJYWLFy/y2muvqbf5+PgQH3EFR1M53PwbEsMLPPfQoUP4+PgUPuiN/fDbANKnmUK97vDWerIUSho3bkzPnj3Vu2lpabF69WpSUlI4c+ZMoRo6giAIQtW3/0oMbef/Q//vTzNu80X6f3+atvP/Yf+VmDI/99q1a+nfvz+TJ09m+fLlhbarVCqWLl1KvXr10NfXp2bNmkydOpWMjIxi79OhQwfOnTtX4LhHjhzhzTffBGD27NlMmzaNpk2b8sYbb6j3+e2332jYsCH6+vo0aNCA3377jUmTJrF+/foCxzpw4ABt2rTB0NAQKysr3n33XW7fvk1SUhKOjo5kZRX8fLF06VLGjBnzUq8bvECiJicn56nTH/4bpFAx/HU1lp4rThIRn4GjuQHbRrXGv4lj8Q/waDSN93tgJNrNPkt7D2usjPVIyMjl8PUHmg6nRAICAujWrVvBofEOTRhzwoJ5r+phfnyW1PmrCKmpqUyePBl9fX31OjMzM2Qymfp9ISQkhDp1CreJ9fDwICgoiODgYOLj49m8eTPt2rVj48aN1K1bl+bNm5fuhQolF7gY7p6W6hb1Wi0l8QS1H05ItWlerWuDm7WxhqMRnmRmqEMTZ3OgfLo/vRALN6j9KqCCcz8+f//re+G3gaDMhfr+0PdH0NLBwMBAPaVKEARBEEBK0oz6OYiYlOwC62NTshn1c1CZJmuUSiUBAQGMHj2aFi1aoFAouHDhQoF9PvroI7Zt28aGDRtITU3l+PHjpKenF7jpUJx9nmfFihUsXryYHTt2ALBu3TqmTZvG4sWLSUpKYvPmzQQEBLBnz54Cz/vtt98YOXIkn376KQ8ePCAsLIw2bdrQvn17ADp16sTmzZsLPGft2rWMHDmyBK9U0UqcqOnUqRPr1hUenhsQEFDgLpGgefn5KpYcCmXExvOk5+Th62rBn2Pa0NDRrPgHibkMt/4BmRa0+qjsgq0itLXk9PaWkmCVqahwTk4OS5YsKTRVaevWrfxzKZLPDufhNDOYjTOLrk9Uq1YtJk+eXGDd6dOnsbGxwcBAqmNy9epVAgMDsbKyom7dumzcuBGQEjorV66kT58+NGrUiL59++Lh4cHixYv56quvyuBqhRK5dwGOzJOWuy2AGjU1G08Fk5SRq/63PrSdGE1TEfl5SlNSy7JOzUtrPkz674WfQZH99P2u7Ybf34N8BTToBX3WgZZO+cQoCIIgaJxKpSIzN69Yj7RsBZ/vvEpRk5werZu9M4S0bEWxjqdSlWy61K5du2jUqBG1atUCpJHy3333nXr7pUuXOHjwIPv376d58+bo6uri4uLC8uXL1d8TirNPcbRr144OHTqgq6tLTk4On332GTt37qRTp04YGBjQqFEjdu7cWWAkj0Kh4JNPPmH37t34+/tjbGxMjRo1+Oijjzh79iw1atTgww8/ZNWqVernnDp1CmNjYxo1alSi16ooJW7d8+2339K+fXtSU1MZOHAgKpWKn376iV9//ZVjx469dEBC6UjPyWPibxf5K+Q+AO+3rsX0N+qhU5ypTk86uUz6b4Ne4gtaMfVt5sSaY+H8c/0BCek5WBrraTqk51q3bh0dO3Z83IkE6Q/B9OnTmTNnDhO6eBK08gPeXrEDr85/0rij/zOPl52dzciRI/niiy/U63x8fDh27Bju7u5cvnyZ/v37Y2dnR6dOnejSpQuhoaHqfYcNG8bMmTMxMTEp/YsVii83E7aPkNoH1/eHxv00HVGF8+vZSLIV+dS3N6WVmxhxWBG197Ri8aFQAm/Gk6fML96U3/Lm2RlMnSA1CkL+hPq9C+8T8ids/UD699iwL/QKEB0YBUEQqpkshZL6s16g+HwRVEBsajaNZv9VrP1DvuiMoW7x/+4sW7aMEydOqOumqVQqVCoVCxcuxMLCgr///ptevXphaFi4/qmdnR1AsfYpyn9nADVp0kS9HBwcjIuLCw0bNiywj7GxcYGpUcHBwTg4OBTa78lzt2zZEoVCwfnz52nWrBnff/99qYymgRcYUVOzZk3OnDlDamoq77zzDu+88w6ZmZmcPXu2wJc8QXMi4jPoteIEf4XcR1dLzv/6ejG7R4OSJ2mS7sCV7dJyG1GTorg8bU1o7GRGXr6KPy/e03Q4z6VQKFi4cCGfffZZgfUXL17EzMyMmTNnYuzzNu07vcmMdnoEfPmxVGD6KVQqFcuWLaNVq1b07dtXvb5t27bUr18fXV1dfHx8WLRoEatXry70/MDAQBISEujatSvDhg3D2dmZvn37kpSUVHoXLRTPoc8hPhSM7eDNJSCTaTqiCiU3L5+fTt4GYFg7V2Ti9amQvJzMMTfUIS07j4t3kzUdTtHkWtDsfWm5qKLCV3fAliFSkqbR2yJJIwiCIFRoV65cITo6mqtXr3Lx4kUuXrzIpUuXGDJkiLqwvVKpJC8v75nHKc4+enp6hTpKpaYW7MBravq4w7FMJivW6KDinBtg5MiRrFq1itTUVA4cOMA777zz3OcUxwv9lbezsyswbEmoOI7ceMDYTRdIy87D1lSP1QOb0dSlxosd7NQKqfVn7VfAvnHpBlrF9W3mxKWoFLacj+KDthU7gblhwwZatmxZqMjkzZs3H2eQZTLotgCvfw6x79g9qU3zU9q0z5o1i+TkZJYtW/bM87q5uREVVXB6mEKhYNKkSWzZsoUFCxZgZWVFREQEq1atYvLkyaJjSXm6eQjOPuzk13MFGFpoNp4KaPflezxIy8HGRI83vRw0HY7wFFpyGW3drdh9OYZjoXH41Kqgv8vur0nTDO+egavbMcuMhZhLcOcY/P0lkA9e/aDnSlEnShAEoZoy0NEi5IvOxdr3bEQi7//473P3Wz+kOS1cn/+30UCn+H97li1bxvDhw3F3dy+wfsKECXTu3JlJkybRvn173n77bebMmVNoFH1MTAz29vbF2sfOzo7w8HBatWql3rZ9+/YC+z7ZmKRRo0ZERUVx5cqVAqNl0tPT2bt3L76+vur97t69qx4tU9S5AQYMGMDs2bOpXbs2vXv3Vpd9eFkvNP43MTGRbdu2sWLFCr799tsCD0EzVCoVq47cYsj6f0nLzsPbxZxdY9q+eJImIwGCHnbsaTOu9AKtJro3dkBXS861mFSu3kvRdDhPpVQqmT9/PtOnTy+0zcnJiStXrjxeYe5CsOkruJrL4K+Z0u/If6xfv55t27YxdepUdHUftyheu3YtAQEBBfYNDAwslBxasGAB/fr1w9nZmTNnzjBo0CC0tbX54IMPOH369EterVBsmYnwx8OaVC1GSF8ghQJUKhVrj0tFhAe3roWudgWcTiOo+T1s011h69Qk34UfO0s3RwCdP0bQ4cYsdH54Ff6eA+SDTA4dPxNJGkEQhGpMJpNhqKtdrEc7D2vszfR52nhfGWBvpk87D+tiHa+4I4eTkpLYunUr77//fqFt7u7uuLq6snv3bnx9fWnXrh2vv/46Z8+eJTc3lzt37jBy5Eg++OADgGLt88Ybb/DNN98QGhpKVlYW8+bN4/Lly0+NT1dXl2+++YYePXpw8OBBsrKyCA4Oxt/fv0AySF9fn3nz5uHv78+OHTtIS0sjKSmJpUuX0rp1a5KTkwEwMTGhZ8+ezJo1ixEjRhTrNSqOEn+yPHToEB4eHmzZsoV79+6RlpZW4CGUv8zcPMZuusD8/ddRqaB/C2c2jWiJjan+85/8NP9+D3lZ0kgaV7/SC7aaMDfUpVN9W6BiFxXetGkTjRo1okGDBoW2+fr6kp+fz5dffkl6ejrHjx9n3u+nGN2lAWQlErp+DG3btlVPSTp8+DBTp07ljz/+KDC8EKT6NLNmzeLo0aNkZ2ezc+dOZs6cySeffKLeJzw8nH379jF27FhAmku6du1asrKyCAgIwNvbuwxfCUFNpYJd4yA9Fqw84bU5mo6oQjoVnkBITCr6OnIG+LpoOhzhOdo/TNRcjk4hMSNXw9EUITMB8nKevY8qH7LEFFBBEASheLTkMj7vXh+gULLm0c+fd6+Plrx0p26vXbuWzp07Y2VlVeT2Dz/8UN2q+6effqJ79+7069cPExMTOnbsiLW1dYERMc/b5+233+att96idevWODs7k5yczIIFC54Z4/vvv8/8+fOZOHEiNWrUYMCAAYwfP54uXboU2G/YsGEsXbqUuXPnYm1tTZ06dQgKCuL48eOYm5ur9+vWrRvNmzcvlSLCj5R46tO4ceNYv3493bt3L7UghOJR5qs4E5HI+XgZlhGJtHK34V5yFiM2nudaTCrachmzezRggK/Ly9VKyM2EMw9HP7QZJ+pSvKC+Pk7sCY7hz4v3mNa1XoW84x4SEsKMGTOK3CaXy9m5cycjR47E0dERV1dX1q9fT/06ZrCuE6mXdnE9RJvMzEwePHhAnz59SE5OpnHjxqhUKvXv4N9//42fnx9r1qxh9OjR3Lp1C09PT3744YcChb3Gjh3LkiVL1EMTp06dypAhQ7C1taVly5YlquwuvIRLm+HaTpBrQ+/vQbdw8TYB1j0cTdO3mRPmhrrP2VvQNFtTferamXA9No3jYXH4N3HUdEiCIAiCUOa6NLRn1UBv5uwKKdCi285Mn8+716dLQ/tSP+d/O8H+V9++fdV1LLW0tPjss88K1cp8UnH2mTVrFrNmzSqwrlOnTgDMnj27yOe89dZbvPXWWwXWFZXj6NOnD3369HnquUGaalWao2ngBRI1kZGRhTJNQtnbfyXmiX9gWmwIO4eFkS45CiUZuUqsjHVZOaBZseYXPtfFXyArEWrUgnrP7u4jPF07dytsTPR4kJbD4RsP6Nzg6ZXJNeXrr79+5nYHBwd27dpVeIPPEHzO/UD8HHewtQJHRxITEwGpzszevXvp1q0bOjqP28b6+/vj71/071NsbCz9+/cvMP/T2NiYLVu2vMBVCS8s6Q7sffjHtcM0cGii0XAqqvC4dP6+/gCAD9pU7BpUwmN+ntZcj03jWGi8SNQIgiAI1UaXhvZ0qm/H2YhEHqRlY2OiTwtXi1IfSVNdJScnc/DgwQJtuktDiW/xv/LKK/zzzz+lGoTwbPuvxDDq56ACWVCAxIxcMnKVuFgYsnNM29JJ0ijz4OTDQtGtxoiuEi9BW0tOL2/py8CWcxV3+tMLefVzMLKBhDA4sfSlD2dnZ8fAgUUXJxbKSb4SdnwIuWng3BLaTtB0RBXWDyek0TSv1bPBzdpYw9EIxfVknZr8/Od3exAEQRCEqkJLLqNVbUv8mzjSqralSNKUoo0bN5ZqEeFHSpyoWbVqFV988QVbt24tVrsq4eUo81XM2RXCsz5S5irzsX2ZejRPCvkDku+AoSU0GVA6x6zG+no7AXD4xgPi0p5Tf6AyMTCHLvOk5WMLIeGWRsMRSsHJZRB5EnSNoXeAKFj6FEkZueq6U0Pbumk4GqEkmtWqgYGOFvHpOVyLTX3+EwRBEARBEJ5j7NixZdIRu8SJmkcFdN5++2309fUxNjbG1NQUExOTQgVEhZd3NiKx0Eia/4pNyeZsROLLn0ylejw6osVIUZuiFHjYmtDY2Rxlvoo/L0ZrOpzS1bCP1LpdmQN7Jkq/P0LlFHMJ/vlKWu46X5r2KBTp17ORZCvyqW9vSku3CtrmWSiSnrYWrWtbAnAsNF7D0QiCIAiCIDxdiRM1aWlpZGVlkZ+fT15eHunp6aSmppKWlkZqqrhDVdoepD07SVPS/Z4p/AjEXgYdQ2gx/OWPJwDwVjNpVM3W81GoqlIyQyaDNxaBtr70uxO8VdMRCS9CkQXbR0C+Auq+KUbSPUNOnpL1J28DMKyd68sVbRc0or16+tMDDUciCIIgCILwdBWvDY1QgI1J8aY0FXe/Z3o0msb7PTAUd4pLS3cvB3S15VyPTePqvSqWzLRwg/aTpOW9kyDiOMRcwizztjRK495F6ZF8V4NBCs90aA7EXQdjW+i+THR5e4bdl2KIS8vBxkSPN70cNB2O8AIe1ak5fyeJ9JwKNH3b0BK09Z69j7aetJ8gCIIgCFVeiSvFuro++y5ieHj4SwUkFNTC1QJ7M31iU7KLrFMjQ2qv9tKFhO9dhPDDINOClqNf7lhCAWaGOrxe35bdl2PYej6Kho5mmg6pdDXoI02byU6Gn95EB+gAcOOJfbT1YMx5MHfWRITC09z6B848rFDvvwKMxJfAp1GpVKwLlIoID25dC11tcZ+jMqplZYSLhSGRiZmcupVAp/q2mg5JYu4svUdmJgCgyMvjxIkTtGnTBh3thx/VDC3Fe6ggCIIgVBMl/qR55MgRLCwsmDBhAqdPn+b06dOMHz8eW1tbTpw4URYxVmtachmfd68PSEmZJz36+fPu9V++cvfJZdJ/G/aGGjVf7lhCIX0fTn/642I0OXlKDUdTynJS4ZnlroG8HPUXEKGCyEyEPx4mZZsPA49Omo2ngjsVnkBITCoGOloM8HXRdDjCS3g0quZYaJyGI/kPc2dwaCI97BuTYlgL7Bs/XieSNIIgCIJQbZQ4UTNr1ixGjBjB2LFjsbGxwcbGho8//pjBgwcze/bsMghR6NLQnlUDvbEzKzi9yc5Mn1UDvenS0P7lTpB0G67ukJbbjHu5YwlFaudhja2pHsmZCg5fF7URBA1TqaQC0GkxYOkBnb7UdEQV3rrj0miavs2cMDfU1XA0wsto/0SbbkEQBEEQhIqoxImaXbt20a9fv0Lr+/fvz5YtW0olKKGwLg3tCZzyCj9/4MN7Hkp+/sCHwCmvvHySBuDUClDlQ+1Xwa7Ryx9PKERLLqO39+OiwoKgUZd/l5Kzcm3ovUZ0eHuOW3Hp/P0wwTqkTS3NBiO8tFa1LdHRkhGZmMnt+AxNhyMIgiAIVU6HDh3Q1tYu8Dh//jwA8fHxWFtbI5PJOHfu3DOPs3fvXjw8PDAxMWHYsGFkZmaWR/gVQokTNSqVioyMwh9silonFN++ffs4e/bsM/fRksvwdbWgmZUKX1eLl5/uBJARD0EbpWUxmqZM9XmYqDl8I464tBwNR6MJVajjVWWWHCkVfgbwmwqO3pqNpxL44WFtmtfq2eBmbazhaISXZaynTbOaNQAxqkYQBEEQysrp06fJy8tTP5o1awaAlZUVcXFx+Pn5PfP5ycnJjB49mp07dxIZGcn9+/eZMWNGeYReIZQ4UdOjRw8WLlxYaP3ChQvp0aNHqQRVVfw3i6itrY2BgQExMTEF9ktPT+fDDz8kPz//qceKj4/nnXfewdramuHDh7N8+XL1tqNHjxY6j5aWFk2aNEGlUnHgwAHc3NyQyWTIZDK0tbXR1dXF2toa/Rr2LDqWDA5NwbV9Wb0UAuBuY0xTF3OU+Sr+uBCt6XDK32+D4OgCaaqdoBn5StgxSqor5NQC2k7QdEQVXlJGLtuCpFFwQ9u6aTgaobT4edoAFbBOjSAIgiCUpuS7j7uwFvWowJ1Zb968iaurK/Xq1aNGjRr89ttvfPll9ZmuX+JEzaJFi9i/fz8DBgxg37597N27l/79+3Po0CG+/fbbsoix0noyg5iXl8fcuXMZOnQo9vYFpyt98cUXdO3alZYtWz71WIMHD8bOzo7bt2/zxRdfsGHDBvVUMz8/v0Ln6tSpEzNmzCAtLY1Ro0axY8cO4uLiaN26NTt27CA3N5cThw/S1F6L8S11pdE0oi1vmXtUVHjr+ShUqmo2wiTlLhyeC0sbw7rO8O86qaCtUH5OLYc7gaBjBL0DQKvEjf+qnV/PRpKtyKeBgykt3V6yu55QYbT3tALg5K2EqlfgXRAEQRBASsIsbwZr/J7+WN6swiZr6tSpw5UrVzh27BgAhoaGGBkZFdgnJiaGIUOGYG1tjaGhIb6+vmzbtq3APgEBAdSpUwc9PT3q1avH+vXr1duOHDnCG2+8wcCBA7Gzs1PPEvr333/p0KEDBgYG2NraMmrUKFJTU8v2gv+jxIkaKysrzp49S9OmTVm5ciWrV6+mefPmnD59GgsL8SH2aTIzM1m+fDlTpkwpsP769ets2rSJb7755qnPVSqVvP766yxatAgjIyPs7e0ZOHAgR48eLXL/f//9l7t379KnTx9CQ0Px9vamcePGWFlZ0b9/f27ckPomjxn6Lste10bL0hXqidFQ5eFNLwd0teXcuJ/Glejy/ceucR2mgVsHQAZ3T0vFbBd6wqZ3IeRPUGRrOsKqLTYY/n54F6LLPLAQo0OeJydPyfqTtwEY1s4VmUhmVxn17U2xNtEjS6Hk/O0kTYcjCIIgCKUvM0HqvPosFbgzq4mJCcuXL+eNN94okFx5JC4ujrZt2+Lo6MiFCxdISUlh4cKFfPHFF/zyyy8AzJ07l5UrV/LTTz+RnJxMQEAA33zzDUuWLFEf5/Dhw9SrV487d+5gZGTExYsX6devH5999hnJyclcuHABQ0NDOnfujFJZfjd3Xuh2qpGREZMmTWLSpEmlHU+VFRAQQLdu3XB2Lthec8yYMcybNw9zc/OnPldLS4tx46T6MVlZWYSGhrJ27VoWLFhQ5P5z585l+vTpyGQyPDw8CAoKIjg4GHt7ezZv3syiRYvY+NN66urdp7mjFrQeC3KtUrtW4enMDHTo3MCOXZfusfX8XRo5mWk6pJdnaAnaes/+Q6CtB00GQIepkHoPgrdKBW3vB8ONPdJDzwwa+IPXO+DSGuQlziMLT6PIhu0jIF8BdbqB93uajqhS2H0phri0HGxN9XijkYOmwxFKkUwmo52HFduDojkaGkdrdytNhyQIgiAIz6dSgaKYBXXzsoq/X24x6s3qGJZoBkabNm0K3OQ6efIk3t4lq434qPRH3759CQsL46uvvlJv+/rrr3nnnXeYO3euel27du04evQo+vr6xMbGsmzZMi5evIiDg/Q5rn379uzbt48WLVrw/vvvA6Cnp8enn36Kjo4OANOnT2f58uW8/vrrADg4OLBo0SJ69+7Nzp076dWrV4mu4UVVuXHvSqWShQsXMmnSJLS0KkbyIScnhyVLlnDkyJEC67du3co///xDaGgoU6dOZd68eQwaNOiZx+rXrx87d+6kQ4cOdOnSpdD2y5cvc/36dd555x0AzMzMWLlyJX369CEtLY0pU6bg4eHBqPf7c7SnAgytpS/QQrl5q5kTuy7d489L9/jsjXroaVeM39MXZu4MY86rs/GKvDxOnDhBmzZt0NF++BZjaCntB2DqAG0+lh73r0oJm+AtkBoNQRukh6kTeL0FXv3Apq6GLqwK+edLeBACRtbQfZmY5lgMKpWKtQ+LCL/Xqha62iJxWNX4eVqrEzXTutXTdDiCIAiC8HyKTPi6lG8e/VD4O2WRPrsHukbP3++hEydO4OPj84JBPfbKK69w4sQJ/Pz8cHJyYtSoUQD8/fffbN68udD+jwZAnDhxgnbt2qmTNI+4urri7e3N2bNn0dXVpX79+uokDcCxY8f4+++/Cx1XpVLRoEGDckvUaPSTZ2pqKgMGDMDY2BgHBwfmz59f5H5ffPFFoWK5crlcPcrkSd999x1Hjx6tMEkagHXr1tGxY0dcXV3V61QqFdOnT2fOnDmEhITw66+/MnnyZC5duvTMY23atIklS5agp6fHRx99VGj73LlzmTZtWoHr79KlC6GhocTExDB+/Hg+nTyZmX56mOjJwPdD0DEovYsVnquNuxV2pvokZyr4+9oDTYdTOsydwaGJ9LBvTIphLbBv/HiduXPRz7NtAJ3mwPgrMHg3NB0IeqaQGgWBi2GlL6xuByeXQ1psuV1OlRJ+VKpNA+C/AoytNRtPJXHqVgLXYlIx0NFigK+LpsMRykA7D2tkMrgem8b9VDH1UhAEQRAqqnr16vHdd98VyBcolUry8vKe+pz8/Hy0tYsel6KlpaVu5GNqalpoe2JiItnZ2QUeOTk55VrMWKOJmhEjRqCjo0N0dDSnTp1i69atBAQEFNpv1qxZBQrlJicnY29vz6efflpgv9jYWObPn8+KFSvK6xKeS6FQsHDhQj777LMC6y9evIiZmRkzZ87E2NiY9u3bM2PGjCKv/0k6OjrUqlWLzZs388cff5CY+LgY67Vr1wgKCmLgwIFPfX5gYCAJd2/Q1SqaYbsVOA9YQt++fUlKEnP0y4uWXEZvb0dAKiosIE1zcm0nJRImhcJb66UpOnJtiL0Mf02Hb+vBhp5waTPkpGs64sohKwn+kO460GwIeHbWbDyVyLqHo2n6NnPC3FBXw9EIZcHCSBcvR2n6qej+JAiCIFQKOobSyJbiPD7YX7xjfrC/eMfTMSzba/uP7777joiICPXPderUIT398XeA9u3b8+OPPxZ6XnJyMtnZ2bRu3Zrjx48X+L4MEB0dzblz52jRogVAoQEebdq0Yc+ePYWOO2XKFO7eLb/CyyVO1Hz88ceEhIS89Imjo6M5fPgwq1evxszMjJo1a7JhwwbmzZv33OeuWrWKHj164OjoWGD95MmTGTt2bIGRK5q2YcMGWrZsiaenZ4H1N2/epGHDhgXWeXl5cefOnULHiImJKfBLClKdoFq1avHgweMRGV9//TWffvrpUzOHCoWCSZMmsayLAQtO5GLl5kXE7Tv4+fkxefLkF71E4QX0edj96WhoHA/EndyCdAygQS/ovwk+CYU3FoGzL6jyIfww7BgJCz1g2zAIOwjKp2fSqxKlUsn8+fNLVsRszyRpSplFbej81fP3FwC4FZfO39cfIJPBkDa1NB2OUIb8PKURZkdFokYQBEGoDGQyafpRcR7axZw1oW1QvOOV89R5hULB22+/ze3bt3nw4AEzZsxQl/cAmDFjBr/99htTp07l7t27KBQKjhw5Qtu2bfnzzz9xdHTkgw8+4M033+TChQtkZ2dz8uRJunbtyieffPLURkhff/01n3zyCdu3byczM5OoqCg+/PBDTp8+XSj/UJZKnKhxd3enX79+tGnThg0bNpCT85xK0k9x4sQJOnXqhL6+vnpdvXr1MDY2Jiws7KnPy8rKYtmyZUydOrXA+uPHjxMUFFShEg6PvlhNnz690DYnJyeuXLlSYF1wcHCRSabw8PBCo2RSU1OJjIzEzU3q3HLr1i0CAwPVRZGKsmDBAvp1bYtz6lnOROczaMJctLW1+eCDDzh9+vQLXKHwompbG+PtYo4yX8UfF6M1HU7FZWQJzYfB0L/g4wvQ4TMp6aDIlOra/NIXvq0L+6ZA9HmpwJqG/Xeapra2NgYGBsTExKj3adOmTYHtRU1j/K8VK1YUmtaZk5ND3bp1kcvlbN26tcD+B1bPwG34j8jmpCIbdwFtQzN0dXWxtrZGX1+fRYsWld5FVzE/PBxN82pdW9ysjTUcjVCW2j9M1ATejEeZr/n3D0EQBEEQJBMnTqR///60bduWevXq4eLiwsKFC9XbHR0dOXnyJBERETRq1IgaNWowY8YM5s2bp07ozJ07l3fffZe3334bU1NThgwZwpgxYwp1Yn6St7c3v//+O0uXLsXS0pJmzZqhra3Nnj17kJdjs5MXGlFz+fJlFi1axNGjR6lduzbjxo3j6tWrJTpOZGQk7u7uhdbXqVOH8PDwpz7v+++/5/XXX6dmzZrqdfn5+YwZM4b4+HisrKzo3r07CQmabzO2adMmGjVqRIMGDQpt8/X1JT8/ny+//JL09HSOHz/OvHnzGD16NAChoaG0bduWpKQkWrVqRX5+Pt988w3p6enExcXx3nvvMWrUKHR1pSH58+bNY+LEieqf/ys8PJx9+/Yxtq5017CJVwPW/r6HrKwsAgICSlyBW3h5b/lIdVu2no9CVQESDBWehRt0mAJjz8Owf6DFSDC0gow4OLMavn8FljeHowsg6bbGwnxymmZeXh5z585l6NCh2Nvbq/cJCwsjOztbvc/zpmsmJSWxcOHCQvvp6elx/fp13nuvYBen1LvXGPXZN+x4x5C4P2bQunVrduzYQW5uLidOnKBp06aMHz++1K65KknMyGVbkDQlcVi7ijM6UygbTZzNMdHXJjlTweWoZE2HIwiCIAil51Fn1mfR1pP2K2VHjhx5biHh4uwzceJEoqKiSEhIYOXKlRgYFBwlVKtWLX777TeSk5NJT08nMDCQ7t27F9hnzJgxhIWFkZuby40bNxgxYoR6W4cOHdi9e3eh87Zs2ZKjR4+SlZXF/fv3Wb58OcbG5Xvz7oW7PrVs2ZKWLVuSlpbGihUr8Pb2pnnz5owYMYJ33nkHPb1n/1JkZWVhaFh4npuBgQFZWUW3EsvNzeXbb7/l0KFDBdZv3ryZ7OxsDh48iIuLC59++ikjRoxg27ZtRR4nJyenwEig1NRUQBpepVAonhl3SQQHBzNlypSnHnPbtm2MHj0aR0dHatWqxdq1a/Hw8EChUJCYmMj169dJSUnB2NiYzZs3M378eL755hsARo4cydSpU1EoFOTn55OQkMD777//1HONGTOGhbMmID85FIBPvlrBsM8WYWtri6+vLz/++GOpXntl8eiaNXHtnetZMVtbTuj9dIJuJ+BVFVp1U06vqa0XdPKCV2YjiziCPPh3ZKH7kCWEweG5cHgu+U6+qBr2Jb+ePxgWPbSxrGVmZrJ8+XKOHTumfj2io6OxsLBApVIV6zVSKBSsX7+eDz/8ECcnpyKfk5+fT15enrRNlc/174fhbSejkXcLlF0+4+3bVoSEhNClSxc++ugjvv32W/Lz89VF1KqbZ/2ObjwZQbYin/r2Jng7mVTL98WS0uT7aGlo7WbBgZAHHL5+n4b2FWMEVWV/TSsa8XqWPvGali7xepa+yvKalml8/+nMWqQnO7MKFYpM9RK38i9cuMDKlSvZvXs3PXv2pFu3bmzfvp1Dhw7Ru3dvli5d+tTnLly4kMzMTGbNmlVgfdeuXZkwYYK6b/mTAgICCAwMZOPGjQXW+/v7M3LkSLp16wZICZ1atWpx4cIFbG1tCx1n9uzZzJkzp9D6X3/9tcjkUWWXlJTEpUuX+Lj2HVzj/+a+iRen3SdpOiwB2BAm53y8nLa2+bzlVj2/NJcWbWUW9snncEo6iXVaCDKkt7Z8mRb3TRtz16IN900bky8vv8KwO3fu5O7duwWmNl28eJG9e/cWKjD+NFevXmX16tUsXrz4qfWnli5dSvPmzWndujW1H+zD+davNF2TwbRp09G382DevHkMGTKE6Ohobt68yfDhw0vl+qqavHyYE6RFqkLGQHclza3FSLfq4NR9GZvDtahlrGJCoxLUgBIEQRCEl5SZmcm7775LSkpKoe5D2dnZRERE4OrqWqBciFB5leT/aYlH1OTk5LB582ZWrlxJXl4eI0aMYPHixeqhQN27dyc5OZmff/75mcdxcXFh3759hdZHRESo6648KS8vjwULFhQ5NOm/hXl1dXWpW7cukZGRRSZqpk2bxsSJE9U/p6am4uzszOuvv15ke66KRKFQcPDgQTp16lSg3/vzDOjZGe3lTQCw9P+CbjXbllGElcuLvp6lxfRmAkN+Ok9wqi6rO/mhp1Nx2sq/KM2+pn0AyEuNQR6yHfmVrcjvB2OfEoR9ShAqPVNU9XqQ3/AtVC6tQFZ280xzcnL4+OOPOXjwYIHaUzdv3uTWrVsMHToUS0tLpk6d+tRObfn5+cyYMYPU1FQ++OAD2rZty7p167C0LDhEddu2bTRt2pRuPrXQ/mEbMn0Z380ay/gVm0hPT2fSpEkMHDiQLl268Pfff2NiYlJm110ZPO13dMeFe6SeuYKtiR7TBrRDV1ujjRErDU2/j76spinZbF54jMgMGW06dsLMQPPXUNlf04pGvJ6lT7ympUu8nqWvsrymj2Z2CMJ/lThRU7t2bV5//XWWLVuGr69vkfuYm5szZsyYZx6nTZs2TJo0iby8PPVd4itXrpCTk1Nk7ZpffvkFb29v6tatW2jbo8K8Li4ugPQPMzQ0lFq1ahV5bj09vSKnZuno6FTof8hPKnGsF36EvGxw8Ea7dodyr9pd0Wnq/337OrbYm+kTk5LN0ZtJvOFl//wnVRIa/fdk6QLtxkuP+yFw+TcI3oIsNRrZxZ+RX/wZTJ3A6y3w6gc2hd9XXtb3339Px44dC3V88/X15dixY7i7u3P58mX69++Pk5MTnTp1KnSMX3/9lZycHObMmcO7777L9OnT+eijjwpN65TL5WjLVOj8OQqUueDZhTf6L+aN8UvU+wwbNoxZs2Y9tcJ9dfTk76hKpeLHU5EADG5TCyOD58zpFgqpTH9Dn+RipYOHjTFhD9I5czulQr0PV9bXtKISr2fpE69p6RKvZ+mr6K9pRY5N0KwS3y68cuUKixcvLpSkKWk20NHRkdatWzNhwgTS09O5e/cuw4cPZ8aMGQC8++67/P7774B0V3nevHnqbf81evRoxo8fz+XLl0lOTmbs2LH4+flhbW1d0surmnIz4OwaabnNOJGkqUC05DL6eEutureev6vhaKoo2/rQaQ6MvwKDd0PTQaBnCqlRELgYVvrC6nZwcjmkxZbKKRUKBQsXLixyelPbtm2pX78+urq6+Pj4sGjRIlavXl3kcX777TcWLlxIrVq1MDc3Z/ny5Zw6dYr79+8X3vnKVnhwVSqw3OO7Av/OAwMDSUhIoGvXrgwbNgxnZ2f69u1LUlJSqVxvVXDqVgLXYlIx0NHi3RYumg5HKGePuj8dE226BUEQhApGNB2pOkry/7LEiZqUlBQaN27MgwcP1OtiY2Np2rQp9+7dK9GxAgICSExMxM7OjhYtWtC7d2+GDpWK3YaGhqrb2d65c4dXXnkFLy+vIo/j7+/P5MmT6dmzJx4eHqhUKtasWVPSS6u6gjZCVpLUNade9+fvL5SrPs2kRM3R0DgepGZrOJoqTC4H13bgvxwmhcJb66FON5BrQ+xl+Gs6fFsPNvSES5shJ/2FT7VhwwZatmxZaDRNUdzc3IiKiipy282bNwt0jXtyWmcB6ffhxn5p2X85GNuoNykUCiZNmsSyZctYsGABVlZWRERE4Ofnx+TJk0t+cVXU2octud/yccLcsPzqGAkVg9/DRM3R0DjxgVgQBEGoEB6NtsnMzNRwJEJpefT/sjgjqUo89Wn69Ol8+umn2Ng8/iJgZ2fHxx9/zPTp0/nxxx+LfSwzMzN++eWXIredO3dOvezq6srKlSufeazhw4eLAplFUSrg1HJpufVYkFf+GihVjauVET41a3DuThLbL0TzoV9tTYdU9ekYQINe0iMjAUJ2wOXf4e4ZCD8sPXQMoe4b4PUOuHUEreK9XSqVSubPn8+OHTsKbVu7di1KpZKRI0eq1wUGBj41oePk5MTVq1fVPxc5rTM7Be6cAlcVeA+GOl0LHGPBggX069cPZ2dnzpw5w/z589HW1uaDDz546vTV6ubmg3T+uf4AmQyGtBEtuaujFq4W6GnLiU3NJuxBOp621buOkyAIgqB5WlpamJubqwdIGBoaIhMzIyollUpFZmYmDx48wNzcHC2t538nL3Gi5q+//mLFihWF1g8ePJh58+aV9HBCWbv6B6TcBSNraNxf09EIT9G3mRPn7iSx9XwUI9u7iTfh8mRkCc2HSY/EcAjeKo2oSbwFwVukh5E1NOwDXm+Dg/czpw9u2rSJRo0aFRgJ84iPjw+dO3embt26+Pr68tdffzFz5kwOHjwIQGJiIj169ODHH3/Ew8OD0aNH88knnzBmzBiSk5OZOXNm4WmdeyeDIhOMHKDz1wXOFx4ezr59+zhy5AgATZo0Ye3atXz99dcEBATg7e398q9fFfDDCWk0zat1bXG1MtJwNIIm6Oto0dLNkqOhcRy9EScSNYIgCEKFYGdnB1BgNotQeZmbm6v/nz5PiRM1GRkZRQ7V0dbWFlWrKxqVCk48bJHuO1IaRSBUSG942TN711VuPkjnUlQKTZzNNR1S9WThBn6fQvvJEB0kFSG+sg0y4uDMaulh6SGNsvF6C2rUKnSIkJCQp9bTatKkCWvWrGH06NHcunULT09PfvjhB5o0aQJILfuuX79OSkoKIE3rjImJYfbs2cydO5fevXsXnNZ5ZbsUI0j/xvWMC5xv7NixLFmyRJ21nzp1KkOGDMHW1paWLVuycePGl3u9qoDEjFy2B0lTz4a1E6NpqrP2ntYcDY3jWFgcw9sX7j4pCIIgCOVNJpNhb2+PjY0NCoVC0+EIL0FHR6dYI2keKXGipmnTpvzzzz+8+eabBdYfOnSI+vXrl/RwQlm69TfcDwYdI2m0gFBhmejr0LWhPTsuRLP1/F2RqNE0mQycmkmPzl/BrcNSQuT6HkgIg8NzpYdzS2mUTYNeYCh1U/r666+feWh/f3/8/f2L3Obg4EB8fHyBdUOHDsXe3p5u3boVTJKn3oPdEwBY/+3n8Mq0As+LjY2lf//+NGvWTL3O2NiYLVu2FPtlqA5+PXOHbEU+DR1N8XUVHbGqMz9Pa74EzkQkkpWrxEBXTBUWBEEQKgYtLa0SfckXKr8SFxOeOXMmH3/8MdeuXVOvu3DhAmPHjmX69OmlGpzwkh6Npmn2PhjU0GgowvP1fVhUeOfFe2QrlBqORlDT0gHP16HvOpgcBj1XgVsHQAZ3T8OeibDQEza9CyF/gqIcCkLn58MfoyA7WZqK5fdpoV3s7OwYOHBg2cdSieXk5fPTqTsADGsrphxWd7WtjXA0NyA3L5/TEQmaDkcQKixlvoozEYmcj5dxJiIRZb4owC0IglDaSjyipnPnzsybN4/XX38dR0dH8vLyuHv3Ll9//TW9evUqixiFFxEdBBHHpI42LUdpOhqhGFq5WeJgps+9lGwOhtyne2MHTYck/JeeCTR5V3qk3pOmRV3+DWKD4cYe6aFnBg38pelRLq2lblOl7WwAhB8BbQPovUZKJgkltic4hri0HGxN9ejWyF7T4QgaJpPJaO9pzaazkRy9EUfHOjbPf5IgVDP7r8QwZ1cIMSnZgBYbws5hb6bP593r06WheB8VBEEoLS/0DeKdd94hIiKCVatWsXr1aiIjI9VttYUK4tFomoZ9wdxZs7EIxSKXy9StureeL7pds1CBmDpIndQ+DIRRp6DtBDB1gpwUCNoA69+AJY3g0Gx4cL30zvvgGhz8XFruPBesPErv2NWISgU/npBG0wxuXQtd7TJIqAmVjp+nFQDHwuI0HIkgVDz7r8Qw6uegh0max2JTshn1cxD7r8RoKDJBEISq54U/mWpra9O0aVN8fHzQ09MrzZiEl5VwC67tlJbbfKzZWIQS6eMtJWqOh8URm1IOU2iE0mFbH16bDeODYfBuaDoI9EwhNQoCF8NKX1jdDk4uh7TYFz9PXi5sHw7KHPB4HXxEgrykHg3Z33NXzvX76ehry3m3hYumwxIqiNbuVmjJZYTHZXA3MVPT4QhChaHMVzFnVwhFTXJ6tG7OrhAxDUoQBKGUlHjq04YNG565/b333nvhYITS8e9PM4kPzaFrtzfAtnCLYKHiqmVlRItaFpy9nciOC9GM6lBb0yEJJSGXg2s76dFtIYTuh8u/Q9hfEHtZehycCa5+0Lgf1H2zUKemZzr8lTTNytASeix/ZptwobCCQ/al+xRyuYzT4QliyL4AgKm+Dt4u5vx7O4mjoXEMbFlT0yEJQrnJzcsnOTOXxMxckjIUJGfmkpSpICkzl6vRKYVG0jxJBcSkZPPHxWje9LJHT1sUPRUEQXgZJU7UBAcHs3fvXtLT03njjTcA2Lt3L6ampnTp0qXUA6zMtLULv7w6OjqEh4djby99KWjTpg1nzpxRbx85ciQrVqwo9DylUsm8efNYu3YtSUlJ9OrVi6VLl2JmZlZgv/zU+3y4aAtTWutAm3EAHDhwgFGjRhEREQFIVcPlcjlmZmakpaXx1Vdf8cknn5TadQsvp28zJ87eTmTr+bt86CcKnFZaOvrQoKf0yEyEq9ulpM3dMxB+WHroGELdN6R6Nm4dQevhe0byXch8WMw0Lw+zzNvILmyEE0ukda/MAhNbDVxU5fVoyP5/7/Vm5ioZ9XMQqwZ6i2SNAEjdn/69ncQxkagRKimVSkVGrpKkjFySHyZakjJzScqQEi9PJmCSnkjKZOS+fCODT36/xKQtl7Az1ce5hiHOFoY4WxjgYiEtu1gYYm2sh1wuPtsIgiA8S4kTNc2bNycoKIidO3diZGQEQHp6Oj179sTPz6/UA6zM8vLyCvz8zTffEBUVpU7SAISFhZGdnV1kUudJX331FSdPnuTIkSMEBgZy+PBhhgwZwvbt2wvst3rmMKwNVLz9ekuo2YbU1FRGjRrFjh07cHR0xN/fn6lTp9K9e3dCQ0MZPHgw48ePL7VrFl5eNy97Pt95lVtxGVy4m4y3i+jYVekZWkDzYdIjMRyCt8KlzZB4C4K3SA8ja2jYB9z8YMv7kJcDgA7QAeDGE8fb/ym4vyrqTxXTs4bsPzJnVwid6tuhJb48VHvtPa1Z+FcoJ28loFDmo6Ml6hcJmqPMV5GaVTCpkpT53wRMwXXJmQpylfkvdD65DMwNdTE31KGGoe7Dhw5ZCiW7Lz+/Bo2+tpzsvHxiUrKJScnm7O3EQvvoactxqlEweeNsYfgwsWOAib4okC8IglDiRM2XX37J5s2b1UkaAGNjYxYvXsygQYPUo2yEgjIzM1m+fDmnTp1Sr4uOjsbS0vK5SRqApUuXEhISgoWFBSYmJixfvhx3d3cSExOxsLAAID76Nl+t38exwQbQZjzIZISGhuLt7U3jxo0B6N+/Pzdu3KB79+6MGTOGZcuWoaUlhqdWJMZ62nRtaMf2C9FsPR8lEjVVjYWb1E67/WS4FwSXfpO6R2XEwZnV0uN58nKkETciUVMsZyMSizVk/2xEIq1qW5ZfYEKF1NDBDAsjXRIzcgm6k4Svm/idqMyebCVtGZFIK3cbjSVkc/KUjxMs/5laVHC0y+P1KVkKVC9Y9kVXW06NJxMuRjqYP0y8FF6ni4WhLib62kWOdlHmqzh/J4nYlOwik94ywM5Mn+OfdiQlS0FkYiZ3k7K4m5jJ3cRMIh8+YlKyycnL51ZcBrfiMoqMu4ahDi4Whjg9TOK4PEziuFgYYm+uL5KngiBUCyVO1Ny8eRN3d/dC6z08PAgNDS2VoKqigIAAunXrhrPz4y9WISEh1KlT57nPTU9PZ9iwYdja2qJQKABpWpW9vT33799XJ2qmfPguo5ppU9vdQ5pOgfT/JSgoiODgYOzt7dm8eTOLFi1i48aN1K1bl+bNm5fB1Qovq28zJ7ZfiGbXpXvMerM++joimVblyGTg2Ex6dP4Kbh2WWn1f2yUVCxZKzYO04hXmLu5+QtUml8to52HFnxfvcTQ0TiRqKrGyaiWtialFJnramBtJCZanJ1serjOSlg10tEpt+rSWXMbn3esz6ucgZFAgWfPoDJ93r4+2lhxLYz0sjfVoWsSNJoUyn5jkbO4mSYmbR0mcuw8TO4kZj167FC5FpRQZh72Zvjpx42JpWGB0jqWRrpgyLghClVDiRI27uzsnTpzglVdeKbA+MDCwyASOADk5OSxZsoQjR44UWH/16lUCAwOxsrLCysqK6dOnM2jQoELPNzY2Zv78+QXWRUZGEhUVhZubGwD/nj7Fj3tO4WQiY+mFMD7N+ZbJkydjZmbGypUr6dOnD2lpaUyZMgUPDw9GjRrF0aNHy+yahZfT0s0SR3MDopOz+CvkPj0aO2g6JKEsaemA5+vS485J+LGrpiOqUmxM9Et1P6Hq8/O05s+L9zgWFsenXepqOhzhBTytLtWjVtKP6lI9mlqUmJkrJViemEb0tHUpZTC1qIbR09eZG+iiq635USRdGtqzaqD3E8kviV0Jkl86WnJcLKUES5sitqfn5BVM3jxafjg6Jycvn6ikLKKSsjgVnlDo+Ya6WuraOC7/qY/jXMMQA11x40sQhMqhxImaGTNmMGLECHbt2kW9evUAaWTIyJEj+d///lfqAVYF69ato2PHjri6uhZY7+Pjw7Fjx3B3d+fy5cv0798fOzs7OnXq9MzjKZVKhg8fzqRJk9St0adPGMkIbx2+6eHEnW6b6dt/AHXr1qV79+506dKlwGinYcOGMXPmTExMTEr/YoVSIZfL6NPMiWV/h7H1fJRI1FQnOoaajqDKaeFqgb2Z/lOnPz0ast/C1aJ8AxMqrHYe1gBciU4lLi0HaxM9DUcklERxWkl/9OsFjPUuk5qd91JTiyyeTLo8HNnytHU1njG1qLLo0tCeTvXtOHXzAX8dP8Pr7XxLdTqZsZ429exNqWdvWmhbfr6KuPScJxI5WU+MxskkNjWbzFwlN+6nceN+WpHHtzbRw/mJETiPEjgulobYmeqLOmWCIFQYJU7UvPPOO6Snp9OxY0dq1qyJSqUiKiqKefPm0adPn7KIsVJTKBQsXLiQ/fv3F9rWtm1b9bKPjw+LFi1i9erVz03UbNiwAR0dHSZOnAhAYkICIddvsGeMPjodP8LcpwWLFy9m5cqVdO/evcBzAwMDSUhIoGvXrgwbNowDBw7g6+vL999/T40aohZKRdLH25Flf4dxPCyOmJQs7M0MNB2SIFRKWnIZU7vWZdzmi4W2PTlkX3xAFx6xNtGjgYMpV++lEngzjl5NnTQdklACz6tLBVIyJyXrcdOH/04tsjB8XLulUAKmDKYWVSZachm+rhYkXFPh62pRbu+dcrkMW1N9bE318alVOLGek6ckOimrwAicyIRM9TSrtOw84tJyiEvLISgyudDzdbRkOJobqBM4T9bGcbEwxMywbIocV6Q6SoIgVBwlTtQADB06lEGDBhEcHIxMJqNRo0bo6IgK7UXZsGEDLVu2xNPT87n7urm5ERUV9cx91q1bx7lz5wgKCkIul4bB3jqyGU9zJToGJuDzAQBeXl7cuXOnwHMVCgWTJk1iy5YtLFiwACsrKyIiIli1ahWTJ09m7dq1L3iVQlmoaWlEC1cLzkYksj0omo86iqmFgvCiEjNyAdCSgfKJu+clGbIvVC/tPa25ei+VozdEoqayKW69qWld69LL27HCTC0SXo6ethZu1sa4WRsXuT0lU6EuavxkjZy7iZlEJWWhUKq4nZDJ7YTMIp9voq/9OHlj+Wg0jjQ6x7GGAXraJZ9WVVZ1lARBqPxKnKjp3r07O3bsQFdXl2bNmpVFTFWGUqlk/vz57Nixo9C2tWvXolQqGTlypHpdYGDgMxM6hw4dYs6cOXz++ecFRr843d3BjYR8FI0HoWMgrQ8ODi401WrBggX069cPZ2dnzpw5w/z589HW1uaDDz7A19f3ZS9XKAN9mzlxNiKRbeejGN2hdrW8cycILys3L581x8IB+LxHA9wsDcpkyL5Qtfh5WrPqyC2Oh8WTn6+q1NNVqpvi1pvycjKvFrWpiuouqqOjQ3h4OPb2UjKgTZs2nDlzRr195MiRrFixotDzXn31VXWNQ5VKhUwmQ6lUsn37dnr16kVqaiqjRo3izz//xNTUlHHjxjFlyhQAwsPDGTRoEGfOnEGpVCKXy5HL5RgZGaFSqWjfvj27du0qi5cAADNDHRoZmtHIyazQNmW+itjUbPUInCfr5EQmZhGfnkNadh5X76Vy9V5qoefLZGBnqv94KtV/6uNYG+sVeg8pbh0lQRCqpxInaqKjozl16hTt2rUri3iqlE2bNtGoUSMaNGhQaJuPjw+dO3embt26+Pr68tdffzFz5kwOHjwIQGJiIj169ODHH3/Ew8ODkJAQBgwYwG+//UZKyhNV8KPOY5/8Ly0ctRm7LZpv2iQTGRnJxIkTWb58uXq38PBw9u3bpy5o3KRJE9auXcvXX39NQEAA3t7eZfpaCC+mWyN7Pv/zKuHxGQRFJtOsppieVuUZWoK2ntSC+2m09aT9hGLZHhRFTEo2NiZ6vO3jjBb5PLiSx7Gt62g1ZQogiksKhXm71MBIV4uEjFyu3kst8sudUDG1cLWghqEuSZm5RW6vbnWp8vLyCvz8zTffEBUVpU7SAISFhZGdnV1kUudJf//9NyCN0t67dy+WlpaMHj2anj17AjBixAj09fWJjo4mOTmZvn37Ym5uzsiRIxk6dCgfffQRhw4dYsqUKejo6LBo0SJyc3Np3bp1kYmh8qIll6Y9OZob0IrCf18zc/OIejSd6okaOY9+zlIoiUnJJiYlm7MRiYWer6ctLzQCZ9WRW0+toyQD5uwKoVN9O3EzQRCqqRInarp06UL37t1p164dTZo0wdTUFC2txx9yH9VNEaQiyzNmzChyW5MmTVizZg2jR4/m1q1beHp68sMPP9CkSRMAsrOzuX79OikpKTx48IA33niDBw8e8Nprr6nvYAD8MNKX96xh/fSBjDmgwM3NDRsbGz7//PMCtW7Gjh3LkiVL1P+vpk6dypAhQ7C1taVly5Zs3LixbF8M4YUY62nTrZE924Ki2Ho+SiRqqgNzZxhzHjKlbhaKvDxOnDhBmzZt0Hn0AdrQUtqvGnjZO8F5ynxWHb0FwIj2bujraKFQ5LNnzx7u3bvHZ599pn7ehQsXGDNmDJcuXcLDw4OFCxfy6quvAnDgwAFGjRpFREQEAFpaWsjlcszMzEhLS+Orr77ik08+KZsXQdAIXW05rd2tOBhyn2NhcSJRU4nEpGSRk1d0K+zqXpcqMzOT5cuXc+rUKfW66OhoLC0tn5ukKcrXX3/N9OnTkclkREdHc/jwYe7cuYO+vj5mZmZs2LCBrl27MnLkSCIiInj33XcBKaEzdepUQEocvfvuu7i4uJTORZYBQ11tPG1N8LQt3IhDpVKRkJFbuFPVw2LH0u9jPjcfpHPzQXqxzqcCddKnVW1xY0YQqqMSvyPr6ekxYcIE9c+ZmUXP4xSkP17P4u/vj7+/f5HbHBwciI+PV//86MvBozsY3bp1Qyc1Er6Tpp+ZdZrExoH1izxWbGws/fv3LzBVzdjYmC1btpToegTN6NvMiW1BUey+dI9Zb9YXrSWrA3Pnx4kYhYIUw2iwbwzVsBbYy94J3hMcw52ETGoY6vCur/QlIDY2lh07dnD69Gn1fhkZGbzxxhssWLCAt956i1OnTtGvXz9Onz5NjRo1GDVqFDt27MDR0RF/f3+mTp1K9+7dCQ0NZfDgwYwfP75sXgBBo9p7WnMw5D5Hb8SJOmGVRE6eko9+CSIzV4mLhSG5eUpiUx+PUKzudakCAgLo1q0bzs6Pk/0hISHUqVOnxMe6desW4eHhvPXWWwCcOHGCTp06oa//eDpZvXr1MDY2JiwsjJo1a7J582b8/f1Zs2YN7du3JywsjP3793P8+PGXvzgNkclkWBnrYWWsh7dL4RtqCmU+95Kz1ImbyMRMTocncPFu8nOPvf1CFE41pALHgiBULyVO1Hz++edlEYfwIk5+B6jAozPYFp2kAbCzs2PgwIHlF5dQqnxdLXCqYUBUUhZ/hcTi38RR0yEJgkaU9E5wfr6KFYdvAvBBG1cMdaV9pk6dSrdu3QrU8YqPj+fbb7+lX79+APj5+eHr68u///5LrVq18Pb2pnHjxgD079+fGzdu0L17d8aMGcOyZcsKjCwVqg6/h226gyKTSM1WYKpf/ZKllc2Xu0O4FJWCmYEOvwzzxcHcoMxaSVc2OTk5LFmyRD0N/pGrV68SGBiIlZUVVlZWTJ8+nUGDBj33eFu2bGHKlCnq5haRkZG4uxdOaNapU4fw8HDWrVvHkCFDGD16NP7+/owbN44ePXpU+fdQHS05NS2NqGlppF536lYC/b8//YxnSbaci2LLuSjcrI3w87TGz9Oalm6W6OtU3ddLEATJCxUTflZB0507d75UQEIxpT+Ai79Ky23HazQUoWzJ5TL6eDux9O8wtp6PEokaodoq6Z3gg9fuE3o/HRM9bd5rXQuA48ePc+HCBb788ssC+9asWZOaNWsCkJWVxa5duzh79iwrVqzA2NiYoKAggoODsbe3Z/PmzSxatIiNGzdSt25dmjdvXjYXLGici6UhrlZGRMRncPJmAl0a2mk6JOEZtgdF8fPpSGQyWNKviXoUgiZaSVdE69ato2PHjoWaTfj4+HDs2DHc3d25fPky/fv3x87OrsAU+v+6cuUKd+7coX///up1WVlZGBoWHvlhYGBAVlYW7u7uBUbO/Pzzz9StWxcfH59SuLrKpYWrBfZm+sSmZBdZpwakLlN1bU0IuptMeFwG4XEZ/HjiNnracnzdLNWJm9rWRqLZhCBUQSVO1EyaNEm9nJ+fT2pqKtu3byc4OJgFCxaUanDC08nPrQVlDjg1B5dWmg5HKGN9m0mJmsCb8dxLzsLB3EDTIQlCuSrpnWCV6vFomkGtamJmoEN+fj5jxowhISGB9957jw4dOrBhwwYsLQvO/3dwcCA5OZnPPvsMR0cpMbpy5Ur69OlDWloaU6ZMwcPDg1GjRqm7nwhVl5+nNRHxGRwLixOJmnLyIrWp3h40hCCn3gCMfcWDjnVs1NsOHTpEr1691CM/QBqNZ2tr+8xzZWVlabRLUWlSKBQsXLiQ/fv3F9rWtm1b9bKPjw+LFi1i9erVz0zUfPPNN/Tu3bvASBgDA4MiSyIkJCQUSuAkJSWxePFijhw5wrfffsvy5cuxtrbm+++/x8vL60UusVLRksv4vHt9Rv0chAwKJGsepVwW9PWiS0N7UrIUnLoVz9HQOI7ciCMmJZtjoXEcC43jS8DR3AC/OlLSpnVtS0zEyD9BqBJKnKjx8/MrtM7f359vvvmGQ4cOqQsvCmVHS5mN/Pw66Yc246SegEKV5mxhSEs3C06HJ7LjQrSolSBUOyW9E6xXswmXo1LQ15EztK30nM2bN5Odnc3evXu5fv06hw8fZsSIEWzbtq3AMaOiojh58iQfffQR9evXZ8CAAXTp0oXQ0FD1PsOGDWPmzJmYmBQuLClULe09rVh/8jZHb8QVKOYvlJ2S1qZKzVbgv/wE2fEZtPOwYtyrHgWeHxISwjvvvMOGDRvQ+U+tr2edq2PHjhW2S1FJbdiwgZYtW+Lp6fncfd3c3IiKinrq9rCwMP79999CN2hdXFzYt29fof0jIiJwc3MrsO7TTz9lxowZXLx4kd27d3P58mV1h9Pg4OBiXlXl1qWhPasGejNnVwgxKdnq9f+to2RmoEOXhvZ0aWiPSqXi5oN0jobGcTQ0jjPhiUQnZ/HrmUh+PROJtlxGs5o11Imb+vam4j1LECqpkpd3f4rx48fj4uLCvHnzSuuQwiPJd9UdYMjLo07MdmTZKWDmBKaO0vZq0gGmOuvbzJnT4YlsOXeX0R1qiz+8QrXxIneCtV6XRn/2b+GCpbEeAL/99huLFy/Gy8uLqKgoli5dioeHB/fv38fW1lZ9HCMjIzp16sT69ev56KOPGDBgQIFzBgYGkpCQQNeuXRk2bBgHDhzA19eX77//nho1RGe2qqalmyW6WnKik7MIj8+gtrWxpkOqVp5Xm0qlUjF5yyUi4jNwMNNnab+mhaY3hYSE4OTkVOJzVeYuRU9SKpXMnz+fHTt2FNq2du1alEolI0eOVK8LDAx8ZkLn66+/ZsKECYVGI7Vp04ZJkyaRl5en3nblyhVycnIK1K45ceIE8fHx9OrVi4ULF9KnTx+MjY1p0aIF+vr6xMfHY2Vl9bKXXSl0aWhPp/p2xa6jJJPJ8LA1wcPWhGHt3MjMzeNMeKI6cRMRn8GZiETORCTyv/03sDbRo72HNX51rGnnbkUNI91yvkJBEF6U/Pm7FM/du3dRqZ42y1J4Ycl3YXkzWOMHa/zQ+eFVPOIefllJiYLvO0rbk+9qNk6hzHVtaIehrha3EzI5fydJ0+EIQrkp6Z3gG7duczYiER0tGSPaP76Le/PmTRo2bKj+WVdXl7p16xIZGcn169dJTEwscKzGjRsTExNTYJ1CoWDSpEksW7aMBQsWYGVlRUREBH5+fkyePPklr1SoiAx1tWnhagHA0RtxGo6m+nlebarvj4dz4Op9dLRkrBzYDIsivoheu3YNBweHEp/rUZeirKysQl2Kxo0bV0pXWPY2bdpEo0aNaNCgQaFtPj4+zJo1i6NHj5Kdnc3OnTuZOXMmn3zyCQCJiYm0bduWsLAwAG7fvs0///zDkCFDCh3L0dGR1q1bM2HCBNLT07l79y7Dhw9nxowZ6n0evYd+9913ADRp0oTNmzeTmJhIYGAgKSkphaajVnVachm+rhY0syp5HSVDXW061rVhdo8GHJ7UgaOTO/ClfwNeq2eDoa4WcWk5bAuK4uNNF/CeexD/FSf49mAoQZFJKPPF9zZBqMhKPKImKCiowM8KhYLw8HC++eabSvVHq9LITIC8nGfvk5cj7SdG1VRpRnradGtkz9bzUWw9H4VPLQtNhyQIZe5F7gRnGUi1Kfo2c8Le7HE9JycnJ65cuaKePqFQKAgNDaVWrVqsWbOGzMxMvvrqK/X+//77L/XrF+yot2DBAvr164ezszNnzpxh/vz5aGtr88EHH+Dr61uq1y5UHO09rQi8Gc+xsDg+aOv6/CcIpeJ5tanMLSzJlBli2uptFs/4mCbO5kUeJyQkhPnz5zN37lw6duzIypUrsbGxKbBPUeeqKl2KQkJCCiRLntSkSRPWrFnD6NGjuXXrFp6envzwww80adIEgOzsbK5fv05KSgoAly5dYtq0aejp6RV5vICAAEaPHo2dnR0mJiZMnDiRoUOHqrcvXLiQd955Rz3C6bXXXiMwMBAPDw9sbW3ZuHGjGDH8EmpaGjGolRGDWtUiJ0/J+dtJ6tE212PTuHQ3mUt3k1n2dxhmBjq09bBSFyW2NdV//gkEQSg3JU7UPMqwP6Knp4ednR0zZszgrbfeKrXABEEorG8zJ7aej2L35Rg+794AA93K80FREF7E8+4Ed+7cmbp16+Lr68tff/3FZ9NnoN/jc/Rl0M+rBm3btuXHH3/Ew8OD0aNHM378eDZt2kR6ejrjx4/Hz88Pa2tr3n//fXx9fWnTpg2vvvoqwcHBjBw5ktWrV6vPFx4ezr59+9Rf5Jo0acLatWv5+uuvCQgIwNvbu7xeFqGc+Xna8PXe65wOTyBboRStccvJs2pT7dh7kPH7YrkXfoPsv77FNrUzULPQMbKzs/n+++/Jzc2lc+fOLFu2jN69exMYGPjcc1WVLkVff/31M7f7+/vj7+9f5DYHBwfi4+ML7AtSorsoZmZm/PLLL0VuU6lUGBoaMmbMmALrZ8+ezezZs58ZY0XzIgWvR44cWay6RqdPnyY2NpaePXs+91zFLXg9rVs9Yh8WIT4aGsfxsDhSshTsuRzDnsvSyNG6dibq2jY+NS3Q1S61iReCILyAEidqDh8+XBZxCIJQDC1qWeBiYUhkYiYHrsbSs6lo1S1UbSW9E9xi8HSu67rRo7ED1oZaBe4E+/v78+DBA9566y0SEhJ4++23WbNmDSAN2d+6dSsTJkygb9++ODs7M2fOHDp27Kg+39ixY1myZIn6TvrUqVMZMmQItra2tGzZko0bN5bxqyFoiqetMXam+sSmZvPv7UTaeVhrOqQq71m1qXxbtWbA92dIyMrHq4k3w3osJSAggNdff73Qvvr6+vTs2ZO9e/diZmbGF198we7duwkODqZRo0bPPdcj1b1LUWmQyWRVZvR9SQteF1dGRgaDBg0qUPOztApe25np83ZzZ95u7kyeMp9LUSnq0TaXo5K5HpvG9dg0Ao6GY6SrRavaVvjVsaaDp7W61b0gCOWnxImazMxMevXqxcaNG9XDRmNjYxk6dCjbt29/6lBIQRBenlwuo4+3E4sPhbLl/F2RqBGqvJLcCQ69n8bri48BMLqjOw62JgXuBAMMHz6c999/n71799KtW7cCHWBatmxZoGDpk2JjY+nfvz/NmjVTrzM2NmbLli0vdF1C5SKTyWjvacXv56I4eiNOJGrKwbNqUy04cIOztxMx1tNm1UBvMu/ffmaXov961NXoUaKmOHWwRJci4WmeV/C6JCZPnkxERESxz/WiBa+1teQ0q1mDZjVrMLGTJ4kZuRwPk5I2x0LjiE/P5dC1+xy6dh8ANysj2ntKRYlbulqKEd2CUA5KPKZt7ty5eHp6Fpjba2dnh7Ozc4G5/YIglI3e3lJy5uStBKKSMjUcjSBUHCsP3wSgSwM7PG1Lt222nZ0dAwcOLNVjCpVLe08pOXMsTBQULmuPalNNnz690LbxcxayaJk0SmDhW164WRs/tUtRbm4unTp1IisrS70uJyeHf//9V73/s871yJNdis6cOVNklyKh+npeweviOnfuHEePHqV3797FPldpFby2MNLFv4kj377dhLOfvcbusW2Z3LkOLR4WNw6Pz2D9ydsM+fFfGn/xF4PWnWHt8XBuPkgTzWQEoYyUOFGzadMmpkyZUmj9tGnT+PXXX0slKEEQns7ZwpBWbpaoVLAjKFrT4QhChXAnIYOdl+4B8FFH9+fsLQgl19bdCrkMQu+ncy856/lPEF7Y02pThcels+ueIcnHf6FTjQQ6uNd4ZpciXV1dzM3N+fjjj0lPT+fevXsMHjyY5s2bU7t27Wee6xHRpUh4lkdFqKdNm1Zg/aOC11ZWVtStW/e5U2Pj4+NZtWoV69evx9Cw6GlGRZ1r3bp1rFixAkdHR9LS0hg3bhxjxox5qYLXcrmMho5mfNTRnd9HtuLCrE6sHtiM/i1ccDDTJzcvn+Nh8czdc43Xvj1G2/mHmbY9mP1XYknLLrp2kSAIJVfiqU+xsbHY2dkVWu/g4EB0tPjSKAjloW8zJ06FJ7A1KIoxr7iLDglCtbf66C3yVeDnaU0jJzNNhyNUQeaGujR2NudCZDLHw+J4p3nRUwqEl1dUbarM3DxG/RyEskZNWr43lZMb5mP++Yjndin6/vvvGTt2LB9++CHa2tr06tWLJUuWPPNcTxJdioRneVbB62PHjuHu7s7ly5fp378/dnZ2dOrUqcjjjBo1itdff53mzZura6cV51zlUfDaVF+HLg3t6NLQDpVKxa24dI7ckKZJnYlIJDo5i01nI9l0NhJtuQzvmjXUnaTq25siL0G7cUEQHitxosbV1ZXLly8X6m5x8eJFHBwcSi0w4SFDS9DWe3aLbm09aT+h2ujayI5Zf17hTkIm5+4k0Vy06haqsZiULLael+pTjHlFjKYRyo6fpzUXIpM5GioSNWXpv7WpVCoV03dc4cb9NKyM9djx2ThsTAuP7obCXYrMzc354Ycf6Nu3b6G6VEWd67/nrSpdioTS96wi1G3btlUv+/j4sGjRIlavXl1komb9+vXExsby6aefvtC5HimPgtcymQx3GxPcbUwY1s6NrFwlpyMSOHpDqm0THp/B2YhEzkYksuDADayM9WjvKbUAb+dhjYWRbqnEIQjVQYkTNSNHjmTixIkcOHBAXTg4IyODcePGMXz48FIPsNozd4Yx5yEzAQBFXh4nTpygTZs26DwqUGZoKe0nVBuGutq84WXP7+ei2HouSiRqhGptzbFwFEoVLVwtxL8FoUy197RmyaEwAsPiyVPmo60l2teWh5/PRLLjQjRachkr3m2Kjal+uZy3KnUpEkpfcYpQP/KogPV/RUZG8sknn5Cenk6/fv2Qy+UoFAp+/fVXzpw5w4IFC4p9Lk0UvDbQ1aJjHRs61pFql0YmZHI0LI6jN+I4eSue+PQctgdFsz0oGpkMvJzM1aNtGjuZifdQQXiGEidqxo0bx40bN/Dy8qJXr17k5eWxdetW2rdvX2TtGqEUmDs/TsQoFKQYRoN9Y/jPXSGheunbzJnfz0Wx+/I9Pu9RH0PdEv9zFoRKLz49h01nIwEYI2rTCGWssZM5ZgY6pGQpuBSVTLOaIjFY1i7eTeaLXVcBmNKlDr5uYgSxoHmPilDv2LGj0La1a9eiVCoZOXKket3TCl67uLiQkJCAQqFQdyMcPnw4b775Jn379n3uuR55suD1woULiyx4bWVlVQpX/mwuloYMsqzJoJY1yc3L59ydRKkF+I04rsemceluMpfuJrPs7zDMDHRo62GlTtzYllMCVhAqixf6Zrdy5UouX77M33//jVKp5Pfff6dFixalHZsgCM/QvFYNXCwMiUzMZP+VWHp7O2k6JEEodz8ERpCtyMfLyYx2HmX/IVSo3rTkMtp6WLHncgxHQ+NFoqaMJWbkMvrn8yiUKro0sGN4OzdNhyQIwLOLUPv4+NC5c2fq1q2Lr68vf/31FzNnzuTgwYOAVPC6R48e/Pjjj3h4eLzUueBxwestW7YAUsHrOXPm0L9/f0JCQjRW8FpXW07r2la0rm3FtK71uJ+azbFQqbbN8bB4UrIU7Lkcw57LMQDUtTNRJ22a1aqBnrZoAS5Uby98C97Ly6vU5jsKglByMpmMvs2c+PZgKFvPR4lEjVDtpGQp2HjqDiB1ehIFPYXy4Odp/TBRE8fEbo2glwAAZldJREFUTs+f8iC8GGW+inGbL3AvJRtXKyP+95aX+DcuVBjPKkLdpEkT1qxZw+jRo7l169ZzC16/zLmg8hS8tjXV5y0fZ97ycUaZr+JSVDJHHxYlvhSVzPXYNK7HphFwLBxDXS1a17Z8mLixwcWy6E5YglCVlThRk5mZSa9evdi4cSM2NtJ8xNjYWIYOHcr27dvVdWsEQSh7vb0dWXwolJO3EohKysSphvhDJlQfG07eJi0nD09bYzrVs9V0OEI10d7DGoDLUckkZeRSQxTHLBNL/w7jeFg8+jpyVg30xlRfTPcWKo5nFaEG8Pf3x9/fv8ht/y14/V/r168v9rkqa8FrLbkMb5caeLvUYEInT5Iycjl+M16duIlPz+HQtQccuvYAuIqrlZF6tE1LN0sMdJ892kaZr+JMRCLn42VYRiTSyt0GLdF9SqhkSpyomTt3Lp6enuokDYCdnR3Ozs589dVXfPHFF6UaoCAIT+dUw5DWtS05cTOB7UHRfPzq84fQCkJVkJGTxw8nIgBpNI1o/ymUFzszferamXA9No3jN+Pp0Vh0vCxth68/YNnfYQDM692IunamGo5IECqmqlLwuoaRLj0aO9CjsQP5+Squxaaqa9ucv5NERHwGEfEZrD95G11tOb6uFurEjbuNcYERQ/uvxDBnVwgxKdmAFhvCzmFvps/n3evTpaG95i5SEEqoxImaTZs2cfz48ULrp02bxquvvioSNYJQzvo2c+LEzQS2no9ijPjCKlQTm85GkpSpoKalIW80Eh+8hPLV3tOa67FpHL0RJxI1pexuYibjf7sIwMCWLvRqKqb1CkJ1IpfLaOBgRgMHM0Z3cCctW8HJWwnqxE10chbHw+I5HhbP3D3XcDDTx6+OlLTJzFXyye+XUP3nmLEp2Yz6OYhVA71FskaoNEqcqImNjcXOzq7QegcHB6Kjo0slKEEQiq9zAzuM9a4SmZjJv7cTRUcMocrLVihZcywcgFF+tUV7T6Hc+Xlas+ZYOMfC4lCpVBWi/kNVkK1QMvqXIFKyFDR2MmPmm/U1HZIgCBpmoq9D5wZ2dG5gh0ql4lZchpS0CY3jdHgC91Ky2XT2LpvO3n3qMVSADJizK4RO9e3ENCihUijxp1tXV1cuX75caP3FixdxcBB3lQShvBnqaqtHFGw9H6XhaASh7G09H8WDtBzszfRFEW1BI3xq1cBAR4u4tByuxaRpOpwqY86uEIKjU6hhqMPKgc1E1xdBEAqQyWS42xgztK0rGz5owaVZr7N+SHOGtKmFvdmz23urgJiUbM5GJJZPsILwkkqcqBk5ciQTJ04kJydHvS4jI4Nx48YxfPjwUg1OEITi6esjfVndExxDRk6ehqMRhLKjUOaz+ugtAEa0d0NXW4ymEcqfnrYWrWpLoxePhcVpOJqqYcu5u2w6G4lMBkv6NcXR3EDTIQmCUMEZ6GrRoY4Nn3dvwNSudYv1nAdp2WUclSCUjhJ/wh03bhz169fHy8uLqVOnMmnSJBo0aIC7uztTpkwpixgFQXgOn5o1qGVpSGaukv1XYjUdjiCUmZ0X7xGVlIWlkS79mrtoOhyhGmvvYQXA0RsiUfOyQu6lMuOPKwCMf9UTP09rDUckCEJlY2Py7BE1Jd1PEDTthW5Frly5ki1btmBra4udnR2///47GzZsEHO0BUFDZDIZfZtJo2q2nH/6HF1BqMzy81WsPHITgKHtXJ/bnlMQypJfHan75bk7iWIk40tIyVIw6pfz5OTl06GONWNfcdd0SIIgVEItXC2wN9Pnad9GZYC9mT4tXC3KMyxBeGElLib8iJeXF15eXqUZiyAIL6GXtxOLDoZyOjyRu4mZOFsYajokQShV+6/GcisuA1N9bQa1rKnpcIRqrpalIc4WBtxNzOLUrQReq2+r6ZAqnfx8FZ/8fok7CZk4mhuw+O0monOhIAgvREsu4/Pu9Rn1cxAyKND56dG7yufd64tCwkKlUWqT+3ft2kWXLl1K63CCIJSQo7kBbWpLQ/G3BYmiwkLVolKpWP6PNJrm/TaumOjraDgiobqTyWTqKTqiTs2LCTgWzqFr99HVkrNqoDc1jHQ1HZIgCJVYl4b2rBrojd1/CgvbmemL1txCpfPCI2oAkpOT+f777wkICMDNzY2RI0eWVlyCILyAvs2cCLwZz7agKD5+xUPcmRSqjMM3HhASk4qhrhZDWtfSdDiCAEB7D2t+Ph3J0VCRqCmpU7cSWHDgOgCzezTAy8lcswEJglAldGloT6f6dpy6+YC/jp/h9Xa+tHK3ESNphErnhUbUXLp0iaFDh+Lk5ERkZCQHDhzgr7/+ok+fPqUdnyAIJdC5gR0metrcTczi7G3RflCoGp4cTTOwZU1x112oMFq7W6Etl3EnIZPb8RmaDqfSuJ+azdhNQeSroI+3E/1bOGs6JEEQqhAtuQxfVwuaWanwdbUQSRqhUip2okapVLJp0ybatGnDiBEj8PPzA2DChAnUrl27zAIUBKH4DHS1eLOxNKxzyzkx/UmoGk6FJxAUmYyutpxhbV01HY4gqBnradOsZg1ATH8qLoUyn49+CSI+PZe6dibM7dlQNKMQhGpOW1u70MPAwICYmJgi9586depTj5WWlsaoUaNwcnJiyJAhTJ8+HYVCAcCdO3cKnUdLSws7OzuysrI4f/48Xl5eyOVyZDIZ2tra6OjoYGFhgbGxMWPHji2T6xeEohQrUTN79mxcXFz4448/WLp0KWfOnOG9994Tf1gFoQJ61P1p35UY0YlEqBJWHJZG07zj44yNqWirKVQsfnUe1qkR05+K5Zt91zl3JwkTPW1WD2wmurcJgkBeXl6Bx9y5cxk6dCj29oVrygQEBLB79+6nHmvYsGHk5+cTHBzMokWLuHr1Kl9++SUANWvWLHSu4cOHM2nSJAwMDBgwYABLliwhJSWF3r17s3jxYhQKBWFhYbi7u/PVV1+V2WsgCP9VrETN22+/zZtvvsmpU6fYunUrd++K9r+CUFF5u9TA1cqIzFwle4OLvhMhCJXFhcgkTtxMQFsuY6Sfm6bDEYRC2ntIiZqTtxLIzcvXcDQV257LMawLjABg0duNqWVlpOGIBEGoaDIzM1m+fDlTpkwptO3mzZt8+umnz3zu4cOHWblyJTVq1MDCwoIffviBn376qcj9o6Oj2bVrF6NGjSI+Ph5jY2NeeeUVTExMGDJkCDdu3ABg8uTJzJo1C1NT09K5SEEohmIlaurXr09AQACXL1/GysqKV155hT59+pCXlydG1QhCBSOTydSjaraeF9OfhMrt0Wiank0dcaohWs4LFU99e1OsjPXIzFVy7o6oDfY0Nx+k8+nWSwB86Feb1xvYaTgiQRAqooCAALp164azc8HaVUqlkkGDBj1z+lF+fj4qlarQ+sTEot+b//e///HRRx9hZGSEpaUlaWlpHDlyhLS0NNavX0/79u05duwYCQkJ9O7d++UuTBBKqETFhM3NzZk0aRI3btzgvffeo3Xr1nTr1o1vv/32qf8ABEEof729HZHJ4ExEIpEJmZoORxBeyLWYVA5de4BMBqM6iFpoQsUkl8to72EFILo/PUVGTh6jfj5PRq6Slm4WTHrdU9MhCYJQAeXk5LBkyRKmTZtWaNvXX3+NjY0Nw4YNe+rzjY2Nad68OWPHjiUpKYnExEQ++OAD2rVrV2jf+/fvs3XrVsaMGQNINzp/+eUXJkyYgJubG25ubvTs2ZNJkybx3Xffld5FCkIxvVDXJ7lcjr+/P3///Tdbt27lxo0beHh4MGDAgNKOTxCEF2BvZkBbd+mLw9YgMapGqJwejabp1sie2tbGGo5GEJ7ucZ2aeA1HUvGoVCqmbQ8m7EE6NiZ6fNffG22tF/r4KQhCFbdu3To6duyIq2vBxgHnz59nzZo1rF279rnH+Omnn4iPj6devXpMnDiRffv28dlnnxXab9GiRQwfPrzAdCYfHx8uXLhAXFwc//vf//jf//5H//79cXFxefmLE4QSeum/lA0aNCAgIICbN2/StGnT0ohJEIRS8Gj607bzUeTnFx4GKggVWXhcOnse1lj6qIO7hqMRhGdr626FTCaNAnuQmq3pcCqUDafusPPSPbTlMlYO8MbaRE/TIQmCUAEpFAoWLlxYKKmSlZXFoEGDWLVqFdbW1s89jrW1Nb///juxsbHUrl2bIUOG0LZt2wL7JCQk8MsvvzBu3LinHufWrVvs27ePMWPGMGXKFGrWrEmnTp2IjIx8sQsUhBIqtVsaNWrUYNKkSaV1OEEQXlLnBnaY6GkTnZzF6YgETYcjCCWy6sgtVCp4ta4N9R1E8T6hYrM01qORoxkAx8LEqJpHzt9JYu6eEACmdauHTy0LDUckCEJFtWHDBlq2bImnZ8GpkdOnTycsLIy+ffuir69PnTp1CAkJQV9fn5SUlKceb/v27URERDB//vxC25YsWcLgwYOpUaPGU58/ZswYli5dyubNm4mKiiIsLIwxY8YwdOjQF79IQSgBMfZUEKoofR0t3mzsAIiiwkLlEpWUyY4L0QB89IoYTSNUDo+6P4k6NZKE9Bw++iUIhVLFG43s+aBNLU2HJAhCBaVUKpk/fz7Tp08vtO3bb79FoVCQnZ1NdnY2N27coH79+mRnZ2NmZlbk8dLT05k0aRIffvhhoX1SUlL44YcfmDhx4lPj+fXXX6lTpw4+Pj6cOXOGd999F11dXfz9/bl58+bLXawgFJNI1AhCFfaWjzT9ad//27vvqKjOrQ3gzxQ6AiKogCBgwQpYgsaGGjWKsUSMsV4r9pho/NREot6EaIzGSuyJFU0sCXZjiRJs2LB3RUBEkd4HhjnfH4S5mQwo6MBh4PmtxVrynvecs2c7zDCbt9x4jnSFUuRoiIpn3V+PoVQJaFOnGpo7Ff3XLqLypGCdmtMPXiKvkk83zVMJmPJLOJ6nZsPV1gwL+7tzl1AiKtKOHTvQtGlTNG7cuMTnJiYmol27dnjw4IG6bc6cOWjbti28vLy0+q9cuRIDBw6EjY1NoddLTk7G0qVLERAQAADw9PTE5s2bkZGRgV27dmntRkVUWlioIarAmjlawdXWDFm5eTh0PVbscIheKy4tG79cjAYATO7E0TSkPzwdrVDFSI6kzFzciCl6OH5lsPTYfZx5mAATAxnWDG0BcyO52CERUTl2+/Zt+Pv7v9G52dnZuHv3rsY0KHt7eyxdurTQ/o8ePXrlch0zZ87E7NmzYW6ev4nByJEjYW1tDXt7eyxevLhYCxoT6QILNUQVmEQiUS8qzOlPpA9+Co1AjlKFZk5WeLdONbHDISo2A5kUbf/ebe+vSjz96cSdFwj8e8e273ybon6NKiJHRETl3fz584u9KY2zszNu3ryp/t7e3h7x8fFo2bKlum369OlFjpjZuHEj7OzsCj2WlZUFDw8P9O3bV90mk8mwZs0apKSkICwsTGsNHaLSwkINUQXXr1ktSCXAhSeJeBKfIXY4REVKzszBtvORAPJH03CqBOmbgulPlXWdmqiETEz99SoAYPi7tdHH00HcgIiISsDExAQTJ04UOwwiACzUEFV4NS2N0e7vRS5/u8JRNVR+bTzzBBk5eWhoZ4HODaqLHQ5RiXWon/9aGx6VhJTMXJGjKVvZuXmYEHQZqdlKeDpaYXbPRmKHREREpLdYqCGqBAqmP+25EgNVJV/kksqndIUSm84+AcDRNKS/HKxMULe6OVQCcOZR5dqme+7eW7j1LBXWZoZYNaQ5DOX8FZOIiOhN8V2UqBLo1qgGqhjLEZOchXOPE8QOh0jLtvORSMnKhautGbo3qSl2OERvrGCb7sq0Ts2vF6Pw66VoSCTAioHNYG9lInZIREREeo2FGqJKwNhAht4e9gC4qDCVP9m5edgQ+hgAMLFjXcikHE1D+uuf69QIQsUfwXgzJgVf7b0FAPi8a320q1f4Ap5ERERUfCzUEFUSBdOfDt+MRVp25Vo7gcq3Xy5EIT49B7WqmqCPp73Y4RC9lVYu1jCSSxGbko2Hcelih1OqUjJzMSHoMnKUKnRuUB0TO9YVOyQiIqIKgYUaokrC09EKdWzNkJ2rwqEbsWKHQwQAyFGqsPav/NE047zrwEDGtyXSb8YGMrRyzd9aviLv/qRSCZi28yqiE7NQq6oJlg7whJSj4YiIiHSCvxETVRISiQT9WzgC4PQnKj9+D3+K2JRsVK9ihI/+HvVFpO86/D39pyIXalaHPMKJu3EwlEuxZmgLWJoaiB0SERFRhcFCDVEl0q+5A6QS4OKTJDyJzxA7HKrklHkqrD71CADg194VxgYykSMi0o2Of69TExaRiKycPJGj0b0zD+Pxw9F7AIBv+jRGEwdLkSMiIiKqWFioIapEalgYo0P9/A8QHFVDYjt4IxZPEjJhZWqAwa2cxA6HSGfq2JrD3tIYOUoVzkdUrJ32YlOyMGVHOFQCMKBlLXz8Dn92iYiIdI2FGqJKpmBR4T1XniJPVfF3JKHySaUSsOpk/miaUW1dYGYkFzkiIt2RSCTq3Z8q0jbdOUoVJgVdQUJGDhrZWeDrPk3EDomIiKhCYqGGqJLp0rAGLIzliE3JxrlHFesvvaQ/jt95gXsv0mBuJMfwd53FDodI5zrU+9823RXF/EN3cCUqGRbGcqwZ2oLTFYmIiEoJCzVElYyxgQy9/94CefflaJGjocpIEAT8ePIhAGDYu7W5CClVSG3q2kAmleDxywxEJ2aKHc5b23ftGTadfQIAWDLAE07VTMUNiIiIqAJjoYaoEvro792fjtx6jtTsXJGjocrm9MN4XHuaAmMDKUa3cxE7HKJSYWligGaOVgCAvx7o96iaBy/SMGvPdQDApE510KVRDZEjIiIiqthYqCGqhNxrWaJedXNk56pw8Hqs2OFQJRP4Z/5omoHvOMHG3EjkaIhKj3d9/V+nJl2hxPhtl5GZk4e2dathWlc3sUMiIiKq8FioIaqEJBKJelFh7v5EZenSk0SERSTCQCbBOG9XscMhKlUFu+ydeZiA3DyVyNGUnCAImLnnOh69zEBNC2MsH9gMMqlE7LCIiIgqPBZqiCqpD5s5QCoBLkcm4fHLdLHDoUoi8O+1aXyb14KdpYnI0RCVrqYOlrA2M0S6QonwqGSxwymxjWee4OD1WMilEvw4pDlHwBEREZURFmqIKqnqFsbqYfl7rnBUDZW+mzEpOHXvJaQSYLx3HbHDISp1UqkE7eraAABC7seJHE3JXHqSiPmH7gAA/Hs2RIvaVUWOiIiIqPJgoYaoEvuoZf6iwr9diUGeShA5GqroCnZ66uVhD2cbM5GjISob/1unJl7kSIrvZZoCk7ZfgVIloJeHPYa3cRY7JCIiokqFhRqiSuy9htVhaWKA2JRsnHmoPx8iSP88jEvDkVvPAQCTOtUVORqistO+fv6ImhsxKYhPV4gczesp81SYsiMcL1IVqFvdHN/1awqJhOvSEBERlSUWaogqMSO5DH087QFwUWEqXatOPoIgAO83roH6NaqIHQ5RmalexRiN7CwAAKcflP+C+A/H7uPc4wSYGcqwZmgLmBnJxQ6JiIio0hG1UJOamoohQ4bA3Nwc9vb2WLhwYaH9vv76a8jlco0vqVSKTz/9tND+58+fR3BwcClGTlRxFOz+9Met50jJyhU5GqqIohIysffaMwDA5E71RI6GqOwV7P4UUs636T566zlWn3oEAFjY3x11q5uLHBEREVHlJGqhZuzYsTAwMEBMTAzOnTuH3bt3Y+3atVr95syZA6VSqf5KTk6GnZ0dZsyYodU3IyMDw4YNg1KpLIuHQKT3mjpYon4NcyiUKhy8Hit2OFQBrQ55hDyVgA71bdG0lqXY4RCVuYJ1akIfvISqnK4H9iQ+A5/vugYAGNXWBR+424scERERUeUlWqEmJiYGJ0+exJo1a2BpaYnatWtjy5YtWLBgwWvPXb16NXr37g0HBwetY9OmTUNERERphExUIUkkEnzUIn9R4d2Xo0WOhiqa5ynZ2PP3tLrJXJuGKqkWtavCzFCG+PQc3I5NFTscLVk5eRi/7TLSspVoWbsqvvBpIHZIRERElZpohZozZ86ga9euMDY2Vrc1bNgQ5ubmePDgQZHnZWVlYcWKFZg1a5bWsYMHD+LUqVPo169fqcRMVFH1aWYPmVSCK1HJeBiXLnY4VIGs++sxcvJU8HK2hpeLtdjhEInCUC7Fu3UKtukuX9OfBEGAf/BN3H2eBhtzQwQObg4DGZcwJCIiEpNo78RRUVGoW1f7r6tubm54/PhxkeetX78e3bp1Q+3atTXa4+PjMX78eGzduhWmpqY6j5eoIqtexRgd/x6av+cKFxUm3UhIV2D7hUgAwKTOHE1DlZt3/fJZqPnlYjT2XHkKqQRYMagZaloav/4kIiIiKlWiLeWflZVVaEHFxMQEWVlZhZ6Tk5ODJUuW4Pjx41rHxo4dCz8/P3h5eWHVqlWvvLdCoYBC8b8tMlNT84ch5+bmIje3fC+mWhBfeY9TXzCf/9PX0w4n7sbht8tP8WknV8ikb7YdK3OqW/qczw1/PUJ2rgpN7C3wrrNluXkM+pzT8oj5LJ42rlUBAFcik5CYloUqxkX/ClZWOb0Rk4I5e28CAKZ1qYd3nMrPz6ku8Tmqe8ypbjGfuqcvOS3v8ZF4RCvUmJiYIDMzU6s9ISGhyBExGzduRPv27bVG4mzatAmxsbHYtWtXse69YMEC/Pe//9VqP3r0qN6Mxjl27JjYIVQozCegVAGmchlepCmw7JcjaGj1dgteMqe6pW/5zFQCG6/IAEjgZZ6Ew4cPix2SFn3LaXnHfL6ejbEM8dnAj7uPwd369a+xpZnTjFxg8Q0ZcvMkaFJVBYe0Ozh06E6p3a884HNU95hT3WI+da+857Swz8NEgIiFGicnp0J/cY+IiICrq6tWu1KpxKJFi3DgwAGN9qioKHz++edIT0+HmZkZgPzK5Pbt2xEWFoZFixZpXeuLL77AtGnT1N+npqbC0dER3bp1g4WFxds+tFKVm5uLY8eOoWvXrjAwMBA7HL3HfGq6ijvYGhaNaLkDPvdxf6NrMKe6pa/5XHXqMbLzHqJedTPMHNIG0jccoVUa9DWn5RXzWXyXVPmvsZkWteHj06jIfqWdU5VKwNht4UhUxMOxqgk2T2gNC5OK+3/H56juMae6xXzqnr7ktGBmB9G/iVaoadu2LaZPnw6lUgm5PD+MmzdvQqFQFLp2TVBQEJo3b44GDTR3InByckJCQoJG24gRI/DBBx+gf//+hd7byMgIRkZGWu0GBgbl+gf5n/QpVn3AfOb72Ks2toZF49idOGTmApamb54T5lS39CmfmTlKbDr399o0nerByMhQ5IgKp0851QfM5+t1bFADW8OiEfowAXK5HBLJqwuYpZXTFSceIORBPIzkUqwZ1gLVLPRjNPHb4nNU95hT3WI+da+857Q8x0biEm0xYQcHB7Rp0wZTp05Feno6oqOj4efnB39/fwDA4MGDsXPnTgCASqXCggUL1MeIqHQ0trdAg5pVkKNUYf/1Z2KHQ3pqe1gUkjJz4WRtig/c7cQOh6jcaO1aDYYyKZ4mZSEiPkOUGEIfvMTS4/cBAAF9m6CxvaUocRAREVHRRN1/ce3atUhMTETNmjXh5eWFfv36YfTo0QCA+/fvIzY2FgAQGRmJzp07w939zaZiEFHxSCQS9G9RCwCw+zJ3f6KSUyjzsD40f+e+CR3rQM5tfonUzIzkaOmcv6iwGLs/xSRnYcqOcAgCMMjLER+1dCzzGIiIiOj1RJv6BACWlpYICgoq9NilS5fU/3ZxcXntTk7/tGnTprcNjajS6uPpgAWH7+JqdDIexqWhbvUqYodEemT35ad4kapATQtj9GvuIHY4ROWOd31bnH2UgL/uv8TIti5ldl+FMg8Tg64gKTMXTRwsMLdX4zK7NxEREZUM/9RJRBpsqxihk5stAGD35RiRoyF9osxTYU3IIwDA2A6uMJLLRI6IqPzpUD//9fXc4wRk5+aV2X2/PXgH16KTYWligNVDWsDYgD+fRERE5RULNUSkpX+L/OHwv115CmWeSuRoSF/su/YM0YlZqGZmiEFeTmKHQ1QuNahZBdWrGCE7V4VLT5LK5J7B4THY8vcC38s+9oSjdeVYPJiIiEhfsVBDRFo6N6iOqqYGiEtTIPRhvNjhkB5QqQSsOpU/mmZ0exeYGPKv9USFkUgk6lE1IffjSv1+956n4YvfbgAApnSui04Nqpf6PYmIiOjtsFBDRFoM5VL08cxfX4SLClNx/HHrOR7GpcPCWI5hrWuLHQ5Rueb9d6Hmr/ulWwhPy87FhG2XkZWbh/b1bPBpl/qlej8iIiLSDRZqiKhQBbs/Hbv1AimZuSJHQ+WZIAgIPPkQADCijTOqGBuIHBFR+daurg2kEuDeizTEpmSVyj0EQcCM3dfxOD4D9pbGWD6wGWRSSanci4iIiHSLhRoiKlRjews0qFkFOXkq7Lv+TOxwqBw7df8lbj1LhamhrEx3sSHSV1XNDOFeywoAEFpKo2p+Oh2Bwzefw0AmwY9DmsPazLBU7kNERES6x0INERVKIpHgo5b5iwrvvhQtcjRUXgmCgB//zB9NM6SVE6rywyBRsXir16l5qfNrX4hIxILDdwEAcz5ohGZOVXV+DyIiIio9LNQQUZH6eNpDLpXg2tMU3H+RJnY4VA6FRSTiUmQSDOVS+LV3FTscIr1RsKDw6YfxOt1dLy4tG5O2X0GeSkBfT3sM5ZpRREREeoeFGiIqko25kXqHkD1cVJgKEfj3aJoBLWuhuoWxyNEQ6Q+PWpawNDFASlYurj1N0ck1lXkqTN4ejpdpCtSvYY75/ZpCIuG6NERERPqGhRoieqWCRYV/C4/R6V99Sf9djU7G6YfxkEklGNehjtjhEOkVuUyKdnVtAOhu+tOiP+7hQkQizI3kWD20BUwN5Tq5LhEREZUtFmqI6JU6uVWHtZkhXqYpEPqgdLeSJf1SMJqmr6cDHK1NRY6GSP/8b5vuty/UHLkZi7V/PQYALOrvjjq25m99TSIiIhIHCzVE9EqGcin6ejoAAHZd5qLClO/u81Qcv/MCEgkwsRNH0xC9ifb180fUXHuajKSMnDe+zuOX6Zi+6zoAwK+9C3o0tdNJfERERCQOFmqI6LUKpj8dvx33Vh8mqOL48eQjAIBPEzv+5Z7oDdlZmsCtRhUIQv6iwm8iM0eJCduuIF2hhJezNWZ0b6DjKImIiKissVBDRK/VyN4CjewskJOnwv7rz8QOh0QWEZ+Bg38/DziahujtdKj/5uvUCIKA2b/fxL0XabAxN0Lg4GYwkPFXOyIiIn3Hd3MiKpaCUTW7uftTpbf61EOoBKBzg+pobG8pdjhEes27fv7Oen/dfwlBEEp0blBYFH4Pj4FMKsGPg5tx5zUiIqIKgoUaIiqWPp72kEsluP40Bfeep4kdDokkJjkLv12JAQBM6lRX5GiI9F9L56owNpAiLk2BuyV4bb0anYyv998GAMzs7oZWrtVKK0QiIiIqYyzUEFGxVDM3wnsN8//yu+cKR9VUVutCHkGpEvCuazW0qF1V7HCI9J6xgQzv/l1kKe7uT4kZOZgUdAU5eSp0b1wTfu1dSzNEIiIiKmMs1BBRsfVv4QgA+O1KDHLzVCJHQ2XtZZoCv1zM3/lrcmeOpiHSlQ5/b9NdnHVq8lQCPv0lHDHJWXCxMcP3H7lDIpGUdohERERUhlioIaJi6+hmi2pmhohPVxT7L79UcWw4/RgKpQqejlZoU4fTLIh0xfvvQs2lJ0nIUChf2XfFiQcIfRAPYwMpVg9tDgtjg7IIkYiIiMoQCzVEVGwGMin6NnMAwEWFK5vkzBxsOxcJAPikc13+BZ9Ih1xszFCrqgly8lQ4/zihyH6n7sVhxZ8PAADzP2yKBjUtyipEIiIiKkMs1BBRiRTs/nT8zgskZeSIHA2VlU1nnyAjJw8N7SzQuUF1scMhqlAkEol6VE1RoxWfJmXis1+vQhCAIa2c0K95rbIMkYiIiMoQCzVEVCIN7SzQ2N4CuXkC9l17JnY4VAbSFUpsPPMEADCpUx2OpiEqBa9ap0ahzMPEoCtIzsyFey1LzOnVqKzDIyIiojLEQg0RldhHf4+q2XU5WuRIqCwEnY9ESlYuXG3N0KOJndjhEFVIbepUg1wqwZOETEQmZmoc+3r/bVx/mgIrUwOsGtIcRnKZSFESERFRWWChhohKrLenAwxkEtyMScWd2FSxw6FSlJ2bh/WhEQCACd51IJNyNA1RaahibIDmf295f/pBvLp9z+WnCAqLgkQCLPvYE7WqmooVIhEREZURFmqIqMSszQzxXoMaAPI/RFDFtfNSNOLTFXCwMlEvJE1EpaNgnZp912JxOV6CXZef4svfrwMAPn2vHjq6cX0oIiKiyoCFGiJ6IwWLCgdfjUFunkrkaKg05ChVWBvyGAAw3tsVBjK+ZRCVJoO/R6xdiU7BlgcyfBl8GwqlgEZ2FpjSuZ7I0REREVFZ4W/dRPRGvN1sYWNuiPj0HITcK3yXEtJvweExiEnOgm0VI3zU0lHscIgqtCM3Y7Hg8N1Cj92JTcXR28/LOCIiIiISCws1RPRGDGRSfPj3VBguKlzx5KkErA55BADwa+8CYwMuXkpUWvJUAv67/zaEV/T57/7byFO9qgcRERFVFCzUENEb8/17+tOJO3FISFeIHA3p0sEbsYiIz4CVqQGGtKotdjhEFdqFiETEpmQXeVwAEJuSjQsRiWUXFBEREYmGhRoiemMNalqgqYMllCoB+649Ezsc0hGVSsCqkw8BACPbuMDMSC5yREQVW1xa0UWaN+lHRERE+o2FGiJ6KwWLCu/m7k8Vxom7cbj7PA3mRnKMaOMsdjhEFV71KsY67UdERET6jYUaInorvT3sYSiT4tazVNx+lip2OPSWBEFA4N+jaYa2rg1LUwORIyKq+LxcrGFnaQxJEcclAOwsjeHlYl2WYREREZFIWKghordS1cwQXRpVB8BRNRXBmYcJuBadDCO5FKPbuYgdDlGlIJNKMLdXIwDQKtYUfD+3VyPIpEWVcoiIiKgiYaGGiN5awfSn38Of4vTDeFyOlyAsIpE7lOihwJMPAACDvJxgW8VI5GiIKo/uTeywemhz1LTUnN5U09IYq4c2R/cmdiJFRkRERGWNK0QS0VvrUM8WVYzlSMrMxcjNVwDIsOXBJdhZGmNur0b8gKEnLkcm4vzjRBjIJBjbwVXscIgqne5N7NC1UU2cexiHo6Fh6Na+Fd6tW50jaYiIiCoZjqghord2/M4LpGUrtdqfp2RjwrYrOHIzVoSoqKQC/8xfm6Zfs1qwtzIRORqiykkmlaCVizVa2Aho5WLNIg0REVElxEINEb2VPJWA/+6/XeixgolP/91/m9OgyrmbMSk4ee8lpBJgQsc6YodDpDfkcrnWl4mJCWJj8wvUJ06cgKenJ8zNzdGuXTuEh4cXea3s7GxMnToVtWvXxsiRIzFz5kwoFAoAQEhIiNZ9ZDIZPD09IQgC/vjjD7i6ukIikUAikUAul8PQ0BC2trYwNjbGDz/8UCb5ICIiorfHQg0RvZULEYmITcku8rgAIDYlGxciEssuKCqxVafyR9P08rCHs42ZyNEQ6Q+lUqnxFRAQgNGjR8POzg6RkZEYNGgQFi1ahMTEREydOhW9evVCRkZGodeaOHEiEhMTceXKFSxevBj37t3DF198AQDw9vbWulfXrl3h7++PtLQ0TJgwAb///jtevnyJNm3a4Pfff0dOTg7OnDmDZs2a4bPPPivDrBAREdHbYKGGiN5KXFrRRZo36Udl72FcGg7ffA4AmNixrsjREOmvzMxMBAYGYubMmQCAlJQUbNq0CV27doWhoSF8fX1hY2ODO3fuaJ2bmJiIAwcOYO3atahWrRqqVauGzZs3Y8uWLYXe6+LFi4iOjoavry/u37+P5s2bw8PDAzY2Nhg0aBDu3bsHAJg8eTJWrFgBmUxWeg+ciIiIdIqFGiJ6K9WrGL++Uwn6UdlbdeoRBAHo1qgG3GpWETscIr21du1a+Pj4wNHREQDg7u4OHx8fAEBaWhpWrVqFlJQUNGrUSOvc1NRU/N///R+Mjf/3WmlpaQmJRIKsrCyt/gEBAZg9ezYkEgnq1auHK1eu4MaNG4iPj8cvv/yC9u3bY+vWrWjQoAHeeeedUnrEREREVBq46xMRvRUvF2vYWRrjeUo2ilqFxkAmgYUJX27Ko+jETOy9+gwAMLkzR9MQvSmFQoFly5bh1KlTWsdSUlJgZWUFAFi3bh1MTU21+jg7O+P//u//NNrOnz+P6tWrw8REc3Hv69ev4+7du/j4448B5Bd0Vq1aBV9fX6SlpWHmzJmoV68eJkyYgJCQEN08QCIiIioz/ORERG9FJpVgbq9GmLDtCiRAocWa3DwBfQLPYJy3Kz7pXA/GBhyCX16sCXmEPJWA9vVs4F7LSuxwiPTWTz/9hE6dOsHFxUXrmKWlJZKTk3H8+HFMmTIFbm5u6NChwyuvl52djXHjxuHrr7/WOhYQEIAvvvhCYzpT9+7dcf/+ffX3Y8aMwVdffYUqVThKjoiISN9w6hMRvbXuTeywemhz1LTUnN5kZ2mMBf2a4v3GNaBUCfjx5CP0WB6Kc48SRIqU/ulFajZ2XXoKAJjciaNpiN5Ubm4uFi9ejC+//LLIPpaWlvD19cWiRYuwdOnSV15PEASsWLEC7777Lvr3769x7M6dO7hy5QqGDh1a5PmnT59GQkICevTogTFjxsDR0RH9+/dHUlJSyR4YERERiYKFGiLSie5N7HB6ZmdsG9US/6mXh22jWuL0zM4Y5OWEtcNaYs3Q5qhexQgR8RkYtP48Zu6+jpTMXLHDrtTW//UYOXkqvONcFa1cq4kdDpHe2rJlC1q3bo369etrtF+7dg2ZmZkabR4eHuqtu4syZ84cJCcnY8WKFVrH5s+fjxkzZkAuL3xQdG5uLqZPn44VK1Zg0aJFsLGxQUREBLy9vbWmVhEREVH5xEINEemMTCpBKxdrtLAR0MrFGjKpRH2sexM7HJvmjcGtnAAAv16KxntLQnDg+jMIQlGr21BpSczIQVBYFABgEkfTEL2xvLw8LFy4ELNnz9Y6FhgYiKCgII22ixcvFrqYcIFNmzZhz549mDVrFgwNDTWOPXr0CKdPn8aIESOKPH/RokUYOHAgHB0dERYWhmHDhkEul2PUqFE4f/58yR4cERERiYKFGiIqM5YmBpj/YVPsHPcu6tiaIT5dgcnbwzFm8yU8S9be1YRKz8+nI5CVm4emDpbwrm8rdjhEemvHjh1o2rQpGjdurHVs8uTJCAgIwNmzZ6FQKHDixAnMmTNHvX33/fv30a5dO/WUpJMnT2LWrFkIDg6GhYWF1vUWLFiAadOmaRVwCjx+/BiHDx/GJ598AgDw9PTEhg0bkJWVhbVr16J58+a6ethERERUilioIarE5HK51peJiYl6WP6JEyfg6ekJc3NztGvXDuHh4UVeKzc3F1OmTEH16tUxbNgwzJo1C0qlEgAQGRmpcY829arj1Iz3kLhuBGSqHBw6dRaubo0glUohkUggl8thYGAAa2trmJubqz90kG6kZudi87knAIBJnepAIpG8+gQiKtLt27fh7+9f6DEPDw+sXr0a48ePh5WVFaZPn46NGzfCzc0NQP6W3Hfv3kVmZibu3bsHX19fxMXFwcPDA/369YOJiQnkcjlCQkKgUqmQlJQEPz+/ImP55JNPsGzZMvUiw7NmzcLTp09Ro0YNHDlyBIsWLdJ9AoiIiEjnuOsTUSVWUEgp8N133+Hp06ews7NDZGQkBg0ahKCgIHh7e2P//v3o1asX7t27BzMzM61rffXVV7h//z5u3LiBP//8E7/88gu++uorLFiwALVr19a61/jx41G3bl30HtYFLTyawLLzOBjVrAflqR8xqn9PBMz+PyQkJOC9997Dt99+W6p5qGy2notEWrYS9aqbo1ujmmKHQ6TX5s+f/8rjPj4+8PHxKfRYy5YtER8fr/4+MTERQH7h+9ChQ/Dx8YGBgYH6+J49e4q8z/PnzzFo0CC0aNFC3WZubo5du3YV63EQERFR+cERNUQEAMjMzERgYKB6SH5KSgo2bdqErl27wtDQEL6+vrCxscGdO3e0zs3JycH69euxadMm1KhRA5aWlvj555+xYcMGZGRkaPWPiYnB/v37MWHCBFjLFHCrZYvFUwbDwsICyjreCPz9L/xw9B6mfT4dc+bMKXQKAL2ZzBwlfjodAQCY2KkOpFKOpiGqCGrWrPnKnaCIiIhIf7BQQ0QAgLVr18LHxweOjo4AAHd3d/VfgdPS0rBq1SqkpKQUugjm1atX0bBhQ9Ss+b/RGdWqVUOrVq1w9uxZrf7ff/89Jk2aBDMzM1SrVg1paWlwVDzB737NYBZ5GgYOjbFoczAOXboPB0/vUnrEldOOC9FIzMiBk7Upernbix0OERERERH9C6c+EREUCgWWLVuGU6dOaR1LSUmBlZUVAGDdunUwNTXV6hMVFYW6dbV3DnJzc8Pjx4812l68eIHdu3erR+ZIJBIEBQXBz88PT58+xYgRI9B+0AQM6v0+qvaeiY/XnccgLyfM6tEAliYGWveg4lMo87Dur0cAgPHedSCXsVZPRERERFTesFBDRPjpp5/QqVMnuLi4aB2ztLREcnIyjh8/jilTpsDNzQ0dOnTQ6JOVlVVoAcfExARZWZq7Of3www/w8/PTmM7UsmVLjYWKAwICMPuTMUir1wI7LkRjx4UonLjzAv/t3Rjdm9Tk4rdvaM/lGLxIVaCmhTF8WziIHQ4RERERERWChRqiSi43NxeLFy/GkSNHiuxjaWkJX19fKBQKLF26VKtQY2JiguzsbK3zEhIS4OTkpPF9UFAQbt68WeS9Hj16hMOHD+PUqVPw9/eHYtt2KMxqQNllEiYEKdC1UQ1806cJaloav8GjrbyUeSqsCckfTePXwRVGcpnIERERERERUWE47p2oktuyZQtat26N+vXra7Rfu3YNmZmZGm0eHh7qrbv/ycnJCREREVrtERERcHV1VX+/bNkyDB8+HFWrVi0ynsmTJ2P58uX45Zdf8PTpU0RGPMLaBbNhen4D5FIJjt1+gS5LQrD13BOoVEJJH26ltf/6M0QlZqKamSEGeTmKHQ4RERERERWBhRqiSiwvLw8LFy7E7NmztY4FBgYiKChIo+3ixYuFLibs6emJ27dvIykpSd2WmJiIsLAwtGnTBkD+Wjc///wzpk2bVmQ827dvh5ubG1q2bImwsDAMHjwYhoaG+Mj3Q+QmPcOBKe3g6WiFdIUSX+29hY/WnsODF2lv+vArDZVKwKqT+aNpRrVzgakhB1MSEREREZVXLNQQVWI7duxA06ZN0bhxY61jkydPRkBAAM6ePQuFQoETJ05gzpw56u2779+/j3bt2iEpKQmGhoYYOXIk/Pz8kJCQgNTUVPj5+WHy5MnqtWtWrlyJgQMHwsbGptBYkpOTsXTpUgQEBADIL/5s3rwZGRkZ2LVrFxwdHdGgpgX2TGiDeb0awcxQhsuRSfBZEYqlx+5DocwrpSzpv6O3n+NBXDqqGMsx7N3aYodDRERERESvwEINUSV2+/Zt+Pv7F3rMw8MDq1evxvjx42FlZYXp06dj48aNcHNzAwCkpqbi7t276ulRX3/9Nezs7NCgQQNMnDgR9erVw7x589TXe/ToEaZPn15kLDNnzsTs2bNhbm4OABg5ciSsra1hb2+PxYsXY8OGDQAAmVSCEW1dcGyaN95rUB25eQKWn3iAnitO4+KTRF2kpUIRBAGBJx8CAEa0cYaFMXfOIiIiIiIqzzj+nagSmz9//iuP+/j4wMfHp9BjLVu2RHx8vPp7Q0NDrFy5EkuWLMGhQ4fg4+MDmex/C9Zu3LixyPtkZWXBw8MDffv2VbfJZDKsWbMGa9asKfQceysTbBjeEgdvxGLevtt4GJeOj9acw5BWTpjZowELEn8Luf8SN2NSYWIgw8i22rt6ERERERFR+cIRNUQkOhMTE0ycOLHE50kkEnzgbo8T07zxccv8BXKDwqLQdUkIjtx8rusw9dKPf4+mGdLKCdZmhiJHQ0REREREr8NCDRHpPUtTAyzs747tfq3gXM0UL1IVGL/tMsZtvYQXqdrbhlcWYY8TcPFJEgxlUvh1cH39CUREREREJDoWaoiowmhTxwZHPuuAiR3rQC6V4I9bL9DlhxBsOx9ZKbfyLlib5qOWtVDDwljkaIiIiIiIqDhYqCGiCsXYQIYZ3Rtg/yft4FHLEmkKJfyDb+LjdefwMC5d7PDKzLXoZIQ+iIdMKsF47zpih0NERERERMXEQg0RVUgN7Szw28S2mPNBI5gaynDxSRJ8lodi+fEHyFGqxA6v1BWsTdPH0x6O1qYiR0NERERERMXFQg0RVVgyqQSj2rng6NQO6ORmi5w8FZYev4+eK0JxObLibuV993kqjt5+AYkEmNixrtjhEBERERFRCbBQQ0QVXq2qpvh5xDtYPtAT1cwM8SAuHf3XnMNXwTeRlp0rdng6t+rkIwBAjyY1Ube6ucjREBERERFRSbBQQ0SVgkQiQR9PBxyf5o3+LWpBEICt5yPRdclfOHqr4mzl/SQ+AweuPwPA0TRERERERPqIhRoiqlSqmhli8UceCBrTCrWrmeJ5ajbGbr2MCdsuI64CbOW9+tQjqASgk5stmjhYih0OERERERGVEAs1RFQpta1rgyOfdsB47zqQSSU4fPM53lsSgh0XovR2K+9nyVn4LfwpAGByZ46mISIiIiLSRyzUEFGlZWIow6weDbBvclu417JEWrYSX/x2AwPXn8ejl/q3lfe6vx4jN09Aa1drtKhtLXY4RERERET0BlioIaJKr7G9JX6b0Ab+PRvCxECGCxGJ6LE8FCtP6M9W3i/TFNhxIQoA8EnneiJHQ0REREREb4qFGiIiAHKZFGPau+Lo1A7oUN8WOUoVfjh2H71WnsaVqCSxw3utn05HQKFUwdPRCm3qVBM7HCIiIiIiekMs1BAR/YOjtSk2j3wHyz72hLWZIe69SIPv6rOYt+8W0hVKscMrVEpmLradjwQATO5UFxKJROSIiIiIiIjoTbFQQ0T0LxKJBH2b5W/l3a+5AwQB2HT2CbotCcGJOy/EDk/LprNPkK5QokHNKnivYXWxwyEiIiIiorfAQg0RURGszQyxZIAnto72gqO1CZ6lZGP05kuYtP0K4tLKx1beGQolNp6NAABM4mgaIiIiIiK9x0INEdFrtK9ni6OfeWNcB1dIJcDB67Ho8kMIfr0YBUEQdyvvoLBIJGfmwtXGDD5N7USNhYiIiIiI3h4LNURExWBiKMMXPg2xb3I7NLa3QGq2EjP33MCg9ecREZ8hSkzZuXlYH5o/mmZ8xzqQSTmahoiIiIhI37FQQ0RUAk0cLLF3Ult86dMAxgZSnH+ciPeX/YUfTz5Ebl7ZbuW961I0XqYp4GBlgg+bOZTpvYmIiIiIqHSwUENEVEJymRRjO9TB0c+80b6eDXKUKiz64x56rTyNq9HJZRJDbp4Ka0IeAwDGebvCQMaXcyIiIiKiioC/2RMRvSGnaqbYMsoLSwZ4oKqpAe4+T8OHq87gv/tvIaOUt/IODo9BTHIWbMyNMKClY6nei4iIiIiIyg4LNUREb0EikaBf81o4Ps0bfT3tIQjAxjNP0G3pXzh5N65U7pmnErD61CMAgF97FxgbyErlPkREREREVPZYqCEi0oFq5kZYNrAZNo/yQq2qJohJzsLITRfxyY5wxKcrdHqvwzdj8Tg+A5YmBhjSurZOr01EREREROJioYaISIe869vi6NQOGNPOBVIJsP/aM7z3Qwh2XorWyVbegiAg8M+HAICRbZ1hbiR/62sSEREREVH5wUINEZGOmRrK4f9BIwRPaotGdhZIycrFjN3XMfSnMDx5y628T9yJw93naTAzlGFEG2fdBExEREREROWGqIWa1NRUDBkyBObm5rC3t8fChQsL7ff1119DLpdrfEmlUnz66acAgLy8PAQEBMDZ2Rm2trYYNWoUUlJSyvKhEBFpca9lhb2T22JWjwYwkktx5mEC3l/2F1afevRGW3kLgoDAk/mjaYa+WxtWpoa6DpmIiIiIiEQmaqFm7NixMDAwQExMDM6dO4fdu3dj7dq1Wv3mzJkDpVKp/kpOToadnR1mzJgBAPj2229x+vRpnDlzBvfu3YNMJsPIkSPL+uEQEWkxkEkx3rsOjk7tgLZ1q0GhVGHhkbvoHXgG158ml+haZx8l4Gp0MozkUoxp51o6ARMRERERkahEW9wgJiYGJ0+eRGRkJIyNjWFpaYktW7agR48eGDdu3CvPXb16NXr37g0HBwcAwPLly3H79m3UqFFDfbx27dpITEyEtbV1qT8WIqLXqV3NDNtGt8Luy08RcPAO7sSmou+PZzCyrQs+71YfpoavfzkuWJtm4DuOsK1iVNohExERERGRCEQbUXPmzBl07doVxsbG6raGDRvC3NwcDx48KPK8rKwsrFixArNmzQIApKenY8yYMeoiDQDI5XLY2dnhxYsXpfcAiIhKSCKR4KOWjjjxuTd6e9hDJQA/nY5A1yV/4dS9V2/lHR6VjHOPE2Agk2Csd50yipiIiIiIiMqaaIWaqKgo1K1bV6vdzc0Njx8/LvK89evXo1u3bqhdO39LWnNzc621baKiovD06VO4unJqABGVPzbmRlgxqBk2jngHDlb5W3mP2HgRn/0SjoR/bOWdpxIQFpGIy/ESfHv4LgCgX7NacLAyESt0IiIiIiIqZaJNfcrKyoKpqalWu4mJCbKysgo9JycnB0uWLMHx48eLvG5eXh5GjhyJ6dOnw8io8KkBCoUCCsX/PgylpqYCAHJzc5Gbm1uSh1HmCuIr73HqC+ZT95jT4mtXpyoOTn4Xy048xJbzUQi++gwh91/ii+5uMDGU4ttD9/A8VQFABiD/dapBTTPm9i3xOapbzKfuMae6xXzqHnOqW8yn7ulLTst7fCQeiSAIghg3Xrx4MTIzMzFnzhyN9h49emDq1Kno1q2b1jlr167F6dOnsXXr1iKvO336dNy8eROHDh2CVFr4gKF58+bhv//9r1b79u3bCy0eERGVtsg0YMdjGWIzJX+3FLw0S/7RK79tVH0VPKqJ8tJNRERERDqSmZmJwYMHIyUlBRYWFmKHQ+WIaIWanTt34vDhw9i4caNGe4MGDXDgwAGtaVFKpVJ9rEGDBoVec/369fjhhx9w7tw5VK1atch7FzaixtHREfHx8eX+ByQ3NxfHjh1D165dYWBgIHY4eo/51D3m9M3l5qmwPjQCS088KrKPBEBNSyOcnNYBMqmkyH5UND5HdYv51D3mVLeYT91jTnWL+dQ9fclpamoqbGxsWKghLaJNfWrbti2mT58OpVIJuTw/jJs3b0KhUBS6dk1QUBCaN29eZJHm+PHjmDNnDk6fPv3KIg0AGBkZFTotysDAoFz/IP+TPsWqD5hP3WNOS87AAPBytQVeUagRAMSmKBD+NA3v1qlWdsFVQHyO6hbzqXvMqW4xn7rHnOoW86l75T2n5Tk2Epdoiwk7ODigTZs2mDp1KtLT0xEdHQ0/Pz/4+/sDAAYPHoydO3cCAFQqFRYsWKA+9m+3b9/GkCFDsGvXLtSpw91QiEh/xaVl67QfERERERHpF9EKNUD+mjOJiYmoWbMmvLy80K9fP4wePRoAcP/+fcTGxgIAIiMj0blzZ7i7u2tdIy4uDj179kRcXBw6duwIuVyu/tqyZUuZPh4iordVvYqxTvsREREREZF+EW3qEwBYWloiKCio0GOXLl1S/9vFxQWrVq0qtF/16tURERFRKvEREZU1Lxdr2Fka43lKNgpbQCx/jRpjeLlYl3VoRERERERUBkQdUUNERJpkUgnm9moEQHO/p39+P7dXIy4kTERERERUQbFQQ0RUznRvYofVQ5ujpqXm9KaalsZYPbQ5ujexEykyIiIiIiIqbaJOfSIiosJ1b2KHro1q4tzDOBwNDUO39q3wbt3qHElDRERERFTBsVBDRFROyaQStHKxRsIdAa1crFmkISIiIiKqBDj1iYiIiIiIiIionGChhohIh+RyudaXiYkJYmNjAQDx8fGwtbWFRCLR2N2uMC9evMDQoUMxbNgw1KtXD0uWLNE4fuLECXh6esLc3Bzt2rVDeHi4+tjWrVthZ2cHiUQCiUQCuVwOIyMj1KhRA3K5HHv27NH9gyciIiIiorfGQg0RkQ4plUqNr4CAAIwePRp2dvkLANvY2ODly5fw9vZ+5XUEQUDfvn3RoEEDrFu3DocOHcLOnTvx888/AwAiIyMxaNAgLFq0CImJiZg6dSp69eqFjIwMPHz4EPPnz8e5c+fw5MkT1K9fH1euXIFCocDOnTvh4+MDX1/fUs8FERERERGVHAs1RESlJDMzE4GBgZg5c2aJz71//z6ysrLg7+8PExMT1KtXD6tXr8bGjRsBACkpKdi0aRO6du0KQ0ND+Pr6wsbGBnfu3MHVq1fRs2dPODs7o3bt2ujVqxfu37+PnJwcTJ8+HYGBgbp+qEREREREpCMs1BARlZK1a9fCx8cHjo6OJT43Ly8PEon24sFJSUkAAHd3d/j4+AAA0tLSsGrVKqSkpKBRo0bw8PDAoUOHEBkZicjISPzxxx9o1aoVFi5ciEGDBsHJyentHhgREREREZUa7vpERFQKFAoFli1bhlOnTr3R+W5ubsjLy8OCBQtQv359PHz4EBMmTECHDh00+qWkpMDKygoAsG7dOpiamqJevXqYOXMm2rdvD4lEgoULF0KhUODw4cMIDQ19y0dGRERERESliYUaIqJS8NNPP6FTp05wcXF5o/NlMhmCg4Mxfvx4fP/99zAxMUFaWhqCgoI0+llaWiI5ORnHjx/HlClT4Obmhg4dOmD48OEYPny4ul/37t2xYsUKyGSyt3pcRERERERUujj1iYhIx3Jzc7F48WJ8+eWXb3UdV1dXHDx4EFu2bIGdnR2++uor1KlTR6ufpaUlfH19sWjRIixdulTreFBQENzc3ODi4gJfX184OjrCz88PCoXireIjIiIiIiLdY6GGiEjHtmzZgtatW6N+/fo6ud7+/fshlUo1FiW+du0aMjMzNfp5eHiotwEvkJSUhCVLliAgIAAzZszAe++9h4iICFhZWWHRokU6iY+IiIiIiHSHhRoiIh3Ky8vDwoULMXv2bJ1cLzo6Grt27cK6desgl/9vtmpgYKDWNKiLFy+iUaNGGm0zZ87EV199hSpVqiAsLAzDhw+HXC7HiBEjcP78eZ3ESEREREREusNCDRGRDu3YsQNNmzZF48aNS3zu/fv30a5dO/XOTgAwbdo0dO/eHc2aNdPoO3nyZAQEBODs2bNQKBQ4ceIE5syZozHq5uzZs4iPj0ffvn0BAJ6enli3bh2ysrKwYcMGNG/e/M0eJBERERERlRoWaoiIdOj27dvw9/d/o3NTU1Nx9+5d9ZQmlUoFDw8PDBw4UKuvh4cHVq9ejfHjx8PKygrTp0/Hxo0b4ebmBiB/nZzp06djxYoV6nMWL16MQ4cOoUaNGnj27JlGUYeIiIiIiMoH7vpERKRD8+fPL1a/wrbtbtmyJeLj49XfS6VS+Pv749ChQ4Vew8fHBz4+PoUee/ToEb788kvUqlVL3VazZk0cO3asWPEREREREZE4WKgBIAgCgPy/Zpd3ubm5yMzMRGpqKgwMDMQOR+8xn7rHnOrWm+bT3t4e9vb2evG6Vtb4HNUt5lP3mFPdYj51jznVLeZT9/QlpwW/pxV8HiUqwEINgLS0NACAo6OjyJEQERERERFRZZKWlgZLS0uxw6ByRCKwfAeVSoVnz56hSpUqkEgkYofzSqmpqXB0dER0dDQsLCzEDkfvMZ+6x5zqFvOpe8ypbjGfusec6hbzqXvMqW4xn7qnLzkVBAFpaWmwt7eHVMrlY+l/OKIG+etA/HMdB31gYWFRrl909A3zqXvMqW4xn7rHnOoW86l7zKluMZ+6x5zqFvOpe/qQU46kocKwbEdEREREREREVE6wUENEREREREREVE6wUKNnjIyMMHfuXBgZGYkdSoXAfOoec6pbzKfuMae6xXzqHnOqW8yn7jGnusV86h5zSvqOiwkTEREREREREZUTHFFDRERERERERFROsFBDRERERERERFROsFBDRKSn1qxZgxcvXogdBhERkdoPP/yAjIwMscMgItJrLNSUM6mpqRgyZAjMzc1hb2+PhQsXFtk3ODgY9evXh4mJCTp37owHDx6UYaT6o6Q5dXd3h4WFBbp06YJ79+6VYaT6oyQ5/aekpKRi961M3iSfV65cQUBAAIyNjcsgQv1Tkpzu3r0bjRo1QpUqVdCtWzc8fPiwDCPVL506dYJUKsXixYtf2W/dunVwcnKCmZkZPvzwQxYUi1CSfLq5uaFq1aro168fnj17VkYR6p/i5vSfIiIisG7dulKMSn+VNJ/BwcHYsmULF3B9heLmdNWqVXB1dYWVlRU++ugjvo4WIikpCcOHD4etrS2cnZ3x3XffQaVSFdqX70ukb1ioKWfGjh0LAwMDxMTE4Ny5c9i9ezfWrl2r1e/GjRsYN24c1q9fj5SUFAwYMADdu3dHdna2CFGXb8XNaUhICKZNm4aff/4Zz58/x4ABA/D+++8jPT1dhKjLt+Lm9N8mTpyI6OjoMohQv5Q0n4IgYOLEiVi8eDEsLS3LMFL9UdychoWFwd/fHzt27EBCQgKmTJmC/v37Izc3V4Soy7+TJ09izpw5r+xz5MgRzJ8/HwcOHEB8fDyaNGmCDz/8sIwi1C/FyeeWLVuwdu1a7Nu3D1FRUXB3d0efPn2K/DBS2RUnp/+kUqkwbNgwpKamlmJU+qsk+czKysK0adOwZs0ayOXyUo5MfxUnp7t378aWLVtw9OhRvHjxAj169MCgQYPKKEL90b9/fzg4OODRo0c4duwYgoODERgYqNWP70uklwQqN54+fSpUr15dyMrKUrfdvn1bqF27tlbfsWPHCosXL9Zo+/jjj4WffvqptMPUKyXJae/evYVdu3ZptA0YMEDYs2dPaYepV0qS03/avn27IJPJhEmTJpVyhPrlTfK5YcMGoVu3bmUQnX4qSU4XLVok+Pv7a7S1a9dOCA8PL+Uo9dfcuXOFRYsWFXm8W7duwu7duzXaWrVqJZw4caK0Q9NLr8unu7u7cPHiRY02Ly8v4fLly6Udmt56XU7/af78+YJMJit2/8qouPn09/cX/Pz8yiAi/fe6nE6aNEnYsGGDRlutWrWEpKSkUo5Mf1y5ckVo0qSJoFKp1G23b98WmjZtqtWX70ukjziiphw5c+YMunbtqjGVoWHDhjA3N9ea1hQaGoo+ffpotPXv3x8nTpwok1j1RUly2rRpU7z33nsabY6Ojhwa+S8lyWmBmJgYTJs2DZ999lkZRak/SprPpKQkzJs3Dz/++GNZhqlXSpLTrl27Yvv27Th//jwUCgW2b9+OixcvwtbWtqzDrhAEQUBYWBh69uyp0c73pzfXvn17tGjRQqON7026cfXqVQQGBmLMmDFih6L3Hj58iM2bN3N6s4707NkTK1aswK1bt5CVlYUlS5YgNTUVJiYmYodWbuTl5WHatGmQSCTqtsJeG/m+RPqKhZpyJCoqCnXr1tVqd3Nzw+PHjzXaYmJi4Orq+tp+lV1JchoQEICqVauqv8/Ly8Phw4fRsmXLUo9Tn5Qkp0D+G+SIESMwY8YMNGnSpCxC1CslzedXX32FlJQUtG7dGp6enrh8+XJZhKlXSpJTDw8PjBs3Du+++y6MjY0xbNgwzJ8/Hw4ODmUVboWSkJAAKysrrbWT+P705gIDAzU+iKSnp+P06dPw9PQUL6gKIDs7G0OHDkVgYCBq1qwpdjh677PPPkNGRgZcXV3Rvn17/ry/pR49eqBt27Zo0qQJTE1NMXv2bKxdu5Zr//xDy5YtMXLkSI22AwcOaP3ezvcl0lcs1JQjWVlZMDU11Wo3MTFBVlaWRptKpYJUKn1tv8quJDn9t2+++QYuLi545513Sis8vVTSnK5YsQIqlYqjaYpQknxGRkZi27Zt2Lp1KyIjIzFp0iR8+OGH/Ln/l5Lk9MCBA1i/fj1Onz6NjIwM/Prrr0hNTYUgCGUVboXyNq+5VDyTJ09G//79YWdnJ3Yoeu2LL76Al5cX16nQgbNnz+LixYsIDg5GdHQ0unTpggEDBvB19C2sWrUKFy5cwPXr15GWloYff/yRo+he4/nz5/j888+11v/h+xLpKxZqyhETE5NCFwNOSEjQeoGRSqVab4CF9avsSpLTf9q3bx9+/vln/PTTT6UZnl4qSU7v3LmDhQsXYvPmzRp/Eab/KUk+f/vtN4wdOxZ9+vSBmZkZ/Pz84OXlhf3795dVuHqhJDn19/fHxo0b0bZtW5iamqJ///4wNTXl1LI39KavuVQ8gYGBCA8Px/fffy92KHrtzz//xP79+7F8+XKxQ6kQfv31V8ydOxft27eHubk55s6dCwC4ePGiyJHpp7y8PMybNw979uxB06ZNYW5ujlGjRuHevXs4cOCA2OGVSwqFAr6+vpg4cSJatWqlcYzvS6SvWKgpR5ycnBAREaHVHhERoTXNycHBAVFRUa/tV9mVJKcFwsPD4efnh99++w01atQo7RD1TnFzqlQqMXLkSMTHx6Nu3bowNjaGn58f1qxZo/UmWpmV5Dn68OFDrelj7u7uiIyMLNUY9U1Jcvro0SO0adNGo61Vq1b4448/SjXGiqpatWpITk7W2jWL709v7/Dhw1iwYAH27t3LDxdvITU1FWPGjEFUVBRsbW1hbGyMgIAAfPHFFxgwYIDY4eklvjfpVnx8PMzMzFC7dm2Ndr43FW306NFwdHTEl19+qXWM70ukr1ioKUfatm2LEydOQKlUqttu3rwJhUKhtd5Cu3btcOTIEY223bt3o0uXLmUSq74oSU6B/LV/+vTpgzVr1nBtmiIUN6dyuRznz59HTk4OsrOzkZ2djfXr12P8+PEICwsTI/RyqSTP0Vq1auHmzZsabTdu3ICLi0uZxKovSpJTJycnrQWGr1y5wjUr3pBEIkHLli3x559/arTz/ent3LhxAyNGjMCePXvg7Owsdjh6zcLCAo8fP9Z4b/L398eCBQuwc+dOscPTS4W9N928eZPvTW+oevXqSE9PR0pKikY735sKN2/ePDx+/BibNm0qdPQ235dIX7FQU444ODigTZs2mDp1KtLT0xEdHQ0/Pz/4+/sDAAYPHqz+JeKTTz5BQEAAwsLCkJubi59//hnXr1/HoEGDxHwI5U5Jcpqeno4PPvgAU6ZM4Zz1VyhJTun1SpLP//znP9i8eTP27duHzMxM/PTTT7h69So++OADMR9CuVOSnE6bNg3/+c9/cOvWLWRnZ2Pfvn2YP38+xo0bJ+ZD0Ct5eXno2rUrQkNDAUC9w9vdu3eRnZ2Nb775BiYmJujYsaO4geqJf+czNjYWvXr1wsqVK9G6dWuRo9NP/84pvZ1/53P8+PEICAhAaGgo0tPT8c0338DIyEhrtzIq2j9zKpFIMH78eAwePBgRERHIyMjApk2bsH37dgwbNkzsUMuVoKAgbN26FcHBwRqLBfN9iSoCFmrKmbVr1yIxMRE1a9aEl5cX+vXrh9GjRwMA7t+/j9jYWAD5W0mvXLkSw4YNg4WFBbZt24ZDhw5xNfhCFCenKpUKgwYNwtWrVzFr1izI5XL1V0Ff+p/iPk+peIqbTwcHBwQHB+Prr7+GnZ0ddu7ciaNHj2rtZEDFz+no0aPx0UcfoXv37qhWrRq+/fZb7NixgyPqSkCpVOLu3btISEgAAHTv3h2fffYZunbtCmtra1y5cgV79uwROUr98c98ZmZmonfv3oiMjMTgwYM13pu+/vprsUPVG/9+jtLb+Xc+mzVrhjVr1mDcuHFwdHTEjRs38Ntvv3FtuhL4d07nzp2LJk2aoHXr1rCzs8OWLVvwxx9/wMnJSeRIy4/Q0FCMGjUKERERsLe313h9fPr0Kd+XSO9JBC7JTkRERERERERULnBEDRERERERERFROcFCDRERERERERFROcFCDRERERERERFROcFCDRERERERERFROcFCDRERERERERFROcFCDRERERERERFROcFCDRERERERERFROcFCDRERiSYxMRHz58+HIAhih0JEeujq1avYtm2b2GEQERHpFAs1RER6rGPHjpDL5RpfNjY2osRibm5e4nOCg4Nx6dIlSCQSAMCzZ8/Qs2dPmJqawtXVFZs2bSrV+1c0I0aMwO7du4vdv2PHjrh06VKx+gYHB6N+/fowMTFB586d8eDBgyL7JiUlYfjw4bC1tYWzszO+++47qFSqYsf1T3l5eQgICICzszNsbW0xatQopKSkFOvcpKQkNG3aFLa2trh58yb69++P6dOnv1EcJVGSvJaFefPmYfHixWKHAaDksbzuOW1jY4NPP/0Uubm5ugiPiIioXGChhohIz50/fx5KpVL9FR8fL3ZIxXbw4EEMGDBA/b2vry88PDyQkJCAvXv34ptvvsGRI0dEjJAA4MaNGxg3bhzWr1+PlJQUDBgwAN27d0d2dnah/fv37w8HBwc8evQIx44dQ3BwMAIDA9/o3t9++y1Onz6NM2fO4N69e5DJZBg5cmSxzj158iTq1auHyMhIuLq6wtnZGQ4ODm8UB5VPtWrVgpubG06fPi12KERERDrDQg0REYnm3Llz6Nixo/rfGRkZ+Pbbb2FiYoKmTZvixx9/xPz588UNkhAYGIgZM2bA29sbhoaGGD9+PN555x1s375dq294eDji4uLw7bffwsLCAvXq1cPGjRuxYcOGN7r38uXLsXnzZjg4OMDa2hqrV69GWFgYEhMTX3tuamoq7O3tYWpqClNTUyxevBhTp059ozio/PL29sa5c+fEDoOIiEhnWKghIqqgCqYYrFu3DvXq1YOxsTGaNWuGAwcOaPVdu3Yt3NzcYGRkhIYNGxY65Sg1NRWffvopHBwcYGJiAnd3d6xbt05jfZmYmBj07t0b5ubmaNiwIY4dO1ZkfHFxcZBKpahZsyYAIDQ0FL1791ZPgwKArl274ubNm8jOzoZCoYCTkxOCg4OLvGZMTAw+/vhjWFhYwNraGqNGjdL6QP/48WP07dsX5ubmsLW1xZQpU3DhwgV1wUilUmHs2LGwsLBAy5Ytcf36dfW5Dx48QK9evWBubo6qVatiyJAhiI2NLTSWJ0+eoEmTJjh16hSaNm0Kc3NzDBw4EFlZWQgNDUWzZs1QpUoVDB06FBkZGerzVCoVvv32W9SuXRvGxsZo3rw5Dh48qHX9VatWqf9fmzdvjkOHDmn1KUm8rxIaGoo+ffpotPXv3x8nTpzQ6puXl4dp06Zp/D86OjrixYsXJb5veno6xowZgxo1aqjb5HI57Ozs1Nfr378/pk2bpnXub7/9htGjR2PVqlWQy+WIjIzE5MmT1c/tESNGYOfOnfj2229hb2+PqlWrYubMmRpTtHJzczF79mw4ODjA2NgY77zzDg4fPlxkvBkZGZDL5QgJCUHr1q3VOXN2dtYa6bZp0yZMnjxZ49/BwcFo1KgRzM3N0bdvXyQkJGics23bNjRq1AhGRkaoU6cOfvjhB631nXbv3g13d3cYGxujQYMG2Lx58ytzbG5ujhs3bqB169YwMzPD+++/j5cvX+LWrVto3749zM3N4ePjg7i4OI3zivOaUZxYnj9/jiFDhsDKygpVqlRBr169cO/evUJj3bdvH5ycnGBra4uVK1eq21u2bIlr16698nESERHpExZqiIgqsJ9//hlHjhzBwYMHkZiYiICAAEycOBG7du1S9wkICMCqVauwefNmJCcnY+3atfjuu++wbNkydZ/s7Gx06tQJ2dnZ+Ouvv5CamootW7Zgx44d6hEvSqUSvr6+GDduHBISEvD9999j8ODBRU7FioiIQL169dTfR0VFoW7duhp9ZDIZXFxcEBkZCblcjvr166NatWqFXi83Nxcffvgh+vXrh5iYGFy9ehUGBgbo0qWLeopOTEwMOnToAC8vL0RERODWrVuoXr06Ro0apb7O0aNHER0djdjYWPj7+yMqKgoA8PTpU7z//vsYOnQo4uLi8PDhQ7i7u6Njx45ITU0tNKbnz59j3rx52LNnD2JiYqBQKDB+/HjMmTMHO3fuxLNnz5Cbm6uxZsfYsWNx7NgxHDhwAAkJCfj6668xfvx4/Pbbb+o+8+bNw7p167B161YkJydj/fr1CAgIwNmzZ9V93iTeosTExMDV1VWjzc3NDY8fP9bq27JlS62pSQcOHEDLli1LdE8gv4iwcOFCjbaoqCg8ffpUHY+zszOcnJy0zu3Xrx9++uknTJw4EUqlErVr19bqExAQgKSkJNy7dw9XrlzByZMnsXbtWvXx4cOHIz4+HhcuXEBKSgoWLFiATz/9FPv37y80XjMzMyiVSnh7e+P8+fPYu3dvsR/rqVOnsGrVKvXzr3r16pg4caL6+Lp167BmzRr88ssvSE9Px969e3Hs2DHMmDFD3WfTpk2YMWMGFi9ejMTERPz+++/49ddfsXPnziLvm5ubi/Hjx+PHH39EfHw86tatCz8/P0yYMAHLly9HfHw8GjRogJkzZ2rk7XWvGcWJJS0tDe+99x7atGmDqKgoxMTEoG/fvujSpYv65+6fpkyZgqNHjyIsLAwpKSnqIlW9evUQERFR7FwTERGVewIREektb29vwdDQUDAyMlJ/1alTRxAEQZg7d67QrFkzQalUapxz4cIFoVatWkJeXp4QGxsr2NraCjExMRp9Hj9+LNjY2AhJSUmCIAjCsmXLhEGDBmndPysrS90HgPDLL79oHB84cKCwc+fOQmPfu3evxjVHjRol/Prrr1r92rZtK4SHh78yDwX337t3r1Z7z549hdWrVwuCIAgTJ04UZs2apdVn6tSpgre3tyAIgnD06FGhb9++gkql0ugzceJEYdWqVYWeu2TJEq32iIgIAYBw584dddvZs2cFAMLdu3fVbRcuXBA6d+4sCIIgXL58WXB2dhbS09M1rnXu3DnB0dFRyMvLE549eybY2toKz58/1+gTHx8v2NjYCLt27Sp2vN7e3sLFixe1+vybubm5VtuDBw8EDw+P154bGxsr2NvbC+fPn39t39dRKpVC586dhUWLFhWr/8aNG4VJkyapv580aZKwceNGQRAEYfjw4UL37t01+h88eFDw8fERBCH//6VVq1Za17x27Zrg7u7+yvv+O6+1a9cWXr58WWRsGzduFKpVq6bx/56SkiJYWVkJKpVKyM7OFmrVqqV1DYVCIdSqVUuIi4sTFAqFUKNGDeHGjRsafbKzswU3N7cicwZAOHz4sPr7Z8+eCQCEI0eOqNvi4uIEV1dXQRCEYr1mFDeW77//XpgxY4ZWTMuXLxemTJkiCEL+/1PBc7pu3bpa9xWE/Oe+o6NjoY+PiIhIH3FEDRGRnjtz5gyys7PVXw8fPlQf69+/P2QymUb/d955B2ZmZnjw4AHOnDmD9u3bw97eXqOPi4sLmjdvjgsXLgAATpw4gaFDh2rd29jYGFZWVgAAiUSCDz/8UOO4q6srnj9/XmjcGRkZGjs1mZiYFLo4bUJCAkxNTV+RgXxGRkbw8fHRah86dChCQkIAACEhIYU+jo8//lj97y5dusDCwgKdO3fGrVu31O0hISH47LPPYGxsrPH1448/Ijw8vNCYatSogQYNGqi/t7W1ha2tLdzc3NRt1apVU09xOXnyJPr16wczMzON67Ru3RomJiZ4+PAhzp49C29vb43pQAXX6dKly1vFWxSpVKo1xaY4/y8KhQK+vr6YOHEiWrVqVaJ7FmbmzJkwMDAodKrTm+jXr5/G93Xr1lU/X0NCQnDp0iWt/Hl5eeH27dvIycl5q3v/exes999/X+P/3cLCAiYmJkhPT8eNGzcQExODWrVqacRiYWGBFy9e4Nq1a7hx4wYcHR3RpEkTjesaGRlp/Vz+W8G0PyD/OQoA7du3V7f98zlanNeM4sYSEhKCpUuXauV4xowZhT5HFy9ejPbt22tNoTI3N0dmZuYrHyMREZE+YaGGiKgC+/eH639TqVSQy+WFHpPJZOoPk3l5eVAqla+8lrGxMQwNDTXaDAwMoFAoCu2vVCo1ikhOTk5a0xdyc3Px/PnzQqetFPZYXvd4JRJJsfps3rwZM2bMwIcffqixDsu1a9c0imIFa+ds2bKl0GtVrVpV43u5XA5ra2uNNqlUqs5tcf4/BEEo8jH8u72k8RbFwcFBaypKRESE1nSofxs9ejQcHR3x5ZdfFnq8YP2Ygq/C1tkpsH79ehw4cAA7duyAVKqbX18sLS01vjc0NNR4vk6fPl0rf9nZ2cjNzYWhoSFat26tjr1graXCGBkZaW0f/e/pZ/+O5d/xeHl5FRpLTk4OunTpUqLnxT8VFEcKyOVyGBkZaRThSvM5um/fvkIf119//aV1bp8+fRASEoK9e/dizJgxGvd93esTERGRPmGhhoioAtuzZ4/WB5iLFy8iIyMD9erVQ5s2bRAaGqq14G5MTAwuXboELy8vAECHDh2wceNGretnZWUhOTkZAEr84dnY2Fjjr+Dt2rXT2or7jz/+gIeHB4yMjF57vdzcXI21dwps2bJFPWKgY8eO2LZtm1afX3/9VautR48eWLFiBZYvX66Or7C1Sb7//vsiFzL992gmAEV+yAXyd6/Zt2+f1miN8PBwpKWloX79+mjbti1CQkK0FgWOj4/XKCq9SbxFKez/Zvfu3RojeP5t3rx5ePz4MTZt2qSxsPA/FawfU/BV2IgoADh+/DjmzJmDgwcPahW/3sarnrPt2rXDoUOHkJeXp9EeHh6ORYsWAQDOnz+vjr2okWMAULNmTa31fP655tDrYmnSpAkiIyO1imXp6emYMGECVCoV3N3dER0drbH4NZC/vtSrFuAu6XO0OK8ZxY2lqOfoxo0bcfz48ULvX6tWLezevRuHDx9Wx5CZmQkTE5MiYyYiItI3LNQQEVVgSqUSAwYMwP3795GZmYkDBw6gX79+WLx4MaRSKRwcHDBq1Ch88MEHCA8PR3Z2Ns6ePYsePXrg888/V4/+mDhxIu7evYtRo0bh0aNHUCqVuHz5Mrp166ax+GpJVK1aVWOh4TZt2gAAFixYgOzsbNy+fRuff/45Zs+eDSB/VE/Xrl0RGhpa6PWMjIywcuVKbN26FWlpaYiKisKYMWMQFxeHESNGAAC+/PJLBAUFYf78+YiPj8fLly8REBCAkydPqq+zY8cO7Ny5E5mZmThy5Ih6NM/s2bMRGBiIDRs2IDU1FfHx8Zg7dy42btyotQjym/Ly8kKLFi3Qv39/3Lt3Tx1Dv379sGjRIkilUtjZ2WH8+PHo3r07zp07h+zsbISFhaF3796wsbFRX6uk8aampmotAlzgk08+QUBAAMLCwpCbm4uff/4Z169fx6BBgwDk7wrVtWtXdVEjKCgIW7duRXBwsMZojTdx+/ZtDBkyBLt27UKdOnW0jk+fPl1jEVtdad26NRo2bIihQ4fiyZMnUCgUOHLkCD788EO4u7u/8lypVKoxgqZnz57w9/dHTEwMUlNT8cknn6gLnMVhbGyMOXPmoG/fvrh48SJycnJw7do1+Pj4wMbGBlKpFIaGhpg/fz569+6NP/74A1lZWbh58yb69u2rNdLtbRTnNaO4sUycOBEnTpzAd999h4SEBKSmpiIwMBBz5sxB48aNNe774sULzJw5E4mJiTh37hyUSiUsLCwAAC9fvtRpAY+IiEhsLNQQEem5f06/kMvlcHZ2Vh/7z3/+g/79+6Nv376oWrUqZs+ejZUrV2qsyRIQEIDBgwdjwIABsLCwwMiRIzF58mSNXV6qVKmC0NBQyGQytG7dGlWqVIGfnx9Gjx6t0a8knJyc8OTJE4223bt34/Tp07C2tkbPnj0xe/ZsdO3aFUB+0enu3btaWxYXkMvlCA4OxsGDB2Fvbw9PT09IpVIcP35cPSLHzs4Of/31Fy5evAgXFxc0atQIqamp2LBhg/o67777LlauXAkbGxvcuXMHc+fOBZC/xfQff/yB4OBg2Nvbo379+nj06BFOnTqltabM29i0aRNatGiBLl26oGrVqpg1axaWLl2KgQMHqvt88803GDNmDIYNGwYrKytMnjwZ8+fP11gHpqTxBgUFwcDAoNCYmjZtipUrV2LYsGGwsLDAtm3bcOjQIXVeExIScPfuXSiVSoSGhmLUqFGIiIiAvb29xnMzMjKyRLmIi4tDz549ERcXh44dO2pcq2D6VkRERKE7BOnC1q1b4ezsjLZt28LKygpz5szBunXr8P7777/yvI4dO+K9995T73A0bdo0NG7cGI0aNULDhg3h5ORU4nV2JkyYgE8//RTDhw9HlSpV4OvrC19fX3zzzTfqPqNHj8Z3332H6dOnw8rKCh9//DHGjBmjtRbP2yrOa0ZxYrGwsMCff/6Ja9euoU6dOnB0dMTRo0fx559/ws7OTuOetra2EAQBLi4uGDp0KDZt2qQe+RMVFYVatWrp9DESERGJSSK8brI+ERHppXnz5sHc3BzTp08XO5RCKZVKWFtbIy4u7q1HXdDbe/fdd/HLL78Uaz0govJk6dKliIyMLJWRVURERGLgiBoiIhKFXC5H06ZN1TtLkbg2bNjAIg3ppTNnzqjX0yIiIqoIWKghIiLR+Pj4vHKhUyo7/14ThEgfKBQKHD9+HN26dRM7FCIiIp3h1CciIiIiIiIionKCI2qIiIiIiIiIiMoJFmqIiIiIiIiIiMoJFmqIiIiIiIiIiMoJFmqIiIiIiIiIiMoJFmqIiIiIiIiIiMoJFmqIiIiIiIiIiMoJFmqIiIiIiIiIiMoJFmqIiIiIiIiIiMoJFmqIiIiIiIiIiMqJ/wcJYdX0ZpfCRgAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, model_name)"]},{"cell_type":"code","execution_count":60,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":61,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf\n","不是。 1961\n","是。 895\n","问法错误。 73\n","回答正确。 26\n","不重要 20\n","不重要。 15\n","回答正确 5\n","是 4\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf\n","不是 1429\n","是 1180\n","不重要 339\n","回答正确 37\n","问法错误 14\n","物品 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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf\n","不是 1308\n","是 1099\n","不重要 512\n","问法错误 46\n","回答正确 35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf\n","不是 1187\n","是 1152\n","不重要 562\n","问法错误 67\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf\n","是 1245\n","不是 1237\n","不重要 446\n","问法错误 43\n","回答正确 29\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf\n","不是 1443\n","是 1188\n","不重要 283\n","问法错误 50\n","回答正确 36\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf\n","是 1246\n","不是 1137\n","不重要 514\n","问法错误 68\n","回答正确 35\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf\n","不是 1312\n","是 1162\n","不重要 463\n","问法错误 33\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf\n","不是 1313\n","是 1161\n","不重要 449\n","问法错误 46\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf\n","不是 1314\n","是 1148\n","不重要 470\n","问法错误 37\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf\n","不是 1286\n","是 1153\n","不重要 489\n","问法错误 40\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, title=f\"{col} (acc: {accuracy:.3f})\")"]}],"metadata":{"accelerator":"GPU","application/vnd.databricks.v1+notebook":{"dashboards":[],"environmentMetadata":null,"language":"python","notebookMetadata":{"pythonIndentUnit":4},"notebookName":"07_MAC_+_Qwen2-7B-Instructi_Unsloth_train","widgets":{}},"colab":{"gpuType":"T4","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.9"}},"nbformat":4,"nbformat_minor":0} +{"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","if \"workding_dir\" not in locals():\n"," try:\n"," from google.colab import drive\n"," drive.mount('/content/drive')\n"," workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n"," except ModuleNotFoundError:\n"," workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":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":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n"]}],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["model_name = \"Llama3.1-70B-Chinese-Chat\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 16 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 text 3000 non-null object\n"," 1 label 3000 non-null object\n"," 2 title 3000 non-null object\n"," 3 puzzle 3000 non-null object\n"," 4 truth 3000 non-null object\n"," 5 shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf 3000 non-null object\n"," 6 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf 3000 non-null object\n"," 7 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf 3000 non-null object\n"," 8 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf 3000 non-null object\n"," 9 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf 3000 non-null object\n"," 10 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf 3000 non-null object\n"," 11 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf 3000 non-null object\n"," 12 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf 3000 non-null object\n"," 13 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf 3000 non-null object\n"," 14 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf 3000 non-null object\n"," 15 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf 3000 non-null object\n","dtypes: object(16)\n","memory usage: 375.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf']"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat(\n"]},{"data":{"text/html":["
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epochmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00.0Llama3.1-70B-Chinese-Chatshenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.b...0.7636670.7806650.7636670.7525810.009667
10.2Llama3.1-70B-Chinese-Chatshenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7780000.8148710.7780000.7910810.999667
20.4Llama3.1-70B-Chinese-Chatshenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7306670.8145780.7306670.7624721.000000
30.6Llama3.1-70B-Chinese-Chatshenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7193330.8213570.7193330.7560701.000000
40.8Llama3.1-70B-Chinese-Chatshenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7563330.8267900.7563330.7815161.000000
51.0Llama3.1-70B-Chinese-Chatshenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7963330.8248970.7963330.8076871.000000
61.2Llama3.1-70B-Chinese-Chatshenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7326670.8265350.7326670.7644421.000000
71.4Llama3.1-70B-Chinese-Chatshenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7556670.8258990.7556670.7820411.000000
81.6Llama3.1-70B-Chinese-Chatshenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7570000.8264460.7570000.7834501.000000
91.8Llama3.1-70B-Chinese-Chatshenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7546670.8277720.7546670.7823581.000000
102.0Llama3.1-70B-Chinese-Chatshenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...0.7496670.8282310.7496670.7791951.000000
\n","
"],"text/plain":[" epoch model \\\n","0 0.0 Llama3.1-70B-Chinese-Chat \n","1 0.2 Llama3.1-70B-Chinese-Chat \n","2 0.4 Llama3.1-70B-Chinese-Chat \n","3 0.6 Llama3.1-70B-Chinese-Chat \n","4 0.8 Llama3.1-70B-Chinese-Chat \n","5 1.0 Llama3.1-70B-Chinese-Chat \n","6 1.2 Llama3.1-70B-Chinese-Chat \n","7 1.4 Llama3.1-70B-Chinese-Chat \n","8 1.6 Llama3.1-70B-Chinese-Chat \n","9 1.8 Llama3.1-70B-Chinese-Chat \n","10 2.0 Llama3.1-70B-Chinese-Chat \n","\n"," run accuracy precision \\\n","0 shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.b... 0.763667 0.780665 \n","1 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.778000 0.814871 \n","2 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.730667 0.814578 \n","3 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.719333 0.821357 \n","4 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.756333 0.826790 \n","5 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.796333 0.824897 \n","6 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.732667 0.826535 \n","7 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.755667 0.825899 \n","8 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.757000 0.826446 \n","9 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.754667 0.827772 \n","10 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo... 0.749667 0.828231 \n","\n"," recall f1 ratio_valid_classifications \n","0 0.763667 0.752581 0.009667 \n","1 0.778000 0.791081 0.999667 \n","2 0.730667 0.762472 1.000000 \n","3 0.719333 0.756070 1.000000 \n","4 0.756333 0.781516 1.000000 \n","5 0.796333 0.807687 1.000000 \n","6 0.732667 0.764442 1.000000 \n","7 0.755667 0.782041 1.000000 \n","8 0.757000 0.783450 1.000000 \n","9 0.754667 0.782358 1.000000 \n","10 0.749667 0.779195 1.000000 "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0.0: shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf\n","0.2: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf\n","0.4: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf\n","0.6: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf\n","0.8: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf\n","1.0: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf\n","1.2: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf\n","1.4: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf\n","1.6: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf\n","1.8: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf\n","2.0: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, model_name, offset=0.0035)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df, \"label\")"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf\n","不是。 1961\n","是。 895\n","问法错误。 73\n","回答正确。 26\n","不重要 20\n","不重要。 15\n","回答正确 5\n","是 4\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf\n","不是 1429\n","是 1180\n","不重要 339\n","回答正确 37\n","问法错误 14\n","物品 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqgAAAGdCAYAAADe54HfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABkzUlEQVR4nO3dd1xT1/8/8FfYYSuoqAzFgQP3rntTJzhqHXXh3lXrFq1acdvhbiuKW7F1a7Vu3FurxYmAKCgzrIQk3N8f/rhfI6DUTyBXeD0fjzyUe26S981Ncl8599x7ZYIgCCAiIiIikggjQxdARERERPQuBlQiIiIikhQGVCIiIiKSFAZUIiIiIpIUBlQiIiIikhQGVCIiIiKSFAZUIiIiIpIUBlQiIiIikhQTQxegLxkZGXj58iVsbGwgk8kMXQ4RERERvUcQBCQlJaFUqVIwMsq5n7TABNSXL1/CxcXF0GUQERER0UdERETA2dk5x/YCE1BtbGwAvF1gW1tbA1dDRERERO9TKBRwcXERc1tOCkxAzdytb2try4BKREREJGEfG47Jg6TyScuWLWFkZIRly5blOI9arcbs2bN1pm3YsAEeHh4oUqQIunXrhpcvX4ptT548QYcOHWBnZwcPDw9s27Ytz+onIiIiyi8MqPnk9OnT8PPz++A8fn5+uHXrlvh3YGAg1q9fjwMHDiA8PBzVq1dH165dkZGRgZSUFHh5eaFbt26IiorCzp078f333+PkyZN5vShEREREeYoBVSIuXLiAFStW6Exbvnw51q9fDw8PD9jY2GDu3LkwMjLC7du3ERwcDE9PTwwZMgRyuRy1atXC4sWLsWnTJsMsABEREZGeMKBKQHJyMgYMGIDJkyfrTG/atCnq1KmjM83FxQXR0dHQarXZPlZ8fHye1UlERESUHxhQJWD8+PHo2LEj2rZtqzN91apVOoOIk5OTERwcjJo1a6JJkya4du0aAgICkJaWhlu3bmHq1Klo1qxZfpdPREREpFcF5ij+z9X+/ftx+fJl3LhxA5cvX/7gvGPGjEGPHj1QsmRJAMDBgwcxZswYTJw4ETKZDCYmJhg2bFh+lE1ERESUZxhQDej169cYPXo0Dh48CAsLiw/Ou2rVKty6dQuXLl0Sp9WuXRsXL16EQqFApUqVsHTpUtjb2+dx1URERER5iwHVgEaOHIno6Gg0atQIwNvLtWq1Wjg5OSEqKkqc7+jRo/D398eFCxdgaWmZ5XFmzpyJ2rVro2/fvvlWOxEREVFe4RhUA9q7dy/UajWUSiWUSiWOHz+OL7/8Uiec3rt3DwMHDsTevXtRpkyZLI9x48YNbNu2DevWrcvHyomIiIjyDgOqhL169QqdO3fGL7/8goYNG2Zpz8jIwIgRI7Bo0aIPXs+WiIiI6HPCgCpRqamp6NKlC8LCwtCnTx+YmJiIt3nz5gEA0tLS0LVrVx4YRURERAWKTBAEwdBF6INCoYCdnR0SExNha2ubZ89TZtrhPHtsQ3i+qKOhSyAiIqJCIrd57ZN6UP+X68q7urrCysoKPj4+iI6O1pl/3LhxKFKkCBwcHPDdd99Bo9F8SnlERERE9Bn7pID6KdeVP3bsGBYuXIhDhw4hJiYGnp6e8PHxEdtnz56NR48eISQkBCEhIXjw4EGWgEtEREREBV+ejEHN7rryK1euxPLly1G9enXI5XLMnz8fGRkZOHXqFNLT0/Hrr79i06ZNKFGiBIoVK4bAwED89ttvSElJyYsSiYiIiEii9B5Qs7uuvCAIuHLlCjp21B3v2KNHD5w8eRK3b99G5cqV4eTkJLY5ODigQYMGuHjxor5LJCIiIiIJ03tAze668rGxsbC3t89ytSQPDw88e/YM4eHhKF++fJbHymzPjkqlgkKh0LkRERER0edPrwE187ryixcv1pmelpaW7RWQ5HI50tLSPtqeHX9/f9jZ2Yk3FxcX/SwEERERERmU3gJq5nXlt27dmqWnVC6XQ6lUZrlPbGwsLC0tP9qenenTpyMxMVG8RURE6GdBiIiIiMigTPT1QB+6rvyrV6+QkJAAtVoNU1NT8T6hoaFwd3eHq6srQkNDszxmaGgounfvnu3zmZubw9zcXF/lExEREZFE6K0H9UPXlZfJZKhbty5OnTqlc5+goCC0adMGNWvWxIMHDxAfHy+2xcXF4cqVK/jiiy/0VSIRERERfQby7VKnEydOxIQJExASEgKlUon58+dDLpejRYsWMDMzw6BBgzB06FDExsYiJiYGgwcPxpgxY3LcxU9EREREBVO+BVQvLy9MmDABbdu2RdGiRXHz5k3s3btXbJ83bx5KliyJcuXKoWLFiqhQoQLmzp2bX+URERERkUTIBEEQDF2EPuT22q7/qzLTDufZYxvC80UdPz4TERERkR7kNq/lWw8qEREREVFuMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgUqHXsmVLGBkZYdmyZTrTQ0JCYGlpCZlMhpiYGJ22jIwMzJ07F87OznB0dMTQoUORnJwstisUCvTt2xfW1tYoVaoUFi9enC/LQkREVBAwoFKhd/r0afj5+WWZXqlSJaSmpsLNzS1L24oVK3Dz5k1cvXoV4eHhcHV1xdixY8X2YcOGwdTUFJGRkbh06RKCgoKwfv36PF0OIiKiguKTAmpOPU7BwcFo0KABbG1t0bBhQ1y+fFmnfd68eShRogRsbW0xePBg9jjRZ+vMmTMYP348SpUqBUtLS0ydOhUHDhwAAERGRuL06dNYt24d7Ozs4ObmhsDAQPj7+xu4aiIios/DJwXU7HqcHj9+jK+++go//PADoqOjMWXKFHh7e+PFixcAgHXr1mHfvn24fPkyXrx4AZlMhqFDh4r3Z48TfU46d+6MBQsWICwsDElJSZg+fTocHR0BABcuXEDbtm1hYWEhzl+5cmVYW1vj8ePHhiqZiIjos2GirwdatWoVJk6ciDZt2gAAunXrhitXrmD37t2YOHEiVq5cie3bt6Ns2bIA3gbWcuXK4enTp7CwsMDp06cRFhYGCwsL2NnZITAwEF9++SWGDx+urxKJ9GbYsGE4cOAAypQpAwCwt7fHn3/+CQAIDw9H+fLls9zHw8MDz549Q4UKFfKzVCIios+O3gJq2bJl0bFjR51pLi4uiIiIwOvXr5GSkoI6deqIbaampujSpQtOnToFOzu7D/Y4cYNOUjN16lRoNBo8ffoURYsWxe+//46XL18CANLS0mBpaZnlPnK5HGlpafldKhER0WdHbwF1woQJWaYdOnQIvr6+H+1RcnBw+M89TiqVCiqVSvxboVD8bwtAlEtv3rzB5s2b8fjxY9ja2gIAJk2ahM6dO6Nq1aqQy+VITU3Ncr/Y2NhsgysRERHpyrOj+Ddt2oSoqCj4+Ph8tEfpU3qc/P39YWdnJ95cXFz0vgxE2Xn27BmqVKkihtNMdevWxd9//w1XV1eEhoZmuV9oaCjc3d3zq0wiIqLPVp4E1GvXrmHq1KnYsWMHTExMIJfLoVQqs8yX2aP0sfbsTJ8+HYmJieItIiJC78tBlJ2yZcvi6dOn0Gg0OtNv3rwJJycnNG7cGCdPntRp/+eff6BSqbLdU0BERES69B5Qw8PD4ePjg99//x2VK1cGgI/2KH1Kj5O5uTlsbW11bkT5oXjx4mjevDmGDRuGqKgoKBQKLFmyBLdv30bnzp1RunRpfPHFF/j222+RnJyMiIgIDB06FLNmzTJ06URERJ8FvQbUpKQkdOrUCd999x06deokTi9evDjMzMzw8OFDcZpGo8H+/fvRunVr9jjRZ2ft2rUwNjZG5cqVUbZsWQQHB+PUqVPiD6X169cjLi4OTk5OqF+/Prp16wZfX18DV01ERPR5kAmCIHzKHefOnQtra2tMnjwZAKDVatGpUyeUK1cOq1atyjL/unXrsG3bNuzYsQN2dnaYMmUKkpOTsWXLFgDA119/jWLFisHf3x/x8fH46quvMGTIkFxv1BUKBezs7JCYmJinvallph3Os8c2hOeLOn58ps9IQVo/BW3dEBER5Tav6a0HdezYsTh27BjWrVsHExMT8da6dWsAwIgRI9C2bVvUrl0bpUuXRnp6OtatWyfenz1ORERERAT8Dz2oUsMe1E9T0HrpCtL6KWjrhoiIKN97UImIiIiI9IEBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgk5ZMCasuWLWFkZIRly5bpTL9w4QJq1qwJuVyOevXq4erVqzrtGzZsgKurK6ysrODj44Po6GixTa1WY9y4cShSpAgcHBzw3XffQaPRfEp5RERERPQZ+6SAevr0afj5+elMi46Oho+PD/z8/KBQKDBz5kx07doVUVFRAIBjx45h4cKFOHToEGJiYuDp6QkfHx/x/rNnz8ajR48QEhKCkJAQPHjwALNnz/4fFo2IiIiIPkd628W/ceNG9OrVC926dYOpqSm8vb0xYMAArFmzBgCwcuVKLF++HNWrV4dcLsf8+fORkZGBU6dOIT09Hb/++is2bdqEEiVKoFixYggMDMRvv/2GlJQUfZVIRERERJ8BvQXU8+fPo2vXrjrTevTogZMnT0IQBFy5cgUdO3bMtv327duoXLkynJycxDYHBwc0aNAAFy9e1FeJRERERPQZ0FtADQ8PR/ny5XWmeXh44NmzZ4iNjYW9vT0sLCyybc/uvu+2Z0elUkGhUOjciIiIiOjzp7eAmpaWBktLS51pcrkcaWlp2bb9l/bs+Pv7w87OTry5uLjoZ0GIiIiIyKD0FlDlcjmUSqXOtNjYWFhaWmbb9l/aszN9+nQkJiaKt4iICP0sCBEREREZlN4CqqurK0JDQ3WmhYaGwt3dHQ4ODkhISIBarc62Pbv7vtueHXNzc9ja2urciIiIiOjzp7eA2qRJExw7dkxnWlBQENq0aQOZTIa6devi1KlT2bbXrFkTDx48QHx8vNgWFxeHK1eu4IsvvtBXiURERET0GdBbQPX19cXmzZtx9OhRaDQaHDp0CDt37sSoUaMAABMnTsSECRMQEhICpVKJ+fPnQy6Xo0WLFjAzM8OgQYMwdOhQxMbGIiYmBoMHD8aYMWNy3MVPRERERAWT3gJqiRIlsGfPHkyfPh3W1taYO3cu9u3bh+LFiwMAvLy8MGHCBLRt2xZFixbFzZs3sXfvXvH+8+bNQ8mSJVGuXDlUrFgRFSpUwNy5c/VVHhERERF9JmSCIAiGLkIfFAoF7OzskJiYmKfjUctMO5xnj20Izxd1/PhMn5GCtH4K2rohIiLKbV7TWw8qEREREZE+MKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaToNaDGxsaiX79+KFq0KFxdXbF8+XKx7d9//0WTJk0gl8tRtWpVHDlyROe++/btQ8WKFSGXy9GqVSs8fvxYn6URERER0WdCrwF1wIABKF++PCIiInDt2jWcP38emzdvhkqlQocOHdC7d28kJiZi3bp1GDJkCO7duwcAuHfvHoYPH45ff/0ViYmJ+Oqrr+Dl5QWlUqnP8oiIiIjoM6DXgHru3DnMmDEDVlZWKFGiBMaOHYs///wTf/zxBzw9PTF69GiYmZmhadOm8PPzw9KlSwEAq1atwpQpU9C8eXOYmZlhxIgRqFevHrZv367P8oiIiIjoM6DXgNqxY0dMmTIFCoUCERERWLhwIUqUKIHz58+ja9euOvP26NEDJ0+eBICPthMRERFR4aHXgLp69Wrs3bsXdnZ2cHV1xatXrzBnzhyEh4ejfPnyOvM6OjpCqVRCpVIhMjIS7u7uOu0eHh549uxZjs+lUqmgUCh0bkRERET0+dNbQNVoNOjcuTP69OmD2NhYhIWFwcvLC69fv0ZaWhosLS2z3EculyMtLQ0ZGRkwMjLKti0n/v7+sLOzE28uLi76WhQiIiIiMiC9BdRDhw5BLpdj8eLF4lH88+fPx6BBg2BmZpbtAU9xcXGwtLSEkZERBEHQaYuNjc021GaaPn06EhMTxVtERIS+FoWIiIiIDEhvAfXhw4do2rSpzjQrKyvY29sDAEJDQ3XaoqKiULRoUZiZmaF06dIIDw/XaQ8NDc2y2/9d5ubmsLW11bkRERER0edPbwHV3d0dISEhOtOUSiX+/fdf9OvXD8eOHdNpCwoKQps2bQAATZo0+WA7ERERERUeeguonTt3xs2bN7F69WokJSUhMjISAwYMQKNGjdC9e3dcvXoVgYGBUKvVuHTpEpYsWYLvvvsOADB27FgsWLAAV65cgVqtxsaNG3H37l307t1bX+URERER0WdCbwHVwsIChw4dwoEDB1CiRAk0aNAAxYsXR2BgICwsLHDw4EFs2LABNjY28PX1xYYNG1C1alUAQLVq1fDLL7/gm2++ga2tLbZu3YojR47A3NxcX+URERER0WfCRJ8PVqFCBfz111/ZtlWpUgXBwcE53tfb2xve3t76LIeIiIiIPkN6PQ8qEREREdH/igGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkJU8DalhYGDZv3pyXT0FEREREBUyeBtTx48cjOjpa/PvChQuoWbMm5HI56tWrh6tXr+rMv2HDBri6usLKygo+Pj469yUiIiKiwiHPAuqRI0fw9OlTTJw4EQAQHR0NHx8f+Pn5QaFQYObMmejatSuioqIAAMeOHcPChQtx6NAhxMTEwNPTEz4+PnlVHhERERFJVJ4EVJVKhQkTJmDdunUwMTEBAGzcuBG9evVCt27dYGpqCm9vbwwYMABr1qwBAKxcuRLLly9H9erVIZfLMX/+fGRkZODUqVN5USIRERERSVSeBNQlS5agWbNmaNy4sTjt/Pnz6Nq1q858PXr0wMmTJyEIAq5cuYKOHTtm205EREREhYfeA2pERAT8/f3x119/oUiRIpg0aRIyMjIQHh6O8uXL68zr4eGBZ8+eITY2Fvb29rCwsMi2PTsqlQoKhULnRkRERESfP70H1Pnz56Nt27a4ceMGbt68ieDgYKxevRppaWmwtLTUmVculyMtLS3btnfbs+Pv7w87Ozvx5uLiou9FISIiIiIDMNH3A+7fvx8hISEoUqQIAOD333/HV199BblcDqVSqTNvbGwsLC0ts217tz0706dPFw/AAgCFQsGQSkRERFQA6LUH9c2bN7CyshLDKQBUrVoVL168gKurK0JDQ3XmDw0Nhbu7OxwcHJCQkAC1Wp1te3bMzc1ha2urcyMiIiKiz59eA6qDgwPi4+MRHx8vTnvw4AFcXV3RpEkTHDt2TGf+oKAgtGnTBjKZDHXr1s1yxH5mOxEREREVHnoNqEZGRhg4cCAGDhyI169fIzQ0FEOGDMH48ePh6+uLzZs34+jRo9BoNDh06BB27tyJUaNGAQAmTpyICRMmICQkBEqlEvPnz4dcLkeLFi30WSIRERERSZzex6AuWrQIU6dOhaenJ6ysrDBu3DgMHToUALBnzx6MHj0aPj4+8PT0xL59+1C8eHEAgJeXF8LCwtC2bVvExsaiffv22Lt3r77LIyIiIiKJkwmCIBi6CH1QKBSws7NDYmJino5HLTPtcJ49tiE8X9Tx4zN9RgrS+ilo64aIiCi3eS3PLnVKRERERPQpGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFLyNKAuXboUMTExAIB///0XTZo0gVwuR9WqVXHkyBGdefft24eKFStCLpejVatWePz4cV6WRkREREQSlWcB9e7du5g9ezYAQKVSoUOHDujduzcSExOxbt06DBkyBPfu3QMA3Lt3D8OHD8evv/6KxMREfPXVV/Dy8oJSqcyr8oiIiIhIovIkoKanp+Obb76BRqMBAPzxxx/w9PTE6NGjYWZmhqZNm8LPzw9Lly4FAKxatQpTpkxB8+bNYWZmhhEjRqBevXrYvn17XpRHRERERBKWJwF15syZqFatGpydnQEA58+fR9euXXXm6dGjB06ePJmrdiIiIiIqPPQeUM+dO4egoCCsXr1anBYeHo7y5cvrzOfo6AilUgmVSoXIyEi4u7vrtHt4eODZs2c5Po9KpYJCodC5EREREdHnT68BVaFQYODAgQgICICdnZ04PS0tDZaWllnml8vlSEtLQ0ZGBoyMjLJty4m/vz/s7OzEm4uLi/4WhIiIiIgMRq8Bddy4cejevTtatGihM10ul2d7wFNcXBwsLS1hZGQEQRB02mJjY7MNtZmmT5+OxMRE8RYREaGXZSAiaQoNDYWXlxdsbGzg4eGBnTt3im07d+6Eh4cHbGxs8OWXX+rsfUlKSsLIkSNRokQJlCpVCtOnT4darTbEIhARUS7pLaDu378f27Ztwy+//AILCwtYWFggLCwMzs7OuH//PkJDQ3Xmj4qKQtGiRWFmZobSpUsjPDxcpz00NDTLbv93mZubw9bWVudGRAWTIAjo0qULWrVqhZiYGOzevRvTp0/H5cuXceXKFUyaNAnbt29HTEwMOnXqhM6dO4v3HTJkCDIyMhASEoLr16/jn3/+wfz58w24NERE9DF6C6hdu3aFWq2GUqkUb25ubnjx4gV++OEHHDt2TGf+oKAgtGnTBgDQpEmTD7YTUeGWkJCAMWPGYMqUKTA3N0eNGjXQtWtXBAcHQ61WY/fu3ahTpw7Mzc0xevRovHz5EjExMUhNTcXp06exZs0aFClSBKVKlcLmzZuxefNmQy8SERF9QL5cSapbt264evUqAgMDoVarcenSJSxZsgTfffcdAGDs2LFYsGABrly5ArVajY0bN+Lu3bvo3bt3fpRHRBJXpEgRDB8+HMDb09idOHECe/fuRatWrdCkSRM0btwYwNthQ3PmzEG5cuXg4OCAjIyMLMOHMucjIiLpMsmPJ7GwsMDBgwcxbNgwDBs2DO7u7tiwYQOqVq0KAKhWrRp++eUXfPPNN4iIiECjRo1w5MgRmJub50d5RPQZadCgAW7fvo1+/fqhVq1a4vQ7d+6gZs2aMDIywpEjRyCTyWBtbY169eph7Nix+OGHH5CWlobhw4ejadOmBlwCIiL6mDwNqM+fPxf/X6VKFQQHB+c4r7e3N7y9vfOyHCIqAC5duoTbt29j3LhxWLhwIWbOnAkAqFGjBt68eYMDBw6gf//+OH/+PCpWrIjNmzdj9OjRKF++PExNTfH69WucO3fOwEtBREQfki+7+ImI9MXCwgINGzbEn3/+iRUrVui0OTo6YvDgwRg/fjzWrl0LAChWrBh2796N2NhY1KlTB76+vmjSpIkhSiciolxiQCUiyXv+/DlevXqlM6106dIwNjbG2bNnodVqddpq1KiRZf69e/fi9u3bWLZsWZ7XS0RE/xsGVCKSvAsXLmDy5Mk6054/fw4bGxssWLAAp06d0mm7du0aqlSpIv6dnJyMCRMmYN26dToXESEiImliQCUiyfP29sbVq1exefNmpKWlISQkBF9//TVmz56Nb7/9FhMmTMC9e/egVCqxZ88eBAQEYNSoUeL9/fz80LRpU53zoxIRkXTly1H8RET/CysrKxw6dAhjxozB6NGjUbRoUUyePBkDBw4EALx+/RrdunVDREQE6tati3379sHR0VG8f6lSpTBjxgwDVU9ERP8VAyoRfRY8PDxw4sSJbNsGDhwohtXsvD88gIiIpI0BlYjyRZlphw1dgl49X9TR0CUQERVYHINKRERERJLCgEpEREREksKASkRERESSwoBKRERERJLCgEpEREREksKASkRERESSwoBKRERERJLCgEpEREREksKASkRERESSwoBKRERERJLCgEpEREREksKASkRERESSwoBKRERERJLCgEpEREREksKASkRERESSwoBKRERERJLCgEpEREREksKASkRERESSwoBKRERERJLCgEpEREREksKASkRERESSwoBKRERERJKi14AaHx+PAQMGoFixYihTpgwWLVqEjIwMAMCFCxdQs2ZNyOVy1KtXD1evXtW574YNG+Dq6gorKyv4+PggOjpan6URERER0WdCrwG1R48eKF26NJ4+fYoTJ05g3759WLVqFaKjo+Hj4wM/Pz8oFArMnDkTXbt2RVRUFADg2LFjWLhwIQ4dOoSYmBh4enrCx8dHn6URERER0WdCbwH11q1beP36NX744QfY2tqiQoUKCAgIwG+//YaNGzeiV69e6NatG0xNTeHt7Y0BAwZgzZo1AICVK1di+fLlqF69OuRyOebPn4+MjAycOnVKX+URERER0WdCbwFVq9Vi4sSJkMlk4jQXFxdER0fj/Pnz6Nq1q878PXr0wMmTJyEIAq5cuYKOHTtm205EREREhYuJvh6obt26qFu3rs60Q4cOoW7duggLC0P58uV12jw8PPDs2TPExsbC3t4eFhYWWdq3b9+e4/OpVCqoVCrxb4VCoYelICIiIiJDy7Oj+KOiojBp0iT4+fkhLS0NlpaWOu1yuRxpaWnZtr3bnhN/f3/Y2dmJNxcXF70vAxERERHlvzwJqCqVCt27d8eoUaPQoEEDyOVyKJVKnXliY2NhaWmZbdu77TmZPn06EhMTxVtERITel4OIiIiI8p/edvG/y9fXFy4uLpgxYwYAwNXVFaGhoXB1dRXnCQ0Nhbu7OxwcHJCQkAC1Wg1TU9Ms7TkxNzeHubl5XpRPRERERAak9x7UuXPn4tmzZ9i0aZN4wFSTJk1w7NgxnfmCgoLQpk0byGQy1K1bN8sR+5ntRERERFS46LUHddu2bdiyZQsuXbqkc9CTr68vatWqhWbNmqFt27Y4duwYdu7ciZs3bwIAJk6ciAkTJuDPP/9EmTJlsHTpUsjlcrRo0UKf5RERERHRZ0BvAfX8+fMYPHgw1Go1SpUqpdP29OlT7NmzB6NHj4aPjw88PT2xb98+FC9eHADg5eWFsLAwtG3bFrGxsWjfvj327t2rr9KIiIiI6DOit4DatGlTndM+vc/NzQ23b9/OsX348OEYPny4vsohIiIios9Unp1mioiIiIjoUzCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRERGRpDCgEhEREZGkMKASERERkaQwoBIRkV6FhobCy8sLNjY28PDwwM6dOwEAgYGBMDEx0bkZGRmha9euBq6YiKSGAZWIiPRGEAR06dIFrVq1QkxMDHbv3o3p06fj8uXL6N+/PzQajXhLT09H5cqVMWvWLEOXTUQSw4BKRER6k5CQgDFjxmDKlCkwNzdHjRo10LVrVwQHB2eZd+/evXB1dUW9evUMUCkRSZmJoQsgIqKCo0iRIhg+fDgAID09HWfPnsXevXuxf/9+nfkEQcAPP/yANWvWGKJMIpI49qASEVGeaNCgAdq1a4cWLVqgVq1aOm0HDx6Eg4MDvvjiCwNVR0RSxoBKRER54tKlS7h06RIePnyIhQsX6rQtWLAAs2fPNlBl1LJlSxgZGWHZsmU5zqNWq7mOyGAYUImIKE9YWFigYcOG+PPPP7FixQpx+l9//QVzc3O0aNHCcMUVcqdPn4afn98H5/Hz88OtW7fyqSIiXQyoRESkN8+fP8erV690ppUuXRrGxsZIS0sDAPzwww/smZO4Cxcu6PyoIMpvDKhERKQ3Fy5cwOTJk3WmPX/+HDY2NpDL5Th79ixUKhXatWtnoArpY5KTkzFgwIAs65EMIzfDMQoiBlQiItIbb29vXL16FZs3b0ZaWhpCQkLw9ddfiz2m8+fP53lPJW78+PHo2LEj2rZta+hSCLkbjlEQMaASEZHeWFlZ4dChQ9i6dSuKFSuGdu3aoU+fPhg4cCCSkpLg4OCAzp07G7pMysH+/ftx+fJlLF682NClUCHH86ASEZFeeXh44MSJE1mm29jYYNeuXQaoiHLj9evXGD16NA4ePAgLCwtDl0OFHAMqEVEhV2baYUOXoFfPF3U0dAmfpZEjRyI6OhqNGjUCAGRkZECr1cLJyQlRUVEGro4KG+7iJyIiIuzduxdqtRpKpRJKpRLHjx/Hl19+yXBKBiGpgKpQKNC3b19YW1ujVKlSHANDREREVAhJahf/sGHDYGFhgcjISCQkJKBHjx6wt7cXr+tMRERERAWfZAJqZGQkTp8+jbCwMFhYWMDOzg6BgYH48ssvGVCJiIj0bO7cuR9sb9GiBa/2RQYjmYB64cIFtG3bVufIwcqVK8Pa2hqPHz9GhQoVDFgdERGRYRSkg9h4ABvllmTGoIaHh6N8+fJZpnt4eODZs2cGqIiIiIiIDEEyPahpaWmwtLTMMl0ul4vXb36XSqWCSqUS/05MTATw9kCrvJShSs3Tx89vef165beCtH64bqStIK0frhtpK0jrp6CtG885f+XTM1UFEoGfv92Tp8/yz/ft8/Txgf97DwiC8MH5JBNQ5XI5UlOzfghjY2OzDa7+/v74/vvvs0x3cXHJk/oKKrsfDV0B5YTrRtq4fqSL60a6uG6kLT/XT1JSEuzs7HJsl0xAdXV1xdGjR7NMDw0Nhbu7e5bp06dPx8SJE8W/MzIyEBcXBwcHB8hksjytNa8pFAq4uLggIiICtra2hi6H3sP1I11cN9LFdSNtXD/SVdDWjSAISEpKQqlSpT44n2QCauPGjTF58mRoNBqYmLwt659//oFKpcp2bKq5uTnMzc11ptnb2+dHqfnG1ta2QLwZCyquH+niupEurhtp4/qRroK0bj7Uc5pJMgdJlS5dGl988QW+/fZbJCcnIyIiAkOHDsWsWbMMXRoRERER5SPJBFQAWL9+PeLi4uDk5IT69eujW7du8PX1NXRZRERERJSPJLOLH3jb5btt2zZDl2Fw5ubmmDNnTpYhDCQNXD/SxXUjXVw30sb1I12Fdd3IhI8d509ERERElI8ktYufiIiIiIgBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQFVglJSUlC9enVoNBpx2pkzZzBz5kydaWQYycnJsLW11VkXR44cQd++fZGenm7AygqHxMREjB8/Psd2KysrvHnzRvw7JSUlP8oiIsoTqampWL16NQIDA8Xb5s2bsXXrVkOXlqd4mikJ0mg0sLCwQFpaGrZv344BAwbgzJkzaN26NRITE2FtbW3oEgs1rVYLc3NzpKSkYMmSJZg9ezbOnz+PFi1acP3kA4VCgapVqyIiIgK//vorUlNTIZPJIJfLMXToUDg6OiI8PByWlpaIjo5G7dq1cfHiRbi5uRm69ELryJEjsLS0hJFR1j4RmUwGJycnVKhQwQCVUSaNRoNhw4bhp59+go2NDe7duwcjIyNUrVrV0KUVeqmpqbCxsUGzZs3EacHBwfj666+xZcsWA1aWtxhQDSglJQXt2rUTT74rCALs7Oywb98+WFtbi1fViouLw+3bt1GnTh0oFApYWVkZuPLCITk5GR4eHjrrx8HBAdevX4eNjY24fmJjY3Hnzh3Url2b6ycfqFQqeHp64vHjx6hUqRKaNm0KADh9+jSePHkCNzc3hIWFAQBWr16N33//HTdv3jRkyYVWeHg4XF1dUbJkSdSrVw+CIODs2bNo3rw5bty4AU9PT5iZmeH8+fO4d+8eXF1dDV1ygaZSqbB27VrI5XIYGxsjNTUVPj4+aN26NW7evAl7e3skJCTA2toaffr0wcWLF/H48WOYmpoauvRCISkpCbt379Z5vVNTU9GnTx+UKFECaWlp4nQbGxskJSUZosz8I5DBqNVqwcXFRdi6dav4b+XKlQVBEAQHBwdBEAShWLFigiAIwr///isYGRkJ6enpBqu3sNFoNIK7u7sQHBws/vv++ilevLggCILw4MEDwcjISFCr1Qart7DQaDRCpUqVBEEQhGrVqonTK1asKAiCIJQvX17o3LmzEBUVJbRs2VLYtm2bQeokQShVqpSwZcsWwd3dXZyW+Rny9vYWIiMjBUEQhPHjxwv//vuvQWosTNLS0gSZTCY0bdpUaNKkiWBsbCw8fvxYMDY2FtRqtWBpaSmkp6cLBw4cEMzMzIQTJ04YuuRCJT4+XpDJZIKzs7N4MzY2FhQKhSCXy3XmtbGxMVCV+UdSlzotbExMTGBvb4++ffti8eLF6Nu3L/z9/cU2AOIvKbVaDVNTU/6SzUfGxsawsrJC48aNxX8zd1Fmrh8zMzMAQHp6OiwsLMTplHeMjY0RHR2NUaNGISoqCqNGjQIAnXXTqlUrNG3aFPHx8ejevbshyy3U5HI59u/fj7CwMMybNw8AEBMTg3nz5uHhw4dYsWIFbG1tYWlpiUqVKhm42oLP3NwcxsbGOHfuHADA0tIS5ubmMDU1hYmJCYyMjBAQEIBZs2Zh+/btaNOmjYErLlwyh4dFRESI04yNjWFqagqNRoMlS5aI09PT07F06VJ89913+V5nfuHWVGIyN7IqlQrz5s1DcnIy5s2bh8jISDg5ORm4OspcP2lpaRg8eDDi4+MxePBgvHnzBiVLljRwdYWHXC5H48aNceTIETRu3BiCIOD06dMA3o5pnDBhApKSknDkyJFCd/1qKbh+/ToOHjwIc3Nz7NmzB25ubjA2Ngbwdv0YGxuL/xoZGUGlUhm44sJBJpNBJpPpTMtcB7NmzYJarcaFCxdw9epVlClTxjBFFmImJiZZ1g/wdnxwp06d8O+//4rTevfujevXr+dnefmOAVVihP8/JDgjIwOPHz9Gly5d8PjxYzx69Ag1atQwcHWUuX6MjIxQunRpfPvttwCAyMhI1K1b15ClFSp2dnbo27cvli1bhr59+wIAfvjhB0yYMAEKhQIA8PLlS9y9exe3bt1CrVq1DFluoaNWq3H8+HGEhYXhxYsXkMlkGDx4MDIyMrB582YMGjQIFy5cwJgxY+Di4mLocgsV4b3DTjIyMiAIAp4+fQqtVov9+/ejQoUKmDlzZrZhifKflZUV5syZA3t7e3GdCIJQ4MegMqBKTOaXh1wu1zk6r0OHDujXr5+hyqL/L3P9mJmZYf78+eK0xo0bY+LEiYYsrVB5/vw56tevj8ePH6N+/fri9OLFiyM+Ph5Hjx7F2bNnMXToUAQFBTGg5rNGjRrh0qVLWLlyJby8vGBiYoKGDRuKeyAaNWqEuLg4eHh4oHXr1pg3bx7XUT7IyMjIEjo1Gg20Wi127NiBAwcO4MyZM+jfvz8eP36MzZs3G6jSwun9Hw/vTm/QoIHOWTBUKhXs7OwQFxeXX+XlOwZUA9JqtUhPT8ejR4/EfzPPranRaHDv3j2YmJhg//79UCqV6Nmzp4ErLly0Wi2Sk5Nx/Phx8d/M9aPVanHx4kUkJSVh//79KFu2LNq3b2/gigsPJycnbNmyBT4+Pti6dSsyMjLg7e2NGTNmiGPoLCws0LVrV3z//feGLrdQevPmDUJCQrBmzRqd0+O8KywsDIGBgWjVqhWOHz+OevXq5XOVhYtSqYRGo4GxsTEEQYBMJkNSUhLUajXS09OhVqtRqVIlnDlzBjVr1sSGDRswbNgwQ5ddaCiVSgiCgC1btuiEVaVSCRsbG0RFRYlDZYoVK6ZzvueCiAHVgJRKJR49eoTKlStDEARUqlQJzs7OAN7+Orp16xaGDx8Oa2trXL582cDVFj5paWlQKpUYPnw4AGD48OEoWrQogLfrLvMAHa1Wi2PHjhmy1EIlIyMDJiYm8PDwEMcyymQyZGRkAHj74+78+fM4ceIESpUqhTt37hi44sLJyMgIBw4cwPr16wEADRo0QHR0dJZeIC8vLwQFBXHMYz4wNzfHvXv3xM+NVquFs7MzfvnlF6Snp0Oj0SAlJQVyuRyrV6/GoEGD0LdvX546L58oFAqUK1cOK1asEKeVK1cOqamp4ljhTIVh+AXPg2pgmUfnZ0pPT4eJiQksLCyQnp6O2NhYrFy5EmvXrsWsWbPEMY9kOFqtFhYWFlCr1dBqtQgICMC0adPQt29fLFmyhAfl5DGlUonKlSsjNDQUzZo1Q3R0NNRqNUqUKIFLly7B2dkZz58/h4mJCWJiYlC8eHHExsaiSJEihi69UElOToarqys2bdqEli1bol27dmjevDnGjh0L4O1uy/r16+PBgwewt7c3bLGFzK5du+Dj4yOehSRTdHQ0goODMX78eBw9ehT379/H119/baAq6V329vaYMGGCGFIXL16MadOmYfr06QX27DEMqBKUmpoKa2trqNVqsTv/0qVLGDx4MIKDg+Hg4GDgCgu3zEudZv6YAICnT5/C19cXhw8fZm9DHouLi0O5cuUQHx+fbbudnR0iIiJga2uLpKQkBAYGYtiwYTxFWz5TKBQoVaoUmjRpgjt37iApKQnVq1fXOZgwICAAgwYNAgD8/PPPhiq10AgPD0f37t1x+/ZtBAUFITU1Ff7+/rCwsBDnEQQBjx49gomJCXbv3o3WrVsbsGIC3q6TwYMH61ylUBAExMfHIyAgIMsPjYKCAdXAtFotIiMj4eLiInbZZ2Rk4N9//0WVKlV0uvFTU1NhaWlpqFLpHSkpKVmCaOaYLjKso0ePok2bNgykBvbq1St4enoiNjYWWq0Wp06dwqpVq3Dw4EF07NgR3t7eAN7+4IuNjRXPk0p5Jz09HePHj8fkyZNRrlw5bN++HX5+fpg9e7bOfFqtFleuXEGPHj3Qtm1bA1VLhR0DqoFFRESgTJkyiIqKQrFixXTahgwZgmrVqmH8+PEGqo6I6NMolUrcvHkTX3zxhc7006dPY+vWrfjll1/4g9vA/vrrLxw6dAi//PKLoUuh97Rp0wZv3rxBsWLFUKxYMTg6Oor/d3Z2RqNGjeDo6GjoMvMUA6qBxcXFwdHREUlJSTo9ciNGjEBAQADWrl2LwYMHG7BCIml68+YN6tSpgzt37uQ4vjQiIgK+vr44fvx4PldHRPTpmjRpgtGjR8Pe3h7R0dHi7eXLl7h+/TpiYmJw7969An0eYaOPz0J5ydzcHDKZTGcMybhx4xAUFIS///6b4ZQoG0lJSZDL5Xjx4gXkcjkiIiIQExODN2/eIDw8HG/evMHChQthbGxc4K+28jl7/fo1ateujYcPHxq6lEIlLS0Nf/zxBwDA1dVV59KaJA2mpqZYsmQJNm/ejIiICNSpUweLFi3Czp078ejRIzg5OeHAgQOGLjNPMaAaWOY4ucyDbf744w8EBATgyJEjaNq0qSFLI5KkzZs3Y/LkybCwsIBMJoOFhQUqVqyIEiVKwMnJCWXLlsX+/fvh7+8PW1tbnQNAKP/cvn0btra2ePnyJQAgMTERU6ZMQUxMjDiPXC7H7du3OXY7n6nVaowZMwbA24uOODo64sKFC2jfvj06dOiADh06oG3btujUqZOBKy3cZsyYga+++gpKpRKzZ89GyZIlMXXqVKSmpmLOnDno1auXoUvMUwyoBpZ5wuRt27YBALp27Yq///5b5+o4RPR/Hj16JJ4LNfOUK2XKlIFWq0X9+vWxceNGWFlZwcHBAebm5gX2FCxSZ2lpieTkZHHokpmZGZYvX47U1FRxnswfDwX1KGSp0Wq1qFq1Krp06YL4+Hi0atUKr169grm5OeRyOeLj41GpUiW0atUKt27dwowZMwxdcqEzZMgQPHv2DADw3XffYceOHShTpgwOHz6Mq1ev4tGjR6hTpw6++OKLAj8Gld/cEjF+/HisWLECnp6eAIDVq1frtGs0GiQkJODIkSOGKI9IMqpXr47Dhw8D+L9g8+65ZzOHzNjY2MDExIQB1UAye7jlcjmAt72lgiDorI/M/2eeTo/yllqtxqxZs2BlZYVRo0Zh6tSp8PX1hZGREeRyORwcHFCpUiWUK1cOZmZmWQ5wo7ylUChw//59VK1aFebm5li9ejUsLCxw8OBBzJo1C0OGDMHOnTsxZcoUtG7dGtevXy/Q5xBmD6oEyGQyPHz4EPXr18e2bdtw+fJlqNVqnVt6ejrS09MNXSqRwbm7uyM0NBTnzp0DAJw7dw6pqak4d+4cFAoFQkJC8PjxYyiVSpw/f17n6iuUfzKHL717uq/Mq369+zcArqN8YmFhgVatWqFjx46wtLRE+/btxTMpcJiF4dna2uLSpUsICQnB6NGjMWnSJJw9exYBAQG4c+cObt++ja+++go//vgj3Nzc8PTpU0OXnKfYtWBgmSdRcHR0xLp168Qj94YMGcITJBNlo0SJErh16xYmTZqE9PR0TJo0CZGRkZg0aRLCw8Oxc+dOmJiY4NWrV5g0aRLDj4EYGRlBEASd7zFBENCjR48sPd6UP9RqNUqWLAkTExNotVqYmpoiIyMDarUaSqUSaWlpiI2NhbW1NbRaLSIiIgr0UeJS5ebmhjlz5sDMzAwZGRmQyWTo3r07tm7dipcvX0Imk+HAgQMF/qIwPM2UgSmVSlhZWSE9PV3czXXgwAH069cPJ06cQIMGDQxcIZG0JCcni5fItLa2RnJyMmrWrInbt2+jUaNGGDlyJIoUKYKZM2fi7t27KFeuXIHvaZCi6Oho8aCOnAiCgKVLlyIiIgKlSpXKx+oKJ61Wi6ioKHG89tOnT1GhQgXcv38fN2/exIgRI8RhF4IgIDU1FeHh4QauuvAQBAHDhg2Di4sLNBoNFi5cCD8/PwDAwYMHUaZMGVSrVg1qtRqpqalISUnBunXrDFx13mEPqoGp1WoAb8eYZgbULl26YMyYMejZs+cHz/FIVBjJ5XIkJCQAeLvBffffTBkZGUhNTYUgCMjIyMjvEgn/d2U1f3//D863ZMkSsJ8kfxgbG6N06dJIS0vDhg0bYGVlhSFDhoiBddmyZfDy8sKFCxfQqlUrQ5db6CiVSvHgQiMjI8hkMiiVSgiCgObNm2PNmjWoUKECVCoVUlNTdQ44LIgYUA1MqVQCAFQqlc5ur/nz52Pv3r0YMGBAgT/XGdF/YWxsjLS0NAiCIP7Ai4uLg5+fH168eIE//vgDX3/9NeLj46FSqaDRaAxcceGU+bprtVoYGxvj0qVLKF26dJb5ZDIZA2o+EwQBgwYNwt27d5GSkgJHR0ckJCRgwoQJCA0NxcKFCxEbG4uePXsautRCRS6X46effsKVK1ewevVqGBkZ4YsvvkCNGjXg4uKCw4cPo02bNoXmxwMDqoGlp6ejSpUq4oY2k7GxMfz8/HD06FFkZGRwHB3R/6dWq5GRkSH2LGi1WgwcOBAymQyDBw+GUqkUx9klJydDpVIZuuRCKfN1V6lUUKlUaNy4sU4Yzfy/TCbL0gNOeSMjIwOtWrXClClTxGnBwcEIDAyEVquFUqlEYGAg6tSpA19fX1SpUgVVq1Y1YMWFk7m5Odzc3DBixAhs2LABDg4OCAgIQLt27fD7778XmoDKMagSJggCNBqNzlGwRIVdeno6zp49i1q1aqF48eJISEiAra1ttvOGhYWhSpUqSElJyecq6c6dO6hVqxaioqJQtGhRhIeH6+wlAt7+2ChXrhwePXqEcuXKGajSwkOhUGDOnDn49ddfYWxsjGvXrqFFixZo0KABBEHAyZMn0aZNGwDAgwcP0L59e/z8888GrpoyxcXFoUiRIoXmwEIGVCL67Gi1Wjx8+BDBwcEYMGBAluCTKSUlBRcuXEC7du3yuUJKSUnBP//8g9q1a+f4Izs2NhbFihXD3bt3xXNAU9578eIFfH19kZiYiOHDh2PQoEF49eoV6tWrhxcvXgB4+0OQF1AgQ2JAJaLPTkREBMqUKYOoqCgUK1ZMp23IkCGoVq0axo8fb6DqKLfUajUePXqE8uXL5/gjg/LOTz/9BF9fX1hbW0OpVOLhw4eoUaOGocsiAsAT9RPRZ8jKygqCIIgnGc80YsQIbNmyBTY2NgaqjP4LU1NT8ao5lP/Gjx8Pa2trAG9P4s9wSlLCgEpEnx1zc3PxkqaZxo0bh6CgIPz9998YPHiwAaujTEWLFs0yrUePHuJVwMgwtFqteL13hUIBW1tbREVF6czz4sULREREGKI8IgAMqET0Gcoc05h5UvE//vgDAQEBOHLkCJo2bWrI0ugd9vb2EARBPNl7Wloajhw5kuWsJZS/FAoFKlSoAI1GI5538929Dr/99hs8PT0xd+5cwxVJhR7HoBLRZyfzMo2BgYHo168ftFotrl+/ziuvSUhSUhIqVKgAMzMzVK1aFUePHkVAQAAWLlyIq1evYuDAgTA2NoYgCLC3t0dAQIChSy401Go1rK2txVOBmZiYQKlUIjk5GYMHD8aRI0dQvnx53Lhxg8MvyGB4HlQi+myNHz8eK1asEI8AX716tU67RqNBQkICjhw5YojyCq3o6Gg0btwYAHDs2DFUqVIF8fHx8PPzw+jRoyGTyRAcHIwVK1Zg+vTpWLNmjYErLjxSU1NhaWmpMzzGyMgIJiYmiIiIgEajwaVLl9CpUyeGUzIo7uInos+STCbDw4cPUb9+fWzbtg2XL1+GWq3WuaWnpyM9Pd3QpRY6VlZWmDRpEszMzLBz504kJSWhR48eGDhwIHbv3o3Y2FhYWVlhwIABsLOzg7e3t6FLLhQEQUDZsmVRv359KJVK1K9fH/Xr14dWq8Xp06dhYWGBAwcOoFatWoiNjUVaWpqhS6ZCjD2oRPTZyRyZ5OjoiHXr1qFJkyYYPXo0hgwZgtatWxu4OrK2tsbIkSNRrVo1rF69GmXLlsXMmTPx7bff4tChQ+yZMxC1Wo1p06bBxsYGo0ePxujRoyEIAnx9ffHjjz/i4sWL2LRpEzp27AgnJyc8efIE1apVM3TZVEgxoBLRZ+f967z369cPtra28PHxwYkTJzgWVSIGDRqEQ4cO4eHDh7h8+bJ4adPCciUcqTEzM8O3334LjUaD0aNHY8CAAWJA3b17N4KCgjB27FgcO3YMRYsWxcOHDxlQyWC4i5+IPjuZR4FnBlUA6NKlC8aMGYOePXsiPj7eUKXROywsLBAVFYWlS5dCoVBg+vTpAMBhFwaWmJgItVoNlUolfpbUajX69u2LBw8ewMTEBLdv38bly5cNXCkVZgyoRPTZUSqVACAehZxp/vz5kMvlGDBggCHKonccP34cADBy5EiEhIRgz549CAoKQr169WBlZYW0tDQcOHAAycnJOHjwoIGrLVzkcjnCwsJgbm6OtLQ0lCpVCqmpqQDe/qhYuXIltm3bhpEjRxq4UirMeJopIvrsREZGwsvLC2fOnIGDg4NO27Zt23D06FEEBgbCyIi/wQ0hNTUVJUqUgFKpxJs3b2Bvbw8AOHz4MEaMGIGLFy+id+/eMDU1hVarRWpqKq5fv27YoguR/v37IzY2FocPH8b58+fh4eEBKysr/Pjjj+jZsycqVqxo6BKJGFCJqGARBAEajUY8mT8ZxqtXrzBp0iRcvnwZ+/fvF8cytm3bFnXr1oW/v7+BKyyc9u/fj6FDh+LKlSsoW7YsatSogSFDhqBBgwbw8/PDmTNn4O7ujk6dOqF169Zo3769oUumQooBlYiI8szatWuxZcsWXLx4EcDb86L2798fr169grGxsYGrK3w0Gg1CQkLg6emJu3fvonPnznj27Jm4LmJjY7Fx40asWrUKgwcPxpw5cwxcMRVWDKhERJSn4uLiULRoUfHvGzduoE6dOgasiDI9efIE5cuXzzJdrVbD2NiYw2TIYBhQiYhI75KTk3H69GnY2Nh8MORkXlTBy8srH6srnLRaLX788cdcDX8xMjJC9erV0axZs3yojCgrBlQiItK7qKgolCpVKstBbO+Li4tDxYoV8e+//+ZTZYWbiYkJ6tev/9GLJURFRSEyMhLx8fEcikEGwYBKRER6l5iYiCJFiiA5ORmWlpbZzqNUKmFpaYmMjIx8rq7wsrS0xJMnT1CqVKkPzvfw4UNUrlwZISEhPKqfDIJXkiIiIr0zMTERrxiVnJyMHTt2iL12SqUS/fv351WlDODd3lCVSoW1a9eK6yGzv2r06NEoWrQoLl26xHBKBsMeVCIi0rvM3tHk5GRotVrY29tj+PDhEAQBGzduRGJiImQyGSwtLaHVag1dbqFhZWWFx48fo1SpUlCpVJDL5ejXrx+MjY0hCAK2bNkClUoFExP2X5FhMaASEZHeZYaf5ORkWFhYwNzcXLyspo2NDZKSkqBSqRhQ85mZmRnu3bsHDw8PCIIAY2NjcRiGRqOBmZkZh1yQJPD8EURElKeMjIx0duW/uzuZ8o9Go0GJEiWQlpYGAOKu/cx1wyEXJCXswyciIr17N4AqlUpotVr06dMHgiBApVIhLS2NR4fnMxMTE0RERIg9pOnp6RAEAVOmTIGpqak4XaPRcBc/GRzfgUREpHdarVbsjRMEAatWrRKP5m/ZsiVPAG8AycnJ+P7773Hy5Elcu3YNWq0Ws2fPhrm5OYyMjJCRkYFZs2ZxFz9JAsegEhGR3iUmJqJo0aJ48OAB5HJ5tvOoVCpUqlQJz58/h4uLSz5XWPgMHz4cZ8+exXfffYe+ffvCwsLC0CUR5YgBlYiI9O7ly5dwdnbO1XhTmUzGA6XyQXx8PGxsbGBiYoKrV6/iyy+/hJWV1QfvEx4enk/VEeniLn4iItK74sWLIyYmBtbW1h8ca5qeno64uLh8rKzwKlKkiPj/MmXKIDAwMMexpiqVCvHx8flVGlEW7EElIiIiIknhKHUiIiIikhQGVCIiIiKSFAZUIiIiIpIUBlQiIiLKE8uXL0dKSoqhy8gTp06dwuHDhw1dhmQlJCTghx9++OT7F5qAOnfuXCxbtsxgz1+mTBnExMTk2N6jRw9Mnjw5HyvKG/Xr18fp06cB5LzMH3st8tOtW7fQuHFjWFtbo1atWjh58uQH558zZw6MjY3RqVOnjz72vHnzYGJionMzMjLC+PHjdeYpUaIEbG1tMXjwYCQnJ4ttLVq0gImJCWxsbNCwYUOcOXMmV8uUlJSE+fPno0qVKrC0tISTkxN69OiBixcvivM8f/4cnp6eOT6GSqWCq6sr9u/fn6vnNBR9LOt/sWnTJowZMybbtoSEBNjb2+d6Y/yhx9InfS7/h/zX77DcLH9MTAx69eoFe3t7uLm54eeff84yT+PGjXU+Y6NHj87V8w8cOBBBQUG5rvdT/df1nNv1pdVq0axZMxQpUgR//fVXnm3jsqsnJiYGxYoVg0wmw/Xr13O87759+xAYGAhzc/NPeu6lS5eK24rcvC7ZfW9ZW1vn6rnOnDmj873+yy+/wNbWFkOGDMnxPnPnzpXs6dE+tG1519mzZ7Nsp4yNjVGzZk0IgvDR7VhGRgbmzp0LZ2dnODo6YujQoeJz2dvbIzAwENeuXfukZSg0AVXqypQpg9KlSxu6jP/J8+fPER4ejmbNmhm6lFxJSUlBx44dMWrUKMTFxeHHH39Ev379EBYWluN9Mq/Ckht+fn7QaDTiLSEhASVLlsSUKVMAAOvWrcO+fftw+fJlvHjxAjKZDEOHDtV5jMuXLyM+Ph5LlixBv379EB0d/cHnjIiIQP369fHgwQPs2LEDCoUC9+/fR6dOnfDVV19h+fLluardxMQEFStWRNGiRXM1vyHoa1n1Zf/+/WjTps1HzytZUOXFd9iAAQPg5OSEyMhInDp1Cps2bcKePXt05nn8+DGUSqX4OVu9erVea5CqO3fuICUlBVFRUWjYsGG+PrejoyPevHmD5s2b5zhPWloaJk6ciHXr1n3SZVPv3r2L2bNn/6f76PN769dff8W5c+ewaNGibNsTEhJw9+5dfPnll//zc+lbbrYtmZo3b66zndJoNGjbti1mzZoFmUz20e3YihUrcPPmTVy9ehXh4eFwdXXF2LFjxcfv3r07Dh069EnLwfOgSoQhe3f1JSgoCD4+Pp/N9bVjYmKwYsUKfP311wDeflAbNGiAa9euwc3NTe/Pt3btWnTp0kXciK9cuRLbt29H2bJlAbz9UilXrhyePn2KcuXKifczMTFBs2bN0LJlS1y5cgVdunTJ8Tl69+6Nbt266exWcXBwwMCBA9GmTRv8+OOPHz1pOgAYGxvj77///tRFzRf6WlZ92bNnD7755pt8ez6p0fd3mFarRbt27TB69GiYmJigXLly6N+/P86ePYuePXsCACIjI+Hg4FAorxuvUChQsmRJmJubf3IPZV5auHAh2rRpg0aNGv3n+6anp+Obb76BRqP5T/fT5/eWQqEQewWzc+XKFTRs2BCmpqZ6eT59yu22JTvXrl1DREQEunfvnm37+9uxM2fO4Ntvv0WpUqUAAFOnTkXJkiXF+Zs3b/7JnQUFsgd17ty5KFKkCDw8PLLsFt2wYQPc3d3Fbm+lUqnTvnLlSri7u8Pc3BxVq1bFli1bxLbMXQwPHjxAixYtYGlpibp16+LmzZsAgCNHjmTpBq9Zs6a4CyAhIQEDBgyAra0t3NzcsG3bNvGxx4wZg02bNmW7PK1atcL58+d1ps2bNw8JCQk60zp06IBjx44BAN68eYP+/fvD3t4e9vb2+Oabb/D8+XOUKVNGnN/a2hqRkZHo0qULrK2tUblyZZw4cULnMSMjI9G7d2/Y29vDwcEBY8eOxY0bN7Ld1bJnzx5xw/Ff7Nq1C56enrCwsEDVqlWxa9cuTJ48WXw95s6diyVLlsDPzw+Ojo4oWbIkNm7cCEEQMH/+fJQoUQIlS5bM8vo9e/YM3t7esLa2RrFixTBu3DhcvXoVLVq0AAC4ubmJ4TQtLQ27d+/G1atXP+kL9WPS0tLw888/Y9q0aQCA169fIyUlBXXq1BHnMTU1RZcuXXDq1KlsHyMxMfGD4f/MmTOIj4/H/Pnzs213dnbGsmXLxOujA8jxvQwAnp6eeP78OYC3vWNPnjzJ8f0LAFFRUejbty/s7e1hY2ODzp074+HDh2L7o0ePULduXVhbW2P48OFQqVRi29atW1GlShWYm5ujXLlyWL58+QfDpb6XFQBu3ryJ1q1bQy6Xo3Tp0pg7dy727duHgQMHAgB69eoFX19frFmzBiYmJoiNjRXvm5iYiODg4CxDP65evYr27dvDxsYGdnZ26Ny5M+7cuaMzz759+1ClShVYW1vD29tb53Fz+9ooFAqMHz8epUuXhlwuR/Xq1bFhw4ZsX8M//vgDLi4uuHXrFoC33wOZGyQbGxs4ODhg2LBhSExM1LlfWFgYevToAVtbW9jZ2aF37954+fKl2P7ud9jAgQOxe/du/PDDDyhVqhSKFCmCqVOnitd4/9BrmcnY2Bjjx4+HiYkJNBoNrly5gnXr1qFdu3biPA8ePICHh0eW+36Mk5MTAgMD0atXL9SsWVOcfvfuXbRv3x6WlpZwdHTE8OHDdV6HMmXK4LfffoOdnR12794tTtfHen7fv//+Cy8vL1hZWcHJyQmTJk0St1c3btxA69atxW3O2bNns9z/Y+sL+Ph2Ys2aNShfvjzu378PExMT/PHHH7l6fZ88eYLNmzdj8eLFuZr/fTNnzkS1atXg7Oycpe1Drwvwf99bma9NSkoKTExMsGLFilw/f82aNREWFgYnJyf4+vpmO8+dO3dQt25dnWm52e4Cufu8fmyeyZMno1u3blnq+pRty7sWLFiAmTNn6nx3Znp/OwYAnTt3xoIFCxAWFoakpCRMnz5dJ9TXrVs3y2chtwpcQA0JCcG+ffsQGhqKDRs2iBtYAAgMDMSZM2dw5coVPH78GLGxsZgzZ47YPmPGDJw7dw7Hjx9HUlISNm7ciJ9//llnl1FsbCwGDBiAxYsXIzY2FiNGjEDXrl2hVqvRoUMHsRtcpVKhZs2aWLVqlRgq+vTpg1atWuHNmzfYtm0bJk6ciPv37390mYYOHYqNGzeKf6vVaqxevVonPEdERODhw4do164dkpOT0bx5cxQtWhT//PMPnj9/jsaNG2f5RaTRaNCjRw+MHDkSsbGxWLx4MXr16iWO+Xnz5g2aNm2K8uXLIyQkBI8ePYKLi4u4wX5XeHg4nj9//sFdPtn5/fffMX36dKxcuRLx8fHYuXMn1q9fn2Xg+Zo1a6DRaBAWFoYjR45g2rRpGDVqFJRKJZ49e4bjx49jxowZePbsGYC3wbpZs2aoX78+QkNDcf/+fRQvXhyDBw/Oto5SpUqhV69eGDRoUJ4Mtfj111/Rrl07sWc2PDwc5cuXzzKfh4eHuAyZEhISsGHDBty9exctW7bM8TlOnjyJnj17wsgodx/r2NhY9O/fH/7+/oiNjcWoUaPg7e0NtVqd7fx9+/ZFmzZtxPfvhAkTxPdvUlISWrdujS+++ALh4eGIjIyEt7c32rRpI14q0c/PD2PHjsWLFy/g7OwsjlPasGED1q1bh507dyI5ORn79+/HiRMnxF1I+bGsd+/ehZeXF3r16oVXr17hypUriI2NxYwZM8TH2LVrF37//XeMGjUKGo0GDg4OYtv+/fvRqlUrnd3758+fh7e3N/r06YPw8HC8fPkSvXv3RseOHfHkyRMAb4P26tWrcezYMURERKBkyZIYNWqU+Bi5eW2USiVatmwJpVKJc+fOQaFQIDAwEDt27MDChQt1XofAwEBMmjQJf//9N2rVqgXg7feAj48PunfvjpcvX4rBtXXr1uKPiOjoaDRr1gw1a9bE06dP8fDhQ7i7u6NZs2Y5XgVqwYIFiI+Px8OHD3Hz5k2cPn0a69ev/+hrmZ2ePXuiYcOGKFWqFLy8vMTp9+/fR3BwMBwdHVGpUiWd78QPiYqKQv/+/bFr1y7cvn0bwNuw265dO/j4+ODVq1e4efMmNBoN2rVrh/T0dPG+mzdvxrNnz9CjRw8A+lnP73v9+jX69euHCRMm4M2bNzh37hyePn0qBpI6derg5MmT4jbn/e/d3Kyv3GwnRo0ahSdPnqBq1arQaDTZBqLsTJgwASkpKXB3d0fTpk2zfKd9yLlz5xAUFJTtUI2PvS7vynxtrKysoNFoMHHixFzXcPv2bbi5uSEqKgq///57tvOEhoaiQoUK4t+53e7m5vOam3lKly6dbW/of9m2vO/u3bsICQlBr169sm1/fzsGAMOGDYOlpSXKlCkDW1tbbNy4UfycA2/3amk0GqSmpn7wubMlFDCPHj0S6tatK6Snp+tMnzNnjlClShUhIyNDnBYSEiJUqVJFEARBiIyMFMqWLSuoVCqd+71+/VooWbKkoNFohNDQUAGAcPnyZZ156tWrJ1y9elVn2qpVq4R+/fqJf7u5uQmLFi3SmWfatGnCkiVLBEEQhNGjRwsBAQHZLpNSqRRcXV2FpKQkQRAEYefOnUKLFi2EatWqifPMnTtXWLBggSAIgrBkyRLh66+/zvI4P/30k+Dm5ib+DUDYuXOnzjw9e/YUdu/eLQiCIEyYMEEYN25clseZMmWKULVqVZ1py5cvF4YNG6Yzzc3NTXjz5k2W+2dOVyqVQvHixYV79+7ptCclJQkuLi7i6zFnzhyhQYMGOvMMGzZMaNiwoc60UaNGCYGBgeL/p02bluW5v/32W6F58+ZZpicnJwvHjx8XKlSoIGzdujVL+7tOnz4tdOzY8YPzvEulUglubm7C48ePxWnnzp0Tvvzyyyzz/vrrr8L48eMFQRCE5s2bC6ampgIAAYAwbNgwITU1NcfnGTp0qLBhw4Zc1ZTTe7lhw4bie7lq1apCaGioIAjZv3+/++478f27ZMkSYcqUKVme56effhLfQ3369BH++OMPnXalUik4OztneZ+oVCrB2dlZeP36db4sa4cOHYR169Zlua+Pj48wYMAA8e+AgABh9OjRWebr3LmzsH37dp1pNWvWFP76668s87569Up8LAcHByE5OVlsS0pKEooUKSJkZGTk+rX58ccfhd69e2d5nrS0NCE+Pl4IDQ0VqlatKqxevVrw8PAQwsLCdOYDIOzduzfL/Tt16iSsXbtWEARBGDt2rDB58uQs84wcOVKYPn26IAi632EDBgwQvLy8dOY9fPiw0KFDB/HvnF7L7KSnpwt37twRvLy8hCFDhojTz58/L9y/f19QqVTCtWvXhPLlywvHjx/P1WMOGDBA2LNnj/h3586dhVWrVmWZ78svvxTWr18vCMLbz0Hm92Om/3U9vy80NFSQyWTCrVu3dKar1WqhZs2awtGjRwVByPo9NGfOHGHp0qWCIORufeV2O5H5/slO8+bNhWvXrulMu3DhglC8eHHh3LlzQlJSkjB37lyhTp062S7r+xITE4WyZcsKp0+fFgRBdxuS29fl3e8tQRAEKyurjz6vIGR9PXPafmXy8fHRWe+5fT0/9nnN7Tw5yc22JSc9e/bMMYdktx0ThLfbgXbt2glPnz4V4uPjhWXLlgnbtm3TmcfT01N4+vTpB587OwWuB7VChQpo3749GjRooHMkLwB4e3vrdFu7u7sjKioKAHDx4kWEhYXB1tYWFhYW4s3FxQVv3rxBaGgogLc9bQ0aNNB53PLly4uPA7wd27h06VIsXbpUZ773f+W9+/wfYm5uDh8fH+zatQsAsH79evj7+8PJyQkXLlxARkYGtmzZIvYOnj17Fv369cvyOO//KpLJZPDx8clxWU6ePJltj2N2u/E/Zff+vXv34OrqmmW4gLW1NTp27KgzLXO3fKZixYqhadOmOtMcHBzE3Wa5fQ0yWVlZoW3btti0aZPex9IFBASIPdGZ5HJ5luElwNuePktLS/HvixcvQqvV4unTp0hJSfng+FNHR0e8fv0613Vl917+0Hvy/ffvu++Vs2fPYuXKlTqfHQsLC0yZMkXskfv+++8xY8YMzJgxQ/w1fe/ePURGRsLZ2Vnnfra2toiOjs5x15C+l/XcuXPo06dPlvvl9H55l0KhwLlz53R278fFxSEyMlJnd3QmJycn8f/t27fX6XW1traGXC5HcnJyrl+bkydPZvtet7CwgL29PYC3BxL9+OOPOHv2LFxdXbPM17Vr1yz379u3r7jr+PTp0+jfv3+Web755psczy7xoffLf2Vqaorq1asjKCgI+/btE3sBmzRpgipVqsDMzAx169bF8uXLsW7duk96jjNnzmQ7hvj9ZXx3SIA+1nN23N3ddZ4HeDsWvVevXtnuzn9fbtbXf/2OzK1du3Zhzpw5aNq0KaytrcW9lLk5knvcuHHo3r17lu/7TP/r66JPKSkpOmcIyO3rmZvPa27myUluty3v+/fff3Hz5s1snxfIfjv25s0bbN68GXv27IG7uzvs7e0xadIk7NixQ+e729ra+pN6UAtcQAXe7lpas2YNRo4cicDAQHG6nZ2dznympqY64+B69uwJpVKZ5aZWq8WV8v5jAICZmZnO40ybNg3jxo3T+YLKzfMDEMf6ZN6mTp0KABgyZAgCAgLw6NEjJCQkoGHDhhg+fDjWr1+PEydOoHr16uLAZJlMlquDQywsLGBmZpbjsmi1Wsjl8iz3e/+AhIiICDx9+jTHL5Wc5LZOAChSpEiWGt4/UtPIyEgcVJ+bxw4JCcmye7JGjRp49epVrmp6V69evXTWW+aphjQaDZYuXYqZM2fqzO/q6ir+6HlXaGgo3N3dsyyXu7s7AgMDERISggcPHmDq1Kk6z3f//n20bNkSf/75Z65rzu69nN17Mqf533/fHzhwINvPz7lz5wC8DSg3btyAsbExGjduLH5h1a9fP9v7paeno02bNvmyrNmNt8qtAwcOoGXLlrCxsRGnabXaXJ1+5mN1fey1yXyujx1MYm9vD5VKhStXrvyXRRNlZGRkeyCSsbGxOK70fR97v7wrc5xg5i1zqMX7nxErKyuUKVMmxx8n7u7uePHiRW4WKVvZjfF+fxltbW3F/+trPb/vvx4c9L7crK//8v37Xzx58iRLp0P16tU/eHYU4O0wmW3btuGXX34Rf4yFhYXB2dkZBw8eBPC/vy76pNFodN4vuX09c/N5zc08Ofkv25Z3LVy4EFOmTMn2fZPTduzZs2eoUqWKzmcCeDvu9N2D1YyNjT9peQpkQAWAhg0bYteuXTq9YR8ar9aoUSMEBwcjKSlJZ3pkZKTOeK+PjXm7du0arly5gnHjxmVpy814ucyxPpm3zEHmnp6eyMjIwKRJkzBs2DAAQNeuXREcHIxly5aJ04C3vY1bt27N8tiZPbC5radJkybZDop//9yYQUFB8Pb2/s9H0larVg0vXrzAP//8ozM9OTkZR44c0ZmW3YbjQ8+Xm9dg7969WY4uvHbtGqpUqZKr+t9/3HfXW2ZvybZt21C7dm1UqlRJZ/7ixYvDzMxM5yAijUaD/fv3o3Xr1tk+h5GREaytrWFkZITFixfrPF/VqlXRpk0bGBkZ5XjE5OvXr7Fo0SLxSzS34zffff6cNGnSRNyIvCsgIEDni8rS0hLz58+Hh4cHjh07Bk9PT4SFhYnjVDMlJydj5MiRyMjIyJdlbd68eZaDvoCsn5nsZLf3oFixYihevHi255F9txfxQ3Xl5rUBgGbNmiEgICDL/dPS0sQDKYsVK4bjx49j/Pjx2Lt3r858SqUy2zq3bdsmjm1s3rx5tucM3blzZ47jzv/L+ytznGDmbdeuXXj27FmW3hyFQoHw8HC4u7vjt99+0xnrBgDBwcGoWLFirp/3XTl9372/jO9+F+ljPWcnLCwsyx5AtVqNHTt25KojIDfrK7fbif/K2dk5y3f6P//8Ix5RnpPMYzne/SHm5uaGFy9eoHPnzgD+99dFnywsLHR6BXP7eubm85qbeXLyKduWp0+fIjg4ONvjS4Cct2Nly5bF06dPs4TPmzdv6nTQpaamZtvZ9TEFLqBmDkZPTU3FkSNHcn26oNKlS6Nv377w8fHBgwcPkJ6ejgsXLqB9+/a5/sITBAFjxozBTz/9lCenPfH19cWZM2fQt29fAG8DWp8+ffDkyROdXUwjRozAP//8gwkTJiAyMhIJCQlYu3Yttm/f/p+eb+bMmfjll1+watUqxMXFITY2Fj///DN27Nihs3x79uwRDxj4L8zMzLBo0SJ06dIFJ06cQFpaGu7du4euXbvq9EZ9ihkzZmDbtm1YuHAhYmJi8ObNGyxYsEC8iADw9kjjzZs348iRI1CpVLh+/TqGDx8unnsvLi4OTZo0wePHjz+phoyMDPj7+2PWrFnZtn/77bcYMmQIXrx4gaSkJIwdOxZt2rTJ9os8NjYW3377LaysrHJ8P8pkMuzatQurV6/G0KFD8c8//0Cr1SIhIQHbt29H/fr1ER8f/z/1FuZk1KhROHnyJBYtWoTY2FgoFAqsWrUKfn5+qFq1KgRBwKRJk/D48WNERkbi1q1bcHV1hYWFBfz8/ODt7Y1r164hPT0dd+7cQYcOHeDo6Jjjhl3fy+rv7485c+Zgw4YNSExMxIsXLzB27Fg8ffpUZz4jIyOdg8iSkpJw9uxZcQP6rpUrV8LX1xcBAQGIi4tDSkoKAgMDUa9evSyPm53cvjajRo1CSEgIBg8eLG4sbty4gXbt2ukEOA8PD/z999+YOnUqduzYIU43NzfH0qVLsX37diQlJSE8PBzDhg1DZGQkBg0aBODtd8Gvv/6Kn376CXFxcXj9+jXmz5+PP//8E999912uXuP3vf9avq9Ro0bIyMjAokWLkJycjIiICPTt2xcjR44Ud+n7+fnh7NmzUCqVOHDgAGbPno1JkyZ90vP7+/tj2rRp2LJlC5KSkvDixQuMGTMGoaGh4uuQnf91PWc+xruvY8mSJTF27FgcOnQIqampePjwIbp16wY3Nze0b9/+o4+Xm/WV2+3Ex9bT+0aMGIEFCxbg/PnzSE5Oxvz582Fubq5zVPmn+pTXRRCEHHv5/xdFihTRueBMbl/P3HxeczPP+++Zd31s2/L+ff39/TFx4sQse1SBD2/HihcvjubNm2PYsGGIioqCQqHAkiVLcPv2bZ3vxDdv3mTZC5obBS6gVq9eHX/99RccHR2xZ88e/Pjjj7m+76JFi+Dl5YVOnTrB1tYWI0aMwIwZMz54JYl3/f7777h69SratWsn7qqysLD4xCXJ6uuvv8bIkSN1wtuwYcMwfPhwnQ25lZWVeBoeT09PlClTBjdu3MjSc/Ixrq6uOHHiBA4dOgRnZ2dUqlQJISEhWL16tbjLKjIyEo8fP0arVq2yfQwnJyfxtXh/yAPwNiQuXrwYEydORJEiRdC3b19MmDBB50jdT1GyZEmcO3cO165dQ9myZVGlShUoFAr89ttv4jylS5dGUFAQ5s+fLz73999/Lx4pr1QqERISkuV0O7kVFhaGVq1aoXr16tm2jxgxAm3btkXt2rVRunRppKenZxk/17BhQxgbG8PDwwOvXr3CgQMHPtgbU7ZsWVy/fh0ODg7o1q0brKysUK5cOQQGBmLVqlWffNqXj7G1tcWpU6dw584dlCtXDi4uLjh+/DhOnTqFkiVLQiaToXbt2mjZsiWqV6+OgQMHiqdoGTlyJMaPH48BAwbAxsYG3bt3R/fu3XM8hVReLKunpyf++usv7N69GyVLlkTDhg3h7OycpYbatWuLewwA4ODBg2jevHm2P6i8vLwQFBSEgIAAlC5dGi4uLti3bx/++uuvj56LMFNuXhsbGxucP38exsbGaNiwIWxsbDB06FD4+vqKQ4QylStXDidPnsScOXOwefNmAG9/6O7btw+HDx+Gs7MzatSoAY1Gg5MnT4rn1yxdujTOnDmDM2fOwM3NDeXLl8fdu3dx9uzZHM8T+THvv5bvMzIywt69e3Ht2jU4Ozujbt26qFGjhvgDsmbNmtiwYQNGjRoFe3t7zJo1Cxs3bswyRjEnTZs2ha+vr7iXrUaNGjh48CA2b96MEiVKoEaNGkhLS8PJkyc/+D2uj/X84sULnTBbtGhR7Ny5E6tWrYKjoyOaN2+OypUrZ7lIQU5ys75yu50oWbIkTExMPjr2MVOtWrWwbt06DB8+HC4uLrh37x7++OMPvfww/pTX5YsvvoCdnd3/NPQjO66urjpnCcrt65mbz2tu5nn/PfOuj21b3r1vRkYG4uPjczyR/8e2Y2vXroWxsTEqV66MsmXLIjg4GKdOnRJ3+2s0GsTGxqJYsWK5eFV1yYS8GIRCBcKhQ4fg4uKCGjVq6Exfv3497t+/j59//hk//fQT7t27pxP8iAqLzNMz5XRgwefA2to6x4N1iCh7W7duxbFjx7LdrU//59atWxg0aJB4Orf/osD1oJL+2NjYwNvbGydPnhR3kxw4cAALFy4Ur3ft5OSU7XhbosKgYcOGHzyzAhlGdtcPz7z9/PPPhi6v0MppnXxqL/x/ERYWluPzv3/C/dzI7kxBlNWFCxdQv379T7ove1Dpg86cOYPvv/8eDx48gFqtRoMGDbBy5cosg6WJ6PPEHlSiT1OhQgXs3bs3x93fBLRt2xajRo3KckrL3GBAJSIiIiJJ4S5+IiIiIpIUBlQiIiIikhQGVCIiIiKSFAZUIiIiIpIUBlQiIiIikhQGVCIiIiKSFAZUIiIiIpIUBlQiIiIikhQGVCIiIiKSlP8HKGeFCxl2vWMAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf\n","不是 1308\n","是 1099\n","不重要 512\n","问法错误 46\n","回答正确 35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf\n","不是 1187\n","是 1152\n","不重要 562\n","问法错误 67\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf\n","是 1245\n","不是 1237\n","不重要 446\n","问法错误 43\n","回答正确 29\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf\n","不是 1443\n","是 1188\n","不重要 283\n","问法错误 50\n","回答正确 36\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf\n","是 1246\n","不是 1137\n","不重要 514\n","问法错误 68\n","回答正确 35\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf\n","不是 1312\n","是 1162\n","不重要 463\n","问法错误 33\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf\n","不是 1313\n","是 1161\n","不重要 449\n","问法错误 46\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf\n","不是 1314\n","�� 1148\n","不重要 470\n","问法错误 37\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":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf\n","不是 1286\n","是 1153\n","不重要 489\n","问法错误 40\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, title=f\"{col} (acc: {accuracy:.3f})\")"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf\n","不是。 1961\n","是。 895\n","问法错误。 73\n","回答正确。 26\n","不重要 20\n","不重要。 15\n","回答正确 5\n","是 4\n","是男孩。 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:583: RuntimeWarning: invalid value encountered in divide\n"," cm = cm.astype(\"float\") / cm.sum(axis=1)[:, np.newaxis]\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf\n","不是 1429\n","是 1180\n","不重要 339\n","回答正确 37\n","问法错误 14\n","物品 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:583: RuntimeWarning: invalid value encountered in divide\n"," cm = cm.astype(\"float\") / cm.sum(axis=1)[:, np.newaxis]\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf\n","不是 1308\n","是 1099\n","不重要 512\n","问法错误 46\n","回答正确 35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf\n","不是 1187\n","是 1152\n","不重要 562\n","问法错误 67\n","回答正确 32\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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dPci0Lu+JGKmXOZYvi2JSG8PNuhf3j6qGSlanK+n7OtrgwuynuLmyJ1QNqvjcI/Z6lp6Viw1IPjOnWDJMHtMfxg9vfu+1tn4vwHNcXY7u7YNnscYgKD1GuS05MwLolszGuZwtMG/wDzhzZp/La52HB8J4+AqO6NMGcMb1x/8Y/anXPGtEdo7o0wdJZYxEdEfp1DzSfSElJgdv0KahXuyZaNG2Izb9veO+2586eQYe2reHkWA3DBg9ASMgzlfXr1qxGs8bOcHZyhIe7G9JSUz95P0FPn2Jgv95wcqyGzh3b4fKli1/1OPOD1JQULPCYAdemTujWzgV7tm9677ZXLp5F/27t0bpxbUweMxThoW+ujZycHGzduAbd2zdHp1aNsGzRXKSnpSnXJyclwnvebPzQujF6/dAau7f9jpyc3O+5k8ePoLlzDZXFpV41zJ7643934HlQSkoK3GdOQ6O6tdCmeWNs3bzxvdteOHcGXTq0QYM6NTBq6CCEvnVdZGdn4/cNa9GhTXO0aOKMeR6zkZKcrFz/+NG/GDKgDxrVrYU+Pbrguq+PSt0ymQx1a1ZRWU6fPPHVjzfPE4m0t2hgxIgR0NfXR0REBHx8fHDw4EGsX79ebbtr167B3d0de/bsQWxsLMaPH49u3bohMzNTo/3lqTzr60BRJpPBy8sLKSkp8PLywurVq2FhYaHl1n3cwh5VkJmtgPO8c+i66h+4VrNA7/o2H3yNV7fK8D7yGMkZ6hN1ypc0QZtqFlj6vyfKMsvCEvzcrwYWH30MR/fT2HzpGTYOrQWpgS4AwLWaBTrXscLA9dfh5HEWFx/H4Of+Nb7qceYH2371hq6eHpZtO4pZyzbi1tXzuHDiT7Xtnvjdxr7ff8HgCe5YseM46jRqgRUeE5CRnvsHb9NKL5gWKorl245i2qLVuHr2f7hx5SwAIDNTjl/mTkbdxq2wet8Z9B8zA1t/XYTwZ7m/2MKfBWLHb4sx8Ec3rN53BnUaNsdKz0nIlMu+3YnII7zmzoGenj5On7+E7bv34cypkziwf6/adgH+TzB/ngc8583HVd+baNXGFWNGDoNMlnvO9u/bg/PnzmLH7n04de4SRCIR5nnO+aT9yOVyjB09HK5t2+Oq703M8ZyHeR6zEeD/RK0d37Pl3vOgp6eHA8fOYvXvO3Hx3GkcObRfbbugQH+s8PbClFmeOHbWB01btMaMiaMgf/VeHNi9HQFPHmHtlj3Yd+QUSphbYNWyRcrXe7pNQbHiJbDrj+NYtmoDrlw8jz8P7AEAtG7bEWf/uatcTl+5DVs7B/QfMvLbnIQ8YqGXB/T09HDizAVs2bEH506fwh8H9qltF+jvj0VeczHb0wsX/rmOFq3b4MfRI5TXxeaN63Dv9m1s2rYbfxw5Dl0dHczzmAUASE9Lw8Rxo9C9Z2+cu+KDKdNnYs6s6Yh8HqGs/1lwEGo41sK1Ow+US8vWrt/kHJBmIiIicP78eaxbtw5mZmYoVaoUtm/fDm9vb7VtL1++jO7du6N69eowMDBA+/btYWJigocPH2q0zzwVKCoUCgC5v1QDAgLQsWNHBAQE4O7du6hevbqWW/dh5mZi1C9TFO4HHyA5IwvP4zMwZfc9jG5e+r2v6VHXGsnpWTh2N1Jw/bwulbHk2BOVINJUoo/pe+/jiv9LZGYr8Pf9KMSnZqJMCWMAQN0yRbDPNwwhL9Mgz87BgevhsCtmBBNJwbkTUvzLF3jidwsDxs6AoZExipUoiaGTPXD8wDa1bU/9tQfdB4+DXdmKEEskaNLmBziUr4yHd64hJzsblWvWRc9h4yGWSFGipDWcXdrC3+8OAOD2PxdgZesAl/bdoKevj3JVaqBjryH4+49dAIBzxw6iTZd+KF/VEXr6+mjatgvsylaE74VT3/R8aFt0dDRuXL8Gd895MDExgaWlFRZ4/4TNG9Wzint278KgIcNQu44T9A0M0KNnb1SuUhXH/3cUALBz+1Z4zpsPa2sbGBsbw91jHu7euY2w0NCP7ufs6VMoU6YcevXpC30DAzjWqo0Ro8di65b3Z9S+NzEvonH31nVMnuEBY2MTWJS0hJvnIuwWyCr+eWAPevUfghqOdaCvr4+OXXqgfMUqOHPyOADg7u0b6NKzL4oVLwGJRIreA4bin8sXAAABTx4hIT4Ww0aPh5GxMaxtS2HGnPk4fuQPwXZdOn8a5hYWqFCpyn916HnOi+ho3Lp+HW5z5sLYxAQlLa0wb+FibN2kfl3s27sLAwYPRa3aTtDXN0C3Hr1QqUoV/H38GABg764dmLvQGyXMzWFmVggz3T3xwO8+EhMTkJAQj0lTZ8C1XQfo6xugVm0nVKlaHQ8fPFDWH/Q0EHZ29t/s2PMskY72lk909epVtGzZUjkkDwAqVqwIY2NjBAQEqGzbsmVL7N69G76+vpDJZNi9ezdu3LiB4sWLa3Ra8mSgKJVKsWPHDuVStGhR9OvXT8ut+7BadoVxxf8l5G91IT99kYpUWTbsihmqbW8q1cP4VmXheUg4sv+hliXkWTk4cvu5SvnjyGRceBQDADAS66Kfsy1MJHoIiM7tZjj/bwwGNrJDWXNjiPV1MLSJPUwkepBlCndtf48CH91HpRpO0DcQK8ssbewhlhiqdf1a2ZVGxRq1VcoKFzNHUkIcdHR10bJTT+jq6iE7OwtBTx7gwok/UdnRCQDg//AuatRrrPLaWg1c8Ojezfeur93ABY/u3fhqx5of3L1zC/XqOysnrgGAQ+nSkBoaqnUr37l1E82aNVcpa9myNa77+iA2Nhbp6emoVPlNMKGvr48mzVxw/ZrvR/dz+9ZNNHN5p+5WrXHtnW6479mD+3dQq259GLx1jkrZO0AqNVTpVgYAv7u30aBxM5WyJi4tcfumLwCgfsMm2Ll5A6IinyMtNRUb1/wMs0KFAeT+2O/ee4DKBMQS5haIj41Va5NCocDOLRvRf8ior3ac+cG9u7dR953Pq71DaUilhirdygBw9/YtNGnmolLWvEVr3Ljmi7S0VHTq0g1FixZTrtPT00OxYsURFxuLkpZWaO3aDgCQkZGB0ydP4OGD+6hWvYZy+6CnT1GKgaJWyWQyJCUlqSyvM8ZvCw0NRZkyZdTKy5cvj6CgIJWy6tWrY+TIkahfvz4kEgn69++PRYsWwcrKSqO2aS1QzM7Ohlwuh7+/v/L/X98nMSsrC35+fnj06JHytjjdu3fXVlM/iWVhKUJepqmVB8ekwqaoeqA42bUcTKR6+GO8M45NaYgq1m/GGRoa6GJmhwooa2GMewtbYmnvahDrq75VJhI9+Hm3hle3Klhz9ikyXgWCFx/H4FZwPE7OaIxHS9pgSttymH3gAeTZBSdQjI2JRomS1mrlFta2iIlSDby79B8FI+M35z4nOxsPbvnArkxFle3Wes/GwinDUKhIMVRxrA8AiBPYj4lZIWRmypCZKUdCbAyKW6hekEJt+N5FRUbC1raUWrmdnT3Cw8JUyl68iIa1jepwDTt7e4SHhyMq8rlwPfb2CA8P++h+IqMiYWNrq7KucOEikMvkkMvln3No+c6LqChYWduqldvY2uH583CVspcxL1DSSvXzbVPKDpERudt16NwdYokEvX9ojXYu9XDi6J+YPNMDAFC+YmW4duis8lqfKxdRrmJltX3/c/kCTM0KoUq1Gl9wZPlPVGQkrG3U34tSdvaICFd9L168iIaV9TvXhZ09IsLDYGhohPGTpr5T93O8iFZ/jWvzJnCbNhkdOnVBCXNzZXnQ00Ds3LYFzRrUxZD+vfHvwwegb8vb2xtmZmYqi1B3cnp6OgwN1WMKqVSK9PR0lbJjx45h48aNuHLlClJTU7Fv3z4kJSUpk3KfSmuBYkZGBvz9/VGxYkX4+/ujQoUKSHs1EFomk+HOnTtwdHTE8uXLsXHj+wf4CkXhiizNBmp+DRJ9XaTLs9XKMzKzIdHXVSmzLCzBD7WsMGXXPTRacB47roZg3eBaymBwUCM7hMelo/uvPmjufRGFDPUxxbWcSh3JGVmoPusUxmy9jQmty6KOQ+4v+X7OtqhuWwiuSy+jysyT8PzjIYqZiFGQZMpkMBBL1MoNDMSQf2R84NG9m1HM3BL25SqplI+auRBzf90BPX197Fy7FAAg/8B+MmUy5CgUynG3r+kbiAvcGMWMjAyVbpLXxBKx2i/mnJwctXMmFksgy8iATCYTrEfyav3H9iPLyIBEIhVcX1Du0SqTZUD8nnMkl6megxzFe96LV+/Z+tUrkZ2djV2HjuPomavoP3gkXr58IbjfuNiXWLtqGQYMVc8a7tyyAQMK2NhEIPe9EPw8SySQvfNeKISuC4HrB8hNwsybMxv9Bg5Wu1PI8dPnsXr97zh7+m+ceDWcAwA6de6Krbv24e9zl9B3wGBMHj8G8XFxX3J4+ZMWJ7O4ubkhMTFRZXFzc1NrolQqFfy+io2NVQsg3d3dsWXLFjRo0ACGhobo1q0bDA0N8dtvv2l0WrQWKBoZGUEmkyE7Oxs5OTnIyclBYGAgcnJyIJPJMGDAAISHh2PkyJFwcnLCypUrBesRisITbqgPzP6vZWRmq2X9AKCQob5aANmmqgX2+ITizMMXSJdnY59vGO6FJqB5pRIAgHY1S2LmPj+Ex6XjZYoc0/bcRzcn9QxZckYW/r4fhcVHH2NIE3voiIDxrcti9NZbeBKZjDR5Ng5cD4dDCSO4vKq7INAXi5GZqZ4hSklOFAzsXrt77RKunDmGQeNnqa3T09ODjX1ZjHHzxh3fS6/qEt5PakoSDMQS6IhEar/cUj/Shu9R7h8+9T9oiQkJan8odXR01M5ZQmICJFIpxGLhP4wJCfGQSKUf3Y9YIhH8oZCUmAipwB/s75FYLFFORnlbUmICxGLVIFpHpP5eJCbmnsuE+Dic+t9hzF20HJZWNjA2MUWPvgNx7tQJBL4zOUgul8Nj5iR06toTlapUU1l33fcq9PUNUKNWna90hPmHWCz8ecz9vKq+FyKB60Lo+gGAX1cuh56eHvoOGKS2TmpoiHr1G8Bzvjd2bNuiLG/ctBlKmJtDLBajectWaNWmLU7+ffwzj4w+h1gshqmpqcry9rCE12xtbREcHKxWHhwcDAcH1TutPH36FM7OzipldevWxcmTJzVqm1bHKL57uxsDAwNkZGQgKysL2dnZKFq0KBYsWIBjx45hw4YNiBUY3yIUhReq0+NbHYLS8/h02BRRTwfbFDFEWJxql3SpYkbwj0pRKXscmQyrIrlfDtaFpQiMfrM+IS0TSelZKGJkgAqWJpC8E5A+ikhCCVMxihgZIF2ejefxqr827oYkoFH5YigoihY3x8to9e7dl9GRKG5hKfiakKdPsO1Xb4ydtRhmhYsCABLiXqp1E4slUhQzL4nkhHgUEdhPYnwsjIxNoaevj0JFiyM2JkplfUzU+9vwvbIoWRIRERFq5RER4bB+p2usRAlzREaqntOI8HBYWVvDoqQlIiJUu+Terudj+ylpUVKtS+9lTAxMzcyg/53eo/VdJSwsEPVc/RxFPo+A5TvdzMWKl0B0lOpEu6jnEShpZY3nEeEoZV8aRsbGKuvLV6yM2zd8VcqWLvRAiRIW6DtouNp+d23ZUOBmOr9mUbIknr/n82plrfpelChhjqh3r4uIcLWu5T8P7sflSxew8Kdlygzks+AgJCYmqGxXrlx5xMbEvLdtVtY2eBEd9d713618MJmlQYMGOHv2rMojjR88eACZTKY2dtHW1lZtgsvt27c1vouMVgPF7OxshIaGqvxSkkgk8PPzU0mz169fH7du3ULRokXV6hCKwkV63/5+i7eexcO5bFHo6rwZvF3OwhgGejpqYxejEjNQzuKdL1gLE4TH5o4viEmWoYz5m/WmUj0Yi/UQlyrHgIal0KmW6ri3arZmCIxKwcsUOQzFumoznCtbmyImueB0d5apWA2P7t1EdvabCyn82VNkZcphbql+u6L4ly+wesF09B8zA3Zl34xNjImKwO/LPVW2TU9LRVxMFIpbWKFspep4cEv1j+LNK+dQsUZudkRo/a2rb9YXFDVq1sJ1Xx+VL7aAgNyxybalVMcU1nSshatXLquUnTl1EvXqOaNo0aLQ19fHs+A3A7azsrJw4dw5ONWr99H9CNV9+lXdBUWVajVx++Y1ZL91joKfBiBTngmrd8bLValeE9d9rqiUXTx3GrXq1ENJSys8jwhTqQcA/B//i8JvfU9v3bgGkRHhmOmxQO3JWndv34A8MxN1CtD5f1v1Go64fs1X5fMaGOCPTLkcNu+Mta1R0xH/XFV9L86ePgWnevWV/77m+w/WrfkVv/y2DqamZirb7dy2VeW1Dx8+gL1D7h05liz0wgO/+yrr7965BdtSdl9yePQfsbKygrOzMyZNmoSUlBSEhYVh+PDhcHd3BwD06dMH+/fn9qpOnjwZAwYMwMOHD5GRkYEjR45g0aJFGDlSsx9nWg0Unz9/Dnt7e7x8+VJZpqOjg8qVK2P48OH45ZdflOVCgzfzkuhEGW49i4d7p4owNNBFyUISLOpRFb+dyb2n3s/9aqBt9dwo/tDNcHStY43mlUtAoq+DHnWtUcnKFGf/zR3fs/NqKBb3rArrIlIUMzbA0t7Vsccnd7bu9ishGNeiDBztCsFAVwfOZYtiUptyWHcu94/n7n9C8XO/GrAuIoXUQBdd61iho6Ml/rqp/sv1e1W4WAmUrlAVezf+jIz0NMTFRGPbr95o33MwAGDDUg/cuHwGAJCRnoZfvKaieYcecHRuqlJP6QpVkZOjwPED25X1bFzqgaauXaCnr49azk0R7P8v/jl7HFlZWQh85Ie/D+1Emy65M/Sbd+iOY/u2IOjJA2RlZeHyqaMIfxaIuk1afdPzoW3m5uaoXrMmli7xRlpqKqIiI+HlOQfDR44GAMycNkXZzdW7bz9sXL8W9+/fQ2ZmJv48dBD+/k/g2q49AKDfgEGY6+GO6KgopKamYPGi+ahbvz6srW0+up/mLVvhwYP7OHr4L2RmZuLe3TvYuvl3DBwyVDsnRguKlzBH5ao18NvPPyE9LQ0voqOwbNFc9BsyAgAwf850nD/zNwCgS48+2LllA/59cB9ZWZk4fuRPBAX6w6VVWxQuUhTVa9bGMu95iIt9idSUFOzZsRlPA57AuWFTAMDpv4/h9ImjmP/TLyqzrF/bsXk9+g8e8c2OPa8pYW6OajVqYMXSxUhLS0VUVCQWzvPAkBG54zhnz5iqvOl1z979sHnDOjy4fw9ZmZk4/OcfCAx4opzNHPQ0EHNmTseSZT+rTZDp0Kkz/nfkL1y5fBFyuRz/PnyARV6eGPbqurAvXRo/LZqPsNAQpKamYvuWTXhw/x7avKqb8p7169cjLi4OFhYWcHJyQpcuXTB0aO73mL+/PyIjc3sChg4diu7du6NNmzYoWrQoFi5ciD179qB27dofql6NSKHp9JevKC4uDsWKFUNycjKMjN48fWTUqFHYsmUL1q5diyFDhmhcr8Nk7YytMJHowatrZbSoYo5UWRY2XQzGxvO5YwkOT2qAP29GYOvlZwCAmqUKYW6XyrArZog7IQlwP/gA4XFvZiyNbVEafZxtoSMS4Y8b4Vj5dwCyc3LfqqYVi2N6u/KwK26Ep9Ep8D76GP8E5HbL6+qIMLVtOXStYw2xvg78whLhfeQxHkYkfduT8cr20fU/vtF/IC01BTvX/IS71y5DIjVEqx96o03X3ADOa+Ig1G/miuYdumP1/Gm4d+MqdHRUJxw5N2+LwRNmIz42BrvXL8ejezehr6+PRq074Yc+w6Gjm7v989BgbFvtjWcBj1HcwhI9h01A1Vpvjvm2z0Uc3LIacS9foHSFKhgwbqZgVvNbqW1fWCv7TU5OxqL5c3H+3DkYGRmh/8BBGDRkGACgd48uaN+hE/r2Hwgg98ksK5cvRXRUJKpVrwGPufNVMo/r1qzG3j27IJfJ0LJ1G8xwc1f+kPzQfgDgaWAgvObOwb8PH8Da2gZTp89Eg0aqtzD6VuJStDPTOiUlGT//tABXL52HoaERuvcegF79c39EjRzYEy1dO6Bbr9xr5crFs1j/60q8eBGFylWqY4qbpzLzmJ6Wht9+/gkXz52CjkgHVarXxJiJ02FlbYP7d25h6o/DkZWVBdE7kzB2/XEcpqZmWLrIE54Ll33bg38PE6l27jObkpyMxQu9cPH8ORgaGaJv/0EYMDj3D37/Xt3Qtn1H9O43AEDuk1lWrVyG6KgoVK1WA7M958HGthTiYmMxqG9PPH8eAV1d1e+xOfMWoH3HH+B37y5WLF0Mf/8nMDe3wMgx45RBpkKhwKaN63Bo/z4kJiWieo2amDZztjLj+K2ZiLWXv5J2WKO1facfHaO1fX+MVgPF1NRUmJqaIiMjQzlecfz48di9ezf+/PNPNGrU6LPq1VagSOq0FSiSMG0FiqROW4EiqdNWoEjqGCjmPVq9Ol4Hh6+f7Xzo0CFs2bIFZ8+ehZOTkzabRkRERAWJhs9cLii0OkZRV1cXCoUCu3blPvKsU6dOOHPmDINEIiIiojwgT+TbJ0yYgBUrVqBKldxHc717M8isrCwkJCTg+HF2KRMRERF9K1p/1rNIJMKTJ0/g5OSEXbt2wdfXF5mZmSqLXF5wHrFFREREWpAP7qOoDVrNKL6eR1OsWDGsW7cODRs2xNixYzFs2DA0b95cm00jIiIiKvC0Gii+vtFodnY2dHV10a9fP5iamqJz5844ffo06tatq83mERERUUHBySyCtJrvzMzMBACVO9N37NgR48aNQ/fu3REfH6+tphEREREVeFoNFDMycp9JLHvnIfXz58+HVCrFwIEDtdEsIiIiKmg4RlGQVlsnl8tRqVIlZWbxNV1dXXh4eMDU1BQ5OTlaah0RERFRwabVMYpWVlbw8/MTXNenTx/06NEDOjp5O9ImIiIi+l7lifsoChGJRMontxARERH9pziZRRDTdUREREQkKM9mFImIiIi+FREzioKYUSQiIiIiQQwUiYiIiEgQu56JiIiowGPXszBmFImIiIhIEDOKREREREwoCmJGkYiIiIgEMaNIREREBR7HKApjRpGIiIiIBDFQJCIiIiJB7HomIiKiAo9dz8KYUSQiIiIiQcwoEhERUYHHjKIwZhSJiIiISBADRSIiIiISxK5nIiIiKvDY9SyMGUUiIiIiEsSMIhERERETioKYUSQiIiIiQcwoEhERUYHHMYrCmFEkIiIiIkEMFImIiIhIELueiYiIqMBj17MwZhSJiIiISBAzikRERFTgMaMojBlFIiIiIhLEQJGIiIiIBLHrmYiIiAo8dj0LY0aRiIiIiAQxo0hERETEhKIgZhSJiIiISBAzikRERFTgcYyiMGYUiYiIiEgQA0UiIiIiEsSuZyIiIirw2PUsjBlFIiIiIhLEjCIREREVeMwoCmNGkYiIiIgEMVAkIiIiIkHseiYiIiJiz7MgZhSJiIiISBAzikRERFTgcTKLMGYUiYiIiEgQM4pERERU4DGjKOy7DBT/nNRI202gV9ovPqftJtBbAn7ppO0m0CuZ2QptN4Feyc7he0H5R1JSEkaPHo3Dhw/D1NQUEyZMwIwZM9S28/LygpeXl0pZTk4OfvzxR/zyyy+fvD92PRMRERHlEyNGjIC+vj4iIiLg4+ODgwcPYv369WrbeXh4ICsrS7kkJCSgZMmSmD59ukb7+y4zikRERESayA9dzxERETh//jxCQkIgkUhgZmaG7du3w9XVFSNHjvzga9euXYuOHTvCyspKo30yUCQiIiLKB65evYqWLVtCIpEoyypWrAhjY2MEBASgbNmygq9LT0/HqlWrcOXKFY33ya5nIiIiKvBEIpHWlk8VGhqKMmXKqJWXL18eQUFB733dxo0b0apVK5QqVUrj88KMIhEREZEWyWQyyGQylTKxWAyxWKxSlp6eDkNDQ7XXS6VSpKenC9Ytl8uxYsUKnDlz5rPaxowiERERkRZ5e3vDzMxMZfH29lbbTiqVIiMjQ608NjZWMIAEgC1btqBRo0aCmchPwYwiERERkRbnsri5uWHy5MkqZe9mEwHA1tYWJ06cUCsPDg6Gg4ODWnlWVhaWLl2KY8eOfXbbGCgSERERaZFQN7OQBg0aYOrUqcjKyoKeXm4I9+DBA8hkMsGM4a5du+Do6IgKFSp8dtvY9UxEREQFXn6YzGJlZQVnZ2dMmjQJKSkpCAsLw/Dhw+Hu7g4A6NOnD/bv3w8g9+ba3t7eynWfi4EiERERUT6xfv16xMXFwcLCAk5OTujSpQuGDh0KAPD390dkZCQAICQkBC4uLqhWrdoX7Y9dz0RERFTg5YcbbgOAmZkZdu3aJbju5s2byv+2t7fHmjVrvnh/zCgSERERkSAGikREREQkiF3PREREVODll67nb40ZRSIiIiISxIwiEREREROKgphRJCIiIiJBDBSJiIiISBC7nomIiKjA42QWYcwoEhEREZEgZhSJiIiowGNGURgzikREREQkiIEiEREREQli1zMREREVeOx6FsaMIhEREREJYkaRiIiICjxmFIUxo0hEREREgphRJCIiImJCURAzikREREQkiIEiEREREQli1zMREREVeJzMIowZRSIiIiISxIwiERERFXjMKApjRpGIiIiIBDFQJCIiIiJB7HomIiKiAo89z8KYUSQiIiIiQcwoEhERUYHHySzCmFEkIiIiIkHMKBIREVGBx4SiMGYUiYiIiEgQA0UiIiIiEsSuZyIiIirwOJlFmFYyiomJiZgwYcJ71xsZGSEmJkb579TU1G/RLCIiIiJ6i1YyiiKRCIcOHcIvv/yCjRs3Ii0tDSKRCFKpFMOHD4dUKoWRkREAIDo6Go6Ojvjnn39QqlQpbTSXiIiIvnNMKArTSkZRLBZDIpEAAJYvX44HDx7Az88PS5YsAZCbUTQ0NAQAHDx4EObm5gwSiYiIiL4xrQSKenp60NPLTWYaGBhg48aN2LhxI3R1dZVlHTt2RHR0NP744w9MnTpVG80kIiIiKtC00vWsq6uL6OhojBkzBlFRURgzZgwAQEcnN27V09ODi4sLGjVqhPj4eHTt2lUbzSQiIqICQkeHfc9CtHZ7HKlUigYNGsDQ0BANGjSAs7Ozcp1IJMLEiRPRv39/lClTBmKxWFvNJCIiIiqwtBYompmZoW/fvihcuDD69u2Lfv36AQAmTpyIpKQkAMDz589x//593LlzR1vNJCIiogJAJNLekpdp7T6Kz549g5OTEwICAuDk5KQsL1GiBOLj43HixAlcvHgRw4cPx8GDB1GzZk1tNZWIiIioQNJaRtHCwgI7duyAra0tdu7cie3bt0OhUGDWrFmwtLSEu7s7JBIJOnXqhKtXr2qrmURERFQAiEQirS15mVYyijk5OdDT00P58uWhq6urPFE5OTkAgKysLFy+fBmnT5+GpaUl7t27p41mEhERERVoWskoyuVyZGZmAgAKFy6M9u3bw9XVFUWLFgUAZGZmwsDAAJ06dULRokWRmJiI+Ph4bTSVCph+De1QzISTp4jo+/TvAz/8c+WStptB+YhWAsW0tDQkJCQAAC5duoQnT54gKCgIPj4+AIDk5GSkpaUByL0596+//gpjY2NtNFUjaakpWLXIHf3bN8LInm3w196t7932wZ0b6N26Lvq3b6S27scBP6BXq7oqS48WtREU8BgAEBzwGHMmDEH/9o0wfWQf+N2+rvL6//2xGz/274TBPzTDCq8ZSIyP+6rHmR8YS/SwapAjHq9oh5sLW2N0yzIffU0VGzOMb1MOssxsZZlEXwde3avizuI2uOXdGm6dKkH3rVsoWBeRYvOouvh3WVtc8myOznWs31u/no4IU9tX+LIDy6dSUlLgNn0K6tWuiRZNG2Lz7xveu+25s2fQoW1rODlWw7DBAxAS8kxl/bo1q9GssTOcnRzh4e6GtLce8fmx/QQ9fYqB/XrDybEaOndsh8uXLn7V48wPUlNT4D13Jjo2r4teHZtj347N7932zs1rcG3kiI7N66qty8rKxG8rFqNL6wbo2qYRNqxejuysLOV6uVyOIb06onWD6rh07tQH25SclPTBdnyvUlJS4OE2DU3r10K7lk2wfcvv79324rkz6NbRFY3r1sSY4YMR+tZ1IZPJ4D3fEy2b1EfbFo2x9teflT10b8vJycHihfNUrpnXdfft/gOaNaiDcSOHIORZ8Fc7xvyEk1mEaSVQLFKkyAczhHv37oVUKgUAmJiYYOzYsdDX1/9WzftsG1YuhK6eHtbvPYEFq7bg2qVzOH3sD8Ftq9Ssgz0nrwmu+3X7X9h76ppy+dHNC451G8KhbAVkpKdjsftEtOrYHVv+PIdBY6bg18VzEBMdCQA4deQgfC6ewezFq7F2z/9gXcoBK+bPhEKh+M+OOy9a0rs6srIVqDPrJDotv4R2NS3Rt+GHn+6zsGc1LPjzIZIz3vyxm925Mgz0dNB03lk08zoLE6kefmxTTrl+86i6OOMXhZoz/0bf1T7o18gO9csWE6x/SvsKqGxt9nUOMJ/xmjsHenr6OH3+Erbv3oczp07iwP69atsF+D/B/Hke8Jw3H1d9b6JVG1eMGTkMMpkMALB/3x6cP3cWO3bvw6lzlyASiTDPc84n7Ucul2Ps6OFwbdseV31vYo7nPMzzmI0A/yff5iTkET8v9oKenh72HD6DX9bvwOXzp3HsrwOC29asXRcnLt8WXLdtw2+ICHuGTXuOYNOewwgNDsLWjb8p1xsYGGDz3iNo4drho236ddkCxLyI+rwDyse853tCT08fx05dwO/bduPc6VM4dHCf2naBAf7wXjAPszy8cPbKNbRo1RoTx45UXhe/LP8JyUlJOHjkBHbs/QOP/n2IXdu3qNVz6MA+FC5cBC1auyrLbt+8gZ+X/wT3uQtw4swlNG/ZBhNGD0daWqra66lg0tpklg9xdXXNF4Hh2+JevsDDu7cwfKIbDI2NUdy8JMbOmIe/9mz9onoVCgUO7dqMrv2GAQCSkxIwYNQkNGruCj19fVSqXgtlKlTB0ycPAQAXT/8Pw8bPgIWVDSRSQ/QYOBJpKcmIjoz40kPMNyzMJKhfrhjc9txDckYWIuLSMXHbbYxtVe69r+lZ3xbJ6Vk4ckv1PNUvWwxrTwcgMT0TSelZWH8mEG2qlwQAFDYygJmhAXZfDYEsKwdhsWnY7xOKVtUs1Oqv7VAEw11Kf90DzSeio6Nx4/o1uHvOg4mJCSwtrbDA+yds3qieVdyzexcGDRmG2nWcoG9ggB49e6Nylao4/r+jAICd27fCc958WFvbwNjYGO4e83D3zm2EhYZ+dD9nT59CmTLl0KtPX+gbGMCxVm2MGD0WW7ds+qbnQ5texkTj3u3rmDBtDoyMTWBe0hLTPRZi33bNzkFmZiaOH/kDU90XoHCRoihUuAimeyzE30cPIT09TaO6zp86jkvnT2v0mu/Bi+ho3LpxHTPcPWFsYoKSllbwXOCN7Zs2qm17YO8u9B80BI6160Bf3wBduvdCxcpVcPLEMQBAmbJl4TZnHszMCqFoseLo2r0n7ty6qVJHQnw8tv6+HtPc3FXKd+/cinETp6Bi5SqQSKXo3K0HKlethms+//x3B59HcTKLMK0GijExMbC1tf1gdjEsLAytWrX6hq36PI8f3EPVWnVhYPBmfJt1KXtIpFJEhod+dr03rl5A4aLFULZiFQBAcfOSaNCsNQBALsvAPxdO4+mThyhXqRoAICcnW7Ce1OSkz25DflO7dBFcfhwDWdabrpfA6BSkybJgV9xIbXszqT4mt6sA9/331dad9ovCjI6VUNTYAIWNDDC1fUW8TMr9FR+fKsfz+HSMalEGEn0dlDY3xpCmDniZLFOpw1Csi5UDamLD2adf+Ujzh7t3bqFefWeVG+c7lC4NqaGhWrfynVs30axZc5Wyli1b47qvD2JjY5Geno5Klaso1+nr66NJMxdcv+b70f3cvnUTzVzeqbtVa1zz9fmKR5u3Pbx/F4516sPgrXNka+cAiVSKiLCQT67nacBj2No5oEjRN9lzU7NCqFCpKv71+/TJhy9jorH+12Xo0qPvJ7/me3H/7m3UrVdf5fNq75D7eQ1957q4e+cWGjd1USlzadEKN6/5AgC6dO8FE1NT5OTk4GlgAHZu24J6zg1Utl/9y3J06dEL1ja2KuVlypRDnbr1VMpKWFggLjb2Sw+RvhNaCxSTk5MhlUoRHh4OqVSKsLAwvHz5EjExMQgNDUVMTAwWLVoEXV1d3Lx58+MVatnLF1GwsFQfn1bSutQXZfP+2LVJmU1818iervh5gRuatu6AIsVKAADqNW6OzauXIup5ODLS07B/23q8fBEFW/uPj9H7XlgVluJZjHq3ydPoFJQqZqhWPrVDBZhI9HB4aiP87dYUVW3edA+vPP4E9iWMcHeJK+7/5Iq6ZYrC69AD5fpJ229jfJtyCPi5Ay54NEdKRha2XAxSqX9et6o4+yAalx6/+IpHmX9ERUbC1la929/Ozh7hYWEqZS9eRMPaxkZ1O3t7hIeHIyryuXA99vYIDw/76H4ioyJhY6v6R7Jw4SKQy+SQy+Wfc2j5zovoSFha26iV25SyQ2RE+KfXEyVcj7WtHSKff1o9CoUCSxfMQfe+g2HnUPaT9/29iIqKVAvaAMDWzh7P33kvYl68gNU757uUnT0i3tnul+U/oU+3TkhKTkTbDj8oy/994Idjh//EX3/sR+tmDbBj65sM8qhxE2Bq+uY7Lzs7Gz5XLqNipcpfcnj0HdFKoLht2zZMnToVEokEIpEIEokE5cqVg7m5OSwsLGBvb4/Dhw/D29sbpqamkEgk2mimRuRyGcQC7TQQSyCXywRe8XG3r12BVGqIilWFbza+ds9xuC9ZDd+LZ3H57AkAQPtufVGhSg14ThqGiYO74eCOjejQvR/0DQw+qw35kURfF+ly9cxqRmY2JPq6KmVWRaToXMcGE7ffRr05p7HtYjA2jnCCRD/30vh5oCMeP0+Go9vfqDHjBPb7hqKEae77bCLRw5ZRdbH8f49RYfL/0MzrLP6NSERhozfnulU1C9S0Lwzvv/79D484b8vIyBC8hsUSsXKM1Ws5OTnKZ74rtxNLIMvIgEwmE6xH8mr9x/Yjy8iARCIVXJ+RkaHpYeVL7zuHBgYStffiQ+QyGcRioe87MeSyTzuXf+3fBUVODrr07PfJ+/2e5L4X6p9HiVgM2TufR4XgdaG+3fjJ03Dg8HFUrFQFblMmKMvXrv4FP3Ttjl37/8Kv6zbhrz8O4PLF84Lt2rxhLSytrFGpStXPPbR8i13PwrQSKPr7+yvvpfj6w29nZ4fs7Gw4OTlh8+bNMDIyQtGiRSEWi6Gn9/7bPcpkMiQlJakscg2+8L4WAwMxMgWyEilJiYJfqJ/i7bGJQiRSKarVqocx0z1xdP8OAICurh76DBuH9fv+hmvnnrAu5YCOPQZ81v7zq4zMbIj11T/ahY0M1AJI1+olsfvqM5y6H4V0eTb2/BOCuyEJaFHVApWsTVHR0hRTd95BTJIMsSlyLP/fY0zrUAHFTMToUd8WN57GYdP5IKTKshAYnYLVJwOwZkhtAEBRYwMs6FENE7beVukGL2gkEuEgJDEhQS1o0dHRUZt4lZCYAIlUmvuHUaCehIR4SKTSj+5HLBH+0ZaUmAhpPvgx+jWIxWLB7GlSUoLgD933MRALf98lJyVALFYPft4V+iwI+3ZtwbQ5C/L8H8n/ilgshkzg85iYmADxOwGkSOC6SExMUAs0dXV1YVvKDh5ei/DiRTT8nzxGYmICgoOeYuqM2TAxNUW58hUwadpM/CEwmezShXM4evgQZs+d/xWOkL4XWgkUq1WrpvxCN3iV6Xp7nIZIJIKBgQFMTEygp6f3wUDR29sbZmZmKsum35b/twcgoFgJC7yIeq5W/iIqAuYlrTSu7/Utb6o6OqmUR4Q+Q0pSokpZKYdyiI9THU/yMjoKh3ZtxuipHtDLZxODvlREfDpsi6qPRbQpaojQWNWB9nbFjfHkebJK2aOIRFgVMUTpEsa4HRyP7Jw3X9AKBRAYlYI6pYugtLkxrj9VPe/RiRkoZiJGISN9LOpVHcVMxfhraiME/Nweu8Y5o1llc9zybv0VjzbvsyhZEhER6sMvIiLCYf1Od1qJEuaIjFS9jiLCw2FlbQ2LkpZqXW1v1/Ox/ZS0KImIcNXXv4yJgamZWYHJuJcwL4mo5+rnKOp5BEpavf/WTmr1WJRElMCQmk+pJzsrC8sWzkFSQjwG9WiPdk1rY+XieTj21wH8OKzPJ7chv7OwKKnWxQwAzyMiYGWteg6LlyiBqHeui9fbJSUl4lmw6nAXHR0dOJQug9iXMYgIC4NtKTuVvwNlypZTq+/J43+xyMsTS5avQtGiwndu+N7x9jjCtBIoOjg4IDg4GJcu5d7089KlS0hLS8OlS5eQlJSEx48fIyAgABkZGbh8+bJayv1tbm5uSExMVFmGjp3yrQ5FqUKV6vC7fR3Z2W9urRIaHIjMzExYWKmP5fmYQ7s2oUvfIWrl1y6fxdGDO1XKnj55COtS9iplm1f/hOZtf1BOgilIbj6NQ4PyxVTud1i+pAkM9HTUxi5GJqSjvKWJSlkFS1OExaYi9GUaSpur37+zkrUpYpJkCBFY/3rSS1JaJkb+fgMO44+i7MRjKDvxGPqu/gfnH0ajltvJr3i0eV+NmrVw3dcHWW/dYy8gwB9yuRy2pVTHFNZ0rIWrVy6rlJ05dRL16jmjaNGi0NfXV/mjmJWVhQvnzsGpXr2P7keo7tOv6i4oKlergTu3rqnc7zD4aQAyM+WwslYfL/c+pctWQEjwUyQnvZkkl5SUiMf/+qFS1eoffK2unh5WbdyF45du438XbuJ/F25i0kxPtP+hO379fbfmB5VPVavhiJvXfVU+r08DAyCXy2Hzzljb6jVqweefKypl586cQp269ZGeno4JY4YjO/tNb0lWVhb8nzyGnb0DSphbIPRZMLJePeQCAAIDAmD5VkD/Ijoa0yaOw0x3T1SsXPD+ZtCHaSVQNDc3x507dzBlyhTI5XJMmTIFERERmDJlCkJDQ7F3715s3rwZkZGRmDJlygcDRbFYDFNTU5Xl7Rl930qRYiVQvnI1bFuzAhnpaXj5IgrrVyxE11fB3i8LZ+OfC592C4jHD+4iPT0NjnUbqq1r2roDLp76H25fu4JMuRxPn/yLDT8vUumivvnPRYSFBKHnoNFf5+DymajEDNwKioNn1yowFOuiZCEJlvSpgVV/+wMAfh1UC+0dLQEAf1wLQ7e6NmhZ1QISfV30rG+LytZmOOsXjXuhCcjKycG09hVQyFAfhY0M4Nm1CrJzFLjzLB4HfEPR1ckGHRwtIdHXhV1xI6wZWhv7fEKRU7BuW/lB5ubmqF6zJpYu8UZaaiqiIiPh5TkHw0fmfj5nTpuCk38fBwD07tsPG9evxf3795CZmYk/Dx2Ev/8TuLZrDwDoN2AQ5nq4IzoqCqmpKVi8aD7q1q8Pa2ubj+6nectWePDgPo4e/guZmZm4d/cOtm7+HQOHDNXOidGCYsXNUalKDaxbtRTpaWl4ER2FnxfPQ59BIwAA3p4zcPHsx3/I6Ovro3W7H7By8VwkJSYgMSEeyxd6oGPX3oLj7khdCXNzVK1eEz8vW4y0tFRER0VikZcHhgwfBQCYM3MazpzMHXveo3dfbNm4Hg/87iErMxNH/voDgf5P0Mq1HczNLVC5SjWsXOqNpKRExMfF4aeFXqhewxElLa1QrHhxVKpSFcuWLERyUhIC/J/gl+VL0LNPfwBAWloqpowfjR69+6GpSwutnY+8gGMUhWnthtu2tra4ceMGxGIxbty4gbJly+LGjRuoUqUK5s6di+XLl8PBwQE3btxQ+aWUl42YOBspyUkY3r01Zo0biLoNm8HF9QcAQGREKBLiXn5SPSFPA9DtPWMTixQrgckeS/DHzk0Y3LkZVnm7o8fAkahSo7ZyGx0dXYyZ5qnRmKPvzcw991DISB+3vdvg6PQmOHEvEvt8cm9T5FDCWDkhJSoxA8M2XMdE1/K45d0aHRyt0He1j3JM4ajfb8LB3Bg+81vhrHszFDE2wKC115Cdo0BcihwjNl7HkGal4bfUFTvH1ce1wFgs+uuh1o47r5rj6YWkxAS4NGmIvr26o3mLlujStTsAICQkGC9jYgAAZcuVx8xZczB75nQ0qFsL/zt6BL+t3aAcotKjZ2/Uq++Mnt07o2WzxsjMzIS7x7xP2o9YLMaq1etw8MA+ODs5Yu6c2fCY64UyZQrWjNuJM+YgKSkRPTs0w/hhfdCgaXO4dugCAAgPC0Hcy5hPqmfA8LEoWqw4BnZvhyE9O8DKxhb9hxbMH6efy819LpISE9G2eWMM7tcTTV1aoGPnrgCA0NBnePky929GmbLlMHXGLMydPRMuDZ3w9/+OYeXqdcrrYpaHFzIyMtCtoyt6/NAWunq6mD7bQ7kfD69FSE9PR5f2rTB7+mQMGzkGdes7IycnB3NmToP/k8dYs2olnGtVVS4L5rqrN5gKJJFCC4/syM7Oho2NDZ4/fw6pVIr09HRUrVoVfn5+qF+/PkaPHg0zMzNMmTIFAQEByq7qT3UvLPnjG9E30X7xOW03gd4S8EsnbTeBXolO/PaT7kiYmeH7x8HTt1VIqvvxjf4jNedp7+/VHU+Xj2+kJVrJKOrq6iI9PR0KhQKZr8ZNxMXFwcPDA+Hh4Th06BDS09MRHx8PmUymMoaDiIiI6GvjZBZhWvkZlZmZiZycHGRkZEChUCA7OxuDBg2CSCTCkCFDkJGRgZIlS0JPTw8pKSka3d+LiIiIiL4OrQSKCoUCBw8eRGpqKhQKBVJTU7Fw4UK17aKjoxESEoLUVD6cnIiIiP47eX1SyZdat24dOnfuDHNzc41ep5WuZwMDA7i4uODFixdYt26dyj0U31WsWDH8+eef37B1RERERHlTUlIS+vbtC2NjY1haWmLJkiUffc3t27exYMGCz3rSndZG8D5//hxVq1ZFVFSUWqA4bNgwVK1aFRMmTICRkRFatWqlpVYSERER5R0jRoyARCJBREQEEhIS0K1bNxQqVAgjR44U3F6hUGDMmDFYtmwZzMzMBLf5EK1kFAHAyMgICoUChoaGKuWjRo3Cjh07YGJi8p5XEhEREX1d+WEyS0REBM6fP49169bBzMwMpUqVwvbt2+Ht7f3e12zevBlmZmbo1avXZ50XrWUUxWKx8lF9r40fPx4HDx7EmTNn0KhRI201jYiIiCjPuXr1Klq2bKnShVyxYkUYGxsjICAAZcuq3hc2Pj4ec+fOxfnz5z97n1rLKOq/eu7k6+c4Hzp0CFu2bMHx48cZJBIREdE3pc0ns8hkMiQlJaksQnd8CQ0NRZkyZdTKy5cvj6CgILXyOXPmIDExEfXq1UONGjVw69Ytjc+L1gJFXV1dKBQK7Nq1CwDQqVMnnDlzBk5OTtpqEhEREdE35+3tDTMzM5VFqDs5PT1dbcgeAOXDS94WEhKCnTt3YseOHQgJCcHYsWPRuXNnte0+Ruu3o58wYQJWrFiBKlVyH0T+22+/qazPyspCQkICjh8/ro3mERERUQGgzbvjuLm5YfLkySplQneEkUqlSEtLUyuPjY1VCyAPHTqEESNGoFOn3CdyDR8+HCdPnsTRo0fRo0ePT26b1jKKQG6a98mTJ3BycsKuXbvg6+uLzMxMlUUul0Mul2uzmURERET/GbFYDFNTU5VFKFC0tbUVfKRxcHAwHBwcVMoCAwOVSbjXqlWrhpCQEI3aprWM4utHTBcrVgzr1q1Dw4YNMXbsWAwbNgzNmzfXVrOIiIiI8qQGDRpg6tSpyMrKUs7xePDgAWQymdrYRWtrazx48EClzM/PDz179tRon1rLKL5+fnN2djYAoF+/ftixYwc6d+6Ma9euaatZREREVABpczLLp7KysoKzszMmTZqElJQUhIWFYfjw4XB3dwcA9OnTB/v37wcADBgwANu2bcORI0eQlpaGTZs24e7du2jfvr1G50VrgWJmZiaANwEjAHTs2BHjxo1D9+7dER8fr62mEREREeVJ69evR1xcHCwsLODk5IQuXbpg6NChAAB/f39ERkYCyA0q//rrL3h5eaFkyZLYv38/Tp06pfHTWUSK133A31hMTAwsLCwQHx8PU1NTZXl2djYqVaqE8uXL48iRI59V972w5K/VTPpC7Ref03YT6C0Bv3TSdhPolehE9VtfkHaYGWp9Xie9Ukiqq7V911t8UWv79p3ZRGv7/hitZRTlcjkqVaqkzCy+pqurCw8PD5iamiInJ0dLrSMiIiIirf2MsrKygp+fn+C6Pn36oEePHtDR0eqkbCIiIqICLU/m20UikfLJLURERET/NU0mlRQkTNkRERERkaA8mVEkIiIi+paYUBTGjCIRERERCWJGkYiIiAo8jlEUxowiEREREQlioEhEREREgtj1TERERAUee56FMaNIRERERIKYUSQiIqICj5NZhDGjSERERESCGCgSERERkSB2PRMREVGBx65nYcwoEhEREZEgZhSJiIiowGNCURgzikREREQkiIEiEREREQli1zMREREVeJzMIowZRSIiIiISxIwiERERFXhMKApjRpGIiIiIBDGjSERERAUexygKY0aRiIiIiAQxUCQiIiIiQex6JiIiogKPPc/CmFEkIiIiIkHMKBIREVGBp8OUoiBmFImIiIhIEANFIiIiIhLErmciIiIq8NjzLIwZRSIiIiISxIwiERERFXh8MoswZhSJiIiISBAzikRERFTg6TChKIgZRSIiIiISxECRiIiIiASx65mIiIgKPE5mEcaMIhEREREJYkaRiIiICjwmFIV9l4FiMROxtptArwT80knbTaC3FK4zTttNoFeifVZpuwn0ioEeO9eI3odXBxEREREJ+i4zikRERESaEIF9z0KYUSQiIiIiQcwoEhERUYHHJ7MIY0aRiIiIiAQxo0hEREQFHm+4LYwZRSIiIiISxECRiIiIiASx65mIiIgKPPY8C2NGkYiIiIgEMaNIREREBZ4OU4qCmFEkIiIiIkEMFImIiIhIELueiYiIqMBjz7MwZhSJiIiISBAzikRERFTg8ckswphRJCIiIsonkpKS0LdvXxgbG8PS0hJLlix577YZGRnQ09NTWfbv36/R/phRJCIiogIvvyQUR4wYAYlEgoiICCQkJKBbt24oVKgQRo4cqbbt48eP0ahRI5w/f/6z98dAkYiIiCgfiIiIwPnz5xESEgKJRAIzMzNs374drq6ugoHiw4cPUaFChS/aJ7ueiYiIiPKBq1evomXLlpBIJMqyihUrwtjYGAEBAWrb//vvvyhfvvwX7ZOBIhERERV4OiKR1haZTIakpCSVRSaTqbUxNDQUZcqUUSsvX748goKC1MofPnyIZcuWoXDhwnB2dsbNmzc1Py8av4KIiIiIvhpvb2+YmZmpLN7e3mrbpaenw9DQUK1cKpUiPT1drXzo0KG4du0aIiMjMWXKFHTs2BExMTEatY1jFImIiKjA0+ZcFjc3N0yePFmlTCwWq20nlUqRlpamVh4bGysYQHbo0EH53127dsXVq1exd+9e/Pjjj5/cNgaKRERERFokFosFA8N32dra4sSJE2rlwcHBcHBw+OjrHRwcEBYWplHb2PVMRERElA80aNAAZ8+eRVZWlrLswYMHkMlkamMXx44di+vXr6uUXblyBeXKldNonwwUiYiIqMATiURaWz6VlZUVnJ2dMWnSJKSkpCAsLAzDhw+Hu7s7AKBPnz7KG2pXqlQJY8eORWBgIJKTk7F06VL4+vqid+/eGp0XBopERERE+cT69esRFxcHCwsLODk5oUuXLhg6dCgAwN/fH5GRkQCAMWPGoFOnTmjatCnMzc1x6tQpnDhxQnAs44eIFAqFQpMXhIeHIyoqCrVr1waQe4+eDRs2oFSpUhg7diwMDAw0asB/ISJBru0m0CtFjbX/eaA3CtcZp+0m0CvRPqu03QR6xUCPOZO8QqLFmRN9d9zV2r539a+htX1/jMZXx+DBg+Hn5wcgN2js1KkTKlasCB8fHwwePPirN5CIiIiItEPj2N3HxwdHjx4FAEyaNAlz585F37590bdvX1haWn71BhIRERH91zQZK1iQaBwotmrVCuPHj4eRkRGSk5PRt29fAMD169c/aWo2EREREeUPGnc97969G7Vq1ULlypXx119/KcsfPnyIbdu2fc22EREREZEWaZxRlEgkGDlypFq5Jnf5JiIiIspL2PMs7JMCxapVq35y3/39+/e/qEFERERElDd8UqB47Nix/7odRERERFrDySzCPilQLFWqlFpZbGws7t27BxcXl6/eKCIiIiLSvs+6y+iMGTNQs2ZNtGvXDkDu3b89PT2/asOIiIiISLs0nsyyYsUK+Pn5ITAwEGZmZgCAn376Ce3atcPq1asxbtznPfnh+PHjMDQ0hI6OeuwqEolgYWGBsmXLflbdRERERB+iw55nQRoHimvXrsXhw4dhYGCg7M83NjbGqlWr0L17d40DxdDQUNja2mLo0KGoU6cOFAoFLl68iCZNmuDWrVuoUqUKDAwMcPnyZfj5+cHW1lbTJhMRERHRZ9A4UAwLC0P58uXVyitVqoSwsDCNG1C/fn0sWbIEhoaGOHLkiLKuo0ePonPnzvjtt99gaWmJiRMnIi0tTeP6iYiIiD6Gk1mEaRwoli5dGo8fP0blypWhUCiU5ffu3fusJ7NIpVIcPnwYISEh8PLyAgC8fPkSXl5eePLkCVasWAFTU1MYGhqiQoUKGtdPRERERJ9H48ksbm5uGD16NOLi4pTRd1hYGEaOHImZM2d+cj03b96Ep6cnxGIxDhw4ACsrK+jq6kJXVxcikUjl/3V0dCCTyTRtKhEREdEnEWlxycs0zij269cPaWlpqFGjBmQyGZydnRESEoI5c+agf//+n1xPZmYmTp06hZCQEISHh0MkEmHIkCHIycnBtm3bMHjwYFy9ehXjxo2DjY2Nps0kIiIioi8kUrzdf6wBuVwOPz8/AECVKlUgFos/qwErV67Epk2bkJGRgczMTOWs55ycHMTFxSE7OxvNmzeHl5cXatas+Ul1RiTIP6st9PUVNTbQdhPoLYXrfN5dCejri/ZZpe0m0CsGep91pzj6D0g0Tl99PUP2+mlt35t7VdXavj/ms9+S9PR0xMXFAQBkMtlnBYoxMTF4/Pgx1qxZg8aNGwtuExISgu3bt8PFxQWnTp1CnTp1PrfJRERERIJ0OJlF0GcFikuXLsXSpUtRu3ZtKBQK3L59G25ubpg4caJG9ejo6ODIkSNYv349AKBu3bqIjo5WuZeiTCZDmzZtcPDgQdjZ2X1Oc4mIiIjoM2gcKG7cuBHbt2/HzZs3lfc0DA4ORrt27VC4cGEMHDjwk+sSi8WQyWQ4cuQImjVrBh0dHfTq1Qs//vgjAEChUMDJyQnLly9HoUKFNG0qERER0SdhQlGYxoHi8uXLsXnzZpUbX9vb22P9+vUYMWKERoFiTk4O5HI51qxZg5EjRyI5ORkikUjlfonJycnw8PAAAKxaxTE9RERERN+KxiN4Q0JCULt2bbXyOnXq4NmzZxrVlZqaCrFYjL///hvh4eH4888/Ubx4caxevRrBwcGoXr06fv75Z5QuXZoZRSIiIqJvTOOMYsWKFREQEIDKlSurlD9+/BgVK1bUqK7ChQvj6NGjAABdXV20bNkSLVu2xPnz57Fz50707t0bhoaGmjaRiIiISCN8MoswjTOKXl5emDRpEjIyMpRliYmJmDBhAhYvXqxRXRKJBM7OzmrlzZo1w6ZNmxgkEhEREWnRJ2UUf/zxR5VIOyQkBBUqVECrVq2QlZWFEydOoESJEjh27BhatWr1VRv44sULtGnTBnv27BF8xjQRERHRl2JCUdgnBYrvjkmsVauWyr+bNGnyWTu/e/cuGjdujMePH8PS0hKJiYlYuHAhpk+fjmLFigHIfRb03bt3mRImIiIi+sY+KVDUZCazJgwNDZGSkgIjIyMAgIGBAZYvX45x4948PUIikSjXERHR9+fv48dQqXIV2Jay03ZTiOgdGo9R3L59+wcXTUgkEohEIkilUgC52UOFQgE9vTfx6+v/1tXV1bSp31xqSgoWesxA26ZO6N7OBXu2b3rvtlcunsWAbu3RpnFtTB4zFOGhIcp1OTk52LpxDXq0b44fWjXCskVzkf7WLYMAYNPaVWhRvzpaONdAC+caGNK7MwDg3u0byjLlUr86hvfrhs98WmO+lJKSArfpU1Cvdk20aNoQm3/f8N5tz509gw5tW8PJsRqGDR6AkJBnKuvXrVmNZo2d4ezkCA93N6Slpn7yfoKePsXAfr3h5FgNnTu2w+VLF7/qceYXJkYSbFk4EDFXlyPo1EJMGdTivdt2blEDt/+YjRdXluHomrFwsCmmXCcSiTB7ZFsE/j0fYecW47c5vWEkVf0ROXdsB6TcXIXkG78g+cYvuHlgFgCgYa0yyrLXS8rNVfDdO/O/Oeg8KiUlBe5u09C4Xi24tmiMbZs3vnfbC+fOoGuHNmjoVAOjhw1C6FvXRnZ2NjZtWIuOrs3RsqkzvDxmIyU5Wbn+eUQEJv04Gk2da6NLh9Y4fuyI4D5eREdj5dLF0NPT/2rHmF/weypv0RGJtLbkZRoHin5+fliyZAnmzJkDX19f+Pr6wsPDA8uWLcODBw80qktfX1/l/4HcPwRvdzO//u+3n9aSV63wngc9PT3sP3YWv/6+E5fOncbRQ/vVtgsK9MdKby9MmeWJo2d90LRFa8yYOApymQwAcGD3dgQ8eYQ1W/Zg75FTMDe3wKpli1TqeBYUiOW//Y4z/9zFmX/uYvOePwEA1R3rKMteL7Wc6qPf4BEFqvvea+4c6Onp4/T5S9i+ex/OnDqJA/v3qm0X4P8E8+d5wHPefFz1vYlWbVwxZuQwyF69F/v37cH5c2exY/c+nDp3CSKRCPM853zSfuRyOcaOHg7Xtu1x1fcm5njOwzyP2Qjwf/JtTkIe8tuc3sjMykbp1rPRdOAydG5RE0O7NlDbrk6VUvAc0x4D3bbCqukMrNlzEbuXDoPeq2fxTujnghoVbdCo/zKUazsHYVHxWDGjh0odlUpboM3IVTCpMwEmdSagdvfca+fKrUBl2evlrO9jLPn97//+BOQhi7w8oKenh+OnL2Dz9j04e+YUDh3Yp7ZdYIA/vOfPxSxPL5y/eh0tWrXB+DEjlNfG5o3rcPfObfy+dTcOHj4OHV0dzPOYpXz9lAlj0KhJM5w8fxW/rt2EQwf24eb1a2r7WblsMXr3GwhLK6v/7qDzKH5PUX6gcfRVp04dWFhY4N9//8WaNWuwZs0aPHjwACVKlNB4rKKOjg4UCgWaN28OFxcXuLi4QKFQoFu3bsp/u7i45IsAJ+ZFNO7euo5JMzxgbGwCi5KWmOm5CLsFsop/HdiDnv2HoLpjHejr66Njlx6oULEKzp48DiA3K9i1Z18UK14CEokUvQYMhc/lCyp1PAt6CptS9h9t1+N/H+BFdBQau7T8GoeZL0RHR+PG9Wtw95wHExMTWFpaYYH3T9i8Uf3X+p7duzBoyDDUruMEfQMD9OjZG5WrVMXx/+Xetmnn9q3wnDcf1tY2MDY2hrvHPNy9cxthoaEf3c/Z06dQpkw59OrTF/oGBnCsVRsjRo/F1i3vzzR/jyyLm6Fx7bL4ceFeJKVkIDQyHkPnbMe0IeoT3xrULINDZ+7Azz8CmVnZOHH5AVJSM1DJoSQAoFHtsvht93lExiQiPSMTy7ecRrsmVVXqqFi6JPyDoz/arlqVbGFtURh/nrn7VY4zP3gRHY1bN67DzX0ujE1MUNLSCvMWLMbWzerXxv49u9B/0FDUqu0EfX0DdO3RC5UqV8HJ48cAAPt278DcBd4oYW4OM7NCmDnbEw/97iMxMQEJ8fFISkpCl249IBaLYWVtjQ6dOuPihbMq+7h+zQdBTwPRb8Cgb3H4eQq/p/IekUh7S16mcaA4f/58rFq1SjmuEACMjY2xcuVKzJ49+7MaUbduXeUyY8YMNG7cWPlvJycnAHn//kYP799Brbr1YSAWK8tK2TtAKjVU6VYGAL+7t9GgcTOVssYuLXH7pi8AoH7DJti5eQOiIp8jLTUVv6/5GaaFCiu3lctkSE5OQpGixfAxOzevR7/Bw/P8+fua7t65hXr1nSF+671wKF0aUkNDte6aO7duolmz5iplLVu2xnVfH8TGxiI9PR2VKldRrtPX10eTZi64fs33o/u5fesmmrm8U3er1rjm6/MVjzbvq1/DAed8H0Mmz1KWPQmORkqaDKVti6tse/baY/RsUxtOVe1goK+Hnm1qo1blUngZnwIAOH7JDzOHtYFtycIwNhRj/viOiE1IUb5ebKCHQiaGeBGXjI+ZMbwNfvr95Fc6yvzh3t3bcKqn+pm1dygNqdRQpVsZyL2OmjRzUSlr3rI1rl/3RVpaKjp17oaib30H6enpoVjx4oiLjUWhwoVhbmGB7Vt+R0ZGBp4FB2Hfnp0q31lZmZlYtnghZrp7Qk+/4HU783uK8guNb7gdGBiIMmXKqJWXLVsW/v7+GtWlUCggEong7e39we1++umnPD++LjoqCpbWtmrlNrZ2iHweDmvbUsqylzEvUNLKWnW7UnaIjAgHALTv3B3/XL6APj+0BgAYm5jAa8kvym1DQ4KRkZGOnh1aQKFQoEWbdhgy6ke1MT5PA54gNOQZmrZo87UOM1+IioyE7Vvn+zU7O3uEh4Wh1FsD5l+8iIa1jY3qdvb2CA8PR1Tkc+F67O0RHh6GQoUKfXA/kVGRaNXGVWVd4cJFIJfJIZfLC8wELRuLInga9lKtPCDkBeytiuFpaIyyzM8/Apv+uIqL26cCALKzczDr57/wPCYRALDpj6to16QqnhyfDwCIT0pDz8lvxtiVtzOHkdQAASfmQyQC9h6/iblrjiIrK0dl31XKWqK8nTkOnLr11Y83L4uKioSNrfr3VCk7e0SEh6tMJnnxIhpW1jZq2z0PD4OhoRF+nDRVte7I54iOfvOaeQsWo3+vrvj15+UAgBo1a6Fn777K7ffs3oGI8DDMnDoJRkaGmO7mgXrO6sMRvlf8nsp7ClJCRRMaB4plypTB1atX4eKi+kvzypUrggHkh2Rl5WYYsrOzoaurCx8fH1gJjFMRiUR5PlCUyzKUM7TfJpaIIZNlqJTlKHLUxlyKxRLleJMNq1ciOzsbOw8dh6mpGY4f+ROxL18ot5VIpFj260aULV8RiYkJ+HnJfGzbuBZDR49XqXPnlg3oM3BovpgI9DVlZHzovZCplOXkvOe9yMiATCYTrEfyav3H9iPLyIBEIhVcn5GRUWC+gCUSfaRnyNXK0zPkkIpVf9y4NqqCwV2c4TJoBe4+CUObhpVRqbSlcv3CCZ2gp6uLiu09EZ+YhkGd68OyuJlyfWqGHO1Grcadx2EoVsgIv8zqBfeR7TD3t6Mq+5k5rA2Wbj6FnJy8/b3ytcne95kVS9S+pxSC14YYGe9cQ0Dud/g8j9noN3AwDAwMkJKcjEk/jsaIMT+iU+dueBEdhQN7dyMxIQGGhkZIT0vDts0bMd1tDlq1aYtrvv9gzqxp2HPgLxQrXuLrHnQexe8pyi807np2d3fHiBEj8OjRI2XZv//+i5EjR8LT01Ojul5fDDKZDPHx8WjQoAHs7e1hZ2cHOzs75X8DuV9E76sjKSlJZXn3IvsWDMQS5WSUtyUlJkAsVr0IdUQ6aoFvUmICxBIJEuLjcOp/h+G5aDksrWxgbGKKHn0H4uypE3j6anCxtW0pVKleE2KJBCXMLeA2dxH+d/gPlfpCgoMQ8OQRWrZp/5WPNO+TSCSCn4HEhAS1L8zX42TflpCYAIlUCrFY/QsbABIS4iGRSj+6H7FEArlc6DORCKnAF/f3KiMjE2Kx+m/SIoWMkPZOAOk5tj1Geu6Ez70gpGdk4s8zd5GeIceono1RrLAx+naoi77TN+FZRCwSU9Lxy45z6N6mFqqWy/2B+TQ0Bj73gpAhy0R4dAKGum/D4C6qT38qb2+OGhVssOf4jf/uoPMo8fs+s4kJasGCSODaELqGAODXn5dDT08PffsPAgAcOXwINWo6ok+/gTAyMoK9Q2kMHjYSs6ZPBgD4+lxFHad66NSlG6SGhmjq0gLtOvzw3pnR3yN+T1F+oXGg2LNnT7i5uaFZs2aoW7cu6tSpgxYtWsDDwwNdu3bVqK6UlBQoFAqkpKTAxMQEgYGBCA0NRVhYGMLCwhAaGoqgoCAAb7KP7/L29oaZmZnKsnrlT5oe1hczt7BA5PMItfLI5xGwfKebuVjxEoiOihTcLjIiHKXsS8PI2FhlffmKlXHrhq/gvk1MzaBQKCB767GKu7ZuRK9+g6Grp3HSON+zKFkSERHq70VERDis3+lKK1HCHJGRz1W3Cw+HlbU1LEpaIuLVcAChej62n5IWJRERrvr6lzExMDUzg34B+pUeFhUHO0v18bR2lkURHKHaJe1gXQw+94JVyq4/eIYW9SvC3qooHgdFITlVNfN1+99QuNQVfmpTQnI6RCJA8lbmcvqQ1lix7Qyys3MEX/M9s7AoiecCn9nnEbmf+beVKGGOqHeujecR4bCyUr2G/vxjP65cuoCFS5Yps16hz4JRw1H1QQ3FS5RAXGwsEhLiER4WCofSqj1QZcuVU7sWv2f8nsp7dLS45GWf1b6hQ4ciNDQUa9aswfr16xESEvJZN+UuU6YMfHx8ULhwYejp6cHBwQFWVlYqi4mJCRQKBdLT0wXrcHNzQ2JiosoybtL0zzmsL1K5Wk3cuXkN2W8FtMFPA5Apz4SVjeqYoCrVa+KGzxWVskvnTsOxTj1YWFrheUSYSj0AEPD4XxQpWhT+jx5i5WIvlXWhz4JgYGAA8atffxHhYXhw7w5at//hKx5h/lGjZi1c9/VR+XEREOAPuVwO21KqY3VqOtbC1SuXVcrOnDqJevWcUbRoUejr6+NZcJByXVZWFi6cOwenevU+uh+huk+/qrsg8bkbhGZO5aCr++brplLpkhAb6CHonbGLYVHxKPPOBJeaFWwQHZuEZxGxcLAuplIPANSoaIPol0moWdEGq2b3UllXzs4cMlkWMmSZAAB762JwrumAHUeEf3R976rXcMSN674qn9nAAH9kyuWweWccW/WajvC5qvo9dfbMKTjVq6/89zXff7B+za/4efU6mJq+GQJgZW2jct0AQFxsLBITE2BiYooS5hYIehqosj4wIEDtR/X3jN9TlF98UqAYFxentqSkpCi7hpOTk5XlmjAyMkLdunVV7qP4LlNTU/j5+aFs2bKC68ViMUxNTVWWt2d3fSvFS5ijctUa+O3nn5CeloYX0VFYvmgu+g0ZAQBYMGc6LpzJvV9b5x59sHPLBjx6cB9ZWZk4ceRPBAX6w6VVWxQuUhTVatbGcu95iIt9idSUFOzdsRmBAU9Qv2FTlLIvjeu+V3H44F7IZTI89X8Cr9nT0GvAEGVb9mz7Hd369P/gef2emZubo3rNmli6xBtpqamIioyEl+ccDB85GgAwc9oUnPw791ZEvfv2w8b1a3H//j1kZmbiz0MH4e//BK7tcrvs+w0YhLke7oiOikJqagoWL5qPuvXrw9ra5qP7ad6yFR48uI+jh/9CZmYm7t29g62bf8fAIUO1c2K05HlMInzvB2Pp1K4wkhrA2rwQ1nj0weJXM463LhqEri1rAgBW7TyHTfMHoKKDBcQGemjXpCqmDW2FTX9cRUx8Ci7fCsRv7r1hXtQEJkYSTB7YAtXLW+N/lx7gUVAUWjlXxIjujSA20EPVclbYsWQwlm89rWzLtCGtsGrneWRmCQ9l+d6VMDdHteo1sHLpYqSlpSIqKhKLvDwwZPgoAID7zKk4ffIEAKBn737YtHEdHty/h6zMTBz58w8E+j9Ba9d2AICgp4HwcJuOxUt/hvU7P4bbd+yME8eO4NTfx5GRno7QkGeYNX0yOnbuCl1dXTRu0gwP/O7h8KGDyEhPx8UL53Dy+DG07/DDNz0f2sTvqbzn9X2ctbHkZSLFJ8wSsbe3/6QJJSKRSNlVrE0RCeoD57+FlJRk/PLTAly9dB6Ghkbo1nsAevUfDAAYNbAnWrp2QNde/QDkPpllw68r8eJFFCpVqY4pbp7KzGN6Whp++/knXDp3CjoiHVSuXhNjJk5XziYMDgrEr0sX4fG/D2BiaopO3Xqh94ChEIlEyMnJwTy3KZjttVjlVj3aUtRYO10XycnJWDR/Ls6fOwcjIyP0HzgIg4YMAwD07tEF7Tt0Qt/+uVnwc2fPYOXypYiOikS16jXgMXe+yi/6dWtWY++eXZDLZGjZug1muLnD0NDwo/sBgKeBgfCaOwf/PnwAa2sbTJ0+Ew0aNf6GZ0JV4TrjPr7Rf8DUWIJf3HqifdNqSE7NwK87z2Hl9tx76l3ZNR17jl3Hb3suAAAm9m+OsX2aorCZIf4NjITnb0dx/lru+FwjqQF+mtoVnVvURE6OAj73gjB92R8IDs/NTFZ0sMDKmT1Qu0opxCemYf3+S1i2JTdQFIlE2L10KAbN2qpyqx5tifZZpZX9piQnY/EiL1w6fw6GRobo238Q+g/KDQoG9O4G1/Yd0bvvAAC5T2b5deUyREdHoWq1GpjlMQ82tqUQFxuLwf164vnzCLXJcnPmLUC7Dj/god99LF/qjSeP/kWx4iXQtn1HDBk+Evr6ud8Jz4KDsGi+J/wfP4JDmbKY4TYH5StW+rYn4xUDPe10/vF7Sp1Ei6Olxv/1WGv7XvVDBa3t+2M+KVD8LxUpUkQtE9mtWzeMHz8ejRt/3gdVW4EiqdNWoEjCtBUokjptBYqkTluBIqljoJj3aP3qKFSoEBQKBUJDQwEA6enpOH78ODIzM7XcMiIiIioodETaW/IyrU6JTU5ORlpaGkqVKoXKlSvjxIkT2Lt3L6ysrODo6IhOnTpBV1cXCoUChQoVwpYtW7TZXCIiIqICRWsZxejoaNSsmTuA/e+//8aJEycQHx8PDw8PDB2aO97uypUr6NSpE65du4ZOnTppq6lERET0nWNGUdgXBYrvu7fhpzAyMsKUKVNgYGCAvXv3Ijk5Gd26dcOgQYOwf/9+xMbGwsjICAMHDoSZmRl++OGHL2kqEREREWnoswLF//3vf6hRowaMX90UetmyZTh9+vRHXqXK2NgYo0ePxu7duxEQEAB7e3u0b98e8+fPh0Kh0MotboiIiKhg4u1xhGkcKP7999+YMmUKduzYoTy45s2bY8SIETh79qzGDRg8eDDmzp0LW1tb+Pr6QqFQ5IsTR0RERPS90zhQ9PT0xJo1a1C1alVlMFezZk2sXbsWs2fP1rgBEokEUVFRWLp0KZKSkuDm5gYAkMt5ixsiIiIibdI4UPTz80OjRo3Uyl1cXODn56dRXadOnQIAjB49Go8fP8aBAwdw8OBB1KlTB0ZGRkhPT8eRI0eQkpKCo0ePatpUIiIiok/CySzCNA4UixQpgtjYWLXyyMhIFC5c+JPrSUtLQ9euXfH48WP8888/GDt2LIyNjfHLL7/g+PHjkMlkKF++PFauXAl7e3vMmzdP06YSERER0RfQOFAcOHAgvLy8VMoUCgVmzZqFAQMGfHI9hoaG8Pf3R/fu3eHo6KjMRrZr1w4VKlTAmjVrcOXKFZw/fx6XLl3CzZs3NW0qERER0ScRibS35GUaB4rz5s1DYmIi6tevj8zMTMyaNQs1atRATk6OWgD5MSVLlsTu3bsxbdo0jBw5Ulk+ZcoUbNq0CdnZ2Zo2j4iIiIi+ks9+1vPNmzdx8eJFAEDDhg1Rt27dL2pIXFwcihQpovz3rVu3UKtWrc+qi896zjv4rOe8hc96zjv4rOe8g896zju0+azn6f97orV9/9SuvNb2/TGf/ZbUrl0btWvX/qKdp6Sk4Pz58zAxMYGOjvqFeunSJQBAZmYmMjMz0aZNmy/aHxEREZEQnbzeB6wlGgeKHTp0+OA9Do8cOfLJdaWkpKBTp04oWrToB7eLi4tDuXLlGCgSERERfUMaB4pTp05V/ndOTg6SkpJw6NAh+Pn5YenSpRrVJZVKAQAhISEwNDQU3CYjIwOGhoZ49OiRpk0lIiIi+iQcgCBM40CxSZMmamWdOnXC4sWLcebMGTRv3vzTd66np8xOpqSkYM+ePcpH92VkZGDAgAF8SgsRERGRlny1AHrixInYtGmTRq/R1dXF67k0CoUCo0aNgq+vL3x8fPDjjz9+raYRERERfRBvjyPsq80vCgsLg6YTqN/OFBoZGUFHRwdr1qwBAOzcuRMSiQQymexrNZGIiIiINKBxoHj79m2Vf2dmZiIoKAiLFy/GhAkTPrshOjo6KoGjSCTSOPAkIiIioq9H40BxypQpKv8Wi8WwsLCAu7s7unfvrlFdbweCGRkZyM7ORp8+faBQKCCTyZCeng5dXV1Nm0hERESkkfxye5ykpCSMHj0ahw8fhqmpKSZMmIAZM2Z89HXx8fHYsGHDJ237No0DxePHjytnK3+p7OxsZRZRoVBg9erVytnPzZo1E7y3IhEREVFBNWLECEgkEkRERCAhIQHdunVDoUKFVJ5wJ2TMmDEfvR2hEI0DxdKlSyM0NBR6el8+vDErKwtA7vhGqVSKdu3aqax/8eKFcoxiWFgYbGxsvnifRERERO/KDwnFiIgInD9/HiEhIZBIJDAzM8P27dvh6ur6wUBxz549OHDgAEaNGqXxPjWO9po3b45ly5Zh2rRpX9wtnJqaCoVCgUqVKn10PKKdnR2f/UxEREQF1tWrV9GyZUtIJBJlWcWKFWFsbIyAgACULVtW7TURERGYPHkyJk6ciIyMDI33qXGgGB8fj/nz52Pp0qWoVKkSTE1NVQJGTZ7MUqJECbx8+RLGxsYfDDrlcjni4uI0bSoRERHRdyM0NBRlypRRKy9fvjyCgoLUAkWFQoFBgwZh+vTpKFy4MG7evKnxPjUOFKdNm4Zp06ZpvCPBnevpoUiRIh/dTiqVwsrK6qvsk4iIiOhdOlrsepbJZGq3AxSLxcqHkLyWnp4u+CQ7qVSK9PR0tfJVq1YhJycHEydOxLZt2z6rbZ8UKLZs2RKnT58GIPxkFiIiIiL6PN7e3pg3b55KmaenJ+bOnatSJpVKkZaWpvb62NhYtQDy0aNHWLJkCa5fv/5FT7j7pEDx4sWLn70DIiIiorxOm7fHmeHmhsmTJ6uUvZtNBABbW1ucOHFCrTw4OBgODg7Kf2dlZWHw4MF4+fKlsqs6OzsbCoUCN27cwLVr1z65bZ8UKObk5GDFihWfVOG7B0pERERE7yfUzSykQYMGmDp1KrKyspR3n3nw4AFkMpnK2EU9PT34+vqqvHbr1q24efMmVq9erVHbPulGhQqFAikpKUhOTv7oQkRERJTf5IdnPVtZWcHZ2RmTJk1CSkoKwsLCMHz4cLi7uwMA+vTpg/3793/V8/JJGUUdHR14eHh81R0TERERkWbWr1+PMWPGwMLCAiYmJpg8eTKGDh0KAPD390dkZORX3d8nBYqcwEJERESkfWZmZti1a5fgug/d/mbQoEEYNGiQxvv7pEDxzJkzGldMRERElF9o8/Y4eRkfpkxEREREgr78gc1ERERE+ZwITCkKYUaRiIiIiAQxUCQiIiIiQex6JiIiogKPk1mEMaNIRERERIKYUSQiIqICjxlFYcwoEhEREZEgZhSJiIiowBNp8tDlAoQZRSIiIiISxECRiIiIiASx65mIiIgKPE5mEcaMIhEREREJYkaRiIiICjzOZRHGjCIRERERCWKgSERERESC2PVMREREBZ4O+54FMaNIRERERIKYUSQiIqICj7fHEcaMIhEREREJYkaRiIiICjwOURTGjCIRERERCWKgSERERESC2PVMREREBZ4O2Pcs5LsMFLOyFdpuAr0SmyLXdhPoLfE3Vmu7CfRK4Y6/aLsJ9Ers4fHabgIpMVjLa77LQJGIiIhIE5zMIoxjFImIiIhIEANFIiIiIhLErmciIiIq8PhkFmHMKBIRERGRIGYUiYiIqMDT4WwWQcwoEhEREZEgBopEREREJIhdz0RERFTgsedZGDOKRERERCSIGUUiIiIq8DiZRRgzikREREQkiBlFIiIiKvCYUBTGjCIRERERCWKgSERERESC2PVMREREBR4zZ8J4XoiIiIhIEDOKREREVOCJOJtFEDOKRERERCSIgSIRERERCWLXMxERERV47HgWxowiEREREQliRpGIiIgKPD7rWRgzikREREQkiBlFIiIiKvCYTxTGjCIRERERCWKgSERERESC2PVMREREBR7nsghjRpGIiIiIBDGjSERERAUen/UsjBlFIiIiIhLEQJGIiIiIBDFQJCIiogJPR4uLJpKSktC3b18YGxvD0tISS5Ysee+2q1atQqlSpVCoUCH06tULMTExGu6NgSIRERFRvjFixAjo6+sjIiICPj4+OHjwINavX6+23YEDB7Bu3TqcOXMGz58/h729PQYNGqTx/jiZhYiIiAq8/DCZJSIiAufPn0dISAgkEgnMzMywfft2uLq6YuTIkSrbGhoaYt++fShbtiwAYMaMGbC2ttZ4n8woEhEREeUDV69eRcuWLSGRSJRlFStWhLGxMQICAlS2bdeuHapWrQoAeP78OaZPn47WrVtrvE9mFImIiKjA02Y+USaTQSaTqZSJxWKIxWKVstDQUJQpU0bt9eXLl0dQUJAye/i2w4cP44cffoBUKoWvr6/GbWNGkYiIiEiLvL29YWZmprJ4e3urbZeeng5DQ0O1cqlUivT0dMG6O3XqhKioKMybNw9t27ZFbGysRm1joEhERESkRW5ubkhMTFRZ3Nzc1LaTSqXIyMhQK4+NjRUMIF8zNzfHtGnT0LZtW+zcuVOjtjFQJCIiogJPJBJpbRGLxTA1NVVZ3u12BgBbW1sEBwerlQcHB8PBwUH575ycHFy7dk1tu+rVqyMyMlKj88JAkYiIiCgfaNCgAc6ePYusrCxl2YMHDyCTyVTGLuro6KBfv35qE1xu3LiBSpUqabRPBopERERU4OWHG25bWVnB2dkZkyZNQkpKCsLCwjB8+HC4u7sDAPr06YP9+/cDACZNmoShQ4ciKCgIqampWLduHa5du4aePXtqfF6IiIiIKB9Yv3494uLiYGFhAScnJ3Tp0gVDhw4FAPj7+yu7lkePHo127dqhWbNmKF68OI4cOYLjx48Ldml/iEihUCi++lFoWUis7OMb0Tehp5v3b2BakBQ1NtB2E+iVwh1/0XYT6JXYw+O13QR6xVBfe38zDt3TbOze19Slekmt7ftjeB9FIiIiKvDyw5NZtIFdz0REREQkiBlFIiIiKvCYTxTGjCIRERERCWJGkYiIiAo8DlEUxowiEREREQlioEhEREREgtj1TERERAWeDqezCGJGkYiIiIgEMaNIREREBR4nswhjRpGIiLSqZ9PyKG1ZSNvNICIBDBS/otTUFHjPnYmOzeuiV8fm2Ldj83u3vXPzGlwbOaJj87pq67KyMvHbisXo0roBurZphA2rlyM7K0u5PuZFFDxnTEDnVg0wuGcHnDz2l8rrL507hWF9fkCnFvUwc8JIRISHfrVjzC9SU1Kw0GMG2jZ1Qvd2LtizfdN7t71y8SwGdGuPNo1rY/KYoQgPDVGuy8nJwdaNa9CjfXP80KoRli2ai/S0NJXXb1q7Ci3qV0cL5xpo4VwDQ3p3Vq67ee0fjBzQA+2a1cW4Yf3g/+jh1z/YfCAlJQVu06egXu2aaNG0ITb/vuG92547ewYd2raGk2M1DBs8ACEhz1TWr1uzGs0aO8PZyREe7m5IS0395P08efwYQwf1R/06NdGtcwdcvXL5qx5nfmAiNcCWaa0R88doBO0Yiindar13284NyuD2un54cXA0ji74AQ4lzVTWu/V2wrNdwxF9cBTWTWwBI4m+yvq/vbsg9dh4TOzi+N59WBY1wpLhjZGZlf1lB5YPpaSkYNaMqXCu44iWzRphy6aN7932/Nkz6NSuNerVqo4RQwaqXRfr1/6G5o0boGHdWpjrPgtpaW+ui4SEeMyeMQ1NnOvCtUUzbN+q+rfpyePHGDaoPxo4OaJH547452rBuy7o/fJcoJiSkgJTU1NkvRUYHT9+HH379oVcLtdiyz7u58Ve0NPTw57DZ/DL+h24fP40jv11QHDbmrXr4sTl24Lrtm34DRFhz7BpzxFs2nMYocFB2LrxNwBAZmYmZk4YiVpO9bH78GnM8lqCvTs2wefyeQDAo4f3sXXDarjNW4KDJy7jhx59MH/2FGRlZf43B51HrfCeBz09Pew/dha//r4Tl86dxtFD+9W2Cwr0x0pvL0yZ5YmjZ33QtEVrzJg4CnKZDABwYPd2BDx5hDVb9mDvkVMwN7fAqmWLVOp4FhSI5b/9jjP/3MWZf+5i854/AQBP/Z9g6QIPjJk4DX/+fQk9+w3GnOkTkBAf99+fgDzGa+4c6Onp4/T5S9i+ex/OnDqJA/v3qm0X4P8E8+d5wHPefFz1vYlWbVwxZuQwyF69H/v37cH5c2exY/c+nDp3CSKRCPM853zSftLS0jDxxzHo238gLl29Bu8ly7By+U94Fhz0bU5CHvHbeBdkZuWgdP9NaDplPzo3LIuhrlXUtqtT3hyeA+pj4JK/YdVrPdYcuYfds9pBTzf3z8awtlXRoX5pNJm8D2X6b4ZCAawZ31yljjZuh7Boz7UPtuenEY2x+q87CH2R/PUOMp+YP9cDenp6OHnuIrbt2oszp07i4HuuiwXzPDFn7nxc9r2Blq1dMW7kcOV1cWDfXlw4dxbbd+/D32cvAiIRvN66LjxmzYSNrS3+PnMeO/cewJ3bt3DkcO73VHpaGiaNz70uLlz1xcIlS/HzsqUF7roAAJEW/5eX5blAUSqVIi0tDdnZ2Zg/fz4AwMTEBHv37s3TgeLLmGjcu30dE6bNgZGxCcxLWmK6x0Ls+0AmS0hmZiaOH/kDU90XoHCRoihUuAimeyzE30cPIT09Ddf+uQRLKxt07NoLUqkhypavhNETp+PE0UMAgAf3bqOxSyuULlse+vr6qNegCQwNDRES9PS/OOw8KeZFNO7euo5JMzxgbGwCi5KWmOm5CLsF3ou/DuxBz/5DUN2xDvT19dGxSw9UqFgFZ08eBwDcu30DXXv2RbHiJSCRSNFrwFD4XL6gUsezoKewKWWvVve50yfQvc9AVHesAwOxGI2aNkejpi3wzzuv/95FR0fjxvVrcPecBxMTE1haWmGB90/YvFE9q7hn9y4MGjIMtes4Qd/AAD169kblKlVx/H9HAQA7t2+F57z5sLa2gbGxMdw95uHundsICw396H6Cg57C3MICLs1bQN/AAGXLlUfTZs1x5fKlb3o+tMmyqBEaV7PBj6vPISlNjtAXyRi6/CSm9aijtm2DylY4dCUAfsEvkZmVgxPXg5GSLkelUkUAAD/+UBNjV51FSHQSktPl+HH1OdSvZAl7CzO1ut6naXUbVLApgp8PCf9o/p69iI7GzevXMNvjzed1/qIlgtn2fXt2YeCQobnXhb4BuvfshUpVquLE/44BAHbt2Io5c71gZW0NY2NjzPaYi3t37iAsNLc36fatmxg6YiSkhoYoWqwYevXph/NnzwAAgoKewsKiJJo1bwF9/dzroolL8wKZbSdhWgsUU1JSYGVlBQcHBzg4OMDe3h61a9eGrq4upFIpdHR08PPPPwMATE1NAQCiPDzS9OH9u3CsUx8GYrGyzNbOARKpFBFhIR94paqnAY9ha+eAIkWLKctMzQqhQqWq+NfvHsRiMdr+0E3lNcVLWCA+LhYA4FinPs6fOo5HD+5BLpfj3Kn/4cmjhzArXPgLjzD/eHj/DmrVVX0vStk7QCo1VOlWBgC/u7fRoHEzlbLGLi1x+6YvAKB+wybYuXkDoiKfIy01Fb+v+Rmmhd6cS7lMhuTkJJX367WcnBzB9iUnJX32seVHd+/cQr36zhC/9X44lC4NqaGhWvfZnVs30ayZalaqZcvWuO7rg9jYWKSnp6NS5TfZL319fTRp5oLr13w/up/SZcoiNjYWRw//Bblcjgd+93Hk8J8oKvDefa/qV7LEuTuhkGW+6eZ9EhaPlHS52hjBs3dC0bNpeTiVt4CBni56Ni2PWuXM8TIxHcXNpDCS6OFO4Avl9lnZOfjftSA0rW79SW3R09XB8lFNMOG388jKFr5Wvmd379wW/LwaGhqpXRe3b91CUxfV66JFq1a4fs0Hce+9LprhxvXc77GGjZvg5+XLkJKSgqjISGzeuB5FixYFgFfXxUvldfHQzw9H//oTRV6tL0hEIu0teZnWAkWpVAqJRIIdO3ZAJBJh586dSHs19kssFkNfXx96ermTsg0MDJTledWL6EhYWtuolduUskNkRPin1xMlXI+1rR0in4ejTr2GqN+wqcq6a1cvoVyFygCA0mXLo90P3TBhRH+0b1obP3nNxuCR41GsuLlmB5SPRUdFwdLaVq3c5tU5fNvLmBcoaaX6h+3t96x95+4QSyTo80NrtHephxNH/8TkmR7KbUNDgpGRkY6eHVqgR/vm2LB6hbKbv1HT5ti3ayv87t6GXC7H5QtncezwQVSr+f4xYd+jqMhI2NqWUiu3s7NHeFiYStmLF9GwtlH9/NvZ2yM8PBxRkc+F67G3R3h42Ef3I5FIMH+hN+Z6zEadmlXRt1d3VK1aHS1bt/nCI8w/bIqb4Glkglp5QEQC7C1MVcr8gl9i04kHuLiyJxKPjMOmKa3gue0fPI9NhU0JEzx9nqhWj394POxLflpGcVynGnAoaYadbm3ht3EgmtdUv2a/Z1GRz2Fjq37MpezsEBGuel3EvIiG9Tt/F+zscj/3kZHPYWMjVM+b68vN3QNnT59Co3q14dqyGWJiYjBi9FgAgEQiwbwF3vDydEddx2ro17s7qlSrhpatCs51QR+mtdvj6OrqwsjICA0aNFD+v45Obtz6boAol8shkUiU5W+TyWTKcRpvyr59UCmTySCRSNTKDQwkau37ELlMBrFYoB6xGHJZhlp5SPBTHNq3A6t+3wUA8L16EcePHMLKddtQulwFXP/nMp4FBUKhUOTpjOzXJJdlCL4XYokYsnfOYY4iR/m5U24nfvOebVi9EtnZ2dh56DhMTc1w/MifiH35JosikUix7NeNKFu+IhITE/DzkvnYtnEtho4ej0pVq2PUj5OxdKEnUpKTkJqagmo1HFGxctX/4KjzroyMD70fqtdGTs573o+MjPdeY5JX6z+2n8jnzzFz2hTMW7AILs1b4mlgII4dPYy01FSYmn16d2l+JhHrIV2WpVaeLsuCVKz6/erqZI/BravAZep+3H0agza17VDJLjfLJDXQQ5pQPfIsSA0+/mfFUKyHKd1rY+KaCzhw8QmaO9piy/TWcBqzC1HxaR99/fcgQyaDRCpVK8/9PH/CdSHJ3U72nnpef49lZWVhwtjRcG3XHoOGDkNaWhp27diG+Lg4lChhjsjI53CbPhVz5y+CS/MWePq04F0Xr/GG28Ly1BjF1xdCeno6hgwZgvj4eAwZMgTu7u4oWbKk4Gu8vb1hZmamsqz5+adv2WwAuYGp0BjKpKQEiAX+eL2PgViMTIF6kpMSIBZL3ylLwtyZEzHix6mwKGkFANi6YTWmzvZC5Wo1IZFI0dilFSQSCY78oT5A+ntlIJYoJ6O8LSlR/RzqiHSgUCjUt5NIkBAfh1P/OwzPRcthaWUDYxNT9Og7EGdPncBT/ycAAGvbUqhSvSbEEglKmFvAbe4i/O/wH8q6mrduh+0HjmLhsl+hq6uLCdPc/4MjztskEuEfS4kJCWqBnY6O+vuRkJgAiVQKsVg9sARyZ3RKXvVQfGg/O7ZtQZdu3dG+QycYGhqiarVqaP//9u47LIqrbQP4TdkGKwhIR1GxG0Wjsb+x9xJ7jy1GoybG3oKxa+zGXqOxRGPvLRaMYjf2hgWlSBGkLLBsne8PZD/XHVuiLsj9y8UVd+bMnDPbeHhOmeZfmU2G+dRlaPSQSewstrs6yZGeYR74jfu6KvrO/QtnbkVDrdFjR8h9qDV6fNesLNRaPeRSy/O45ZGLBpAvq/e5P05ci8Dvh28iXaPHnjMPseHIbXSuW/LfX1wOI3/V+zn57T4XWe9rmUwm+n2X/Pw8J08EQyaX48chw+DsnBfe3j4Y8P2PGBc0BlqtFut/X4PWbduhafMWUDg44LMymZ+LieNzz+eCXi9bBYpZHwRbW1v4+vpi8ODB8PX1hVarRcWKFUWPGT16NJKTk81++g8a8TGbDQDw8PRGzJMoi+0xT6IsujZfex4vb8REv/k8er0OE8cMRvUv66Beo2am7dFREShVppzZsSVKl8XFcyFv3YacztPLC9Eir0X0kyj4vPRa5HP3QGxMtGi56KhI+BcKgKNSaba/eMnSuHThrGjdeZycIQgCNBn/n7k0GAyYO30SuvfuDz+RrtFPnZe3N6KiLF+PqKhIi+60rAyHWbnISPj6+cHL2wdRIsM4ss7zpnoePQrD5xXMv0dKf/YZzp09/W8uK0eKeKpCQZHJJgU9nRAWY96VXNjbGWdum78W5+/EoF4Ff0TEqVDQ07yrGgD8vZwtziMmwMcZNx8lmG27HhaP/B553uYyPgle3j54IvJ+fhIVCd+Xhl+4v+Jz4eeXH96v+lxERsI3633/uflwF4WDA/LkyYP790Lx6FEYyr+0v1Tpz3Du7Jl/e2n0icmWgaJUKsWkSZMwadIkTJw4ESqVCj179hQ9RiaTwcnJyezHGmMZS5cth8uXzpmtdxj24B50Oi18RcbLvUpA0RJ4HPbAbMJDSkoy7ty6jlJlAk3b5v0yEXmcnPBN/0Fmx3t4eltMnrl39zZcXXPPgP3SZcvj8kWR10Krg+9LY3k+CyyPC2dOmW37+9hf+PyLKvDy8cWTqAiz8wDAvTu34OrmhtDbNzH3l4lm+8IfPYRUKjXLIm/fvAF29vZo2+nr93WJOUq58hVw/uwZsyWv7t0LhVarRQF/88C5/OcVLGZbHjl8CFWqVIObmxskEonZsh16vR7Bx46hUpUqb6zHzy8/wl5a8uPu3TtwcXF9n5ebrZ259QS1A/PDzvb/u9hK+btBJrHDw2jzAC/iqQpFXprgUr6IB2IT0/E0WQ2t3oiivv+/387WBs2qFMbxK+bj68RExaeidEHzyRKfFcyHxzG5Z6JXufKf4/zZs2bv1/tZ79cCL38uPsfplz8Xfx1C5apV4fqKz8WJ48dQuUpV0fe9RqNB2MOHyJfPPfOPqJf2h+ayz0UWTmYRZ7VA0WAwIDU1FYcPHzb9P+sDYzAYcPr0aRw6dAgDBgxAoUKF0LBhQ2s19a3kc/dEqc/KYen8mVCnpyMuNgbzfpmAzj36AACmjRuJE0cPvfE8EokEDZu2xNxfxiMlOQnJSYmYPeVntGjTCXJ5ZrfpH2uW43HYA4z4earFuMPWHb/GjEk/4dHD+9BqNDhz8jg2rV2Jpi3bvf+LzqbcPTxRukw5LJo3w/RazJ46Hl17Zb4Wk8eOQPCRgwCAVu07Y/3q5bh94xr0eh0O7N6Bh/dDUadBE7i4uqFs+YqYPW0CniXEIy01FZvW/Yb79+6iao1a8C8UgPNnQ7Br6yZoNRo8CL2LiT8NR8duvUxteRoXiw2rV2BE0ETY2Vl21eUGnp6eCCxfHjOnT0N6WhpioqMxcdxYfNu3HwBg1PChOHQwczmiTl26YsWyJbh27Sp0Oh12bN+K0NC7aNw0M2vetVsPjP85CLExMUhLS8UvUyehctXMX4Zvqqdj58xzh5w6CY1Ggzu3b2PsmJHo2LmLdZ4YK3iSkIazt59gZp8v4SiXwC+fEosH1sUvmy4AANaMaIQ2/ysKAJi/4zJWDWuIkgVcIZPYoWnlQhjeoSJWHbgOAFiw8zKW/FgPvm5KKBUSzOlXC8evhONx7JuDvb1nH+KL4l7o3qA0FDJ7NK1cCB1qFcf6I7c/3MVnMx6enihbrjxmzZiG9PTn79fxY9G7T+b7dfSIoTh88ACAzPfuymVLcf3552Ln9m24F3oXjZpkfi66fN0DE8eNNX0upk+djMpVqsLXzw9f1qqNO7dv4c+NG5CWloq42Fj8PGYUygaWg4enJzp06oKVy5bidEjm5+Lundv4ecwodOyUez4X9Ho2wssDHz6S1NRUFCtWzCz75+rqikuXLkGpVGLt2rXo378/DAYDDh48iAoV3n6m6OOEt5888j6lpaowf9YUnDl5HA4Ojmjd8Wu075KZCR3QqyPqNWyGVh26mh3Tom5l7D5qviCtTqfD8gWzcOTgXtja2KBh81b4pt8g2NnZIfjIQUwbNzIzQHwpSDx48jIAYMsfa7Bj8waoUpJRsHAR9Ow7EJ9/UeUDXvmr2dtZ50+l1FQVfp0xGSF/Z74WbTt1Q8evM1+L77p3QP3GzdGmY+ZrcerEUSxfMBdxcTEo9Vkgho4eZ8o8qtPTsWjeDPx97DBsbWxROrA8+g8aAd/nXaZhD+9jwcypuHPrBvI4OeGrth3Rqds3pgA+Mvwxrl25hCYtWlvhWbDkppRapV6VSoWpk8bj+LFjcHR0xNfde6BHr94AgE7tW6NZ86/Q5evuADLvzDJ39kzExkSjbGA5/Dx+klnmcenihdi0cQO0Gg3qN2yEkaOD4ODg8MZ6AODUyRP4dc5sPHoUBh9fX7Tv2Bmdu3xtlYleLi1+/eh1AoCTgxS/DqiNZlUKQ6XWYcGOfzB3W+Y6hqd+7YiNx+5g0a4rAIBBrT/HgK/KwSWPHLceJ2Dc76fNMoajO1XCd80DIZfaYfvJ+xi6NNhijOJPXSojTa2zWCuxmJ8LFv5QB4EB7rj1KAGDFgfj6sOnH/biXyFh10Cr1KtSqTBt8gQEP3+/du3WA917fQMA6Ny+DZo1/wqdv+4GIPPOLPPmzERsTAzKBpZD0PiJZpnHZUsW4c/nn4t6DRph5OifoHj+uXj8+BGmT5mEy/9cgpOzM2rXrYcffhwMR8fMYTWnTv6N+XNn4/Hzz0W7Dp3QyUqfCweJ9dJrh29b5/0HAA1Kulut7jexWqD4KgaDAXK5HDqdDgaDAatXr8aoUaPQpUsXzJgx4626la0VKJIlawWKJM5agSJZslagSJasFSiSJQaK2U+2GqMIZM54NhgM0Ov1sLOzQ+/evXHu3DlcvXrVbCwHEREREX1YVltH8VWUSiVUKpXZmokBAQE4fvx4rlkHkIiIiD6u7H7PZWvJdhlFAHB0dLTYxiCRiIiI6OPKdhlFIiIioo/NlvkoUdkyo0hERERE1seMIhEREeV6HKMojhlFIiIiIhLFQJGIiIiIRLHrmYiIiHI9Lq4ijhlFIiIiIhLFjCIRERHlepzMIo4ZRSIiIiISxUCRiIiIiESx65mIiIhyPd6ZRRwzikREREQkihlFIiIiyvU4mUUcM4pEREREJIqBIhERERGJYtczERER5Xq8M4s4ZhSJiIiISBQzikRERJTrMaEojhlFIiIiIhLFjCIRERHlerYcpCiKGUUiIiIiEsVAkYiIiIhEseuZiIiIcj12PItjRpGIiIiIRDGjSERERMSUoihmFImIiIhIFANFIiIiIhLFrmciIiLK9WzY9yyKGUUiIiIiEsWMIhEREeV6vDGLOGYUiYiIiEgUA0UiIiLK9Wys+PMuUlJS0KVLFyiVSvj4+GD69OmvLLtz506ULVsWTk5OqFevHu7evfuOtTFQJCIiIsox+vTpA4lEgqioKJw5cwZbt27FsmXLLMqdOHECQ4YMwW+//YaYmBi0b98eDRs2RGpq6jvVx0CRiIiIKAeIiorC8ePHsXTpUjg7O8Pf3x9r167FtGnTLMrOmTMHM2bMQMWKFeHg4IA+ffqgcuXKOHz48DvVyUCRiIiIKAf0PYeEhKB+/fqQy+WmbSVLloRSqcS9e/fMypYpUwZ169Y125Y/f37Exsa+fYVgoEhERESUI4SHh6NIkSIW24sXL46HDx+abZs8eTJcXFxMjw0GAw4cOICKFSu+U51cHoeIiIhyPWsuuK3RaKDRaMy2yWQyyGQys21qtRoODg4WxysUCqjV6tfWMWnSJBQqVAhffPHFO7WNGUUiIiIiK5o2bRqcnZ3NfsTGHSoUCmRkZFhsT0hIEA0gs+zevRu//fYbVq1a9c5tY0aRiIiIyIpGjx6NIUOGmG17OZsIAAUKFMCBAwcstoeFhaFw4cKi5758+TK+/fZb7Nu3D56enu/cNgaKRERElOtZ884sYt3MYqpXr45hw4ZBr9fD3j4zhLtx4wY0Go3o2MWoqCh89dVXWLp06TuPTczCrmciIiKiHMDX1xfVqlXD4MGDkZqaioiICHz77bcICgoCAHTu3BmbN28GAKSmpqJZs2YYOHAgWrVq9a/rZKBIREREuV4OWB0HALBs2TI8e/YMXl5eqFSpElq3bo1vvvkGABAaGoro6GgYjUZ06tQJV65cwahRo2Bvb2/6ySr7ttj1TERERJRDODs7Y8OGDaL7Ll68aPr3nj173kt9DBSJiIiIrDhGMTtj1zMRERERiWKgSERERESi2PVMREREuZ4178ySnTGjSERERESimFEkIiKiXM+aC25nZ8woEhEREZEoBopEREREJIpdz0RERJTrsedZHDOKRERERCTKRhAEwdqNeN/23oi1dhPouQBXpbWbQC8o5OFo7SbQcyfvxVu7CfRcbHqGtZtAz3Wt4Ge1uq9GqKxWd2D+PFar+02YUSQiIiIiURyjSERERLkeF9wWx4wiEREREYlioEhEREREotj1TERERLke78wijhlFIiIiIhLFjCIRERHlekwoimNGkYiIiIhEMVAkIiIiIlHseiYiIiJi37MoZhSJiIiISBQzikRERJTr8c4s4phRJCIiIiJRzCgSERFRrscFt8Uxo0hEREREohgoEhEREZEodj0TERFRrseeZ3HMKBIRERGRKGYUiYiIiJhSFMWMIhERERGJYqBIRERERKLY9UxERES5Hu/MIo4ZRSIiIiISxYwiERER5Xq8M4s4ZhSJiIiISBQzikRERJTrMaEojhlFIiIiIhLFQJGIiIiIRLHrmYiIiIh9z6KYUSQiIiIiUcwoEhERUa7HBbfFMaNIRERERKIYKBIRERGRKHY9ExERUa7HO7OIY0aRiIiIiEQxo0hERES5HhOK4rJdRlGv16NXr15QqVQAgOvXr+PmzZtWbhURERFR7mOVjKJGo8GSJUugUChgZ2eH9PR0tGrVCnXr1sU///yDtWvXYv78+QCAadOm4fTp07h37x4kEok1mktERESUK1klUBQEAUOGDEGNGjUgCALOnDmDJk2a4OHDh5DL5ZDJZJDJZNizZw+2bduGffv2MUgkIiKiD4d9z6KsEijKZDLY2dnh77//BgA4ODhAJpNBIpHA3t4etra2WL16NYKCgvDHH3+gXr161mgmERERUa5mlUDRxsYGNi/NQ7ezs4OtrS2CgoKg0+kQEhKC8+fPo2DBgtZoIhEREeUivDOLOKtNZhEEweyx0WiEIAh48OABDAYDdu3ahfXr11uUIyIiIqKPwyqBotFotMgo6vV6GAwGbNy4EVKpFMHBwdi8eTN69OhhjSYSERFRLmJjY72f7MwqgWJGRgb0er2pu1mj0UClUkGn00Gr1UKn06FEiRIIDg7G8ePHsXz5cms0k4iIiChXs9pkluvXr8POzg42NjYwGAzw8/PDggULoNVqodfrkZaWBoVCgUWLFqFnz57o0qULHB0drdFcIiIiolzJKhlFOzs7lC5dGlevXkWhQoVQqlQpODk5YcCAAVAqlYiOjkZwcDCKFSuGggULYuHChQwSiYiI6IOxseJPdmaVjGJ4eDjatGmDK1euYOvWrUhPT8e0adMgl8tNZQRBgEqlQq1atbB582ZrNJOIiIgoV7NKoOjl5YWKFSti06ZNCAgIwB9//IH09HQMHTrUrJzBYMC5c+dgNBqt0UwiIiLKLbJ7au+5lJQU9OvXD7t27YKTkxN+/PFHjBw5UrTssWPH0LBhQ8hkMqSmpv6r+qwSKEqlUixZssT02M3NDY0bN0b37t0tyvbq1etjNo2IiIgo2+rTpw/kcjmioqKQlJSEtm3bIm/evOjbt69F2Tp16kCn00GpVP7r+myET3Chwr03Yq3dBHouwPXfvznp/SvkwbG+2cXJe/HWbgI9F5ueYe0m0HNdK/hZre5HCdZ7HxR0k7+5EICoqCh8/vnnePz4sWm43u3bt9G4cWM8evTolccplcp/nVG02oLbAKBWq7F9+3YAQIECBRAREWHN5hAREVEuZWPF/95WSEgI6tevbzano2TJklAqlbh3796HeFqs0/WcRafT4fvvv0fr1q0hlUqRL18+hISEYOLEibCzszOVkclk2Lt3rzWbSkRERPRBaDQaaDQas20ymQwymcxsW3h4OIoUKWJxfPHixfHw4UMULVr0vbfNKhlFg8GA0qVLo0WLFkhMTESdOnUQHR0NmUwGhUKBxMRElChRAnXq1MHly5cxZswYazSTiIiIcglr3pll2rRpcHZ2NvuZNm2aRRvVajUcHBwstisUCqjV6g/yvFglUNTpdAgKCsKQIUPg5uaGkSNHwsXFBba2tlAoFHBzc0OJEiVQvnx5SKVSVKtWzRrNzBHC79/G7X/OvnL/6UO7oEp69hFbRERERO9i9OjRSE5ONvsZPXq0RTmFQoGMDMuxlAkJCaIB5Ptgla5nuVyOOnXqIF++fHBwcEDDhg1NF/jyPaBzkoz0NGxdPhs3L4RArnDA/5q2RZ1WXUTLXj93Eoc2rcKzpzEoUKQkWn87GB6+BQAAUwd0QmJcjFl5o9GAwTNXwK9w8Re2GbFt2WzUbtlZtI7Ih3dxZOtalK9R9z1dYc6RnpaKpXOn4XxIMBSOjmjepjNad+ohWvbaP+cxYcT3kEgk2HQg5LXnPX3iCDy8fFCkeCkAQGzME6yYPx03r/6DvC6u6NC9D2rVb2oqf+LIAWxZvxIJT+NQrFQZfDdoNLx987+368wpUlNTMWXiOBw/dgxKpSM6d+2GXr37iJY9dvQI5s6eidiYaJQNLIex4yfC37+gaf/SxQvx56Y/oMnIQL0GDTFqdBAcni/I/6Z6Hj54gAnjgnD71k34+uXHkGEj8L8va37Qa89u1Olp+HPpTFw7fwpyhQNqN2+P+q27ipa9evZv7Nu4Es/iouFftBTa9x0CT19/0/6Qw7uxaelM0xgre6kUczYdMe1fM2c8/jl1zPS4ZPlK6Dd2FgDg4skj2L9xJZKfxSOgVCDa9xmCfF6+H+KSsy1Nehr2//Yr7l4KgUzhiEqNWqF6i06iZc8f3I6z+7cgIz0NAWW/QKMeP8DRKa9p/64lv+D6qaOoUK85GvccaHbsw+sXcXTjSjyLiYRH/kJo1P0HeBcuZtp/JfgA9q6cg3w+BfDdjFUf5FpzAmtGH2LdzGIKFCiAAwcOWGwPCwtD4cKFP0TTrBMo6nQ6eHt7w97eHgaDARKJBEajETqdDhkZGVCr1UhISIBSqYTBYEBERATy58/+v1y3LJ0Je4kUPy/fBnVaKtbO+hkKRyWqNvjKrNyDm1ewe81CdBs6AZ75C+LSicNYPmkYhs9dA5nCAWMWbTQrf/nUUVz6+7BZkAgAZw7vgqNTXpSrXseiLYIgYNvyuWjevT8Ujrlv5vHi2ZMhkcqwastBpKWqMGP8CDg6KtGwRVuLsmU/r4RtR86jY+Pqrz3ns4SnWDJnCsbNWGTaNvWnQWjSsgNGjJ+BxIR4zJs6Fm75PFCm/Be4dC4Em9euwNCxU+Gb3x/Bf+3H5NE/Yu7KjZBK3/yF8CmZOH4sZFIZ/jr+N1SqFAwbNBB5nJzQrn1Hs3L3Qu9i0oSfMXP2PAQGlsOOHdvQv29vbN+1DzKZDJv/3Ijjx45i3R9/Im9eF8ycPhUTxo3F9Flz3liPVqvFgH7fonuPb7Dyt99x/fo1jBg6CEuWr0LRYsXFmv1J2rh4OiQSKaas2gl1WipWzvgJCkclajRsaVbu3o3L2L56AXoNnwjv/IVwPvgQFo0fgp/mr4NMkfmHfXT4Q3T5fjSq1GkiWld0eBjGL90MVw8vs+2PQm9ix+oF6DtmOrz9C+P0X3uwdMoIBC3Y8EGuObvau3IO7KVSDFr0JzLS0rD11wmQOypRoW5zs3K3zp7ApaN70GX0TDi55sPfO9Zj99IZ6DRiqqnMV/1GoWCpcnjyMNTs2JjHD7Bn2Sy0HDAavgElcf/qeWye8zN6T11qCjTL1WqMgqXLY9PMnz74NdN/U716dQwbNgx6vR729pkh3I0bN6DRaETHLr4PVul6trW1RUREBO7fvw93d3ckJSXB09MTqampSEhIQFRUFNauXYtJkybBxcUF1au//hd4dpCc8BT3b1xG275DoXBUwtXDC50GjsHR7ZZffCf2/Ilm3fohf5ESkMrkqNqgBQoULYm7Vy9YlBUEAUe2rUX9tuZrTKamJOHItnVo/e1g0facP7oPcgfHXJlNTHgah+tXLqLfkDFwVOaBh5cPfhw9EVv/WP2fzrtwxgSkvbC8QEpyIlJVKjRs3gZSqQye3r6o06gFzoUEAwCCD+/F131+QOGiJSCTK9CweRv45vfH7etX/lM7cprY2FhcOH8OQeMmIE+ePPDx8cXkaTPw24rlFmU3/rEBPXr1RsUvKkEilaJ9h04o/VkZ7N+3BwCwfu0ajJswCX5++aFUKhH08wRcufwPIsLD31jP0b8Oo0iRYujYuQskUik+r1ARffoNwJrVuSeDkpTwFPeu/4OO/Yabvqe6/TgWh7eusyh7bPcmtOzeH/5FSkIqk6NGw69QsFgp3L5y3lQmOiIMXn7+FscCgNFgQGJCHFzcPS32GfR69Bo+CQWKlIBEIkXNJm2Q/CwBqSlJ7+1as7uUZ0/x+NYVNO01GHIHJfK6e+KrfiMRsmujRVmJTIbWP4yFm7cfJDI5qjfviMe3r75VPTfPHEeVpu3gXzIQ9lIpSnxRAyW+qIHQS6ff9yXRR+Dr64tq1aph8ODBSE1NRUREBL799lsEBQUBADp37vze72ZntXs9+/r6wt3dHcuXL4ejoyN69+4Ng8GASpUqYdasWbhy5QoWLVqEO3fuIDw83BrNfCdhd66jWGBFSF7IFHn6FYRMrsDTJ+bL/ngXKIyiZSqYbcubzwOpSYkW571x/iScXNzgX6yU2fZ965aiWsOvRLtq0lNVOLR5Ndq8Ioj81N2+cQXlKlQ2y9rl9y8MhcIBTyL/3Xtp/44/kZGhRonPypq2OTm7IJ+HJ7ZvXAONJgOR4WHYt30j8rq4AQAMBvE7CqWlqv5VG3KqK5cvoUrVambdKoUDAqBwcMDjx4/Myl6+dBG1a5v/cVO/fkOcP3sGCQkJUKvVKFX6M9M+iUSCmrXr4Py5s2+s559LF1G7zkvnbtAQ586eeY9Xm709vH0NJcp9YfY95ZW/IGQKBeJe+p7y8Q9A8bIvf095QvXC91RMxCN4+BQQrSs+9glc3DxEhxMFlApEQMnMz1KaKgX7Nq5EPi8fOOZx/tfXltNEhN5EoTIVYC+Vmra5+/pDKlcgITrSrGzR8lXgWSCzW1GVGI8jfyxHQNkv3qoewWgQ3Z6R9u/W1PuUWXMyy7tYtmwZnj17Bi8vL1SqVAmtW7fGN998AwAIDQ1FdHT0e31erLqOoiAI6NmzJ6KiopCWloZ8+fLBYDBg0KBBkMlkmDp1KrZs2WLNJr61xPhY0aDN3Sc/EmLNX7TGnb+FgzKP6bHRYMCdf87Br4hl99eRrZbZxPD7t3Hh+AGc/WsPfu7ZHMd3mv8FenDjSmSkp+HX0f0we2gvRDy4+18uLceJj4uBl8g4QJ/8/oh9EilyxOtFRTzGlvWr8OPoSbCxMf/IDBo9EVvWr0KHRtXwffc2UDg6omnrzO7UajXrYv2KBQi7HwqNJgOH9mzDP+dDUKJ04L+7sBwqJjoaBQpYZp0KFiyEyJfWTo2Li4XfS8NMChYqhMjISMREPxE/T6FCiIyMeGM90THRyF/APKhxcXGFVqOFVqv9N5eW4zyLj0U+L8sFjT18CiA+9onZtuZd+sBB6WR6bDQYcOufMyhQpASAzD9IU5KeYfrQXhjdvRk2LJwGjTrdVD46PAwJsU8wukdzjOvbDkd2/oGX7+8QGXYPI79ujINbfkfzrn1z9Bj1d5USHwdXT8vfGW7e+ZEUJ/6L/u7FEMwb0AHXQ47gyzZfv1U9Jb74H87s/RPhd65Dr9PizoVT+OfYPhQoUfbNB1O25OzsjA0bNiA1NRXR0dEYPny4ad/Fixfx448/WhzzbxfbBqw0RtFoNKJOnToYMWKEadupU6ewdu1aGAwGZGRkYO3atahQoQK++eYblCpVCqVLlxY9l9jaQzqtxuwv5o9Br9VCIrNcWV0ik0Gn1Ygc8f/+2vo7XD29UaBISbPtty+dgUzhgMKlzAOLA3+sQJX6zdG0a18kPo3F7zPHwsO3AEp/UR3P4mJw6e+/0HngTyhatiIunzyCNTN+wqj5GyB5i4GynwKNRgOZyGshk8mgecNr8TKDQY95U4PQrc9AeHr5mO1LS1Vh8uhB6NTzO9Rv0hLxT2NxYOdmqJKToFA4oEbtBngWH4epQYOh1+uQnPgMdRt/Bdd87v/p+nKajIwMs8Vhs8jkMovPrtFohK2teTAuk8mhyciARqMRPY/8+f431aPJyIBcrhDdn5GRAekLmZ1PlU6jgVTksyGVyaDTvP6zcWDzGrh5+sC/aOb3lF6vQ/+fZ6Nw8c+g02mx6/cl2LhkBnoMGQ8AcPXwwo+TF8KrQCEkxEZj3a+ToXBQonqDFqZz+hUqil/W7sP186ewbt4kDJq6GJ6+4hnKT41OqxH9TraXSl/5O6N4xeoYvGQLrv39FzbOGIM+05bD4Q1ZWL+ipVC3c1/sWTELGWmp0KjTUKB4Gfg+D/jpRbnnD5V3YZWMYmpqKsqXL4/27dtDr9cjLS0NERER2LFjB3bt2oXU1FTs2LEDoaGh8Pb2xrJly155LrG1h7asnP8RryaTvVQKvUhWIl2VAulrArQbF07h/LH96NDf8obef21bi3ovZRPTVSmIjXiMVt8MgsIxD3wKFsFXPX/A6UM7AQDXz/2NKvWb47NK/4NMrkCV+s1RoEhJ3Lz4+tm8nxKZTAadyGuhSkkWDSBfZ/O6lXD39Ebths0s9h09uBsly5RDi7ZdoHBwRH7/wmjb5RvMmjjKVKZFu65YsWkfvhkwDE7OLujWZ6DFeT51crncIiAEgOSkJIvAztbW1iLrlJScBLlCkRnoi5wnKSkRcoXijfXI5HJoRX4BpyQnQyESYH6KJDIZ9DrL5yDtDd9T186fxNmj+9Dl+/9frsMprytKlqsEmcIBSqe86NhvOO5euwR1ehoAIH/hYsgfUBwSiRRefv7oPGAkTh3caXFupVNeVK3XDLWatcOpgzv++0XmEBKpDHqd5feUOjVFNOmQRensimrNO6BIYGVcP3XkleVeVKZ6XQyY/Ts6DpsMW1s7NO5pmXEiehWrBIpOTk6YO3cu7ty5gypVqqBbt26YMmUKduzYgSVLlsDZ2Rk7duzAjh07cP36dcyf/+rAT2ztoXa9P/4vY5d8nngm0l2QEBsNN08fkSOAyIeh2LJkJnoMn4w8eV3N9oVeuwQAKPbSGKH42Ci4+/jBzv7/k8He/gFIfJp5f+v4mEh4FyhkdsyL+3ODfB5eiI2JstgeG/0EXj5vv/zG/bu3sGPj7zh/+gTaNaiCdg2q4Na1fzDqh57Yt2MTnkQ8Rqky5c2Occ3njqTEZ0hJTjJtU6en4bfFs9Hnx5HI45R7xmBl8fL2RlSU5esRFRUJPz/zbmYPD09ER5t3gUZFRsLXzw9e3j6IirIcOpB1njfV4+3ljahI8+Pjnz6Fk7MzJLkgmwgArvk8ER8r9j315JVL00Q8DMXGRdPRe9QUOL30PfUiO3t75HVzR3LCU9H9+Tx9kJQQByBz1rPRYD52zrdQUSQnJrztpeR4Tvk8kPTSMmgAkBQXAxcPb9NjwWhE1P3bFuU8/Qsj9R3WyDUaDdi3ah5qtukON2/r3U+Zch6rjlH08/PDoUOH0KlTJ7Rr1w4A4OLign379pnKvKk7SCaTwcnJyeznY3c7A0ChEmVw7/olGAx607bo8Icw6LXIJ/KhTE54itXTx6Bt36HIL9IFcGTrWtRv081ie143d8Q9iYBBb16Pq6f38/0eiA4PMzvmxf25QcnPyuHaPxfMXovHYfeh02nh/Q7dWkWKl8LmQ2ew9fA5bDl8FlsOn0Wpsp/jlwWr0bRVR3h6+yIq4pHZMUmJz6BKSYbjC2NQN6xajGIly6BazXr/+dpyonLlK+D82TPQv/CevXcvFFqtFgX8zccUlv+8AkJOnTTbduTwIVSpUg1ubm6QSCR4FPbQtE+v1yP42DFUqlLljfWInfuv5+fOLQqXLIvQa+bfU08eP4Rep4O7yPdUUsJTLJ86Ch37DYf/C0Njsra/KDUlGfExT+Dm6Y3rF0Kwf9NvZvsf3L4GD5/MPwz2bFiOu9cvme1/fO82vPMX/K+XmGPkL1YaYTcvmwXMcRFhMOh1cH0haLextcXORdMsJrg8eXgX+XzFZ5yLOX9wB+zs7FC5SZv/3vhPVE6ZzPKxWTVQzPLjjz9Cqcxc608ulyMwMOcN9nd2c0fB4p9h1+qF0KjTkRgfiy1LZqLe82Bv/dyJuBKSufCsRp2OldNGoUaTNihT+UuLc4XduQ5NRjpKVqhqsc/JJR8KFCmJHavmQZ2mwpNHD7B7zUL8r2nm+oAVazbExeCDuHHhFLSaDJw7shdPwu6hlMi5PlVu7h4oUbosVi2aDbU6HU/jYrB41iS069obADB70hicOn74P9dTp1ELBB/eh1PHDkGTocaTyHDMmjgK9Zp8ZbpX+cN7d3Dy2EH0HTTqDWf7dHl6eiKwfHnMnD4N6WlpiImOxsRxY/Ft334AgFHDh+LQwf0AgE5dumLFsiW4du0qdDoddmzfitDQu2jcNLPrv2u3Hhj/cxBiY2KQlpaKX6ZOQuWqVeHnl/+N9dSt3wA3blzDnl07odPpcPXKZaz5bSW69/rGOk+MFeR1c0ehEp9h26r5md9TT2Pxx+Jf0LBd5hCX1bPH459TRwFkfk8tnTwcNZu1RWCVmhbnSU6Mx54Ny6HJUONpdCR+mxmEqvWaQSKVIX9AMZw8sB2XTx+HTqfF/ZtXsHHJDNR7vrB3neYdsG3Vr4h69AA6rQb/hBzD2WP78L/GrT/uE2JFTq7u8CtaCofXLYY2Q43khDjsXTEbNVpm3qRh+8IpuHk2GABQuUkb7F0xC4mxT6DNUOPSkT2Iun8HpavWequ6Up49xamdG9C873DY2tp9oCuiT5VVJrNkMRgMePz4MQoXLoyUlBT4+fkhNDQUXl7/vzhrZGQkBEHIEQtut+07DNtWzMH43q0gkytQs3kHVK6X+QvuaXQEUhITYDQasX7uRDwJu4eYxw+xf/3/ryVXsVZDdBgwCk8e3Uf9dt1fVQ06fj8aO1bOw5T+HaF0ckGD9j1QPDBzqQRnN3f0HDkFO1b9io3zp6BA0VLo8/Nsq2RZranfkJ+wbN4v6Nm6PhQOjmjRrgvqN20JAHgS+RiJCfH/uQ7nvC4YOXEWVi2ahV9/GQfXfO6oVb8J2j4PSAFAr9Oh35Cf4OKa7z/Xl5ONHTcRUyeNR52aNeDo6Iivu/dA6zaZvQiPH4ch/mlmd2XRYsUxasxY/DRqhOnOLIuWLDf1LLTv0AnPEhLQoV0raDUa1G/YCEE/T3iremQyGeYvXIqJ48di4vix8PPLj5/HT0SRIkU/8rNhXZ36jcCfy2ZhdM8WkCscUKdFB1Srn7nAc9yTcCQ//55aPXs8IsPu4cnjh9i9dqnp+Mq1G6PLD6PRe+RUbF4+Gz/1bAGJVIYvajVCi659AQB5Xd3Re+QUbF+9AGvnTUReNw806dALZb7IXBO3dMVqUCUnYuX0MUiMj0OBIiXQZ/QvUL5wp5HcoGnvwTjw23zM6dcWMoUDKjdui/K1MxcvfxYdidTnXfEV6rWARp2OdVOGIi0lGQVLBqLTiKmwl7zdkAmdRoO6nb6FR/5Cby6ci2XzxJ7V2Agvjxz/iBITE5EvXz7TAHSpVAqVSgXH57fjWrlyJYYNG4Y2bdpg1aq3XxR3743cMx4vuwtwzX13hcnOCnk4WrsJ9NzJe//9jxV6P2LTLe+dS9bRtYL1xk8+SbLeMlk+ebPvOGmrZhSVSiXs7e1Nt6GxtbWFTCZDUlISevXqhf3796NIkSJYvHixNZtJREREn7jsPlbQWqw2RjE9PR0SicRssoqtrS3s7e0REREBvV6PM2fOIDEx8a1ulE1ERERE75dVMoqCIKBQoULw9/dHRkYGKlWqBCBzzOLx48fh5+eH3bt3A4Dptl0KheVCuURERET04Vglo6jT6TBq1Cj06dMHtra2GDBgAPr37w8AmDdvHqpVq2ZaIsfLywv379+3RjOJiIgol7Cx4n/ZmVUns+j1ejg6OkKj0UAQBNjb2yM9PR1bt27F2LFj0bRpU4SEhGDMmDFo27btW5+Xk1myD05myV44mSX74GSW7IOTWbIPa05miUnWWa1uL2eJ1ep+E6uuo5icnAydTgeNRgOdLvMF0ul06NKlC27dugV7e3tcuXIFZ8+etWYziYiI6FNnY8WfbMyqs54VCgUeP34MmUyG5ORk+Pj4ID09HUqlEnK5HHPnzkWlSpVMYxiJiIiI6OOxakbxu+++w3fffQcAuHbtGi5dugRHR0dMmTIFoaGhAIBOnTohICDAms0kIiIiypWsFiju2rULBw8exMKFCwEA33//Pf7880/cvHkTJ0+eRNmyZVGqVCmMGDEChw4dslYziYiIKBdgz7M4q3U9N23aFMeOHUOhQoVw7do1JCUloX///rCzs8PBgweRkJCA3377DQsXLoSjoyMaNmxoraYSERER5UpWnfX8ovv376NIkSIW23U6Hezs7GBr+/bJT856zj446zl74azn7IOznrMPznrOPqw56zlOZb1Zzx55su+sZ6tkFA0GA+bNmweJ5M1PjK2tLcqWLYsvv/zyI7SMiIiIiLJYJVC0s7PDyJEjUalSpTfeni8mJgZRUVFITEyEnZ3dR2ohERER5SbZfeFra7HaGEWpVIqtW7fCx8fnteXu3r2LkiVL4sGDByhWrNhHah0RERERWS1QfDE7qNFosGTJEtjY2MDGxgZZwyYHDBgAV1dXnDlzhkEiERER0UdmtUDRaDSaPR4yZAi6du0KOzs7CIKAdevWYcCAAXB3d4e7u7uVWklERES5AnueRVktUNTpdFCpVAAyu6EBYOnSpXBwcIBer8fatWthb2/VG8cQERER5WpWicT0ej08PT2hVqsBwNTlbGNjY/aYiIiI6GNg1CHOKoGivb09IiIiTN3PWq0WgiBgxIgRkEgkpu16vZ5ZRSIiIiIrscot/FJTUzF8+HBUrFgRBoMBBoMBY8eOhbe3Nzw8PODh4YGgoCCLcYxERERE9PFYJV03dOhQnDhxAsOHD4dOp4NCocCECROs0RQiIiIicMSbOKsEir/88gvy5MkDe3t7nD9/Ho0bN4aj4+tvLRYeHv6RWkdEREREgJUCRRcXF9O/CxYs+NoZzhqNBomJiR+raURERJQL8c4s4qw+U8TDwwNNmza1djOIiIiI6CVWDxSJiIiIrI1jFMVZZdYzEREREWV/DBSJiIiISBQDRSIiIiISxUCRiIiIiERxMgsRERHlepzMIo4ZRSIiIiISxUCRiIiIiESx65mIiIhyPd6ZRRwzikREREQkihlFIiIiyvU4mUUcM4pEREREJIoZRSIiIsr1mFAUx4wiEREREYlioEhEREREotj1TERERMS+Z1HMKBIRERGRKGYUiYiIKNfjgtvimFEkIiIiIlEMFImIiIhIFLueiYiIKNfjnVnEMaNIRERERKKYUSQiIqJcjwlFccwoEhEREZEoBopEREREJIpdz0RERETsexbFjCIRERFRDpGSkoIuXbpAqVTCx8cH06dPf2XZnTt3olixYlAoFKhTpw7u3bv3zvUxUCQiIqJcz8aK/72LPn36QCKRICoqCmfOnMHWrVuxbNkyi3LXr19H3759sWLFCiQnJ6N9+/Zo1KgRMjIy3u15EQRBeKcjcoC9N2Kt3QR6LsBVae0m0AsKeThauwn03Ml78dZuAj0Xm/5uvzjpw+lawc9qdat1VqsaCsnblYuKisLnn3+Ox48fQy6XAwBu376Nxo0b49GjR2Zl+/bti2LFimHo0KGmbR07dkSDBg3Qq1evt24bM4pERESU69nYWO/nbYWEhKB+/fqmIBEASpYsCaVSadGtfPLkSXz11Vdm29q2bYujR4++0/PCQJGIiIgoBwgPD0eRIkUsthcvXhwPHz402xYVFYXChQu/sdybcNYzERERkRVpNBpoNBqzbTKZDDKZzGybWq2Gg4ODxfEKhQJqtdpsm9FohK2t7RvLvcknGSg2+8zT2k34zzQaDaZNm4bRo0dbvFHo4+JrkX18Sq9F/ZL5rN2E/+RTei0+BXw9/ju5FSOi8ZOnYcKECWbbxo0bh/Hjx5ttUygUSE9Ptzg+ISHBIoC0tbWFIAiweaFvW6zcm3ySk1k+BSkpKXB2dkZycjKcnJys3Zxcja9F9sHXIvvga5G98PXI2d42o7h582YcOHAAq1evNtteokQJ7N2716xbulSpUjhw4AD8/f1N2zZt2oS9e/di/fr1b902jlEkIiIisiKZTAYnJyezH7HMcPXq1XH06FHo9XrTths3bkCj0ViMXaxRowYOHjxotm3r1q2oV6/eO7WNgSIRERFRDuDr64tq1aph8ODBSE1NRUREBL799lsEBQUBADp37ozNmzcDAH744QdMnjwZ586dg06nw2+//YZr166hU6dO71QnA0UiIiKiHGLZsmV49uwZvLy8UKlSJbRu3RrffPMNACA0NBTR0dEAgDJlymDBggX4+uuv4eTkhPXr12P//v3vPIb1k5zM8imQyWQYN24cByVnA3wtsg++FtkHX4vsha9H7uHs7IwNGzaI7rt48aLZ45YtW6Jly5b/qT5OZiEiIiIiUex6JiIiIiJRDBSJiIiISBQDRaIXaDQaaLVaCIIAvV4PlUqFx48f4/z589i0aRPGjBmDNWvWWByXkJAAtVoNg8GAl0dzZJ0rIyMDycnJSEpK+jgXk4OkpaVZbFOpVIiJifko9Z8+fRoXLlz4KHVR7vTs2TP06dMHKSkpAACdTida7sVlT8RoNBoYjcbXlklOTobBYDA7p1arBZB5Zw+xOjQaDR4/fmwqn5aWZnYOo9EItVqNjIyM19ZNnx4GijmAIAhITU21+HALggCdTofU1FQrtSx7i4yMRFxcHFJSUqBWq6HT6aDX600/Go0GqampSEhIQHh4OPR6PU6cOIF8+fIhb9688PPzwxdffIFSpUph8ODB2Lt3L2JjYxESEoLk5GSzugICAlCiRAkUL14chQsXhkKhQIkSJeDj4wNXV1eULl0apUuXRqlSpTB27FgrPSMflk6nQ1RUFJKSkpCammr6pZKRkQG1Wo3U1FQkJSUhOjoaKpXKdFx0dDQ8PT0t1vtav349qlevbnquXwzAU1NTceXKFdy/fx8RERGIjo5GTEwMYmJi8OTJEzx+/Bh3797F5cuXTceo1Wo8efIEycnJUKlUiI+PR1xcHARBwJAhQ7B7925TWQ7dfjWVSiUaaGT9YUXi8uTJgxMnTpjuvlGoUCFIJBI4ODhAqVRCoVDAzs4Oc+fOBZD5edq5c6fFeRYtWgQvL6/Xfu+PHz8etWvXNr2PY2JiIJPJEB0djR07dqBs2bIWx/z4449o06YNBEHAnTt3oFQqIZPJYG9vD3t7e0ilUjg4OGDx4sXv4dmgnISznj+iyMhISKVSyOVySCQS2Nvbm91ax2AwQKfTQaPRIC0tDT4+PrC3t4dOp0OePHlQtGhRSKVSs3MmJyfDz88PZ86c+diXk+01atQIN2/efOvy169fR/ny5RETEwO5XG66R2bFihUxZcoU1KpVC0DmF3hGRgbi4uLg4eEBAGZZwjt37qBr1664ePEi1q9fj1OnTmHp0qXv7bqyq5SUFPj5+b1V2Z07d+Krr74CAAwdOhRqtRrDhg3DsGHDoFarsWbNGkydOhUajQbFihWDg4MDEhMTTc/zjRs3ULVq1TfW4+joaPqF+s8//6B58+bQaDSQSqWQSqVo0aIFSpYsiWvXriE5ORl//PEH0tPTcebMGRQsWPBfPQ+fuuLFi0MqlUKpVJptT09Ph1qtNi3NQeYkEgmGDx+OhQsXQq/XY/fu3VAoFMiTJ4+pTLt27SCRSABkfo98++232Lp1K5YuXYqMjAw4OzvDyckJBQoUgKOjI7RaLVJTU+Hk5AR7+8xf55GRkVi+fDn+/PNPpKenw8bGBkajEXZ2dnB3d4dSqUS+fPmQnJxsClQBYNiwYShevDg2bdqEcuXKAbDMbtaoUQMKheIjPFuUrQj00ZQuXVoA8NY/YWFhpmMBCLdv37Y457p164SaNWt+vIvIQeLi4oTExEQhPT1d0Gq1gsFgEOLi4gQXFxdhzZo1gl6vFzIyMoSUlBQhJiZGWLp0qem5t7GxEaRSqaBQKARbW1tBLpcLcrlcsLW1NZXx9fU1q+9///ufULp0aaFEiRKCQqEQAgMDhQIFCghubm7CZ599JhQrVkxYunSplZ6NDy8jI0MAINy8eVNQqVSv/HFzcxOOHj0qCIIgLF68WPD39xcSEhKE4sWLC0ePHhVu374tdOjQQRgzZoxw/fp1wdfXV9DpdBZ1RUdHCyqVyvTajhw5UqhZs6ag0+kEtVotPHv2TIiIiLBoZ4MGDYTt27cLgiAIwcHBQqlSpYTHjx8LRqNRaNOmjfD7779/+CcrB/P39xcOHDhgsf3kyZOCv7//x29QDhATEyOcPXtWSEtLE7Ra7SvL1axZU5g7d67p8f3794VGjRoJjx8/FgAI9vb2gkQiEWxtbQUHBwdBIpEIAIR79+4JgiAIRqNRaNCggaBUKoW8efMKefPmFXbs2CF4eHgIAISAgADB29tbkMlkgqenp7Blyxaz+rdv3y6o1Wrh9u3bglh4UL16dWHZsmXv50mhHIMZxY/o+PHjkEgkpnS+nZ0dEhISULx4ccydOxddu3Y1jSVJT09Hvnz5zI5v0aKFaEYxICDgY15GjuHu7m6xbezYsShQoAC6desGGxsb2NnZQSaTIU+ePOjWrRs6dOgAR0dH01/1QGZGcdasWaaMoiAIUKvVUKvVZueOiYkxdV+KZRR79+4tejP3T4WdnR0AwMHBAba2trCxsYFcLofRaERaWhpsbGxM2RNbW1skJCTg999/x86dO+Hq6ooBAwbAaDSic+fOePToEcLCwuDk5ITSpUsjMjLSLMMnk8ng5uYGlUoFR0dHs8x8VleZXC6Hi4uLWRv1ej2uXr2KOnXqAABq1qyJjIwM1KhRA0BmNubSpUsYMWIEVq5ciWbNmn3IpyzH+u6770QziiTuwoUL6Natm2kss9FohFQqhSAIprGDcrncVF4QBFy7dg2BgYE4cOAAgMznV6FQYM2aNVi4cKFpvTytVmvKJv76669ITEzEhQsX4OjoCADInz8/6tWrh7x58+L+/fs4ePAgfvnlFwQHB5vqO3jwIBISEkyf2ayxiS+2Kauutm3bfpgnibItBoof0bsGLi/bvXs3SpQoYbZt/fr1WLFixQdr86dk/fr1WL58OTp37gyDwYBdu3ahTZs2pv0KhQIKhcI0YcXFxQX29va4d+8eevfuDQcHB2i1Wjx69Ah37941u9E68OrB6S96MaD5lK1Zswbff/+9qfveaDRiyZIl6Nu3r6mMm5sbzp49a3rco0cPtGvXDoULF0aXLl3QqlUrbN26FYcOHRKtIzw8HEWKFMGpU6dQvXp1s31ZwbxWq0XevHlN248fPw6VSoWGDRvCYDDgwoUL0Ol0OH36NNasWQO9Xo/x48ejWbNmpi45srR06VI0atTIbNupU6fQpUsXK7Uoe7O3t4eDgwNsbGwwffp0TJw40Wz/7NmzMWTIENPj+/fvo3nz5nB2dsbChQsRGBgIhUIhOnbWxsYGKpUKzs7O6NWrF5ycnFC7dm3kz58f1atXh1KpxMqVK2EwGFCkSBGkp6cjMTERAQEB0Gg0iIyMxN69e3HgwAEoFAp07twZfn5+uHr1KvLkyQM7OzvY2trCaDRCo9FwQe9ciIGiFb0pcMmi0Wjg6+uLFi1amMY1Zo07MRqNKFq0qBVan7Ps3r0b/fv3R+HChQFkrl7fvXt3HD9+HAsWLLDISPXq1QuTJ08GYJlRtLGxER2n4+HhgWbNmpmyaSVKlDB9sRctWhQGgwEVK1b8wFeaPTg4OKB9+/bYtGkTgMwM1Ot+wezbtw8DBw5EmzZtMG3aNNjZ2SExMRFly5bFxIkT0bFjR4vALet8vr6+pm0nTpwwey2HDh2KWbNmmR4vWLAAZcqUwZdffmlqW1Yw+7JXbc/tXFxcMHDgQNHvIldXV2s3L9uTSqXo378/pk+fDiDzs/HyH5BFixbFgwcPsHjxYhQvXhyfffYZoqKiAGR+/wiCAHt7exiNRgiCYBqL6+TkhF69emH37t1o2bIlevTogbi4OAwaNAhKpRISiQQ2NjYwGAzQaDSIj48HACxcuNCUqQSAdevW4YcffjBl57OO0el0KFy4MO7fv/8RnzGyNgaKVvI2gYvBYEBGRgbkcjkiIyNfe76sSTAvdwfldnq9Hj///DPmz5+PHTt2YNWqVQCAKlWq4OjRo2jSpAl0Oh2WLl1q9mW9Zs0aHDlyBEDmoPL+/fvDycnJtF/sL/tz586Z/j1lyhTExsZi/vz5H+rScjxBEHDo0CHMmjULt2/fRpMmTXD48GEcPnzYVKZ///6YOnUqBgwYgMaNG2P79u2vPWeVKlWwZcsWAJmv/YvB5fHjx7Fnzx4MGDAAAwcOxObNm037atWqheTkZAiCgE2bNiEyMhLDhg17z1ecs6lUKigUCrOZ5GL0ej3UarVorwhl/gEikUhM39UvT2rMIpFIUKVKFSiVSly8eBEODg6QSCTo0KEDBg4ciDp16phWb8iaba5Wq5GUlARBEGA0GpGYmAi5XI7z58/Dzc0NcrncbOhM1pCLFwmCgO7du6N3796QyWTo1KkTChcujKlTp5om8ul0OrPhOfRpY6D4kb1L4HL79m2UKVMGdnZ2kMvlprGNarUatra2kEqlpvX5MjIyUKpUKdy4ccPKV5g9GI1GbNy4ERMmTEB6ejoOHz6MatWqmZ5vAKhcuTJ27NiBevXqQafTYeXKlbC1tUVGRgY+//xztG7dGgAwYcIEtGjRwtTtf+7cObPxifv370fHjh2hVCohlUphb2+PqKgouLi4mIKerLGnaWlpptmhnzKNRoNt27aZfhlqNBrTTMosly5dwtdff42ePXti1apVkMvlSEtLM43d0mg0cHNzQ9++ffHPP/+81S8mmUz2ypnX69atQ5MmTSy2G41GBAcHW3Q90//LylbZ2tpCLpdDLpfDzs4OWq0WRqMRcrncFLRkZGRAoVBw2a5XyMoCZs0oFgThlcsx/fzzz6hRo4ZpSa0NGzYgJCQEM2fOxI0bN5A/f364uLiYgvK7d++iadOmSEpKwrlz5zBhwgTMmzcPw4cPh6+vr6knJCEhAXnz5sVff/1lUWdsbCy8vb1hZ2cHqVQKrVYLOzs7zJ8/H0ajERkZGejWrZvoerL0aWKg+JH8m8BlxYoV0Gq1kEgk+P333xEYGIhy5cqha9euKFKkCMaPHw8g85cwkHvGv70NvV6P/fv3o2jRovj9998tJgZl+fLLL7F48WKoVCrT89ekSROUL18eCoUCtra2sLe3h5OTE5RKJbRaLZYvX26Wqapbty7Cw8Ph4OAAnU6H//3vf/j111/RtGlTAMDcuXNx5MgR7NmzB+np6aKLS39qvv76a3Tp0gUKhQI2Njaii/RWrFgRT548gUQiQY0aNXDnzh2LwfPp6emoXr069uzZ85/bNH/+fGzatAlXrlwx2/7s2TP07t0b4eHhMBqNuHLlimmiAGVSKpWmZYW2bdsGT09P1KhRA0FBQYiMjDQFDVqtFgaDwTSxiSxpNBrMnz/frLchMDDQolxCQgKCg4Mxb948AJnZwqCgIKxevRrFixdH8+bNYW9vjx07dpiOKVeuHKKiotCyZUu0bNkS3bt3h0ajwejRo9GgQQO4ubkByOwluXPnjmj7Tp06hbi4ODg6OuLu3buoVasWWrRogerVq6Nnz57QaDRcZzSXYaD4kfybwMXW1tY0M7pv3764dOmSqdycOXOwfPly6HQ66HQ6zJ07Fz179vxYl5PtSaVS/P7777Czs3tjAN27d2+zx+3bt4dOp4OLiwscHBwQFRVlynipVCokJCQgNjYWQUFBADKzWFnj5fbv3w+j0Yhhw4Zhz5498PX1xdq1a/H333/D1tYWSqXykx8eoNFoYGtrC1tbW9MEn6zxfi8HjFlZQnt7e6xcuRItW7Y0279mzRqLRYe1Wi1SUlJeewcLo9Foyrar1Wp4enqanvc1a9Zg27ZtAIBHjx5Br9dj2bJlWLRoEfR6PYYMGYIePXr828v/ZGX1YPTv398sm7Rlyxb89ddfpu+iQYMGYdy4cdZraDY3ZswYBAUFQSKRmGUWX/bbb7+hUKFCKFmypOm4Jk2aoEWLFhAEARMmTEDVqlWxfPly9OnTx+L4W7duoV69ehgzZgwAoGDBgvD09ASQOYzg5UDRYDAgNDQUAwcORGhoqClzOGTIEHTr1g2VKlWCj48PWrRo8T6fDsoBGCh+JP8lcJk7dy4cHR2xa9culC5dGgAwZMgQU0aRxGUtGfGi181MTk1NRXx8PG7evGnqRra1tcUXX3yBWbNm4csvvzR1r6WkpCA8PBwFChQAkLnYtEajQYkSJTBnzhzs2rULy5cvR9myZfHs2TN07twZbdq0Qdu2beHl5fXBrtmaspb5eHlmvpiXXweDwYDvv/8eo0aNMtuenJyMSpUqmW0LDQ1FmTJlTI8LFSpktv/lz1dgYKApi5iamooePXpg4sSJGDp0KNauXYu6devC398fefLkgcFggJ+fH2QyGTP0IrK653ft2oWGDRsCyFwkmt2Qr5fV6wOYLzljY2MDqVSKuLg4JCYmIiYmBra2ttBqtViwYAHat28PAPjjjz8wb948BAYGwt/fHzExMXB1dUVAQACGDRuGRo0amb6LNBoNbt26hSNHjmDlypWoW7cuBEHAoEGDTJlerVaL8uXLm7Xx3LlzsLOzw4EDB3D8+HH0798fNWvWRFBQEOzs7LBkyRK0bdsWbdq0wahRo0SzoPRpYqD4Eb1r4AIAZ86cwaJFi3D+/Hn06dMHJ0+eREJCAhwcHHDt2jVIJBJkZGSY7lhRu3btD9H0T0ZSUtIrx7qFhISgVatWcHBwgFwuh729vSkz1qtXL9Nf/1mD9StWrGia8LJ27Vr88MMPcHJyQmBgIKpXr45Tp06hQoUKUKvV2LZtG2bPno0pU6YgNDT0kxzo/+zZMwBAWFjYa+9qUrx4cYv3fVpaGhYuXGiRUdy+fTt27dplti0gIABXr16FQqEwrUeaNfs2q0vMaDTCYDCY7tudJSEhAQDg6uqKLl26oE2bNjh69CgAIDExEVKpFD/++CP+/vtvzJkz5189D5+qBw8eYOTIkTh48CDmzp2L6tWrI0+ePJBKpbhy5YppPFtKSgpUKpVp6AVlvrde5+HDh6hatSocHBxQtmxZ2NnZoWfPnqhSpQoAoFKlShg8eDCqVKmC4sWLo0iRInB0dIRarUb//v3N3uNSqRQNGjRAnz59TLfqS0tLw4ULF0yfy1OnTmHq1KlmbWjTpg3atWuHW7duYcCAAZgyZQr69etn2t+2bVs4OTmhd+/eXBEgl7ERONjAqurWrQuJRGJxn1sg88NdoUIF9O7dG8OGDYMgCNi8eTPWr1+Pq1evIiYmxuwX7qhRozBt2rSP2Xx6Luu+0VljgF4lLCzMIgNG1hEXF4ewsDBUrlzZbPutW7fg4ODAW/i9wGg0onbt2ihTpoxpCZUDBw5g9erVuHjxIqKjo82GFXTs2BEbN260VnNzpDt37iAgICBbzCZWqVSv/GOWaynmPgwUs7mnT5/Czc3tlX/BaTQaU9ZELpdb3LmFiOh9UKlUsLe3f+W9frVarWmiQ9Y97Yko52OgSERERESiONCAiIiIiEQxUCQiIiIiUQwUiYiIiEgUA0UiIiIiEsVAkYiIiIhEMVAk+oTVqlUL9vb2kEqlUCgUKFeuHA4fPvzB6su6Td6lS5fg7u6OJ0+evPWxwcHBaNas2XtrS8GCBREfH2+xffz48Zg1a9Y7net93XaxVq1avI80EeUoDBSJPnFnz56FVqtFfHw8Jk6ciK+//hr379//oHXmyZMHxYoVe+Wae0RElDMwUCTKJRwdHdGiRQu0bdsWu3fv/qB1FStWDCEhIXBxcfmg9RAR0YfFQJEol9HpdKbbhCmVSixevBiOjo44d+4cACAmJgZdunRB3rx5kSdPHjRv3hx37941O0d8fDx69uwJFxcXODk5oWPHjoiJiTHb//It8KKjo9GzZ0+4u7vDwcEBlStXxrZt2wAAI0eORN26dbF//37Y29vj0qVLADLvBtK/f3/TMbVr1za1M0t6ejoGDRoET09PODo6olGjRggNDX3r5+Phw4do2bIllEol3N3dMXDgQJw/fx61atUyKxcVFYUOHTrAyckJrq6u6NWrl+n+1lnu3buH5s2bQ6lUwsXFBV26dEF0dLRovcuXL4eHhwfy58+PLVu2vHV7iYg+JgaKRLmEVqvFwYMHsWXLFjRt2hQAkJGRgb/++gvR0dGoXLkyVCoV6tati2rVqiE8PBxRUVFo2bIl6tWrh/DwcACZ9yCvVasWnJ2dcf36dURERKBRo0b46quvXln306dPUaNGDfj6+uLy5ctITk7GrFmzMHHiRGzYsAHTp0/H0aNH0aRJE+j1elSoUAEGgwFNmzaFu7s7bt++jfj4ePzwww9o27atKZA0Go1o3rw5YmJicPr0acTFxaFfv37o0KEDUlJS3vicREVF4csvv0SlSpUQFhaGmzdvwsPDA7169TIrp9Pp0KpVK7Ru3RpRUVG4cuUKJBIJ6tWrZ7rHcWRkJBo2bIiuXbsiLi4O9+/fR9myZVGrVi2LtqSmpmLy5Mm4evUq9u7di6ioqLd/IYmIPiaBiD5ZNWvWFKRSqeDo6Cjky5dPqF69unD48GHTfgDC+fPnTY9nzJghjBgxwuI8v/76qzBw4EBBEARh5syZQseOHS3KrFmzRnB0dBQEQRCePn0q+Pv7m/YNGjRIGD16tMUxiYmJglqtFgRBEI4fPy40bdrUtG/z5s1C+/btLY7ZtWuX0KJFC0EQBGHLli1CtWrVBKPRaFYmODhYACA8ffrU4vhx48YJM2fOFARBEPr37y+MGjXKoszgwYOFmjVrmh4DEHbt2mVRrmnTpsKSJUtM51q8eLHouebMmSMIQubrceHCBSE1NVUoXLiwkJKSYlGeiCg7YUaR6BMXEhKC1NRUPH36FKdOnUL9+vXN9gcGBpr+feLECcydOxdyudzsZ8SIEbh8+bKpTNeuXS3qadeuHezs7ETbcPToUdFj8ubNC7lcLnrMiRMnsH37dou2tG/fHleuXDGV6dy5M2xsbMyOrVmzJry8vF79pLxQh1i7OnToYPZYJpOhSZMmFuW6du2KEydOmM41aNAgi/YuWrTI9NxlcXR0xPDhw/HFF19g7969b2wnEZG12Fu7AURkPXK5HFKp1Gzb7t270ahRo1ceIwgCBEF4p3oMBgP0ev07t2/BggX47rvv/lVb3qaNNjY2b1XOaDS+VbmrV6+iRIkSbywHAN999x1q1qyJvn374sqVKwgKCnqr44iIPiZmFIlysZczgDVq1MCePXssyq1evRpHjhwBkLkW4Nq1ay3KbN68GQaDQbSeL7/8EqtXr7bYnpSUZBrj97JXtWX//v1Yv369qS0bNmyA0Wg0KxMcHIzY2FjR876oVq1apnO96M8//zR7rNPpRCecrF271jTp5VXtnTFjBq5evSpaf8mSJXHgwAHMnj37jW0lIrIGBopEZNK/f38cPXoUv/zyCxISEpCSkoKFCxfi559/RunSpQFkZsJu3LiB77//HlFRUUhOTsaKFSuwYsWKV543KCgIf/75J0aNGoWIiAjodDoEBwejRo0a2LVrFwDA1tYWOp3OdEzbtm2RlJSEwYMHIzo6Gunp6di4cSN69+6NsmXLAgBatWoFmUyGDh064MGDB0hLS8PWrVsxbNiwt1qaZ8yYMdiwYQOmTp2K+Ph4PH36FJMnT8bx48fNyslkMixYsADr1q2DSqVCeHg4evfujbi4OPTo0QMA8NNPP2HhwoVYuXIlUlJSEB8fj3HjxmH16tUoUqSI2flu3bqFSZMmQaVS4cCBA/Dz83vzi0NEZAUMFInIxMnJCceOHcPVq1cREBCA/Pnz4/Dhwzh27Bi8vb0BZC6pExwcjJSUFHz22WcoUKAATp069dq1GX19fXH69GmEhYWhTJkycHFxQVBQEKZNm2YaD1iiRAncvHkT5cqVAwDY29vjwIEDUKvVKFu2LDw8PLBixQrs2rXLFCja2dlh37598Pb2RtWqVeHh4YF169Zh27ZtcHJyeuP1ent74++//8aFCxdQqFAhlCpVCikpKVi5cqVZOXt7e+zcuRP79u2Dj48PypUrB1tbWxw5cgQymQwAkD9/fhw6dAg7d+6Ej48PihUrhgcPHiA4OBiOjo5m5ytUqBAePnwILy8vjB8/XjTbSkSUHdgI7zrYiIiIiIhyBWYUiYiIiEgUA0UiIiIiEsVAkYiIiIhEMVAkIiIiIlEMFImIiIhIFANFIiIiIhLFQJGIiIiIRDFQJCIiIiJRDBSJiIiISBQDRSIiIiISxUCRiIiIiET9H562gJelUGHTAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf\n","是 1245\n","不是 1237\n","不重要 446\n","问法错误 43\n","回答正确 29\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf\n","不是 1443\n","是 1188\n","不重要 283\n","问法错误 50\n","回答正确 36\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf\n","是 1246\n","不是 1137\n","不重要 514\n","问法错误 68\n","回答正确 35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf\n","不是 1312\n","是 1162\n","不重要 463\n","问法错误 33\n","回答正确 30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf\n","不是 1313\n","是 1161\n","不重要 449\n","问法错误 46\n","回答正确 31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf\n","不是 1314\n","是 1148\n","不重要 470\n","问法错误 37\n","回答正确 31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqgAAAGdCAYAAADe54HfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABjGUlEQVR4nO3dd1hT5/8+8JshJGzFzVIcuLUO1Lq3dYJaraso7r1arduK26pt3do6cNRWbJ1U68eJe4/WoqgISBVkyE5IwvP7wy/5GRMUNZCD3q/ryqU8z3OSd3JOkjtnmgkhBIiIiIiIJMLc1AUQEREREb2MAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJIUBlYiIiIgkhQGViIiIiCSFAZWIiIiIJMXS1AUYS1ZWFv777z/Y29vDzMzM1OUQERER0SuEEEhJSUHp0qVhbp7zetIPJqD+999/cHNzM3UZRERERPQGUVFRcHV1zbH/gwmo9vb2AF48YQcHBxNXQ0RERESvSk5Ohpubmza35eSDCajZm/UdHBwYUImIiIgk7E27Y/IgKYlp0aIFzM3N8d133+m079q1C15eXrC3t8dnn32Ghw8f6vTPnj0bFhYW6NSp0xsfY8qUKUatmYiIiMiYGFAl5sSJE5g1a5ZO28WLFzFp0iTs3LkTcXFx6NSpEzp37qwz5ttvv8WxY8feeP9HjhzBmjVrjFozERERkTExoBYAKpUKv/32G+rUqQNra2uMGjUK//33H+Li4t7qfhISEjBkyBAIIfKoUiIiIqL3x4BaADRu3BiNGjUC8CJkzp49G+XKlYOzs/Nb3c/w4cPx5Zdf5kWJREREREbzwRwk9TG4efMmatWqBXNzcwQHB7/V+V63bduGhw8fYseOHfj+++/zrkgiIiKi98Q1qAVIzZo18ezZM2zcuBFffvkl7t27l6vpIiMjMWXKFGzfvh2FChXK4yqJiIiI3g8DagFTtGhR+Pv7Y9y4cVi7du0bxwshMGDAAEyfPh2VKlXKhwqJiIiI3g8DagFw8eJFaDQanbaaNWviyZMnb5x25cqVOH36NCZNmgSZTAaZTIa0tDTIZDLcunUrr0omIiIiemcMqAXAjBkzcPz4cZ22y5cvo0qVKm+cduzYsVCr1VAoFNqbra0tFAoFatSokVclExEREb0zBtQCYMKECRg/fjxu374NhUKB3bt3Y/PmzRg5cqSpSyMiIiIyOh7FXwB06NABsbGx6NatG6KiolC3bl3s3bsXRYsWNXVpREREREZnJj6Qs7YnJyfD0dERSUlJcHBwyPfHL/PNoXx/TCl4tKijqUsgIiKiAiK3eY2b+ImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUt4poLZo0QLm5ub47rvvdNrPnDmD+vXrw8HBAQ0aNMCFCxd0+ufOnYsSJUrAwcEB/v7+SE1N1fYlJyejb9++sLOzQ+nSpbF48eJ3KY2IiIiICrh3CqgnTpzArFmzdNrCwsLQs2dPzJ8/HzExMZg8eTJ8fHzw+PFjAMC6deuwd+9eXLhwAY8fP4aZmRmGDBminX7o0KEoVKgQoqOjcf78eQQFBWH9+vXv8dSIiIiIqCCyNNYdrVq1ChMnTkTr1q0BAN26dcPFixfx22+/YeLEiVixYgV27tyJsmXLAngRWMuVK4cHDx5AJpPhxIkTiIiIgEwmg6OjIwIDA/HZZ59h2LBhxiqRiIiIiAoAowXUsmXLomPHjjptbm5uiIqKQmxsLNLS0lCnTh1tX6FChdClSxccP34cjo6OaNOmDWQymba/cuXKsLOzQ1hYGCpUqGCsMomIiIhI4ox2kNT48eP1guTBgwdRt25dREZGonz58nrTeHl54eHDh2/sJyIiIqKPR54dxb9lyxY8ffoUvr6+yMjIgI2Njd4YuVyOjIyMN/YbolQqkZycrHMjIiIiooIvTwLq5cuXMWXKFPzyyy+wtLSEXC6HQqHQGxcfHw8bG5s39huycOFCODo6am9ubm5Gfx5EeS2nM2KEhobCxsYGZmZmiIuLe+19XLhwAXv37tX+HR8fj379+qFIkSJwd3fHsmXL8qJ0IiKiPGP0gBoZGQlfX1/8/PPPqFy5MgDA3d0d4eHhemPDw8Ph6en5xn5Dpk6diqSkJO0tKirKuE+EKB8YOiMGAFSqVAnp6enw8PB47fRpaWno378/1Gq1ts3Pzw/ly5dHVFQULl++jJCQEGzdutXotRMREeUVowbUlJQUdOrUCV9//TU6deqkbS9evDisrKxw9+5dbZtarca+ffvQqlUrNGrUCMeOHdP5kv3777+hVCoN7psKANbW1nBwcNC5EX1sJk6cqPfj7vTp05g2bRpsbW1RokQJjBkzBn/88YeJKiQiInp7RguoGo0GPXv2RNOmTTFu3Di9/gkTJmDw4MF4/PgxUlJSMGbMGLRu3Rply5aFi4sLPv30U0yYMAGpqamIiorCkCFDMGPGDGOVR/TBOXToEE6ePIlu3brptHfs2BGTJ09GcnIyoqKisGDBApQoUcJEVRIREb09owXUMWPG4PDhw1i3bh0sLS21t1atWgEAhg8fjjZt2qB27dpwcXFBZmYm1q1bp51+/fr1SEhIQMmSJeHt7Y1u3bph0KBBxiqP6IMSFxeH4cOHY9u2bXr7aa9evRp79uyBo6Mj3N3d8eTJE8yePdtElRIREb29dz4P6pw5c3T+XrNmDdasWfPaaWbNmmVwfzsAcHR0xI4dO961HKKPytChQzFkyBB4e3vrvO/UajU6d+6MPn36YMqUKUhNTcX333+P2NhYlC5d2oQVExER5Z7RTtRPRPljy5YtePLkCXbv3q3Xd/DgQcjlcixevBgAUKRIEQQEBKBx48a4cOECrK2t87tcIiKit8aASlSAREZGYtKkSUhNTYWtrS0AQKVSYefOnbh48SKKFi2KJk2a6Exja2sLJycn/P333zpXcyMiIpKqPDtRPxEZn7u7O+Lj46FUKqFQKKBQKNC/f3/s3LkTS5cuhaenJ0JDQ3WmUSgU+Pfff1GyZEkTVU1ERPR2GFCJPiCdO3fGtWvXsHr1aqSkpCA6Ohp+fn5o2LAhXFxcTF0eERFRrjCgEn1AZDIZDh48iP3796NEiRKoX78+ihcvjsDAQFOXRkRElGtmQghh6iKMITk5GY6OjkhKSjLJSfvLfHMo3x9TCh4t6mjqEkyC85uIiOjt5TavcQ0qEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJyjsF1BYtWsDc3BzfffedTvvZs2dRq1YtyOVy1KtXD5cuXdLp37BhA9zd3WFrawtfX1/ExMRo+1QqFcaOHYvChQvD2dkZX3/9NdRq9buUR0REREQF2DsF1BMnTmDWrFk6bTExMfD19cWsWbOQnJyM6dOno2vXrnj69CkA4PDhw1iwYAEOHjyIuLg4VKtWDb6+vtrpZ86ciXv37iE0NBShoaG4c+cOZs6c+R5PjYiIiIgKIqNt4t+0aRN69eqFbt26oVChQvDx8YGfnx/WrFkDAFixYgWWLVuGGjVqQC6XIyAgAFlZWTh+/DgyMzOxceNGbNmyBSVKlECxYsUQGBiIn376CWlpacYqkYiIiIgKAKMF1JCQEHTt2lWnrUePHjh27BiEELh48SI6duxosP/GjRuoXLkySpYsqe1zdnZG/fr1ce7cOWOVSEREREQFgNECamRkJMqXL6/T5uXlhYcPHyI+Ph5OTk6QyWQG+w1N+3K/IUqlEsnJyTo3IiIiIir4jBZQMzIyYGNjo9Mml8uRkZFhsO9t+g1ZuHAhHB0dtTc3NzfjPBEiIiIiMimjBVS5XA6FQqHTFh8fDxsbG4N9b9NvyNSpU5GUlKS9RUVFGeeJEBEREZFJGS2guru7Izw8XKctPDwcnp6ecHZ2xvPnz6FSqQz2G5r25X5DrK2t4eDgoHMjIiIiooLPaAG1cePGOHz4sE5bUFAQWrduDTMzM9StWxfHjx832F+rVi3cuXMHiYmJ2r6EhARcvHgRn376qbFKJCIiIqICwGgBddCgQdi6dSv+/PNPqNVqHDx4ELt27cLIkSMBABMnTsT48eMRGhoKhUKBgIAAyOVyNG/eHFZWVhg4cCCGDBmC+Ph4xMXFwd/fH6NHj85xEz8RERERfZiMFlBLlCiB3bt3Y+rUqbCzs8OcOXOwd+9eFC9eHADQvn17jB8/Hm3atEGRIkVw7do17NmzRzv93LlzUapUKZQrVw4VK1ZEhQoVMGfOHGOVR0REREQFhJkQQpi6CGNITk6Go6MjkpKSTLI/aplvDuX7Y0rBo0Ud3zzoA8T5TURE9PZym9eMtgaViIiIiMgYGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFKMGlDj4+PRr18/FClSBO7u7li2bJm2799//0Xjxo0hl8tRtWpVBAcH60y7d+9eVKxYEXK5HC1btkRYWJgxSyMiIiKiAsKoAdXPzw/ly5dHVFQULl++jJCQEGzduhVKpRIdOnRA7969kZSUhHXr1mHw4MG4ffs2AOD27dsYNmwYNm7ciKSkJPTs2RPt27eHQqEwZnlEREREVAAYNaCePn0a06ZNg62tLUqUKIExY8bgjz/+wO+//45q1aph1KhRsLKyQpMmTTBr1iwsXboUALBq1SpMnjwZzZo1g5WVFYYPH4569eph586dxiyPiIiIiAoAowbUjh07YvLkyUhOTkZUVBQWLFiAEiVKICQkBF27dtUZ26NHDxw7dgwA3thPRERERB8PowbU1atXY8+ePXB0dIS7uzuePHmC2bNnIzIyEuXLl9cZW7RoUSgUCiiVSkRHR8PT01On38vLCw8fPjRmeURERERUABgtoKrVanTu3Bl9+vRBfHw8IiIi0L59e8TGxiIjIwM2NjZ608jlcmRkZCArKwvm5uYG+3KiVCqRnJyscyMiIiKigs9oAfXgwYOQy+VYvHix9ij+gIAADBw4EFZWVgYPeEpISICNjQ3Mzc0hhNDpi4+PNxhqsy1cuBCOjo7am5ubm7GeChERERGZkNEC6t27d9GkSROdNltbWzg5OQEAwsPDdfqePn2KIkWKwMrKCi4uLoiMjNTpDw8P19vs/7KpU6ciKSlJe4uKijLOEyEiIiIikzJaQPX09ERoaKhOm0KhwL///ot+/frh8OHDOn1BQUFo3bo1AKBx48av7TfE2toaDg4OOjciIiIiKviMFlA7d+6Ma9euYfXq1UhJSUF0dDT8/PzQsGFDdO/eHZcuXUJgYCBUKhXOnz+PJUuW4OuvvwYAjBkzBvPmzcPFixehUqmwadMm3Lp1C7179zZWeURERERUQBgtoMpkMhw8eBD79+9HiRIlUL9+fRQvXhyBgYGQyWQ4cOAANmzYAHt7ewwaNAgbNmxA1apVAQDVq1fHypUr0b9/fzg4OGD79u0IDg6GtbW1scojIiIiogLC0ph3VqFCBRw5csRgX5UqVXDmzJkcp/Xx8YGPj48xyyEiIiKiAsio50ElIiIiInpfDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCl5GlAjIiKwdevWvHwIIiIiIvrA5GlAHTduHGJiYrR/nz17FrVq1YJcLke9evVw6dIlnfEbNmyAu7s7bG1t4evrqzMtEREREX0c8iygBgcH48GDB5g4cSIAICYmBr6+vpg1axaSk5Mxffp0dO3aFU+fPgUAHD58GAsWLMDBgwcRFxeHatWqwdfXN6/KIyIiIiKJypOAqlQqMX78eKxbtw6WlpYAgE2bNqFXr17o1q0bChUqBB8fH/j5+WHNmjUAgBUrVmDZsmWoUaMG5HI5AgICkJWVhePHj+dFiUREREQkUXkSUJcsWYKmTZuiUaNG2raQkBB07dpVZ1yPHj1w7NgxCCFw8eJFdOzY0WA/EREREX08jB5Qo6KisHDhQhw5cgSFCxfGpEmTkJWVhcjISJQvX15nrJeXFx4+fIj4+Hg4OTlBJpMZ7CciIiKij4fRA2pAQADatGmDq1ev4tq1azhz5gxWr16NjIwM2NjY6IyVy+XIyMgw2PdyvyFKpRLJyck6NyIiIiIq+CyNfYf79u1DaGgoChcuDAD4+eef0bNnT8jlcigUCp2x8fHxsLGxMdj3cr8hCxcuxLfffmvs8omIiIjIxIy6BvXZs2ewtbXVhlMAqFq1Kh4/fgx3d3eEh4frjA8PD4enpyecnZ3x/PlzqFQqg/2GTJ06FUlJSdpbVFSUMZ8KEREREZmIUQOqs7MzEhMTkZiYqG27c+cO3N3d0bhxYxw+fFhnfFBQEFq3bg0zMzPUrVtX74j97H5DrK2t4eDgoHMjIiIiooLPqAHV3NwcAwYMwIABAxAbG4vw8HAMHjwY48aNw6BBg7B161b8+eefUKvVOHjwIHbt2oWRI0cCACZOnIjx48cjNDQUCoUCAQEBkMvlaN68uTFLJCIiIiKJM/o+qIsWLcKUKVNQrVo12NraYuzYsRgyZAgAYPfu3Rg1ahR8fX1RrVo17N27F8WLFwcAtG/fHhEREWjTpg3i4+PRrl077Nmzx9jlEREREZHEmQkhhKmLMIbk5GQ4OjoiKSnJJJv7y3xzKN8fUwoeLer45kEfIM5vIiKit5fbvJZnlzolIiIiInoXDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREREQkKQyoRERERCQpDKhEREREJCkMqEREJrZ06VLExcXh1KlTsLS01LlZWFigVq1aEEIAAPbu3YuKFStCLpejZcuWCAsLM3H1RETGx4BKRGRCt27dwsyZMwEAzZo1g1qt1rm1adMGM2bMgJmZGW7fvo1hw4Zh48aNSEpKQs+ePdG+fXsoFAoTPwsiIuNiQCUiMpHMzEz0798farXaYP/ly5cRFRWF7t27AwBWrVqFyZMno1mzZrCyssLw4cNRr1497Ny5Mz/LJiLKcwyoREQmMn36dFSvXh2urq4G++fNm4fp06fDzMwMABASEoKuXbvqjOnRoweOHTuW57USEeUnS1MXQET0MTp9+jSCgoJw48YN1KxZU6//1q1bCA0NRa9evbRt0dHR8PT01Bnn5eWFhw8f5nm9RET5iWtQiYjyWXJyMgYMGIDNmzfD0dHR4Jh58+Zh6tSpsLCw0LZlZWXB3Fz3Y1sulyMjIyNP6yUiym9cg0pElM/Gjh2L7t27o3nz5gb7//33X1y7dk1v31Jzc3MIIbSb/AEgPj4eNjY2eVkuEVG+4xpUIqJ8tG/fPuzYsQMrV66ETCaDTCZDREQEXF1dceDAAQDAggULMHnyZFha6q5DcHFxQWRkpE5beHi43mZ/IqKCjgGViCgfde3aFSqVCgqFQnvz8PDA48eP0blzZzx48ABnzpzBgAED9KZt3LgxDh8+rNMWFBSE1q1b51P1RET5g5v4iYgkZOHChZg4cSKsrKz0+saMGYMOHTqgVq1aqF27NrZt24Zbt25hx44dJqiUiCjvMKASEUlEVlYWEhMTMWTIEIP91atXx8qVK9G/f39ERUWhYcOGCA4OhrW1dT5XSkSUtxhQiYhM7NGjR9r/79mz57VjfXx84OPjk7cFERGZGAMqEdEblPnmkKlLMIlHizqaugQi+kjxICkiIiIikhQGVCIiIiKSFAZUIiIiIpIUBlQiIiIikhQGVCIiIiKSFAZUIiIiIpIUBlQiIiIikhQGVCIiIiKSFAZUIiIiIpKUPA2oS5cuRVxcHADg33//RePGjSGXy1G1alUEBwfrjN27dy8qVqwIuVyOli1bIiwsLC9LIyIiIiKJyrOAeuvWLcycORMAoFQq0aFDB/Tu3RtJSUlYt24dBg8ejNu3bwMAbt++jWHDhmHjxo1ISkpCz5490b59eygUirwqj4iIiIgkKk8CamZmJvr37w+1Wg0A+P3331GtWjWMGjUKVlZWaNKkCWbNmoWlS5cCAFatWoXJkyejWbNmsLKywvDhw1GvXj3s3LkzL8ojIiIiIgnLk4A6ffp0VK9eHa6urgCAkJAQdO3aVWdMjx49cOzYsVz1ExEREdHHw+gB9fTp0wgKCsLq1au1bZGRkShfvrzOuKJFi0KhUECpVCI6Ohqenp46/V5eXnj48GGOj6NUKpGcnKxzIyIiIqKCz6gBNTk5GQMGDMDmzZvh6Oiobc/IyICNjY3eeLlcjoyMDGRlZcHc3NxgX04WLlwIR0dH7c3Nzc14T4SIiIiITMaoAXXs2LHo3r07mjdvrtMul8sNHvCUkJAAGxsbmJubQwih0xcfH28w1GabOnUqkpKStLeoqCijPAciIiIiMi1LY93Rvn37sGPHDlhYWGDlypUAXmyGd3V1RalSpRAeHo6mTZtqxz99+hRFihSBlZUVXFxcEBkZCQ8PD21/eHi43mb/l1lbW8Pa2tpY5RMRERGRRBhtDWrXrl2hUqmgUCi0Nw8PDzx+/Bjz58/H4cOHdcYHBQWhdevWAIDGjRu/tp+IiIiIPh75ciWpbt264dKlSwgMDIRKpcL58+exZMkSfP311wCAMWPGYN68ebh48SJUKhU2bdqEW7duoXfv3vlRHhERERFJSL4EVJlMhgMHDmDDhg2wt7fHoEGDsGHDBlStWhUAUL16daxcuRL9+/eHg4MDtm/fjuDgYG7CJyIiIvoIGW0fVEMePXqk/X+VKlVw5syZHMf6+PjAx8cnL8shIiIiogIgX9agEhERERHlFgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUmKUQNqYmIi/Pz8UKxYMZQpUwaLFi1CVlYWAODs2bOoVasW5HI56tWrh0uXLulMu2HDBri7u8PW1ha+vr6IiYkxZmlEREREVEAYNaD26NEDLi4uePDgAY4ePYq9e/di1apViImJga+vL2bNmoXk5GRMnz4dXbt2xdOnTwEAhw8fxoIFC3Dw4EHExcWhWrVq8PX1NWZpRERERFRAGC2gXr9+HbGxsZg/fz4cHBxQoUIFbN68GT/99BM2bdqEXr16oVu3bihUqBB8fHzg5+eHNWvWAABWrFiBZcuWoUaNGpDL5QgICEBWVhaOHz9urPKIiIiIqIAwWkDVaDSYOHEizMzMtG1ubm6IiYlBSEgIunbtqjO+R48eOHbsGIQQuHjxIjp27Giwn4iIiIg+LkYLqHXr1sXAgQN12g4ePIi6desiMjIS5cuX1+nz8vLCw4cPER8fDycnJ8hkMoP9RERERPRxybOj+J8+fYpJkyZh1qxZyMjIgI2NjU6/XC5HRkaGwb6X+3OiVCqRnJyscyMiIiKigi9PAqpSqUT37t0xcuRI1K9fH3K5HAqFQmdMfHw8bGxsDPa93J+ThQsXwtHRUXtzc3Mz+vMgIiIiovyXJwF10KBBcHNzw7Rp0wAA7u7uCA8P1xkTHh4OT09PODs74/nz51CpVAb7czJ16lQkJSVpb1FRUcZ/IkRERESU74weUOfMmYOHDx9iy5Yt2gOmGjdujMOHD+uMCwoKQuvWrWFmZoa6devqHbGf3Z8Ta2trODg46NyIiIiIqOCzNOad7dixA9u2bcP58+d1DnoaNGgQPvnkEzRt2hRt2rTB4cOHsWvXLly7dg0AMHHiRIwfPx5//PEHypQpg6VLl0Iul6N58+bGLI+IiIiICgCjBdSQkBD4+/tDpVKhdOnSOn0PHjzA7t27MWrUKPj6+qJatWrYu3cvihcvDgBo3749IiIi0KZNG8THx6Ndu3bYs2ePsUojIiIiogLEaAG1SZMmUCqVOfZ7eHjgxo0bOfYPGzYMw4YNM1Y5RERERFRA5dlppoiIiIiI3gUDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERERFJCgMqEREREUkKAyoRERERSQoDKhERUT4KDw9H+/btYW9vDy8vL+zatQsAEBgYCEtLS52bubk5unbtauKKifIfAyoREVE+EUKgS5cuaNmyJeLi4vDbb79h6tSpuHDhAr788kuo1WrtLTMzE5UrV8aMGTNMXTa9h5x+kABAaGgobGxsYGZmhri4OBNWKT0MqERERPnk+fPnGD16NCZPngxra2vUrFkTXbt2xZkzZ/TG7tmzB+7u7qhXr54JKiVjeN0PEgCoVKkS0tPT4eHhYeJKpYcBlYiIKJ8ULlwYw4YNAwBkZmbi6NGj2LNnD1q2bKkzTgiB+fPnY+bMmaYok4zkbX6QkC4GVCIiIhOoX78+2rZti+bNm+OTTz7R6Ttw4ACcnZ3x6aefmqg6Mobc/iAhfQyoREREJnD+/HmcP38ed+/exYIFC3T65s2bx7WnH5jX/SAhfQyoREREJiCTydCgQQP88ccfWL58ubb9yJEjsLa2RvPmzU1XHBnd636QkD4GVCIionzy6NEjPHnyRKfNxcUFFhYWyMjIAADue/qByukHCRnGgEpERJRPzp49i6+++kqn7dGjR7C3t4dcLsepU6egVCrRtm1bE1VIxpSbHyRkGAMqERFRPvHx8cGlS5ewdetWZGRkIDQ0FF988YV2jWlAQADPe/oBedMPEsoZAyoREVE+sbW1xcGDB7F9+3YUK1YMbdu2RZ8+fTBgwACkpKTA2dkZnTt3NnWZZCRv+kFCObM0dQFERERSUuabQ3n/IHXGo2id8QCA5f8By7Mfs+yX+fP4Bjxa1NEkj/shy/5BMnr0aIwaNQpFihTBV199hQEDBpi6NMljQCUiIiLKI15eXjh69Ohrxzx69Ch/iilAGFCJiIjoo2WqNdamJvU15pLaBzU5ORl9+/aFnZ0dSpcujcWLF5u6JCIiIiLKZ5Jagzp06FDIZDJER0fj+fPn6NGjB5ycnLSXCSMiIiKiD59kAmp0dDROnDiBiIgIyGQyODo6IjAwEJ999hkDKhEREdFHRDKb+M+ePYs2bdpAJpNp2ypXrgw7OzuEhYWZsDIiIiIiyk+SCaiRkZEoX768XruXlxcePnxogoqIiIiIyBQks4k/IyMDNjY2eu1yudzg5cCUSiWUSqX276SkJAAvDrQyhSxlukke19RM9XqbGuf3x4Xz++PC+f1x4fw2zeMKIV47TjIBVS6XIz1dfyGJj483GFwXLlyIb7/9Vq/dzc0tT+ojwxy/N3UFlJ84vz8unN8fF87vj4up53dKSgocHR1z7JdMQHV3d8eff/6p1x4eHg5PT0+99qlTp2LixInav7OyspCQkABnZ2eYmZnlaa1SkpycDDc3N0RFRcHBwcHU5VAe4/z+uHB+f1w4vz8uH+v8FkIgJSUFpUuXfu04yQTURo0a4auvvoJarYal5Yuy/v77byiVSoP7plpbW8Pa2lqnzcnJKT9KlSQHB4ePagH/2HF+f1w4vz8unN8fl49xfr9uzWk2yRwk5eLigk8//RQTJkxAamoqoqKiMGTIEMyYMcPUpRERERFRPpJMQAWA9evXIyEhASVLloS3tze6deuGQYMGmbosIiIiIspHktnED7xY5btjxw5Tl1GgWFtbY/bs2Xq7O9CHifP748L5/XHh/P64cH6/npl403H+RERERET5SFKb+ImIiIiIGFCJiIiISFIYUImIiIhIUhhQiYiIiEhSGFCJiIiISFIYUAu4tLQ01KhRA2q1Wtt28uRJTJ8+XaeNPgypqalwcHDQmbfBwcHo27cvMjMzTVgZvaukpCSMGzcux35bW1s8e/ZM+3daWlp+lEVEZFI8zVQBp1arIZPJkJGRgZ07d8LPzw8nT55Eq1atkJSUBDs7O1OXSEak0WhgbW2NtLQ0LFmyBDNnzkRISAiaN2/O+V1AJScno2rVqoiKisLGjRuRnp4OMzMzyOVyDBkyBEWLFkVkZCRsbGwQExOD2rVr49y5c/Dw8DB16WRkarUaQ4cOxQ8//AB7e3vcvn0b5ubmqFq1qqlLIyMKDg6GjY0NzM311xGamZmhZMmSqFChggkqkxYG1AIiLS0Nbdu21Z7QVwgBR0dH7N27F3Z2dtorcCUkJODGjRuoU6cOkpOTYWtra+LK6V2kpqbCy8tLZ347OzvjypUrsLe3187v+Ph43Lx5E7Vr1+b8LqCUSiWqVauGsLAwVKpUCU2aNAEAnDhxAvfv34eHhwciIiIAAKtXr8bPP/+Ma9eumbJkeg9KpRJr166FXC6HhYUF0tPT4evri1atWuHatWtwcnLC8+fPYWdnhz59+uDcuXMICwtDoUKFTF06vafIyEi4u7ujVKlSqFevHoQQOHXqFJo1a4arV6+iWrVqsLKyQkhICG7fvg13d3dTl2xS3MRfQFhbWyMqKgqDBg3C/fv3MXjwYNy7dw8AIJPJYGVlBUtLS+3fAGBlZWWyeun9yOVyyGQybNu2DWZmZti+fTvS09MBvFgWChUqpJ3f2fOZVyMpmCwtLXXm5caNG7Fx40ZYWFho27p06YKYmBjs2bMHX331lSnLpfckhMDEiROxY8cObN26FRMnToRSqcTDhw8hk8lgbW0Na2trHDhwAHv27MFPP/3EcPqBaNiwIbZv3w4bGxvs378fBw4cgKurKw4cOID69etjy5YtOHjwIAYOHKj9vP+YSepSp5QzS0tLODk5oW/fvli8eDH69u2LhQsXavsAaD/EVCoVChUqxA+1AszCwgK2trZo1KiR9t/szUGvBtPMzEzIZDJtOxUsFhYWiImJwciRI/H06VOMHDkSAHTmd8uWLdGkSRMkJiaie/fupiyX3pO1tTUsLCxw+vRpAICNjY3Oj05zc3Ns3rwZM2bMwM6dO9G6dWsTV0zGIpfLsW/fPkRERGDu3LkAgLi4OMydOxd3797F8uXL4eDgABsbG1SqVMnE1Zoev9EKsOwvMKVSiblz5yI1NRVz585FdHQ0SpYsaeLqyNiy53dGRgb8/f2RmJgIf39/PHv2DKVKlTJxdfQ+5HI5GjVqhODgYDRq1AhCCJw4cQLAi33Sxo8fj5SUFAQHB3NNeQFnZmYGMzMznTYLCwuYm5tjxowZUKlUOHv2LC5duoQyZcqYpkgyqitXruDAgQOwtrbG7t274eHhod1CYmZmBgsLC+2/5ubmUCqVJq5YGriJvwDL3n04KysLYWFh6NKlC8LCwnDjxg3UrFnTxNWRsWXPb3Nzc7i4uGDChAlwcXFBZmYm6tata+Lq6H04Ojqib9++KFy4MPr27Yt+/foBAMaPH4/k5GQAwH///Ydbt27h+vXrpiyVjODVQz+ysrIghMCDBw+g0Wiwb98+bN++XW8cFUwqlQp//fUXIiIi8PjxY5iZmcHf3x8DBgyAo6MjBg4cCA8PD4wePRozZszAsmXLTF2yJHANagGW/eEll8uxbds2bXuHDh20X3D04cie31ZWVggICNC2NWrUCBMnTjRlafSeHj16BG9vb4SFhcHb21vbXrx4cSQmJuLPP//EqVOnMGTIEAQFBeGTTz4xYbX0PrKysvTWoKrVamg0Gvzyyy/Yv38/Tp48iS+//BJhYWHYunWriSolY2nYsCHOnz+PFStWoH379rC0tESDBg20W8UaNmyIhIQEeHl5oVWrVpg7dy7f4+Aa1AJDo9EgMzMT9+7d0/6bfS5MtVqN27dv499//8WiRYugUCjw+eefm7hieh8ajQapqan466+/tP9mz2+NRoNz587hyJEjGDVqFMqWLYt27dqZuGJ6HyVLlsS2bdvg7u6O7du3IzAwEEIITJs2DaVLl8aMGTMgk8nQtWtXnD171tTl0ntQKBRQq9U6m3NTUlKgUqmQmZkJlUqFSpUq4eTJkzhx4gQ2bNhg6pLJCJ49e4bQ0FCsWbMG9+/fR0REBMLDwxEeHo6IiAikpKTg33//hbe3N1q2bInLly+bumST4xrUAkKhUODevXuoXLkyhBCoVKkSXF1dAbzYB/X69esYNmwY7OzscOHCBRNXS+8rIyMDCoUCw4YNAwAMGzYMRYoUAfBiWcg+mEaj0eDw4cOmLJXeU1ZWFiwtLeHl5aXdF83MzAxZWVkAXvwADQkJwdGjR1G6dGncvHnTxBXT+7C2tsbt27e181qj0cDV1RUrV65EZmYm1Go10tLSIJfLsXr1agwcOBB9+/blKeQKOHNzc+zfvx/r168HANSvXx8xMTE650JVKpVo3749goKCuP8xeB7UAiX76PxsmZmZsLS0hEwmQ2ZmJuLj47FixQqsXbsWM2bMwIQJE0xYLeUFjUYDmUwGlUoFjUaDzZs345tvvkHfvn2xZMkSHkBTACkUClSuXBnh4eFo2rQpYmJioFKpUKJECZw/fx6urq549OgRLC0tERcXh+LFiyM+Ph6FCxc2den0Hn799Vf4+vrqnQ4wJiYGZ86cwbhx4/Dnn3/in3/+wRdffGGiKslYUlNT4e7uji1btqBFixZo27YtmjVrhjFjxgB4sbuWt7c37ty5AycnJ9MWKxEMqAVceno67OzsoFKptEcFnj9/Hv7+/jhz5gycnZ1NXCEZU/alTrN/nADAgwcPMGjQIBw6dIhrWQqghIQElCtXDomJiQb7HR0dERUVBQcHB6SkpCAwMBBDhw7laeQKqMjISHTv3h03btxAUFAQ0tPTsXDhQu35q4EXYeXevXuwtLTEb7/9hlatWpmwYjKG5ORklC5dGo0bN8bNmzeRkpKCGjVq6BzgunnzZgwcOBAA8OOPP5qqVMngJv4CRKPRIDo6Gm5ubtqd7GUymfZyeNkaNmyIq1evwsbGxlSlUh6xs7NDSkqKzjlPy5UrhxMnTugdeEEFQ5EiRXIMpwCwa9cuyOVyAIC9vT1GjRqVX6VRHihZsiTq1q2LXbt2oVy5cti5cyfS09MxadIknXEajQYXL17U7upBBVtaWhqsra1x+PBhaDQaHD9+HKtWrcKqVavQsWNH+Pj44Pvvv0dqairi4+NNXa4kcA1qARIVFYUyZcrg6dOnKFasmE7f4MGDUb16dYwbN85E1RER0ds6cuQIDh48iJUrV5q6FMpDCoUC165dw6effqrTfuLECWzfvh0rV67kSqVXMKAWIAkJCShatChSUlJ0NuUOHz4cmzdvxtq1a+Hv72/CConoXT179gx16tTBzZs3c9y/NPtyx3/99Vc+V0dElL94mqkCxNraGmZmZjo71Y8dOxZBQUH43//+x3BKVEClpKRALpfj8ePHkMvliIqKQlxcHJ49e4bIyEg8e/YMCxYsgIWFBa5cuWLqcskIMjIy8PvvvwMA3N3dERUVZeKKyNRiY2NRu3Zt3L1719SlSAIDagGSfVBE9v6Hv//+OzZv3ozg4GA0adLElKUR0TvaunUrvvrqK8hkMpiZmUEmk6FixYooUaIESpYsibJly2Lfvn1YuHAhHBwcdA6moYJLpVJh9OjRAF5cfKNo0aI4e/Ys2rVrhw4dOqBDhw5o06YNOnXqZOJKyRhu3LgBBwcH/PfffwCApKQkTJ48GXFxcdoxcrkcN27c4PEE/4cBtQCxsLCAEAI7duwAAHTt2hX/+9//dK48Q0QFy71797TnQs0+2LFMmTLQaDTw9vbGpk2bYGtrC2dnZ1hbW+scIEcFj0ajQdWqVdGlSxckJiaiZcuWePLkCaytrSGXy5GYmIhKlSqhZcuWuH79OqZNm2bqkskIbGxskJqaqt09z8rKCsuWLUN6erp2TPaPz1dPPfax4iddATRu3DgsX74c1apVAwCsXr1ap1+tVuP58+cIDg42RXlE9BZq1KiBQ4cOAfj/X0wvn882e7cee3t7WFpaMqAWcCqVCjNmzICtrS1GjhyJKVOmYNCgQTA3N4dcLoezszMqVaqEcuXKwcrKSu+gGiqYsreQZJ+RQy6XQwih837O/n/2KSM/dlyDWsCYmZnh7t278Pb2xo4dO3DhwgWoVCqdW2ZmJjIzM01dKhHlgqenJ8LDw3H69GkAwOnTp5Geno7Tp08jOTkZoaGhCAsLg0KhQEhIiM4p5ajgkclkaNmyJTp27AgbGxu0a9dOe/Q2N+1+uLJ30Xv5/MXZV417+W8AfI//H/4UL0CyT7hQtGhRrFu3Do0bN8aoUaMwePBgnsiZqIAqUaIErl+/jkmTJiEzMxOTJk1CdHQ0Jk2ahMjISOzatQuWlpZ48uQJJk2axC+vAk6lUqFUqVKwtLSERqNBoUKFkJWVBZVKBYVCgYyMDMTHx8POzg4ajQZRUVFwc3Mzddn0nszNzSGE0PmuFkKgR48eeltM6AUG1AJErVYDeLEPk4WFBfr16wcHBwf4+vri6NGjqF+/vokrJKK3VaRIEbi7u+Py5cuws7PD5cuXUatWLVy+fBkNGzbEiBEjULhwYUyfPh2XL19GuXLlTF0yvQdzc3NERUVp9zF+8OABKlSooD1Be3R0NAIDAwEAhQsXRqNGjRAZGWniqslYXv6efvU7WwiBU6dOMaT+HwbUAkSlUgF4EVSz91Hp0qULRo8ejc8///y1508kImmSy+V4/vw5gBc/Pl/+N1tWVhbS09MhhOCVhQo4CwsLuLi4ICMjAxs2bICtrS0GDx6sDazfffcd2rdvj7Nnz6Jly5amLpeMRAgBMzMzLFy48LXjlixZAp6e/gVuKypAFAoFAECpVOq0BwQEQC6Xw8/PzxRlEdF7sLCwQEZGBoQQ2h+hCQkJmDVrFh4/fozff/8dGRkZSExMhFKp1G5JoYJNCIGBAwciOjoaaWlpKFq0KDQaDcaPHw9ra2ssWLAAu3fvNnWZZCQvbwEFgPPnzyMyMlLvZmZmxoD6f7gGtQDJzMxElSpVtF9i2SwsLDBr1iz8+eefyMrK4j5qRAWISqVCVlYWFAoFhBDQaDQYMGAAzMzM4O/vD4VCod1nMTU1Ve8HKhUsWVlZaNmyJSZPnqxtO3PmDAIDA6HRaKBQKBAYGIg6depg0KBBqFKlCqpWrWrCiskYst+3SqUSSqUSjRo10gmj2f83MzPT24LysWJALUBcXFxw+/Ztg319+vRBz549GU6JChghBIKCgpCWlgYhBNLS0jB//ny9cTExMYiIiEBaWpoJqiRjSU1NxSeffIKePXvCwsICaWlpiIqKwh9//AEhBFJTU/HHH38AAEqVKoX169fjxx9/NHHV9L5SU1O187dIkSK4f/++zsFRwIsfq+XKleNWkv9jJrgumYjIpDQaDe7evYszZ87Az89P74srW1paGs6ePYu2bdvmc4VkbI8fP8agQYOQlJSEYcOGYeDAgXjy5Anq1auHx48fA3ix1Ywnbf8wpKWl4e+//0bt2rV1TjX1svj4eBQrVgy3bt3Snuf8Y8aASkRkYlFRUShTpgyePn2KYsWK6fQNHjwY1atXx7hx40xUHeWlH374AYMGDYKdnR0UCgXu3r2LmjVrmrosMgGVSoV79+6hfPnyOf5I/ZhwezARkYnZ2tpCCKE9YXu24cOHY9u2bbC3tzdRZZTXxo0bBzs7OwAvTuLPcPrxKlSoEKpWrcpw+n8YUImITMza2lp7SdNsY8eORVBQEP73v//B39/fhNVRXtBoNHj48CEAIDk5GQ4ODnj69KnOmMePHyMqKsoU5VEeKFKkiF5bjx49tFeRI10MqEREJpa9T1r2tbh///13bN68GcHBwWjSpIkpS6M8kpycjAoVKkCtVsPGxgapqak6a8p/+uknVKtWDXPmzDFdkWRUTk5OEEJoL7yQkZGB4OBgvTPz0AvcB5WIyMSyL3kZGBiIfv36QaPR4MqVK7w63AdMpVLBzs5Oe/ohS0tLKBQKpKamwt/fH8HBwShfvjyuXr3KTb4fgJSUFFSoUAFWVlaoWrUq/vzzT2zevBkLFizApUuXMGDAAFhYWEAIAScnJ2zevNnUJZscTzNFRCQR48aNw/Lly7VH8K5evVqnX61W4/nz5wgODjZFeWQk6enpsLGx0dmlw9zcHJaWloiKioJarcb58+fRqVMnhtMPQExMDBo1agQAOHz4MKpUqYLExETMmjULo0aNgpmZGc6cOYPly5dj6tSpWLNmjYkrlgZu4icikgAzMzPcvXsX3t7e2LFjBy5cuACVSqVzy8zMRGZmpqlLpfcghEDZsmXh7e0NhUIBb29veHt7Q6PR4MSJE5DJZNi/fz8++eQTxMfHIyMjw9Ql03uytbXFpEmTYGVlhV27diElJQU9evTAgAED8NtvvyE+Ph62trbw8/ODo6MjfHx8TF2yJHANKhGRiWXvaVW0aFGsW7cOjRs3xqhRozB48GC0atXKxNWRMalUKnzzzTewt7fHqFGjMGrUKAghMGjQIHz//fc4d+4ctmzZgo4dO6JkyZK4f/8+qlevbuqy6T3Y2dlhxIgRqF69OlavXo2yZcti+vTpmDBhAg4ePMi15DlgQCUiMrGXr9NtYWGBfv36wcHBAb6+vjh69Cj3Rf2AWFlZYcKECVCr1Rg1ahT8/Py0AfW3335DUFAQxowZg8OHD6NIkSK4e/cuA+oHYuDAgTh48CDu3r2LCxcuaC9tamZmZurSJImb+ImITCz7KN6XL3HYpUsXjB49Gp9//jkSExNNVRrlkaSkJKhUKiiVSu38V6lU6Nu3L+7cuQNLS0vcuHEDFy5cMHGlZCwymQxPnz7F0qVLkZycjKlTpwIAd9vJAQMqEZGJKRQKANAe0Z0tICAAcrkcfn5+piiL8pBcLkdERASsra2RkZGB0qVLIz09HcCLILNixQrs2LEDI0aMMHGlZAx//fUXAGDEiBEIDQ3F7t27ERQUhHr16sHW1hYZGRnYv38/UlNTceDAARNXKw08zRQRkYlFR0ejffv2OHnyJJydnXX6duzYgT///BOBgYEwN+c6hQ/Fl19+ifj4eBw6dAghISHw8vKCra0tvv/+e3z++eeoWLGiqUskI0lPT0eJEiWgUCjw7NkzODk5AQAOHTqE4cOH49y5c+jduzcKFSoEjUaD9PR0XLlyxbRFSwADKhGRhAkhoFartSfzp4Jv3759GDJkCC5evIiyZcuiZs2aGDx4MOrXr49Zs2bh5MmT8PT0RKdOndCqVSu0a9fO1CXTe3ry5AkmTZqECxcuYN++fdr9itu0aYO6deti4cKFJq5QehhQiYiI8pFarUZoaCiqVauGW7duoXPnznj48CEsLCwAAPHx8di0aRNWrVoFf39/zJ4928QVk7GsXbsW27Ztw7lz5wC8OC/ql19+iSdPnmjnP73AgEpERGRC9+/fR/ny5fXaVSoVLCwsuGvHByYhIQFFihTR/n316lXUqVPHhBVJEwMqERFRPtFoNPj+++9ztcuGubk5atSogaZNm+ZDZZSXUlNTceLECdjb27/2B0f2RTnat2+fj9VJEwMqERFRPrK0tIS3t/cbT9D+9OlTREdHIzExkZt/C7inT5+idOnSegdBviohIQEVK1bEv//+m0+VSRcDKhERUT6ysbHB/fv3Ubp06deOu3v3LipXrozQ0FAe1V/AJSUloXDhwkhNTYWNjY3BMQqFAjY2NsjKysrn6qSJV5IiIiLKRy+vDVUqlVi7dq32ikLZ64xGjRqFIkWK4Pz58wynHwBLS0vtFaNSU1Pxyy+/aNegKxQKfPnll7yq1Cu4BpWIiCgf2draIiwsDKVLl4ZSqYRcLke/fv1gYWEBIQS2bdsGpVIJS0uuQ/pQZK8dTU1NhUajgZOTE4YNGwYhBDZt2oSkpCSYmZnBxsYGGo3G1OVKAgMqERFRPrKyssLt27fh5eUFIQQsLCy0m37VajWsrKy4mfcDk/1DJDU1FTKZDNbW1tpL3Nrb2yMlJQVKpZIB9SU8dwUREVE+UavVKFGiBDIyMgBAu1k3e9MuN/N++MzNzXXm8cu7dtD/x+0HRERE+cTS0hJRUVHaNaSZmZkQQmDy5MkoVKiQtl2tVnMT/wfk5QCqUCig0WjQp08fCCGgVCqRkZHBMzW8gks/ERFRPklNTcW3336LY8eO4fLly9BoNJg5cyasra1hbm6OrKwszJgxg5v4PzAajUa71lQIgVWrVmmP5m/RogUvxmAA90ElIiLKJ8OGDcOpU6fw9ddfo2/fvpDJZKYuifJBUlISihQpgjt37kAulxsco1QqUalSJTx69Ahubm75XKH0MKASERHlk8TERNjb28PS0hKXLl3CZ599Bltb29dOExkZmU/VUV7577//4Orqmqv9Tc3MzHigFLiJn4iIKN8ULlxY+/8yZcogMDAwx31NlUolEhMT86s0ykPFixdHXFwc7OzsXruvaWZmJhISEvKxMuniGlQiIiIikhTulUtEREREksKASkRERESSwoBKRERERJLCgEpERPSBiYiIwNatW01dRp5Zvnw5oqOjTV0G5SGjBNQ5c+bgu+++M8ZdvZMyZcogLi4ux/4ePXrgq6++yseK8oa3tzdOnDgBIOfn/KbXIj9dv34djRo1gp2dHT755BMcO3bsteNnz54NCwsLdOrU6Y33PXfuXFhaWurczM3NMW7cOJ0xJUqUgIODA/z9/ZGamqrta968OSwtLWFvb48GDRrg5MmTuXpOKSkpCAgIQJUqVWBjY4OSJUuiR48eOHfunHbMo0ePUK1atRzvQ6lUwt3dHfv27cvVY5qKMZ7r29iyZQtGjx5tsO/58+dwcnJCWlrae9+XMRnz+b/O236G5eb5x8XFoVevXnBycoKHhwd+/PFHvf5ixYrBzMwMV65c0Zs+LCwM5ubmOu/Bixcv5qo+Ozu7XD+X99G8eXODteckt99l58+fR7FixVCpUiUAefe5a6ieTZs2wdLS8o3L3bhx4xATE/NOj6tSqTBz5szX1vGqffv2wd3dHUqlEsDbvQcHDBiAoKAgAC9OaN+0aVMULlwYR44cMTj+4cOHWLx4MUqUKAHgxam7qlevjmLFiuHvv/8GABw/fhyFChV672Xtv//+Q8eOHWFjYwNPT09s2bIlx7GDBg3S+14yMzPDihUrAAAZGRkYM2YMihcvjpIlS2LKlClQq9Xa6R8/fgwfHx84OTmhYsWK2Lx5c65qlNL3fm7t3bsXFStWhFwuR8uWLREWFqY35qNYg1qmTBm4uLiYuoz38ujRI0RGRqJp06amLiVX0tLS0LFjR4wcORIJCQn4/vvv0a9fP0REROQ4TfbVVXJj1qxZUKvV2tvz589RqlQpTJ48GQCwbt067N27FxcuXMDjx49hZmaGIUOG6NzHhQsXkJiYiCVLlqBfv35v/DCPioqCt7c37ty5g19++QXJycn4559/0KlTJ/Ts2RPLli3LVe2WlpaoWLEiihQpkqvxpmCs52os+/btQ+vWrd94vsgPVV58hvn5+aFkyZKIjo7G8ePHsWXLFuzevVvbX7RoUTx79gzNmjUzOP0///wDPz8/nfdh/fr1jVqjVP3yyy+YMWMGzpw5k++P7e/vj/v37792THBwMB48eICJEye+02PMmjUL169ff6tpChcujIoVK7735Vlv3ryJtLQ0PH36FA0aNDA45tChQ/D19dU+1okTJ1ChQgVERETA09MTANCyZUuoVKr3qgUAunfvjpo1ayI+Ph779u1DQEAADh8+bHDszz//rPN+ePjwIVxcXDBs2DAAwNdffw2lUom7d+8iNDQUSUlJmD9/PoAXp5dq06YN2rRpg+joaOzatQsLFy7E/v373/s5SM3t27cxbNgwbNy4EUlJSejZsyfat28PhUKhM+6jCKjfffcdJkyYYOoy3ktQUBB8fX0LzLV64+LisHz5cvTt2xdWVlZo1qwZ6tevj8uXL+fJ461duxZdunTRfomvWLECGzduRNmyZeHg4IB169bh7NmzePDggc50lpaWaNq0KVq0aPHGtT+9e/dGt27d8Msvv6BmzZqwtLSEs7MzBgwYgAsXLuDJkydvPAEzAFhYWOB///sfmjRp8u5POI8Z67kay+7du/H555/n2+NJjbE/wzQaDdq2bYtly5bB1tYW5cqVw5dffolTp07l+j7++ecf7RrEj01ycjJcXFxQtGhRU5eiR6lUYvz48Vi3bt07hcWzZ89i+fLlbz1d06ZN8b///e+9v6OSk5NRqlQpWFtbw9HR0eCYc+fOoXnz5jrTlC5dGjY2NtrLhxrD+fPnkZaWhvnz50Mul6N69epYvXo1FixYkKvpFy9ejDFjxmhrOnnyJKZMmYLChQvDyckJX3/9Nf744w8AL0J3uXLlMGrUKNja2qJ27dr44Ycf8NNPPxnt+UjFqlWrMHnyZDRr1gxWVlYYPnw46tWrh507d+qMe+uAOmfOHBQuXBheXl56m0U3bNgAT09P7SbVV9PwihUr4OnpCWtra1StWhXbtm3T9mVvKrtz5w6aN28OGxsb1K1bF9euXQPw4hfhq5tza9Wqpb3awvPnz+Hn5wcHBwd4eHhgx44d2vsePXp0jqvlW7ZsiZCQEJ22uXPn4vnz5zptHTp00P5qevbsGb788ks4OTnByckJ/fv3x6NHj1CmTBnteDs7O0RHR6NLly6ws7ND5cqVcfToUZ37jI6ORu/eveHk5ARnZ2eMGTMGV69eNbjp5l2/oH/99VdUq1YNMpkMVatWxa+//oqvvvpK+3rMmTMHS5YswaxZs1C0aFGUKlUKmzZtghACAQEBKFGiBEqVKqX3+j18+BA+Pj6ws7NDsWLFMHbsWFy6dEn7oeHh4YEvvvgCwIvNGr/99hsuXbqEhg0bvvVzeJOMjAz8+OOP+OabbwAAsbGxSEtLQ506dbRjChUqhC5duuD48eMG7yMpKem1H6wnT55EYmIiAgICDPa7urriu+++015rGUCOyzIAVKtWDY8ePQLwYu3Y/fv3c1x+AeDp06fo27cvnJycYG9vj86dO+Pu3bva/nv37qFu3bqws7PDsGHDtJvZAGD79u2oUqUKrK2tUa5cOSxbtuy14dLYzxUArl27hlatWkEul8PFxQVz5szB3r17MWDAAABAr169MGjQIKxZswaWlpaIj4/XTpuUlIQzZ87o7fpx6dIltGvXDvb29nB0dETnzp1x8+ZNnTF79+5FlSpVYGdnBx8fH537ze1rk5ycjHHjxsHFxQVyuRw1atTAhg0bDL6Gv//+O9zc3LRrn+zs7BAVFYXu3bvD3t4ezs7OGDp0KJKSknSmi4iIQI8ePeDg4ABHR0f07t0b//33n7b/5c+wAQMG4LfffsP8+fNRunRpFC5cGFOmTNFeu/11r2U2CwsLjBs3DpaWllCr1bh48SLWrVuHtm3b6o3NyZ07d+Dl5ZXr8cD//xxPS0uDpaWlThBav349vLy8YG1tjcqVK+t85pw8eRIdO3ZEv379ULJkSe2uHkII/PDDD6hcuTJkMhk8PDzwzTff6OwKolQqMWHCBDg7O6NEiRK5Cl+bNm1CpUqVIJPJULNmTW2IAF5sOg8MDESvXr1Qvnx5g9P//vvvqFmzJqytrVG2bFksXbpUb3k5duwYvL29IZPJUK5cOaxatQqrVq3CnDlzAAANGjTA3LlzMWXKFDg5Ob2x5mxLlixB06ZN0ahRo1xPky01NRV+fn457k7yutflypUr2s//3CyDhly9ehWtWrXSLic5/WC6efMm6tatC+DFa/3yY71uK122lStX6nw/5CQkJARdunTR+axr06YN/v77b71886onT55g7969GDlypLatc+fOmDZtGmJjYxEXF4eZM2dqd1OQy+XaNa3Z3Nzc3nk3DUPUajVmz54NNzc32NjYoHnz5rhx4wbq1q2r/T4Ccve+etOYffv2wc3NTee7KFtISAi6du2q09ajRw/9LajiLfz777+iZs2aIjExUZw8eVJs3rxZCCHE7NmzRfXq1UXv3r1FbGysePr0qejSpYuYPHmydtqpU6cKHx8fERYWJpRKpbhw4YKoW7euWLVqlRBCiPDwcFGyZElRt25dceHCBZGeni42btwoXF1dRWZmpk4darVafPLJJyIkJEQIIYSHh4eoV6+e2LJli1AoFCIkJEQUL15c/P3330IIIUaNGqWt9VU7d+4UAwYM0P6dmZkpihcvLn788UdtW2RkpPD09BQajUakpKSIypUri3HjxomoqCiRmJgo1q5dK2rXri08PDy001hbW4sGDRqI4OBgoVAoxL59+0ThwoXFs2fPhBBCxMbGirJly4oZM2aIJ0+eiLi4OLF48WJRrVo1UbVqVZ0aIyIiRPHixYVarda2eXh4aO/rZS+3//TTT6Js2bLir7/+Eunp6eLWrVuiRYsWolKlSjrzzsPDQ0ydOlWkpqaKa9euiWLFionhw4eLadOmidTUVHHr1i1RqlQp8eDBAyGEEI8fPxYuLi5i/vz5IjY2VsTExIiAgABRtWpV0axZM72anJycBAAxbdo0g/PgZSdOnBAdO3Z847iX/fDDD8Lf31/79+XLlw3W8eOPP4pvvvlGCCFEs2bNxOXLl0ViYqJYv3698PDwEGlpaTk+xowZM8Ts2bNzVU/2slynTh1x7tw5kZ6eLn7++Wfh5uamXZarVq0qwsPDhRAv5pm3t7cIDAzULr9FixbVLr/JycmiSpUqYtWqVSIpKUkkJSWJn376Sbi6uoqIiAghhBC9evUSW7ZsEYmJiWLu3LkiLi5OCCHE+vXrRaNGjcTNmzdFZmamuH37tmjXrp346quv8u253rx5UxQrVkysX79eJCYmiqioKDF69GhRuXJl4efnp72vzZs3i1GjRuk9xtatW4Wvr69O2+nTp0WpUqXEli1bREJCgkhNTRU7duwQLi4uIiwsTGzevFlUrVpVtG7dWkRERIiEhAQxfPhw0bNnT+195Oa1ycjIELVr1xZDhw4V9+/fF5mZmeL69euiefPmYt68eSI8PFz7ft26dasoU6aMCA0N1U5vbW0t6tSpI3bs2CGSk5NFRESEGDJkiKhTp45QKBRCCCGePn0q3N3dRUBAgIiNjRVPnjwR06ZNE+XKlRPx8fFCCN3PMD8/P1G9enUxadIkkZycLB4+fCjq1asn1qxZ88bX0hAfHx8BQLRo0UIolUq9/uz3yqtq1qwp3N3dhZOTk2jTpo0ICwvL1eMJIYStra3O3wEBAaJGjRri/PnzIj09XZw6dUp4eXmJFStWCCFefC7I5XIxb9487esmhBAjRowQTZo0EZcuXRJKpVJERESIUaNGidatW2trr1Wrlli8eLFIT08Xt2/fFuXLlxfBwcEG65o9e7bw8vISPXv2FPfu3RNpaWni0KFDwtXVVfzyyy/acX5+fmL37t3av1/+3A0MDBQeHh7iyJEjIi0tTVy7dk00aNBAjBs3Tjv+8OHDokSJEmL37t0iJSVF3L9/X/To0UNUrlxZ5703e/ZssXTpUr06X17uXhYZGSnkcrlwdXUVTk5OYuLEiUKj0eQwF/T5+/uLsWPH6n0O5+Z1efVz922WwZdfz9x8Bzg4OAiVSpWrx3p1WRNCiF27dok+ffq8sa6cskPt2rV13ueGTJgwQcydO1enTaFQiFq1agkAAoBwcXHRfs4bsnDhQjFy5Mg31plTHnhVv379RMuWLcXt27dFWlqaOHz4sKhRo4YoVaqU9vtIiDe/r3Iz5tSpU6JVq1Y6uSWbg4OD3nJ569Yt0aBBA522twqo9+7dE3Xr1tULjLNnzxZVqlQRWVlZ2rbQ0FBRpUoVIYQQ0dHRomzZsnoffrGxsaJUqVJCrVaL8PBwAUBcuHBBZ0y9evXEpUuXdNpWrVol+vXrp/3bw8NDLFq0SGfMN998I5YsWSKEeH1AVSgUwt3dXaSkpAghXiy4zZs3F9WrV9eOmTNnjpg3b54QQoglS5aIL774Qu9+fvjhB52ACkDs2rVLZ8znn38ufvvtNyGEEOPHjxdjx47Vu5/JkyfrffAsW7ZMDB06VKftTQFVoVCI4sWLi9u3b+v0p6SkCDc3N52AWr9+fZ0xQ4cO1VtQRo4cKQIDA7X/zw56L5swYYLBYJiamir++usvUaFCBbF9+3a9/pe9bUBVKpXCw8ND58vx9OnT4rPPPtMbu3HjRu2XRLNmzUShQoW0HxRDhw4V6enpOT7OkCFDxIYNG3JVU07LcoMGDbTL8qsB9dXl9+uvv9Yuv0uWLNH5sZfthx9+0C5Dffr0Eb///rtOv0KhEK6urnrLiVKpFK6uriI2NjZfnmuHDh3EunXr9Kb19fXNVUDt3Lmz2Llzp05brVq1xJEjR/TGPnnyRHtfzs7OIjU1VduXkpIiChcuLLKysnL92nz//feid+/eeo+TkZEhEhMTtUFh9erVwsvLS/uDIRsAsWfPHr3pO3XqJNauXSuEEGLMmDEGfzCMGDFCTJ06VQihH1Dbt2+vM/bQoUOiQ4cO2r/fJhxkZmaKmzdvivbt24vBgwfr9ecUUHfv3i1iY2NFamqqWLt2rShXrpxOeHydl0PDkydPRLFixUR0dLTOmIcPH4qiRYuKxMREceLECeHk5KTz3XPjxg1Rvnx5gz8ss5eDZs2aieHDh+v0rVu3Lscv/dmzZ4u6devqfXlevHhRuLi4aNtzCqhKpVKUKFFC3LhxQ2f6xMREUbp0aW2oqVKlijh8+LDOGLVaLerWrfteAXXIkCGiS5cuIiYmRjx8+FB4e3vrrGx5nb1794oqVaqIjIwMgwH1Ta9LfgXUpKQkUapUKZ22tw2oueXv7y9+/fVXvfZGjRqJ69ev5zhdbGysKF26tHj+/LlO++effy769+8vnjx5ImJiYsSMGTPE0aNHDd7HP//8I4oXL64THHOSm4B66dIl4enpqfc9d+3aNWFubq59nNy8r3Iz5nXs7Oz02sLCwkTNmjV12t5qE3+FChXQrl071K9fX+dIXgDw8fHRWQ3u6emJp0+fAnixv0hERAQcHBwgk8m0Nzc3Nzx79gzh4eEAgNKlS+vtZF++fHnt/QAv9m1cunQpli5dqjOuW7duOn+//PivY21tDV9fX/z6668AXmxmWrhwIUqWLImzZ88iKysL27Ztg7+/PwDg1KlT6Nevn9799OrVS+dvMzMz+Pr65vhcjh07pr3PlxnajP8um/dv374Nd3d3vd0F7Ozs0LFjR522l/flAYBixYrp7R/p7Oys3UyT29cgm62tLdq0aYMtW7YY/WwPmzdvRpMmTXQ2tcnlcoObX+Lj43X2Tzp37hw0Gg0ePHiAtLQ0dOnSJcfHKVq0KGJjY3Ndl6Fl+XXL5KvL78vLyqlTp7BixQqd945MJsPkyZO1m5K//fZbTJs2DdOmTUN6ejqAF8tAdHQ0XF1ddaZzcHBATEyM3ubwvHqup0+fRp8+ffSmy2l5eVlycjJOnz6ts3k/ISEB0dHRBjdHlyxZUvv/du3a6RxUZWdnB7lcjtTU1Fy/NseOHTO4rMtkMu1m17CwMHz//fc4deoU3N3d9ca9uikLAPr27avdfHnixAl8+eWXemP69++f49klXre8vK1ChQqhRo0aCAoKwt69e3N9HfAePXqgWLFisLW1xfDhw1GjRg389ddfb/34Z8+eRZMmTVC6dGmd9rJly6J27dq4dOkSAKBKlSooVKiQtv/YsWPw9fU1uM/hy8vB2343dO3aFebmul+N3t7esLOzM3ik8ctu374NFxcX1KxZU6fdyckJnTp1wqlTpxAXF4fY2Fi0a9dOZ4yFhQV69Ojx2vt/k3379mHLli0oXrw4ypYti59//hlr165943SxsbEYNWoUtm/fDplMZnDM+7wuxpSWlpZvZ4HI7XfJq5YvXw5/f3+dfWhv3LiBW7duYdOmTShZsiSKFy+Ob7/9FjNmzNDbjJ+YmAgfHx8sW7ZMZ9fB93Hq1Cl069YNcrlcp/2TTz5BxYoVtX/n5n2V2/deTszNzfV2eTH0mr71Pqjz5s3DmjVrMGLECAQGBmrbX92ZuVChQjr7Hnz++edQKBR6N5VKpQ0XhnaItrKy0rmfb775BmPHjtV7Ed70+MCLnfpf3o91ypQpAIDBgwdj8+bNuHfvHp4/f44GDRpg2LBhWL9+PY4ePYoaNWqgVKlSAF4Ez1dfWENkMhmsrKxyfC4ajUZvQQGgt1N7VFQUHjx4oBci3yS3dQIvjr58tYZXjzA3NzfXng4jN/cdGhqq90VXs2ZNPHnyJFc1vaxXr1468y17Hxe1Wo2lS5di+vTpOuPd3d21P3peFh4erj3C8+Xn5enpicDAQISGhuLOnTuYMmWKzuP9888/aNGihc7+Vm9iaFk2tEzmNP7V5X7//v0G3z+nT58G8CKgXL16FRYWFmjUqJE2pHp7exucLjMzE61bt86X5/ryD9e3tX//frRo0QL29vbaNo1Go933/H3qetNrk/1YL58GxhAnJycolcpcn2LpVVlZWQYPZrGwsNDuV/qqNy0vL8ve3zP71qtXLzx58kTvPWJra4syZcq81Y+Tl3l6euLx48dvPV1Ozx/QfQ0cHBx0+nIzb4DcfTe8LDf3mZPcPJf3eT+8zrNnz2Bra6vzeV61atVczZMRI0YgJiYGDRs2hEwmQ9u2bfHnn3/qfM++z+tiTGq1Ot8OFjb0XaJSqfD06VN4eHgYnCYxMRGBgYEYP368Tvvdu3fRsGFDneXD3NwclStX1jkbhEqlQrdu3eDr62vwx/G7ym0myM37KrfvvZy4uLggMjJSp83g9/O73HmDBg3w66+/6qwNe/WX1csaNmyIM2fOICUlRac9Ojpae1qgN90HAFy+fBkXL17E2LFj9freNC3w4s368ikgFi9eDODFAStZWVmYNGkShg4dCuDFr8UzZ87gu+++07YBL9Y2bt++Xe++s9fA5raexo0b4/fff9drf/XcmEFBQfDx8XnrozGrV6+Ox48fa88Jly01NRXBwcE6bYbe7K97vNy8Bnv27NE7FdHly5dRpUqVXNX/6v2+PN+y14rt2LEDtWvX1juSuHjx4rCystI5iEitVmPfvn1o1aqVwccwNzeHnZ0dzM3NsXjxYp3Hq1q1Klq3bg1zc/McT68UGxuLRYsWaT8AcrM8vvr4OWncuDEOHDig175582b873//0/5tY2ODgIAAeHl54fDhw6hWrRoiIiL0PghSU1MxYsQIZGVl5ctzbdasmd5BX4D+e8YQQ1sPihUrhuLFixs8j+zLa8ZeV1duXhvgxZHJhs5FmJGRoT2QslixYvjrr78wbtw47NmzR2ecQqEwWOeOHTu0p29q1qyZ9hyQL9u1a1eOp3h6m+XL1tZWZx7/+uuvePjwod6XX3JyMiIjI/W+JAzp1q0boqKidNrOnj2rsyYmtz799FOEhITo/aCNjo7GlStX4O3tDUD/c6pp06bYs2eP3vcKAJ0fwm/7XgwKCtI7PdGFCxeQlpaGChUqvHbaGjVqICIiQu80UKmpqTh06BCaNm0KZ2dnlCxZUu9URRqNxuBykFvOzs5ITExEYmKitu3OnTt6a/UN2bNnD1QqlfZH2l9//YXPPvtM5/30Pq+LMclkMu0P8LzWuHFjvfl05MgR7QFwhvz444/o27cvnJ2dddo9PT0RGhqq0yaEwI0bN3R+CAwdOhRFihTBokWLjPQsXmjevDn++OMPvdfu+vXruHfvnvbv3Lyvcvvey4mh1zUoKEi7YiDbW71zT548idWrVyM9PR3BwcE5/oJ4lYuLC/r27QtfX1/cuXMHmZmZOHv2LNq1a5frDzQhBEaPHo0ffvjhvc+zZsigQYNw8uRJ9O3bF8CLgNanTx/cv39fZ1Pi8OHD8ffff2P8+PGIjo7G8+fPsXbtWr3TI7zJ9OnTsXLlSqxatQoJCQmIj4/Hjz/+iF9++UXn+e3evfudNvtYWVlh0aJF6NKlC44ePYqMjAzcvn0bXbt21Vkb9S6mTZuGHTt2YMGCBYiLi8OzZ88wb9487UUEgBdHGm/duhXBwcFQKpW4cuUKhg0bpj35c0JCAho3bvzOm4aysrKwcOFCzJgxw2D/hAkTMHjwYDx+/BgpKSkYM2YMWrdujbJly+qNjY+Px4QJE2Bra5vj8mhmZoZff/0Vq1evxpAhQ/D3339Do9Hg+fPn2LlzJ7y9vZGYmJgna0dGjhyJY8eOYdGiRYiPj0dycjJWrVqFWbNmoWrVqhBCYNKkSQgLC0N0dDSuX78Od3d3yGQyzJo1Cz4+Prh8+TIyMzNx8+ZNdOjQAUWLFs3xi9vYz3XhwoWYPXs2NmzYgKSkJDx+/BhjxozRO+WXubm5zhdgSkoKTp06hc6dO+vd54oVKzBo0CBs3rwZCQkJSEtLQ2BgIOrVq6d3v4bk9rUZOXIkQkND4e/vjwcPHkCtVuPq1ato27Yt1q9fr70/Ly8v/O9//8OUKVPwyy+/aNutra2xdOlS7Ny5EykpKYiMjMTQoUMRHR2NgQMHAnjxWbBx40b88MMPSEhIQGxsLAICAvDHH3/g66+/ztVr/KpXX8tXNWzYEFlZWVi0aBFSU1MRFRWFvn37YsSIEXpbfgwpV64chg0bhv/++0/7/tFoNGjRokWu6hNCaH8EuLi4wN/fH506dcL169ehUChw7tw5fPbZZ5g0aVKO5wuuX78+mjRpgrZt2+LSpUvIzMxEREQEhg0bZnD3KUM0Gg3atGmjcyYXKysrdOvWDXfv3kV6ejoOHjyIHj16YPny5W8Mu9bW1pg3bx46d+6M06dPQ6FQ4NatW+jUqRM6dOig/YG+YsUKDBw4ELt370ZaWhoePHiAL774ApmZmTr396b5+OrYAQMGYMCAAYiNjUV4eDgGDx6sc/GS9/G2r8vb1P42nJyccr0bSk5+/fVX7Xf963z66acAXnyGKRQK3LlzB5MmTdJutXt1+UlJScHGjRsxadIkvfuqW7cuChUqhBkzZiAhIQFxcXGYMGECLC0ttbtIzZ8/H//88w+2bdtm9O+SOnXqoEmTJujcuTP+/vtvZGRk4MiRIxg8eLBOQM7N+yo3Y0JCQtCmTRuDW7vGjBmDefPm4eLFi1CpVNi0aRNu3bqF3r1760z7VgG1Ro0aOHLkCIoWLYrdu3fj+++/z/W0ixYtQvv27dGpUyc4ODhg+PDhmDZtGgYPHpyr6X/++WdcunQJbdu21W6qymlfmXfxxRdfYMSIETrhbejQoRg2bJjOm8/W1lZ7Gp5q1aqhTJkyuHr1qt6akzdxd3fH0aNHcfDgQbi6uqJSpUoIDQ3F6tWrtZukoqOjERYWhpYtWxq8j5IlS2pfC0P7fQwYMACLFy/GxIkTUbhwYfTt2xfjx49H+/bt36rWV5UqVQqnT5/G5cuXUbZsWVSpUgXJyck652tzcXFBUFAQAgICtI/97bffar/AFAqF9kTF7yIiIgItW7ZEjRo1DPYPHz4cbdq0Qe3ateHi4oLMzEysW7dOZ0yDBg1gYWEBLy8vPHnyBPv373/tF1DZsmVx5coVODs7o1u3btrzRwYGBmLVqlXaNfLG5uDggOPHj+PmzZsoV64c3Nzc8Ndff+H48eMoVaoUzMzMULt2bbRo0QI1atTAgAEDtKdgGTFiBMaNGwc/Pz/Y29uje/fu6N69e46nkMqL51qtWjUcOXIEv/32G0qVKoUGDRrA1dVVr4batWtrtxgAwIEDB9CsWTODP6jat2+PoKAgbN68GS4uLnBzc8PevXtx5MgRlCtXLld15ea1sbe3R0hICCwsLNCgQQPY29tjyJAhGDRokHYXoWzlypXDsWPHMHv2bO0lJi0tLbF3714cOnQIrq6uqFmzJtRqNY4dO6ZdA+Pi4oKTJ0/i5MmT8PDwQPny5XHr1i2cOnXqnc+z+epr+Spzc3Ps2bMHly9fhqurK+rWrYuaNWvqXD3odebPn4+KFSuiVq1aKFOmDCIjI7F3795cr6389NNP4ejoqN38PG/ePPTp0wc9e/aEg4MDBg4ciNGjR+u9xq/aunUrOnfujC+++AL29vZo0aIFihUrZnDrlCFqtRqhoaE6p0HKrqNLly4oXLgwZs6cibVr1+b6OIDBgwfj22+/xejRo7WnP2vbti1Wr16tHdO6dWvs3LkTy5Ytg7OzM9q1a4fPPvtM72IiDRs2xIIFC3IdMhctWoSyZcuiWrVqaNmyJXr27Kl3n+/qbV+XNy2D76pQoUKwt7fHs2fP3vk+YmJi9NZm5iQoKAhnzpxBkSJF0LFjR0yfPh1t2rQBoL/83LlzB4MHD9aeOuplZmZm2L17N+7evQsPDw9UrVoVcXFxOHjwICwtLfHrr79i5syZuHr1KhwcHHR2yzGWn3/+GU2bNsVnn30GZ2dnfPfdd9i+fbt2F8ZsuXlfvWlMfHw8QkNDDe4KUL16daxcuRL9+/eHg4MDtm/fjuDgYO1nYva0ZiK3OyqSUR08eBBubm56O9OvX78e//zzD3788Uf88MMPuH379gd5ol6iN/H19UX37t2Nuh9WfrOzs9O5xC4Rvb/WrVvjm2++0dsk/LEqU6YMrly5IskLR7yPj+JKUlJkb28PHx8fHDt2TLu5a//+/ViwYAFGjRoF4MUaUkP72xJ9DBo0aPDaMyuQNJUvX17veuTZt3fdYkLvJzAwMMd5YmhztLHNnTs3x8f/8ccf3/r+DJ1JiD48XINqQidPnsS3336LO3fuQKVSoX79+lixYsVHe/lAog8N16ASGd/Zs2cxZswYvSvWfaw+1DWoDKhEREREJCncxE9EREREksKASkRERESSwoBKRERERJLCgEpEREREksKASkRERESSwoBKRERERJLCgEpEREREksKASkRERESSwoBKRERERJLy/wAw4xrO5fY/hAAAAABJRU5ErkJggg==","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf\n","不是 1286\n","是 1153\n","不重要 489\n","问法错误 40\n","回答正确 32\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, f1, accuracy in zip(\n"," df.columns[5:], perf_df[\"f1\"].to_list(), perf_df[\"accuracy\"].to_list()\n","):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(\n"," df,\n"," col,\n"," title=f\"{col} (f1: {f1: .3f} | acc: {accuracy:.3f})\",\n"," preprocess_func=extract_answer,\n"," )"]}],"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}