diff --git "a/competition/10b_InternLM_bf16_p2_r3_analysis.ipynb" "b/competition/10b_InternLM_bf16_p2_r3_analysis.ipynb" --- "a/competition/10b_InternLM_bf16_p2_r3_analysis.ipynb" +++ "b/competition/10b_InternLM_bf16_p2_r3_analysis.ipynb" @@ -1 +1 @@ -{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","try:\n"," from google.colab import drive\n"," drive.mount('/content/drive')\n"," workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n","except ModuleNotFoundError:\n"," workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n"," found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"W2QyVreqhOGM","outputId":"68b9590e-1ac6-4c6f-e0c4-e273ec816419"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 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 internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf 3000 non-null object\n"," 6 internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf 3000 non-null object\n"," 7 internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf 3000 non-null object\n"," 8 internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf 3000 non-null object\n"," 9 internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf 3000 non-null object\n"," 10 internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf 3000 non-null object\n"," 11 internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf 3000 non-null object\n"," 12 internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf 3000 non-null object\n"," 13 internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf 3000 non-null object\n"," 14 internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf 3000 non-null object\n"," 15 internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_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(\"results/mgtv-results_p2_full_r3.csv\")\n","df.info()"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","\n","\n","def plot_value_counts(df, column, title=None):\n"," font_family = rcParams[\"font.family\"]\n"," # Set the font to SimHei to support Chinese characters\n"," rcParams[\"font.family\"] = \"STHeiti\"\n"," rcParams[\"axes.unicode_minus\"] = (\n"," False # This is to support the minus sign in Chinese.\n"," )\n","\n"," plt.figure(figsize=(12, 6))\n"," df[column].value_counts().plot(kind=\"bar\")\n"," # add values on top of bars\n"," for i, v in enumerate(df[column].value_counts()):\n"," plt.text(i, v + 0.1, str(v), ha=\"center\")\n","\n"," plt.xlabel(title or column)\n","\n"," plt.show()\n","\n"," rcParams[\"font.family\"] = font_family"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf']"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf\n","是 1366\n","不重要 1165\n","不是 468\n","问法错误 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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf\n","是 1405\n","不是 1340\n","不重要 205\n","回答正确 31\n","问法错误 19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABhEUlEQVR4nO3dZ3hU1f728TuFJJOEJDQpobfQBFSaFEW6gFLFAke6KKg0RTkCIihYUPQvKIIHEAE5EBQUAQtFijQFEUV6IAFNIIX0mbT9vOBkHoYECDA7k5Dv57r2JbPW2jO/nVkZc89uboZhGAIAAAAAAKZwd3UBAAAAAADczgjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYyNPVBThLVlaW/v77bxUvXlxubm6uLgcAAAAAcJszDEOJiYmqUKGC3N2vvl/7tgnef//9typVquTqMgAAAAAARUxERIQqVqx41f7bJngXL15c0qUNDggIcHE1AAAAAIDbXUJCgipVqmTPo1dz2wTv7MPLAwICCN4AAAAAgHxzvdOdubgaAAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmInjD7oEHHpC7u7tmzZp11THp6emaPHmyQ9v8+fNVuXJl+fn5qVevXoqKinLoX7BggTw8POTp6SlPT0/5+/ubUj8AAAAAFEQEb9ht2bJFU6ZMueaYKVOm6MCBA/bHGzdu1IwZM7Ru3TpFR0erQYMG6tWrl8M6f/75pxYuXKiMjAxlZGQoKSnJlPoBAAAAoCAieCPPdu7cqffee8+hbfbs2Xr33XfVsGFDWSwWTZ8+XVlZWdq8ebN9zJ9//qk6derkd7kAAAAAUCAQvJEnSUlJGjhwoF544QV7m2EY2rNnj7p16+Ywtm/fvtq0aZP98eHDhxUSEpJvtQIAAABAQULwRp6MHj1a3bp1U8eOHe1tMTExCgoKko+Pj8PYkJAQnTp1SpJ08eJFRUZG6u6771bZsmU1bNgwDjUHAAAAUKQQvHFda9eu1e7du/XWW285tKempsrX1zfHeIvFotTUVEmSzWbTxo0b9fvvv+vPP/+UYRgaMWJEvtQNAAAAAAWBp6sLQMF2/vx5jRo1St98802OPdsWi0VWqzXHOjExMfZAXrZsWftecn9/f82bN0+VKlVSQkKCAgICzN8AAAAAAHAxgjeu6ZlnnlFUVJTuvfdeSVJWVpYyMzNVrlw5/fPPP7p48aLS09NVrFgx+zphYWGqXr16rs9XrFgxVaxYUefOnSN4AwAAACgSbupQczPu95yenq7nn39eJUqUUKlSpfTiiy8qIyPjZsqDE61evVrp6emyWq2yWq36/vvv9eCDDyoyMlJubm5q0qSJwxXMJSk0NFQdOnTQuXPn1LNnT4e+mJgYnTx5UtWqVcvHrQAAAAAA17mp4G3G/Z4nT56sY8eO6ciRIzpy5IgOHz6cI7ij4Bk3bpzGjBmjI0eOyGq1avr06bJYLGrbtq2Cg4P1999/a9KkSUpOTtaJEyf0yCOPaOjQoTkOWwcAAACA25UpF1e70fs9p6WlacGCBVq8eLHKli2rMmXKaMmSJfr000+VnJxsRolwki5dumjMmDHq2LGjSpYsqf3792v16tX2/i+//FKHDh1S+fLl1apVK919992aMWOGCysGAAAAgPzlZhiGcTMrTp06Vf7+/g73dZYu3e+5cePGevTRR3Xw4EGtW7dOhmGoRIkSioyMdNjTOWvWLMXFxalHjx4aN26cduzY4fBc3bt31+jRox1uYXU1CQkJCgwMVHx8POcOAwAAAABMl9cc6vSLq11+v+eDBw9Kuvb9npcvX67w8HDVrFkzx3Ndfj/oK9lsNtlsNvvjhIQEJ25F/qr68reuLqHIOf1mN1eXAAAAAKCIcOqh5jd7v+e83A/6SjNnzlRgYKB9qVSpknM2AgAAAAAAJ3Ja8M6+3/PSpUtv+H7Pebkf9JUmTpyo+Ph4+xIREeGcDQEAAAAAwImcdqj5rdzvuXLlygoLC8vxnGFhYerTp0+ur+ft7S1vb29nlQ8AAAAAgCmctsf7Vu733LhxYx0+fFhxcXH2vtjYWO3Zs0ctW7Z0VokAAAAAAOQ7U24nlptr3e/Zy8tLgwcP1vDhwxUTE6Po6GgNGTJEzz777FUPNQcAAAAAoDDIt+B9vfs9T5s2TeXLl1eNGjVUu3Zt1apVS1OnTs2v8gAAAAAAMMVN38e7oCnM9/HmdmL5j9uJAQAAALhVec2h+bbHGwAKggceeEDu7u6aNWuWQ/uKFSsUEhKi4sWL68EHH9SpU6eu+hy7d+/WmjVr7I8TEhLUv39/+fv7q0KFCjluqQgAAICijeANoEjZsmWLpkyZ4tC2Z88ejR8/XsuXL1d0dLS6d++uhx56KNf1k5OT9a9//UsZGRn2tqeeekrFihXTuXPntGvXLoWGhuqTTz4xdTsAAABQeBC8ARR56enpWrlype655x55e3tr1KhR+vvvvxUdHZ1j7Lhx4xxuf3ju3Dlt2bJF8+bNU2BgoKpUqaIlS5Zo5syZ+bkJAAAAKMCcdh9vACisWrdubf93bGysPvjgA9WoUUOlSpVyGPftt99q69at6t27t71t586d6tixo3x8fOxtdevWlb+/v44fP65atWqZvwEAAAAo0AjeAPA/Bw8eVOPGjeXu7q7169fLzc3N3hcdHa2nn35aq1ev1kcffWRvDw8PV82aNXM8V0hIiE6dOkXwBgAAAIeaA0C2Ro0a6cKFC1qwYIGefPJJHTt2zN731FNPafjw4WrWrJnDOqmpqfL19c3xXBaLRampqabXDAAAgIKPPd4AcJnSpUtryJAhioyM1Mcff6zZs2dr8eLF+ueff7Rq1aoc4y0Wi1JSUnK0x8TE5BrIAQAAUPQQvAEUeXv27FGTJk3k4eFhb2vUqJE+//xzhYeHa/z48UpKSpKfn5+kSxdjW758ufbs2aOmTZtqw4YNOZ4zLCxM1atXz7dtAAAAQMHFoeYAirxJkyZp8+bNDm379u1TvXr1VLlyZcXExMhms8lqtcpqtepf//qXli9frnfeeUetWrXSpk2bHG4v9scff8hms+V67jcAAACKHoI3gCJv7NixGjNmjA4dOiSr1apVq1Zp0aJFGjly5HXXDQ4OVsuWLTV27FglJSUpIiJCw4cP16RJk/KhcgAAABQGHGoOoMjr2rWrzp8/r969eysiIkJNmjTRmjVrVLp06Tyt/8knn2jkyJEqV66cihcvrnHjxmno0KEmVw0AAIDCws0wDMPVRThDQkKCAgMDFR8fr4CAAFeXc0Oqvvytq0sock6/2c3VJQAAAAAo5PKaQ9njDSBf8AVT/uMLJgAAgIKBc7wBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADDRTQXvBx54QO7u7po1a5ZD+44dO9S8eXMFBASoRYsW2r17t0P/tGnTVLZsWQUEBGjIkCFKSkqy9yUkJKh///7y9/dXhQoV9NZbb91MaQAAAAAAFCg3Fby3bNmiKVOmOLQdP35c/fr10xtvvKGoqChNmDBBPXv21NmzZyVJ8+bN05o1a7R7926dPXtWbm5uGj58uH39p556SsWKFdO5c+e0a9cuhYaG6pNPPrmFTQMAAAAAwPU8nfVEc+bM0bhx49ShQwdJUu/evbVnzx6tXLlS48aN0+zZs7V8+XJVq1ZN0qUgXqNGDZ08eVI+Pj7asmWLzpw5Ix8fHwUGBmrJkiV68MEHNWLECGeVCAAAAABAvnNa8K5WrZq6devm0FapUiVFRETo/PnzSk5O1j333GPvK1asmB5++GFt3rxZgYGB6tixo3x8fOz9devWlb+/v44fP65atWo5q0wAAAAAAPKV0y6uNmbMmBwBed26dWrSpInCw8NVs2bNHOuEhITo1KlT1+0HAAAAAKCwMu2q5osXL1ZkZKR69eql1NRU+fr65hhjsViUmpp63f7c2Gw2JSQkOCwAAAAAABQ0pgTvffv26aWXXtIXX3whT09PWSwWWa3WHONiYmLk6+t73f7czJw5U4GBgfalUqVKTt8OAAAAAABuldODd3h4uHr16qX//Oc/qlu3riSpcuXKCgsLyzE2LCxM1atXv25/biZOnKj4+Hj7EhER4dwNAQAAAADACZwavBMTE9W9e3e9+OKL6t69u739jjvukJeXl44ePWpvy8jI0Nq1a9W+fXu1atVKmzZtUkZGhr3/jz/+kM1my/Xcb0ny9vZWQECAwwIAAAAAQEHjtOCdmZmpfv366b777tPo0aNz9I8dO1bDhg3T2bNnlZiYqOeee04dOnRQtWrVFBwcrJYtW2rs2LFKSkpSRESEhg8frkmTJjmrPAAAAAAAXMJpwfu5557Txo0bNW/ePHl6etqX9u3bS5KefvppdezYUXfffbeCg4OVlpamefPm2df/5JNPFBsbq3LlyqlZs2bq3bu3hg4d6qzyAAAAAABwCTfDMAxXF+EMCQkJCgwMVHx8fKE77Lzqy9+6uoQi5/Sb3a4/CE7FPM9/zHMAAABz5TWHmnY7MQAAAAAAQPAGAAAAAMBUBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAEx0U8H7gQcekLu7u2bNmuXQvnPnTjVu3FgWi0VNmzbV3r17Hfrnz5+vypUry8/PT7169VJUVJS9Lz09Xc8//7xKlCihUqVK6cUXX1RGRsbNlAcAAAAAQIFxU8F7y5YtmjJlikNbVFSUevXqpSlTpighIUGvvPKKevToocjISEnSxo0bNWPGDK1bt07R0dFq0KCBevXqZV9/8uTJOnbsmI4cOaIjR47o8OHDmjx58i1sGgAAAAAArue0Q80XLlyoRx99VL1791axYsXUs2dPDRw4UB999JEkafbs2Xr33XfVsGFDWSwWTZ8+XVlZWdq8ebPS0tK0YMECLV68WGXLllWZMmW0ZMkSffrpp0pOTnZWiQAAAAAA5DunBe/t27erR48eDm19+/bVpk2bZBiG9uzZo27duuXa/9tvv6lu3boqV66cva9UqVJq3ry5fv75Z2eVCAAAAABAvnNa8A4PD1fNmjUd2kJCQnTq1CnFxMQoKChIPj4+ufbntu7l/bmx2WxKSEhwWAAAAAAAKGicFrxTU1Pl6+vr0GaxWJSamppr343052bmzJkKDAy0L5UqVXLOhgAAAAAA4EROC94Wi0VWq9WhLSYmRr6+vrn23Uh/biZOnKj4+Hj7EhER4ZwNAQAAAADAiZwWvCtXrqywsDCHtrCwMFWvXl2lSpXSxYsXlZ6enmt/bute3p8bb29vBQQEOCwAAAAAABQ0TgverVu31saNGx3aQkND1aFDB7m5ualJkybavHlzrv2NGzfW4cOHFRcXZ++LjY3Vnj171LJlS2eVCAAAAABAvnNa8B46dKg+++wzbdiwQRkZGVq3bp1WrFihkSNHSpLGjRunMWPG6MiRI7JarZo+fbosFovatm0rLy8vDR48WMOHD1dMTIyio6M1ZMgQPfvss1c91BwAAAAAgMLAacG7bNmyWrVqlSZOnCh/f39NnTpVa9as0R133CFJ6tKli8aMGaOOHTuqZMmS2r9/v1avXm1ff9q0aSpfvrxq1Kih2rVrq1atWpo6daqzygMAAAAAwCXcDMMwXF2EMyQkJCgwMFDx8fGF7nzvqi9/6+oSipzTb3a7/iA4FfM8/zHPAQAAzJXXHOq0Pd4AAAAAACAngjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACZyavCOiYnRgAEDVLJkSVWuXFnvvvuuve+vv/5S69atZbFYVL9+fa1fv95h3TVr1qh27dqyWCxq166djh8/7szSAAAAAABwCacG74EDB6pmzZqKiIjQvn37tH37dn322Wey2Wzq2rWrHn/8ccXHx2vevHkaNmyYDh06JEk6dOiQRowYoQULFig+Pl79+vVTly5dZLVanVkeAAAAAAD5zqnBe9u2bfr3v/8tPz8/lS1bVs8995y++uorffnll2rQoIFGjRolLy8vtWnTRlOmTNE777wjSZozZ44mTJig+++/X15eXnr66afVtGlTLV++3JnlAQAAAACQ75wavLt166YJEyYoISFBERERmjFjhsqWLavt27erR48eDmP79u2rTZs2SdJ1+wEAAAAAKKycGrznzp2r1atXKzAwUJUrV9Y///yjV199VeHh4apZs6bD2NKlS8tqtcpms+ncuXOqXr26Q39ISIhOnTrlzPIAAAAAAMh3TgveGRkZeuihh/TEE08oJiZGZ86cUZcuXXT+/HmlpqbK19c3xzoWi0WpqanKysqSu7t7rn1XY7PZlJCQ4LAAAAAAAFDQOC14r1u3ThaLRW+99Zb9qubTp0/X4MGD5eXlleuF0mJjY+Xr6yt3d3cZhuHQFxMTk2tYzzZz5kwFBgbal0qVKjlrUwAAAAAAcBqnBe+jR4+qTZs2Dm1+fn4KCgqSJIWFhTn0RUZGqmTJkvLy8lJwcLDCw8Md+sPCwnIcfn65iRMnKj4+3r5EREQ4Z0MAAAAAAHAipwXv6tWr68iRIw5tVqtVf/31lwYMGKCNGzc69IWGhqpDhw6SpNatW1+zPzfe3t4KCAhwWAAAAAAAKGicFrwfeugh7d+/X3PnzlViYqLOnTungQMH6t5771WfPn20d+9eLVmyROnp6dq1a5fefvttvfjii5Kk5557Tq+//rr27Nmj9PR0LVy4UL///rsef/xxZ5UHAAAAAIBLOC14+/j4aN26dfr6669VtmxZNW/eXHfccYeWLFkiHx8fffPNN5o/f76KFy+uoUOHav78+apfv74k6c4779SHH36of/3rXwoICNDSpUu1fv16eXt7O6s8AAAAAABcwtOZT1arVi199913ufbVq1dPO3bsuOq6PXv2VM+ePZ1ZDgAAAAAALufU+3gDAAAAAABHBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExkavA+c+aMPvvsMzNfAgAAAACAAs3U4D169GhFRUXZH+/cuVONGzeWxWJR06ZNtXfvXofx8+fPV+XKleXn56devXo5rAsAAAAAQGFkWvBev369Tp48qXHjxkmSoqKi1KtXL02ZMkUJCQl65ZVX1KNHD0VGRkqSNm7cqBkzZmjdunWKjo5WgwYN1KtXL7PKAwAAAAAgX5gSvG02m8aMGaN58+bJ09NTkrRw4UI9+uij6t27t4oVK6aePXtq4MCB+uijjyRJs2fP1rvvvquGDRvKYrFo+vTpysrK0ubNm80oEQAAAACAfGFK8H777bd13333qVWrVva27du3q0ePHg7j+vbtq02bNskwDO3Zs0fdunXLtR8AAAAAgMLK6cE7IiJCM2fO1HfffacSJUpo/PjxysrKUnh4uGrWrOkwNiQkRKdOnVJMTIyCgoLk4+OTaz8AAAAAAIWV04P39OnT1bFjR/3666/av3+/duzYoblz5yo1NVW+vr4OYy0Wi1JTU3Ptu7w/NzabTQkJCQ4LAAAAAAAFjaezn3Dt2rU6cuSISpQoIUn6z3/+o379+slischqtTqMjYmJka+vb659l/fnZubMmXrttdecXT4AAAAAAE7l1D3eFy5ckJ+fnz10S1L9+vV19uxZVa5cWWFhYQ7jw8LCVL16dZUqVUoXL15Uenp6rv25mThxouLj4+1LRESEMzcFAAAAAACncGrwLlWqlOLi4hQXF2dvO3z4sCpXrqzWrVtr48aNDuNDQ0PVoUMHubm5qUmTJjmuYJ7dnxtvb28FBAQ4LAAAAAAAFDRODd7u7u4aNGiQBg0apPPnzyssLEzDhg3T6NGjNXToUH322WfasGGDMjIytG7dOq1YsUIjR46UJI0bN05jxozRkSNHZLVaNX36dFksFrVt29aZJQIAAAAAkK+cfo73m2++qZdeekkNGjSQn5+fnn/+eQ0fPlyStGrVKo0aNUq9evVSgwYNtGbNGt1xxx2SpC5duujMmTPq2LGjYmJi1LlzZ61evdrZ5QEAAAAAkK/cDMMwXF2EMyQkJCgwMFDx8fGF7rDzqi9/6+oSipzTb3a7/iA4FfM8/zHPAQAAzJXXHOr024kBAAAAAID/j+ANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJjI1OD9zjvvKDo6WpL0119/qXXr1rJYLKpfv77Wr1/vMHbNmjWqXbu2LBaL2rVrp+PHj5tZGgAAAAAA+cK04P37779r8uTJkiSbzaauXbvq8ccfV3x8vObNm6dhw4bp0KFDkqRDhw5pxIgRWrBggeLj49WvXz916dJFVqvVrPIAAAAAAMgXpgTvtLQ0/etf/1JGRoYk6csvv1SDBg00atQoeXl5qU2bNpoyZYreeecdSdKcOXM0YcIE3X///fLy8tLTTz+tpk2bavny5WaUBwAAAABAvjEleL/yyiu68847VbFiRUnS9u3b1aNHD4cxffv21aZNm/LUDwAAAABAYeX04L1t2zaFhoZq7ty59rbw8HDVrFnTYVzp0qVltVpls9l07tw5Va9e3aE/JCREp06duurr2Gw2JSQkOCwAAAAAABQ0Tg3eCQkJGjRokBYtWqTAwEB7e2pqqnx9fXOMt1gsSk1NVVZWltzd3XPtu5qZM2cqMDDQvlSqVMl5GwIAAAAAgJM4NXg///zz6tOnj9q2bevQbrFYcr1QWmxsrHx9feXu7i7DMBz6YmJicg3r2SZOnKj4+Hj7EhER4ZRtAAAAAADAmTyd9URr167VsmXL5OHhoQ8//FDSpcPBK1asqPLlyyssLEz33XeffXxkZKRKliwpLy8vBQcHKzw8XFWqVLH3h4WF5Tj8/HLe3t7y9vZ2VvkAAAAAAJjCaXu8e/ToofT0dFmtVvtSpUoVnT17Vm+88YY2btzoMD40NFQdOnSQJLVu3fqa/QAAAAAAFFam3cf7cr1799bevXu1ZMkSpaena9euXXr77bf14osvSpKee+45vf7669qzZ4/S09O1cOFC/f7773r88cfzozwAAAAAAEyTL8Hbx8dH33zzjebPn6/ixYtr6NChmj9/vurXry9JuvPOO/Xhhx/qX//6lwICArR06VKtX7+eQ8kBAAAAAIWe087xzs3p06ft/65Xr5527Nhx1bE9e/ZUz549zSwHAAAAAIB8ly97vAEAAAAAKKoI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAA3Kbi4uI0cOBAlSlTRlWrVtWbb76prKwsSdLOnTvVuHFjWSwWNW3aVHv37nVY9/jx43J3d5enp6d92bNnjys2AwCAQo/gDQDAbapv374KDg7WyZMn9cMPP2jNmjWaM2eOoqKi1KtXL02ZMkUJCQl65ZVX1KNHD0VGRtrX/fPPPzVw4EBlZGTYl+bNm7twawAAKLw8XV0AAABwvgMHDuj8+fN644035ObmpoCAAC1atEiPPvqokpOT9eijj6p3796SpJ49e2r37t366KOPNG3aNEmXgnedOnVcuQkAANw22OMNAMBtKDMzU+PGjZObm5u9rVKlSoqKitL27dvVo0cPh/F9+/bVpk2b7I8PHz6skJCQfKsXAIDbGcEbAIDbUJMmTTR48GCHtnXr1qlJkyYKDw9XzZo1HfpCQkJ06tQp++M///xTo0ePVokSJdSpUyedOHEiX+oGAOB2RPAGAKAIiIyM1Pjx4zVlyhSlpqbK19fXod9isSg1NdX+eNKkSfrll1909uxZ9e7dW126dJHNZsvvsgEAuC0QvAEAuM3ZbDb16dNHI0eOVPPmzWWxWGS1Wh3GxMTEOITxvn37qkyZMvLz89PTTz+thg0b6vvvv8/v0gEAuC04NXjfym1L5s+fr8qVK8vPz0+9evVSVFSUM0sDAKDIGjp0qCpVqqR///vfkqTKlSsrLCzMYUxYWJiqV69+1eeoXr26zp49a2qdAADcrpwavG/2tiUbN27UjBkztG7dOkVHR6tBgwbq1auXM0sDAKBImjp1qk6dOqXFixfbL7TWunVrbdy40WFcaGioOnToIEnq3bu3IiIiHPp37typ2rVr50/RAADcZpwWvC+/bUlAQIBq1aqlRYsW6dNPP9XChQvtty0pVqyYevbsqYEDB+qjjz6SJM2ePVvvvvuuGjZsKIvFounTpysrK0ubN292VnkAABQ5y5Yt0+eff641a9bIx8fH3j506FB99tln2rBhgzIyMrRu3TqtWLFCI0eOlCTVqFFDI0aM0N9//62YmBiNHTtWmZmZeuCBB1y1KQAAFGpOC943e9sSwzC0Z88edevWLdd+AABw47Zv364hQ4YoLCxMFSpUkKenp32xWq1atWqVJk6cKH9/f02dOlVr1qzRHXfcIUl64403VLt2bTVu3FhVq1ZVeHi41qxZI3d3Lg0DAMDN8HTWEzVp0kRNmjRxaMu+bcmZM2euetuSmJgYBQUFOXwTn92/fPlyZ5UHAIDpqr78ratLcFB+7Je5tt//8R+X/tHlDZXrIkVL6hsaJYVeVr9PR/kO6ShfSb9Kavl/ByQdMLniG3f6zW7XHwQAgIuZ9tV1Xm9bklvf5f1XY7PZlJCQ4LAAAAAAAFDQmBK8b+S2Jbn1Xd5/NTNnzlRgYKB9qVSpktO3AwAAAACAW2VK8L6R25aUKlVKFy9eVHp6eq79VzNx4kTFx8fblyuvvgoAAAAAQEHg9OB9o7ctcXNzU5MmTXJcwfzy25rkxtvbWwEBAQ4LAAAAAAAFjdMurib9/9uW7Nq1K8dtS+666y7dd9996tixozZu3KgVK1Zo//79kqRx48ZpzJgx+uqrr1S1alW98847slgsatu2rTPLAwAAAAAg3zkteGfftiQ9PV0VKlRw6Dt58qRWrVqlUaNGqVevXmrQoIHDbUu6dOmiM2fOqGPHjoqJiVHnzp21evVqZ5UGAAAAAIDLOC14t2nTRjab7ar9VapU0W+//XbV/hEjRmjEiBHOKgcAAAAAgALBtNuJAQAAAAAAgjcAAAAAAKYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAbhthYWHq0qWLihcvrpCQEK1YscLed+TIEfn6+srNzU3R0dEurBJAUUPwBgAAwG3BMAw9/PDDateunaKjo7Vy5UpNnDhRu3fvliTVqVNHKSkpqlKliosrBVDUELwBAABwW7h48aKeffZZTZgwQd7e3mrUqJF69OihHTt2uLo0AEUcwRsAAAC3hRIlSmjEiBGSpLS0NP3www9avXq12rVr5+LKABR1BG8AAADcdpo3b65OnTqpbdu2uuuuu1xdDmCKBx54QO7u7po1a5ZD+/Lly1WvXj0FBASoU6dOOnnypIsqRDaCNwAAAG47u3bt0q5du3T06FHNmDHD1eUAptiyZYumTJni0LZhwwZNmzZNy5YtU2RkpPr27atu3brJarW6qEpIBG8AAADchnx8fNSiRQt99dVXeu+991xdDpBvlixZojfffFN33XWXfH199dRTTykkJEQ7d+50dWlFGsEbAAAAt4XTp0/rn3/+cWgLDg6Wh4eHUlNTXVQVkL8yMzNzbY+Li8vnSnA5gjcAAABuCzt37tQLL7zg0Hb69GkVL15cFovFRVUB+atv376aOHGiDh48qNTUVM2fP18bNmxQy5YtXV1akebp6gIAAAAAZ+jZs6emTp2qzz77TP369dOZM2c0aNAgTZ482dWlAfmmX79+OnfunHr06KG0tDRFRUVpyJAhqlChgqtLK9LY4w0AAIDbgp+fn9atW6elS5eqTJky6tSpk5544gkNGjTI1aUB+Wrs2LE6ffq03n//fZUpU0ZvvfWWq0sq8tjjDQAAgNtGSEiIfvjhh2uOOX36dP4UA7hQYmKixo4dqzlz5qhkyZKuLqfII3gDAAAgz6q+/K2rSyhyTr/ZzdUloBCaNGmSWrRoob59+7q6FIjgDQAAAAC3lQMHDuiLL77Q77//7upS8D+c4w0AAAAAt5G0tDR98sknKleunKtLwf+wxxsAAAAACqmpU6fmaGvevHn+F4JrKlDBOyEhQc8884zWrl2rgIAAjR49Wi+99JKrywIAAABQhHAtg/x3u1/LoEAF76eeeko+Pj46d+6cLl68qL59+yooKEgjRoxwdWkAAAAAANyUAhO8z507py1btujMmTPy8fFRYGCglixZogcffJDgDQAAAAAotArMxdV27typjh07ysfHx95Wt25d+fv76/jx4y6sDAAAAACAm1dggnd4eLhq1qyZoz0kJESnTp1yQUUAAAAAANy6AnOoeWpqqnx9fXO0WywWpaam5mi32Wyy2Wz2x/Hx8ZIuXaCtsMmypbi6hCKnMM6Two55nv+Y5/mPeZ7/mOf5j3me/5jn+Y95nv8K6zzPrtswjGuOKzDB22KxKCUl5wSPiYnJNZDPnDlTr732Wo72SpUqmVIfbi+B77u6AsB8zHMUBcxzFAXMcxQFhX2eJyYmKjAw8Kr9BSZ4V65cWRs2bMjRHhYWpurVq+donzhxosaNG2d/nJWVpdjYWJUqVUpubm6m1opLEhISVKlSJUVERCggIMDV5QCmYJ6jKGCeoyhgnqMoYJ7nP8MwlJiYqAoVKlxzXIEJ3q1atdILL7ygjIwMeXpeKuuPP/6QzWbL9dxvb29veXt7O7QFBQXlR6m4QkBAAL/YuO0xz1EUMM9RFDDPURQwz/PXtfZ0ZyswF1cLDg5Wy5YtNXbsWCUlJSkiIkLDhw/XpEmTXF0aAAAAAAA3rcAEb0n65JNPFBsbq3LlyqlZs2bq3bu3hg4d6uqyAAAAAAC4aQXmUHPp0i76ZcuWuboM5JG3t7deffXVHIf8A7cT5jmKAuY5igLmOYoC5nnB5WZc77rnAAAAAADgphWoQ80BAAAAALjdELwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8cdOSkpIUEBCgjIwMe9v69evVv39/paWlubAywHmSk5PVsGFDh3m+detWvfLKKw5tQEEXHx+v0aNHX7Xfz89PFy5csD9OTk7Oj7IAACgSuJ0YblpmZqa8vb2VnJyst99+W5MnT9b27dvVtm1bxcfHy9/f39UlArcsIyNDPj4+Sk1N1fLlyzVw4EBt3bpV7du3Z56jUElISFD9+vUVERGhBQsWKCUlRW5ubrJYLBo+fLhKly6t8PBw+fr6KioqSnfffbd+/vlnValSxdWlA7dk/fr18vX1lbt7zv1Nbm5uKleunGrVquWCygDny8jI0FNPPaUPPvhAxYsX16FDh+Tu7q769eu7urQij+CN60pKSlJISIi8vb0lSYZhqFSpUvrll19UvHhxxcbGqly5coqJidHBgwd19913KyEhQX5+fi6uHMi75ORkderUyWGeBwYGas2aNfL397fP89jYWP3222+65557mOcoVGw2mxo0aKDjx4+rTp06atOmjSRpy5YtOnHihKpUqaIzZ85IkubOnav//Oc/2r9/vytLBm5JeHi4KleurPLly6tp06YyDEM//fST7r//fv36669q0KCBvLy8tH37dh06dEiVK1d2dclAnthsNn388ceyWCzy8PBQSkqKevXqpfbt22v//v0KCgrSxYsX5e/vryeeeEI///yzjh8/rmLFirm69CKNQ81xXRaLRT4+Pvr888/l5uampUuXKiUlRZLk7e2tYsWKydPTU5Lk5eVlbwcKE29vb0VERGjo0KE6ceKEhg0bpmPHjkmSfHx85OXlZZ/nPj4+kv7/fAcKA09PT4fP6gULFmjBggXy8PCwtz388MOKiorS6tWr9cILL7iyXOCW3XvvvVq6dKl8fX319ddf65tvvlHFihX1zTffqHnz5lq8eLHWrVunwYMH2/+uAQoDwzA0btw4LVu2TJ999pnGjRsnm82mU6dOycfHR97e3vL29tY333yj1atX69NPPyV0FwCeri4ABZ+Hh4f8/PzUqlUr+3+zD9e6MnCnpaXJx8fH3g4UFp6engoKClL//v311ltvqX///po5c6a9T5L9f1rp6ekqVqwY/xNDoeLh4aGoqCiNHDlSkZGRGjlypCQ5fJ63a9dObdq0UVxcnPr06ePKcoFbZrFYtHbtWp05c0bTpk2TJEVHR2vatGk6evSo3nvvPQUEBMjX11d16tRxcbVA3nl7e8vDw0Pbtm2TJPn6+jrsDHN3d9eiRYs0adIkLV++XB06dHBxxZAI3rhJ2X+opaamasiQIYqLi9OQIUN04cIFlS9f3sXVAc6RPc9tNpumTZumpKQkTZs2TefOnVO5cuVcXB1w4ywWi1q1aqX169erVatWMgxDW7ZskXTpXNcxY8YoMTFR69ev58glFFq//PKLvvnmG3l7e2vVqlWqUqWK/cgONzc3eXh42P/r7u4um83m4oqBG+Pm5iY3NzeHtuz5PGnSJKWnp2vnzp3au3evqlat6poikQOHmuOmZF8awN3dXcHBwRo7dqyCg4OVlpamJk2auLg6wDmy53lWVpaOHz+uhx9+WMePH9dvv/2mRo0aubg64MYFBgaqf//+KlGihPr3768BAwZIksaMGaOEhARJ0t9//63ff/9dBw4ccGWpwE1LT0/X999/rzNnzujs2bNyc3PTkCFDNGjQIAUGBmrw4MGqUqWKnn32WU2aNEnvvvuuq0sGbtiVl+nKysqSYRg6efKkMjMztXbtWi1dujTHOLgOe7xxU7J/ib28vDR9+nR7W6tWrTRu3DhXlgY4TfY8t1gs+vzzz+3tXbt2tQcWoDA5ffq0mjVrpuPHj6tZs2b29jvuuENxcXHasGGDfvrpJw0fPlyhoaG66667XFgtcHPuvfde7dq1S7Nnz1aXLl3k6empFi1a2I9iuvfeexUbG6uQkBC1b99e06ZNY66jUMnKysqxxzsjI0OZmZn64osv9PXXX2vr1q168skndfz4cX322WcuqhSXY483riszM1NJSUn6/vvv7f/Nvn9xZmamfv75Z3333XcaNWqUqlWrps6dO7u4YuDGZWZmKi0tTceOHbP/N3ueZ2Rk6NChQ/rrr7/05ptvymq16pFHHnFxxcCNK1eunD7//HNVrlxZS5cu1ZIlS2QYhv7973+rQoUKmjRpknx8fNSjRw/t3LnT1eUCN+3ChQs6cuSIPvroI504cUJnzpxRWFiYwsLCdObMGSUmJuqvv/5Ss2bN1K5dO+3bt8/VJQN5ZrValZGR4XC6RGJiotLT05WWlqb09HTVqVNHW7du1ZYtWzR//nxXlwyxxxt5kJqaKqvVqhEjRkiSRowYoZIlS0q69IuffZGezMxMbdy40ZWlAjfNarXq2LFjqlu3rgzDUJ06dVSxYkVJl87xPnDggEaMGCF/f3/t3r3bxdUCNy4rK0uenp4KCQmxn+Pq5uamrKwsSZe+YNq+fbt++OEHVahQQQcPHnRxxcDNc3d319dff61PPvlEktS8eXNFRUU53MvbZrOpS5cuCg0N5TxYFCre3t46dOiQ/bM8MzNTFStW1Icffqi0tDRlZGQoOTlZFotFc+fO1eDBg9W/f39ugepi3McbNy0zM1M+Pj5KT09XZmamFi1apJdffln9+/fX22+/zYV5UOhkX608W1pamjw9PeXj46O0tDTFxMRo9uzZ+vjjjzVp0iSNHTvWhdUCN8Zqtapu3boKCwvTfffdp6ioKKWnp6ts2bLatWuXKlasqNOnT8vT01PR0dG64447FBMToxIlSri6dOCGJSUlqXLlylq8eLEeeOABderUSffff7+ee+45SZdOJWrWrJkOHz6soKAg1xYL3KT//ve/6tWrV47bm0ZFRWnHjh0aPXq0NmzYoD///FOPPfaYi6pENoI3blpSUpICAgLs4USSTp48qaFDh+rbb7/lWzXcFlJSUuTv76/09HT7VXF37dqlIUOGaMeOHSpVqpSLKwTyJjY2VjVq1FBcXFyu/YGBgYqIiFBAQIASExO1ZMkSPfXUU9w2D4VSQkKCKlSooNatW+vgwYNKTExUw4YNHS4Au2jRIg0ePFiS9H//93+uKhW4YeHh4erTp49+++03hYaGKiUlRTNnzpSPj499jGEYOnbsmDw9PbVy5Uq1b9/ehRVD4lBz3AJ/f38lJiY63LO7Ro0a2rJlS44LPgCFQWZmps6dO6dKlSrZ57CPj48OHTrkcHjivffeq19//VW+vr6uKhW4YSVLlrxq6JakFStWyGKxSJKKFy+uUaNG5VdpgNMlJyfL29tbGzduVGZmpjZv3qw5c+Zozpw56tatm3r27Kn3339fSUlJiomJcXW5wA0pV66cmjRpohUrVqhGjRpavny5UlJSNH78eIdxmZmZ2rNnj/2UIrgWe7wB4H8iIiJUtWpVRUZGqkyZMg59w4YN05133qnRo0e7qDoAQF5ZrVbt379fLVu2dGjfsmWLli5dqg8//JAvT3Hb+O6777Ru3Tp9+OGHri4F10DwBoD/iY2NVenSpZWYmOhwqsTTTz+tRYsW6eOPP9aQIUNcWCFw6y5cuKB77rlHBw8evOr52xERERo6dKi+//77fK4OAIDbE7cTA4D/8fb2lpubm8NFSp5//nmFhobqxx9/JHSj0EtMTJTFYtHZs2dlsVgUERGh6OhoXbhwQeHh4bpw4YJmzJghDw8P/fLLL64uFzDV+fPndffdd+vo0aOuLgW4Kampqfryyy8lSZUrV1ZERISLK8K1ELwB4H+yLyKVfd2CL7/8UosWLdL69evVpk0bV5YG3LLPPvtML7zwgnx8fOTm5iYfHx/Vrl1bZcuWVbly5VStWjWtXbtWM2fOVEBAgMNFeoDC5rffflNAQID+/vtvSVJ8fLwmTJig6Oho+xiLxaLffvuN69Kg0EpPT9ezzz4rSfLy8lLp0qW1c+dOde7cWV27dlXXrl3VsWNHde/e3cWVQiJ4A4Cdh4eHDMPQsmXLJEk9evTQjz/+qGbNmrm4MuDWHTt2zH4v7+yLBVatWlWZmZlq1qyZFi5cKD8/P5UqVUre3t4OF84EChtfX18lJSXZTxvy8vLSu+++q5SUFPuY7C+XrrwVE1DQZWZmqn79+nr44YcVFxendu3a6Z9//pG3t7csFovi4uJUp04dtWvXTgcOHNC///1vV5cMcVVzAMhh9OjReu+999SgQQNJ0ty5cx36MzIydPHiRa1fv94V5QE3pWHDhvr2228l/f+g4e3tbe/PPs2iePHi8vT0JHijUMs+siP7Sv0Wi0WGYTjM6+x/Z98qEigs0tPTNWnSJPn5+WnkyJF66aWXNHToULm7u8tisahUqVKqU6eOatSoIS8vrxwXGYRrsMcbAC7j5uamo0ePqlmzZlq2bJl2796t9PR0hyUtLU1paWmuLhW4IdWrV1dYWJi2bdsmSdq2bZtSUlK0bds2JSQk6MiRIzp+/LisVqu2b9/ucAs9oLDJPnXo8vvQu7m5ORxWnv1v5joKGx8fH7Vr107dunWTr6+vOnfubL9KP6dOFFx8nQ0A/5N9k4fSpUtr3rx5at26tUaNGqVhw4apffv2Lq4OuDVly5bVgQMHNH78eKWlpWn8+PE6d+6cxo8fr/DwcK1YsUKenp76559/NH78eMIICjV3d3cZhuHw2W0Yhvr27ZvjSA+gsElPT1f58uXl6empzMxMFStWTFlZWUpPT5fValVqaqpiYmLk7++vzMxMRUREqFKlSq4uu8gjeAPA/2RkZEi6dO6Uh4eHBgwYoICAAPXq1Us//PCDmjdv7uIKgZtXsmRJVa5cWfv27ZO/v7/27dunxo0ba9++fbr33nv1zDPPqESJEnrllVe0b98+1ahRw9UlA7fs8s/tKz/DDcPQTz/9RPhGoePu7q6IiAj7NTpOnjypWrVqKSkpSTExMTp37pyWLFkiSSpRooRatWql8PBwF1cNgjcA/E96erqkSwE8+5y/hx9+WM8++6weeeSRa973GCjoLBaLLl68KOnSl0uX/zdbVlaWUlJSZBiGsrKy8rtEwGkMw5Cbm5tmzpx5zXFvv/22/WgnoLDw8PBQcHCwUlNTNX/+fPn5+WnYsGH2ID5r1ix16dJFO3fuVLt27VxdLv6H48gA4H+sVqskyWazObRPnz5dFotFAwcOdEVZgFN4eHgoNTVVhmHYv2SKjY3VlClTdPbsWX355ZdKTU1VXFycbDab/QgQoDC6/AgmSdq1a5fCw8NzLG5ubgRvFFqGYWjw4ME6d+6ckpOTVbp0aWVmZmrMmDHy9vbWjBkztGrVKleXif9hjzcA/E9aWprq1atnDyXZPDw8NGXKFG3YsEFZWVmc+4pCKT09XVlZWbJarTIMQ5mZmRo0aJDc3Nw0ZMgQWa1W+zmDSUlJOb6AAgqT7Plrs9lks9nUqlUrh5Cd/W83N7ccR34ABV1WVpbatWunCRMm2Nt27NihJUuWKDMzU1arVUuWLNE999yjoUOHql69eqpfv74LK4ZE8AYAu+DgYB06dCjXvieeeEL9+vUjdKPQMgxDoaGhSk5OlmEYSk5O1htvvJFjXFRUlM6cOaPk5GQXVAk4R1JSkgzDUFJSkkqWLKkTJ044XFRNuvRlVI0aNTi6A4VOUlKS7rrrLvXr108eHh5KTk5WRESEvvrqK/u8/+qrryRJ5cuX1yeffKL/+7//c3HVcDM4vgYAgCIhMzNTR48e1Y4dOzRw4MAcQSRbcnKydu7cqU6dOuVzhYBzJCcn648//tDdd9/tcEuxy8XExKhMmTL6/fff1aBBg3yuELh1Z8+e1dChQxUfH68RI0Zo8ODB+ueff9S0aVOdPXtW0qWj+by8vFxcKSSCNwAARUZERISqVq2qyMhIlSlTxqFv2LBhuvPOOzV69GgXVQfkr/T0dB07dkw1a9a86pdQQGHwwQcfaOjQofL395fVatXRo0fVqFEjV5eFK3DMJAAARYSfn58Mw5Cvr69D+9NPP63PP/9cxYsXd1FlQP4rVqyY6tevT+hGoTd69Gj5+/tLknx8fAjdBRTBGwCAIsLb21tubm4Ohx0+//zzCg0N1Y8//qghQ4a4sDrAuUqWLJmjrW/fvtq2bZsLqgGcLzMzU6dOnZIkJSQkKCAgQJGRkQ5jzp49q4iICFeUhysQvAEAKCKyz3X19Lx0bdUvv/xSixYt0vr169WmTRtXlgY4XVBQkAzDUHh4uCQpNTVV69evz3HnCqCwSkhIUK1atZSRkSFfX18lJSU5HLn06aefqkGDBpo6darrioQd53gDAFBEZGZmqlixYlqyZIkGDBigzMxM/fLLL2revLmrSwOcKjExUbVq1ZKXl5fq16+vDRs2aNGiRZoxY4b27t2rQYMGycPDQ4ZhKCgoSIsWLXJ1ycANS09Pl7+/v/32eZ6enrJarUpKStKQIUO0fv161axZU7/++iunVBQA3E4MAIAiZvTo0XrvvffsV3KeO3euQ39GRoYuXryo9evXu6I84JZERUWpVatWkqSNGzeqXr16iouL05QpUzRq1Ci5ublpx44deu+99zRx4kR99NFHLq4YuHEpKSny9fV1OHXI3d1dnp6eioiIUEZGhnbt2qXu3bsTugsIDjUHAKAIcXNz09GjR9WsWTMtW7ZMu3fvVnp6usOSlpamtLQ0V5cK3BQ/Pz+NHz9eXl5eWrFihRITE9W3b18NGjRIK1euVExMjPz8/DRw4EAFBgaqZ8+eri4ZuCGGYahatWpq1qyZrFarmjVrpmbNmikzM1NbtmyRj4+Pvv76a911112KiYlRamqqq0uG2OMNAECRkX12WenSpTVv3jy1bt1ao0aN0rBhw9S+fXsXVwc4h7+/v5555hndeeedmjt3rqpVq6ZXXnlFY8eO1bp169j7h0IvPT1dL7/8sooXL65Ro0Zp1KhRMgxDQ4cO1fvvv6+ff/5ZixcvVrdu3VSuXDmdOHFCd955p6vLLvII3gAAFBEZGRmSLp3r7eHhoQEDBiggIEC9evXSDz/8wLneuK0MHjxY69at09GjR7V7924ZhiE3Nze5ubm5ujTglnh5eWns2LHKyMjQqFGjNHDgQHvwXrlypUJDQ/Xcc89p48aNKlmypI4ePUrwLgA41BwAgCIi+2rO2QFckh5++GE9++yzeuSRRxQXF+eq0gCn8/HxUWRkpN555x0lJCRo4sSJksRpFLhtxMfHKz09XTabzf75np6erv79++vw4cPy9PTUb7/9pt27d7u4UkgEbwAAigyr1SpJ9ivgZps+fbosFosGDhzoirIAp/v+++8lSc8884yOHDmiVatWKTQ0VE2bNpWfn59SU1P19ddfKykpSd98842LqwVujsVi0ZkzZ+Tt7a3U1FRVqFBBKSkpki598TR79mwtW7ZMzzzzjIsrhcTtxAAAKDLOnTunLl26aOvWrSpVqpRD37Jly7RhwwYtWbJE7u58L4/CKyUlRWXLlpXVatWFCxcUFBQkSfr222/19NNP6+eff9bjjz+uYsWKKTMzUykpKfrll19cWzRwE5588knFxMTo22+/1fbt2xUSEiI/Pz+9//77euSRR1S7dm1Xl4jLELwBAIAMw1BGRoaKFSvm6lKAW/bPP/9o/Pjx2r17t9auXWs/v7Vjx45q0qSJZs6c6eIKgVuzdu1aDR8+XHv27FG1atXUqFEjDRs2TM2bN9eUKVO0detWVa9eXd27d1f79u3VuXNnV5dc5BG8AQAAcFv6+OOP9fnnn+vnn3+WdOm+3k8++aT++ecfeXh4uLg64OZlZGToyJEjatCggX7//Xc99NBDOnXqlH1ex8TEaOHChZozZ46GDBmiV1991cUVg+ANAACA21ZsbKxKlixpf/zrr7/qnnvucWFFgPOdOHFCNWvWzNGenp4uDw8PTiEqAAjeAAAAuK0kJSVpy5YtKl68+DUDR3p6utLT09WlS5d8rA64NZmZmXr//ffzdGqQu7u7GjZsqPvuuy8fKsO1ELwBAABwW4mMjFSFChVyXETwSrGxsapdu7b++uuvfKoMcA5PT081a9ZM3t7e1xwXGRmpc+fOKS4ujtMrXIzgDQAAgNtKfHy8SpQooaSkJPn6+uY6xmq1ytfXV1lZWflcHXDrfH19deLECVWoUOGa444ePaq6devqyJEjXOXcxTxdXQAAAADgTJ6ennJzc5N06bDzL774wr5n0Gq16sknn5Sbm5t9DFDYXL732maz6eOPP7bP6ez9qqNGjVLJkiW1a9cuQncBwB5vAAAA3Fay92YnJSUpMzNTQUFBGjFihAzD0MKFCxUfHy83Nzf5+voqMzPT1eUCN8zPz0/Hjx9XhQoVZLPZZLFYNGDAAHl4eMgwDH3++eey2Wzy9GQ/a0FB8AYAAMBtJTuIJCUlycfHR97e3kpPT5ckFS9eXImJibLZbARvFFpeXl46dOiQQkJCZBiGPDw87KdWZGRkyMvLi9MoChiuKw8AAIDblru7u8Mh5ZcfigsURhkZGSpbtqxSU1MlyX6IefY85zSKgoljDwAAAHBbuTxYW61WZWZm6oknnpBhGLLZbEpNTeUKzyi0PD09FRERYd+jnZaWJsMwNGHCBBUrVszenpGRwaHmBQjvBAAAAG4rmZmZ9j1+hmFozpw59qubP/DAA9e8tzdQ0CUlJem1117Tpk2btG/fPmVmZmry5Mny9vaWu7u7srKyNGnSJA41L2A4xxsAAAC3lfj4eJUsWVKHDx+WxWLJdYzNZlOdOnV0+vRpVapUKZ8rBG7eiBEj9NNPP+nFF19U//795ePj4+qSkAcEbwAAANxW/v77b1WsWDFP53O7ublxgTUUKnFxcSpevLg8PT21d+9ePfjgg/Lz87vmOuHh4flUHa6GQ80BAABwW7njjjsUHR0tf3//a57LnZaWptjY2HysDLh1JUqUsP+7atWqWrJkyVXP5bbZbIqLi8uv0nAN7PEGAAAAAMBEXFkCAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAIBrSEhI0OzZs11dBoBCjOANoMD79ddfVaZMGf399995Gl+1alVFR0ebWtPUqVM1a9YspzzX+vXrdf/990uSmjZtqg8//NAldVzN6dOn1aBBg1t6jh07dqh58+YKCAhQixYttHv37jyv+8MPP8jd3V2enp72JSoqKtex2Vd2vXxxd3dXjx49JJn783Lmc7dt21a//PLLNcdER0erTJkycnNzu+7YG3X5nMyLQYMGKTQ01Kk15Gbx4sV69tlnTX0Nm82mypUra+3atXleJy/bf+DAAbVq1Ur+/v666667tGnTJod+q9WaY+6uXLkyT6+fH5950o2/z3l9v06ePKkqVaooODhYsbGxeZr/NyO3ejZv3qxixYrJ39//mutOmTJFx48fv6nXmTBhgooXL67XXnvtxosGcNsgeAMo8IoXL67atWvLYrG4uhRTrFq1So888ogkqVatWrrjjjtcXJFzHT9+XP369dMbb7yhqKgoTZgwQT179tTZs2fztP6ff/6pV199VRkZGfalbNmyuY598sknHcalpaWpbt26mjRpkjM3qUAoXbq0Lly4cEMBOa8un5NFjaenp2rXrq2SJUs67TmTk5PVrVs3jRw5UrGxsXr//fc1YMAAnTlzxj7myJEjatOmjcP87devn9NqKMjWrl2r3r176/DhwypevHi+vna7du2Unp5+zTGHDh1SaGioZsyYcVOvMX/+fJ0+fdr0L40AFGwEbwAFXu3atbVz506H+1beLtLT0/XNN9+oT58+kqTly5fr0UcfdXFVzjVnzhyNGzdOHTp0kMViUe/evTVw4MA87837888/VadOnZt67dWrV6ty5cpq2rTpTa1fFF05J4saDw8P/fjjj2rTpo3TnjM6Olrvvfee+vfvLy8vL91///1q3ry59u3bZx9zK/O8sEtISFBwcLACAwNVrFgxV5eTw6hRo/T2228rKCjoptbPyMhQqVKlVKpUKecWBqBQIXgDKPCio6NVtWpV+yHPhw8fVtu2beXr66smTZpo//79ki794erp6akzZ86oXLlyGj16tP05li5dqnr16snb21s1atTQu+++K8MwJElbt25Vt27dNGDAAJUrV07Jyclq27atdu7cqbFjx6pUqVIqW7as3nvvvVzrGzRokJYuXapnnnlGAQEBql69ur799lulpaXp+eefV4kSJVSjRg1t2LAhx7o//vij6tWrp/Lly0uSunfvrq1bt0rSdWto0aKFpk2bppdeesnhD8Ljx4/roYcekr+/v0qUKKH+/fvrn3/+sfdXrVpVn376qQIDA7Vy5Ur7YZFr1qxRvXr15O/vr549eyomJiZHvVu3blX37t21atUq1ahRQwEBAXruueeUlZWlr776SnXq1FFQUJBGjx6tzMxMSVK1atXsh3pnq1Sp0lUPF7/S4cOHFRISkqexlzMMQ2+88YYmT56co2/hwoWqU6eOfHx81KhRI3311Vd5es7vvvtOrVq1kq+vr0qXLq0nnnhCp0+fdhgzf/58Va9eXQEBARoyZIisVqtD/4cffqiaNWvKYrGoadOm2rRpk/r27autW7cqOTlZnp6e+umnn9SiRYscP7e8cuaczLZs2TLddddd8vHxUfny5fX00087HN6clZWlN954QxUqVFCJEiX00ksvKSsry96fnp6uV155RcHBwfLx8VHTpk1zff1jx46pT58+KlGihIoXL6527drZfyeuNGHCBDVv3lyxsbH2ubl9+3a1aNFCFotF1apV09tvv23/Xc/2008/qWXLlvLx8VGFChX08ssvKy0tzd7foEED+/tatWpVnThxQgMHDlRAQICqVKmiZcuW2ceWK1dOS5Ys0aOPPqrGjRvnWmeVKlX02GOPSZJSU1O1cuVK7d27V/fee699zM3M82t95n355Zdq1KiRvL29Va1aNb3zzjv2n0P2Z+nEiRPl7++viIgI+3q3+j7n5ptvvrE/Z+3atTV//nx733vvvWf/HPP09Mx1/eu9X5K0f/9+tW/fXhaLRcHBwZo6darWrFmjQYMGSZIeffRRDR06VB999JE8PT1z/XzLzeeffy5vb2898cQTeRp/paCgIPvv9bRp027qOQDcJgwAKOAuXLhgVKlSxQgLCzPKlStnNGnSxNi9e7eRkpJiLFiwwKhYsaKRlpZmH1+lShXjwoUL9seffPKJ0apVK+PgwYNGWlqacejQIaNz587GCy+8YBiGYWzZssWwWCzG66+/blitVsMwDOP+++83GjdubMyaNctISUkxfv/9d6N69erG+vXrDcMwjFdffdV45513DMMwjIEDBxrVqlUz/u///s9ITU01fvzxR6NkyZLGoEGDjDlz5hipqanGTz/9ZJQpU8ZISkpy2LbBgwcbH3zwgf1xt27djC1btuSphivrMAzDiIiIMKpVq2asWLHCSE5ONqKjo40333zTqF27thEfH2//+bRu3dqIjo42MjMzjUWLFhn169c3OnbsaERERBixsbHG8OHDjX79+hmGYRhhYWFG/fr17T+rihUrGt27dzfOnj1rREZGGvfee68xYsQIo3v37sa5c+eM8+fPG/fdd5+xePHiq76nnTt3NlauXJmXt98IDAw0qlWrZpQsWdLo06ePERUVlaf11q5da7Rr186h7dVXXzVCQkKMfv36GceOHTOSk5ONb7/91qhYsaLxxRdfXPP5VqxYYVSpUsVYs2aNkZiYaMTGxhpz5swxKlWqZMTGxhqvvvqqceeddxqPP/64cf78eSMyMtJ4+OGHjQkTJtifY9KkSUbjxo3t8/fnn382mjRpYtSoUcP+vhvGpfd+3759edrO3MY6c04ahmG89dZbRoMGDYzNmzcbKSkpRmRkpPHaa68Z9evXN9LT042BAwcad955pzFu3DgjPj7eCAsLM5o3b2589NFH9ud4/PHHjaeeeso4e/asYbVajR9++MGoVauW8fXXX9vHHD161KhQoYIxe/ZsIzIy0rBarca6deuMatWqGdu2bTMWLVpkjBo1ysjMzDRGjBhhtGvXzkhMTDQM49LcrFatmnHPPfcY27dvN1JSUoz9+/cbLVu2NEaNGmV/jU2bNhlly5Y1/vvf/xqJiYnGkSNHjO7duxs9evSwj6lfv74RFhZmGMal35dmzZoZS5YsMaxWq7F9+3ajdOnSxh9//OHw8161alWe3q+goCBDkvHvf//bob1Hjx5GcHCwERQUZNx77715fv+za7z8M2/JkiVGlSpVjO+++85ITk429u/fb7Ro0cIYPXq0YRiXfqctFosxYsQIIzk52b6eM97nyy1atMioVauW0b59e+PgwYNGamqqsX37dqNevXrGW2+9ZR935efY5XM6L+/XwYMHjTJlyhiffPKJERcXZ0RERBjPPvusUbduXWPgwIEO9Vw+Fy7n5+eXoy0xMdEoV66cUb58eSMgIMB48sknjZSUlKu/EVd5ndyeG0DRQ/AGUOBdHrwlGbt373bob9q0qbF3717748v/CLVarUbFihUd/ig1DMOw2WxGxYoVjfPnzxtbtmwxgoKCHML7/fffbzz99NMO68ydO9cYOXKkYRg5g/ejjz7qMLZTp07GY4895tDWtWtXY9u2bfbH6enpRunSpY2zZ8/a264M3teq4co6DMMwRo4cmesfwWPHjjXee+89+8/n8tC7aNEio1SpUg4BLD4+3ggKCjKysrJyBG8fHx8jLi7OPnb58uWGxWIxYmNj7W0rV640hgwZkqOO7Ndr1KiRkZ6enmv/5VJTU40vv/zSiIuLMy5evGhMnjzZaNWq1XXXM4xL8+LyMGsYl35eTZo0MTIzMx3a9+zZYwQHB+doz5aWlmYEBwcbhw4dytH3zz//2J+7Xr16RlZWlr3vyJEjRr169QzDMIxz584ZZcqUMSIjIx3Wj4iIMIoXL+704O2sORkVFWWUL1/evp2Xy24bOHCg0aVLF4e+jRs3Gl27djUMwzD27t1rNG/ePMf6Bw8eNBo2bGh/3LNnT+OTTz7JMe78+fNGRkaGsWjRImPEiBFG//79jYcfftj+RZlhXJqbfn5+Rnh4uMO68fHxRsWKFY3Dhw8bhmEYd955p7Fu3TqHMWlpaUbDhg2N7777zjCMnMH7zTffdBj/4osvGm+//bb98Y0E76SkJOP77783atWqZSxdutTe/vXXXxtnz541UlNTjdDQUKN8+fLG+fPn8/Scl3/m2Ww2o2zZssZvv/3mMCYuLs6oUKGCceTIESMsLMxwc3Nz+BLLGe/zlRYtWmRUqlQpx5c7p0+fNkqXLm3/zLhW8M7L+9W1a1dj3rx5OV6/V69etxS833jjDaNFixbGqVOnjMjISKN79+7GuHHjcl3/yu0meAO4EoeaAyhUKlSooObNmzu01axZU5GRkbmOP3TokM6dO6eKFSvKx8fHvgQEBCgqKkoHDx6UJNWrVy/HuYW9e/fO8+u0bdvW4XGZMmVynCNaqlQph8MbN23apJCQEAUHB191e2+kBunSIZljxoxx2FYfHx/NnTtXBw4csI+78pDYzp07y8/Pz/44ICBAFotFSUlJOV6jUaNGDoe2lylTRg0aNHA4B//Kbc22b98+vfTSS/riiy+ueljp5Xx8fNSrVy8FBQUpMDBQ06ZNU0pKig4dOnTN9b777jt5e3vneF8kqUePHnJ3d/zfX7NmzeTv73/VqxYfOnRIFSpUyPXq7uXKlbP/u2fPnnJzc7M/rl69uv39+vnnn3X//ffnuDBcxYoV1apVq2tuz81w1pzcsWOHWrdu7bCd2S5vu3KuXr7tP/30k3755Zcc87JZs2Y6fPiw/bDhLVu25HpIb5kyZeTh4SFJWrRokVJSUrR69Wp5e3s7jGvZsqUqVark0BYQEKBu3bpp27ZtiomJ0blz59StWzeHMcWKFdNjjz121UPab/T38Fr8/PzUsWNHLV682OEq+A899JD9MPw+ffroscce04oVK274+Q8dOqTg4GA1atTIoT0oKEjdu3fXTz/9JEkqX768w4UcnfE+56ZTp04Ony3SpUPv77nnHu3du/ea25LX92vbtm25zptbvV7Gf//7X/3nP/9RtWrVVLZsWS1evFiLFi3KceoCAOQFwRtAoRIYGJijzcvLSzab7arrNGvWTFarNceSlpamDh06SLr0x/n1Xutar3Plhd88PT1zXBXZ3d1dGRkZ9sd5uXL0jdSQ7eDBgzm21WazacmSJfYxV27vjfxcb2ZbJSk8PFy9evXSf/7zH9WtW/ea23At1atX19mzZ+3nhGYvf/75p33M1c7tlpSjris9+uijDs+bnJyszMzM664n5fw5FitWzP4zdHNzu6k/2LPPSc1e1q9fn6f1nDUnnbHtkvTCCy/k+nuYnp4uLy8vSZfem+xrA1xNjRo19Ntvv+U4t17SdX++WVlZV/3Cx8PD46rnKt/I7+H69esd3q+PPvpIR44cUWxsrMO4Ro0aOVx74UrZ8/xG5XUbr/wMcNb7fKW8POfV5HVbLv+yy5lOnz7t8FlVqlQpBQUF5cut2wDcfgjeAAqVK/dUXk+DBg105swZhYeHO7QnJSXpmWeesf/hlr037WZfK7f1r7VHNyMjQ2vXrr3ulaNvdHtbt26tb775Jkf722+/bd+7L+Ws18xtlaTExER1795dL774orp3756n10lLS1PHjh2Vmppqb7PZbNq3b59q166tt956y+HWS/Xr15d0ae+qzWZTp06dcn3e0NDQHLcP2r17t5KTk1WrVi3997//dXhePz8/3XnnnYqIiNCvv/6a4/kuD0/X+jm2atVK27Zty7F38Ny5c9q5c+dV1xs5cqRDPV27dr3q2Ms5a062bNlSP/30k8MFuLLlddtbt26t9evX5wjVBw4c0DvvvGN/3KZNGy1evDjH+ufPn7ev265dO82aNUsdOnTQkSNHHMbt2rUrx+96fHy8vv32W913330qU6aMSpUqpe3btzuMyczM1KpVq656a7Yb+f3o2rWrw/s1cuRIrV69Wu+++67DuH379qlevXqSLl01+8q9vzt27FDt2rXz/LrZGjZsqDNnzujEiRMO7UlJSfafg5Rzfjjjfc7Nhg0bFBcX59AWFhamX3/9NcfRS1fK6/t1//33O1zwLtt///vfG6r1SuXKldNff/1lfxwXF6eEhASVLl36lp4XQNFE8AZw23F3d7cHKx8fH02ZMkU9e/bUvn37lJaWpoMHD6pr164qXbr0Df8R6SybN29WrVq1VLFixVt6nsu3VZJeeeUVzZkzR59++qkSEhIUHR2tV199VYsWLVLNmjVvteybkpmZqX79+um+++5zuOry9Xh5eSkoKEijRo1SXFyc/v77bw0cOFBNmzZVjRo1rrre9OnTr3nfbi8vL/Xu3VtHjx5VSkqK1q1bp759++q999676nzw8fHRzJkz1aNHD3311VdKTExUXFycPvjgA7Vs2VIXL1687vaUK1dOI0eO1IMPPqg9e/bIarVq165d6t27d47De698X/PD1eZkcHCwnnnmGXXq1EmbN29WamqqIiMjNXnyZHXp0iVPezRbtGihunXrasCAATp9+rRsNps2btyoXr16qWHDhvZxb775pqZNm6ZZs2YpKipKNptNX3/9tZo3b67du3fbx/Xu3Vtz585V586d9ccff9jby5Urp0ceeUQ7duyQ1WrVgQMH1K1bNz300EP2PZezZ8/WgAEDtG7dOqWkpOjEiRN67LHHVKZMGXXp0uWmfnbXe78GDRqkzz77TOvXr5fNZtMvv/yiESNG2I/KqFevnkaNGqUTJ04oMTFR77zzjnbv3q3HH3/8hl/f29tbr7/+uh566CFt27ZNVqtVv//+u7p3766uXbvaw/6VnPE+S9ITTzzhcKvAsmXL6uGHH9aBAweUmpqq7du3q2vXrnr55ZfzdHuuvLxfM2fO1Kuvvqr58+crPj5eZ8+e1XPPPaeTJ09e9eeUFyNHjtTQoUMVFhamqKgoDRo0SCNGjDBtDzuA2xvBG8Bt54EHHlDNmjW1a9cuSdIzzzyj0aNHa+DAgSpevLj69OmjPn36aPr06S6rMTQ09LqHmefFvffeqxkzZtgDbaVKlfTdd99pzZo1qlChgmrXrq2TJ09q69atOc6zzC/PPfecNm7cqHnz5jkcgtu+ffvrrrtgwQJlZmaqRo0aql+/vnx9fbVw4cKrjk9MTFSpUqX00EMPXXXME088oX79+unhhx9WiRIlNHnyZH388cfXfT+GDRumDz74QK+//rrKlCmjkJAQ7d+/X9u3b8/z/X2nTp2qYcOGacCAAQoKCtLYsWP1/vvvO4RP6dL52e3bt8/zvc6d4Vpz8vXXX9eYMWP07LPPKigoSE2aNNHFixe1devWPJ2rL126LVPVqlXVqlUrBQUFacqUKZo/f746d+5sH9OoUSNt3rxZmzdvVo0aNVSmTBnNmTNHS5cuzXEefLdu3bRgwQJ169ZNv/32mySpTp06+uijj/TKK6+oRIkS6tGjh7p27ao5c+bY1+vcubMWLlyo119/XSVKlFCbNm1UuXJlffnllzcdqNq0aaOhQ4c6nLN9ueDgYIWGhmr69On2W/y99tpreuCBByRdCng9evRQ27ZtVbZsWX3//ffasGGDfH198/T6V37mDRs2TK+99pqeffZZBQYG6qGHHlKnTp00d+7caz6PM97nY8eOOewhv++++/TKK69oyJAhCgoK0rBhw/Tiiy9q/PjxeXq+vLxfDRo00HfffaeVK1eqfPnyatGihSpWrJjjM/7uu+9WaGioevbsmafXfv7559WtWze1adNGd911l+rXr6/XXnstT+sCwJXcDK4QAQD5KjMzU+XLl9evv/6a40JQgCvcDnNy69atmjVrltatW+fqUgAAyIE93gCQz6KjozVp0qRCG3CcqX379g57wS9fLj8nHeZiThZc/I4UPD/99NNV35PrXbcDQNHFHm8AAFDosccbAFCQEbwBAAAAADARh5oDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYKL/Byu5RZ1SCPM6AAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf\n","不是 1421\n","是 1298\n","不重要 238\n","回答正确 24\n","问法错误 19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABjC0lEQVR4nO3deVxUZf//8TeIMAMIuJCKgvu+Vi6V2uKSFpqiZnfLHbmUqZlbVpaat1a22G5l1u2WdneXmltqi2IuuZValrdmSoIWKIgswgzDcH5/+GV+jqCizWFAX8/HYx4613Wdmc9hLpQ35zrn+BiGYQgAAAAAAJjC19sFAAAAAABwJSN4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIj9vF+Ap+fn5+vPPP1WhQgX5+Ph4uxwAAAAAwBXOMAxlZmYqIiJCvr7nP659xQTvP//8U5GRkd4uAwAAAABwlUlMTFTNmjXP23/FBO8KFSpIOrPDISEhXq4GAAAAAHCly8jIUGRkpCuPns8VE7wLlpeHhIQQvAEAAAAAJeZipztzcTUAAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8IbLbbfdJl9fX82YMeO8YxwOhyZNmuTWNnv2bDVq1EgVK1ZU37599eeff17y6wIAAADAlYrgDZe4uDhNnjz5gmMmT56s3bt3u54vWLBAH3zwgVasWKGEhAS1bNlSvXv3Vn5+/iW9LgAAAABcqQjeKLYtW7bo9ddfd2t77bXX9MEHH6hRo0aqUKGCpkyZIl9fX+3Zs8c7RQIAAABAKUPwRrFkZWUpNjZWTzzxhFt7p06ddP3117u1RUZGKjk5uSTLAwAAAIBSi+CNYhk1apSio6PVrVs3t/aZM2fKx8fH9TwrK0ubN29W69atS7hCAAAAACid/LxdAEq/5cuXa9u2bfrxxx+1bdu2C4597LHH1L9/f1WvXr2EqgMAAACA0o3gjQs6fvy4RowYoZUrV8pisVxw7MyZM7V7925t3bq1hKoDAAAAgNKP4I0LGjZsmJKTk3XjjTdKkvLz8+V0OlWtWjUlJSW5xq1Zs0bTp0/Xli1bFBgY6K1yAQAAAKDU4RxvXNCSJUvkcDhks9lks9n09ddf64477nAL3Xv37tVDDz2kJUuWqHbt2t4rFgAAAABKIYI3/pa//vpLvXr10jvvvKMbbrjB2+UAAAAAQKlD8MZly87O1l133aUjR47ovvvuk5+fn+sxdepUb5cHAAAAAKWCj2EYhreL8ISMjAyFhoYqPT1dISEh3i4HAAAAAHCFK24O5eJqpUDtp7/0dglXnT9eivZ2CQAAAACuEpe11Py2226Tr6+vZsyYcd4xDodDkyZNcmubPXu2oqKiFBQUpJiYGCUnJ7uNf/zxx1WxYkVVrlxZ48ePV15e3uWUBwAAAABAqXFZwTsuLk6TJ0++4JjJkydr9+7drudr167Viy++qFWrViklJUXNmzdXTEyMq3/SpEn67bfftH//fu3fv1/79u0rFNwBAAAAAChrTLm42pYtW/T666+7tb3xxht67bXX1LJlS1mtVk2bNk35+flav369cnNz9eGHH2revHmqWrWqwsPDtWDBAn300Uc6ffq0GSUCAAAAAFAiPB68s7KyFBsbqyeeeMLVZhiGtm/fruho9/Nq+/fvr3Xr1mnPnj1q0qSJqlWr5uqrXLmy2rdvr++//97TJQIAAAAAUGI8HrxHjRql6OhodevWzdWWmpqqsLAwWSwWt7GNGjXS4cOHlZCQoPr16xd6rYL+otjtdmVkZLg9AAAAAAAobTwavJcvX65t27bp5ZdfdmvPyclRYGBgofFWq1U5OTkX7S/K9OnTFRoa6npERkZ6ZicAAAAAAPAgjwXv48ePa8SIEVq4cGGhI9tWq1U2m63QNqmpqQoMDLxof1EmTJig9PR01yMxMdEzOwIAAAAAgAd57D7ew4YNU3Jysm688UZJUn5+vpxOp6pVq6a//vpLp06dksPhUPny5V3bxMfHq27duoqKilJ8fHyh14yPj1e/fv2KfL+AgAAFBAR4qnwAAAAAAEzhsSPeS5YskcPhkM1mk81m09dff6077rhDSUlJ8vHxUZs2bbR+/Xq3bRYvXqyuXbuqdevW2rdvn9LS0lx9J0+e1Pbt23XTTTd5qkQAAAAAAEqcKbcTK8rYsWM1evRo7d+/XzabTdOmTZPVatWtt94qf39/DRw4UA8//LBSU1OVkpKiQYMG6bHHHjvvUnMAAAAAAMqCEgvePXr00OjRo9WtWzdVqlRJu3bt0pIlS1z9U6dOVfXq1VWvXj01bNhQDRo00JQpU0qqPAAAAAAATOFjGIbh7SI8ISMjQ6GhoUpPT1dISIi3y7kktZ/+0tslXHX+eCn64oMAAAAA4AKKm0NL7Ig3AAAAAABXI4I3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3gKvKbbfdJl9fX82YMcOtffPmzWrfvr1CQkJ0ww03aNu2ba6+zMxMDRs2TFWrVlVERIQmTJggh8Ph6v/jjz/Uq1cvhYSEqEGDBlq4cGGJ7Q8AAABKP4I3gKtKXFycJk+e7NZ28OBBDRgwQC+88IKSk5P15JNPqk+fPjp69KgkaciQIcrPz9f+/fv1ww8/6JdfftG0adNc2991113q1auXjh8/rq+//lqzZs1SXFxcie4XAAAASi+CN4Cr3syZMzV27Fh17dpVVqtVffv2VWxsrD777DNlZ2crLi5O7733nipWrKiIiAjNnz9f8+fPlySlpKQoLS1NjzzyiCwWi+rUqaOBAwdq+fLlXt4rAAAAlBYEbwBXvTp16qh3795ubZGRkUpOTlZ+fr4Mwyi0zcmTJyVJVapUUWRkpF555RXl5ORo//79evvtt1W1atUSqR0AAAClH8EbwFVv9OjRatCggVvbqlWr1KZNGwUHB6tt27YaOXKk0tLS9Oeffyo2NladOnVyjV2wYIGef/55BQYGqkmTJgoJCdHIkSNLejcAAABQShG8AeAc8+bNU1JSkmJiYiRJ8+fPV0pKiurXr6/rrrtOX375pZ555hlJUnp6unr27KmpU6cqIyND+/btU6tWrZSamurNXQAAAEAp4uftAgCgNNm5c6eeeuopbdiwQX5+Z/6JDA8P12effSZJio6OVkREhDp27ChJmjt3rjp27KjRo0dLkpo0aaJnnnlGffv2dbsyOgAAAK5eBG8A+D8JCQmKiYnRv//9bzVp0qRQ/5IlS7Rnzx598sknrrYDBw64LTuXpIiICCUnJys1NVWVK1c2vW4AAACUbiw1BwCduVd3z549NX78ePXs2bNQf1ZWlkaPHq1Zs2YpNDTU1V63bl3t37/fbezx48eVmpqqsLAws8sGAABAGcARbwBXPafTqQEDBujmm2/WqFGjihwzefJkderUSb169XJrf+ihh3TttdeqdevW6tWrl44dO6ZHHnlEgwcPVrly5UqifAAAAJRyHPEGcNUbOXKk1q5dq1mzZsnPz8/16NKli2tMRESE3n777ULbhoeHa+nSpXrrrbdUqVIlde/eXTfffLNefvnlktwFAAAAlGI+RlE3qC2DMjIyFBoaqvT0dIWEhHi7nEtS++kvvV3CVeePl6K9XQIAAACAMq64OZSl5gBKBL9gKnn8ggkAAKB0YKk5AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJrqs4H3bbbfJ19dXM2bMcGvfvHmz2rdvr5CQEN1www3atm2bW//UqVNVtWpVhYSEaNCgQcrKynL1ZWRk6P7771dwcLAiIiL08ssvX05pAAAAAACUKpcVvOPi4jR58mS3toMHD2rAgAF64YUXlJycrCeffFJ9+vTR0aNHJUmzZs3SsmXLtG3bNh09elQ+Pj56+OGHXds/8sgjKl++vI4dO6atW7dq8eLF+uCDD/7GrgEAAAAA4H1+nnqhmTNnauzYserataskqW/fvtq+fbs+++wzjR07Vm+88YY++eQT1alTR9KZIF6vXj0dOnRIFotFcXFxOnLkiCwWi0JDQ7VgwQLdcccdGjp0qKdKBAAAAACgxHkseNepU0fR0dFubZGRkUpMTNTx48d1+vRpXX/99a6+8uXL66677tL69esVGhqqbt26yWKxuPqbNGmi4OBgHTx4UA0aNPBUmQAAAAAAlCiPXVxt9OjRhQLyqlWr1KZNGyUkJKh+/fqFtmnUqJEOHz580X4AAAAAAMoq065qPm/ePCUlJSkmJkY5OTkKDAwsNMZqtSonJ+ei/UWx2+3KyMhwewAAAAAAUNqYErx37typp556Sv/5z3/k5+cnq9Uqm81WaFxqaqoCAwMv2l+U6dOnKzQ01PWIjIz0+H4AAAAAAPB3eTx4JyQkKCYmRv/+97/VpEkTSVJUVJTi4+MLjY2Pj1fdunUv2l+UCRMmKD093fVITEz07I4AAAAAAOABHg3emZmZ6tmzp8aPH6+ePXu62q+55hr5+/vrwIEDrra8vDwtX75cXbp0UYcOHbRu3Trl5eW5+n/55RfZ7fYiz/2WpICAAIWEhLg9AAAAAAAobTwWvJ1OpwYMGKCbb75Zo0aNKtQ/ZswYDRkyREePHlVmZqZGjhyprl27qk6dOqpRo4ZuuukmjRkzRllZWUpMTNTDDz+siRMneqo8AAAAAAC8wmPBe+TIkVq7dq1mzZolPz8/16NLly6SpEcffVTdunXTddddpxo1aig3N1ezZs1ybf/BBx/o5MmTqlatmtq1a6e+fftq8ODBnioPAAAAAACv8DEMw/B2EZ6QkZGh0NBQpaenl7ll57Wf/tLbJVx1/ngp+uKD4FHM85LHPAcAADBXcXOoabcTAwAAAAAABG8AAAAAAExF8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAEx0WcH7tttuk6+vr2bMmOHWvmXLFrVu3VpWq1Vt27bVjh073Ppnz56tqKgoBQUFKSYmRsnJya4+h8Ohxx9/XBUrVlTlypU1fvx45eXlXU55AAAAAACUGpcVvOPi4jR58mS3tuTkZMXExGjy5MnKyMjQs88+q969eyspKUmStHbtWr344otatWqVUlJS1Lx5c8XExLi2nzRpkn777Tft379f+/fv1759+zRp0qS/sWsAAAAAAHifx5aaz5kzR/fcc4/69u2r8uXLq0+fPoqNjdV7770nSXrjjTf02muvqWXLlrJarZo2bZry8/O1fv165ebm6sMPP9S8efNUtWpVhYeHa8GCBfroo490+vRpT5UIAAAAAECJ81jw3rRpk3r37u3W1r9/f61bt06GYWj79u2Kjo4usn/Pnj1q0qSJqlWr5uqrXLmy2rdvr++//95TJQIAAAAAUOI8FrwTEhJUv359t7ZGjRrp8OHDSk1NVVhYmCwWS5H9RW17dj8AAAAAAGWVn6deKCcnR4GBgW5tVqtVOTk5RfZdSn9R7Ha77Ha763lGRsbf3AMAAAAAADzPY0e8rVarbDabW1tqaqoCAwOL7LuU/qJMnz5doaGhrkdkZKRndgQAAAAAAA/yWPCOiopSfHy8W1t8fLzq1q2rypUr69SpU3I4HEX2F7Xt2f1FmTBhgtLT012PxMRET+0KAAAAAAAe47Hg3bFjR61du9atbfHixeratat8fHzUpk0brV+/vsj+1q1ba9++fUpLS3P1nTx5Utu3b9dNN91U5PsFBAQoJCTE7QEAAAAAQGnjseA9ePBgzZ8/X2vWrFFeXp5WrVqlTz/9VMOHD5ckjR07VqNHj9b+/ftls9k0bdo0Wa1W3XrrrfL399fAgQP18MMPKzU1VSkpKRo0aJAee+yx8y41BwAAAACgLPBY8K5atao+//xzTZgwQcHBwZoyZYqWLVuma665RpLUo0cPjR49Wt26dVOlSpW0a9cuLVmyxLX91KlTVb16ddWrV08NGzZUgwYNNGXKFE+VBwAAAACAV/gYhmF4uwhPyMjIUGhoqNLT08vcsvPaT3/p7RKuOn+8FH3xQfAo5nnJY54DAACYq7g51GNHvAEAAAAAQGEEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATOTR4J2amqoHHnhAlSpVUlRUlF577TVX3//+9z917NhRVqtVzZo10+rVq922XbZsmRo2bCir1arOnTvr4MGDniwNAAAAAACv8Gjwjo2NVf369ZWYmKidO3dq06ZNmj9/vux2u+68807de++9Sk9P16xZszRkyBDt3btXkrR3714NHTpUH374odLT0zVgwAD16NFDNpvNk+UBAAAAAFDiPBq8N27cqGeeeUZBQUGqWrWqRo4cqS+++EJLly5V8+bNNWLECPn7+6tTp06aPHmyXn31VUnSzJkz9eSTT+qWW26Rv7+/Hn30UbVt21affPKJJ8sDAAAAAKDEeTR4R0dH68knn1RGRoYSExP14osvqmrVqtq0aZN69+7tNrZ///5at26dJF20HwAAAACAssqjwfvdd9/VkiVLFBoaqqioKP3111967rnnlJCQoPr167uNrVKlimw2m+x2u44dO6a6deu69Tdq1EiHDx/2ZHkAAAAAAJQ4jwXvvLw89erVS/fdd59SU1N15MgR9ejRQ8ePH1dOTo4CAwMLbWO1WpWTk6P8/Hz5+voW2Xc+drtdGRkZbg8AAAAAAEobjwXvVatWyWq16uWXX3Zd1XzatGkaOHCg/P39i7xQ2smTJxUYGChfX18ZhuHWl5qaWmRYLzB9+nSFhoa6HpGRkZ7aFQAAAAAAPMZjwfvAgQPq1KmTW1tQUJDCwsIkSfHx8W59SUlJqlSpkvz9/VWjRg0lJCS49cfHxxdafn62CRMmKD093fVITEz0zI4AAAAAAOBBHgvedevW1f79+93abDab/ve//+mBBx7Q2rVr3foWL16srl27SpI6dux4wf6iBAQEKCQkxO0BAAAAAEBp47Hg3atXL+3atUvvvvuuMjMzdezYMcXGxurGG29Uv379tGPHDi1YsEAOh0Nbt27VK6+8ovHjx0uSRo4cqeeff17bt2+Xw+HQnDlz9PPPP+vee+/1VHkAAAAAAHiFx4K3xWLRqlWrtGLFClWtWlXt27fXNddcowULFshisWjlypWaPXu2KlSooMGDB2v27Nlq1qyZJKlFixZ655139M9//lMhISFauHChVq9erYCAAE+VBwAAAACAV/h58sUaNGigr776qsi+pk2bavPmzefdtk+fPurTp48nywEAAAAAwOs8eh9vAAAAAADgjuANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYyNTgfeTIEc2fP9/MtwAAAAAAoFQzNXiPGjVKycnJrudbtmxR69atZbVa1bZtW+3YscNt/OzZsxUVFaWgoCDFxMS4bQsAAAAAQFlkWvBevXq1Dh06pLFjx0qSkpOTFRMTo8mTJysjI0PPPvusevfuraSkJEnS2rVr9eKLL2rVqlVKSUlR8+bNFRMTY1Z5AAAAAACUCFOCt91u1+jRozVr1iz5+flJkubMmaN77rlHffv2Vfny5dWnTx/FxsbqvffekyS98cYbeu2119SyZUtZrVZNmzZN+fn5Wr9+vRklAgAAAABQIkwJ3q+88opuvvlmdejQwdW2adMm9e7d221c//79tW7dOhmGoe3btys6OrrIfgAAAAAAyiqPB+/ExERNnz5dX331lSpWrKhx48YpPz9fCQkJql+/vtvYRo0a6fDhw0pNTVVYWJgsFkuR/QAAAAAAlFUeD97Tpk1Tt27d9OOPP2rXrl3avHmz3n33XeXk5CgwMNBtrNVqVU5OTpF9Z/cXxW63KyMjw+0BAAAAAEBp4+fpF1y+fLn279+vihUrSpL+/e9/a8CAAbJarbLZbG5jU1NTFRgYWGTf2f1FmT59uv71r395unwAAAAAADzKo0e8T5w4oaCgIFfolqRmzZrp6NGjioqKUnx8vNv4+Ph41a1bV5UrV9apU6fkcDiK7C/KhAkTlJ6e7nokJiZ6clcAAAAAAPAIjwbvypUrKy0tTWlpaa62ffv2KSoqSh07dtTatWvdxi9evFhdu3aVj4+P2rRpU+gK5gX9RQkICFBISIjbAwAAAACA0sajwdvX11cPPfSQHnroIR0/flzx8fEaMmSIRo0apcGDB2v+/Plas2aN8vLytGrVKn366acaPny4JGns2LEaPXq09u/fL5vNpmnTpslqterWW2/1ZIkAAAAAAJQoj5/j/dJLL+mpp55S8+bNFRQUpMcff1wPP/ywJOnzzz/XiBEjFBMTo+bNm2vZsmW65pprJEk9evTQkSNH1K1bN6Wmpqp79+5asmSJp8sDAAAAAKBE+RiGYXi7CE/IyMhQaGio0tPTy9yy89pPf+ntEq46f7wUffFB8CjmecljngMAAJiruDnU47cTAwAAAAAA/x/BGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAE5kavF999VWlpKRIkv73v/+pY8eOslqtatasmVavXu02dtmyZWrYsKGsVqs6d+6sgwcPmlkaAAAAAAAlwrTg/fPPP2vSpEmSJLvdrjvvvFP33nuv0tPTNWvWLA0ZMkR79+6VJO3du1dDhw7Vhx9+qPT0dA0YMEA9evSQzWYzqzwAAAAAAEqEKcE7NzdX//znP5WXlydJWrp0qZo3b64RI0bI399fnTp10uTJk/Xqq69KkmbOnKknn3xSt9xyi/z9/fXoo4+qbdu2+uSTT8woDwAAAACAEmNK8H722WfVokUL1axZU5K0adMm9e7d221M//79tW7dumL1AwAAAABQVnk8eG/cuFGLFy/Wu+++62pLSEhQ/fr13cZVqVJFNptNdrtdx44dU926dd36GzVqpMOHD3u6PAAAAAAASpSfJ18sIyNDDz30kObOnavQ0FBXe05OjgIDAwuNt1qtysnJUX5+vnx9fYvsOx+73S673e723gAAAAAAlDYePeL9+OOPq1+/frr11lvd2q1Wa5EXSjt58qQCAwPl6+srwzDc+lJTU4sM6wWmT5+u0NBQ1yMyMtIj+wAAAAAAgCd5LHgvX75cixYt0jvvvCOLxSKLxaIjR46oZs2a+vXXXxUfH+82PikpSZUqVZK/v79q1KihhIQEt/74+PhCy8/PNmHCBKWnp7seiYmJntoVAAAAAAA8xmPBu3fv3nI4HLLZbK5HrVq1dPToUb3wwgtau3at2/jFixera9eukqSOHTtesL8oAQEBCgkJcXsAAAAAAFDamHYf77P17dtXO3bs0IIFC+RwOLR161a98sorGj9+vCRp5MiRev7557V9+3Y5HA7NmTNHP//8s+69996SKA8AAAAAANOUSPC2WCxauXKlZs+erQoVKmjw4MGaPXu2mjVrJklq0aKF3nnnHf3zn/9USEiIFi5cqNWrVysgIKAkygMAAAAAwDQevar5uf744w/X35s2barNmzefd2yfPn3Up08fM8sBAAAAAKDElcgRbwAAAAAArlYEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgDgCpWWlqbY2FiFh4erdu3aeumll5Sfny9J+vTTT9WoUSNVqFBBd9xxhw4fPuzaLj8/X1OmTFHNmjVVpUoVPfzww8rKyvLWbgAAUOYRvAEAuEL1799fNWrU0KFDh/TNN99o2bJlmjlzprZv365x48bpk08+UUpKinr27KlevXq5tnv99de1a9cu7dixQwkJCYqKitLIkSO9uCcAAJRtBG8AAK5Au3fv1vHjx/XCCy8oJCREDRo00Ny5c/XRRx/J4XDos88+0/XXX6+AgACNGDFCf/75p1JSUiRJGzZs0KhRoxQREaHAwEA99dRTWrFihZf3CACAssvP2wUAAADPczqdGjt2rHx8fFxtkZGRSk5OVseOHV1tJ0+e1FtvvaV69eqpcuXKkqRevXrp+eefV/369VWpUiVNmTJFVapUKfF9AADgSkHwBgDgCtSmTRu1adPGrW3VqlVubT/99JNat24tX19frV692hXSH3nkEa1YsUK1a9eWJIWFhemLL74osdoBALjSELwBALgKJCUlady4cVq6dKmrrVWrVjpx4oRWrFihBx98UJs2bVLDhg311FNPKS8vT4cOHVKlSpX073//W3/++acXqwcAoGwjeAMAcIWz2+3q16+fhg8frvbt27v1ValSRYMGDVJSUpLef/99PfPMM5o/f74OHjyokJAQSdK4cePUq1cvNWvWTK1atfLGLgAAUKZxcTUAAK5wgwcPVmRkpJ555hlJ0vbt2+V0Ot3GtGrVSn/99ZcOHz6spk2bukJ3gTZt2ujbb78tsZoBALiSELwBALiCTZkyRYcPH9a8efNc53BPnDhR69evdxu3c+dONW3aVHXq1NGhQ4eUl5fn1r9r1y5Vq1atxOoGAOBKQvAGAOAKtWjRIn388cdatmyZLBaLq33MmDEaPXq09u7dK5vNps8//1xz587V8OHDdc011+iWW27RI488oqSkJGVkZOiVV17Rnj173O71DQAAio9zvAEAuAJt2rRJgwYNksPhUEREhFvfoUOHNH78ePXt21eJiYlq06aNli1b5rpl2Pvvv68xY8aoSZMm8vX1VYcOHbR+/fpCy88BAEDx+BiGYXi7CE/IyMhQaGio0tPTy9wPBrWf/tLbJVx1/ngp2tslXHWY5yWPeQ4AAGCu4uZQjngDAOAh/IKp5PELJgBAWcA53gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJjIo8E7LS1NsbGxCg8PV+3atfXSSy8pPz9fkrRlyxa1bt1aVqtVbdu21Y4dO9y2nT17tqKiohQUFKSYmBglJyd7sjQAAAAAALzCo8G7f//+qlGjhg4dOqRvvvlGy5Yt08yZM5WcnKyYmBhNnjxZGRkZevbZZ9W7d28lJSVJktauXasXX3xRq1atUkpKipo3b66YmBhPlgYAAAAAgFd4LHjv3r1bx48f1wsvvKCQkBA1aNBAc+fO1UcffaQ5c+bonnvuUd++fVW+fHn16dNHsbGxeu+99yRJb7zxhl577TW1bNlSVqtV06ZNU35+vtavX++p8gAAAAAA8AqPBW+n06mxY8fKx8fH1RYZGank5GRt2rRJvXv3dhvfv39/rVu3ToZhaPv27YqOji6yHwAAAACAssxjwbtNmzYaOHCgW9uqVavUpk0bJSQkqH79+m59jRo10uHDh5WamqqwsDBZLJYi+wEAAAAAKMtMu6p5UlKSxo0bp8mTJysnJ0eBgYFu/VarVTk5OUX2nd1/Pna7XRkZGW4PAAAAAABKG1OCt91uV79+/TR8+HC1b99eVqtVNpvNbUxqaqoCAwOL7Du7/3ymT5+u0NBQ1yMyMtLj+wEAAAAAwN9lSvAePHiwIiMj9cwzz0iSoqKiFB8f7zYmPj5edevWVeXKlXXq1Ck5HI4i+89nwoQJSk9Pdz0SExM9vyMAAAAAAPxNHg/eU6ZM0eHDhzVv3jzXhdY6duyotWvXuo1bvHixunbtKh8fH7Vp06bQFcwL+s8nICBAISEhbg8AAAAAAEobP0++2KJFi/Txxx9r69atbhdLGzx4sK699lrdfPPN6tatm9auXatPP/1Uu3btkiSNHTtWo0eP1hdffKHatWvr1VdfldVq1a233urJ8gAAAAAAKHEeC96bNm3SoEGD5HA4FBER4dZ36NAhff755xoxYoRiYmLUvHlzLVu2TNdcc40kqUePHjpy5Ii6deum1NRUde/eXUuWLPFUaQAAAAAAeI3HgnenTp1kt9vP21+rVi3t2bPnvP1Dhw7V0KFDPVUOAAAAAAClgmm3EwMAAAAAAARvAAAAAABMRfAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAXDHS0tIUGxur8PBw1a5dWy+99JLy8/MLjXM4HJo0aZIXKgRwNSJ4AwAA4IrRv39/1ahRQ4cOHdI333yjZcuWaebMmYXGTZ48Wbt37/ZChYDn3HbbbfL19dWMGTPc2j/55BM1bdpUISEhuv3223Xo0CEvVYgCBG8AAABcEXbv3q3jx4/rhRdeUEhIiBo0aKC5c+fqo48+chu3ZcsWvf76616qEvCcuLg4TZ482a1tzZo1mjp1qhYtWqSkpCT1799f0dHRstlsXqoSEsEbAAAAVwin06mxY8fKx8fH1RYZGank5GTX86ysLMXGxuqJJ57wRomA6RYsWKCXXnpJ1157rQIDA/XII4+oUaNG2rJli7dLu6oRvAEAAHBFaNOmjQYOHOjWtmrVKrVp08b1fNSoUYqOjla3bt1KujygRDidziLb09LSSrgSnM3P2wUAAAAAZkhKStK4ceO0dOlSSdLy5cu1bds2/fjjj9q2bZuXqwPM0b9/f02YMEF16tRRw4YN9fHHH2vNmjV6//33vV3aVY3gDQAAgCuO3W5Xv379NHz4cLVv317Hjx/XiBEjtHLlSlksFm+XB5hmwIABOnbsmHr37q3c3FwlJydr0KBBioiI8HZpVzWWmgMAAOCKM3jwYEVGRuqZZ56RJA0bNkzJycm68cYbZbFYdPvtt2vNmjWqVq2alysFPG/MmDH6448/9Oabbyo8PFwvv/yyt0u66hG8AQAAcEWZMmWKDh8+rHnz5rkutLZkyRI5HA7ZbDbZbDZ9/fXXuuOOO5SUlOTlagFzZGZmasyYMZo5c6YqVark7XKueiw1BwAAwBVj0aJF+vjjj7V161aWlOOqNnHiRN1www3q37+/t0uBCN4AAAC4QmzatEmDBg2Sw+EodD7roUOHVKtWLS9VBpSs3bt36z//+Y9+/vlnb5eC/0PwBgAAQLHVfvpLb5dwQdXHLC2y/Zb3f5H0i3tj82Glfn8k6Y+Xor1dAsqY3NxcffDBB1zDoBQheAMAAABAGTVlypRCbe3bty/5QnBBpSp4Z2RkaNiwYVq+fLlCQkI0atQoPfXUU94uCwAAAMBVpCyshLjSXOkrO0pV8H7kkUdksVh07NgxnTp1Sv3791dYWJiGDh3q7dIAAAAAALgspSZ4Hzt2THFxcTpy5IgsFotCQ0O1YMEC3XHHHQRvAAAAAECZVWru471lyxZ169bN7bYPTZo0UXBwsA4ePOjFygAAAAAAuHylJngnJCSofv36hdobNWqkw4cPe6EiAAAAAAD+vlKz1DwnJ0eBgYGF2q1Wq3Jycgq12+122e121/P09HRJZy7QVtbk27O9XcJVpyzOk7KOeV7ymOclj3le8pjnJY95XvKY5yWPeV7yyuo8L6jbMIwLjis1wdtqtSo7u/AET01NLTKQT58+Xf/6178KtUdGRppSH64soW96uwLAfMxzXA2Y57gaMM9xNSjr8zwzM1OhoaHn7S81wTsqKkpr1qwp1B4fH6+6desWap8wYYLGjh3rep6fn6+TJ0+qcuXK8vHxMbVWnJGRkaHIyEglJiYqJCTE2+UApmCe42rAPMfVgHmOqwHzvOQZhqHMzExFRERccFypCd4dOnTQE088oby8PPn5nSnrl19+kd1uL/Lc74CAAAUEBLi1hYWFlUSpOEdISAjf2LjiMc9xNWCe42rAPMfVgHlesi50pLtAqbm4Wo0aNXTTTTdpzJgxysrKUmJioh5++GFNnDjR26UBAAAAAHDZSk3wlqQPPvhAJ0+eVLVq1dSuXTv17dtXgwcP9nZZAAAAAABctlKz1Fw6c4h+0aJF3i4DxRQQEKDnnnuu0JJ/4ErCPMfVgHmOqwHzHFcD5nnp5WNc7LrnAAAAAADgspWqpeYAAAAAAFxpCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeuGynT59Wy5YtlZeX52rbsGGDnn32Wbc2oCzLyspSSEiI25xevXq17r//fuXm5nqxMuDSpKena9SoUeftDwoK0okTJ1zPT58+XRJlAQBwVeB2YrhseXl5slgsysnJ0SeffKLY2Fht2LBBXbp0UXp6uoKDg71dIvC3OZ1OBQQE6PTp03rllVc0adIkbdq0SbfeeivzHGVKRkaGmjVrpsTERH344YfKzs6Wj4+PrFarHn74YVWpUkUJCQkKDAxUcnKyrrvuOn3//feqVauWt0sH/pbVq1crMDBQvr6Fjzf5+PioWrVqatCggRcqAzwvLy9PjzzyiN566y1VqFBBe/fula+vr5o1a+bt0q56BG9c1OnTp3X77bcrICBAkmQYhkJDQ7Vs2TIFBwfr5MmTqlatmk6ePKk9e/bo+uuvV0ZGhoKCgrxcOVB8WVlZatSokds8r1y5sn744QdVqFDBNc9TU1P1008/6brrrmOeo0yx2+1q3ry5Dh48qMaNG6tTp06SpLi4OP3++++qVauWjhw5Ikl699139e9//1u7du3yZsnA35KQkKCoqChVr15dbdu2lWEY+u6773TLLbfoxx9/VPPmzeXv769NmzZp7969ioqK8nbJQLHY7Xa9//77slqtKleunLKzsxUTE6MuXbpo165dCgsL06lTpxQcHKz77rtP33//vQ4ePKjy5ct7u/SrGkvNcVEBAQFKTEzU4MGD9fvvv2vIkCH67bffJEkWi0X+/v7y8/NzPZckf39/r9ULXA6r1SqLxaKPP/5YPj4+WrhwobKzsyWd+R4oX768a54XzO+CkA6UBX5+fm5z+MMPP9SHH36ocuXKudruuusuJScna8mSJXriiSe8WS7wt914441auHChAgMDtWLFCq1cuVI1a9bUypUr1b59e82bN0+rVq3SwIEDXf/eA2WBYRgaO3asFi1apPnz52vs2LGy2+06fPiwLBaLAgICFBAQoJUrV2rJkiX66KOPCN2lgJ+3C0Dp5+fnp7CwMN1///16+eWXdf/992v69OmuPkmub2aHw6Hy5cvzzY0yp1y5cgoKClKHDh1cfxYsSzw3cOfm5spisbjagbKgXLlySk5O1vDhw5WUlKThw4dLkts879y5szp16qS0tDT169fPm+UCf5vVatXy5ct15MgRTZ06VZKUkpKiqVOn6sCBA3r99dcVEhKiwMBANW7c2MvVAsUXEBCgcuXKaePGjZKkwMBAt4MEvr6+mjt3riZOnKhPPvlEXbt29XLFkAjeuEwFP6jZ7XZNnTpVWVlZmjp1qo4dO6Zq1ap5uTrAMwrmeU5OjgYNGqS0tDQNGjRIJ06cUPXq1b1cHXDprFarOnTooNWrV6tDhw4yDENxcXGSzpzrOnr0aGVmZmr16tWs6ECZ9cMPP2jlypUKCAjQ559/rlq1arlWdvj4+KhcuXKuP319fWW3271cMXBpfHx85OPj49ZWMJ8nTpwoh8OhLVu2aMeOHapdu7Z3ikQhLDXHZSm4NEB+fr4OHjyou+66SwcPHtSePXvUqlUrL1cHeEbBPPf19VWNGjU0ZswY1ahRQ7m5uWrTpo2XqwMuXWhoqO6//35VrFhR999/vx544AFJ0ujRo5WRkSFJ+vPPP/Xzzz9r9+7d3iwVuGwOh0Nff/21jhw5oqNHj8rHx0eDBg3SQw89pNDQUA0cOFC1atXSY489pokTJ+q1117zdsnAJTv3Ml35+fkyDEOHDh2S0+nU8uXLtXDhwkLj4D0c8cZlKfgmtlqt+vjjj13td955p+sHOaCsK5jn/v7+mjZtmqutQ4cOGjt2rDdLAy7LH3/8oXbt2ungwYNq166dq/2aa65RWlqa1qxZo++++04PP/ywFi9erGuvvdaL1QKX58Ybb9TWrVv1xhtvqEePHvLz89MNN9zgWsV044036uTJk2rUqJG6dOmiqVOnMtdRpuTn5xc64p2Xlyen06n//Oc/WrFihTZs2KAHH3xQBw8e1Pz5871UKc7GEW9clNPpVG5urn777TfXnwX3NM7Ly9PevXv1v//9Ty+99JJsNpvuvvtuL1cMXDqn06msrCx9/fXXrj8L5rnT6dT333+vr776SiNGjFCdOnXUvXt3L1cMXLpq1arp448/VlRUlBYuXKgFCxbIMAw988wzioiI0MSJE2WxWNS7d29t2bLF2+UCl+3EiRPav3+/3nvvPf3+++86cuSI4uPjFR8fryNHjigzM1P/+9//1K5dO3Xu3Fk7d+70dslAsdlsNuXl5bmdLpGZmSmHw6Hc3Fw5HA41btxYGzZsUFxcnGbPnu3tkiGOeKMYbDabfvvtNzVp0kSGYahx48aqWbOmpDPneO/evVtDhw5VcHCwtm3b5uVqgcuTk5Mjm82moUOHSpKGDh2qSpUqSTrzPVBwMSqn06m1a9d6s1TgsuTn58vPz0+NGjVynePq4+Oj/Px8SWd+kbpp0yZ98803ioiI0E8//eTlioHL5+vrqxUrVuiDDz6QJLVv317Jyclu9/K22+3q0aOHFi9ezHmwKFMCAgK0d+9e17/lTqdTNWvW1DvvvKPc3Fzl5eXp9OnTslqtevfddzVw4EDdf//93ALVy7iPN4ql4GrlBXJzc+Xn5yeLxaLc3FylpqbqjTfe0Pvvv6+JEydqzJgxXqwW8Byn0ymLxSKHwyGn06m5c+fq6aef1v33369XXnmFC1ChzLDZbGrSpIni4+N18803Kzk5WQ6HQ1WrVtXWrVtVs2ZN/fHHH/Lz81NKSoquueYapaamqmLFit4uHbhkWVlZioqK0rx583Tbbbfp9ttv1y233KKRI0dKOnPaULt27bRv3z6FhYV5t1jgMv33v/9VTExModv4Jicna/PmzRo1apTWrFmjX3/9Vf/4xz+8VCUKELxx2bKzsxUcHCyHw+G6WujWrVs1aNAgbd68WZUrV/ZyhcDfl5WVpZCQENcvmyTp0KFDGjx4sL788kt+e4wy4+TJk6pXr57S0tKK7A8NDVViYqJCQkKUmZmpBQsW6JFHHuH2kCiTMjIyFBERoY4dO+qnn35SZmamWrZs6XZhzLlz52rgwIGSpLfffttbpQKXLCEhQf369dOePXu0ePFiZWdna/r06bJYLK4xhmHot99+k5+fnz777DN16dLFixVDYqk5isnpdOrYsWOKjIx0XczBYrFo7969bsu2brzxRv34448KDAz0VqmARwUHByszM9Ptnt316tVTXFxcoQubAKVZpUqVzhu6JenTTz+V1WqVJFWoUEEjRowoqdIAjzt9+rQCAgK0du1aOZ1OrV+/XjNnztTMmTMVHR2tPn366M0331RWVpZSU1O9XS5wSapVq6Y2bdro008/Vb169fTJJ58oOztb48aNcxvndDq1fft21ylF8C6OeKNYEhMTVbt2bSUlJSk8PNytb8iQIWrRooVGjRrlpeoAAAD+P5vNpl27dummm25ya4+Li9PChQv1zjvvcJAAV4yvvvpKq1at0jvvvOPtUnABBG8Uy8mTJ1WlShVlZma6La199NFHNXfuXL3//vsaNGiQFysEABTHiRMndP311+unn3467/nbiYmJGjx4sL7++usSrg4AgCsTtxNDsQQEBMjHx8ft4g2PP/64Fi9erG+//ZbQDQBlQGZmpqxWq44ePSqr1arExESlpKToxIkTSkhI0IkTJ/Tiiy+qXLly+uGHH7xdLmCq48eP67rrrtOBAwe8XQpwWXJycrR06VJJUlRUlBITE71cES6E4I1iKbi4TsF5rkuXLtXcuXO1evVqderUyZulAQCKYf78+XriiSdksVjk4+Mji8Wihg0bqmrVqqpWrZrq1Kmj5cuXa/r06QoJCXG7SA9Q1uzZs0chISH6888/JUnp6el68sknlZKS4hpjtVq1Z88erteBMsvhcOixxx6TJPn7+6tKlSrasmWLunfvrjvvvFN33nmnunXrpp49e3q5UkgEbxRTuXLlZBiGFi1aJEnq3bu3vv32W7Vr187LlQEAiuO3335z3cu74KKYtWvXltPpVLt27TRnzhwFBQWpcuXKCggIcLugIFDWBAYGKisry3V6nL+/v1577TVlZ2e7xhT8cuncWzEBpZ3T6VSzZs101113KS0tTZ07d9Zff/2lgIAAWa1WpaWlqXHjxurcubN2796tZ555xtslQ1zVHJdo1KhRev3119W8eXNJ0rvvvuvWn5eXp1OnTmn16tXeKA8AcB4tW7bUl19+Ken/B42z70NfcDpRhQoV5OfnR/BGmVawsqPgSv1Wq1WGYbjN64K/F9wSFSgrHA6HJk6cqKCgIA0fPlxPPfWUBg8eLF9fX1mtVlWuXFmNGzdWvXr15O/vX+gig/AOjnij2Hx8fHTgwAG1a9dOixYt0rZt2+RwONweubm5ys3N9XapAIBz1K1bV/Hx8dq4caMkaePGjcrOztbGjRuVkZGh/fv36+DBg7LZbNq0aZPbrSKBsqbgFLmz70Pv4+Pjtqy84O/MdZQ1FotFnTt3VnR0tAIDA9W9e3fXVfo5daL04tfZKJaCi99XqVJFs2bNUseOHTVixAgNGTJEXbp08XJ1AICLqVq1qnbv3q1x48YpNzdX48aN07FjxzRu3DglJCTo008/lZ+fn/766y+NGzeOMIIyzdfXV4ZhuP2MYhiG+vfvX2ilB1DWOBwOVa9eXX5+fnI6nSpfvrzy8/PlcDhks9mUk5Oj1NRUBQcHy+l0KjExUZGRkd4u+6pH8Eax5OXlSTpzTkm5cuX0wAMPKCQkRDExMfrmm2/Uvn17L1cIALiQSpUqKSoqSjt37lRwcLB27typ1q1ba+fOnbrxxhs1bNgwVaxYUc8++6x27typevXqebtk4G87++eTc39WMQxD3333HeEbZY6vr68SExNd1+g4dOiQGjRooKysLKWmpurYsWNasGCBJKlixYrq0KGDEhISvFw1CN4oFofDIelMAC84F+quu+7SY489prvvvvuC94MFAHif1WrVqVOnJJ35JerZfxbIz89Xdna2DMNQfn5+SZcIeIxhGPLx8dH06dMvOO6VV15xreoDyopy5cqpRo0aysnJ0ezZsxUUFKQhQ4a4gviMGTPUo0cPbdmyRZ07d/Z2ufg/rCNDsdhsNkmS3W53a582bZqsVqtiY2O9URYAoJjKlSunnJwcGYbh+mXqyZMnNXnyZB09elRLly5VTk6O0tLSZLfbXSudgLLo7JV6krR161YlJCQUevj4+BC8UWYZhqGBAwfq2LFjOn36tKpUqSKn06nRo0crICBAL774oj7//HNvl4n/wxFvFEtubq6aNm3q+mGtQLly5TR58mStWbNG+fn5nBMIAKWUw+FQfn6+bDabDMOQ0+nUQw89JB8fHw0aNEg2m811zmBWVlahX7QCZUnB/LXb7bLb7erQoYNbyC74u4+PT6GVH0Bpl5+fr86dO+vJJ590tW3evFkLFiyQ0+mUzWbTggULdP3112vw4MFq2rSpmjVr5sWKIRG8UUw1atTQ3r17i+y77777NGDAAEI3AJRihmFo8eLFOn36tAzD0OnTp/XCCy8UGpecnKwjR47o9OnTXqgS8IysrCwZhqGsrCxVqlRJv//+u9tF1aQzv4yqV68eqztQ5mRlZenaa6/VgAEDVK5cOZ0+fVqJiYn64osvXPP+iy++kCRVr15dH3zwgd5++20vVw0fg/U1AABcFZxOpw4cOKDNmzcrNja2UBApcPr0aW3ZskW33357CVcIeMbp06f1yy+/6LrrrnO7pdjZUlNTFR4erp9//lnNmzcv4QqBv+/o0aMaPHiw0tPTNXToUA0cOFB//fWX2rZtq6NHj0o6s2rV39/fy5VCIngDAHDVSExMVO3atZWUlKTw8HC3viFDhqhFixYaNWqUl6oDSpbD4dBvv/2m+vXrn/eXUEBZ8NZbb2nw4MEKDg6WzWbTgQMH1KpVK2+XhXOwNhgAgKtEUFCQDMNQYGCgW/ujjz6qjz/+WBUqVPBSZUDJK1++vJo1a0boRpk3atQoBQcHS5IsFguhu5QieAMAcJUICAiQj4+P27LDxx9/XIsXL9a3336rQYMGebE6wLMqVapUqK1///7auHGjF6oBPM/pdOrw4cOSpIyMDIWEhCgpKcltzNGjR5WYmOiN8nAOgjcAAFeJgnNd/fzOXFt16dKlmjt3rlavXq1OnTp5szTA48LCwmQYhhISEiRJOTk5Wr16daE7tABlVUZGhho0aKC8vDwFBgYqKyvLbeXSRx99pObNm2vKlCneKxIunOMNAMBVwul0qnz58lqwYIEeeOABOZ1O/fDDD2rfvr23SwM8KjMzUw0aNJC/v7+aNWumNWvWaO7cuXrxxRe1Y8cOPfTQQypXrpwMw1BYWJjmzp3r7ZKBS+ZwOBQcHOy6fZ6fn59sNpuysrI0aNAgrV69WvXr19ePP/7IKRWlALcTAwDgKjNq1Ci9/vrrris5v/vuu279eXl5OnXqlFavXu2N8oC/JTk5WR06dJAkrV27Vk2bNlVaWpomT56sESNGyMfHR5s3b9brr7+uCRMm6L333vNyxcCly87OVmBgoNupQ76+vvLz81NiYqLy8vK0detW9ezZk9BdSrDUHACAq4iPj48OHDigdu3aadGiRdq2bZscDofbIzc3V7m5ud4uFbgsQUFBGjdunPz9/fXpp58qMzNT/fv310MPPaTPPvtMqampCgoKUmxsrEJDQ9WnTx9vlwxcEsMwVKdOHbVr1042m03t2rVTu3bt5HQ6FRcXJ4vFohUrVujaa69VamqqcnJyvF0yxBFvAACuGgVnl1WpUkWzZs1Sx44dNWLECA0ZMkRdunTxcnWAZwQHB2vYsGFq0aKF3n33XdWpU0fPPvusxowZo1WrVnH0D2Wew+HQ008/rQoVKmjEiBEaMWKEDMPQ4MGD9eabb+r777/XvHnzFB0drWrVqun3339XixYtvF32VY/gDQDAVSIvL0/SmXO9y5UrpwceeEAhISGKiYnRN998w7neuKIMHDhQq1at0oEDB7Rt2zYZhiEfHx/5+Ph4uzTgb/H399eYMWOUl5enESNGKDY21hW8P/vsMy1evFgjR47U2rVrValSJR04cIDgXQqw1BwAgKtEwdWcCwK4JN1111167LHHdPfddystLc1bpQEeZ7FYlJSUpFdffVUZGRmaMGGCJHEaBa4Y6enpcjgcstvtrn/fHQ6H7r//fu3bt09+fn7as2ePtm3b5uVKIRG8AQC4athsNklyXQG3wLRp02S1WhUbG+uNsgCP+/rrryVJw4YN0/79+/X5559r8eLFatu2rYKCgpSTk6MVK1YoKytLK1eu9HK1wOWxWq06cuSIAgIClJOTo4iICGVnZ0s684unN954Q4sWLdKwYcO8XCkkbicGAMBV49ixY+rRo4c2bNigypUru/UtWrRIa9as0YIFC+Try+/lUXZlZ2eratWqstlsOnHihMLCwiRJX375pR599FF9//33uvfee1W+fHk5nU5lZ2frhx9+8G7RwGV48MEHlZqaqi+//FKbNm1So0aNFBQUpDfffFN33323GjZs6O0ScRaCNwAAkGEYysvLU/ny5b1dCvC3/fXXXxo3bpy2bdum5cuXu85v7datm9q0aaPp06d7uULg71m+fLkefvhhbd++XXXq1FGrVq00ZMgQtW/fXpMnT9aGDRtUt25d9ezZU126dFH37t29XfJVj+ANAACAK9L777+vjz/+WN9//72kM/f1fvDBB/XXX3+pXLlyXq4OuHx5eXnav3+/mjdvrp9//lm9evXS4cOHXfM6NTVVc+bM0cyZMzVo0CA999xzXq4YBG8AAABcsU6ePKlKlSq5nv/444+6/vrrvVgR4Hm///676tevX6jd4XCoXLlynEJUChC8AQAAcEXJyspSXFycKlSocMHA4XA45HA41KNHjxKsDvh7nE6n3nzzzWKdGuTr66uWLVvq5ptvLoHKcCEEbwAAAFxRkpKSFBERUegiguc6efKkGjZsqP/9738lVBngGX5+fmrXrp0CAgIuOC4pKUnHjh1TWloap1d4GcEbAAAAV5T09HRVrFhRWVlZCgwMLHKMzWZTYGCg8vPzS7g64O8LDAzU77//roiIiAuOO3DggJo0aaL9+/dzlXMv8/N2AQAAAIAn+fn5ycfHR9KZZef/+c9/XEcGbTabHnzwQfn4+LjGAGXN2Uev7Xa73n//fdecLjiuOmLECFWqVElbt24ldJcCHPEGAADAFaXgaHZWVpacTqfCwsI0dOhQGYahOXPmKD09XT4+PgoMDJTT6fR2ucAlCwoK0sGDBxURESG73S6r1aoHHnhA5cqVk2EY+vjjj2W32+Xnx3HW0oLgDQAAgCtKQRDJysqSxWJRQECAHA6HJKlChQrKzMyU3W4neKPM8vf31969e9WoUSMZhqFy5cq5Tq3Iy8uTv78/p1GUMlxXHgAAAFcsX19ftyXlZy/FBcqivLw8Va1aVTk5OZLkWmJeMM85jaJ0Yu0BAAAArihnB2ubzSan06n77rtPhmHIbrcrJyeHKzyjzPLz81NiYqLriHZubq4Mw9CTTz6p8uXLu9rz8vJYal6K8EkAAADgiuJ0Ol1H/AzD0MyZM11XN7/tttsueG9voLTLysrSv/71L61bt047d+6U0+nUpEmTFBAQIF9fX+Xn52vixIksNS9lOMcbAAAAV5T09HRVqlRJ+/btk9VqLXKM3W5X48aN9ccffygyMrKEKwQu39ChQ/Xdd99p/Pjxuv/++2WxWLxdEoqB4A0AAIAryp9//qmaNWsW63xuHx8fLrCGMiUtLU0VKlSQn5+fduzYoTvuuENBQUEX3CYhIaGEqsP5sNQcAAAAV5RrrrlGKSkpCg4OvuC53Lm5uTp58mQJVgb8fRUrVnT9vXbt2lqwYMF5z+W22+1KS0srqdJwARzxBgAAAADARFxZAgAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAACAC3A6nXr55Ze5+jmAy0bwBlDq/fjjjwoPD9eff/5ZrPG1a9dWSkqKqTVNmTJFM2bM8MhrrV69WrfccoskqW3btnrnnXe8Usf5/PHHH2revPnfeo3Nmzerffv2CgkJ0Q033KBt27YVe9tvvvlGvr6+8vPzcz2Sk5OLHFtwZdezH76+vurdu7ckc79ennztW2+9VT/88MMFx6SkpCg8PFw+Pj4XHXupzp6TxfHQQw9p8eLFHq2hKPPmzdNjjz1m6nvY7XZFRUVp+fLlxd7mYvt/5MiRQvOyXLlyqlatmnJyciRJW7ZsUevWrWW1WtW2bVvt2LGj2O9fnPniCZc6xzds2KCePXtedFxaWppatGih8PBw/fLLL6bNp6Lq2b9/vwIDA+Xj43PB/zfeeecdfffddxe8Qvr53uedd95RSEiIhgwZcvnFAyjzuJ0YgFKvQoUKatiwoaxWq7dLMcXnn3+uu+++W5LUoEEDXXPNNV6uyLMOHjyoAQMGaMGCBerQoYPWrFmjPn366IcfflDNmjUvuv2vv/6q5557Ts8999xFxz744IN68MEHXc/z8/PVokULTZw48W/tQ2lUpUoVnThxQrfeeqvHX/vsOXm18fPzU8OGDVWpUiWPvWatWrWUl5fn1vboo4+qfv36slqtSk5OVkxMjGbNmqVevXrpyy+/VO/evbV7925Vq1bNY3WUVnFxcWrQoIG2b99e4u/duHFjZWdnq3bt2ucdk5SUpJdfflnff//9Zb3Hhx9+qI0bNxbr3zsAVy6OeAMo9Ro2bKgtW7a43bfySuFwOLRy5Ur169dPkvTJJ5/onnvu8XJVnjVz5kyNHTtWXbt2ldVqVd++fRUbG6vPPvusWNv/+uuvaty48WW995IlSxQVFaW2bdte1vZXo3Pn5NWmXLly+vbbb9WpUyfT3uPYsWNauXKlhg0bJkmaM2eO7rnnHvXt21fly5dXnz59FBsbq/fee8+0GkqTjIwMRUREKDAwUIGBgd4up5Dx48dr5MiRqlOnzmVtn5GRoZo1a6pKlSoergxAWULwBlDqpaSkqHbt2q4lz/v27dOtt96qwMBAtWnTRrt27ZJ0JqD5+fnpyJEjqlatmkaNGuV6jYULF6pp06YKCAhQvXr19Nprr8kwDElnlgVGR0frgQceULVq1XT69Gndeuut2rJli8aMGaPKlSuratWqev3114us76GHHtLChQs1bNgwhYSEqG7duvryyy+Vm5urxx9/XBUrVlS9evW0Zs2aQtt+++23atq0qapXry5J6tmzpzZs2CBJF63hhhtu0NSpU/XUU08pLCzM1X7w4EH16tVLwcHBqlixou6//3799ddfrv7atWvro48+UmhoqD777DPX8t1ly5apadOmCg4OVp8+fZSamlqo3oIllJ9//rnq1aunkJAQjRw5Uvn5+friiy/UuHFjhYWFadSoUa5zIevUqeNa6l0gMjLyvMvFz7Vv3z41atSoWGPPZhiGXnjhBU2aNKlQ35w5c9S4cWNZLBa1atVKX3zxRbFe86uvvlKHDh0UGBioKlWq6L777tMff/zhNmb27NmqW7euQkJCNGjQINlsNrf+d955x3Wks23btlq3bp369++vDRs26PTp0/Lz89N3332nG264odDXrbg8OScLLFq0SNdee60sFouqV6+uRx991G1pbn5+vl544QVFRESoYsWKeuqpp5Sfn+/qdzgcevbZZ1WjRg1ZLBa1bdu2yPf/7bff1K9fP1WsWFEVKlRQ586dXd8T53ryySfVvn17nTx50jU3N23apBtuuEFWq1V16tTRK6+84vpeL/Ddd9/ppptuksViUUREhJ5++mnl5ua6+ps3b+76XGvXrq3ff/9dsbGxCgkJUa1atbRo0SLX2GrVqmnBggW655571Lp16/N+Jmd75ZVXNGLECAUFBUmSNm3aVOiz7t+/v9atW3fB17nQfLnYPgYHB+u9995TUFCQ25FmT8zxc33//ffq0KGDrFaroqKi9MILL7jmxtKlSzV48GC99957rn+/z/Xzzz+re/furpqGDh2q9PR0tzGHDx9Wnz59FBwcrPDwcD3++OPasWOHa0XIU089pS5dumj16tXy8/PTjz/+eMGaC2zatEm7du3S+PHjizX+XK1bt3b9nzR48ODLeg0AVwgDAEq5EydOGLVq1TLi4+ONatWqGW3atDG2bdtmZGdnGx9++KFRs2ZNIzc31zW+Vq1axokTJ1zPP/jgA6NDhw7GTz/9ZOTm5hp79+41unfvbjzxxBOGYRhGXFycYbVajeeff96w2WyGYRjGLbfcYrRu3dqYMWOGkZ2dbfz8889G3bp1jdWrVxuGYRjPPfec8eqrrxqGYRixsbFGnTp1jLffftvIyckxvv32W6NSpUrGQw89ZMycOdPIyckxvvvuOyM8PNzIyspy27eBAwcab731lut5dHS0ERcXV6wazq3DMAwjMTHRqFOnjvHpp58ap0+fNlJSUoyXXnrJaNiwoZGenu76+nTs2NFISUkxnE6nMXfuXKNZs2ZGt27djMTEROPkyZPGww8/bAwYMMAwDMOIj483mjVr5vpa1axZ0+jZs6dx9OhRIykpybjxxhuNoUOHGj179jSOHTtmHD9+3Lj55puNefPmnfcz7d69u/HZZ58V5+M3QkNDjTp16hiVKlUy+vXrZyQnJxdru+XLlxudO3d2a3vuueeMRo0aGQMGDDB+++034/Tp08aXX35p1KxZ0/jPf/5zwdf79NNPjVq1ahnLli0zMjMzjZMnTxozZ840IiMjjZMnTxrPPfec0aJFC+Pee+81jh8/biQlJRl33XWX8eSTT7peY+LEiUbr1q1d8/f777832rRpY9SrV8/1uRvGmc9+586dxdrPosZ6ck4ahmG8/PLLRvPmzY3169cb2dnZRlJSkvGvf/3LaNasmeFwOIzY2FijRYsWxtixY4309HQjPj7eaN++vfHee++5XuPee+81HnnkEePo0aOGzWYzvvnmG6NBgwbGihUrXGMOHDhgREREGG+88YaRlJRk2Gw2Y9WqVUadOnWMjRs3GnPnzjVGjBhhOJ1OY+jQoUbnzp2NzMxMwzDOzM06deoY119/vbFp0yYjOzvb2LVrl3HTTTcZI0aMcL3HunXrjKpVqxr//e9/jczMTGP//v1Gz549jd69e7vGNGvWzIiPjzcM48z3S7t27YwFCxYYNpvN2LRpk1GlShXjl19+cft6f/7558X6vJKSkoyIiAjX9+O571cgIyPDqFatWrFe89w5UJx9LFeunNGnTx+3Ojwxx88WFxdn1KpVy2jfvr2xZcsWIzs729i9e7fRoUMHY9iwYa5xBZ9rgbO/nr/++qtRtWpV4/333zdOnTplHDlyxBg0aJDRrl07w263G4ZhGEePHjVq1KhhvPDCC8bx48eN5ORkY9q0aUazZs2MW265xa2e6OjoIms99/8NwzAMp9NptGzZ0rjmmmuMkJAQo2fPnkZKSspFPo3C71PUawO4+hC8AZR6ZwdvSca2bdvc+tu2bWvs2LHD9fzsH3JsNptRs2bNQj/02O12o2bNmsbx48eNuLg4IywszC2833LLLcajjz7qts27775rDB8+3DCMwsH7nnvucRt7++23G//4xz/c2u68805j48aNrucOh8OoUqWKcfToUVfbucH7QjWcW4dhGMbw4cPdwk6BMWPGGK+//rrr63N26J07d65RuXJltwCWnp5uhIWFGfn5+YWCt8ViMdLS0lxjP/nkE8NqtRonT550tX322WfGoEGDCtVR8H6tWrUyHA5Hkf1ny8nJMZYuXWqkpaUZp06dMiZNmmR06NDhotsZxpl5cXaYNYwzX682bdoYTqfTrX379u1GjRo1CrUXyM3NNWrUqGHs3bu3UN9ff/3leu2mTZsa+fn5rr79+/cbTZs2NQzDMI4dO2aEh4cbSUlJbtsnJiYaFSpU8Hjw9tScTE5ONqpXr+7az7MVtMXGxho9evRw61u7dq1x5513GoZhGDt27DDat29faPuffvrJaNmypet5nz59jA8++KDQuOPHjxt5eXnG3LlzjaFDhxr333+/cdddd7l+UWYYZ+ZmUFCQkZCQ4LZtenq6UbNmTWPfvn2GYRhGixYtjFWrVrmNyc3NNVq2bGl89dVXhmEUDt4vvfSS2/jx48cbr7zyiuv5pQTv8ePHG88995xbW926dQv9QsnhcBihoaHFes1z50Bx9lGS27+bnpjj54qLizOCg4Pd5pNhnPlMatSo4fpMLhS8e/XqZcycObPQa99xxx2uuTJ8+HDj6aefLjRmzJgxfyt4L1q0yGjYsKHx008/GWlpacbDDz9s9O3bt8jtz91vgjeAc7HUHECZEhERofbt27u11a9fX0lJSUWO37t3r44dO6aaNWvKYrG4HiEhIUpOTtZPP/0kSWratKnKly/vtm3fvn2L/T7nXuAqPDy80DmilStXdlu+vW7dOjVq1Eg1atQ47/5eSg3SmeWlo0ePdttXi8Wid999V7t373aNO3dJbPfu3V3LXiUpJCREVqtVWVlZhd6jVatWbkvbw8PD1bx5c7dz8M/d1wI7d+7UU089pf/85z/y87v49T0tFotiYmIUFham0NBQTZ06VdnZ2dq7d+8Ft/vqq68UEBBQ5IXHevfuLV9f9//+2rVrp+DgYB08eLDI19u7d68iIiKKvLr72Re/6tOnj3x8fFzP69at6/q8vv/+e91yyy2qWrWq2/Y1a9ZUhw4dLrg/l8NTc3Lz5s3q2LFjkRf5Orvt3Ll69r5/9913+uGHHwrNy3bt2mnfvn2uJdBxcXG67777Cr1PeHi462rSc+fOVXZ2tpYsWaKAgAC3cTfddJMiIyPd2kJCQhQdHa2NGzcqNTVVx44dU3R0tNuY8uXL6x//+Md5l7Rf6vfh+aSmpmrRokVup8FIktVqLbRcOzU19bLOd76UfWzVqpXr756Y40Vp3759oX/jQkJC1LNnT23cuPGi+7Nhwwb985//LNT+z3/+07Uv3333nR544IFCY/7u9TL++9//6o033lDLli0VFhammTNnauvWrcU+TQYAzkbwBlCmhIaGFmrz9/eX3W4/7zbt2rWTzWYr9MjNzVXXrl0lnflB8GLvdaH3OffCb35+foWuiuzr6+t2ZePiXDn6Umoo8NNPPxXaV7vdrgULFrjGnLu/l/J1vZx9laSEhATFxMTo3//+t5o0aXLBfbiQunXr6ujRo3rqqafcbs/066+/usac79xuSYXqOtc999zj9rqnT5+W0+m86HZS4a9j+fLlXV9DHx+fQucaF0fBua8Fj9WrVxdrO0/NSU/suyQ98cQTRX4fOhwO+fv7Szrz2VzsPsn16tXTnj17Cp13LOmiX9/8/Pzz/sKnXLlybuekn+1Svg8LziEueJx9gbQ333xTsbGxhT6bqKgoxcfHu7XFx8erbt26F9yfohR3Hy0Wi+vrLnnucz5XcV7zYoq6hdfZ+3K531sX8/vvv7v9IsLf31+NGzdWQkKCx98LwJWP4A2gTDn3SOXFNG/eXEeOHCn0g1JWVpaGDRvm+sGtqB/sLuW9itr+Qkd08/LytHz58oteOfpS97djx45auXJlofZXXnnFdXRfKlyvmfsqSZmZmerZs6fGjx9frPv6SlJubq66devmus+xdOYeyzt37lTDhg318ssvKy8vz/Vo1qyZpDNHv+x2u26//fYiX3fx4sVyOBxubdu2bdPp06fVoEED/fe//3V73aCgILVo0UKJiYlFXpDp7AvXXejr2KFDB23cuLHQ0cFjx45py5Yt591u+PDhbvXceeed5x17Nk/NyZtuuknfffedEhMTC21T3H3v2LGjVq9eXShU7969W6+++qrreadOnTRv3rxC2x8/fty1befOnTVjxgx17dpV+/fvdxu3devWQt/r6enp+vLLL3XzzTcrPDxclStX1qZNm9zGOJ1Off755+e9d/mlfH/ceeedbp/X8OHDXXXMmTNHY8eOLbRNx44dtXbtWre2xYsXu34xeCmKu4/nzg9PzPGibN++XYcPH3ZrO3XqlFauXFmse8V37NhRS5cuLdT+6aefura/9dZbtXDhwkJj/vvf/15SreeqWbOmfvnlF9dzh8Oh33777YK3HgOA8yF4A7ji+Pr6uoKVxWLR5MmT1adPH+3cuVO5ubn66aefdOedd6pKlSqX/EOkp6xfv14NGjT42/d1PXtfJenZZ5/VzJkz9dFHHykjI0MpKSl67rnnNHfuXNWvX//vln1ZnE6nBgwYoJtvvrnQEtsL8ff3V1hYmEaMGKG0tDT9+eefio2NVdu2bVWvXr3zbjdt2rQL3rfb399fffv21YEDB5Sdna1Vq1apf//+ev311887HywWi6ZPn67evXvriy++UGZmptLS0vTWW2/ppptu0qlTpy66P9WqVdPw4cN1xx13aPv27bLZbNq6dav69u1baBn3uZ9rSTjfnKxRo4aGDRum22+/XevXr1dOTo6SkpI0adIk9ejRo1hHNG+44QY1adJEDzzwgP744w/Z7XatXbtWMTExatmypWvcSy+9pKlTp2rGjBlKTk6W3W7XihUr1L59e23bts01rm/fvnr33XfVvXt3t2BUrVo13X333dq8ebNsNpt2796t6Oho9erVy7XK4o033tADDzygVatWKTs7W7///rv+8Y9/KDw8XD169Lisr11xPq933nlH//jHP4q8pdTgwYM1f/58rVmzRnl5eVq1apU+/fRTV2i/1Pe/nH30xByXzqxsePPNN13PIyMjNWDAAG3cuFE5OTnavXu37rzzTvXt27dYtwmcPn26nn76aX388cfKzMzU0aNH9dhjjyk+Pl4DBw6UJD3zzDNatGiRXnzxRaWkpOjEiRN6/vnnFRcXd8Gv08UMHz5co0eP1s8//6xTp05p5MiRuuWWWxQeHl7s1wCAAgRvAFec2267TfXr19fWrVslScOGDdOoUaMUGxurChUqqF+/furXr5+mTZvmtRoXL1580WXmxXHjjTfqxRdfdAXayMhIffXVV1q2bJkiIiLUsGFDHTp0SBs2bHA7h7skjRw5UmvXrtWsWbPcluB26dLlott++OGHcjqdqlevnpo1a6bAwEDNmTPnvOMzMzNVuXJl9erV67xj7rvvPg0YMEB33XWXKlasqEmTJun999+/6OcxZMgQvfXWW3r++ecVHh6uRo0aadeuXdq0aZPbOe8XMmXKFA0ZMkQPPPCAwsLCNGbMGL355ptu4VM6cwSvS5cuxb7XuSdcaE4+//zzGj16tB577DGFhYWpTZs2OnXqlDZs2FCsc/Ul6eOPP1bt2rXVoUMHhYWFafLkyZo9e7a6d+/uGtOqVSutX79e69evV7169RQeHq6ZM2dq4cKFhc6Dj46O1ocffqjo6Gjt2bNHktS4cWO99957evbZZ1WxYkX17t1bd955p2bOnOnarnv37pozZ46ef/55VaxYUZ06dVJUVJSWLl3qdu7ypejUqZMGDx6sGTNmnHfMoUOH9MQTTxTZV7VqVX3++eeaMGGCgoODNWXKFC1btkzXXHNNsd7/3PlyufvoiTkeHx/vtuqgYcOGev/99/XMM8+oYsWK6tOnj3r37q233367WK/XqlUrrVy5UvPnz1fVqlXVqlUr5eTkaN26dbJYLJKk6tWra+PGjdq5c6fq1Kmjpk2bKiMjQx999JHbazVu3Fi//vprsW/71rt3b40fP159+vRRgwYNZBiGZs+eXaxtAeBcPoYZJ8UAAM7L6XSqevXq+vHHHwtdCArwhithTm7YsEEzZszQqlWrvF0KAACFcMQbAEpYSkqKJk6cWGYDjid16dLF7Sj42Y+zz0mHuZiTpdfgwYPP+z2yYsUKb5d3VTpy5Mh5P5M2bdp4uzwApRRHvAEAQJnHEW8AQGlG8AYAAAAAwEQsNQcAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARP8PCqUdngMKcWgAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf\n","是 1204\n","不是 1187\n","不重要 557\n","回答正确 32\n","问法错误 20\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf\n","不是 1565\n","是 1222\n","不重要 118\n","问法错误 62\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf\n","不是 1457\n","是 1121\n","不重要 355\n","问法错误 34\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf\n","不是 1364\n","是 1243\n","不重要 280\n","问法错误 79\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf\n","是 1322\n","不是 1267\n","不重要 299\n","问法错误 82\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf\n","不是 1304\n","是 1240\n","不重要 365\n","问法错误 64\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf\n","不是 1290\n","是 1176\n","不重要 441\n","问法错误 60\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf\n","不是 1311\n","是 1211\n","不重要 388\n","问法错误 57\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col in df.columns[5:]:\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n","\n","\n","def calc_metrics_for_col(df, col):\n"," y_true = df[\"label\"]\n"," y_pred = df[col]\n","\n"," accuracy = accuracy_score(y_true, y_pred)\n"," precision = precision_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," recall = recall_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," f1 = f1_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n","\n"," return accuracy, float(precision), float(recall), float(f1)"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_7536/961288552.py:9: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n"]},{"data":{"text/html":["
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epochmodelaccuracyprecisionrecallf1
00internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf0.5106670.7519870.5166950.542057
11internlm/internlm2_5-7b-chat-1m/checkpoint-35_...0.7843330.7977650.7843330.786494
22internlm/internlm2_5-7b-chat-1m/checkpoint-70_...0.7836670.7996980.7836670.788688
33internlm/internlm2_5-7b-chat-1m/checkpoint-105...0.7243330.8171170.7243330.756580
44internlm/internlm2_5-7b-chat-1m/checkpoint-140...0.8030000.8031410.8030000.802806
55internlm/internlm2_5-7b-chat-1m/checkpoint-175...0.7676670.8108440.7676670.784319
66internlm/internlm2_5-7b-chat-1m/checkpoint-210...0.7736670.8091670.7736670.787687
77internlm/internlm2_5-7b-chat-1m/checkpoint-245...0.7623330.8062290.7623330.777669
88internlm/internlm2_5-7b-chat-1m/checkpoint-280...0.7553330.8086200.7553330.775559
99internlm/internlm2_5-7b-chat-1m/checkpoint-315...0.7480000.8172000.7480000.773991
1010internlm/internlm2_5-7b-chat-1m/checkpoint-350...0.7560000.8126880.7560000.777781
\n","
"],"text/plain":[" epoch model accuracy \\\n","0 0 internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf 0.510667 \n","1 1 internlm/internlm2_5-7b-chat-1m/checkpoint-35_... 0.784333 \n","2 2 internlm/internlm2_5-7b-chat-1m/checkpoint-70_... 0.783667 \n","3 3 internlm/internlm2_5-7b-chat-1m/checkpoint-105... 0.724333 \n","4 4 internlm/internlm2_5-7b-chat-1m/checkpoint-140... 0.803000 \n","5 5 internlm/internlm2_5-7b-chat-1m/checkpoint-175... 0.767667 \n","6 6 internlm/internlm2_5-7b-chat-1m/checkpoint-210... 0.773667 \n","7 7 internlm/internlm2_5-7b-chat-1m/checkpoint-245... 0.762333 \n","8 8 internlm/internlm2_5-7b-chat-1m/checkpoint-280... 0.755333 \n","9 9 internlm/internlm2_5-7b-chat-1m/checkpoint-315... 0.748000 \n","10 10 internlm/internlm2_5-7b-chat-1m/checkpoint-350... 0.756000 \n","\n"," precision recall f1 \n","0 0.751987 0.516695 0.542057 \n","1 0.797765 0.784333 0.786494 \n","2 0.799698 0.783667 0.788688 \n","3 0.817117 0.724333 0.756580 \n","4 0.803141 0.803000 0.802806 \n","5 0.810844 0.767667 0.784319 \n","6 0.809167 0.773667 0.787687 \n","7 0.806229 0.762333 0.777669 \n","8 0.808620 0.755333 0.775559 \n","9 0.817200 0.748000 0.773991 \n","10 0.812688 0.756000 0.777781 "]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = pd.DataFrame(columns=[\"epoch\", \"model\", \"accuracy\", \"precision\", \"recall\", \"f1\"])\n","for i, col in enumerate(df.columns[5:]):\n"," accuracy, precision, recall, f1 = calc_metrics_for_col(df, col)\n"," new_model_metrics = {\"epoch\": i, \"model\": col, \"accuracy\": accuracy, \"precision\": precision, \"recall\": recall, \"f1\": f1}\n","\n"," # Convert the dictionary to a DataFrame and concatenate it with the existing DataFrame\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","\n","perf_df"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot metrics for each model\n","import matplotlib.pyplot as plt\n","\n","fig, ax = plt.subplots(1, 1, figsize=(12, 5))\n","\n","perf_df.plot(x=\"epoch\", y=[\"accuracy\", \"precision\", \"recall\", \"f1\"], kind=\"bar\", ax=ax)\n","\n","# add values on top of bars\n","for p in ax.patches:\n"," ax.annotate(\n"," f\"{p.get_height():.2f}\",\n"," (p.get_x() + p.get_width() / 2, p.get_height()),\n"," ha=\"center\",\n"," va=\"bottom\",\n"," fontsize=10,\n"," )\n","\n","# add title and labels\n","# ax.set_title(\"Metrics for different settings\")\n","# ax.set_ylabel(\"Value\")\n","ax.set_xlabel(\"Epoch (0: base model, 1-4: fine-tuned models)\")\n","# rotate x labels\n","plt.xticks(rotation=0)\n","\n","# set legend at the right to avoid overlapping with bars\n","plt.legend(loc=\"center left\", bbox_to_anchor=(1.0, 0.5))\n","# plt.tight_layout()\n","\n","plt.show()"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"results/mgtv-results_p2_r3_full_metrics.csv\", index=False)"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf\n","是 1366\n","不重要 1165\n","不是 468\n","问法错误 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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf\n","是 1405\n","不是 1340\n","不重要 205\n","回答正确 31\n","问法错误 19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf\n","不是 1421\n","是 1298\n","不重要 238\n","回答正确 24\n","问法错误 19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf\n","是 1204\n","不是 1187\n","不重要 557\n","回答正确 32\n","问法错误 20\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf\n","不是 1565\n","是 1222\n","不重要 118\n","问法错误 62\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf\n","不是 1457\n","是 1121\n","不重要 355\n","问法错误 34\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf\n","不是 1364\n","是 1243\n","不重要 280\n","问法错误 79\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf\n","是 1322\n","不是 1267\n","不重要 299\n","问法错误 82\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf\n","不是 1304\n","是 1240\n","不重要 365\n","问法错误 64\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf\n","不是 1290\n","是 1176\n","不重要 441\n","问法错误 60\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf\n","不是 1311\n","是 1211\n","不重要 388\n","问法错误 57\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, accuracy in zip(df.columns[5:], perf_df[\"accuracy\"].to_list()):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col, f\"{col} (acc: {accuracy:.3f})\")"]}],"metadata":{"accelerator":"GPU","application/vnd.databricks.v1+notebook":{"dashboards":[],"environmentMetadata":null,"language":"python","notebookMetadata":{"pythonIndentUnit":4},"notebookName":"07_MAC_+_Qwen2-7B-Instructi_Unsloth_train","widgets":{}},"colab":{"gpuType":"T4","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.9"}},"nbformat":4,"nbformat_minor":0} +{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","try:\n"," from google.colab import drive\n"," drive.mount('/content/drive')\n"," workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n","except ModuleNotFoundError:\n"," workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n"," found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"W2QyVreqhOGM","outputId":"68b9590e-1ac6-4c6f-e0c4-e273ec816419"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 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 internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf 3000 non-null object\n"," 6 internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf 3000 non-null object\n"," 7 internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf 3000 non-null object\n"," 8 internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf 3000 non-null object\n"," 9 internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf 3000 non-null object\n"," 10 internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf 3000 non-null object\n"," 11 internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf 3000 non-null object\n"," 12 internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf 3000 non-null object\n"," 13 internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf 3000 non-null object\n"," 14 internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf 3000 non-null object\n"," 15 internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_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(\"results/mgtv-results_p2_full_r3.csv\")\n","df.info()"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","\n","\n","def plot_value_counts(df, column, title=None):\n"," font_family = rcParams[\"font.family\"]\n"," # Set the font to SimHei to support Chinese characters\n"," rcParams[\"font.family\"] = \"STHeiti\"\n"," rcParams[\"axes.unicode_minus\"] = (\n"," False # This is to support the minus sign in Chinese.\n"," )\n","\n"," plt.figure(figsize=(12, 6))\n"," df[column].value_counts().plot(kind=\"bar\")\n"," # add values on top of bars\n"," for i, v in enumerate(df[column].value_counts()):\n"," plt.text(i, v + 0.1, str(v), ha=\"center\")\n","\n"," plt.xlabel(title or column)\n","\n"," plt.show()\n","\n"," rcParams[\"font.family\"] = font_family"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf']"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf\n","是 1366\n","不重要 1165\n","不是 468\n","问法错误 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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf\n","是 1405\n","不是 1340\n","不重要 205\n","回答正确 31\n","问法错误 19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf\n","不是 1421\n","是 1298\n","不重要 238\n","回答正确 24\n","问法错误 19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf\n","是 1204\n","不是 1187\n","不重要 557\n","回答正确 32\n","问法错误 20\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABgEElEQVR4nO3dd3xT9f7H8XcHbdKWtuzVlk3ZLpaylCFcQEoBcYAyiqIggqAgl+UFFTfeKyCCAjLUK6igiHUwZMhSRFAEESotaAuU0p00bc/vD27zI7QgI4e08Ho+HnlIvt/vST4nOYl955zzPV6GYRgCAAAAAACm8PZ0AQAAAAAAXMsI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmMjX0wW4S35+vv7880+VLl1aXl5eni4HAAAAAHCNMwxD6enpqlq1qry9z79f+5oJ3n/++afCw8M9XQYAAAAA4DqTkJCgsLCw8/ZfM8G7dOnSks6scHBwsIerAQAAAABc69LS0hQeHu7Mo+dzzQTvgsPLg4ODCd4AAAAAgKvm7053ZnI1AAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPCG0x133CFvb2+98sorLu2bN29Wy5YtFRwcrFatWmnbtm0u/dOmTVOlSpUUHBysIUOGKCMj47zP8fLLL+vkyZOm1A8AAAAAxRHBG07r16/XlClTXNoOHjyofv366bnnnlNSUpLGjRunXr166ejRo5KkuXPnauXKldq2bZuOHj0qLy8vPfTQQ0U+/p49ezR58mTT1wMAAAAAihOCNy5o1qxZGjNmjDp16iSr1arevXtr4MCB+vDDDyVJM2fO1Pz581WzZk0FBwdr7ty52rJliw4dOuTyODk5OXrggQeUm5vridUAAAAAAI8heOOCatasqaioKJe28PBwJSUl6fjx48rMzNQtt9zi7CtVqpR69uypdevWuSwzceJENWnSRGFhYVelbgAAAAAoLnw9XQCKt9GjRxdqW716tWJiYhQfH686deoU6o+MjNThw4ed9zdu3KgVK1Zo9+7duuGGG8wsFwAAAACKHfZ445IsWrRIiYmJio6OVnZ2tgICAgqNsVqtys7OliSlpaVp0KBBWrhwoUJCQq52uQAAAADgcQRvXLSdO3dq/Pjxev/99+Xr6yur1SqbzVZoXHJysjOQP/744+rTp49uv/32q1wtULTzzd6/f/9+BQQEyMvLq9DM+/n5+XrmmWcUFham8uXL66GHHnKZvd/X17fQzWq16q+//roq6wQAAIDi7bKCtxmXnUpLS1P//v0VFBSkqlWr6sUXX7yc0mCS+Ph4RUdH65133lGDBg0kSREREYqLiys0Ni4uTrVq1dKqVau0bNkyvfHGG7JYLLJYLDpy5IjCwsL02WefXe1VACQVPXu/JNWvX19ZWVmqXr16ob7XXntNu3bt0o4dOxQfH6+IiAiNHDnS2Z+bm+tye/bZZxUTE6MqVaqYui4AAAAoGS4reJtx2amHH35YpUqV0rFjx7R161atWLFCb7311hWsGtwlPT1dPXr00FNPPaUePXo42ytWrCg/Pz8dOHDA2Zabm6tVq1apY8eOioqKksPhkM1mc96qV6+uo0eP6q677vLEqgCXZcOGDRo1apSqVq2qgIAAjR8/Xp9++mmRY7OysjRr1iyNHz/+KlcJAACA4spth5pfyWWnjh07pvXr12vu3LkKCQlR9erVtXjxYs2YMcNd5eEy5eXlqV+/fmrXrp1GjRpVqP+JJ57Q0KFDdfToUaWnp2vkyJHq1KmTatas6YFqAXPcddddevbZZ3XkyBGlp6drwoQJKl++fJFj33rrLXXr1k3h4eFXuUoAAAAUV26b1bxmzZrq3r27S1t4eLgSEhL+9rJTISEh6ty5sywWi7O/QYMGCgoK0sGDB1W3bl13lYlLNHLkSMXGxsrHx0dz5851trdv315r167VI488ouPHj+vmm2+WzWbT3Xff7TIOuBY8/PDD+vTTT1WjRg1JUmhoqD755JNC4+x2u15//XVt2LDh6hYIAACAYs1twftKLjtVrly5C/YTvK+eZ555xuX+nDlzNGfOnAsuM2XKlCLPmS3KH3/8cZmVAZ4zfvx45ebm6tChQypbtqzeeecd/fnnn4XGvfPOO7rjjjs44gMAAAAuTLuO99mXndq6desFLzt1MZelOpfdbpfdbnfeT0tLc1/xV1mNpz/3dAnXnT9e6P73gwBJJ06c0LvvvquDBw8qODhYkjR27FjdddddatSokfPa9A6HQ6+88opiY2M9WS4AAACKIVMuJ3apl526mMtSnWvGjBkKCQlx3jifEoAZDh8+rIYNGzpDd4FmzZrpm2++cd5fvHixWrVqpXr16l3tEgEAAFDMuT14X85lp/6uvygTJkxQamqq85aQkODeFQEAnZm/4tChQ8rNzXVp37VrlypXrizpzCSEL774oiZOnOiJEgEAAFDMuTV4X+5lp1q3bq21a9e6/GH7888/y263F3nutyT5+/srODjY5QYA7laxYkW1b99eDz/8sBITE5WWlqaXXnpJu3fvdl4W7/3331eTJk3UqFEjD1cLAACA4shtwftKLjtVrVo13XbbbXriiSeUkZGhhIQEPfTQQ5o0aZK7ygOAy/bmm2/Kx8dHDRo0UM2aNbV582atW7fO+YPfvn37+L4CAADAebltcrUrvezUW2+9peHDh6ty5coqXbq0xowZo5iYGHeVBwBO587ef7aiZt4PCgrS/PnzNX/+/CKXef75591UGQAAAK5FXoZhGJ4uwh3S0tIUEhKi1NTUEnfYObOaX33Man71sZ1ffWznAAAA5rrYHGrKrOYAAAAAAOAMgjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACa6rOB9xx13yNvbW6+88opL+5YtW3TjjTfKarWqefPm2rFjh0v/vHnzFBERocDAQEVHRyspKcnZ53A49Pjjj6tMmTIqV66cnnrqKeXm5l5OeQAAAAAAFBuXFbzXr1+vKVOmuLQlJSUpOjpaU6ZMUVpamiZOnKioqCglJiZKkmJjY/X8889r9erVOnnypBo3bqzo6Gjn8pMnT9Zvv/2m/fv3a//+/dq3b58mT558BasGAAAAAIDnue1Q8wULFuiee+5R7969VapUKfXq1UsDBw7UnDlzJEkzZ87Uq6++qqZNm8pqtWr69OnKz8/XunXrlJOTo/nz52vRokWqVKmSKlSooMWLF+vtt99WZmamu0oEAAAAAOCqc1vw3rRpk6Kiolza+vbtq7Vr18owDG3fvl3du3cvsn/37t1q0KCBKleu7OwrV66cWrZsqe+++85dJQIAAAAAcNW5LXjHx8erTp06Lm2RkZE6fPiwkpOTFRoaKovFUmR/Ucue3V8Uu92utLQ0lxsAAAAAAMWN24J3dna2AgICXNqsVquys7OL7LuU/qLMmDFDISEhzlt4eLh7VgQAAAAAADdyW/C2Wq2y2WwubcnJyQoICCiy71L6izJhwgSlpqY6bwkJCe5ZEQAAAAAA3MhtwTsiIkJxcXEubXFxcapVq5bKlSun06dPy+FwFNlf1LJn9xfF399fwcHBLjcAAAAAAIobtwXvNm3aKDY21qVtxYoV6tSpk7y8vNSsWTOtW7euyP4bb7xR+/btU0pKirPv1KlT2r59u2677TZ3lQgAAAAAwFXntuAdExOjd999V1988YVyc3O1evVqffDBBxo+fLgkacyYMRo9erT2798vm82m6dOny2q16vbbb5efn58GDx6shx56SMnJyTp58qSGDBmixx577LyHmgMAAAAAUBK4LXhXqlRJy5cv14QJExQUFKRnnnlGK1euVMWKFSVJXbt21ejRo9W5c2eVLVtWu3bt0kcffeRcftq0aapSpYpq166tevXqqW7dunrmmWfcVR4AAAAAAB7hZRiG4eki3CEtLU0hISFKTU0tced713j6c0+XcN3544Xufz8IbsV2fvWxnQMAAJjrYnOo2/Z4AwAAAACAwgjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAidwavJOTkzVgwACVLVtWERERevXVV519v/76q9q0aSOr1apGjRppzZo1LsuuXLlS9erVk9VqVYcOHXTw4EF3lgYAAAAAgEe4NXgPHDhQderUUUJCgnbu3KlNmzbp3Xffld1uV7du3XTfffcpNTVVc+fO1dChQ7V3715J0t69ezVs2DDNnz9fqamp6tevn7p27SqbzebO8gAAAAAAuOrcGrw3btyof/7znwoMDFSlSpU0cuRIffLJJ/r444/VuHFjjRgxQn5+fmrbtq2mTJmil19+WZI0a9YsjRs3Tu3bt5efn58eeeQRNW/eXO+99547ywMAAAAA4Kpza/Du3r27xo0bp7S0NCUkJOj5559XpUqVtGnTJkVFRbmM7du3r9auXStJf9sPAAAAAEBJ5dbgPXv2bH300UcKCQlRRESE/vrrL02dOlXx8fGqU6eOy9jy5cvLZrPJbrfr2LFjqlWrlkt/ZGSkDh8+fN7nstvtSktLc7kBAAAAAFDcuC145+bm6q677tL999+v5ORkHTlyRF27dtXx48eVnZ2tgICAQstYrVZlZ2crPz9f3t7eRfadz4wZMxQSEuK8hYeHu2tVAAAAAABwG7cF79WrV8tqterFF190zmo+ffp0DR48WH5+fkVOlHbq1CkFBATI29tbhmG49CUnJxcZ1gtMmDBBqampzltCQoK7VgUAAAAAALdxW/A+cOCA2rZt69IWGBio0NBQSVJcXJxLX2JiosqWLSs/Pz9Vq1ZN8fHxLv1xcXGFDj8/m7+/v4KDg11uAAAAAAAUN24L3rVq1dL+/ftd2mw2m3799VcNGDBAsbGxLn0rVqxQp06dJElt2rS5YD8AAAAAACWV24L3XXfdpV27dmn27NlKT0/XsWPHNHDgQN16663q06ePduzYocWLF8vhcGjr1q166aWX9NRTT0mSRo4cqWeffVbbt2+Xw+HQggULtGfPHt13333uKg8AAAAAAI9wW/C2WCxavXq1Pv30U1WqVEktW7ZUxYoVtXjxYlksFn322WeaN2+eSpcurZiYGM2bN0+NGjWSJDVp0kRvvPGGHnjgAQUHB2vp0qVas2aN/P393VUeAAAAAAAe4evOB6tbt66+/PLLIvsaNmyozZs3n3fZXr16qVevXu4sBwAAAAAAj3PrdbwBAAAAAIArgjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmMjV4HzlyRO+++66ZTwEAAAAAQLFmavAeNWqUkpKSnPe3bNmiG2+8UVarVc2bN9eOHTtcxs+bN08REREKDAxUdHS0y7IAAAAAAJREpgXvNWvW6NChQxozZowkKSkpSdHR0ZoyZYrS0tI0ceJERUVFKTExUZIUGxur559/XqtXr9bJkyfVuHFjRUdHm1UeAAAAAABXhSnB2263a/To0Zo7d658fX0lSQsWLNA999yj3r17q1SpUurVq5cGDhyoOXPmSJJmzpypV199VU2bNpXVatX06dOVn5+vdevWmVEiAAAAAABXhSnB+6WXXlK7du3UunVrZ9umTZsUFRXlMq5v375au3atDMPQ9u3b1b179yL7AQAAAAAoqdwevBMSEjRjxgx9+eWXKlOmjMaOHav8/HzFx8erTp06LmMjIyN1+PBhJScnKzQ0VBaLpcj+otjtdqWlpbncAAAAAAAobtwevKdPn67OnTvrhx9+0K5du7R582bNnj1b2dnZCggIcBlrtVqVnZ1dZN/Z/UWZMWOGQkJCnLfw8HB3rwoAAAAAAFfM190PuGrVKu3fv19lypSRJL3zzjvq16+frFarbDaby9jk5GQFBAQU2Xd2f1EmTJjgnLhNktLS0gjfAAAAAIBix617vE+cOKHAwEBn6JakRo0a6ejRo4qIiFBcXJzL+Li4ONWqVUvlypXT6dOn5XA4iuwvir+/v4KDg11uAAAAAAAUN24N3uXKlVNKSopSUlKcbfv27VNERITatGmj2NhYl/ErVqxQp06d5OXlpWbNmhWawbygHwAAAACAksqtwdvb21uDBg3SoEGDdPz4ccXFxWno0KEaNWqUYmJi9O677+qLL75Qbm6uVq9erQ8++EDDhw+XJI0ZM0ajR4/W/v37ZbPZNH36dFmtVt1+++3uLBEAgOvOxIkT5ePjI19fX/n6+qpx48bOvtatWzvbfX19NWLECEnStGnTXNp9fX3l7e2tUaNGeWo1AAAosdx+jvcLL7yg8ePHq3HjxgoMDNTjjz+uhx56SJK0fPlyjRgxQtHR0WrcuLFWrlypihUrSpK6du2qI0eOqHPnzkpOTlaXLl300Ucfubs8AACuO7/88ovWrVun9u3bF+o7ePCgbDabfH1d/ySYMmWKpkyZ4ryfkZGhyMhIjRs3zvR6AQC41rg9ePv7++v111/X66+/XqivdevW2r1793mXHTZsmIYNG+bukgAAuK798ssvql+/fqH2Y8eOqVy5coVCd1HefPNN9ezZU9WqVTOjRAAArmluD94AAKD4sNlsSklJUaVKlQr17du3T5GRkX/7GNnZ2frPf/6jzZs3m1EiAADXPLdfxxsAABQf+/fvV2ZmpsLDwxUWFqbx48c7ryLyyy+/aPPmzSpfvrzq16+vJUuWFPkY8+fP15133qnq1atfzdIBALhmELwBALiGBQYG6ptvvtFvv/2mrVu36pdfftEzzzwjSWrWrJk2btyoP//8U0uXLtW0adP09ddfuyyfk5Oj1157TRMmTPBA9QAAXBsI3gAAXMPq1q2r1q1by2q1Kjw8XEuWLNH8+fMlSW3atFHDhg3l5+enZs2a6dVXX9XcuXNdll+4cKHatm2rOnXqeKJ8AACuCZzjDQDAdaRMmTIyDEPZ2dmyWq0ufbVq1dLRo0ed93Nzc/Xyyy9r9erVV7tMAACuKezxBgDgGvXDDz/okUcecWnbv3+/LBaLli1bprfeesulb/PmzapXr57z/rJly3TzzTcXOSM6AAC4eOzxBgDgGtWwYUPFxsZqzpw5GjJkiA4cOKAHH3xQ48ePV7NmzdSlSxfVr19fLVu21FdffaXJkyc7z/HOz8/XjBkz9OGHH3p4LQAAKPkI3gAAXKOsVqs+//xzPfbYY3rqqadUtmxZjRgxQiNGjJCXl5fmzZun4cOH69ChQ6pXr54WLFigG2+8UZJ05MgRdejQQU2bNvXsSgAAcA0geAMAcA1r1KiR1q9fX2RfVFSUoqKiiuyrWbOm5syZY2ZpAABcNwjeAAC4SY2nP/d0CdedP17o7ukSAAD4W0yuBgAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJTA3eL7/8sk6ePClJ+vXXX9WmTRtZrVY1atRIa9ascRm7cuVK1atXT1arVR06dNDBgwfNLA0AAAAAgKvCtOC9Z88eTZ48WZJkt9vVrVs33XfffUpNTdXcuXM1dOhQ7d27V5K0d+9eDRs2TPPnz1dqaqr69eunrl27ymazmVUeAAAAAABXhSnBOycnRw888IByc3MlSR9//LEaN26sESNGyM/PT23bttWUKVP08ssvS5JmzZqlcePGqX379vLz89Mjjzyi5s2b67333jOjPAAAAAAArhpTgvfEiRPVpEkThYWFSZI2bdqkqKgolzF9+/bV2rVrL6ofAAAAAICSyu3Be+PGjVqxYoVmz57tbIuPj1edOnVcxpUvX142m012u13Hjh1TrVq1XPojIyN1+PDh8z6P3W5XWlqayw0AAAAAgOLGrcE7LS1NgwYN0sKFCxUSEuJsz87OVkBAQKHxVqtV2dnZys/Pl7e3d5F95zNjxgyFhIQ4b+Hh4e5bEQAAAAAA3MStwfvxxx9Xnz59dPvtt7u0W63WIidKO3XqlAICAuTt7S3DMFz6kpOTiwzrBSZMmKDU1FTnLSEhwS3rAAAAAACAO/m664FWrVqlZcuWycfHR2+88YakM4eDh4WFqUqVKoqLi1O7du2c4xMTE1W2bFn5+fmpWrVqio+PV/Xq1Z39cXFxhQ4/P5u/v7/8/f3dVT4AAAAAAKZw2x7vqKgoORwO2Ww256169eo6evSonnvuOcXGxrqMX7FihTp16iRJatOmzQX7AQAAAAAoqUy7jvfZevfurR07dmjx4sVyOBzaunWrXnrpJT311FOSpJEjR+rZZ5/V9u3b5XA4tGDBAu3Zs0f33Xff1SgPAAAAAADTXJXgbbFY9Nlnn2nevHkqXbq0YmJiNG/ePDVq1EiS1KRJE73xxht64IEHFBwcrKVLl2rNmjUcSg4AAAAAKPHcdo53Uf744w/nvxs2bKjNmzefd2yvXr3Uq1cvM8sBAAAAAOCquyp7vAEAAAAAuF4RvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABO5NXinpKRo4MCBqlChgmrUqKEXXnhB+fn5kqQtW7boxhtvlNVqVfPmzbVjxw6XZefNm6eIiAgFBgYqOjpaSUlJ7iwNAAAAAACPcGvw7tu3r6pVq6ZDhw7p66+/1sqVKzVr1iwlJSUpOjpaU6ZMUVpamiZOnKioqCglJiZKkmJjY/X8889r9erVOnnypBo3bqzo6Gh3lgYAAAAAgEe4LXj/+OOPOn78uJ577jkFBwerbt26Wrhwod5++20tWLBA99xzj3r37q1SpUqpV69eGjhwoObMmSNJmjlzpl599VU1bdpUVqtV06dPV35+vtatW+eu8gAAAAAA8Ai3Be+8vDyNGTNGXl5ezrbw8HAlJSVp06ZNioqKchnft29frV27VoZhaPv27erevXuR/QAAAAAAlGS+7nqgZs2aqVmzZi5tq1evVrNmzXTkyBHVqVPHpS8yMlKHDx9WcnKyQkNDZbFYCvW/9957530+u90uu93uvJ+WluaGtQAAAAAAwL1Mm9U8MTFRY8eO1ZQpU5Sdna2AgACXfqvVquzs7CL7zu4/nxkzZigkJMR5Cw8Pd/s6AAAAAABwpUwJ3na7XX369NHw4cPVsmVLWa1W2Ww2lzHJyckKCAgosu/s/vOZMGGCUlNTnbeEhAS3rwcAAAAAAFfKbYeany0mJkbh4eH65z//KUmKiIhQXFycIiIinGPi4uJUq1YtlStXTqdPn5bD4VCpUqUK9Z+Pv7+//P39zSgfAAAAAAC3cfse72eeeUaHDx/WokWLnBOttWnTRrGxsS7jVqxYoU6dOsnLy0vNmjUrNIN5QT8AAAAAACWZW/d4L1u2TEuWLNHWrVtdJkuLiYnRTTfdpHbt2qlz586KjY3VBx98oF27dkmSxowZo9GjR+uTTz5RjRo19PLLL8tqter22293Z3kAAAAAAFx1bgvemzZt0pAhQ+RwOFS1alWXvkOHDmn58uUaMWKEoqOj1bhxY61cuVIVK1aUJHXt2lVHjhxR586dlZycrC5duuijjz5yV2kAAAAAAHiM24J327ZtXS7vda7q1atr9+7d5+0fNmyYhg0b5q5yAAAAAAAoFky7nBgAAAAAACB4AwAAAABgKoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAA4JoRFxenrl27qnTp0oqMjNQHH3zg7Nu8ebNatmyp4OBgtWrVStu2bfNgpQCuJ76eLgAAAABwB8Mw1LNnTz3wwANatWqV9u/fr169eqlGjRoqV66c+vXrp8WLF6t169b64osv1KtXL33//fcKCwvzdOkArnEEbwAAAFwTTp8+rccee0zDhg2TJN1www2KiorS5s2blZCQoDFjxqhTp06SpN69e2v79u368MMPNWbMGE+WDeA6wKHmAAAAuCaUKVPGGbpzcnL09ddf66OPPlKHDh1Us2ZNRUVFuYwPDw9XUlKSJ0oFcJ1hjzcAAACuOS1bttTu3bs1YMAA3XTTTbr55psLjVm9erViYmI8UB2A6w17vAEAAHDN2bp1q7Zu3aoDBw7o+eefL9S/aNEiJSYmKjo62gPVAVcmJSVFAwcOVIUKFVSjRg298MILys/PlyRt2bJFN954o6xWq5o3b64dO3Z4uFpIBG8AAABcgywWi1q1aqVPPvlEr732mkvfzp07NX78eL3//vvy9eUAUJQ8ffv2VbVq1XTo0CF9/fXXWrlypWbNmqWkpCRFR0drypQpSktL08SJExUVFaXExERPl3zd45sGAAAA14Q//vhD/v7+qlKlirOtWrVq8vHxUXZ2tqxWq+Lj4xUdHa133nlHDRo08GC1wOX58ccfdfz4cT333HPy8vJScHCwFi5cqHvuuUeZmZm655571Lt3b0lSr169tG3bNs2ZM0fTpk3zcOXXN/Z4AwAA4JqwZcsWPfnkky5tf/zxh0qXLi2r1ar09HT16NFDTz31lHr06OGhKoErk5eXpzFjxsjLy8vZVjBR4KZNmwpNIti3b1+tXbv2apeJcxC8AQAAcE3o1auXduzYoXfffVfZ2dnav3+/7r33Xk2ePFl5eXnq16+f2rVrp1GjRnm6VOCyNWvWTIMHD3ZpW716tZo1a6b4+HjVqVPHpS8yMlKHDx++miWiCARvAAAAXBMCAwO1evVqLV26VBUqVNCdd96p+++/X4MGDdLIkSMVGxuruXPnytfX13nr2LGjp8sGrkhiYqLGjh2rKVOmKDs7WwEBAS79VqtV2dnZHqoOBTjHGwAAANeMyMhIff3114Xa58yZozlz5nigIsA8drtdffr00fDhw9WyZUtZrVbZbDaXMcnJyYXCOK4+gjcAAAAuWo2nP/d0CdedP17o7ukSUEzFxMQoPDxc//znPyVJERERiouLU0REhHNMXFycatWq5akS8T8cag4AAAAAJcwzzzyjw4cPa9GiRc6J1tq0aaPY2FiXcStWrFCnTp08USLOwh5vAAAAAChBli1bpiVLlmjr1q2yWCzO9piYGN10001q166dOnfurNjYWH3wwQfatWuXB6uFRPAGAAAAgBJj06ZNGjJkiBwOh6pWrerSd+jQIS1fvlwjRoxQdHS0GjdurJUrV6pixYoeqhYFCN4AAAAAcJbiPpdBlSc+LrK9/Zs/n/lH1+dUuat0UlLfFUnSiuK9PtK1P5cB53gDAAAAAGCiYhW809LS1L9/fwUFBalq1ap68cUXPV0SAAAAAABXpFgdav7www/LYrHo2LFjOn36tPr27avQ0FANGzbM06UBAAAAAHBZik3wPnbsmNavX68jR47IYrEoJCREixcv1j/+8Q+CNwAAAACgxCo2h5pv2bJFnTt3dpkOv0GDBgoKCtLBgwc9WBkAAAAAAJev2ATv+Ph41alTp1B7ZGSkDh8+7IGKAAAAAAC4csXmUPPs7GwFBAQUardarcrOzi7UbrfbZbfbnfdTU1MlnZmgraTJt2d5uoTrTkncTko6tvOrj+386mM7v/rYzq8+tvOrj+386mM7v/pK6nZeULdhGBccV2yCt9VqVVZW4Q08OTm5yEA+Y8YM/etf/yrUHh4ebkp9uLaEvO7pCgDzsZ3jesB2jusB2zmuByV9O09PT1dISMh5+4tN8I6IiNAXX3xRqD0uLk61atUq1D5hwgSNGTPGeT8/P1+nTp1SuXLl5OXlZWqtOCMtLU3h4eFKSEhQcHCwp8sBTMF2jusB2zmuB2znuB6wnV99hmEoPT1dVatWveC4YhO8W7durSeffFK5ubny9T1T1s8//yy73V7kud/+/v7y9/d3aQsNDb0apeIcwcHBfLBxzWM7x/WA7RzXA7ZzXA/Yzq+uC+3pLlBsJlerVq2abrvtNj3xxBPKyMhQQkKCHnroIU2aNMnTpQEAAAAAcNmKTfCWpLfeekunTp1S5cqV1aJFC/Xu3VsxMTGeLgsAAAAAgMtWbA41l87sol+2bJmny8BF8vf319SpUwsd8g9cS9jOcT1gO8f1gO0c1wO28+LLy/i7ec8BAAAAAMBlK1aHmgMAAAAAcK0heAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmInjjsmVkZCg4OFi5ubnOtjVr1qh///7KycnxYGWA+2RmZqpp06Yu2/mGDRs0ceJElzaguEtNTdWoUaPO2x8YGKgTJ04472dmZl6NsgAAuC5wOTFctry8PPn7+yszM1MvvfSSJk+erE2bNun2229XamqqgoKCPF0icMVyc3NlsViUnZ2t9957TwMHDtSGDRvUsWNHtnOUKGlpaWrUqJESEhI0f/58ZWVlycvLS1arVQ899JDKly+v+Ph4BQQEKCkpSTfffLO+++47Va9e3dOlA1dkzZo1CggIkLd34f1NXl5eqly5surWreuBygD3y83N1cMPP6x///vfKl26tPbu3Stvb281atTI06Vd9wje+FsZGRmKjIyUv7+/JMkwDJUrV07ff/+9SpcurVOnTqly5cpKTk7WTz/9pJtvvllpaWkKDAz0cOXAxcvMzNSdd97psp2HhIRo5cqVCgoKcm7np06d0u7du3XLLbewnaNEsdvtaty4sQ4ePKj69eurbdu2kqT169fr999/V/Xq1XXkyBFJ0uzZs/XOO+9o165dniwZuCLx8fGKiIhQlSpV1Lx5cxmGoW+//Vbt27fXDz/8oMaNG8vPz0+bNm3S3r17FRER4emSgYtit9v15ptvymq1ysfHR1lZWYqOjlbHjh21a9cuhYaG6vTp0woKCtL999+v7777TgcPHlSpUqU8Xfp1jUPN8besVqssFouWLFkiLy8vLV26VFlZWZIkf39/lSpVSr6+vpIkPz8/ZztQkvj7+yshIUExMTH6/fffNXToUP3222+SJIvFIj8/P+d2brFYJP3/9g6UBL6+vi7f1fPnz9f8+fPl4+PjbOvZs6eSkpL00Ucf6cknn/RkucAVu/XWW7V06VIFBATo008/1WeffaawsDB99tlnatmypRYtWqTVq1dr8ODBzr9rgJLAMAyNGTNGy5Yt07vvvqsxY8bIbrfr8OHDslgs8vf3l7+/vz777DN99NFHevvttwndxYCvpwtA8efj46PAwEC1bt3a+d+Cw7XODdw5OTmyWCzOdqCk8PX1VWhoqPr3768XX3xR/fv314wZM5x9kpz/03I4HCpVqhT/E0OJ4uPjo6SkJA0fPlyJiYkaPny4JLl8n3fo0EFt27ZVSkqK+vTp48lygStmtVq1atUqHTlyRNOmTZMknTx5UtOmTdOBAwf02muvKTg4WAEBAapfv76HqwUunr+/v3x8fLRx40ZJUkBAgMvOMG9vby1cuFCTJk3Se++9p06dOnm4YkgEb1ymgj/UsrOzNWTIEKWkpGjIkCE6ceKEqlSp4uHqAPco2M7tdrumTZumjIwMTZs2TceOHVPlypU9XB1w6axWq1q3bq01a9aodevWMgxD69evl3TmXNfRo0crPT1da9as4cgllFjff/+9PvvsM/n7+2v58uWqXr2688gOLy8v+fj4OP/r7e0tu93u4YqBS+Pl5SUvLy+XtoLtedKkSXI4HNqyZYt27NihGjVqeKZIFMKh5rgsBVMDeHt7q1q1anriiSdUrVo15eTkqFmzZh6uDnCPgu08Pz9fBw8eVM+ePXXw4EHt3r1bN9xwg4erAy5dSEiI+vfvrzJlyqh///4aMGCAJGn06NFKS0uTJP3555/as2ePfvzxR0+WClw2h8Ohr776SkeOHNHRo0fl5eWlIUOGaNCgQQoJCdHgwYNVvXp1PfbYY5o0aZJeffVVT5cMXLJzp+nKz8+XYRg6dOiQ8vLytGrVKi1durTQOHgOe7xxWQo+xH5+fpo+fbqzrXXr1hozZownSwPcpmA7t1qtWrJkibO9W7duzsAClCR//PGHWrRooYMHD6pFixbO9ooVKyolJUVffPGFvv32Wz300ENasWKFbrrpJg9WC1yeW2+9VVu3btXMmTPVtWtX+fr6qlWrVs6jmG699VadOnVKkZGR6tixo6ZNm8a2jhIlPz+/0B7v3Nxc5eXl6f3339enn36qDRs26MEHH9TBgwf17rvveqhSnI093vhbeXl5ysjI0FdffeX8b8H1i/Py8vTdd9/pyy+/1IgRI1SzZk116dLFwxUDly4vL085OTn67bffnP8t2M5zc3O1d+9e/frrr3rhhRdks9l09913e7hi4NJVrlxZS5YsUUREhJYuXarFixfLMAz985//VNWqVTVp0iRZLBZFRUVpy5Ytni4XuGwnTpzQ/v37NWfOHP3+++86cuSI4uLiFBcXpyNHjig9PV2//vqrWrRooQ4dOmjnzp2eLhm4aDabTbm5uS6nS6Snp8vhcCgnJ0cOh0P169fXhg0btH79es2bN8/TJUPs8cZFyM7Ols1m07BhwyRJw4YNU9myZSWd+eAXTNKTl5en2NhYT5YKXDabzabffvtNDRo0kGEYql+/vsLCwiSdOcf7xx9/1LBhwxQUFKRt27Z5uFrg0uXn58vX11eRkZHOc1y9vLyUn58v6cwPTJs2bdLXX3+tqlWr6qeffvJwxcDl8/b21qeffqq33npLktSyZUslJSW5XMvbbrera9euWrFiBefBokTx9/fX3r17nd/leXl5CgsL0xtvvKGcnBzl5uYqMzNTVqtVs2fP1uDBg9W/f38ugephXMcbly0vL08Wi0UOh0N5eXlauHChnn76afXv318vvfQSE/OgxCmYrbxATk6OfH19ZbFYlJOTo+TkZM2cOVNvvvmmJk2apCeeeMKD1QKXxmazqUGDBoqLi1O7du2UlJQkh8OhSpUqaevWrQoLC9Mff/whX19fnTx5UhUrVlRycrLKlCnj6dKBS5aRkaGIiAgtWrRId9xxh+688061b99eI0eOlHTmVKIWLVpo3759Cg0N9WyxwGX673//q+jo6EKXN01KStLmzZs1atQoffHFF/rll1907733eqhKFCB447JlZGQoODjYGU4k6dChQ4qJidHnn3/Or2q4JmRlZSkoKEgOh8M5K+7WrVs1ZMgQbd68WeXKlfNwhcDFOXXqlGrXrq2UlJQi+0NCQpSQkKDg4GClp6dr8eLFevjhh7lsHkqktLQ0Va1aVW3atNFPP/2k9PR0NW3a1GUC2IULF2rw4MGSpP/85z+eKhW4ZPHx8erTp492796tFStWKCsrSzNmzJDFYnGOMQxDv/32m3x9ffXhhx+qY8eOHqwYEoea4woEBQUpPT3d5ZrdtWvX1vr16wtN+ACUBHl5eTp27JjCw8Od27DFYtHevXtdDk+89dZb9cMPPyggIMBTpQKXrGzZsucN3ZL0wQcfyGq1SpJKly6tESNGXK3SALfLzMyUv7+/YmNjlZeXp3Xr1mnWrFmaNWuWunfvrl69eun1119XRkaGkpOTPV0ucEkqV66sZs2a6YMPPlDt2rX13nvvKSsrS2PHjnUZl5eXp+3btztPKYJnsccbAP4nISFBNWrUUGJioipUqODSN3ToUDVp0kSjRo3yUHUAgItls9m0a9cu3XbbbS7t69ev19KlS/XGG2/w4ymuGV9++aVWr16tN954w9Ol4AII3gDwP6dOnVL58uWVnp7ucqrEI488ooULF+rNN9/UkCFDPFghcOVOnDihW265RT/99NN5z99OSEhQTEyMvvrqq6tcHQAA1yYuJwYA/+Pv7y8vLy+XSUoef/xxrVixQt988w2hGyVeenq6rFarjh49KqvVqoSEBJ08eVInTpxQfHy8Tpw4oeeff14+Pj76/vvvPV0uYKrjx4/r5ptv1oEDBzxdCnBZsrOz9fHHH0uSIiIilJCQ4OGKcCEEbwD4n4JJpArmLfj444+1cOFCrVmzRm3btvVkacAVe/fdd/Xkk0/KYrHIy8tLFotF9erVU6VKlVS5cmXVrFlTq1at0owZMxQcHOwySQ9Q0uzevVvBwcH6888/JUmpqakaN26cTp486RxjtVq1e/du5qVBieVwOPTYY49Jkvz8/FS+fHlt2bJFXbp0Ubdu3dStWzd17txZPXr08HClkAjeAODk4+MjwzC0bNkySVJUVJS++eYbtWjRwsOVAVfut99+c17Lu2CywBo1aigvL08tWrTQggULFBgYqHLlysnf399l4kygpAkICFBGRobztCE/Pz+9+uqrysrKco4p+HHp3EsxAcVdXl6eGjVqpJ49eyolJUUdOnTQX3/9JX9/f1mtVqWkpKh+/frq0KGDfvzxR/3zn//0dMkQs5oDQCGjRo3Sa6+9psaNG0uSZs+e7dKfm5ur06dPa82aNZ4oD7gsTZs21eeffy7p/4OGv7+/s7/gNIvSpUvL19eX4I0SreDIjoKZ+q1WqwzDcNmuC/5dcKlIoKRwOByaNGmSAgMDNXz4cI0fP14xMTHy9vaW1WpVuXLlVL9+fdWuXVt+fn6FJhmEZ7DHGwDO4uXlpQMHDqhFixZatmyZtm3bJofD4XLLyclRTk6Op0sFLkmtWrUUFxenjRs3SpI2btyorKwsbdy4UWlpadq/f78OHjwom82mTZs2uVxCDyhpCk4dOvs69F5eXi6HlRf8m20dJY3FYlGHDh3UvXt3BQQEqEuXLs5Z+jl1ovji52wA+J+CizyUL19ec+fOVZs2bTRixAgNHTpUHTt29HB1wJWpVKmSfvzxR40dO1Y5OTkaO3asjh07prFjxyo+Pl4ffPCBfH199ddff2ns2LGEEZRo3t7eMgzD5bvbMAz17du30JEeQEnjcDhUpUoV+fr6Ki8vT6VKlVJ+fr4cDodsNpuys7OVnJysoKAg5eXlKSEhQeHh4Z4u+7pH8AaA/8nNzZV05twpHx8fDRgwQMHBwYqOjtbXX3+tli1berhC4PKVLVtWERER2rlzp4KCgrRz507deOON2rlzp2699VY9+uijKlOmjCZOnKidO3eqdu3ani4ZuGJnf2+f+x1uGIa+/fZbwjdKHG9vbyUkJDjn6Dh06JDq1q2rjIwMJScn69ixY1q8eLEkqUyZMmrdurXi4+M9XDUI3gDwPw6HQ9KZAF5wzl/Pnj312GOP6e67777gdY+B4s5qter06dOSzvy4dPZ/C+Tn5ysrK0uGYSg/P/9qlwi4jWEY8vLy0owZMy447qWXXnIe7QSUFD4+PqpWrZqys7M1b948BQYGaujQoc4g/sorr6hr167asmWLOnTo4Oly8T8cRwYA/2Oz2SRJdrvdpX369OmyWq0aOHCgJ8oC3MLHx0fZ2dkyDMP5I9OpU6c0ZcoUHT16VB9//LGys7OVkpIiu93uPAIEKInOPoJJkrZu3ar4+PhCNy8vL4I3SizDMDR48GAdO3ZMmZmZKl++vPLy8jR69Gj5+/vr+eef1/Llyz1dJv6HPd4A8D85OTlq2LChM5QU8PHx0ZQpU/TFF18oPz+fc19RIjkcDuXn58tms8kwDOXl5WnQoEHy8vLSkCFDZLPZnOcMZmRkFPoBCihJCrZfu90uu92u1q1bu4Tsgn97eXkVOvIDKO7y8/PVoUMHjRs3ztm2efNmLV68WHl5ebLZbFq8eLFuueUWxcTEqGHDhmrUqJEHK4ZE8AYAp2rVqmnv3r1F9t1///3q168foRsllmEYWrFihTIzM2UYhjIzM/Xcc88VGpeUlKQjR44oMzPTA1UC7pGRkSHDMJSRkaGyZcvq999/d5lUTTrzY1Tt2rU5ugMlTkZGhm666Sb169dPPj4+yszMVEJCgj755BPndv/JJ59IkqpUqaK33npL//nPfzxcNbwMjq8BAOC6kJeXpwMHDmjz5s0aOHBgoSBSIDMzU1u2bNGdd955lSsE3CMzM1M///yzbr75ZpdLip0tOTlZFSpU0J49e9S4ceOrXCFw5Y4ePaqYmBilpqZq2LBhGjx4sP766y81b95cR48elXTmaD4/Pz8PVwqJ4A0AwHUjISFBNWrUUGJioipUqODSN3ToUDVp0kSjRo3yUHXA1eVwOPTbb7+pTp065/0RCigJ/v3vfysmJkZBQUGy2Ww6cOCAbrjhBk+XhXNwzCQAANeJwMBAGYahgIAAl/ZHHnlES5YsUenSpT1UGXD1lSpVSo0aNSJ0o8QbNWqUgoKCJEkWi4XQXUwRvAEAuE74+/vLy8vL5bDDxx9/XCtWrNA333yjIUOGeLA6wL3Kli1bqK1v377auHGjB6oB3C8vL0+HDx+WJKWlpSk4OFiJiYkuY44ePaqEhARPlIdzELwBALhOFJzr6ut7Zm7Vjz/+WAsXLtSaNWvUtm1bT5YGuF1oaKgMw1B8fLwkKTs7W2vWrCl05QqgpEpLS1PdunWVm5urgIAAZWRkuBy59Pbbb6tx48Z65plnPFcknDjHGwCA60ReXp5KlSqlxYsXa8CAAcrLy9P333+vli1bero0wK3S09NVt25d+fn5qVGjRvriiy+0cOFCPf/889qxY4cGDRokHx8fGYah0NBQLVy40NMlA5fM4XAoKCjIefk8X19f2Ww2ZWRkaMiQIVqzZo3q1KmjH374gVMqigEuJwYAwHVm1KhReu2115wzOc+ePdulPzc3V6dPn9aaNWs8UR5wRZKSktS6dWtJUmxsrBo2bKiUlBRNmTJFI0aMkJeXlzZv3qzXXntNEyZM0Jw5czxcMXDpsrKyFBAQ4HLqkLe3t3x9fZWQkKDc3Fxt3bpVPXr0IHQXExxqDgDAdcTLy0sHDhxQixYttGzZMm3btk0Oh8PllpOTo5ycHE+XClyWwMBAjR07Vn5+fvrggw+Unp6uvn37atCgQfrwww+VnJyswMBADRw4UCEhIerVq5enSwYuiWEYqlmzplq0aCGbzaYWLVqoRYsWysvL0/r162WxWPTpp5/qpptuUnJysrKzsz1dMsQebwAArhsFZ5eVL19ec+fOVZs2bTRixAgNHTpUHTt29HB1gHsEBQXp0UcfVZMmTTR79mzVrFlTEydO1BNPPKHVq1ez9w8lnsPh0NNPP63SpUtrxIgRGjFihAzDUExMjF5//XV99913WrRokbp3767KlSvr999/V5MmTTxd9nWP4A0AwHUiNzdX0plzvX18fDRgwAAFBwcrOjpaX3/9Ned645oyePBgrV69WgcOHNC2bdtkGIa8vLzk5eXl6dKAK+Ln56cnnnhCubm5GjFihAYOHOgM3h9++KFWrFihkSNHKjY2VmXLltWBAwcI3sUAh5oDAHCdKJjNuSCAS1LPnj312GOP6e6771ZKSoqnSgPczmKxKDExUS+//LLS0tI0YcIESeI0ClwzUlNT5XA4ZLfbnd/vDodD/fv31759++Tr66vdu3dr27ZtHq4UEsEbAIDrhs1mkyTnDLgFpk+fLqvVqoEDB3qiLMDtvvrqK0nSo48+qv3792v58uVasWKFmjdvrsDAQGVnZ+vTTz9VRkaGPvvsMw9XC1weq9WqI0eOyN/fX9nZ2apataqysrIknfnhaebMmVq2bJkeffRRD1cKicuJAQBw3Th27Ji6du2qDRs2qFy5ci59y5Yt0xdffKHFixfL25vf5VFyZWVlqVKlSrLZbDpx4oRCQ0MlSZ9//rkeeeQRfffdd7rvvvtUqlQp5eXlKSsrS99//71niwYuw4MPPqjk5GR9/vnn2rRpkyIjIxUYGKjXX39dd999t+rVq+fpEnEWgjcAAJBhGMrNzVWpUqU8XQpwxf766y+NHTtW27Zt06pVq5znt3bu3FnNmjXTjBkzPFwhcGVWrVqlhx56SNu3b1fNmjV1ww03aOjQoWrZsqWmTJmiDRs2qFatWurRo4c6duyoLl26eLrk6x7BGwAAANekN998U0uWLNF3330n6cx1vR988EH99ddf8vHx8XB1wOXLzc3V/v371bhxY+3Zs0d33XWXDh8+7Nyuk5OTtWDBAs2aNUtDhgzR1KlTPVwxCN4AAAC4Zp06dUply5Z13v/hhx90yy23eLAiwP1+//131alTp1C7w+GQj48PpxAVAwRvAAAAXFMyMjK0fv16lS5d+oKBw+FwyOFwqGvXrlexOuDK5OXl6fXXX7+oU4O8vb3VtGlTtWvX7ipUhgsheAMAAOCakpiYqKpVqxaaRPBcp06dUr169fTrr79epcoA9/D19VWLFi3k7+9/wXGJiYk6duyYUlJSOL3CwwjeAAAAuKakpqaqTJkyysjIUEBAQJFjbDabAgIClJ+ff5WrA65cQECAfv/9d1WtWvWC4w4cOKAGDRpo//79zHLuYb6eLgAAAABwJ19fX3l5eUk6c9j5+++/79wzaLPZ9OCDD8rLy8s5Bihpzt57bbfb9eabbzq36YL9qiNGjFDZsmW1detWQncxwB5vAAAAXFMK9mZnZGQoLy9PoaGhGjZsmAzD0IIFC5SamiovLy8FBAQoLy/P0+UClywwMFAHDx5U1apVZbfbZbVaNWDAAPn4+MgwDC1ZskR2u12+vuxnLS4I3gAAALimFASRjIwMWSwW+fv7y+FwSJJKly6t9PR02e12gjdKLD8/P+3du1eRkZEyDEM+Pj7OUytyc3Pl5+fHaRTFDPPKAwAA4Jrl7e3tckj52YfiAiVRbm6uKlWqpOzsbElyHmJesJ1zGkXxxLEHAAAAuKacHaxtNpvy8vJ0//33yzAM2e12ZWdnM8MzSixfX18lJCQ492jn5OTIMAyNGzdOpUqVcrbn5uZyqHkxwjsBAACAa0peXp5zj59hGJo1a5ZzdvM77rjjgtf2Boq7jIwM/etf/9LatWu1c+dO5eXlafLkyfL395e3t7fy8/M1adIkDjUvZjjHGwAAANeU1NRUlS1bVvv27ZPVai1yjN1uV/369fXHH38oPDz8KlcIXL5hw4bp22+/1VNPPaX+/fvLYrF4uiRcBII3AAAAril//vmnwsLCLup8bi8vLyZYQ4mSkpKi0qVLy9fXVzt27NA//vEPBQYGXnCZ+Pj4q1QdzodDzQEAAHBNqVixok6ePKmgoKALnsudk5OjU6dOXcXKgCtXpkwZ579r1KihxYsXn/dcbrvdrpSUlKtVGi6APd4AAAAAAJiImSUAAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAALgEO3fu1BdffOHpMgCUIARvAMXODz/8oAoVKujPP/+8qPE1atTQyZMnTa3pmWee0SuvvOKWx1qzZo3at28vSWrevLneeOMNj9RxPn/88YcaN258RY+xefNmtWzZUsHBwWrVqpW2bdt20ct+/fXX8vb2lq+vr/OWlJRU5NiCmVzPvnl7eysqKkqSua+XOx/79ttv1/fff3/BMSdPnlSFChXk5eX1t2Mv1dnb5MUYNGiQVqxY4dYairJo0SI99thjpj6H3W5XRESEVq1addHLXMz6F1wj2tvbu8ixK1euVL169WS1WtWhQwcdPHjQpf9SPgdnc8fn92Jd6nfvxW43n3zyiUJDQ3XnnXdKkoKCgi67xkutZ+rUqfLx8VGPHj3Ou1x+fr4eeeQRpaenX/Lz5OXlqV27dipTpoy+/PLLyy8eQIlD8AZQ7JQuXdr5B+m1aPny5br77rslSXXr1lXFihU9XJF7HTx4UP369dNzzz2npKQkjRs3Tr169dLRo0cvavlffvlFU6dOVW5urvNWqVKlIsc++OCDLuNycnLUoEEDTZo0yZ2rVCyUL19eJ06cuKSAfLHO3iavN76+vqpXr57Kli3r1sf19/fX/v379eCDDxbq27t3r4YNG6b58+crNTVV/fr1U9euXWWz2ZxjLuVzcK1ZuHCh3n33Xb333ntX/bn/9a9/ae3atRccM3fuXFWoUEH9+vW75Mf/6aeflJmZqcTERLVq1epyywRQAhG8ARQ79erV05YtW1yuU3mtcDgc+uyzz9SnTx9J0nvvvad77rnHw1W516xZszRmzBh16tRJVqtVvXv31sCBA/Xhhx9e1PK//PKL6tevf1nP/dFHHykiIkLNmze/rOWvR+duk9cbHx8fffPNN2rbtu1Ve85Zs2Zp3Lhxat++vfz8/PTII4+oefPmLkHzSj4HJV1aWpqqVaum8uXLe7qUQk6ePKnnnntOs2fPvqzl09LSVKVKFfn7+yskJMTN1QEozgjeAIqdkydPqkaNGs5DJvft26fbb79dAQEBatasmXbt2iXpzB+mvr6+OnLkiCpXrqxRo0Y5H2Pp0qVq2LCh/P39Vbt2bb366qsyDEOStGHDBnXv3l0DBgxQ5cqVlZmZqdtvv11btmzRE088oXLlyqlSpUp67bXXiqxv0KBBWrp0qR599FEFBwerVq1a+vzzz5WTk6PHH39cZcqUUe3atYs8/++bb75Rw4YNVaVKFUlSjx49tGHDBkn62xpatWqladOmafz48QoNDXW2Hzx4UHfddZeCgoJUpkwZ9e/fX3/99Zezv0aNGnr77bcVEhKiDz/80Hn47sqVK9WwYUMFBQWpV69eSk5OLlTvhg0b1KNHDy1fvly1a9dWcHCwRo4cqfz8fH3yySeqX7++QkNDNWrUKOXl5UmSatas6TzUu0B4ePhFHSYrSfv27VNkZORFjT2bYRh67rnnNHny5EJ9CxYsUP369WWxWHTDDTfok08+uajH/PLLL9W6dWsFBASofPnyuv/++/XHH3+4jJk3b55q1aql4OBgDRkyxGWvpSS98cYbqlOnjqxWq5o3b661a9eqb9++2rBhgzIzM+Xr66tvv/1WrVq1KvS6XSx3bpMFli1bpptuukkWi0VVqlTRI4884nJYcX5+vp577jlVrVpVZcqU0fjx45Wfn+/sdzgcmjhxoqpVqyaLxaLmzZsX+fy//fab+vTpozJlyqh06dLq0KGD8zNxrnHjxqlly5Y6deqUc9vctGmTWrVqJavVqpo1a+qll15yftYLfPvtt7rttttksVhUtWpVPf3008rJyXH2N27c2Pm+1qhRQ7///rsGDhyo4OBgVa9eXcuWLXOOrVy5shYvXqx77rlHN95443nfkwvZtGlTofe6b9++LntaL+dzMGfOHNWpU8f53fjxxx9L+v/3qnr16rJYLLr55pv1+eefO5dbtGiRhg4dqs6dO6tJkybO1y8nJ0dTp05VrVq1ZLFYVK9ePb344ovKzc11Lnv69OnzvlZFyc/P10svvaQaNWrIarXq1ltv1aZNm5z9UVFRzs9Dx44di3yMt956S5GRkfL391eDBg20aNGiQmP++9//qnHjxrJYLGrUqJH++9//6sknn3SOvdz3cfz48Xr00UdVu3bti16mwA8//KCOHTtqzZo1zs89gOuIAQDFzIkTJ4zq1asbcXFxRuXKlY1mzZoZ27ZtM7Kysoz58+cbYWFhRk5OjnN89erVjRMnTjjvv/XWW0br1q2Nn376ycjJyTH27t1rdOnSxXjyyScNwzCM9evXG1ar1Xj22WcNm81mGIZhtG/f3rjxxhuNV155xcjKyjL27Nlj1KpVy1izZo1hGIYxdepU4+WXXzYMwzAGDhxo1KxZ0/jPf/5jZGdnG998841RtmxZY9CgQcasWbOM7Oxs49tvvzUqVKhgZGRkuKzb4MGDjX//+9/O+927dzfWr19/UTWcW4dhGEZCQoJRs2ZN44MPPjAyMzONkydPGi+88IJRr149IzU11fn6tGnTxjh58qSRl5dnLFy40GjUqJHRuXNnIyEhwTh16pTx0EMPGf369TMMwzDi4uKMRo0aOV+rsLAwo0ePHsbRo0eNxMRE49ZbbzWGDRtm9OjRwzh27Jhx/Phxo127dsaiRYvO+5526dLF+PDDDy/m7TdCQkKMmjVrGmXLljX69OljJCUlXdRyq1atMjp06ODSNnXqVCMyMtLo16+f8dtvvxmZmZnG559/boSFhRnvv//+BR/vgw8+MKpXr26sXLnSSE9PN06dOmXMmjXLCA8PN06dOmVMnTrVaNKkiXHfffcZx48fNxITE42ePXsa48aNcz7GpEmTjBtvvNG5/X733XdGs2bNjNq1azvfd8M4897v3LnzotazqLHu3CYNwzBefPFFo3Hjxsa6deuMrKwsIzEx0fjXv/5lNGrUyHA4HMbAgQONJk2aGGPGjDFSU1ONuLg4o2XLlsacOXOcj3HfffcZDz/8sHH06FHDZrMZX3/9tVG3bl3j008/dY45cOCAUbVqVWPmzJlGYmKiYbPZjNWrVxs1a9Y0Nm7caCxcuNAYMWKEkZeXZwwbNszo0KGDkZ6ebhjGmW2zZs2axi233GJs2rTJyMrKMnbt2mXcdtttxogRI5zPsXbtWqNSpUrGf//7XyM9Pd3Yv3+/0aNHDyMqKso5plGjRkZcXJxhGGc+Ly1atDAWL15s2Gw2Y9OmTUb58uWNn3/+2eX1Xr58+UW9X0WNDQ4ONvLy8lza9uzZY7Rq1cp5/3I/B2d/fgvExMQY7du3N/bs2WNkZGQYn332mREWFmZ89NFHhmEYxsKFCw2r1WosWbLEsNvthmEYRn5+vtG9e3ejV69exs8//2zk5OQYBw4cMO6++25j6NChzteqefPmxqJFi5yvVcWKFV1eq3Nfi8jISGPkyJFGfHy8kZaWZixbtsyoWLGisWnTJue4c7fxwMBA57+nT59uNG3a1Ni6dauRlZVlfPvtt0ZkZKQxc+ZM55i3337bqFmzpvHVV185v0vvuOMOo379+sbChQtd6inqfVy/fr3RvXv3Qu07duwwvLy8jPDwcKN8+fLGSy+9dL63odB6FzzP+R4bwLWP4A2g2Dk7eEsytm3b5tLfvHlzY8eOHc77Zwdvm81mhIWFuQRxwzAMu91uhIWFGcePHzfWr19vhIaGuoT39u3bG4888ojLMrNnzzaGDx9uGEbh4H3PPfe4jL3zzjuNe++916WtW7duxsaNG533HQ6HUb58eePo0aPOtnOD94VqOLcOwzCM4cOHu4SdAk888YTx2muvOV+fs0PvwoULjXLlyrkEsNTUVCM0NNTIz88vFLwtFouRkpLiHPvee+8ZVqvVOHXqlLPtww8/NIYMGVKojoLnu+GGGwyHw1Fk/9mys7ONjz/+2EhJSTFOnz5tTJ482WjduvXfLmcYZ7aLs8OsYZx5vZo1a1Yo5Gzfvt2oVq1aofYCOTk5RrVq1Yy9e/cW6vvrr7+cj92wYUMjPz/f2bd//36jYcOGhmEYxrFjx4wKFSoYiYmJLssnJCQYpUuXdnvwdtc2mZSUZFSpUsW5nmcraBs4cKDRtWtXl77Y2FijW7duhmGcCSgtW7YstPxPP/1kNG3a1Hm/V69exltvvVVo3PHjx43c3Fxj4cKFxrBhw4z+/fsbPXv2dP5QZhhnts3AwEAjPj7eZdnU1FQjLCzM2Ldvn2EYhtGkSRNj9erVLmNycnKMpk2bGl9++aVhGIWD9wsvvOAy/qmnnnIJWVcavIOCggqNO3jwoHHDDTcYhnFln4Nzg/cPP/xg1KhRo9APLlu3bjXCw8OdP8YVbLcFVq5cabRp06bQZyQvL8/5I0BRr9XTTz993kA6cOBAIzo6ulD78uXLXbaX8wXvv/76y6hQoYJx7Ngxl+UPHz5slC9f3khJSTFsNptRsWLFQp/d9PR0Izw8/IqCd+fOnY1hw4YZKSkpxu7du406deq4/JB0PgRvAIZhGBxqDqBYq1q1qlq2bOnSVqdOHSUmJhY5fu/evTp27JjCwsJksVict+DgYCUlJemnn36SJDVs2FClSpVyWbZ3794X/Ty33367y/0KFSoUOke0XLlyLodvr127VpGRkapWrdp51/dSapDOHEI7evRol3W1WCyaPXu2fvzxR+e4cw+l7NKliwIDA533g4ODZbValZGRUeg5brjhBpdD2ytUqKDGjRu7nIN/7roW2Llzp8aPH6/3339fvr6+512PAhaLRdHR0QoNDVVISIimTZumrKws7d2794LLffnll/L39y/0vkhnDl319nb9312LFi0UFBRUaCbpAnv37lXVqlWLnB26cuXKzn/36tVLXl5ezvu1atVyvl/fffed2rdvX2hCrLCwMLVu3fqC63M53LVNbt68WW3atHFZzwJnt527rZ697t9++62+//77QttlixYttG/fPudh3uvXr9f9999f6HkqVKggHx8fSWcm2srKytJHH30kf39/l3G33XabwsPDXdqCg4PVvXt3bdy4UcnJyTp27Ji6d+/uMqZUqVK69957z3tI+6V+Di+Vt7d3ocPhk5OTFRAQIOnyPwdFWb9+vXr37u3yeZfkPDz/999/l1T4O2Lt2rW67777Cn12vL29XSaEvNB2UJRzxxe0/fzzz4VO0zjXli1b1LZtW1WtWtWlvWbNmrr55pu1Y8cO7d27VxEREYU+u0FBQYW2g0tx6tQp7du3T2+88YZCQ0N1ww03aObMmXrzzTcv+zEBXF8I3gCKtaImn/Hz85Pdbj/vMi1atJDNZit0y8nJUadOnSSd+eP8757rQs9z7sRvvr6+hWZF9vb2djkX8mJmjr6UGgr89NNPhdbVbrdr8eLFzjHnru+lvK6Xs66SFB8fr+joaL3zzjtq0KDBBdfhQmrVqqWjR49q/PjxLpdW+uWXX5xjzndut6RCdZ3rnnvucXnczMxM5eXl/e1yUuHXsVSpUs7X0MvLq1C4uhhz5sxxqWfNmjUXtZy7tkl3rLskPfnkk0V+Dh0Oh/z8/CSdeW8K5gY4n9q1a2v37t2Fzq2X9Levb35+/nl/8PHx8XE5J/1sl/I5LDhft+A2Z86cC9YkSdWqVVN8fLxLW1xcnGrVqnXeZQo+B5fqYl+Dc78j3LUdnOtiHvN8LmZdLvdz93cOHTqkevXqufxg27RpUx05csTtzwXg2kTwBlCsnbu35e80btxYR44cKfRHbUZGhh599FHnH5kFe9Mu97mKWv5Ce3Rzc3O1atWqv505+lLXt02bNvrss88Ktb/00kvOvftS4XrNXFdJSk9PV48ePfTUU09d8Hq4Z8vJyVHnzp2VnZ3tbLPb7dq5c6fLpE4Ft0aNGkk6s3fVbrc7r/l7rhUrVsjhcLi0bdu2TZmZmapbt67++9//ujxuYGCgmjRpooSEBP3www+FHu/siesu9Dq2bt1aGzduLLT379ixY9qyZct5lxs+fLhLPd26dTvv2LO5a5u87bbb9O233yohIaHQMhe77m3atNGaNWsKheoff/xRL7/8svN+27Zti5wY6/jx485lO3TooFdeeUWdOnXS/v37XcZt3bq10Gc9NTVVn3/+udq1a6cKFSqoXLlyLpN3SWdC5fLly897abZL+Xx069bN5f0aPnz43y7Tpk0bxcbGurStWLFCnTp1+tvPwaVq3769Pv30U5fJ5KQz70V6errzMc/dftq1a6clS5YUeg/z8/N1/Phx5/1L/c56//33C7WtWLFCTZo0kcViueCyt912mzZt2qRTp065tB87dkzff/+9WrRooSZNmujo0aP6+eefXcZkZGRc9I9YRQkLC9OBAwdcvkv27t2rmjVrXvZjAri+ELwBlHje3t7OP4YsFoumTJmiXr16aefOncrJydFPP/2kbt26qXz58pf8R6K7rFu3TnXr1lVYWNgVPc7Z6ypJEydO1KxZs/T2228rLS1NJ0+e1NSpU7Vw4ULVqVPnSsu+LHl5eerXr5/atWvnMtP83/Hz81NoaKhGjBihlJQU/fnnnxo4cKCaN29+wRmEp0+ffsHrdvv5+al37946cOCAsrKytHr1avXt21evvfbaebcHi8WiGTNmKCoqSp988onS09OVkpKif//737rtttt0+vTpv12fypUra/jw4frHP/6h7du3y2azaevWrerdu3ehw7jPfV+vhvNtk9WqVdOjjz6qO++8U+vWrVN2drYSExM1efJkde3a9aL2WLZq1UoNGjTQgAED9Mcff8hutys2NlbR0dFq2rSpc9wLL7ygadOm6ZVXXlFSUpLsdrs+/fRTtWzZUtu2bXOO6927t2bPnq0uXbq4BKrKlSvr7rvv1ubNm2Wz2fTjjz+qe/fuuuuuu5xHWcycOVMDBgzQ6tWrlZWVpd9//1333nuvKlSooK5du17Wa3el79fIkSP17LPPavv27XI4HFqwYIH27Nmj++6777I/B+errUWLFrrlllvUt29f52cgNjZWvXv31ssvv3zez0Dfvn0VGBioqKgo/fzzz8rNzdX+/fvVp08fTZ069aLW89SpU2rTpo3LKR0nTpzQ0KFDFR8fr/T0dC1ZskSPPfaYXn311b99vGrVqmnIkCHq0aOHfvzxR9lsNn333Xf6xz/+obFjx6ps2bLy8/PTCy+8oJ49e+rrr79Wdna29u7dq6ioKJUuXfqCr9WFVKlSRS1atNDIkSN1+vRp7dmzR2PGjLmk7zgA1zeCN4AS74477lCdOnW0detWSdKjjz6qUaNGaeDAgSpdurT69OmjPn36aPr06R6rccWKFX97mPnFuPXWW/X88887/9gLDw/Xl19+qZUrV6pq1aqqV6+eDh06pA0bNhQ6p/NqGTlypGJjYzV37lyXQ3DPd2mgs82fP195eXmqXbu2GjVqpICAAC1YsOC849PT01WuXDnddddd5x1z//33q1+/furZs6fKlCmjyZMn68033/zb92Po0KH697//rWeffVYVKlRQZGSkdu3apU2bNrmc834hzzzzjIYOHaoBAwYoNDRUTzzxhF5//XWX8CmdOT+7Y8eOF32tc3e40Db57LPPavTo0XrssccUGhqqZs2a6fTp09qwYcNFnasvSUuWLFGNGjXUunVrhYaGasqUKZo3b566dOniHHPDDTdo3bp1WrdunWrXrq0KFSpo1qxZWrp0aaHz4Lt376758+ere/fu2r17tySpfv36mjNnjiZOnKgyZcooKipK3bp106xZs5zLdenSRQsWLNCzzz6rMmXKqG3btoqIiNDHH3/scn7+pWjbtq1iYmL0yiuvXNbyTZo00RtvvKEHHnhAwcHBWrp0qdasWeM8h/1SPwdnq1Klinx9fV220UWLFumWW25Rp06dVKZMGT399NOaOXOm7r333vM+jo+Pj9asWaP69eurS5cuCgoKUu/evdW2bVuX1/dCbDab9u/fr9TUVGfbhAkT1LBhQ7Vt21YVKlTQW2+9pZUrV+q22267qMd89tlnnZ/p4OBgDR48WI899pjGjx/vHDNo0CC9+OKLGjNmjPMSi6NHjy70Q8ulvo+LFi1SZmamatWqpX79+mnq1Knq3LnzRS0LAF6GGSfCAACc8vLyVKVKFf3www+FJoICPOFa2CY3bNigV155RatXr/Z0KQAA/C32eAOAyU6ePKlJkyaV2IDjTh07dnTZC3727exz0mEutsmS63yfn/Lly3u6tOvWtGnTzvu+/Oc///F0eQCKCfZ4AwCAEoc93gCAkoTgDQAAAACAiTjUHAAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAAT/R/4+uobzuBdxgAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf\n","不是 1565\n","是 1222\n","不重要 118\n","问法错误 62\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf\n","不是 1457\n","是 1121\n","不重要 355\n","问法错误 34\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf\n","不是 1364\n","是 1243\n","不重要 280\n","问法错误 79\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf\n","是 1322\n","不是 1267\n","不重要 299\n","问法错误 82\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf\n","不是 1304\n","是 1240\n","不重要 365\n","问法错误 64\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf\n","不是 1290\n","是 1176\n","不重要 441\n","问法错误 60\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf\n","不是 1311\n","是 1211\n","不重要 388\n","问法错误 57\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col in df.columns[5:]:\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n","\n","\n","def calc_metrics_for_col(df, col):\n"," y_true = df[\"label\"]\n"," y_pred = df[col]\n","\n"," accuracy = accuracy_score(y_true, y_pred)\n"," precision = precision_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," recall = recall_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," f1 = f1_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n","\n"," return accuracy, float(precision), float(recall), float(f1)"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_11088/1032819893.py:9: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n"]},{"data":{"text/html":["
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epochmodelaccuracyprecisionrecallf1
00.0internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf0.5106670.7519870.5166950.542057
10.2internlm/internlm2_5-7b-chat-1m/checkpoint-35_...0.7843330.7977650.7843330.786494
20.4internlm/internlm2_5-7b-chat-1m/checkpoint-70_...0.7836670.7996980.7836670.788688
30.6internlm/internlm2_5-7b-chat-1m/checkpoint-105...0.7243330.8171170.7243330.756580
40.8internlm/internlm2_5-7b-chat-1m/checkpoint-140...0.8030000.8031410.8030000.802806
51.0internlm/internlm2_5-7b-chat-1m/checkpoint-175...0.7676670.8108440.7676670.784319
61.2internlm/internlm2_5-7b-chat-1m/checkpoint-210...0.7736670.8091670.7736670.787687
71.4internlm/internlm2_5-7b-chat-1m/checkpoint-245...0.7623330.8062290.7623330.777669
81.6internlm/internlm2_5-7b-chat-1m/checkpoint-280...0.7553330.8086200.7553330.775559
91.8internlm/internlm2_5-7b-chat-1m/checkpoint-315...0.7480000.8172000.7480000.773991
102.0internlm/internlm2_5-7b-chat-1m/checkpoint-350...0.7560000.8126880.7560000.777781
\n","
"],"text/plain":[" epoch model accuracy \\\n","0 0.0 internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf 0.510667 \n","1 0.2 internlm/internlm2_5-7b-chat-1m/checkpoint-35_... 0.784333 \n","2 0.4 internlm/internlm2_5-7b-chat-1m/checkpoint-70_... 0.783667 \n","3 0.6 internlm/internlm2_5-7b-chat-1m/checkpoint-105... 0.724333 \n","4 0.8 internlm/internlm2_5-7b-chat-1m/checkpoint-140... 0.803000 \n","5 1.0 internlm/internlm2_5-7b-chat-1m/checkpoint-175... 0.767667 \n","6 1.2 internlm/internlm2_5-7b-chat-1m/checkpoint-210... 0.773667 \n","7 1.4 internlm/internlm2_5-7b-chat-1m/checkpoint-245... 0.762333 \n","8 1.6 internlm/internlm2_5-7b-chat-1m/checkpoint-280... 0.755333 \n","9 1.8 internlm/internlm2_5-7b-chat-1m/checkpoint-315... 0.748000 \n","10 2.0 internlm/internlm2_5-7b-chat-1m/checkpoint-350... 0.756000 \n","\n"," precision recall f1 \n","0 0.751987 0.516695 0.542057 \n","1 0.797765 0.784333 0.786494 \n","2 0.799698 0.783667 0.788688 \n","3 0.817117 0.724333 0.756580 \n","4 0.803141 0.803000 0.802806 \n","5 0.810844 0.767667 0.784319 \n","6 0.809167 0.773667 0.787687 \n","7 0.806229 0.762333 0.777669 \n","8 0.808620 0.755333 0.775559 \n","9 0.817200 0.748000 0.773991 \n","10 0.812688 0.756000 0.777781 "]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = pd.DataFrame(columns=[\"epoch\", \"model\", \"accuracy\", \"precision\", \"recall\", \"f1\"])\n","for i, col in enumerate(df.columns[5:]):\n"," accuracy, precision, recall, f1 = calc_metrics_for_col(df, col)\n"," new_model_metrics = {\"epoch\": i / 5, \"model\": col, \"accuracy\": accuracy, \"precision\": precision, \"recall\": recall, \"f1\": f1}\n","\n"," # Convert the dictionary to a DataFrame and concatenate it with the existing DataFrame\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","\n","perf_df"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot metrics for each model\n","import matplotlib.pyplot as plt\n","\n","fig, ax = plt.subplots(1, 1, figsize=(12, 5))\n","\n","perf_df.plot(x=\"epoch\", y=[\"accuracy\", \"precision\", \"recall\", \"f1\"], kind=\"bar\", ax=ax)\n","\n","# add values on top of bars\n","for p in ax.patches:\n"," ax.annotate(\n"," f\"{p.get_height():.2f}\",\n"," (p.get_x() + p.get_width() / 2, p.get_height()),\n"," ha=\"center\",\n"," va=\"bottom\",\n"," fontsize=10,\n"," )\n","\n","# add title and labels\n","# ax.set_title(\"Metrics for different settings\")\n","# ax.set_ylabel(\"Value\")\n","ax.set_xlabel(\"Epoch (0: base model, 1-4: fine-tuned models)\")\n","# rotate x labels\n","plt.xticks(rotation=0)\n","\n","# set legend at the right to avoid overlapping with bars\n","plt.legend(loc=\"center left\", bbox_to_anchor=(1.0, 0.5))\n","# plt.tight_layout()\n","\n","plt.show()"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"results/mgtv-results_p2_r3_full_metrics.csv\", index=False)"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf\n","是 1366\n","不重要 1165\n","不是 468\n","问法错误 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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf\n","是 1405\n","不是 1340\n","不重要 205\n","回答正确 31\n","问法错误 19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf\n","不是 1421\n","是 1298\n","不重要 238\n","回答正确 24\n","问法错误 19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf\n","是 1204\n","不是 1187\n","不重要 557\n","回答正确 32\n","问法错误 20\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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HDjp48KCZpQEAAAAAcFWYFrz37NmjSZMmSZKys7N1991364EHHlBKSormzp2rwYMHa+/evZKkvXv3asiQIZo/f75SUlLUt29fde3aVTabzazyAAAAAAC4KkwJ3jk5OXr44YeVl5cnSfr888/VqFEjDRs2TD4+Pmrbtq0mT56sV199VZI0a9YsjR07Vu3bt5ePj48ef/xxNW/eXB9++KEZ5QEAAAAAcNWYErwnTJigxo0bq2rVqpKkTZs2KTw83GlMnz59tHbt2ovqBwAAAACguHJ58N64caOioqI0e/ZsR1tsbKxq167tNK5s2bKy2WzKzs7W8ePHVbNmTaf+sLAwHTly5LzPk52drdTUVKcbAAAAAADXGpcG79TUVA0YMEALFy5UUFCQoz0rK0t+fn6FxlutVmVlZSk/P1+enp5F9p3P9OnTFRQU5LiFhIS4bkUAAAAAAHARlwbvp556Sr1799Ydd9zh1G61WoucKC0pKUl+fn7y9PSUYRhOfYmJiUWG9QLjx49XSkqK4xYXF+eSdQAAAAAAwJW8XfVAK1eu1LJly+Tl5aW3335b0pnDwatWrapKlSopJiZG7dq1c4yPj49X6dKl5ePjoypVqig2NlbVqlVz9MfExBQ6/Pxsvr6+8vX1dVX5AAAAAACYwmV7vMPDw5Wbmyubzea4VatWTceOHdMLL7yg6Ohop/FRUVHq1KmTJKlNmzYX7AcAAAAAoLgy7TreZ+vVq5d27NihxYsXKzc3V9u2bdMrr7yiZ555RpI0fPhwPf/88/rxxx+Vm5urBQsWaM+ePXrggQeuRnkAAAAAAJjmqgRvi8Wir776Su+++65KliypyMhIvfvuu2rYsKEkqXHjxnr77bf18MMPKzAwUEuXLtWaNWs4lBwAAAAAUOy57Bzvovz111+Onxs0aKDNmzefd2zPnj3Vs2dPM8sBAAAAAOCquyp7vAEAAAAAuFERvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABO5NHgnJyerf//+KleunKpXr66XXnpJ+fn5kqQtW7bopptuktVqVfPmzbVjxw6nZd99912FhobK399fERERSkhIcGVpAAAAAAC4hUuDd58+fVSlShUdPnxY3333nVasWKFZs2YpISFBERERmjx5slJTUzVhwgSFh4crPj5ekhQdHa0XX3xRq1at0qlTp9SoUSNFRES4sjQAAAAAANzCZcH7l19+0YkTJ/TCCy8oMDBQderU0cKFC/Xee+9pwYIFuu+++9SrVy+VKFFCPXv2VP/+/TVnzhxJ0syZM/X666+rSZMmslqtmjZtmvLz87Vu3TpXlQcAAAAAgFu4LHjb7XaNHj1aHh4ejraQkBAlJCRo06ZNCg8Pdxrfp08frV27VoZh6Mcff1S3bt2K7AcAAAAAoDjzdtUDNWvWTM2aNXNqW7VqlZo1a6ajR4+qdu3aTn1hYWE6cuSIEhMTFRwcLIvFUqj/ww8/PO/zZWdnKzs723E/NTXVBWsBAAAAAIBrmTareXx8vMaMGaPJkycrKytLfn5+Tv1Wq1VZWVlF9p3dfz7Tp09XUFCQ4xYSEuLydQAAAAAA4EqZEryzs7PVu3dvDR06VC1btpTVapXNZnMak5iYKD8/vyL7zu4/n/HjxyslJcVxi4uLc/l6AAAAAABwpVx2qPnZIiMjFRISov/+97+SpNDQUMXExCg0NNQxJiYmRjVr1lSZMmV0+vRp5ebmqkSJEoX6z8fX11e+vr5mlA8AAAAAgMu4fI/3c889pyNHjmjRokWOidbatGmj6Ohop3FRUVHq1KmTPDw81KxZs0IzmBf0AwAAAABQnLl0j/eyZcu0ZMkSbdu2zWmytMjISN18881q166dOnfurOjoaH388cfatWuXJGn06NEaOXKkvvjiC1WvXl2vvvqqrFar7rjjDleWBwAAAADAVeey4L1p0yYNGjRIubm5qly5slPf4cOHtXz5cg0bNkwRERFq1KiRVqxYofLly0uSunbtqqNHj6pz585KTExUly5d9Nlnn7mqNAAAAAAA3MZlwbtt27ZOl/c6V7Vq1bR79+7z9g8ZMkRDhgxxVTkAAAAAAFwTTLucGAAAAAAAIHgDAAAAAGAqgjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAADguhETE6OuXbuqZMmSCgsL08cff+zo27x5s1q2bKnAwEC1atVK27dvd2OlAG4k3u4uAAAAAHAFwzDUo0cPPfzww1q5cqX279+vnj17qnr16ipTpoz69u2rxYsXq3Xr1vr666/Vs2dP/fTTT6pataq7SwdwnSN4AwAA4Lpw+vRpPfnkkxoyZIgkqWnTpgoPD9fmzZsVFxen0aNHq1OnTpKkXr166ccff9Snn36q0aNHu7NsADcADjUHAADAdaFUqVKO0J2Tk6PvvvtOn332mTp06KAaNWooPDzcaXxISIgSEhLcUSqAGwx7vAEAAHDdadmypXbv3q2HHnpIN998s2655ZZCY1atWqXIyEg3VAfgRsMebwAAAFx3tm3bpm3btunAgQN68cUXC/UvWrRI8fHxioiIcEN1wJVJTk5W//79Va5cOVWvXl0vvfSS8vPzJUlbtmzRTTfdJKvVqubNm2vHjh1urhYSwRsAAADXIYvFolatWumLL77QjBkznPp27typcePG6aOPPpK3NweAovjp06ePqlSposOHD+u7777TihUrNGvWLCUkJCgiIkKTJ09WamqqJkyYoPDwcMXHx7u75Bsev2kAAABwXfjrr7/k6+urSpUqOdqqVKkiLy8vZWVlyWq1KjY2VhEREXr//fdVv359N1YLXJ5ffvlFJ06c0AsvvCAPDw8FBgZq4cKFuu+++5SRkaH77rtPvXr1kiT17NlT27dv15w5czR16lQ3V35jY483AAAArgtbtmzR008/7dT2119/qWTJkrJarUpLS1P37t31zDPPqHv37m6qErgydrtdo0ePloeHh6OtYKLATZs2FZpEsE+fPlq7du3VLhPnIHgDAADgutCzZ0/t2LFDH3zwgbKysrR//37df//9mjRpkux2u/r27at27dppxIgR7i4VuGzNmjXTwIEDndpWrVqlZs2aKTY2VrVr13bqCwsL05EjR65miSgCwRsAAADXBX9/f61atUpLly5VuXLldNddd+nBBx/UgAEDNHz4cEVHR2vu3Lny9vZ23Dp27OjusoErEh8frzFjxmjy5MnKysqSn5+fU7/ValVWVpabqkMBzvEGAADAdSMsLEzfffddofY5c+Zozpw5bqgIME92drZ69+6toUOHqmXLlrJarbLZbE5jEhMTC4VxXH0EbwAAAFy06s+udncJN5y/Xurm7hJwjYqMjFRISIj++9//SpJCQ0MVExOj0NBQx5iYmBjVrFnTXSXifzjUHAAAAACKmeeee05HjhzRokWLHBOttWnTRtHR0U7joqKi1KlTJ3eUiLOwxxsAAAAAipFly5ZpyZIl2rZtmywWi6M9MjJSN998s9q1a6fOnTsrOjpaH3/8sXbt2uXGaiERvAEAAACg2Ni0aZMGDRqk3NxcVa5c2anv8OHDWr58uYYNG6aIiAg1atRIK1asUPny5d1ULQoQvAEAAADgLNf6XAaVRn1eZHv7d34780PXF1Sxq3RKUp+oBCnq2l4f6fqfy4BzvAEAAAAAMNE1FbxTU1PVr18/BQQEqHLlynr55ZfdXRIAAAAAAFfkmjrU/LHHHpPFYtHx48d1+vRp9enTR8HBwRoyZIi7SwMAAAAA4LJcM8H7+PHjWr9+vY4ePSqLxaKgoCAtXrxY//nPfwjeAAAAAIBi65o51HzLli3q3Lmz03T49evXV0BAgA4ePOjGygAAAAAAuHzXTPCOjY1V7dq1C7WHhYXpyJEjbqgIAAAAAIArd80cap6VlSU/P79C7VarVVlZWYXas7OzlZ2d7bifkpIi6cwEbcVNfnamu0u44RTH7aS4Yzu/+tjOrz6286uP7fzqYzu/+tjOrz6286uvuG7nBXUbhnHBcddM8LZarcrMLLyBJyYmFhnIp0+frv/7v/8r1B4SEmJKfbi+BL3h7goA87Gd40bAdo4bAds5bgTFfTtPS0tTUFDQefuvmeAdGhqqr7/+ulB7TEyMatasWah9/PjxGj16tON+fn6+kpKSVKZMGXl4eJhaK85ITU1VSEiI4uLiFBgY6O5yAFOwneNGwHaOGwHbOW4EbOdXn2EYSktLU+XKlS847poJ3q1bt9bTTz+tvLw8eXufKeu3335TdnZ2ked++/r6ytfX16ktODj4apSKcwQGBvLBxnWP7Rw3ArZz3AjYznEjYDu/ui60p7vANTO5WpUqVXT77bdr1KhRSk9PV1xcnB599FFNnDjR3aUBAAAAAHDZrpngLUnz5s1TUlKSKlasqBYtWqhXr16KjIx0d1kAAAAAAFy2a+ZQc+nMLvply5a5uwxcJF9fX02ZMqXQIf/A9YTtHDcCtnPcCNjOcSNgO792eRj/Nu85AAAAAAC4bNfUoeYAAAAAAFxvCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeuGzp6ekKDAxUXl6eo23NmjXq16+fcnJy3FgZ4DoZGRlq0qSJ03a+YcMGTZgwwakNuNalpKRoxIgR5+339/fXyZMnHfczMjKuRlkAANwQuJwYLpvdbpevr68yMjL0yiuvaNKkSdq0aZPuuOMOpaSkKCAgwN0lAlcsLy9PFotFWVlZ+vDDD9W/f39t2LBBHTt2ZDtHsZKamqqGDRsqLi5O8+fPV2Zmpjw8PGS1WvXoo4+qbNmyio2NlZ+fnxISEnTLLbdo69atqlatmrtLB67ImjVr5OfnJ0/PwvubPDw8VLFiRdWpU8cNlQGul5eXp8cee0xvvvmmSpYsqb1798rT01MNGzZ0d2k3PII3/lV6errCwsLk6+srSTIMQ2XKlNFPP/2kkiVLKikpSRUrVlRiYqJ+/fVX3XLLLUpNTZW/v7+bKwcuXkZGhu666y6n7TwoKEgrVqxQQECAYztPSkrS7t27deutt7Kdo1jJzs5Wo0aNdPDgQdWrV09t27aVJK1fv16HDh1StWrVdPToUUnS7Nmz9f7772vXrl3uLBm4IrGxsQoNDVWlSpXUvHlzGYahH374Qe3bt9fPP/+sRo0aycfHR5s2bdLevXsVGhrq7pKBi5Kdna133nlHVqtVXl5eyszMVEREhDp27Khdu3YpODhYp0+fVkBAgB588EFt3bpVBw8eVIkSJdxd+g2NQ83xr6xWqywWi5YsWSIPDw8tXbpUmZmZkiRfX1+VKFFC3t7ekiQfHx9HO1Cc+Pr6Ki4uTpGRkTp06JAGDx6sP//8U5JksVjk4+Pj2M4tFouk/7+9A8WBt7e30+/q+fPna/78+fLy8nK09ejRQwkJCfrss8/09NNPu7Nc4IrddtttWrp0qfz8/PTll1/qq6++UtWqVfXVV1+pZcuWWrRokVatWqWBAwc6/q4BigPDMDR69GgtW7ZMH3zwgUaPHq3s7GwdOXJEFotFvr6+8vX11VdffaXPPvtM7733HqH7GuDt7gJw7fPy8pK/v79at27t+LfgcK1zA3dOTo4sFoujHSguvL29FRwcrH79+unll19Wv379NH36dEefJMd/Wrm5uSpRogT/iaFY8fLyUkJCgoYOHar4+HgNHTpUkpx+n3fo0EFt27ZVcnKyevfu7c5ygStmtVq1cuVKHT16VFOnTpUknTp1SlOnTtWBAwc0Y8YMBQYGys/PT/Xq1XNztcDF8/X1lZeXlzZu3ChJ8vPzc9oZ5unpqYULF2rixIn68MMP1alTJzdXDIngjctU8IdaVlaWBg0apOTkZA0aNEgnT55UpUqV3Fwd4BoF23l2dramTp2q9PR0TZ06VcePH1fFihXdXB1w6axWq1q3bq01a9aodevWMgxD69evl3TmXNeRI0cqLS1Na9as4cglFFs//fSTvvrqK/n6+mr58uWqVq2a48gODw8PeXl5Of719PRUdna2mysGLo2Hh4c8PDyc2gq254kTJyo3N1dbtmzRjh07VL16dfcUiUI41ByXpWBqAE9PT1WpUkWjRo1SlSpVlJOTo2bNmrm5OsA1Crbz/Px8HTx4UD169NDBgwe1e/duNW3a1M3VAZcuKChI/fr1U6lSpdSvXz899NBDkqSRI0cqNTVVkvT3339rz549+uWXX9xZKnDZcnNz9e233+ro0aM6duyYPDw8NGjQIA0YMEBBQUEaOHCgqlWrpieffFITJ07U66+/7u6SgUt27jRd+fn5MgxDhw8flt1u18qVK7V06dJC4+A+7PHGZSn4EPv4+GjatGmOttatW2v06NHuLA1wmYLt3Gq1asmSJY72u+++2xFYgOLkr7/+UosWLXTw4EG1aNHC0V6+fHklJyfr66+/1g8//KBHH31UUVFRuvnmm91YLXB5brvtNm3btk0zZ85U165d5e3trVatWjmOYrrtttuUlJSksLAwdezYUVOnTmVbR7GSn59faI93Xl6e7Ha7PvroI3355ZfasGGDHnnkER08eFAffPCBmyrF2djjjX9lt9uVnp6ub7/91vFvwfWL7Xa7tm7dqm+++UbDhg1TjRo11KVLFzdXDFw6u92unJwc/fnnn45/C7bzvLw87d27V3/88Ydeeukl2Ww23XvvvW6uGLh0FStW1JIlSxQaGqqlS5dq8eLFMgxD//3vf1W5cmVNnDhRFotF4eHh2rJli7vLBS7byZMntX//fs2ZM0eHDh3S0aNHFRMTo5iYGB09elRpaWn6448/1KJFC3Xo0EE7d+50d8nARbPZbMrLy3M6XSItLU25ubnKyclRbm6u6tWrpw0bNmj9+vV699133V0yxB5vXISsrCzZbDYNGTJEkjRkyBCVLl1a0pkPfsEkPXa7XdHR0e4sFbhsNptNf/75p+rXry/DMFSvXj1VrVpV0plzvH/55RcNGTJEAQEB2r59u5urBS5dfn6+vL29FRYW5jjH1cPDQ/n5+ZLOfMG0adMmfffdd6pcubJ+/fVXN1cMXD5PT099+eWXmjdvniSpZcuWSkhIcLqWd3Z2trp27aqoqCjOg0Wx4uvrq7179zp+l9vtdlWtWlVvv/22cnJylJeXp4yMDFmtVs2ePVsDBw5Uv379uASqm3Edb1w2u90ui8Wi3Nxc2e12LVy4UM8++6z69eunV155hYl5UOwUzFZeICcnR97e3rJYLMrJyVFiYqJmzpypd955RxMnTtSoUaPcWC1waWw2m+rXr6+YmBi1a9dOCQkJys3NVYUKFbRt2zZVrVpVf/31l7y9vXXq1CmVL19eiYmJKlWqlLtLBy5Zenq6QkNDtWjRIt15552666671L59ew0fPlzSmVOJWrRooX379ik4ONi9xQKX6ZNPPlFEREShy5smJCRo8+bNGjFihL7++mv9/vvvuv/++91UJQoQvHHZ0tPTFRgY6AgnknT48GFFRkZq9erVfKuG60JmZqYCAgKUm5vrmBV327ZtGjRokDZv3qwyZcq4uULg4iQlJalWrVpKTk4usj8oKEhxcXEKDAxUWlqaFi9erMcee4zL5qFYSk1NVeXKldWmTRv9+uuvSktLU5MmTZwmgF24cKEGDhwoSXrrrbfcVSpwyWJjY9W7d2/t3r1bUVFRyszM1PTp02WxWBxjDMPQn3/+KW9vb3366afq2LGjGyuGxKHmuAIBAQFKS0tzumZ3rVq1tH79+kITPgDFgd1u1/HjxxUSEuLYhi0Wi/bu3et0eOJtt92mn3/+WX5+fu4qFbhkpUuXPm/olqSPP/5YVqtVklSyZEkNGzbsapUGuFxGRoZ8fX0VHR0tu92udevWadasWZo1a5a6deumnj176o033lB6eroSExPdXS5wSSpWrKhmzZrp448/Vq1atfThhx8qMzNTY8aMcRpnt9v1448/Ok4pgnuxxxsA/icuLk7Vq1dXfHy8ypUr59Q3ePBgNW7cWCNGjHBTdQCAi2Wz2bRr1y7dfvvtTu3r16/X0qVL9fbbb/PlKa4b33zzjVatWqW3337b3aXgAgjeAPA/SUlJKlu2rNLS0pxOlXj88ce1cOFCvfPOOxo0aJAbKwSu3MmTJ3Xrrbfq119/Pe/523FxcYqMjNS33357lasDAOD6xOXEAOB/fH195eHh4TRJyVNPPaWoqCh9//33hG4Ue2lpabJarTp27JisVqvi4uJ06tQpnTx5UrGxsTp58qRefPFFeXl56aeffnJ3uYCpTpw4oVtuuUUHDhxwdynAZcnKytLnn38uSQoNDVVcXJybK8KFELwB4H8KJpEqmLfg888/18KFC7VmzRq1bdvWnaUBV+yDDz7Q008/LYvFIg8PD1ksFtWtW1cVKlRQxYoVVaNGDa1cuVLTp09XYGCg0yQ9QHGze/duBQYG6u+//5YkpaSkaOzYsTp16pRjjNVq1e7du5mXBsVWbm6unnzySUmSj4+PypYtqy1btqhLly66++67dffdd6tz587q3r27myuFRPAGAAcvLy8ZhqFly5ZJksLDw/X999+rRYsWbq4MuHJ//vmn41reBZMFVq9eXXa7XS1atNCCBQvk7++vMmXKyNfX12niTKC48fPzU3p6uuO0IR8fH73++uvKzMx0jCn4cuncSzEB1zq73a6GDRuqR48eSk5OVocOHfTPP//I19dXVqtVycnJqlevnjp06KBffvlF//3vf91dMsSs5gBQyIgRIzRjxgw1atRIkjR79myn/ry8PJ0+fVpr1qxxR3nAZWnSpIlWr14t6f8HDV9fX0d/wWkWJUuWlLe3N8EbxVrBkR0FM/VbrVYZhuG0XRf8XHCpSKC4yM3N1cSJE+Xv76+hQ4dq3LhxioyMlKenp6xWq8qUKaN69eqpVq1a8vHxKTTJINyDPd4AcBYPDw8dOHBALVq00LJly7R9+3bl5uY63XJycpSTk+PuUoFLUrNmTcXExGjjxo2SpI0bNyozM1MbN25Uamqq9u/fr4MHD8pms2nTpk1Ol9ADipuCU4fOvg69h4eH02HlBT+zraO4sVgs6tChg7p16yY/Pz916dLFMUs/p05cu/g6GwD+p+AiD2XLltXcuXPVpk0bDRs2TIMHD1bHjh3dXB1wZSpUqKBffvlFY8aMUU5OjsaMGaPjx49rzJgxio2N1ccffyxvb2/9888/GjNmDGEExZqnp6cMw3D63W0Yhvr06VPoSA+guMnNzVWlSpXk7e0tu92uEiVKKD8/X7m5ubLZbMrKylJiYqICAgJkt9sVFxenkJAQd5d9wyN4A8D/5OXlSTpz7pSXl5ceeughBQYGKiIiQt99951atmzp5gqBy1e6dGmFhoZq586dCggI0M6dO3XTTTdp586duu222/TEE0+oVKlSmjBhgnbu3KlatWq5u2Tgip39e/vc3+GGYeiHH34gfKPY8fT0VFxcnGOOjsOHD6tOnTpKT09XYmKijh8/rsWLF0uSSpUqpdatWys2NtbNVYPgDQD/k5ubK+lMAC84569Hjx568sknde+9917wusfAtc5qter06dOSzny5dPa/BfLz85WZmSnDMJSfn3+1SwRcxjAMeXh4aPr06Rcc98orrziOdgKKCy8vL1WpUkVZWVl699135e/vr8GDBzuC+GuvvaauXbtqy5Yt6tChg7vLxf9wHBkA/I/NZpMkZWdnO7VPmzZNVqtV/fv3d0dZgEt4eXkpKytLhmE4vmRKSkrS5MmTdezYMX3++efKyspScnKysrOzHUeAAMXR2UcwSdK2bdsUGxtb6Obh4UHwRrFlGIYGDhyo48ePKyMjQ2XLlpXdbtfIkSPl6+urF198UcuXL3d3mfgf9ngDwP/k5OSoQYMGjlBSwMvLS5MnT9bXX3+t/Px8zn1FsZSbm6v8/HzZbDYZhiG73a4BAwbIw8NDgwYNks1mc5wzmJ6eXugLKKA4Kdh+s7OzlZ2drdatWzuF7IKfPTw8Ch35AVzr8vPz1aFDB40dO9bRtnnzZi1evFh2u102m02LFy/WrbfeqsjISDVo0EANGzZ0Y8WQCN4A4FClShXt3bu3yL4HH3xQffv2JXSj2DIMQ1FRUcrIyJBhGMrIyNALL7xQaFxCQoKOHj2qjIwMN1QJuEZ6eroMw1B6erpKly6tQ4cOOU2qJp35MqpWrVoc3YFiJz09XTfffLP69u0rLy8vZWRkKC4uTl988YVju//iiy8kSZUqVdK8efP01ltvublqeBgcXwMAwA3BbrfrwIED2rx5s/r3718oiBTIyMjQli1bdNddd13lCgHXyMjI0G+//aZbbrnF6ZJiZ0tMTFS5cuW0Z88eNWrU6CpXCFy5Y8eOKTIyUikpKRoyZIgGDhyof/75R82bN9exY8cknTmaz8fHx82VQiJ4AwBww4iLi1P16tUVHx+vcuXKOfUNHjxYjRs31ogRI9xUHXB15ebm6s8//1Tt2rXP+yUUUBy8+eabioyMVEBAgGw2mw4cOKCmTZu6uyycg2MmAQC4Qfj7+8swDPn5+Tm1P/7441qyZIlKlizppsqAq69EiRJq2LAhoRvF3ogRIxQQECBJslgshO5rFMEbAIAbhK+vrzw8PJwOO3zqqacUFRWl77//XoMGDXJjdYBrlS5dulBbnz59tHHjRjdUA7ie3W7XkSNHJEmpqakKDAxUfHy805hjx44pLi7OHeXhHARvAABuEAXnunp7n5lb9fPPP9fChQu1Zs0atW3b1p2lAS4XHBwswzAUGxsrScrKytKaNWsKXbkCKK5SU1NVp04d5eXlyc/PT+np6U5HLr333ntq1KiRnnvuOfcVCQfO8QYA4AZht9tVokQJLV68WA899JDsdrt++ukntWzZ0t2lAS6VlpamOnXqyMfHRw0bNtTXX3+thQsX6sUXX9SOHTs0YMAAeXl5yTAMBQcHa+HChe4uGbhkubm5CggIcFw+z9vbWzabTenp6Ro0aJDWrFmj2rVr6+eff+aUimsAlxMDAOAGM2LECM2YMcMxk/Ps2bOd+vPy8nT69GmtWbPGHeUBVyQhIUGtW7eWJEVHR6tBgwZKTk7W5MmTNWzYMHl4eGjz5s2aMWOGxo8frzlz5ri5YuDSZWZmys/Pz+nUIU9PT3l7eysuLk55eXnatm2bunfvTui+RnCoOQAANxAPDw8dOHBALVq00LJly7R9+3bl5uY63XJycpSTk+PuUoHL4u/vrzFjxsjHx0cff/yx0tLS1KdPHw0YMECffvqpEhMT5e/vr/79+ysoKEg9e/Z0d8nAJTEMQzVq1FCLFi1ks9nUokULtWjRQna7XevXr5fFYtGXX36pm2++WYmJicrKynJ3yRB7vAEAuGEUnF1WtmxZzZ07V23atNGwYcM0ePBgdezY0c3VAa4REBCgJ554Qo0bN9bs2bNVo0YNTZgwQaNGjdKqVavY+4diLzc3V88++6xKliypYcOGadiwYTIMQ5GRkXrjjTe0detWLVq0SN26dVPFihV16NAhNW7c2N1l3/AI3gAA3CDy8vIknTnX28vLSw899JACAwMVERGh7777jnO9cV0ZOHCgVq1apQMHDmj79u0yDEMeHh7y8PBwd2nAFfHx8dGoUaOUl5enYcOGqX///o7g/emnnyoqKkrDhw9XdHS0SpcurQMHDhC8rwEcag4AwA2iYDbnggAuST169NCTTz6pe++9V8nJye4qDXA5i8Wi+Ph4vfrqq0pNTdX48eMlidMocN1ISUlRbm6usrOzHb/fc3Nz1a9fP+3bt0/e3t7avXu3tm/f7uZKIRG8AQC4YdhsNklyzIBbYNq0abJarerfv787ygJc7ttvv5UkPfHEE9q/f7+WL1+uqKgoNW/eXP7+/srKytKXX36p9PR0ffXVV26uFrg8VqtVR48ela+vr7KyslS5cmVlZmZKOvPF08yZM7Vs2TI98cQTbq4UEpcTAwDghnH8+HF17dpVGzZsUJkyZZz6li1bpq+//lqLFy+Wpyffy6P4yszMVIUKFWSz2XTy5EkFBwdLklavXq3HH39cW7du1QMPPKASJUrIbrcrMzNTP/30k3uLBi7DI488osTERK1evVqbNm1SWFiY/P399cYbb+jee+9V3bp13V0izkLwBgAAMgxDeXl5KlGihLtLAa7YP//8ozFjxmj79u1auXKl4/zWzp07q1mzZpo+fbqbKwSuzMqVK/Xoo4/qxx9/VI0aNdS0aVMNHjxYLVu21OTJk7VhwwbVrFlT3bt3V8eOHdWlSxd3l3zDI3gDAADguvTOO+9oyZIl2rp1q6Qz1/V+5JFH9M8//8jLy8vN1QGXLy8vT/v371ejRo20Z88e3XPPPTpy5Ihju05MTNSCBQs0a9YsDRo0SFOmTHFzxSB4AwAA4LqVlJSk0qVLO+7//PPPuvXWW91YEeB6hw4dUu3atQu15+bmysvLi1OIrgEEbwAAAFxX0tPTtX79epUsWfKCgSM3N1e5ubnq2rXrVawOuDJ2u11vvPHGRZ0a5OnpqSZNmqhdu3ZXoTJcCMEbAAAA15X4+HhVrly50CSC50pKSlLdunX1xx9/XKXKANfw9vZWixYt5Ovre8Fx8fHxOn78uJKTkzm9ws0I3gAAALiupKSkqFSpUkpPT5efn1+RY2w2m/z8/JSfn3+VqwOunJ+fnw4dOqTKlStfcNyBAwdUv3597d+/n1nO3czb3QUAAAAAruTt7S0PDw9JZw47/+ijjxx7Bm02mx555BF5eHg4xgDFzdl7r7Ozs/XOO+84tumC/arDhg1T6dKltW3bNkL3NYA93gAAALiuFOzNTk9Pl91uV3BwsIYMGSLDMLRgwQKlpKTIw8NDfn5+stvt7i4XuGT+/v46ePCgKleurOzsbFmtVj300EPy8vKSYRhasmSJsrOz5e3NftZrBcEbAAAA15WCIJKeni6LxSJfX1/l5uZKkkqWLKm0tDRlZ2cTvFFs+fj4aO/evQoLC5NhGPLy8nKcWpGXlycfHx9Oo7jGMK88AAAArluenp5Oh5SffSguUBzl5eWpQoUKysrKkiTHIeYF2zmnUVybOPYAAAAA15Wzg7XNZpPdbteDDz4owzCUnZ2trKwsZnhGseXt7a24uDjHHu2cnBwZhqGxY8eqRIkSjva8vDwONb+G8E4AAADgumK32x17/AzD0KxZsxyzm995550XvLY3cK1LT0/X//3f/2nt2rXauXOn7Ha7Jk2aJF9fX3l6eio/P18TJ07kUPNrDOd4AwAA4LqSkpKi0qVLa9++fbJarUWOyc7OVr169fTXX38pJCTkKlcIXL4hQ4bohx9+0DPPPKN+/frJYrG4uyRcBII3AAAArit///23qlatelHnc3t4eDDBGoqV5ORklSxZUt7e3tqxY4f+85//yN/f/4LLxMbGXqXqcD4cag4AAIDrSvny5XXq1CkFBARc8FzunJwcJSUlXcXKgCtXqlQpx8/Vq1fX4sWLz3sud3Z2tpKTk69WabgA9ngDAAAAAGAiZpYAAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAFwzdu7cqa+//tq0x58xY4aOHz9u2uMXdytWrNDmzZvdXQZw3SF4AzeQn3/+WeXKldPff/990ctUr15dp06dMrEq6bnnntNrr73mksdas2aN2rdvL0lq3ry53n77bbfUcT5//fWXGjVqdEWPsXnzZrVs2VKBgYFq1aqVtm/fftHLfvfdd/L09JS3t7fjlpCQUOTYgllSz755enoqPDxckrmvlysf+4477tBPP/10wTGnTp1SuXLl5OHh8a9jL9XZ2+TFGDBggKKiolxaQ1EWLVqkJ5980tTnyM7OVmhoqFauXHnRy1zM+hdcf9nT07PIsStWrFDdunVltVrVoUMHHTx40Kn/Uj4HZ3PF5/diXerv3ovdbr744gsFBwfrrrvukiQFBARcdo2XWs+UKVPk5eWl7t27n3e5/Px8Pf7440pLS7vk57Hb7WrXrp1KlSqlb775psjxR44c0csvv6wKFSpc5JpcPX///be6desmPz8/1axZU4sWLTrv2MjIyEK/nz08PDRz5kxJks1m06hRo1S5cmVVrlxZTz/9tLKzs8/7eM8++6zj58zMTE2fPt1l6wXgDII3cAMpWbKk44/R69Xy5ct17733SpLq1Kmj8uXLu7ki1zp48KD69u2rF154QQkJCRo7dqx69uypY8eOXdTyv//+u6ZMmaK8vDzH7Xx/gD7yyCNO43JyclS/fn1NnDjRlat0TShbtqxOnjx5SQH5Yp29Td5ovL29VbduXZUuXdqlj+vr66v9+/frkUceKdS3d+9eDRkyRPPnz1dKSor69u2rrl27ymazOcZcyufgerNw4UJ98MEH+vDDD6/6c//f//2f1q5de8Exc+fOVbly5dS3b99Lfvxff/1VGRkZio+PV6tWrYocs3r1akVERJz30kvu1Lt3bzVt2lSJiYlauXKlpk2bpujo6CLHvv/++07b75EjR1SlShUNGTJEkjR06FAlJSVp79692rlzpw4cOKDx48cX+Vjz5s3TqlWrHPfDw8O1ceNGp88MgCtH8AZuIHXr1tWWLVucrv94PcnNzdVXX32l3r17S5I+/PBD3XfffW6uyrVmzZql0aNHq1OnTrJarerVq5f69++vTz/99KKW//3331WvXr3Leu7PPvtMoaGhat68+WUtfyM6d5u80Xh5een7779X27Ztr9pzzpo1S2PHjlX79u3l4+Ojxx9/XM2bN3cKmlfyOSjuUlNTVaVKFZUtW9bdpRRy6tQpvfDCC5o9e/ZlLZ+amqpKlSrJ19dXQUFBRY7ZunWr7rjjjiuo0hzbtm1TRkaGXnjhBVmtVjVu3FizZ8/Wiy++eFHLv/zyyxo+fLj8/PyUlJSkVatWad68eSpTpoyqVKmipUuXavHixYWWO3TokMaOHevU5u/vr0aNGmnXrl0uWTcAZxC8gRvIqVOnVL16dUn//5DJffv26Y477pCfn5+aNWvm+I/2999/l7e3t44ePaqKFStqxIgRjsdZunSpGjRoIF9fX9WqVUuvv/66DMOQJG3YsEHdunXTQw89pIoVKyojI0N33HGHtmzZolGjRqlMmTKqUKGCZsyYUWSNAwYM0NKlS/XEE08oMDBQNWvW1OrVq5WTk6OnnnpKpUqVUq1atYo8/+/7779XgwYNVKlSJUlS9+7dtWHDBkn61xpatWqlqVOnaty4cQoODna0Hzx4UPfcc48CAgJUqlQp9evXT//884+jv3r16nrvvfcUFBSkTz/91HH47ooVK9SgQQMFBASoZ8+eSkxMLFTvhg0b1L17dy1fvly1atVSYGCghg8frvz8fH3xxReqV6+egoODNWLECNntdklSjRo1HId6FwgJCbmow2Qlad++fQoLC7uosWczDEMvvPCCJk2aVKhvwYIFqlevniwWi5o2baovvvjioh7zm2++UevWreXn56eyZcvqwQcf1F9//eU05t1331XNmjUVGBioQYMGFdoD8/bbb6t27dqyWq1q3ry51q5dqz59+mjDhg3KyMiQt7e3fvjhB7Vq1arQ63axXLlNFli2bJluvvlmWSwWVapUSY8//rjTYcX5+fl64YUXVLlyZZUqVUrjxo1Tfn6+oz83N1cTJkxQlSpVZLFY1Lx58yKf/88//1Tv3r1VqlQplSxZUh06dHB8Js41duxYtWzZUklJSY5tc9OmTWrVqpWsVqtq1KihV155xfFZL/DDDz/o9ttvl8ViUeXKlfXss88qJyfH0d+oUSPH+1q9enUdOnRI/fv3V2BgoKpVq6Zly5Y5xlasWFGLFy/Wfffdp5tuuum878mFbNq0qdB73adPH6c9rZfzOZgzZ45q167t+N34+eefS/r/71W1atVksVh0yy23aPXq1Y7lFi1apMGDB6tz585q3Lix4/XLycnRlClTVLNmTVksFtWtW1cvv/yy8vLyHMuePn36vK9VUfLz8/XKK6+oevXqslqtuu2227Rp0yZHf3h4uOPz0LFjxyIfY968eQoLC5Ovr6/q169f5OHOn3zyiRo1aiSLxaKGDRvqk08+0dNPP+0Ye7nv47hx4/TEE0+oVq1aF71MgZ9//lkdO3bUmjVrHJ/7ovz6669q1qyZU9vatWvVokULWSwW1apVS7NmzdKsWbP03HPPOY3bsWOHunTpopIlSyooKEj33HOPfv3114seU3DqxYoVKwrVtWnTJvXo0UMeHh6Ots6dO+u333771z3P//zzj1asWKGhQ4dKOvMFxDPPPCOLxeIYExQUJA8PD2VlZTna7Ha7Hn74YQ0fPrzQYzZr1qzQugG4QgaAG8bJkyeNatWqGYZhGDExMUbFihWNZs2aGdu3bzcyMzON+fPnG1WrVjVycnIcy1SrVs04efKk4/68efOM1q1bG7/++quRk5Nj7N271+jSpYvx9NNPG4ZhGOvXrzesVqvx/PPPGzabzTAMw2jfvr1x0003Ga+99pqRmZlp7Nmzx6hZs6axZs0awzAMY8qUKcarr75qGIZh9O/f36hRo4bx1ltvGVlZWcb3339vlC5d2hgwYIAxa9YsIysry/jhhx+McuXKGenp6U7rN3DgQOPNN9903O/WrZuxfv36i6rh3DoMwzDi4uKMGjVqGB9//LGRkZFhnDp1ynjppZeMunXrGikpKY7Xp02bNsapU6cMu91uLFy40GjYsKHRuXNnIy4uzkhKSjIeffRRo2/fvo7XvWHDho7XqmrVqkb37t2NY8eOGfHx8cZtt91mDBkyxOjevbtx/Phx48SJE0a7du2MRYsWnfd97dKli/Hpp5/+29tvGIZhBAUFGTVq1DBKly5t9O7d20hISLio5VauXGl06NDBqW3KlClGWFiY0bdvX+PPP/80MjIyjNWrVxtVq1Y1Pvroows+3scff2xUq1bNWLFihZGWlmYkJSUZs2bNMkJCQoykpCRjypQpRuPGjY0HHnjAOHHihBEfH2/06NHDGDt2rOMxJk6caNx0002O7Xfr1q1Gs2bNjFq1ajned8M4897v3LnzotazqLGu3CYNwzBefvllo1GjRsa6deuMzMxMIz4+3vi///s/o2HDhkZubq7Rv39/o3Hjxsbo0aONlJQUIyYmxmjZsqUxZ84cx2M88MADxmOPPWYcO3bMsNlsxnfffWfUqVPH+PLLLx1jDhw4YFSuXNmYOXOmER8fb9hsNmPVqlVGjRo1jI0bNxoLFy40hg0bZtjtdmPIkCFGhw4djLS0NMMwzmybNWrUMG699VZj06ZNRmZmprFr1y7j9ttvN4YNG+Z4jrVr1xoVKlQwPvnkEyMtLc3Yv3+/0b17dyM8PNwxpmHDhkZMTIxhGGc+Ly1atDAWL15s2Gw2Y9OmTUbZsmWN3377zen1Xr58+UW9X0WNDQwMNOx2u1Pbnj17jFatWjnuX+7n4OzPb4HIyEijffv2xp49e4z09HTjq6++MqpWrWp89tlnhmEYxsKFCw2r1WosWbLEyM7ONgzDMPLz841u3boZPXv2NH777TcjJyfHOHDggHHvvfcagwcPdrxWzZs3NxYtWuR4rcqXL+/0Wp37WoSFhRnDhw83YmNjjdTUVGPZsmVG+fLljU2bNjnGnbuN+/v7O36eNm2a0aRJE2Pbtm1GZmam8cMPPxhhYWHGzJkzHWPee+89o0aNGsa3337r+F165513GvXq1TMWLlzoVE9R7+P69euNbt26FWrfsWOH4eHhYYSEhBhly5Y1XnnllfO9DYXWu+B5zvfYZwsMDDRyc3Md96Ojo40KFSoYy5cvN9LS0oxDhw4Zffr0MerXr29MmTLFMW7jxo1GpUqVjEWLFhlJSUlGenq6sWzZMqNKlSrGwYMHL2pMXl6e0bFjR2Pjxo2F6ho2bJjT61fglltuMfbv33/BdRo1apQxderUC47ZunWr0aBBA6e2qVOnGj169Chyu37zzTeNZ5555oKPCeDSELyBG8i5wVuSsX37dqcxzZs3N3bs2OG4f3bwttlsRtWqVZ2CuGEYRnZ2tlG1alXjxIkTxvr1643g4GCn8N6+fXvj8ccfd1pm9uzZxtChQw3DKBy877vvPqexd911l3H//fc7td19991Of7zk5uYaZcuWNY4dO+ZoOzd4X6iGc+swDMMYOnSoU9gpMGrUKGPGjBmO1+fs0Ltw4UKjTJkyTgEsJSXFCA4ONvLz8wsFb4vFYiQnJzvGfvjhh4bVajWSkpIcbZ9++qkxaNCgQnUUPF/Tpk2d/pA8n6ysLOPzzz83kpOTjdOnTxuTJk0yWrdu/a/LGcaZ7eLsMGsYZ16vZs2aFQo5P/74o1GlSpVC7QVycnKMKlWqGHv37i3U988//zgeu0GDBkZ+fr6jb//+/Y4/HI8fP26UK1fOiI+Pd1o+Li7OKFmypMuDt6u2yYSEBKNSpUqO9TxbQVv//v2Nrl27OvVFR0cbd999t2EYZwJKy5YtCy3/66+/Gk2aNHHc79mzpzFv3rxC406cOGHk5eUZCxcuNIYMGWL069fP6NGjh+OLMsM4s236+/sbsbGxTsumpKQYVatWNfbt22cYhmE0btzYWLVqldOYnJwco0mTJsY333xjGEbh4P3SSy85jX/mmWecQtaVBu+AgIBC4w4ePGg0bdrUMIwr+xycG1B+/vlno3r16oW+cNm2bZsREhLi+DLu3MCzYsUKo02bNoU+I3a73fElQFGv1bPPPnveQNq/f38jIiKiUPvy5cudtpfzBe9//vnHKFeunHH8+HGn5Y8cOWKULVvWSE5ONmw2m1G+fPlCn920tDQjJCTkioJ3586djSFDhhjJycnG7t27jdq1azt9kXQ+lxK8U1JSjEqVKjm1NWjQwIiOjnZqy8vLM5o1a+YUvG+66SbHNn22sz/LFzPmfAYNGmR88sknhdpbt25t/PLLL+dd7sSJE0blypWN06dPn3dMenq60aBBA6f346effnL8v11U8I6KijIefvjhf60bwMXjUHPgBla5cmW1bNnSqa127dqKj48vcvzevXt1/PhxVa1aVRaLxXELDAxUQkKC47C0Bg0aqESJEk7L9urV66Kf59zz78qVK1foHNEyZco4Hb69du1ahYWFqUqVKudd30upQTpzCO3IkSOd1tVisWj27Nn65ZdfHOPOPZSyS5cu8vf3d9wPDAyU1WpVenp6oedo2rSp06Ht5cqVU6NGjZzOwz93XQvs3LlT48aN00cffXRREwVZLBZFREQoODhYQUFBmjp1qjIzM7V3794LLvfNN9/I19e3yPMiw8PD5enp/F9JixYtFBAQUGgm6QJ79+5V5cqVi5wdumLFio6fe/bs6XTYZc2aNR3v19atW9W+fftCE2JVrVpVrVu3vuD6XA5XbZObN29WmzZtnNazwNlt526rZ6/7Dz/8oJ9++qnQdtmiRQvt27fPcZj3+vXr9eCDDxZ6nnLlysnLy0vSmYm2MjMz9dlnn8nX19dp3O23366QkBCntsDAQHXr1k0bN25UYmKijh8/rm7dujmNKVGihO6///7zHtJ+qZ/DS+Xp6VnocPjExET5+flJuvzPQVHWr1+vXr16OX3eJTkOzz906JCkwr8j1q5dqwceeKDQZ8fT09NpQsgLbQdFOXd8QdvFHK68ZcsWtW3bVpUrV3Zqr1Gjhm655Rbt2LFDe/fuVWhoaKHPbkBAQKHt4FIkJSVp3759evvttxUcHKymTZtq5syZeueddy77MYuSkZHhNIv7qVOndOLECXXp0sVpnJeXl/r06eNU3/Hjxx0zwZ+t4HN7MWMuxGq1Fvkenb3tFmXGjBkaNGjQec9pNwxDAwYM0O233+5Yp6ysLD388MN65513VK5cuSKXCwgIUGZm5r/WDeDiEbyBG1hR/1H7+Phc8JIjLVq0kM1mK3TLyclRp06dJJ354/zfnutCz3Pu5G/e3t6FZkX29PR0OhfyYmaOvpQaCvz666+F1jU7O9tpkppz1/dSXtfLWVdJio2NVUREhN5//33Vr1//gutwITVr1tSxY8c0btw4p8vS/P77744x5zu3W1Khus513333OT1uRkaG7Hb7vy4nFX4dS5Qo4XgNPTw8CoWrizFnzhynetasWXNRy7lqm3TFukvS008/XeTnMDc3Vz4+PpLOvDcFcwOcT61atbR79+5C59ZL+tfXNz8//7xf+Hh5eTmdk362S/kcFpyvW3CbM2fOBWuSpCpVqig2NtapLSYmRjVr1jzvMgWfg0t1sa/Bub8jXLUdnOtiHvN8LmZdLvdz928OHz6sunXrOn1h26RJEx09etSlz5OXl+f40kmS0xd7F2K32//1s3QxYy4kNDRUMTExTm25ubmKj49XtWrVilwmOTlZixcv1siRI8/7uBMnTlRCQoLThHUTJkzQwYMH1adPH1ksFoWFhWnfvn2yWCxKSUmRdOY9v5LtCUBhBG/gBnbu3pZ/06hRIx09erTQH7Xp6el64oknHH9knv2HzeU8V1HLX2iPbl5enlauXPmvM0df6vq2adNGX331VaH2V155xWnSmXPrNXNdJSktLU3du3fXM888c8Hr4Z4tJydHnTt3dppYJzs7Wzt37nSa1Kng1rBhQ0ln9q5mZ2cXuRdHkqKiopSbm+vUtn37dmVkZKhOnTr65JNPnB7X399fjRs3VlxcnH7++edCj3f2xHUXeh1bt26tjRs3Ftr7d/z4cW3ZsuW8yw0dOtSpnrvvvvu8Y8/mqm3y9ttv1w8//KC4uLhCy1zsurdp00Zr1qwp9Ef+L7/8oldffdVxv23btkVOjHXixAnHsh06dNBrr72mTp06af/+/U7jtm3bVuiznpKSotWrV6tdu3YqV66cypQp4zR5l3QmgCxfvvy8l2a7lM/H3Xff7fR+FUwedSFt2rQpdAmmqKgoderU6V8/B5eqffv2+vLLL50mk5POvBdpaWmOxzx3+2nXrp2WLFlS6D3Mz8/XiRMnHPcv9XfWRx99VKgtKipKjRs3dppoqyi33367Nm3apKSkJKf248eP66efflKLFi3UuHFjHTt2TL/99pvTmPT09Iv+EqsoVatW1YEDB5x+l+zdu1c1atS47McsisVicdqLW6ZMGVWsWLHQ9mK3252uQV6uXDmVL1++yOvRF/wOupgxF1LUdvvNN9+oadOmhY5GKfDWW2+pX79+KlOmTJH9ixYt0qeffqovvvjC8YWcdGYveW5uruMLuwMHDqhBgway2WyOL3syMzOv60uPAu5A8AZwQZ6eno4/hiwWiyZPnqyePXtq586dysnJ0a+//qq7775bZcuWveQ/El1l3bp1qlOnjqpWrXpFj3P2ukpn9grMmjVL7733nlJTU3Xq1ClNmTJFCxcuVO3ata+07Mtit9vVt29ftWvXzmmm+X/j4+Oj4OBgDRs2TMnJyfr777/Vv39/NW/e/IIzCE+bNu2C1+328fFRr169dODAAWVmZmrVqlXq06ePZsyYcd7twWKxaPr06QoPD9cXX3yhtLQ0JScn680339Ttt9+u06dP/+v6VKxYUUOHDtV//vMf/fjjj7LZbNq2bZt69epV6LDOc9/Xq+F822SVKlX0xBNP6K677tK6deuUlZWl+Ph4TZo0SV27dr2oPUytWrVS/fr19dBDD+mvv/5Sdna2oqOjFRERoSZNmjjGvfTSS5o6dapee+01JSQkKDs7W19++aVatmyp7du3O8b16tVLs2fPVpcuXZwCVcWKFXXvvfdq8+bNstls+uWXX9StWzfdc889jqMsZs6cqYceekirVq1SZmamDh06pPvvv1/lypVT165dL+u1u9L3a/jw4Xr++ef1448/Kjc3VwsWLNCePXv0wAMPXPbn4Hy1tWjRQrfeeqv69Onj+AxER0erV69eevXVV8/7GejTp4/8/f0VHh6u3377TXl5edq/f7969+6tKVOmXNR6JiUlqU2bNk6ndJw8eVKDBw9WbGys0tLStGTJEj355JN6/fXX//XxqlSpokGDBql79+765ZdfZLPZtHXrVv3nP//RmDFjVLp0afn4+Oill15Sjx499N133ykrK0t79+5VeHi4SpYsecHX6kIqVaqkFi1aaPjw4Tp9+rT27Nmj0aNHX9LvuIsRHBxc6IuFmTNnauDAgVq+fLkyMjJ0+PBh3X///YW+TJk5c6YiIyO1cOFCJSUlKSMjQ4sXL1bz5s11+PDhixpjt9vVuXPnQl9WSWe++JCk6dOny2azad++fRozZowmTJggSYWWTUtL0/z58zVmzJgi13X9+vV69tlntXr16vMG8ws5efLkdXvpUcBdCN4ALujOO+9U7dq1tW3bNknSE088oREjRqh///4qWbKkevfurd69e2vatGluqzEqKupfDzO/GLfddptefPFFxx97ISEh+uabb7RixQpVrlxZdevW1eHDh7Vhw4ZC53ReLcOHD1d0dLTmzp3rdAju+S4NdLb58+fLbrerVq1aatiwofz8/LRgwYLzjk9LS1OZMmV0zz33nHfMgw8+qL59+6pHjx4qVaqUJk2apHfeeedf34/BgwfrzTff1PPPP69y5copLCxMu3bt0qZNm5zOeb+Q5557ToMHD9ZDDz2k4OBgjRo1Sm+88YZT+JTOnJ/dsWPHi77WuStcaJt8/vnnNXLkSD355JMKDg5Ws2bNdPr0aW3YsOGiztWXpCVLlqh69epq3bq1goODNXnyZL377rtO56o2bdpU69at07p161SrVi2VK1dOs2bN0tKlSwudB9+tWzfNnz9f3bp10+7duyVJ9erV05w5czRhwgSVKlVK4eHhuvvuuzVr1izHcl26dNGCBQv0/PPPq1SpUmrbtq1CQ0P1+eefX/RhvOdq27atIiMj9dprr13W8o0bN9bbb7+thx9+WIGBgVq6dKnWrFnj2Gt4qZ+Ds1WqVEne3t5O2+iiRYt06623qlOnTipVqpSeffZZzZw5U/fff/95H8fLy0tr1qxRvXr11KVLFwUEBKhXr15q27at0+t7ITabTfv373ccGixJ48ePV4MGDdS2bVuVK1dO8+bN04oVKxyh7t88//zzjs90YGCgBg4cqCeffFLjxo1zjBkwYIBefvlljR492nGJxZEjRxb6ouVS38dFixYpIyNDNWvWVN++fTVlyhR17tz5opa9WCVKlFDJkiV18uRJR1unTp304Ycf6vXXX1eZMmXUpUsX/ec//9Gjjz7qtGzXrl0VFRWlhQsXqkqVKgoJCdGKFSv0zTffOL60+bcxBV+wFDVnh3Tm98bmzZtVunRpdevWTRMmTHC8Bucuu2/fPg0ePLjQPBeSdODAAfXu3VsnTpxQgwYNnP6vON9l1s4VGxt7xV9mA3DmYZhxsg4AXCV2u12VKlXSzz//XGgiKMAdrodtcsOGDXrttde0atUqd5cCuFSnTp307LPPOuYkQdHCw8M1cOBA9ezZ092lANcN9ngDKNZOnTqliRMnFtuA40odO3Z02rNx9u3sc9JhLrbJ4ut8n5+yZcu6u7Qb1tSpU8/7vrz11luX/HgtW7bU1q1bTaj0+pGfn6/t27erRYsW7i4FuK6wxxsAADhhjzeuV1u2bNHw4cO1a9cud5dyzdqyZYuGDh3KF7aAixG8AQAAAAAwEYeaAwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGCi/wf48ZNqVS3uvAAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf\n","不是 1565\n","是 1222\n","不重要 118\n","问法错误 62\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf\n","不是 1457\n","是 1121\n","不重要 355\n","问法错误 34\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf\n","不是 1364\n","是 1243\n","不重要 280\n","问法错误 79\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf\n","是 1322\n","不是 1267\n","不重要 299\n","问法错误 82\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf\n","不是 1304\n","是 1240\n","不重要 365\n","问法错误 64\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABpR0lEQVR4nO3dZ3hU1f728TuFZCYJSeg1gdA7ihCUJlIEBelgwWOQgCiINOuheUAEK3oERVFAECyAghRBD0WKNMGCIIgQSZEECCF9Uib7ecGT+TMkQMDsDCHfz3XNpVlr7ZnfnlkzzD27uRmGYQgAAAAAAJjC3dUFAAAAAABwMyN4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIk9XF1BYcnJy9Pfff6t06dJyc3NzdTkAAAAAgJucYRhKTk5W1apV5e5++e3aN03w/vvvvxUUFOTqMgAAAAAAJUxUVJSqV69+2f6bJniXLl1a0oUV9vf3d3E1AAAAAICbXVJSkoKCghx59HJumuCdu3u5v78/wRsAAAAAUGSudrgzJ1cDAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG843HXXXXJ3d9frr7/u1P7ZZ5+pfv36Kl26tO655x6dOHHCqX/atGmqVKmS/P39NXToUKWkpFz2MV577TWdPXvWlPoBAAAA4EZE8IbDli1bNGXKFKe2PXv2aMKECVq2bJnOnj2rnj176r777nP0z5s3T6tWrdLu3bsVHR0tNzc3DR8+PN/7//XXXzV58mRT1wEAAAAAbjQEb1xRVlaWvvjiC912223y9vbWqFGj9Pfffzu2Ws+ePVvz589XSEiI/P39NW/ePO3cuVPHjx93up/MzEz961//UnZ2titWAwAAAABcxtPVBeDG1q5dO8f/nzt3Tm+//bZq166tcuXK6fTp00pNTdVtt93mGFOqVCn16tVLmzdvVu3atR3tEydOVNOmTZWYmFik9QMAAACAqxG8USC//PKLbrnlFrm7u2v9+vVyc3NTZGSk6tSpk2ds/fr1nY4D37Ztm1asWKGff/5ZzZs3L8qyAQAAAMDl2NUcBdK8eXOdOXNG8+fP1yOPPKI//vhD6enp8vHxyTPWarUqPT1dkpSUlKQhQ4Zo4cKFCggIKOqyAQAAAMDl2OKNAitfvryGDh2q2NhYvffeexo8eLBsNluecfHx8Y5A/tRTT6l///7q2LFjEVcLAAAAADcGtnjjivbs2SO73e7U1rx5c506dUrBwcGKiIjIs0xERIRq1aql1atXa+nSpXrnnXdksVhksVh08uRJVa9eXWvWrCmqVQAAAAAAlyJ444omTZqkzZs3O7Xt27dPjRo1UsWKFeXl5aWjR486+rKzs7V69Wp17txZvXv3VlZWlmw2m+NWo0YNRUdHO12SDAAAAABuZgRvXNG4ceM0duxYHTx4UDabTcuXL9fChQs1cuRIR/+wYcMUHR2t5ORkjR49Wl26dFFISIiLKwcAAACAGwPHeOOK7r33Xp0+fVr9+vVTVFSUWrZsqVWrVql8+fKSpMcff1ynT59WixYtZLPZNHDgQM2bN8/FVQMAAADAjcPNMAzD1UUUhqSkJAUEBCgxMVH+/v6uLgcAAAAAcJMraA5li/cNoObz61xdQonz16weri4BAAAAQAnBMd4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDaBEueuuu+Tu7q7XX3/dqX3Hjh1q3bq1/P39dfvtt2v37t2XvY/du3dr1apVjr+TkpI0ePBg+fn5qWrVqnrllVfMKh8AAADFEMEbQImyZcsWTZkyxant2LFjGjRokGbMmKG4uDg9++yz6tOnj6Kjo/Msn5qaqn/961/Kzs52tD322GMqVaqUYmJitGvXLq1YsULvv/++6esCAACA4oHgDaDEmzNnjsaPH68uXbrIarWqX79+CgsL0xdffJFn7Pjx4xUREeH4OyYmRlu2bNG8efMUEBCgGjVqaPHixZo5c2ZRrgIAAABuYARvACVeSEiIevfu7dQWFBSkuLg4p7Z169Zp69at6tevn6Nt586d6tq1qywWi6OtYcOG8vPz07Fjx8wtHAAAAMUCwRtAiTd27FjVrVvXqW3t2rVq2bKl4++zZ8/q8ccf15IlS+Tj4+Noj4yMVJ06dfLcZ/369XXixAnzigYAAECxQfAGgEssWrRIsbGx6tu3r6Ptscce0/DhwxUaGuo0Nj093SmI57JarUpPTze9VgAAANz4PF1dAADcSPbt26fnnntOW7dulafnhY/IRYsW6dSpU1q+fHme8VarVWlpaXna4+Pj8w3kAAAAKHkI3gDw/0VGRqpv37766KOP1LBhQ0fbhAkTlJKSIl9fX0lSVlaWli1bpj179qhVq1b65ptv8txXRESEatWqVaT1AwAA4MZE8AYAScnJyerZs6eeeeYZ9ezZ09EeHBys+Ph4p7FDhgxRz549NWDAAMXExOjpp59Wdna2Ywv5b7/9poyMjHyP/QYAAEDJwzHeAEo8u92uQYMGqUOHDhozZsw1LVutWjW1adNG48aNU0pKiqKiojR8+HBNmjTJpGoBAABQ3BC8AZR4o0eP1oYNGzRv3jx5eno6bp07dy7Q8u+//77OnTunypUrKzQ0VP369VN4eLjJVQMAAKC4cDMMw3B1EYUhKSlJAQEBSkxMlL+/v6vLuSY1n1/n6hJKnL9m9XB1CSUO87zoMc8BAADMVdAcyhZvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMdF3B+6677pK7u7tef/11p/YdO3aodevW8vf31+23367du3c79U+bNk2VKlWSv7+/hg4dqpSUFEdfUlKSBg8eLD8/P1WtWlWvvPLK9ZQGAAAAAMAN5bqC95YtWzRlyhSntmPHjmnQoEGaMWOG4uLi9Oyzz6pPnz6Kjo6WJM2bN0+rVq3S7t27FR0dLTc3Nw0fPtyx/GOPPaZSpUopJiZGu3bt0ooVK/T+++//g1UDAAAAAMD1PAvrjubMmaPx48erS5cukqR+/fppz549+uKLLzR+/HjNnj1by5YtU0hIiKQLQbx27do6fvy4LBaLtmzZopMnT8pisSggIECLFy/WPffcoxEjRhRWiQAAAAAAFLlCC94hISHq0aOHU1tQUJCioqJ0+vRppaam6rbbbnP0lSpVSr169dLmzZsVEBCgrl27ymKxOPobNmwoPz8/HTt2THXr1i2sMgEAAAAAKFKFdnK1sWPH5gnIa9euVcuWLRUZGak6derkWaZ+/fo6ceLEVfsBAAAAACiuTDur+aJFixQbG6u+ffsqPT1dPj4+ecZYrValp6dftT8/GRkZSkpKcroBAAAAAHCjMSV479u3T88995w+/fRTeXp6ymq1ymaz5RkXHx8vHx+fq/bnZ+bMmQoICHDcgoKCCn09AAAAAAD4pwo9eEdGRqpv37766KOP1LBhQ0lScHCwIiIi8oyNiIhQrVq1rtqfnxdeeEGJiYmOW1RUVOGuCAAAAAAAhaBQg3dycrJ69uypZ555Rj179nS0V6xYUV5eXjp69KijLTs7W6tXr1bnzp3Vtm1bbdq0SdnZ2Y7+3377TRkZGfke+y1J3t7e8vf3d7oBAAAAAHCjKbTgbbfbNWjQIHXo0EFjxozJ0z9u3DgNGzZM0dHRSk5O1ujRo9WlSxeFhISoWrVqatOmjcaNG6eUlBRFRUVp+PDhmjRpUmGVBwAAAACASxRa8B49erQ2bNigefPmydPT03Hr3LmzJOnxxx9X165d1aJFC1WrVk2ZmZmaN2+eY/n3339f586dU+XKlRUaGqp+/fopPDy8sMoDAAAAAMAl3AzDMFxdRGFISkpSQECAEhMTi91u5zWfX+fqEkqcv2b1uPogFCrmedFjngMAAJiroDnUtMuJAQAAAAAAgjcAAAAAAKYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACa6ruB91113yd3dXa+//rpT+86dO3XLLbfIarWqVatW2rt3r1P/Bx98oODgYPn6+qpv376Ki4tz9GVlZempp55SmTJlVK5cOT3zzDPKzs6+nvIAAAAAALhhXFfw3rJli6ZMmeLUFhcXp759+2rKlClKSkrSxIkT1bt3b8XGxkqSNmzYoJdffllr167V2bNn1aRJE/Xt29ex/OTJk/XHH3/oyJEjOnLkiA4fPqzJkyf/g1UDAAAAAMD1Cm1X8wULFuj+++9Xv379VKpUKfXp00dhYWF69913JUmzZ8/WG2+8oWbNmslqtWr69OnKycnR5s2blZmZqfnz52vRokWqVKmSKlSooMWLF+vDDz9UampqYZUIAAAAAECRK7TgvX37dvXu3dupbcCAAdq0aZMMw9CePXvUo0ePfPt//vlnNWzYUJUrV3b0lStXTq1bt9YPP/xQWCUCAAAAAFDkCi14R0ZGqk6dOk5t9evX14kTJxQfH6/AwEBZLJZ8+/Nb9uL+/GRkZCgpKcnpBgAAAADAjabQgnd6erp8fHyc2qxWq9LT0/Ptu5b+/MycOVMBAQGOW1BQUOGsCAAAAAAAhajQgrfVapXNZnNqi4+Pl4+PT75919KfnxdeeEGJiYmOW1RUVOGsCAAAAAAAhajQgndwcLAiIiKc2iIiIlSrVi2VK1dO58+fV1ZWVr79+S17cX9+vL295e/v73QDAAAAAOBGU2jBu127dtqwYYNT24oVK9SlSxe5ubmpZcuW2rx5c779t9xyiw4fPqyEhARH37lz57Rnzx61adOmsEoEAAAAAKDIFVrwDg8P18cff6xvvvlG2dnZWrt2rT777DONHDlSkjR+/HiNHTtWR44ckc1m0/Tp02W1WtWxY0d5eXnp0Ucf1fDhwxUfH6+zZ89q6NChevLJJy+7qzkAAAAAAMVBoQXvSpUqafny5XrhhRfk5+enF198UatWrVLFihUlSd27d9fYsWPVtWtXlS1bVgcOHNDKlSsdy0+bNk1VqlRR7dq1Va9ePdWtW1cvvvhiYZUHAAAAAIBLuBmGYbi6iMKQlJSkgIAAJSYmFrvjvWs+v87VJZQ4f83qcfVBKFTM86LHPAcAADBXQXNooW3xBgAAAAAAeRG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExVq8I6Pj9fDDz+ssmXLKjg4WG+88Yaj7/fff1e7du1ktVrVuHFjrV+/3mnZVatWqV69erJarerUqZOOHTtWmKUBAAAAAOAShRq8w8LCVKdOHUVFRWnfvn3avn27Pv74Y2VkZOjee+/Vgw8+qMTERM2bN0/Dhg3TwYMHJUkHDx7UiBEjNH/+fCUmJmrQoEHq3r27bDZbYZYHAAAAAECRK9TgvW3bNv373/+Wr6+vKlWqpNGjR+urr77Sl19+qSZNmmjUqFHy8vJS+/btNWXKFL322muSpDlz5ujZZ5/VnXfeKS8vLz3++ONq1aqVli1bVpjlAQAAAABQ5Ao1ePfo0UPPPvuskpKSFBUVpZdfflmVKlXS9u3b1bt3b6exAwYM0KZNmyTpqv0AAAAAABRXhRq8586dq5UrVyogIEDBwcE6deqUpk6dqsjISNWpU8dpbPny5WWz2ZSRkaGYmBjVqlXLqb9+/fo6ceJEYZYHAAAAAECRK7TgnZ2drfvuu08PPfSQ4uPjdfLkSXXv3l2nT59Wenq6fHx88ixjtVqVnp6unJwcubu759t3ORkZGUpKSnK6AQAAAABwoym04L127VpZrVa98sorjrOaT58+XY8++qi8vLzyPVHauXPn5OPjI3d3dxmG4dQXHx+fb1jPNXPmTAUEBDhuQUFBhbUqAAAAAAAUmkIL3kePHlX79u2d2nx9fRUYGChJioiIcOqLjY1V2bJl5eXlpWrVqikyMtKpPyIiIs/u5xd74YUXlJiY6LhFRUUVzooAAAAAAFCICi1416pVS0eOHHFqs9ls+v333/Xwww9rw4YNTn0rVqxQly5dJEnt2rW7Yn9+vL295e/v73QDAAAAAOBGU2jB+7777tOBAwc0d+5cJScnKyYmRmFhYbrjjjvUv39/7d27V4sXL1ZWVpZ27dqlV199Vc8884wkafTo0XrppZe0Z88eZWVlacGCBfr111/14IMPFlZ5AAAAAAC4RKEFb4vForVr1+rrr79WpUqV1Lp1a1WsWFGLFy+WxWLRmjVr9MEHH6h06dIKDw/XBx98oMaNG0uSmjZtqnfeeUf/+te/5O/vr08++UTr16+Xt7d3YZUHAAAAAIBLeBbmndWtW1cbN27Mt69Ro0basWPHZZft06eP+vTpU5jlAAAAAADgcoV6HW8AAAAAAOCM4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJjI1OB98uRJffzxx2Y+BAAAAAAANzRTg/eYMWMUFxfn+Hvnzp265ZZbZLVa1apVK+3du9dp/AcffKDg4GD5+vqqb9++TssCAAAAAFAcmRa8169fr+PHj2v8+PGSpLi4OPXt21dTpkxRUlKSJk6cqN69eys2NlaStGHDBr388stau3atzp49qyZNmqhv375mlQcAAAAAQJEwJXhnZGRo7Nixmjdvnjw9PSVJCxYs0P33369+/fqpVKlS6tOnj8LCwvTuu+9KkmbPnq033nhDzZo1k9Vq1fTp05WTk6PNmzebUSIAAAAAAEXClOD96quvqkOHDmrbtq2jbfv27erdu7fTuAEDBmjTpk0yDEN79uxRjx498u0HAAAAAKC4KvTgHRUVpZkzZ2rjxo0qU6aMJkyYoJycHEVGRqpOnTpOY+vXr68TJ04oPj5egYGBslgs+fbnJyMjQ0lJSU43AAAAAABuNIUevKdPn66uXbtq//79OnDggHbs2KG5c+cqPT1dPj4+TmOtVqvS09Pz7bu4Pz8zZ85UQECA4xYUFFTYqwIAAAAAwD/mWdh3uHr1ah05ckRlypSRJH300UcaNGiQrFarbDab09j4+Hj5+Pjk23dxf35eeOEFx4nbJCkpKYnwDQAAAAC44RTqFu8zZ87I19fXEbolqXHjxoqOjlZwcLAiIiKcxkdERKhWrVoqV66czp8/r6ysrHz78+Pt7S1/f3+nGwAAAAAAN5pCDd7lypVTQkKCEhISHG2HDx9WcHCw2rVrpw0bNjiNX7Fihbp06SI3Nze1bNkyzxnMc/sBAAAAACiuCjV4u7u7a8iQIRoyZIhOnz6tiIgIDRs2TGPGjFF4eLg+/vhjffPNN8rOztbatWv12WefaeTIkZKk8ePHa+zYsTpy5IhsNpumT58uq9Wqjh07FmaJAAAAAAAUqUI/xnvWrFl67rnn1KRJE/n6+uqpp57S8OHDJUnLly/XqFGj1LdvXzVp0kSrVq1SxYoVJUndu3fXyZMn1bVrV8XHx6tbt25auXJlYZcHAAAAAECRcjMMw3B1EYUhKSlJAQEBSkxMLHbHe9d8fp2rSyhx/prV4+qDUKiY50WPeQ4AAGCugubQQr+cGAAAAAAA+D8EbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwESmBu/XXntNZ8+elST9/vvvateunaxWqxo3bqz169c7jV21apXq1asnq9WqTp066dixY2aWBgAAAABAkTAteP/666+aPHmyJCkjI0P33nuvHnzwQSUmJmrevHkaNmyYDh48KEk6ePCgRowYofnz5ysxMVGDBg1S9+7dZbPZzCoPAAAAAIAiYUrwzszM1L/+9S9lZ2dLkr788ks1adJEo0aNkpeXl9q3b68pU6botddekyTNmTNHzz77rO688055eXnp8ccfV6tWrbRs2TIzygMAAAAAoMiYErwnTpyopk2bqnr16pKk7du3q3fv3k5jBgwYoE2bNhWoHwAAAACA4qrQg/e2bdu0YsUKzZ0719EWGRmpOnXqOI0rX768bDabMjIyFBMTo1q1ajn1169fXydOnCjs8gAAAAAAKFKFGryTkpI0ZMgQLVy4UAEBAY729PR0+fj45BlvtVqVnp6unJwcubu759t3ORkZGUpKSnK6AQCA67Ns2TJObAoAgEkKNXg/9dRT6t+/vzp27OjUbrVa8z1R2rlz5+Tj4yN3d3cZhuHUFx8fn29YzzVz5kwFBAQ4bkFBQYWyDgAA3EwiIiLUvXt3lS5dWvXr19dnn32WZ0xMTIzGjRunUqVKObV/9913cnd3l6enp+MWFxdXVKUDAHDTKLTgvXr1ai1dulTvvPOOLBaLLBaLTp48qerVq+vQoUOKiIhwGh8bG6uyZcvKy8tL1apVU2RkpFN/REREnt3PL/bCCy8oMTHRcYuKiiqsVQEA4KZgGIZ69eqlTp066ezZs/riiy/0wgsvaPfu3U7jxo0bp3HjxqlmzZpO7YcOHdLUqVOVnZ3tuFWqVKkI1wAAgJtDoQXv3r17KysrSzabzXGrUaOGoqOjNWPGDG3YsMFp/IoVK9SlSxdJUrt27a7Ynx9vb2/5+/s73QAAwP85f/68nnzyST377LPy9vZW8+bN1bt3b+3YscMxZtOmTTp8+LAmTJiQZ/lDhw6pQYMGRVkyAAA3JdOu432xfv36ae/evVq8eLGysrK0a9cuvfrqq3rmmWckSaNHj9ZLL72kPXv2KCsrSwsWLNCvv/6qBx98sCjKAwDgplSmTBmNGDFC0oVLfX733XdauXKlOnXqJEnKysrSU089pffeey/PbuaSdPjwYdWvX79IawYA4GZUJMHbYrFozZo1+uCDD1S6dGmFh4frgw8+UOPGjSVJTZs21TvvvKN//etf8vf31yeffKL169fL29u7KMoDAOCm17p1a919993q2LGjbr31VknS22+/rePHj2vgwIGqW7euvv32W6dlDh06pH79+qlcuXIaMGCATp8+7YrSAQAo9kwN3n/99ZfKly8vSWrUqJF27Nghm82mw4cPq3v37k5j+/Tpoz/++EPp6enavHlznsuPAQCA67dr1y7t2rVLR48e1csvv6zU1FTNmjVLc+fO1fHjx/Xaa69p8ODBOnXqlCTJZrNp4cKFOnDggE6cOKFGjRqpX79+Ll4LAACKpyLZ4g0AAFzLYrHo9ttv11dffaU333xT3377rTp16qTw8HD5+vqqT58+CgsL05IlSxzj+/btq8DAQAUEBGjatGlKS0vTwYMHXbwmAAAUPwRvAABuUn/99ZdjC3auatWqycPDQ7/99puaNGni1NesWTOdPHnysvdXq1YtRUdHm1IrAAA3M4I3AAA3qZ07d+rpp592avvrr79UunRp1alTR7/99ptT38GDBxUSEqLMzEx17dpV6enpjr6MjAzt27dP9erVK5LaAQC4mRC8AQC4SfXp00d79+7Vxx9/rPT0dB05ckQPPPCAJk+erF69emnPnj366KOPlJaWpq+//lrLli1TWFiYvLy8FBgYqFGjRikhIUF///23wsLC1KpVK9WuXdvVqwUAQLFD8AYA4Cbl6+urtWvX6pNPPlGFChV0991366GHHtKQIUPk6+urjRs3avHixapcubJmzZqltWvXqkKFCpKk+fPny263q3bt2mrcuLF8fHy0YMECF68RAADFk5thGIariygMSUlJCggIUGJiovz9/V1dzjWp+fw6V5dQ4vw1q4erSyhxmOdFj3le9JjnRY95DgBwpYLmULZ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmKtTgnZCQoLCwMFWoUEE1a9bUrFmzlJOTI0nauXOnbrnlFlmtVrVq1Up79+51WvaDDz5QcHCwfH191bdvX8XFxRVmaQAAAAAAuEShBu8BAwaoWrVqOn78uL777jutWrVKc+bMUVxcnPr27aspU6YoKSlJEydOVO/evRUbGytJ2rBhg15++WWtXbtWZ8+eVZMmTdS3b9/CLA0AAAAAAJcotOD9008/6fTp05oxY4b8/f1Vt25dLVy4UB9++KEWLFig+++/X/369VOpUqXUp08fhYWF6d1335UkzZ49W2+88YaaNWsmq9Wq6dOnKycnR5s3by6s8gAAAAAAcIlCC952u13jx4+Xm5uboy0oKEhxcXHavn27evfu7TR+wIAB2rRpkwzD0J49e9SjR498+wEAAAAAKM48C+uOWrZsqZYtWzq1rV27Vi1bttTJkydVp04dp7769evrxIkTio+PV2BgoCwWS57+ZcuWXfbxMjIylJGR4fg7KSmpENYCAAAAAIDCZdpZzWNjYzVhwgRNmTJF6enp8vHxceq3Wq1KT0/Pt+/i/suZOXOmAgICHLegoKBCXwcAAAAAAP4pU4J3RkaG+vfvr5EjR6p169ayWq2y2WxOY+Lj4+Xj45Nv38X9l/PCCy8oMTHRcYuKiir09QAAAAAA4J8qtF3NLxYeHq6goCD9+9//liQFBwcrIiJCwcHBjjERERGqVauWypUrp/PnzysrK0ulSpXK03853t7e8vb2NqN8AAAAAAAKTaFv8X7xxRd14sQJLVq0yHGitXbt2mnDhg1O41asWKEuXbrIzc1NLVu2zHMG89x+AAAAAACKs0Ld4r106VItWbJEu3btcjpZWnh4uG699VZ16NBBXbt21YYNG/TZZ5/pwIEDkqTx48dr7Nix+uqrr1SzZk299tprslqt6tixY2GWBwAAAABAkSu04L19+3YNHTpUWVlZqlq1qlPf8ePHtXz5co0aNUp9+/ZVkyZNtGrVKlWsWFGS1L17d508eVJdu3ZVfHy8unXrppUrVxZWaQAAAAAAuEyhBe/27ds7Xd7rUjVq1NDPP/982f4RI0ZoxIgRhVUOAAAAAAA3BNMuJwYAAAAAAAjeAAAAAACYiuANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAACAm9bJkyf18ccfu7oMACUcwRsAAAA3rTFjxiguLi7fvqysLE2ePLmIKwJQEnm6ugAAAADADOvXr9fx48e1YsWKfPunTJmigwcPFnFVAEoitngDAADgppORkaGxY8dq3rx58vTMu61p586devPNN11QGYCSiOANAACAm86rr76qDh06qG3btnn6UlJSFBYWpqefftoFlQEoiQjeAAAAuKlERUVp5syZ2rhxo8qUKaMJEyYoJyfH0T9mzBj16NFDXbt2dWGVAEoSgjcAAABuKtOnT1fXrl21f/9+HThwQDt27NDcuXMlSatXr9bu3bv1yiuvuLhKACUJJ1cDAADATWX16tU6cuSIypQpI0n66KOPNGjQIN1///0aNWqU1qxZI4vF4uIqAZQkBG8AAADcNM6cOSNfX19H6Jakxo0bKzo6Wk888YTi4uJ0xx13SJJycnJkt9tVuXJlxcbGuqpkACUAu5oDAADgplGuXDklJCQoISHB0Xb48GEFBwdr5cqVysrKks1mk81m07fffqt77rmH0A3AdARvAAAA3DTc3d01ZMgQDRkyRKdPn1ZERISGDRumMWPGuLo0ACUYwRsAAAA3lVmzZikkJERNmjRRp06dNGjQIA0fPtzVZQEowTjGGwAAADcVb29vvfXWW3rrrbeuOK5jx47q2LFjkdQEoGQjeAMAAKDAaj6/ztUllDh/zerh6hIA/EPsag4AAAAAxUhCQoLCwsJUoUIF1axZU7NmzVJOTo4WL14sT09Pp5u7u7t69+7t6pJLPLZ4AwAAAEAxMmDAALVu3VrHjx9XXFyc/vWvf8nHx0dPPfWUHnnkEce4nJwcNW3aVJMmTXJhtZDY4g0AAAAAxcZPP/2k06dPa8aMGfL391fdunW1cOFCffjhh3nGrly5UsHBwWrVqpULKsXF2OINAAAAAMWE3W7X+PHj5ebm5mgLCgpSXFyc0zjDMDRjxgy9++67RV0i8kHwBgAAAIBiomXLlmrZsqVT29q1a/O0rVmzRuXKlVObNm2KsjxcBsEbAAAAAIqp2NhYTZgwQV9++aVT+0svvaRXX33VRVXhUhzjDQAAAADFUEZGhvr376+RI0eqdevWjvaNGzfK29ub69TfQAjeAAAAAFAMhYeHKygoSP/+97+d2mfMmKHJkye7qCrkh13NAQAAAKCYefHFF3XixAlt3rzZ6URr33//vTIyMnT33Xe7sDpciuANAAAAAMXI0qVLtWTJEu3atUsWi8Wpb/r06Vy3+wZE8AYAAACAYmL79u0aOnSosrKyVLVqVae+48ePq1y5crrvvvtcVB0uh+ANAAAAABep+fw6V5dwRVXGfZlv+53v/SaFPHLD15+fv2b1cHUJpuLkagAAAAAAmIjgDQAAAACAiQjeAAAAAACY6IYK3klJSRo8eLD8/PxUtWpVvfLKK64uCQAAAACAf+SGOrnaY489JovFopiYGJ0/f14DBgxQYGCgRowY4erSAAAAAAC4LjdM8I6JidGWLVt08uRJWSwWBQQEaPHixbrnnnsI3gAAAACAYuuG2dV8586d6tq1q9MF4Bs2bCg/Pz8dO3bMhZUBAAAAAHD9bpjgHRkZqTp16uRpr1+/vk6cOOGCigAAAAAA+OdumF3N09PT5ePjk6fdarUqPT09T3tGRoYyMjIcfycmJkq6cIK24iYnI83VJZQ4xXGeFHfM86LHPC96zPOixzwveszzosc8L3rM86JXXOd5bt2GYVxx3A0TvK1Wq9LS8k7w+Pj4fAP5zJkz9Z///CdPe1BQkCn14eYS8JarKwDMxzxHScA8R0nAPEdJUNzneXJysgICAi7bf8ME7+DgYH3zzTd52iMiIlSrVq087S+88ILGjx/v+DsnJ0fnzp1TuXLl5ObmZmqtuCApKUlBQUGKioqSv7+/q8sBTME8R0nAPEdJwDxHScA8L3qGYSg5OVlVq1a94rgbJni3bdtWTz/9tLKzs+XpeaGs3377TRkZGfke++3t7S1vb2+ntsDAwKIoFZfw9/fnjY2bHvMcJQHzHCUB8xwlAfO8aF1pS3euG+bkatWqVVObNm00btw4paSkKCoqSsOHD9ekSZNcXRoAAAAAANfthgnekvT+++/r3Llzqly5skJDQ9WvXz+Fh4e7uiwAAAAAAK7bDbOruXRhE/3SpUtdXQYKyNvbW1OnTs2zyz9wM2GeoyRgnqMkYJ6jJGCe37jcjKud9xwAAAAAAFy3G2pXcwAAAAAAbjYEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG9ct9TUVDVr1kzZ2dmOtq1bt2rixIlObUBxlpKSIn9/f6c5vX79eg0ePFiZmZkurAy4NomJiRozZsxl+319fXXmzBnH36mpqUVRFgAAJQKXE8N1y87OlsViUXp6upYtW6awsDBt3bpVnTt3VmJiovz8/FxdIvCP2e12eXt7KzU1Va+++qomT56s7du3q2PHjsxzFCtJSUlq3LixoqKiNH/+fKWlpcnNzU1Wq1XDhw9X+fLlFRkZKR8fH8XFxalFixb64YcfVKNGDVeXDhSK7OxsPfbYY3r77bdVunRpHTx4UO7u7mrcuLGrSwP+sfXr18vHx0fu7nm3q7q5ualy5cqqW7euCypDLoI3rio1NVV33323vL29JUmGYSggIECrVq2Sn5+fzp07p8qVK+vcuXP6+eefddtttykpKUm+vr4urhwouJSUFNWvX99pnpcrV04//vijSpcu7Zjn8fHx+uWXX9SiRQvmOYqVjIwMNWnSRMeOHVODBg3Uvn17SdKWLVv0559/qkaNGjp58qQkae7cufroo4904MABV5YMXLOMjAy99957slqt8vDwUFpamvr27avOnTvrwIEDCgwM1Pnz5+Xn56eHHnpIP/zwg44dO6ZSpUq5unTgukRGRio4OFhVqlRRq1atZBiGvv/+e915553av3+/mjRpIi8vL23fvl0HDx5UcHCwq0susdjVHFfl7e2tqKgohYeH688//9SwYcP0xx9/SJIsFou8vLzk6enp+FuSvLy8XFYvcD2sVqssFouWLFkiNzc3ffLJJ0pLS5N04T1QqlQpxzzPnd+5IR0oDjw9PZ3m8Pz58zV//nx5eHg42nr16qW4uDitXLlSTz/9tCvLBa6LYRgaP368li5dqo8//ljjx49XRkaGTpw4IYvFIm9vb3l7e2vNmjVauXKlPvzwQ0I3irU77rhDn3zyiXx8fPT1119rzZo1ql69utasWaPWrVtr0aJFWrt2rR599FHH9xq4hqerC8CNz9PTU4GBgRo8eLBeeeUVDR48WDNnznT0SXL8o5WVlaVSpUrxjxiKHQ8PD/n6+qpt27aO/+burnVp4M7MzJTFYnG0A8WBh4eH4uLiNHLkSMXGxmrkyJGS5DTPO3XqpPbt2yshIUH9+/d3ZbnAdfH29paHh4e2bdsmSfLx8XH68dTd3V0LFy7UpEmTtGzZMnXp0sXFFQP/jNVq1erVq3Xy5ElNmzZNknT27FlNmzZNR48e1Ztvvil/f3/5+PioQYMGLq62ZONbI65L7he1jIwMTZs2TSkpKZo2bZpiYmJUuXJlF1cHFI7ceZ6enq6hQ4cqISFBQ4cO1ZkzZ1SlShUXVwdcO6vVqrZt22r9+vVq27atDMPQli1bJF04BnDs2LFKTk7W+vXr2aMDxZKbm5vc3Nyc2jw8POTu7q5JkyYpKytLO3fu1N69e1WzZk3XFAkUgh9//FFr1qyRt7e3li9frho1ajj2YHJzc5OHh4fjv+7u7srIyHBxxWBXc1yX3FMD5OTk6NixY+rVq5eOHTumn3/+Wc2bN3dxdUDhyJ3n7u7uqlatmsaNG6dq1aopMzNTLVu2dHF1wLULCAjQ4MGDVaZMGQ0ePFgPP/ywJGns2LFKSkqSJP3999/69ddf9dNPP7myVOC6XXr6opycHBmGoePHj8tut2v16tX65JNP8owDipOsrCx9++23OnnypKKjo+Xm5qahQ4dqyJAhCggI0KOPPqoaNWroySef1KRJk/TGG2+4uuQSjy3euC65/1hZrVYtWbLE0X7vvfc6vsgBxV3uPPfy8tL06dMdbW3bttX48eNdWRpwXf766y+Fhobq2LFjCg0NdbRXrFhRCQkJ+uabb/T9999r+PDhWrFihW699VYXVgtcu5ycnDxbvLOzs2W32/Xpp5/q66+/1tatW/XII4/o2LFj+vjjj11UKfDP3HHHHdq1a5dmz56t7t27y9PTU7fffrtjb7077rhD586dU/369dW5c2dNmzaNz3QXY4s3rsputyszM1N//PGH47+51zTOzs7WwYMH9fvvv2vWrFmy2WwaOHCgiysGrp3dbldKSoq+/fZbx39z57ndbtcPP/ygjRs3atSoUQoJCVG3bt1cXDFw7SpXrqwlS5YoODhYn3zyiRYvXizDMPTvf/9bVatW1aRJk2SxWNS7d2/t3LnT1eUC18xmsyk7O9tp99rk5GRlZWUpMzNTWVlZatCggbZu3aotW7bogw8+cHXJwHU7c+aMjhw5onfffVd//vmnTp48qYiICEVEROjkyZNKTk7W77//rtDQUHXq1En79u1zdcklGlu8cVU2m01//PGHGjZsKMMw1KBBA1WvXl3ShWO8f/rpJ40YMUJ+fn7avXu3i6sFrk96erpsNptGjBghSRoxYoTKli0r6cJ7IPdkVHa7XRs2bHBlqcB1ycnJkaenp+rXr+849s/NzU05OTmSLvyQun37dn333XeqWrWqfvnlFxdXDFw7b29vHTx40DHH7Xa7qlevrnfeeUeZmZnKzs5WamqqrFar5s6dq0cffVSDBw/m0pAoltzd3fX111/r/ffflyS1bt1acXFxTtfyzsjIUPfu3bVixQrOa+BiXMcbBZJ7tvJcmZmZ8vT0lMViUWZmpuLj4zV79my99957mjRpksaNG+fCaoHCY7fbZbFYlJWVJbvdroULF+r555/X4MGD9eqrr3ICKhQbNptNDRs2VEREhDp06KC4uDhlZWWpUqVK2rVrl6pXr66//vpLnp6eOnv2rCpWrKj4+HiVKVPG1aUD1+zzzz9X375981zeNC4uTjt27NCYMWP0zTff6NChQ3rggQdcVCXwz6SkpCg4OFiLFi3SXXfdpbvvvlt33nmnRo8eLenC4XGhoaE6fPiwAgMDXVssCN64fmlpafLz81NWVpbjLIq7du3S0KFDtWPHDpUrV87FFQL/XEpKivz9/R0/NknS8ePHFR4ernXr1rGVBMXGuXPnVLt2bSUkJOTbHxAQoKioKPn7+ys5OVmLFy/WY489xuUhUaxERkaqf//++vnnn7VixQqlpaVp5syZslgsjjGGYeiPP/6Qp6envvjiC3Xu3NmFFQPXLykpSVWrVlW7du30yy+/KDk5Wc2aNXM6AezChQv16KOPSpL++9//uqpUiF3NUUB2u10xMTEKCgpynLTEYrHo4MGDTruz3HHHHdq/f798fHxcVSpQqPz8/JScnOx0ze7atWtry5YteU7gA9zIypYte9nQLUmfffaZrFarJKl06dIaNWpUUZUGFJrKlSurZcuW+uyzz1S7dm0tW7ZMaWlpmjBhgtM4u92uPXv2OA61AIqj1NRUeXt7a8OGDbLb7dq8ebPmzJmjOXPmqEePHurTp4/eeustpaSkKD4+3tXllnhs8UaBREVFqWbNmoqNjVWFChWc+oYNG6amTZtqzJgxLqoOAAAgr40bN2rt2rV65513XF0KUOhsNpsOHDigNm3aOLVv2bJFn3zyid555x02ht1ACN4okHPnzql8+fJKTk522rX28ccf18KFC/Xee+9p6NChLqwQAFAQZ86c0W233aZffvnlssdvR0VFKTw8XN9++20RVwcAwM2Jy4mhQLy9veXm5uZ0kpKnnnpKK1as0P/+9z9CNwAUA8nJybJarYqOjpbValVUVJTOnj2rM2fOKDIyUmfOnNHLL78sDw8P/fjjj64uF7hu6enp+vLLLyVJwcHBioqKcnFFgGucPn1aLVq00NGjR11dSolH8EaB5J5cJ/c41y+//FILFy7U+vXr1b59e1eWBgAogI8//lhPP/20LBaL3NzcZLFYVK9ePVWqVEmVK1dWSEiIVq9erZkzZ8rf39/pZFRAcZOVlaUnn3xSkuTl5aXy5ctr586d6tatm+69917de++96tq1q3r27OniSoHr9/PPP8vf319///23JCkxMVHPPvuszp496xhjtVr1888/c16aGwDBGwXi4eEhwzC0dOlSSVLv3r31v//9T6GhoS6uDABQEH/88YfjWt65J8WsWbOm7Ha7QkNDtWDBAvn6+qpcuXLy9vZ2OqEgUFzY7XY1btxYvXr1UkJCgjp16qRTp07J29tbVqtVCQkJatCggTp16qSffvpJ//73v11dMnDdfHx8lJKS4jgM1MvLS2+88YbS0tIcY3J/RL300nooevyrimsyZswYvfnmm2rSpIkkae7cuU792dnZOn/+vNavX++K8gAAl9GsWTOtW7dO0v99Abv4OvS5hxOVLl1anp6eBG8US1lZWZo0aZJ8fX01cuRIPffccwoPD5e7u7usVqvKlSunBg0aqHbt2vLy8spzUiqgOMndgyn3ihRWq1WGYTh9fuf+f+6lf+E6bPFGgbm5ueno0aMKDQ3V0qVLtXv3bmVlZTndMjMzlZmZ6epSAQCXqFWrliIiIrRt2zZJ0rZt25SWlqZt27YpKSlJR44c0bFjx2Sz2bR9+3anS0UCxYXFYlGnTp3Uo0cP+fj4qFu3bo6zOrOrLW42uYeC5v5XujDPL57ruf/PZ7rr8XM2CiT35Pfly5fXvHnz1K5dO40aNUrDhg1T586dXVwdAOBqKlWqpJ9++kkTJkxQZmamJkyYoJiYGE2YMEGRkZH67LPP5OnpqVOnTmnChAl8SUOxlJWVpSpVqsjT01N2u12lSpVSTk6OsrKyZLPZlJ6ervj4ePn5+clutysqKkpBQUGuLhu4Lu7u7jIMw+m7uGEYGjBgQJ49muB6BG8USHZ2tqQLx055eHjo4Ycflr+/v/r27avvvvtOrVu3dnGFAIArKVu2rIKDg7Vv3z75+flp3759uuWWW7Rv3z7dcccdeuKJJ1SmTBlNnDhR+/btU+3atV1dMnDN3N3dFRUV5Th3wfHjx1W3bl2lpKQoPj5eMTExWrx4sSSpTJkyatu2rSIjI11cNfDPXPw9/NLv5IZh6Pvvvyd83wAI3iiQrKwsSRcCeO4xIr169dKTTz6pgQMHXvF6sAAA17NarTp//rykCz+iXvzfXDk5OUpLS5NhGMrJySnqEoF/zMPDQ9WqVVN6ero++OAD+fr6atiwYY4g/vrrr6t79+7auXOnOnXq5OpygX/EMAy5ublp5syZVxz36quvOvZeheuwHxkKxGazSZIyMjKc2qdPny6r1aqwsDBXlAUAKCAPDw+lp6fLMAzHj6nnzp3TlClTFB0drS+//FLp6elKSEhQRkaGY08noDgyDEOPPvqoYmJilJqaqvLly8tut2vs2LHy9vbWyy+/rOXLl7u6TOAfuXiPVEnatWuXIiMj89zc3NwI3jcAtnijQDIzM9WoUSPHl7VcHh4emjJlir755hvl5ORwTCAA3KCysrKUk5Mjm80mwzBkt9s1ZMgQubm5aejQobLZbI5jY1NSUvL80AoUBzk5OerUqZOeffZZR9uOHTu0ePFi2e122Ww2LV68WLfddpvCw8PVqFEjNW7c2IUVA9cv93M6IyNDGRkZatu2rVPIzv1/Nze3PHs4oegRvFEg1apV08GDB/Pte+ihhzRo0CBCNwDcwAzD0IoVK5SamirDMJSamqoZM2bkGRcXF6eTJ08qNTXVBVUC/0xKSopuvfVWDRo0SB4eHkpNTVVUVJS++uorGYahlJQUffXVV5KkKlWq6P3339d///tfF1cNXJ+UlBTHvC5btqz+/PNPp5OqSRd+dK1duzZ7Md0A3Az2OwAAoESw2+06evSoduzYobCwsDxf0HKlpqZq586duvvuu4u4QqBwREdHKzw8XImJiRoxYoQeffRRnTp1Sq1atVJ0dLSkC3vz5V7THiiOUlNT9dtvv6lFixZOlxS7WHx8vCpUqKBff/1VTZo0KeIKcTGCNwAAJURUVJRq1qyp2NhYVahQwalv2LBhatq0qcaMGeOi6oDC9/bbbys8PFx+fn6y2Ww6evSomjdv7uqygCKTlZWlP/74Q3Xq1Lnsj60oGuwbDABACeHr6yvDMOTj4+PU/vjjj2vJkiUqXbq0iyoDzDFmzBj5+flJkiwWC6EbJU6pUqXUuHFjQvcNgOANAEAJ4e3tLTc3N6fda5966imtWLFC//vf/zR06FAXVgcUHrvdrhMnTkiSkpKS5O/vr9jYWKcx0dHRioqKckV5QKEpW7ZsnrYBAwZo27ZtLqgGV0LwBgCghMg9BtDT88K5Vb/88kstXLhQ69evV/v27V1ZGlCokpKSVLduXWVnZ8vHx0cpKSlOe3R8+OGHatKkiV588UXXFQkUgsDAQBmGocjISElSenq61q9fn+dKRHA9jvEGAKCEsNvtKlWqlBYvXqyHH35YdrtdP/74o1q3bu3q0oBClZWVJT8/P8flljw9PWWz2ZSSkqKhQ4dq/fr1qlOnjvbv388uuCi2kpOTVbduXXl5ealx48b65ptvtHDhQr388svau3evhgwZIg8PDxmGocDAQC1cuNDVJZdoXE4MAIASZsyYMXrzzTcdZ7idO3euU392drbOnz+v9evXu6I84B9JS0uTj4+P0yEV7u7u8vT0VFRUlLKzs7Vr1y717NmT0I1iKy4uTm3btpUkbdiwQY0aNVJCQoKmTJmiUaNGyc3NTTt27NCbb76pF154Qe+++66LKwa7mgMAUIK4ubnp6NGjCg0N1dKlS7V7925lZWU53TIzM5WZmenqUoFrZhiGQkJCFBoaKpvNptDQUIWGhsput2vLli2yWCz6+uuvdeuttyo+Pl7p6emuLhm4Lr6+vpowYYK8vLz02WefKTk5WQMGDNCQIUP0xRdfKD4+Xr6+vgoLC1NAQID69Onj6pJLPLZ4AwBQQuQeXVa+fHnNmzdP7dq106hRozRs2DB17tzZxdUB/1xWVpaef/55lS5dWqNGjdKoUaNkGIbCw8P11ltv6YcfftCiRYvUo0cPVa5cWX/++aeaNm3q6rKBa+bn56cnnnhCTZs21dy5cxUSEqKJEydq3LhxWrt2LXtz3IAI3gAAlBDZ2dmSLhzr7eHhoYcfflj+/v7q27evvvvuO471RrHn5eWlcePGKTs7W6NGjVJYWJgjeH/xxRdasWKFRo8erQ0bNqhs2bI6evQowRvF2qOPPqq1a9fq6NGj2r17twzDkJubm9zc3FxdGi7BruYAAJQQuWe5zQ3gktSrVy89+eSTGjhwoBISElxVGlCoEhMTlZWVpYyMDMe8z8rK0uDBg3X48GF5enrq559/1u7du11cKfDPWCwWxcbG6rXXXlNSUpJeeOEFSeJwoRsQwRsAgBLCZrNJkuNMz7mmT58uq9WqsLAwV5QFFDqr1aqTJ0/K29tb6enpqlq1qtLS0iRdCCqzZ8/W0qVL9cQTT7i4UuD6ffvtt5KkJ554QkeOHNHy5cu1YsUKtWrVSr6+vkpPT9fXX3+tlJQUrVmzxsXVgsuJAQBQQsTExKh79+7aunWrypUr59S3dOlSffPNN1q8eLHc3fldHsXbI488ovj4eK1bt07bt29X/fr15evrq7feeksDBw5UvXr1XF0i8I+kpaWpUqVKstlsOnPmjAIDAyVJ69at0+OPP64ffvhBDz74oEqVKiW73a60tDT9+OOPri26hCN4AwAAGYah7OxslSpVytWlAP/I6tWrNXz4cO3Zs0chISFq3ry5hg0bptatW2vKlCnaunWratWqpZ49e6pz587q1q2bq0sGrsupU6c0YcIE7d69W6tXr3acr6Br165q2bKlZs6c6eIKcTGCNwAAAG4a2dnZOnLkiJo0aaJff/1V9913n06cOCEPDw9JUnx8vBYsWKA5c+Zo6NChmjp1qosrBv6Z9957T0uWLNEPP/wg6cJ1vR955BGdOnXKMe/hegRvAAAA3LT+/PNP1alTJ097VlaWPDw8OLQCN4Vz586pbNmyjr/379+v2267zYUV4VIEbwAAANwU7Ha73nrrrQIdMuHu7q5mzZqpQ4cORVAZUPhSUlK0ZcsWlS5d+oo/IGVlZSkrK0vdu3cvwupwKYI3AAAAbhqenp4KDQ2Vt7f3FcfFxsYqJiZGCQkJ7I6LYik2NlZVq1bNc7LMS507d0716tXT77//XkSVIT8EbwAAANw0fHx89Oeff6pq1apXHHf06FE1bNhQR44c4SznKJYSExNVpkwZpaSkyMfHJ98xNptNPj4+ysnJKeLqcClPVxcAAAAAFJaLt15nZGTovffek5ubm9zc3JS7vWnUqFEqW7asdu3aRehGseXp6Sk3NzdJF3Y7//TTTx17ethsNj3yyCOOuQ/XY4s3AAAAbhq+vr46duyYqlatqoyMDFmtVj388MPy8PCQYRhasmSJMjIy5OnJ9icUb7lbs1NSUmS32xUYGKgRI0bIMAwtWLBAiYmJcnNzk4+Pj+x2u6vLLfEI3gAAALhpeHl56eDBg6pfv74Mw5CHh4djV9zs7Gx5eXmx2y1uCrk/LKWkpMhiscjb21tZWVmSpNKlSys5OVkZGRkE7xsE108AAADATSE7O1uVKlVSenq6JDl2s83d1ZbdbnGzcnd3d5rbFx9agRsD+9gAAADgpuDp6amoqCjHFu3MzEwZhqFnn31WpUqVcrRnZ2ezqzmKvYuDtc1mk91u10MPPSTDMJSRkaH09HTO2H8D4RMHAAAAN4WUlBT95z//0aZNm7Rv3z7Z7XZNnjxZ3t7ecnd3V05OjiZNmsSu5rgp2O12x1ZuwzA0Z84cx9nN77rrrite2xtFj2O8AQAAcFMYMWKEvv/+ez3zzDMaPHiwLBaLq0sCTJOYmKiyZcvq8OHDslqt+Y7JyMhQgwYN9NdffykoKKiIK8TFCN4AAAC4KSQkJKh06dLy9PTU3r17dc8998jX1/eKy0RGRhZRdUDh+vvvv1W9evUCHc/t5ubGCdZcjF3NAQAAcFMoU6aM4/9r1qypxYsXX/ZY7oyMDCUkJBRVaUChq1ixos6ePSs/P78rHsudmZmpc+fOFWFlyA9bvAEAAAAAMBFH3AMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAbhj79u3TN998Y9r9v/nmm4qJiTHt/ou7rVu3au3ata4uA7jpELyBEmT//v2qUKGC/v777wIvU7NmTZ09e9bEqqQXX3xRr7/+eqHc1/r163XnnXdKklq1aqV33nnHJXVczl9//aUmTZr8o/vYsWOHWrduLX9/f91+++3avXt3gZf97rvv5O7uLk9PT8ctLi4u37G5ZwO++Obu7q7evXtLMvf5Ksz77tixo3788ccrjjl79qwqVKggNze3q469VhfPyYIYMmSIVqxYUag15GfRokV68sknTX2MjIwMBQcHa/Xq1QVepiDrHx0drT59+igwMFD16tXTwoULnfpXrFihRo0aqXTp0rr77rv1559/OvVPmzZNlSpVkr+/v4YOHaqUlJQC1VYY79+CutbP3oLOm6+++kqBgYG6++67JUl+fn7XXeO11jN16lR5eHioZ8+el10uJydHjz/+uJKTk6/5cex2uzp06KAyZcpo48aN+Y4/ceKEXnnlFVWqVKmAa1J0/v77b/Xo0UM+Pj6qVauWFi1adNmx4eHheT6f3dzcNHv2bMeY+fPny8PDw9F/6Ws9ePBgp+V79OghSfLy8tJzzz1nyjoCJRnBGyhBSpcurXr16slqtbq6FNMsX75cAwcOlCTVrVtXFStWdHFFhevYsWMaNGiQZsyYobi4OD377LPq06ePoqOjC7T8oUOHNHXqVGVnZztul/sC+sgjjziNy8zMVMOGDTVp0qTCXKUbQvny5XXmzJlrCsgFdfGcLGk8PT1Vr149lS1bttDuMzMzU127dlXXrl0VExOjzz77TDNnztTXX38tSdqzZ48mTZqkTz/9VPHx8Xrqqac0YMAAZWVlSZLmzZunVatWaffu3YqOjpabm5uGDx9eaPXd6BYuXKiPP/5Yy5YtK/LH/s9//qNNmzZdccy8efNUoUIFDRo06Jrv/5dfflFqaqpiY2N1++235ztm3bp16tu372UvMeZK/fv3V/PmzRUfH6/Vq1dr+vTp2rBhQ75jP/roI6fP5xMnTqhatWoaMWKEY8yhQ4e0YMECx5hLf2A6dOiQjh8/7uhft26dJKlNmzY6f/68IiIizFtZoAQieAMlSL169bRz506n65zeTLKysrRmzRr1799fkrRs2TLdf//9Lq6qcM2ZM0fjx49Xly5dZLVa1a9fP4WFhemLL74o0PKHDh1SgwYNruuxV65cqeDgYLVq1eq6li+JLp2TJY2Hh4f+97//qX379oV2n+vWrVPt2rU1atQo+fr6qkWLFnr77bf14YcfSpK2b9+ugQMHqnnz5vLy8lLPnj1VunRpHTp0SJI0e/ZszZ8/XyEhIfL399e8efO0c+dOHT9+vNBqvJElJSWpWrVqKl++vKtLyePs2bOaMWOG5s6de13LJyUlqUqVKvL29lZAQEC+Y3744Qd17NjxH1Rpjl27dik1NVUzZsyQ1WpV06ZNNXfuXL388ssFWv6VV17R6NGj5ePj42i70ue93W5XVFSUgoOD8+3v0KGDdu3ade0rAuCyCN5ACXL27FnVrFlT0v/tMnn48GF17NhRPj4+atmypQ4cOCDpwj/Ynp6eOnnypCpXrqwxY8Y47ueTTz5Ro0aN5O3trdq1a+uNN96QYRiSLhwb1qNHDz388MOqXLmyUlNT1bFjR+3cuVPjxo1TuXLlVKlSJb355pv51jhkyBB98skneuKJJ+Tv769atWpp3bp1yszM1FNPPaUyZcqodu3a+R7/97///U+NGjVSlSpVJEk9e/bU1q1bJemqNdx+++2aNm2annvuOQUGBjrajx07pvvuu09+fn4qU6aMBg8erFOnTjn6a9asqQ8//FABAQH64osvHLvvrlq1So0aNZKfn5/69Omj+Pj4PPVu3bpVPXv21PLly1W7dm35+/tr9OjRysnJ0VdffaUGDRooMDBQY8aMkd1ulySFhIQ4dvXOFRQUdNndxS91+PBh1a9fv0BjL2YYhmbMmKHJkyfn6VuwYIEaNGggi8Wi5s2b66uvvirQfW7cuFFt27aVj4+Pypcvr4ceekh//fWX05gPPvhAtWrVcuwSbLPZnPrfeecd1alTR1arVa1atdKmTZs0YMAAbd26VampqfL09NT333+v22+/Pc/zVlCFOSdzLV26VLfeeqssFouqVKmixx9/3Gm34pycHM2YMUNVq1ZVmTJl9NxzzyknJ8fRn5WVpYkTJ6patWqyWCxq1apVvo//xx9/qH///ipTpoxKly6tTp06Od4Tl3r22WfVunVrnTt3zjE3t2/frttvv11Wq1UhISF69dVXHe/1XN9//73atGkji8WiqlWr6vnnn1dmZqajv0mTJo7XtWbNmvrzzz8VFhYmf39/1ahRQ0uXLnWMrVy5shYvXqz7779ft9xyS751Wq1Wp616kvN7oGvXrlq2bJl2796tjIwMLVu2TPv27VOFChV0+vRppaam6rbbbnMsW6pUKfXq1UubN2/O9/Fyvfvuu6pTp47js/HLL7+U9H+vVY0aNWSxWNSiRQvHlkPpwi79w4YNU9euXdW0aVPH85eZmampU6eqVq1aslgsqlevnl555RVlZ2c7lj1//vxln6v85OTk6NVXX1XNmjVltVp1xx13aPv27Y7+3r17O94PnTt3zvc+3n//fdWvX1/e3t5q2LBhvrs7f/7552rSpIksFosaN26szz//XE8//bRjbEFex/w899xzeuKJJ1S7du0CL5Nr//796ty5s9avX+943+fnl19+UcuWLZ3aNm3apNDQUFksFtWuXVtz5szRnDlz9OKLLzqN27t3r7p166bSpUsrICBA9913n3755ZcCj8k99GLVqlV56tq+fbt69eolNzc3R1vXrl3122+/5fncu9SpU6e0atUqjRw50qn9Sp/3J06cUFBQkNPjXaxly5Z51g3AP2QAKDHOnDlj1KhRwzAMw4iIiDAqV65stGzZ0ti9e7eRlpZmzJ8/36hevbqRmZnpWKZGjRrGmTNnHH+///77Rtu2bY1ffvnFyMzMNA4ePGh069bNePrppw3DMIwtW7YYVqvVeOmllwybzWYYhmHceeedxi233GK8/vrrRlpamvHrr78atWrVMtavX28YhmFMnTrVeO211wzDMIywsDAjJCTE+O9//2ukp6cb//vf/4yyZcsaQ4YMMebMmWOkp6cb33//vVGhQgUjJSXFaf0effRR4+2333b83aNHD2PLli0FquHSOgzDMKKiooyQkBDjs88+M1JTU42zZ88as2bNMurVq2ckJiY6np927doZZ8+eNex2u7Fw4UKjcePGRteuXY2oqCjj3LlzxvDhw41BgwY5nvfGjRs7nqvq1asbPXv2NKKjo43Y2FjjjjvuMEaMGGH07NnTiImJMU6fPm106NDBWLRo0WVf127duhlffPHF1V5+wzAMIyAgwAgJCTHKli1r9O/f34iLiyvQcqtXrzY6derk1DZ16lSjfv36xqBBg4w//vjDSE1NNdatW2dUr17d+PTTT694f5999plRo0YNY9WqVUZycrJx7tw5Y86cOUZQUJBx7tw5Y+rUqUbTpk2NBx980Dh9+rQRGxtr9OrVy3j22Wcd9zFp0iTjlltucczfH374wWjZsqVRu3Ztx+tuGBde+3379hVoPfMbW5hz0jAM45VXXjGaNGlibN682UhLSzNiY2ON//znP0bjxo2NrKwsIywszGjatKkxfvx4IzEx0YiIiDBat25tvPvuu477ePDBB43HHnvMiI6ONmw2m/Hdd98ZdevWNb7++mvHmKNHjxpVq1Y1Zs+ebcTGxho2m81Yu3atERISYmzbts1YuHChMWrUKMNutxsjRowwOnXqZCQnJxuGcWFuhoSEGLfddpuxfft2Iy0tzThw4IDRpk0bY9SoUY7H2LRpk1GpUiXj888/N5KTk40jR44YPXv2NHr37u0Y07hxYyMiIsIwjAvvl9DQUGPx4sWGzWYztm/fbpQvX9747bffnJ7v5cuXF+j1yjVz5kxj5MiRTs+xJEOS4e7ubrzxxhuGYRjGvn37jDvvvDPP8v/973+N559//qqPc/H7N1d4eLhx5513Gr/++quRkpJirFmzxqhevbqxcuVKwzAMY+HChYbVajWWLFliZGRkGIZhGDk5OUaPHj2MPn36GL/99puRmZlpHD161Bg4cKAxbNgwx3PVqlUrY9GiRY7nqmLFik7P1cXCwsKM+vXrG6NHjzYiIyONpKQkY+nSpUbFihWN7du3O8ZdOsd9fX0d/z99+nSjWbNmxq5du4y0tDTj+++/N+rXr2/Mnj3bMebDDz80QkJCjG+//dbxWXrXXXcZDRo0MBYuXOhUT36v45YtW4wePXrkad+7d6/h5uZmBAUFGeXLlzdeffXVy70MedY793Eud98X8/f3N7Kyshx/b9iwwahUqZKxfPlyIzk52fjzzz+NAQMGGA0bNjSmTp3qGLdt2zajSpUqxqJFi4xz584ZKSkpxtKlS41q1aoZx44dK9CY7Oxso3Pnzsa2bdvy1DVq1Cin5y9XixYtjCNHjlxxncaNG2dMmzbNqS0hIcFwd3c3QkJCjIoVKxrh4eGO97dhGMZXX31llC5d2qhUqZIREhJivPbaa0ZOTo6jf/Xq1cbAgQOv+LgArg3BGyhBLg3ekozdu3c7jWnVqpWxd+9ex98XB2+bzWZUr17dKYgbhmFkZGQY1atXN06fPm1s2bLFCAwMdArvd955p/H44487LTN37lzHF+VLg/f999/vNPbuu+82HnjgAae2e++91+nLS1ZWllG+fHkjOjra0XZp8L5SDZfWYRiGMXLkSKewk2vcuHHGm2++6Xh+Lg69CxcuNMqVK+cUwBITE43AwEAjJycnT/C2WCxGQkKCY+yyZcsMq9VqnDt3ztH2xRdfGEOHDs1TR+7jNW/e3OmL5OWkp6cbX375pZGQkGCcP3/emDx5stG2bdurLmcYF+bFxWHWMC48Xy1btjTsdrtT+549e4xq1arlac+VmZlpVKtWzTh48GCevlOnTjnuu1GjRk5fBI8cOWI0atTIMAzDiImJMSpUqGDExsY6LR8VFWWULl260IN3Yc3JuLg4o0qVKo71vFhuW1hYmNG9e3envg0bNhj33nuvYRgXAkrr1q3zLP/LL78YzZo1c/zdp08f4/33388z7vTp00Z2draxcOFCY8SIEcbgwYONXr16OX4oM4wLc9PX19eIjIx0WjYxMdGoXr26cfjwYcMwDKNp06bG2rVrncZkZmYazZo1MzZu3GgYRt7gPWvWLKfxzzzzjFPIutbgfejQIaNixYqOx1izZo1Rp04dY8eOHUZqaqqxfPlyY+rUqUZOTo6xbds245577slzH/PnzzfGjBlz1ce6NHjv37/fqFmzZp4fXHbt2mUEBQU5fozLnbe5Vq1aZbRr1y7Pe8Rutzt+DMvvuXr++ecvG0jDwsKMvn375mlfvny503y5XPA+deqUUaFCBSMmJsZp+RMnThjly5c3EhISDJvNZlSsWDHPezc5OdkICgr6R8G7a9euxogRI4yEhATj559/NurUqeP0Q9LlXEvwTkxMNKpUqeLU1qhRI2PDhg1ObdnZ2UbLli2dgvctt9zimNMXu/i9XJAxlzN06FDj888/z9Petm1b46effrrscqdPnzaqVq1qnD9/3qk9NjbW+Pbbb43k5GTjzJkzxtChQ42HHnrI0X/gwAFj//79hs1mM37//XcjNDTU+OCDDxz9P/74o9G+ffur1g2g4NjVHCjBqlatqtatWzu11alTR7GxsfmOP3jwoGJiYlS9enVZLBbHzd/fX3FxcY7d0ho1aqRSpUo5LduvX78CP86lx99VqFAhzzGi5cqVc9p9e9OmTapfv76qVat22fW9lhqkC7vQjh071mldLRaL5s6dq59++skx7tJdKbt16yZfX1/H3/7+/rJarfmeObl58+ZOu7ZXqFBBTZo0cToO/9J1zbVv3z4999xz+vTTTwt0oiCLxaK+ffsqMDBQAQEBmjZtmtLS0nTw4MErLrdx40Z5e3vne1xk79695e7u/E9JaGio/Pz8dOzYsXzv7+DBg6patWq+Z4euXLmy4//79OnjtBtkrVq1HK/XDz/8oDvvvDPPieGqV6+utm3bXnF9rkdhzckdO3aoXbt2TuuZ6+K2S+fqxev+/fff68cff8wzL0NDQ3X48GHHbt5btmzRQw89lOdxKlSoIA8PD0kXTrSVlpamlStXytvb22lcmzZtFBQU5NTm7++vHj16aNu2bYqPj1dMTIzjTMi5SpUqpQceeOCyu7Rf6/vwShISEtSnTx+98cYbjsNoJk2apIULFzoOYxgwYIB8fHw0d+5cWa3WfHfbjY+Pdzo2tqC2bNmifv36Ob3fJTl2z889m/qlnxGbNm3Sgw8+mOe94+7u7nRCyCvNg/xcOj63rSC7K+/cuVPt27dX1apVndpDQkLUokUL7d27VwcPHlRwcHCe966fn1+eeXAtzp07p8OHD+udd95RYGCgmjdvrtmzZ+u999677vvMT2pqqtOZvc+ePavTp0+rW7duTuM8PDw0YMAAp/piYmIcZ4K/WO77tiBjruR65+abb76poUOH5jmmvVKlSuratav8/PxUvnx5zZs3T5s2bVJSUpIk6dZbb1WLFi3k7e2tBg0aaP78+Zo3b55jeT8/P6WlpV21bgAFR/AGSrD8Tj7j5eWljIyMyy4TGhoqm82W55aZmakuXbpIuvDl/GqPdaXHufTkb56ennnOiuzu7u50LGRBzhx9LTXk+uWXX/Ksa0ZGhhYvXuwYc+n6Xsvzej3rKkmRkZHq27evPvroIzVs2PCK63AltWrVUnR0tJ577jmny8rknohK0mWP7ZaUp65L3X///U73m5qaKrvdftXlpLzPY6lSpRzPoZubW55jjQvi3Xffdapn/fr1BVqusOZkYay7JD399NP5vg+zsrLk5eUl6cJrk3tugMupXbu2fv755zzH1ku66vObk5Nz2R98PDw8nI5Jv9i1vA9zj9fNvb377ruOvqysLPXr1099+/bVww8/7Gg/fvy42rRp43Q/rVu31saNGxUcHJzvmZojIiJUq1at/Ff0Cgr6HFz6GVFY8+BSBbnPyynIulzv++5qjh8/rnr16jn9YNusWTOdPHmyUB8nOzvb8aOTpMse33wpu91+1fdSQcZcSX5zMysrS7GxsapRo0a+yyQkJGjx4sUaO3bsVe+/VKlSql69+mWvX577b0EuDw+PfzSfAORF8AZKsEu3tlxNkyZNdPLkSUVGRjq1p6Sk6IknnnB8ybz4i831PFZ+y19pi252drZWr1591TNHX+v6tmvXTmvWrMnT/uqrrzqddObSes1cV0lKTk5Wz5499cwzz1zxergXy70EU3p6uqMtIyND+/btczqpU+6tcePGki5sXc3IyMh3K4504XrJuZdpyrV7926lpqaqbt26+vzzz53u19fXV02bNlVUVJT279+f5/4uPnHdlZ7Htm3batu2bXm2/sXExGjnzp2XXW7kyJFO9dx7772XHXuxwpqTbdq00ffff6+oqKg8yxR03du1a6f169fn+ZL/008/6bXXXnP83b59+3xPjHX69GnHsp06ddLrr7+uLl266MiRI07jdu3alee9npiYqHXr1qlDhw6qUKGCypUr53TyLulCAFm+fPllL812Le+Pe++91+n1uvjkUY899pjKli2rWbNmOS0THBycZ2+LAwcOqHLlyqpYsaK8vLx09OhRR1/ua3W5k41dyZ133qmvv/7a6WRy0oXXIjk5WfXq1ZOUd/506NBBS5YsyfMa5uTk6PTp046/r/Uz69NPP83TtmLFCjVt2lQWi+WKy7Zp00bbt2/XuXPnnNpjYmL0448/KjQ0VE2bNlV0dLR+++03pzEpKSkF/hErP9WrV9fRo0edPksOHjyokJCQ677P/FgsFqetuOXKlVPlypXzXLLLbrc7XYO8QoUKqlixYr7Xo8/9DCrImCtp165dnjo2btyo5s2b59kbJdd///tfDR48WOXKlXNqj4mJUZ8+fZza4uPjdfz4cYWEhGjt2rX6z3/+49S/Y8cOx3yVpLS0tJv60qOAKxC8AVyRu7u748uQxWLRlClT1KdPH+3bt0+ZmZn65ZdfdO+996p8+fLX/CWxsGzevFl169ZV9erV/9H9XLyukjRx4kTNmTNHH374oZKSknT27FlNnTpVCxcuVJ06df5p2dfFbrdr0KBB6tChg9OZ5q/Gy8tLgYGBGjVqlBISEvT3338rLCxMrVq1uuIZhKdPn37F63Z7eXmpX79+Onr0qNLS0rR27VoNGDBAb7755mXng8Vi0cyZM9W7d2999dVXSk5OVkJCgt5++23H9WOvpnLlyho5cqTuuece7dmzRzabTbt27VK/fv3y7NZ56etaFC43J6tVq6YnnnhCd999tzZv3qz09HTFxsZq8uTJ6t69e4G2MN1+++1q2LChHn74Yf3111/KyMjQhg0b1LdvXzVr1swxbtasWZo2bZpef/11xcXFKSMjQ19//bVat26t3bt3O8b169dPc+fOVbdu3ZwCVeXKlTVw4EDt2LFDNptNP/30k3r06KH77rvPsZfF7Nmz9fDDD2vt2rVKS0vTn3/+qQceeEAVKlRQ9+7dr+u5K8jrNWPGDB06dEhLlizJs9Vy/PjxeuSRR3To0CHZbDZ9/fXXevnllx1nQh83bpyGDRum6OhoJScna/To0erSpUuBQt6ltYWGhuq2227TgAEDHO+BDRs2qF+/fnrttdcu+x4YMGCAfH191bt3b/3222/Kzs7WkSNH1L9/f02dOvWqdUgXdm1u166d048MZ86c0bBhwxQZGank5GQtWbJETz75pN54442r3l+1atU0dOhQ9ezZUz/99JNsNpt++OEH3XPPPZowYYLKli0rLy8vzZo1S7169dJ3332n9PR0HTx4UL1791bp0qWv+FxdSZUqVRQaGqrRo0fr/Pnz+vXXXzV+/Phr+owriMDAwDw/LMyePVuPPvqoli9frtTUVB0/flwPPPBAnh9TZs+erfDwcC1cuFDnzp1TamqqFi9erFatWjkuRXe1MXa7XV27ds3zY5Ukx14aM2fOlM1m0+HDhzVhwgRNnDhRkvIsm5ycrPnz52vChAl57qtatWr6+++/NWnSJKWmpurPP//UwIEDFR4e7jjz/rvvvquVK1cqIyND27dv14gRI/Tcc8857uPMmTM37aVHAVcheAO4orvuukt16tRxXM/ziSee0JgxYxQWFqbSpUurf//+6t+/v6ZPn+6yGlesWHHV3cwL4o477tDLL7/s+LIXFBSkjRs3atWqVapatarq1aun48ePa+vWrXmO6Swqo0eP1oYNGzRv3jynXXALsrVu/vz5stvtql27tho3biwfHx8tWLDgsuOTk5NVrlw53XfffZcd89BDD2nQoEHq1auXypQpo8mTJ+u999676usxbNgwvf3223rppZdUoUIF1a9fXwcOHND27dudjnm/khdffFHDhg3Tww8/rMDAQI0bN05vvfWWU/iULhyf3blz5wJf67wwXGlOvvTSSxo7dqyefPJJBQYGqmXLljp//ry2bt1aoGP1JWnJkiWqWbOm2rZtq8DAQE2ZMkUffPCB07GqzZs31+bNm7V582bVrl1bFSpU0Jw5c/TJJ5/kOQ6+R48emj9/vnr06KGff/5ZktSgQQO9++67mjhxosqUKaPevXvr3nvv1Zw5cxzLdevWTQsWLNBLL72kMmXKqH379goODtaXX35Z4N14L9W+fXuFh4fr9ddfz7f/888/1+TJk7V//375+/s7vQ8kKTw8XAMHDlT37t1Vrlw5zZgxQ59++qnjElKPP/64unbtqhYtWqhatWrKzMx0Orb1SqpUqSJPT0+nObpo0SLddttt6tKli8qUKaPnn39es2fP1gMPPHDZ+/Hw8ND69evVoEEDdevWTX5+furXr5/at2/v9Pxeic1m05EjR5SYmOhoe+GFF9SoUSO1b99eFSpU0Pvvv69Vq1bl2fX+cl566SXHe9rf31+PPvqonnzySadANmTIEL3yyisaP3684xKLY8eOzfNDy9Vex0stWrRIqampqlWrlgYNGqSpU6eqa9euBVq2oEqVKqXSpUvrzJkzjrYuXbpo2bJleuONN1SuXDl169ZN99xzj4YPH+60bPfu3bVixQotXLhQ1apVU1BQkFatWqWNGzc6fry82pjcH1jyO2eHdOFzY8eOHSpbtqx69OihiRMnOp6DS5c9fPiwhg0bluc8F7m+/PJLHTx4UFWqVFHbtm3VokULxzXBq1atqpUrV+qVV15RYGCghg4dqqlTpzrtQRUZGfmPf8wG4MzNMONgHQAoIna7XVWqVNH+/fvznAgKcIWbYU5u3bpVr7/+utauXevqUoBC1aVLFz3//POOc5Igf2PGjFFISEiBjh8HUDBs8QZQrJ09e1aTJk0qtgGnMHXu3Nlp69/Ft4uPSYe5mJPF1+XeP+XLl3d1aSXWtGnTLvu6/Pe//73m+2vdurV++OEHEyq9uezcuVOhoaGuLgO4qbDFGwAAOGGLN25WO3fu1OjRo3XgwAFXl3LDio6O1i233KK4uLh8TywJ4PoQvAEAAAAAMBG7mgMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgov8H0XhPVKni1xkAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf\n","不是 1290\n","是 1176\n","不重要 441\n","问法错误 60\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf\n","不是 1311\n","是 1211\n","不重要 388\n","问法错误 57\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, accuracy in zip(df.columns[5:], perf_df[\"accuracy\"].to_list()):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col, f\"{col} (acc: {accuracy:.3f})\")"]}],"metadata":{"accelerator":"GPU","application/vnd.databricks.v1+notebook":{"dashboards":[],"environmentMetadata":null,"language":"python","notebookMetadata":{"pythonIndentUnit":4},"notebookName":"07_MAC_+_Qwen2-7B-Instructi_Unsloth_train","widgets":{}},"colab":{"gpuType":"T4","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.9"}},"nbformat":4,"nbformat_minor":0}