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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "9491dd8f-8124-4a51-be3a-8f678c149dcf",
"metadata": {},
"outputs": [],
"source": [
"# imports\n",
"\n",
"import os\n",
"import re\n",
"import math\n",
"import random\n",
"from datetime import datetime\n",
"import numpy as np\n",
"from typing import Optional\n",
"from dotenv import load_dotenv\n",
"from openai import OpenAI\n",
"import anthropic\n",
"from huggingface_hub import login\n",
"from tqdm import tqdm\n",
"import matplotlib.pyplot as plt\n",
"from datasets import load_dataset, Dataset, DatasetDict\n",
"from concurrent.futures import ProcessPoolExecutor\n",
"from transformers import AutoTokenizer\n",
"from items import Item, read_dataset\n",
"import pickle"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "9cd394a2-d8e6-4e8f-a120-50c0ee12620d",
"metadata": {},
"outputs": [],
"source": [
"# environment\n",
"\n",
"load_dotenv()\n",
"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "846ded5d-b7f5-4581-8f56-d9650ff329c1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Token is valid (permission: write).\n",
"Your token has been saved in your configured git credential helpers (osxkeychain).\n",
"Your token has been saved to /Users/ed/.cache/huggingface/token\n",
"Login successful\n"
]
}
],
"source": [
"# initialize\n",
"\n",
"openai = OpenAI()\n",
"claude = anthropic.Anthropic()\n",
"OPENAI_MODEL = \"gpt-4o-mini\"\n",
"CLAUDE_MODEL = \"claude-3-5-sonnet-20240620\"\n",
"hf_token = os.environ['HF_TOKEN']\n",
"login(hf_token, add_to_git_credential=True)\n",
"PHI3 = \"microsoft/Phi-3-medium-4k-instruct\"\n",
"GEMMA = \"google/gemma-2-9b-it\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e81b23f7-8aa3-4590-ae5c-2d1bebd2f7c9",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "8a45e4f9-4fcf-4f72-8db2-54cbb1889901",
"metadata": {},
"outputs": [],
"source": [
"# Constants\n",
"\n",
"BASE_MODEL = \"meta-llama/Meta-Llama-3.1-8B\"\n",
"\n",
"# Used for writing to output in color\n",
"\n",
"GREEN = \"\\033[92m\"\n",
"YELLOW = \"\\033[93m\"\n",
"RED = \"\\033[91m\"\n",
"RESET = \"\\033[0m\"\n",
"COLOR_MAP = {\"red\":RED, \"yellow\": YELLOW, \"green\": GREEN}"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "fb2ed609-a00a-4ff8-9f4d-8f2ff8ea26dd",
"metadata": {},
"outputs": [],
"source": [
"dataset_names = [\n",
" \"Automotive\",\n",
" \"Electronics\",\n",
" \"Office_Products\",\n",
" \"Tools_and_Home_Improvement\",\n",
" \"Cell_Phones_and_Accessories\",\n",
" \"Toys_and_Games\",\n",
" \"Appliances\",\n",
" \"Musical_Instruments\",\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "29bc061b-1e8d-4df6-ad49-c6148f527d49",
"metadata": {},
"outputs": [],
"source": [
"# start = datetime.now()\n",
"# items = read_dataset(\"Appliances\")\n",
"# finish = datetime.now()\n",
"# print(f\"Completed in {(finish-start).total_seconds()/60:.1f} mins\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "e80316d4-a84e-4b0d-8f36-988fe1bd2e2e",
"metadata": {},
"outputs": [],
"source": [
"# print(items[10000].prompt)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "dd11853b-9e21-4b14-9a08-9d9f63636e1a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading dataset Electronics\n",
"Loading dataset Automotive\n",
"Loading dataset Tools_and_Home_Improvement\n",
"Loading dataset Office_Products\n",
"Loading dataset Toys_and_Games\n",
"Loading dataset Cell_Phones_and_Accessories\n",
"Completed loading Office_Products with 240,394 datapoints\n",
"Loading dataset Appliances\n",
"Completed loading Appliances with 28,625 datapoints\n",
"Loading dataset Musical_Instruments\n",
"Completed loading Cell_Phones_and_Accessories with 238,869 datapoints\n",
"Completed loading Toys_and_Games with 340,479 datapoints\n",
"Completed loading Musical_Instruments with 66,829 datapoints\n",
"Completed loading Electronics with 443,473 datapoints\n",
"Completed loading Tools_and_Home_Improvement with 541,051 datapoints\n",
"Completed loading Automotive with 911,688 datapoints\n",
"Completed in 17.9 mins\n"
]
}
],
"source": [
"start = datetime.now()\n",
"items = []\n",
"with ProcessPoolExecutor(max_workers=6) as pool:\n",
" for results in pool.map(read_dataset, dataset_names):\n",
" items.extend(results)\n",
"finish = datetime.now()\n",
"print(f\"Completed in {(finish-start).total_seconds()/60:.1f} mins\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "7af95a63-2116-4b62-9d99-1808721410c6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2811408"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(items)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "3d7ab348-3708-4357-b96f-65839f897223",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"179"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max(item.token_count for item in items)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "91171f6b-4624-401a-9af5-9c9a1ce434c0",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "b01322eb-d84d-46de-a12b-c2b027bac66d",
"metadata": {},
"outputs": [],
"source": [
"with open('items2.pkl', 'wb') as file:\n",
" pickle.dump(items, file)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cecfb43d-3692-475d-b80d-512e6b9b55c2",
"metadata": {},
"outputs": [],
"source": [
"with open('items2.pkl', 'rb') as file:\n",
" items = pickle.load(file)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d9949f7f-81d6-45d9-8f8f-d3690a8ffa85",
"metadata": {},
"outputs": [],
"source": [
"len(items)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "011bffcf-03f8-4f0d-8999-b53d1ac88624",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 2,811,408 items with prices\n",
"\n",
"How much does this cost to the nearest dollar?\n",
"\n",
"Mandala Wall Decal\n",
"Introduce a touch of elegance and beauty to your home with our Mandala Wall Decal. This stunning decal features intricate and detailed mandala designs that will add a unique and sophisticated touch to any room. Available in a variety of sizes, our Mandala Wall Decal is the perfect choice for any space, from bedrooms to living rooms and beyond. Plus, the easy application and removal process makes it simple to switch up your decor whenever you desire. Crafted from premium-quality vinyl, our Mandala Wall Decal is designed to be long-lasting and durable. It won't fade, crack or peel, and it's safe to use on any smooth surface. With its intricate and beautiful design, our Mandala Wall Decal is the perfect way to elevate your\n",
"\n",
"Price is $16.00\n"
]
}
],
"source": [
"# Let's investigate:\n",
"\n",
"print(f\"There are {len(items):,} items with prices\\n\")\n",
"print(items[2000000].prompt)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "fcf74830-1e97-4543-b454-eefd314fc106",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average length is 767.1 and highest length is 1,336\n",
"\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distribution of character count\n",
"\n",
"lengths = [len(item.prompt) for item in items]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Length')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(lengths, rwidth=0.7, color=\"lightblue\", bins=range(0, 1000, 50))\n",
"\n",
"print(f\"Average length is {sum(lengths)/len(lengths):,.1f} and highest length is {max(lengths):,}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d5dde349-610a-4e96-a2ea-9178a9c1fa2a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mMMaY6mz4+eefa8+ePaqoqFDv3r3VuXNnf9dWK1wul5xOp4qKinhGFgCg4VntqPk+HqrWR39A+fL57fORmzlz5ujChQvq2LGjfvKTn2jMmDHq3LmzLl68qDlz5lS7aAAAAH/w+chNUFCQ8vPzFR4e7tF++vRphYeHq7y83K8F+htHbgAADRpHbvx/5MYYI4ej8h923759atWqla+7AwAA8Cuvny3VsmVLORwOORwOdenSxSPglJeX69y5c0pJSamVIgEAALzldbhZuHChjDF69NFHNXv2bDmdTve6xo0bKzY2VklJSbVSJAAAgLe8DjeXngYeFxen/v37Kzg4uNaKAgAAqC6vwo3L5XJfvNO7d29dvHhRFy9erLIvF+kCAIBA8irctGzZ0v0NqRYtWlR5QfGlC43r+7elAACA3bwKN1u3bnV/Eyo9Pb1WCwIAAKgJr8LNoEGDqvwZAACgvvH5PjcAAAD1GeEGAABYJaDhZtu2bbrrrrsUFRUlh8OhdevWXbF/RkaG+0aC330dPHiwbgoGAAD1nlfhZv369SotLfX7Lz9//rwSEhL0yiuv+LRdbm6u8vPz3a+G8kRyAABQ+7y6oPiee+5RQUGB2rZte9kHZ1bHiBEjNGLECJ+3u/SVdAAAgO/z6shN27Zt9eGHH0q6/IMz61Lv3r0VGRmpoUOH8tV0AADgwasjNykpKRo1apT7Gpd27dpdtm9t3sQvMjJSr732mhITE1VcXKy//OUvGjp0qDIyMjRw4MAqtykuLlZxcbF72eVy1Vp9AAAg8LwKN7NmzdKDDz6ozz77THfffbeWL18ekNNCXbt2VdeuXd3LSUlJOn78uObPn3/ZcDN37lzNnj27rkoEAAAB5vWDM2+88UbdeOONmjlzpu6//35df/31tVmX12655RatWrXqsutnzJih1NRU97LL5VJ0dHRdlAYAAALA63BzycyZMyVJX375pXJzc+VwONSlSxe1bdvW78V5Izs7W5GRkZddHxISopCQkDqsCAAABJLP4ebChQuaOHGi/vKXv7ivrwkKCtLYsWP18ssv+3RE59y5c/rss8/cy3l5edq7d69atWqlDh06aMaMGTpx4oRWrlwpSVq4cKFiY2MVHx+vkpISrVq1SmlpaUpLS/N1GAAAwFI+38TvySefVGZmptavX68zZ87ozJkzevvtt5WZmalp06b5tK/du3erd+/e6t27tyQpNTVVvXv31m9+8xtJUn5+vo4dO+buX1JSounTp+umm27SgAEDtGPHDm3YsEH33nuvr8MAAACWchhjjC8btGnTRn//+981ePBgj/b09HSNGTNGX375pT/r8zuXyyWn06mioiKFhYUFuhwAAHyz2g+3Y3nIp4/+esGXz2+fj9xcuHBBERERldrDw8N14cIFX3cHAADgVz6Hm6SkJM2cOVPffPONu+3ixYuaPXu2kpKS/FocAACAr3y+oPhPf/qThg8frvbt2yshIUEOh0N79+5VaGio3n333dqoEQAAwGs+h5sePXro0KFDWrVqlQ4ePChjjB588EE9/PDDatKkSW3UCAAA4DWfw40kNWnSRI8//ri/awEAAKgxn6+5AQAAqM8INwAAwCqEGwAAYBXCDQAAsIrP4aZjx446ffp0pfYzZ86oY8eOfikKAACgunwON0eOHHE/MPO7iouLdeLECb8UBQAAUF1efxV8/fr17p/fffddOZ1O93J5ebnef/99xcbG+rU4AAAAX3kdbkaPHi1JcjgcGjdunMe64OBgxcbG6sUXX/RrcQAAAL7yOtxUVFRIkuLi4vTxxx+rTZs2tVYUAABAdfl8h+K8vLzaqAMAAMAvqvX4hffff1/vv/++CgsL3Ud0Llm2bJlfCgMAAKgOn8PN7NmzNWfOHPXt21eRkZFyOBy1URcAAEC1+BxulixZohUrVuhnP/tZbdQDAABQIz7f56akpET9+/evjVoAAABqzOdw89hjj2n16tW1UQsAAECN+Xxa6ptvvtFrr72m9957TzfddJOCg4M91i9YsMBvxQEAAPjK53Czf/9+9erVS5L06aefeqzj4mIAABBoPoeb9PT02qgDAADAL3y+5gYAAKA+8/nIzZAhQ654+mnr1q01KggAAKAmfA43l663uaS0tFR79+7Vp59+WumBmgAAAHXN53Dzxz/+scr2WbNm6dy5czUuCAAAoCb8ds3NI488wnOlAABAwPkt3OzatUuhoaH+2h0AAEC1+Hxa6t577/VYNsYoPz9fu3fv1nPPPee3wgAAAKrD53DjdDo9lq+77jp17dpVc+bMUXJyst8KAwAAqA6fw83y5ctrow4AAAC/8DncXJKVlaWcnBw5HA51795dvXv39mddAAAA1eJzuCksLNSDDz6ojIwMtWjRQsYYFRUVaciQIXrzzTfVtm3b2qgTAADAKz5/W2rSpElyuVw6cOCAvvrqK3399df69NNP5XK5NHny5NqoEQAAwGs+H7nZtGmT3nvvPXXr1s3d1r17dy1atIgLigEAQMD5fOSmoqJCwcHBldqDg4NVUVHhl6IAAACqy+dwc/vtt2vKlCk6efKku+3EiRN68sknNXToUL8WBwAA4Cufw80rr7yis2fPKjY2Vp06ddIPfvADxcXF6ezZs3r55Zdro0YAAACv+XzNTXR0tPbs2aMtW7bo4MGDMsaoe/fu+tGPflQb9QEAAPik2ve5ueOOO3THHXf4sxYAAIAa8/q01NatW9W9e3e5XK5K64qKihQfH6/t27f7tTgAAABfeR1uFi5cqMcff1xhYWGV1jmdTv3Xf/2XFixY4NfiAAAAfOV1uNm3b5+GDx9+2fXJycnKysryS1EAAADV5XW4+eKLL6q8v80ljRo10pdffumXogAAAKrL63Bzww036JNPPrns+v379ysyMtIvRQEAAFSX1+Fm5MiR+s1vfqNvvvmm0rqLFy9q5syZuvPOO/1aHAAAgK8cxhjjTccvvvhCffr0UVBQkCZOnKiuXbvK4XAoJydHixYtUnl5ufbs2aOIiIjarrlGXC6XnE6nioqKqrw4GgCAem21o+b7eMirj/56xZfPb6/vcxMREaGdO3fql7/8pWbMmKFLmcjhcGjYsGFavHhxvQ82AADAfj7dxC8mJkYbN27U119/rc8++0zGGHXu3FktW7asrfoAAAB8Uq07FLds2VL9+vXzdy0AAAA15vODMwEAAOqzgIabbdu26a677lJUVJQcDofWrVt31W0yMzOVmJio0NBQdezYUUuWLKn9QgEAQIMR0HBz/vx5JSQk6JVXXvGqf15enkaOHKkBAwYoOztbzzzzjCZPnqy0tLRarhQAADQU1X4quD+MGDFCI0aM8Lr/kiVL1KFDBy1cuFCS1K1bN+3evVvz58/XfffdV0tVAgCAhqRBXXOza9cuJScne7QNGzZMu3fvVmlpaYCqAgAA9UlAj9z4qqCgoNK9dCIiIlRWVqZTp05V+fiH4uJiFRcXu5ddLlet1wkAAAKnQR25kb69aeB3ffdmglWZO3eunE6n+xUdHV3rNQIAgMBpUOGmXbt2Kigo8GgrLCxUo0aN1Lp16yq3mTFjhoqKityv48eP10WpAAAgQBrUaamkpCS98847Hm2bN29W3759FRwcXOU2ISEhCgkJqYvyAABAPRDQIzfnzp3T3r17tXfvXknfftV77969OnbsmKRvj7qMHTvW3T8lJUVHjx5VamqqcnJytGzZMi1dulTTp08PRPkAAKAeCuiRm927d2vIkCHu5dTUVEnSuHHjtGLFCuXn57uDjiTFxcVp48aNevLJJ7Vo0SJFRUXppZde4mvgAADAzWEuXZF7jfDlkekAANQ7q6v+Ao1PHmp4H/2+fH43qAuKAQAAroZwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqwQ83CxevFhxcXEKDQ1VYmKitm/fftm+GRkZcjgclV4HDx6sw4oBAEB9FtBw89Zbb2nq1Kn69a9/rezsbA0YMEAjRozQsWPHrrhdbm6u8vPz3a/OnTvXUcUAAKC+C2i4WbBggX7xi1/oscceU7du3bRw4UJFR0fr1VdfveJ24eHhateunfsVFBRURxUDAID6LmDhpqSkRFlZWUpOTvZoT05O1s6dO6+4be/evRUZGamhQ4cqPT29NssEAAANTKNA/eJTp06pvLxcERERHu0REREqKCiocpvIyEi99tprSkxMVHFxsf7yl79o6NChysjI0MCBA6vcpri4WMXFxe5ll8vlv0EAAIB6J2Dh5hKHw+GxbIyp1HZJ165d1bVrV/dyUlKSjh8/rvnz51823MydO1ezZ8/2X8EAAKBeC9hpqTZt2igoKKjSUZrCwsJKR3Ou5JZbbtGhQ4cuu37GjBkqKipyv44fP17tmgEAQP0XsHDTuHFjJSYmasuWLR7tW7ZsUf/+/b3eT3Z2tiIjIy+7PiQkRGFhYR4vAABgr4CelkpNTdXPfvYz9e3bV0lJSXrttdd07NgxpaSkSPr2qMuJEye0cuVKSdLChQsVGxur+Ph4lZSUaNWqVUpLS1NaWloghwEAAOqRgIabBx54QKdPn9acOXOUn5+vHj16aOPGjYqJiZEk5efne9zzpqSkRNOnT9eJEyfUpEkTxcfHa8OGDRo5cmSghgAAAOoZhzHGBLqIuuRyueR0OlVUVMQpKgBAw7O66i/d+OShhvfR78vnd8AfvwAAAOBPhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFgl4OFm8eLFiouLU2hoqBITE7V9+/Yr9s/MzFRiYqJCQ0PVsWNHLVmypI4qBQAADUFAw81bb72lqVOn6te//rWys7M1YMAAjRgxQseOHauyf15enkaOHKkBAwYoOztbzzzzjCZPnqy0tLQ6rhwAANRXDmOMCdQv/+EPf6g+ffro1Vdfdbd169ZNo0eP1ty5cyv1f+qpp7R+/Xrl5OS421JSUrRv3z7t2rXLq9/pcrnkdDpVVFSksLCwmg8CAIC6tNpR8308FLCP/mrz5fO7UR3VVElJSYmysrL09NNPe7QnJydr586dVW6za9cuJScne7QNGzZMS5cuVWlpqYKDg2utXgAAvHKNho/6JGDh5tSpUyovL1dERIRHe0REhAoKCqrcpqCgoMr+ZWVlOnXqlCIjIyttU1xcrOLiYvdyUVGRpG8TIAAAfnfBD/u40mdUbe+/nrr0ue3NCaeAhZtLHA7PhGuMqdR2tf5VtV8yd+5czZ49u1J7dHS0r6UCAFA3Hnc27P3XorNnz8rpvHL9AQs3bdq0UVBQUKWjNIWFhZWOzlzSrl27Kvs3atRIrVu3rnKbGTNmKDU11b1cUVGhr776Sq1bt75iiPKGy+VSdHS0jh8/fs1cv3OtjZnx2u1aG6907Y2Z8drDGKOzZ88qKirqqn0DFm4aN26sxMREbdmyRffcc4+7fcuWLRo1alSV2yQlJemdd97xaNu8ebP69u172ettQkJCFBIS4tHWokWLmhX/PWFhYda9ia7mWhsz47XbtTZe6dobM+O1w9WO2FwS0K+Cp6am6n/+53+0bNky5eTk6Mknn9SxY8eUkpIi6dujLmPHjnX3T0lJ0dGjR5WamqqcnBwtW7ZMS5cu1fTp0wM1BAAAUM8E9JqbBx54QKdPn9acOXOUn5+vHj16aOPGjYqJiZEk5efne9zzJi4uThs3btSTTz6pRYsWKSoqSi+99JLuu+++QA0BAADUMwG/oPiJJ57QE088UeW6FStWVGobNGiQ9uzZU8tVeSckJEQzZ86sdNrLZtfamBmv3a618UrX3pgZ77UpoDfxAwAA8LeAP1sKAADAnwg3AADAKoQbAABgFcJNDSxevFhxcXEKDQ1VYmKitm/fHuiS/GLu3Lnq16+fmjdvrvDwcI0ePVq5ubkefcaPHy+Hw+HxuuWWWwJUcc3MmjWr0ljatWvnXm+M0axZsxQVFaUmTZpo8ODBOnDgQAArrpnY2NhK43U4HJowYYIkO+Z227ZtuuuuuxQVFSWHw6F169Z5rPdmTouLizVp0iS1adNGTZs21d13363//Oc/dTgK711pvKWlpXrqqafUs2dPNW3aVFFRURo7dqxOnjzpsY/BgwdXmvcHH3ywjkfinavNrzfv4YY0v9LVx1zVv2mHw6H//u//dvdpSHNcU4Sbanrrrbc0depU/frXv1Z2drYGDBigESNGeHx1vaHKzMzUhAkT9OGHH2rLli0qKytTcnKyzp8/79Fv+PDhys/Pd782btwYoIprLj4+3mMsn3zyiXvdH/7wBy1YsECvvPKKPv74Y7Vr10533HGHzp49G8CKq+/jjz/2GOuWLVskSffff7+7T0Of2/PnzyshIUGvvPJKleu9mdOpU6dq7dq1evPNN7Vjxw6dO3dOd955p8rLy+tqGF670ngvXLigPXv26LnnntOePXu0Zs0a/fvf/9bdd99dqe/jjz/uMe9//vOf66J8n11tfqWrv4cb0vxKVx/zd8ean5+vZcuWyeFwVLpVSkOZ4xozqJabb77ZpKSkeLTdeOON5umnnw5QRbWnsLDQSDKZmZnutnHjxplRo0YFrig/mjlzpklISKhyXUVFhWnXrp154YUX3G3ffPONcTqdZsmSJXVUYe2aMmWK6dSpk6moqDDG2DW3xhgjyaxdu9a97M2cnjlzxgQHB5s333zT3efEiRPmuuuuM5s2baqz2qvj++OtykcffWQkmaNHj7rbBg0aZKZMmVK7xdWCqsZ7tfdwQ55fY7yb41GjRpnbb7/do62hznF1cOSmGkpKSpSVlaXk5GSP9uTkZO3cuTNAVdWeS09Sb9WqlUd7RkaGwsPD1aVLFz3++OMqLCwMRHl+cejQIUVFRSkuLk4PPvigPv/8c0lSXl6eCgoKPOY6JCREgwYNsmKuS0pKtGrVKj366KMez1qzaW6/z5s5zcrKUmlpqUefqKgo9ejRw4p5LyoqksPhqPQomr/+9a9q06aN4uPjNX369AZ7dFK68nvY9vn94osvtGHDBv3iF7+otM6mOb6SgN/EryE6deqUysvLKz3gMyIiotKDPRs6Y4xSU1N12223qUePHu72ESNG6P7771dMTIzy8vL03HPP6fbbb1dWVlaDu3nUD3/4Q61cuVJdunTRF198oeeff179+/fXgQMH3PNZ1VwfPXo0EOX61bp163TmzBmNHz/e3WbT3FbFmzktKChQ48aN1bJly0p9Gvq/8W+++UZPP/20HnroIY9nDz388MOKi4tTu3bt9Omnn2rGjBnat2+f+7RlQ3K197DN8ytJr7/+upo3b657773Xo92mOb4awk0NfP+p4saYGj9pvL6ZOHGi9u/frx07dni0P/DAA+6fe/Toob59+yomJkYbNmyo9A+qvhsxYoT75549eyopKUmdOnXS66+/7r4I0da5Xrp0qUaMGOHxlF2b5vZKqjOnDX3eS0tL9eCDD6qiokKLFy/2WPf444+7f+7Ro4c6d+6svn37as+ePerTp09dl1oj1X0PN/T5vWTZsmV6+OGHFRoa6tFu0xxfDaelqqFNmzYKCgqqlPALCwsr/d9gQzZp0iStX79e6enpat++/RX7RkZGKiYmRocOHaqj6mpP06ZN1bNnTx06dMj9rSkb5/ro0aN677339Nhjj12xn01zK8mrOW3Xrp1KSkr09ddfX7ZPQ1NaWqoxY8YoLy9PW7ZsueoTo/v06aPg4GAr5v3772Eb5/eS7du3Kzc396r/riW75vj7CDfV0LhxYyUmJlY6lLdlyxb1798/QFX5jzFGEydO1Jo1a7R161bFxcVddZvTp0/r+PHjioyMrIMKa1dxcbFycnIUGRnpPoT73bkuKSlRZmZmg5/r5cuXKzw8XD/+8Y+v2M+muZXk1ZwmJiYqODjYo09+fr4+/fTTBjnvl4LNoUOH9N5776l169ZX3ebAgQMqLS21Yt6//x62bX6/a+nSpUpMTFRCQsJV+9o0x5UE8GLmBu3NN980wcHBZunSpeZf//qXmTp1qmnatKk5cuRIoEursV/+8pfG6XSajIwMk5+f735duHDBGGPM2bNnzbRp08zOnTtNXl6eSU9PN0lJSeaGG24wLpcrwNX7btq0aSYjI8N8/vnn5sMPPzR33nmnad68uXsuX3jhBeN0Os2aNWvMJ598Yn7605+ayMjIBjnWS8rLy02HDh3MU0895dFuy9yePXvWZGdnm+zsbCPJLFiwwGRnZ7u/HeTNnKakpJj27dub9957z+zZs8fcfvvtJiEhwZSVlQVqWJd1pfGWlpaau+++27Rv397s3bvX4990cXGxMcaYzz77zMyePdt8/PHHJi8vz2zYsMHceOONpnfv3g1uvN6+hxvS/Bpz9fe0McYUFRWZ66+/3rz66quVtm9oc1xThJsaWLRokYmJiTGNGzc2ffr08fiqdEMmqcrX8uXLjTHGXLhwwSQnJ5u2bdua4OBg06FDBzNu3Dhz7NixwBZeTQ888ICJjIw0wcHBJioqytx7773mwIED7vUVFRVm5syZpl27diYkJMQMHDjQfPLJJwGsuObeffddI8nk5uZ6tNsyt+np6VW+h8eNG2eM8W5OL168aCZOnGhatWplmjRpYu688856+3e40njz8vIu+286PT3dGGPMsWPHzMCBA02rVq1M48aNTadOnczkyZPN6dOnAzuwy7jSeL19Dzek+TXm6u9pY4z585//bJo0aWLOnDlTafuGNsc1xVPBAQCAVbjmBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGQK05cuSIHA6H9u7dG+hS3A4ePKhbbrlFoaGh6tWrl1/3PXjwYE2dOtWv+wTgO8INYLHx48fL4XDohRde8Ghft26dHA5HgKoKrJkzZ6pp06bKzc3V+++/X2UfQgrQsBFuAMuFhoZq3rx5+vrrrwNdit+UlJRUe9vDhw/rtttuU0xMjFdPxwbQ8BBuAMv96Ec/Urt27TR37tzL9pk1a1alUzQLFy5UbGyse3n8+PEaPXq0fv/73ysiIkItWrTQ7NmzVVZWpl/96ldq1aqV2rdvr2XLllXa/8GDB9W/f3+FhoYqPj5eGRkZHuv/9a9/aeTIkWrWrJkiIiL0s5/9TKdOnXKvHzx4sCZOnKjU1FS1adNGd9xxR5XjqKio0Jw5c9S+fXuFhISoV69e2rRpk3u9w+FQVlaW5syZI4fDoVmzZlXax/jx45WZmak//elPcjgccjgcOnLkiCQpMzNTN998s0JCQhQZGamnn35aZWVll/27btq0SU6nUytXrpQknThxQg888IBatmyp1q1ba9SoUe59f/dvPH/+fEVGRqp169aaMGGCSktL3X0WL16szp07KzQ0VBEREfrJT35y2d8PXKsIN4DlgoKC9Pvf/14vv/yy/vOf/9RoX1u3btXJkye1bds2LViwQLNmzdKdd96pli1b6p///KdSUlKUkpKi48ePe2z3q1/9StOmTVN2drb69++vu+++W6dPn5Yk5efna9CgQerVq5d2796tTZs26YsvvtCYMWM89vH666+rUaNG+uCDD/TnP/+5yvr+9Kc/6cUXX9T8+fO1f/9+DRs2THfffbcOHTrk/l3x8fGaNm2a8vPzNX369Cr3kZSUpMcff1z5+fnKz89XdHS0Tpw4oZEjR6pfv37at2+fXn31VS1dulTPP/98lbW8+eabGjNmjFauXKmxY8fqwoULGjJkiJo1a6Zt27Zpx44datasmYYPH+5xJCo9PV2HDx9Wenq6Xn/9da1YsUIrVqyQJO3evVuTJ0/WnDlzlJubq02bNmngwIHeTR5wLQn0Y8kB1J5x48aZUaNGGWOMueWWW8yjjz5qjDFm7dq15rv//GfOnGkSEhI8tv3jH/9oYmJiPPYVExNjysvL3W1du3Y1AwYMcC+XlZWZpk2bmjfeeMMYY0xeXp6RZF544QV3n9LSUtO+fXszb948Y4wxzz33nElOTvb43cePHzeSTG5urjHGmEGDBplevXpddbxRUVHmd7/7nUdbv379zBNPPOFeTkhIMDNnzrzifgYNGmSmTJni0fbMM8+Yrl27moqKCnfbokWLTLNmzdx/k0vbLVq0yDidTrN161Z336VLl1bavri42DRp0sS8++67xpj/+xuXlZW5+9x///3mgQceMMYYk5aWZsLCwozL5brq3wK4ljUKcLYCUEfmzZun22+/XdOmTav2PuLj43Xddf93wDciIkI9evRwLwcFBal169YqLCz02C4pKcn9c6NGjdS3b1/l5ORIkrKyspSenq5mzZpV+n2HDx9Wly5dJEl9+/a9Ym0ul0snT57Urbfe6tF+6623at++fV6O8PJycnKUlJTkcSH2rbfeqnPnzuk///mPOnToIElKS0vTF198oR07dujmm292983KytJnn32m5s2be+z3m2++0eHDh93L8fHxCgoKci9HRkbqk08+kSTdcccdiomJUceOHTV8+HANHz5c99xzj66//voajw+wCeEGuEYMHDhQw4YN0zPPPKPx48d7rLvuuutkjPFo++51HpcEBwd7LDscjirbKioqrlrPpZBQUVGhu+66S/PmzavUJzIy0v1z06ZNr7rP7+73EmOMX74ZVtV+Lv3Nvtveq1cv7dmzR8uXL1e/fv08xpmYmKi//vWvlfbdtm1b989X+ns2b95ce/bsUUZGhjZv3qzf/OY3mjVrlj7++GO1aNGixmMEbME1N8A15IUXXtA777yjnTt3erS3bdtWBQUFHgHHn/em+fDDD90/l5WVKSsrSzfeeKMkqU+fPjpw4IBiY2P1gx/8wOPlbaCRpLCwMEVFRWnHjh0e7Tt37lS3bt18qrdx48YqLy/3aOvevbt27tzp8TfauXOnmjdvrhtuuMHd1qlTJ6Wnp+vtt9/WpEmT3O19+vTRoUOHFB4eXmmcTqfT69oaNWqkH/3oR/rDH/6g/fv368iRI9q6datP4wNsR7gBriE9e/bUww8/rJdfftmjffDgwfryyy/1hz/8QYcPH9aiRYv0v//7v377vYsWLdLatWt18OBBTZgwQV9//bUeffRRSdKECRP01Vdf6ac//ak++ugjff7559q8ebMeffTRSgHjan71q19p3rx5euutt5Sbm6unn35ae/fu1ZQpU3zaT2xsrP75z3/qyJEjOnXqlCoqKvTEE0/o+PHjmjRpkg4ePKi3335bM2fOVGpqqsepOknq0qWL0tPTlZaW5r5fzsMPP6w2bdpo1KhR2r59u/Ly8pSZmakpU6Z4faH3P/7xD7300kvau3evjh49qpUrV6qiokJdu3b1aXyA7Qg3wDXmt7/9baVTUN26ddPixYu1aNEiJSQk6KOPPqrym0TV9cILL2jevHlKSEjQ9u3b9fbbb6tNmzaSpKioKH3wwQcqLy/XsGHD1KNHD02ZMkVOp7NSaLiayZMna9q0aZo2bZp69uypTZs2af369ercubNP+5k+fbqCgoLUvXt3tW3bVseOHdMNN9ygjRs36qOPPlJCQoJSUlL0i1/8Qs8++2yV++jatau2bt2qN954Q9OmTdP111+vbdu2qUOHDrr33nvVrVs3Pfroo7p48aLCwsK8qqtFixZas2aNbr/9dnXr1k1LlizRG2+8ofj4eJ/GB9jOYb7/XzkAAIAGjCM3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFjl/wOgellAXNZCWAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distribution of tokens\n",
"\n",
"token_counts = [item.token_count for item in items]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Number of tokens')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(token_counts, rwidth=0.7, color=\"orange\", bins=range(0, 200, 10))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "da0a20b4-8926-4eff-bf83-11c4f6b40455",
"metadata": {},
"outputs": [],
"source": [
"def report(item):\n",
" prompt = item.prompt\n",
" tokens = Item.tokenizer.encode(item.prompt)\n",
" print(prompt)\n",
" print(tokens[-10:])\n",
" print(Item.tokenizer.batch_decode(tokens[-10:]))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "2378cb92-305a-49d0-8193-4ae09a0cccf8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"How much does this cost to the nearest dollar?\n",
"\n",
"Cardone Service Plus Remanufactured Caliper Bracket (Renewed)\n",
"At Cardone, quality is the foundation of our corporate culture and the focus of each and every part we sell. We remanufacture all Caliper Brackets to the highest standards to meet or exceed OEM performance. All bolt threads have been thoroughly inspected and tested to ensure trouble-free installation. Feel confident each and every time you apply your brakes, knowing you have Cardone high quality products installed. Meets or exceeds OE performance and original OE design flaws are corrected Application-specific brackets ensure proper fit and function Brackets are coated with rust protection to extend product life Grease pack is included for easy installation Industry-leading bracket coverage offers the most complete list of applications to choose from Manufacturer Cardone Service Plus, Brand Cardone, Model\n",
"\n",
"Price is $36.00\n",
"[606, 11, 5008, 271, 7117, 374, 400, 1927, 13, 410]\n",
"['one', ',', ' Model', '\\n\\n', 'Price', ' is', ' $', '36', '.', '00']\n"
]
}
],
"source": [
"report(items[1])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "50d88feb-d0ee-4abf-a013-7d11a7e4e2cd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average price is $59.66 and highest price is $999.49\n",
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in items]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Price ($)')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 20))\n",
"\n",
"print(f\"Average price is ${sum(prices)/len(prices):.2f} and highest price is ${max(prices):,.2f}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "3718a8e6-6c87-4351-8c27-9e61745b0991",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from collections import Counter\n",
"category_counts = Counter()\n",
"for item in items:\n",
" category_counts[item.category]+=1\n",
"\n",
"categories = category_counts.keys()\n",
"counts = [category_counts[category] for category in categories]\n",
"\n",
"# Create bar chart\n",
"plt.figure(figsize=(15, 6))\n",
"plt.bar(categories, counts, color=\"purple\")\n",
"\n",
"# Customize the chart\n",
"plt.title('How many in each category')\n",
"plt.xlabel('Categories')\n",
"plt.ylabel('Count')\n",
"\n",
"plt.xticks(rotation=30, ha='right')\n",
"\n",
"# Add value labels on top of each bar\n",
"for i, v in enumerate(counts):\n",
" plt.text(i, v, f\"{v:,}\", ha='center', va='bottom')\n",
"\n",
"# Display the chart\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "e741d816-25d8-4372-9caa-d006b85818be",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Minimum: 7\n"
]
}
],
"source": [
"from collections import defaultdict\n",
"slots = defaultdict(list)\n",
"for item in items:\n",
" slots[round(item.price)].append(item)\n",
"\n",
"print(f\"\\nMinimum: {min([len(slot) for slot in slots.values()]):,}\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "75541d34-37e9-4e59-bac8-87fd1d147d62",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"408635"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.random.seed(42)\n",
"random.seed(42)\n",
"sample = []\n",
"for i in range(1, 1000):\n",
" slot = slots[i]\n",
" if i>=240:\n",
" sample.extend(slot)\n",
" elif len(slot) <= 1200:\n",
" sample.extend(slot)\n",
" else:\n",
" weights = np.array([1 if item.category=='Automotive' else 5 for item in slot])\n",
" weights = weights / np.sum(weights)\n",
" selected_indices = np.random.choice(len(slot), size=1200, replace=False, p=weights)\n",
" selected = [slot[i] for i in selected_indices]\n",
" sample.extend(selected)\n",
"len(sample)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "6f56ae0c-c802-436d-be42-6439143b177f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in sample]\n",
"plt.figure(figsize=(15, 6))\n",
"plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n",
"plt.xlabel('Price ($)')\n",
"plt.ylabel('Count')\n",
"plt.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 10))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "1808ccb1-fe91-4ef1-94bf-ec397302b3e6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in sample]\n",
"plt.figure(figsize=(15, 15))\n",
"plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n",
"plt.xlabel('Price ($)')\n",
"plt.ylabel('Count')\n",
"plt.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 10))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "a9bdc6d5-3766-4251-81bb-a1bcebe80ce1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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VKhUnTJigs+2+ffvYvHlzTpw4kRs2bOCzZ8/Yvn17VqhQgR8+fEjrQxdp7ObNmyxRogQdHR05cuRIFi9enA0bNuSpU6eYkJDAtWvXcv/+/QwODmZUVBRPnjxJCwsLnjhxIr0PXXxnEsQTGV5qFaW9e/eyevXqfP/+PUny8ePHLFKkCPPkycO3b98q26nVapLk/v37WbZsWZ4/fz5tDlqkidOnT6dYFhwczDJlyijB23v37tHa2poVK1bkrVu3lO3ev39PjUbDtWvX0tHRkZs2bUqz4xbf39cf4FrR0dHs2bOnTsCOJD98+EA3Nzf++uuvys/Lly9n0aJFaWtryyFDhqTJcYvvLy4uLtVnx759+2hnZ6fznPg73t7eHDFixL99eOIHs3XrVvr4+PDgwYN89+4dT5w4wTx58nDp0qUkqTQGfW3YsGGsW7cuX79+nZaHK/5lGo2G8fHxdHNz44oVK3TWfR3ADwgIYKVKlXj37l3GxcVxwIABzJ49e4pgzMSJE9mrVy++efPmux+/SFvJ6x7Jv18WL17MmjVrsmrVqiT/+j5JzahRo9isWTNpVM5kUquXDhs2jG3atFF+3rdvH01MTNi2bdtUr//s2bNZo0YNaQD4CUgQT2RY3/oIJ8mRI0eyY8eOJMlBgwYxe/bsbNOmDe/evatsc+XKFa5YsYLNmjWjiYkJR44c+b0PWaSR5B9Nr1694o4dO5QX2rRp01izZk2SZKNGjZgzZ04OGTJECfiSZFhYGNu2bUsPDw+am5tz+fLlaXsCIs3MmTOH/v7+HD9+PMPDw0mS169fZ/bs2Tlr1iySf1WmDx48SENDQx45ckTZ/8mTJ/z06ZPys1SqM4+XL19y165dys/+/v6sWLGizjbJr/enT5946NAhbtmyhW5ubnR0dGRwcHCaHa9IWy9evKCXlxctLCw4bNgwHj16lBqNhm/evKG/vz8LFCigvIsSEhKYkJDAgwcPcvjw4SxZsiTt7Ox47NixdD4L8X+lfQasWbOGsbGxyvLp06ezbdu2OkH/kydPMnfu3Hz06BHJpJ7ftra2rFu3LhctWsTjx4+zfv36LFCggDQcZjJff7OMHz+effv2ZUBAgLLszJkzNDAw0BkFoHX16lVevHiRvr6+zJ07N7ds2ZI2By6+u+T3Rnx8PF++fEkyaVRZtWrVePjwYX758oW+vr7Mnj07/fz8GBERoexz4MABbt++nfXq1WOuXLm4cuXKND8HkfYkQYvIsLQ5aDZt2oTJkyfjwoULyrpXr17h3r17sLGxwYkTJ7Bjxw6sX78ejo6OuH79Ol6/fg19fX1cvnwZ2bNnx+3btzFu3Lj0OhXxL9HOHGloaAiSeP36NdatW4euXbsiODgYAFCmTBmcO3cOhoaGMDU1xblz5zBlyhTkzJkT58+fR3BwMGxtbeHq6oqmTZsiKioKvr6+ACBTt2cioaGhcHV1xbx585AzZ05s2rQJPXr0wM6dO+Hs7IzevXtj3LhxiImJUXKZ1a5dG3Xq1IGvr69yrxUsWBDGxsZQq9WSYDoDU6vVKZYNGTIE48aNw6lTpwAATk5OuHbtGhISEgDoJpl+8eIF1Go1tmzZgkmTJqFWrVq4e/cu3N3d0+4kxHeT2v2xYcMGREdH488//8TEiRNRs2ZNqFQqmJubo23btjAxMcHIkSMBAFmyZMGHDx+gVqvx4sULdOrUCY8fP0aNGjXS+lTEvyB5XUD7PGjfvj1MTEyUuoadnR2ioqLQpEkT3L9/HxqNBp6enjA1NcWBAwcAAG5ubtizZw8MDAywbNky+Pv7I1u2bPjzzz/RsmXLtD8x8d1ov1levnwJLy8vrF+/Hk+ePIGPjw8mTpyIz58/w8PDA76+vhg4cCCAv2ZBj4iIwIEDB9C8eXM8ffoUZ8+eRfPmzdPtXMS/S3tvzJo1CyVKlMC0adOQkJAAMzMz3Lt3DytXroSdnR0ePHiAI0eOYNGiRciXLx/u3r0LAAgPD8fChQthZWWFBw8ewMfHJz1PR6SVdA0hCvFf0Gg0KVorWrVqRWtra7q4uDBfvnycM2cOSfLo0aNUqVTs3r27zj6RkZHs1asX169fTzJp6JxWYmKi9KLJJEJCQpgtWzb27NmTcXFxdHFxoZ+fH9++fcuHDx+yTp06dHd319knKiqKrVq14syZM0nq9rBJSEhI0+MX39+ECROUobEkGRQUxBw5cvDXX39lYmIinz59SgcHB/bo0YPkX/dDaGgo9+zZky7HLL6P5H/rX758Uf594cIFVqhQgYMGDeKXL18YGhrKAgUKsE+fPjr737p1ixMnTuTnz5/55MkTnV69InPRXtvo6Gi6uLhw4MCBJP+6h7Tvik+fPnHOnDlUqVTcsGEDe/fuzZo1a/LPP//UqZPIuyXjunr1aophsDt37qRKpeK5c+dIJt0HlSpVYo0aNZQeV40aNeLvv/+ukzdPo9EwOjpap3eNyFzi4uJYp04d9u/fn/369WN8fDzJpGG0uXLl4v79+0km1TEsLS05ePBgkuTZs2c5Z84cPn78mH/++adSnnyzZB7R0dFs3LgxCxUqxPXr1zMoKEh5towcOZIqlYpr1qzR2SckJIT9+/fnw4cP+fnzZ0ZGRirr5N74OUgQT2QIyR9GMTExfPr0KcPCwti/f3+l4jNu3DgaGhry6dOnJMm6deuyfPnyXLZsGcPCwnj+/HlWr16d7u7uvHLlik75f5d7QmQcYWFhnDp1Kv39/TlnzhwlSLtixQoWLFiQ27ZtI0lu2LCBOXPmpK+vL1euXMnVq1ezcOHCrFKlSop8V/IizLhSG3KvVqsZHR1NLy8v7tixg2q1mj169GD27NnZqVMnnckKVq9eTZVKxWvXrqXlYYs0kvz+OHnyJOvUqcNmzZpx/fr1SjBv6NChdHd3Z2BgIEly1apVVKlUHDJkCLdt28bVq1fT1taWvr6+koMmE3v79i0bNmzIsWPHKoE3baJxksoHeXIfP35k79696eTkRDc3N4aEhCjrvk5sLzKW4OBgFi1alJMmTeK7d+9Yr149Zfirk5MTW7ZsqeQ6fPr0KQcPHkxTU1MePXqU9erVY5cuXUh+Oz+ayNi+FZxv3bo1VSoVhw4dqrO8QoUKbNSoEZ8/f06SXLlyJQ0MDFi2bFmqVColv6bW36UTEj+21P7OT5w4QWdnZ164cCHFups3bzJPnjzs2bMn//zzT378+JHHjx+nu7s7mzdvrgy91ZYt37M/DwniiQxl0qRJNDExYbly5ejo6Eg/Pz/lgfjy5Uu6ubmxUaNGJJMqTr1796axsTErVKhAc3NzdurUSaenhci4tJWY5C/ECRMm0NramoULF+azZ890KlLVqlVjo0aN+OTJE5Lk7t276eHhwQoVKrBkyZKcPn162p6ASDM7duzg1q1bdZKE29ra0tvbmwUKFGDFihV56tQpZd29e/f44cMHfvz4kW5ubpwyZUp6HLZIAx8+fODVq1dZtGhR9u/fn/Xr12eJEiU4ZswYkkkz0np6evK3335TJsOZN28ePT096eTkxEKFCnH+/PnpeQriX/Dq1Ssl6JJaQI4kmzdvzpo1a/Ls2bMkyb59+7JYsWJKY5H2XXTjxg2eOXNG2U/7ziGlwTCzUKvVHDRoEPPkyUNDQ0O2bt1a+Zg+ceIEVSoVd+zYoRNsGTFiBMuXL09bW1vmzZtXZq3+CRw+fJgXL15Uni2xsbE0NTVl7969dXLpnj17ltmzZ2dAQIDy/Nm/fz+XLVsmjUOZxN8FXqdMmcICBQroLEv+/XLgwAGWKFGCFhYW9PT0pImJidJTU/y8JIgnfmjaSvHZs2e5f/9+1q9fn7t37+bcuXNpbW3N1q1b6zzo9uzZQ5VKpUytnZCQwAcPHvDChQs6PWykFSvj+vojKHlFKDw8nN7e3jQ3N+e7d+9I/jU87uTJk8yfPz8XLVqkE8h9/fq1zkeb3BsZV/Ih9xqNhq9fv2alSpVobW3NPHnysF69egwKCiKZFPBVqVRcsmSJThnXrl3jwIEDld53Xw+XEhnX1y3gV65cYZkyZejp6akE4t6+fctx48axYMGCvHHjBkly4cKFLFOmTIp75f79+xKUyQRu3rzJChUqsH///soytVrN7du389mzZ8qy+/fvs0SJEhw8eDDj4uJ46tQpli5dmu3bt2d8fDwTExMZGhrKxo0bc/78+SmCNPJuybiS/51rNBq+e/eONWvWpL6+Phs3bqys017jBg0asFy5csrIEK1ly5bRzs6OHTp04JcvX6T3XSZ18OBB2tnZ0cXFRZm4RDsh1uTJk2lmZsaLFy/q7NO+fXs6OjqmGClEyrD7jOzr535AQACHDh3KrVu3KssmTJhANzc3ZSRQ8ufCx48fSSY1Bp08eZIbNmxQGhRTK1/8PCSIJ344X1dq4uPjqVKpaGZmxmnTpinLN27cSAMDA50X4YcPH9iqVSsWLVo01bLVarV8dGUSW7ZsYaVKlVi3bl2OGDFCGYawefNmOjs7c/z48cq22nuqU6dOdHZ2VnpSJF8nL8KMLflzIzo6mhqNhkFBQfT396dGo+HBgwfZqFEj1qlThxqNhmFhYcyfPz99fHx47do1fvjwgWfOnKGHhwcbNWqk8/FOSg+ajOxbz/07d+6wVatWzJYtG2/fvq0sv3btGmvUqMEmTZqQTHo2NG3alDVq1NDJSSQyh7i4OPr5+bFatWrKcKbt27fTwMCAq1ev1tl2zJgxLF26NA8cOEAyqUd3rly5aG9vzzp16jB79uz89ddflUYkkfElrxtoG3XUajVv377NOXPmsFixYjx8+DBJKoHbZ8+eUU9Pj3Pnzk3RSBgVFZWGRy/S2uPHj1mhQgWlN/eTJ0/YrFkzmpmZKdtoA7nJ86c+f/6crq6uvHfvnk55EujNHGJjY+nt7U0bGxvWqFGDhoaGHDJkCMmkTgZ2dnacN2+ezj5//vknFy9enGp5kvdOSBBP/DBSa2nSfnitXLmSKpWKK1as0Fnv6elJLy8vxsXFKcvOnz9PCwsLpReFyFw0Gg2HDh1Kc3NzTpkyhb169WLJkiXp6urK2NhYfvnyhd26dWPVqlWV3lTa+yMsLIzVq1fn/fv30/MUxL/o60rMgAEDaGVlxYYNG7JGjRo6uWQ2btzIkiVLcu7cuSTJY8eO0cnJiblz52bVqlVpYmLC3r17S8UoE0kevLt9+za3b9/O0NBQZdnOnTuZN29eTpw4UWcfbR7N3bt3kyS3bt3K5s2b6/ToFhmbRqNRemVfvHiRdevWpa+vr7K+QYMGbNCggU6ANyYmhk5OTmzTpo0yCcG1a9e4YcMGjhgxItUGIpHxvXz5km3atGGNGjXYo0cPnj59miR59+5dNm7cmHXq1FG2TZ5PM0+ePLx69Wp6HLL4zr7V8LtgwQK6uLiQTPqu8ff3Z86cOdmhQwclpUdgYCCNjIy4b98+kvKsyMzUajV9fX05dOhQ9u7dmzExMfzy5Qs3btxIPT09Hjx4kCTZs2dPlipViqNGjeKtW7d4+vRpVq1alV5eXnz79q1OmXK/CFKCeOIHtGzZMk6bNo3bt2/XWV6kSBE2b95cJ6/VhQsXaGRkpNMtWa1W6wT1RMaVWmA3MjKSbm5uXLRokbIsIiKCZmZmSrLgY8eOsWrVquzbt+/fliUyj8uXL/Po0aP09PTkxo0b2bRpU+rp6en0pHn9+jV79+7NUqVKKT3tHj9+zNOnT3PDhg06Q5+kZ2bm8fnzZ3bo0IGmpqZ0dHSkpaUl/fz8qFar+eHDB/bp04cuLi461z8sLIytWrWinZ1dOh65SAuRkZHctm0bfX19Wbp0ae7atYtkUv3C2tqaM2fO1EnbMHToUObPnz/F8GotSS6euZw4cYJWVlZs1qwZx4wZw6pVqzJHjhxKaoZ169axePHiXL58eYp9c+XKJbOZZ3LJc15qNBpOmTKFffr04YIFC5g3b15WrlxZJ7ivrYuWLl2aZcuWTTGbudQ9Mq5vXbt+/fpRpVIpE9po1a9fn+7u7kxISGBUVBRnz57NbNmy0cXFhTlz5mS3bt3kfhDfJEE8kab+rmJ76tQpFi9enIULF2a9evVobGzMgQMHKsMkDx48SJVKxd27d+u0QrRp04YWFhYpkr/Kgy/jUqvVOtf4+PHjvHPnDkny4cOHVKlUys/aoSoLFixg9uzZlVbw4cOH09HRMdUKtNwbGVdqszqeOnWKKpVKZ5hbREQEf/vtN9rb2+tse/ToUVapUoVdu3ZNtXwZopCxpXbtpkyZwpIlS/L+/fsMCwvj7t27aWBgwEmTJlGj0fDMmTOsVKkS/fz8dPbbuXMnx40bx4SEBAnKZDLa+2TevHnU09Nj69atWa1aNapUKjZr1kwZDtutWzeWK1dOmfhGrVazbdu2NDc3Z5MmTXRyE2nXi4zp62unvUcGDx6s09OOJGvWrMnq1aszIiKCUVFR9PPzo4ODA69fv84ZM2awY8eOjI+PZ2xsbJodv/i+vn63nDlzhiVLlqSDgwPbtWvHmzdvkiRnzJhBlUrFQoUK6TQiJiQkcMWKFdywYQPJpBzOly5dSrsTEN/N1w032u9WrXfv3tHBwYGdOnXS2TY0NJT6+vo6DUJPnz7l5cuXdVK6yDeLSI0E8USaSP4AevXqFW/cuKHzkHvy5AmbNm3KgQMHKssCAgJobm7OZcuWKT3rateuTQ8PD52HW2RkpLR0ZlIHDx5kkSJF6ObmxoCAAMbGxjIsLIwuLi5KzjvtvRUREUFzc3MGBgaSTBriNGTIEJ1WUpGxJe9NmbxC/fbtW3bq1Ik5cuRgeHi4svzUqVMsWLAgx40bpyz78uULBw8ezHLlyvHVq1c65UvwLmNLXoles2YNf//9d5JkpUqV2K9fP51txo0bx0KFCvH27dtMSEjglClT6OTkpEyK9HV5ImNL7W87MjKSJUqU4MKFC5Vlw4cPp5OTE2fPnk0yqb7i5ubGatWqcd26dZw6dSo7duzIEydOKLORiowveR316177pUqVUp4l2kbCu3fv0tjYmNu2bSNJBgcHs169eixQoACtra25d+/eNDpykRZSC6K0bt2aEydO5JIlS+ju7s5SpUop6/Lnz8927drpjBzav38/a9WqxdWrVzMhIUF5Jkm9I+N58OBBqpOeXblyhdWrV2epUqVYu3Zt7tixQ1m3cuVKGhkZKXl1tdd90KBBtLCw0EnzoZWYmCj1EPFNEsQTaUatVrNv374sU6YMW7duzVatWinTrr98+ZLbt29nXFwc1Wo1+/Tpw5w5czJfvnz08PBQJq94/PgxVSoVp06dqpMsWGR8X7+oli5dyvz583Py5Ml8/vy5kgw6OjqaPXv2TJHb7sCBA7SxsVFaQ0XmNW3aNPbt25eTJk1S8lJduHCBWbNm1RnS9OHDB44ZM4Z58+ZlZGSksvz58+fy/MjA/q5VOioqikFBQSxYsKDy4V2qVCllqH3ymanNzMy4YMECkuSlS5dYqVKlb/bQFBlT8hmrky8jk/Lg5cuXT5k1kkwact+yZUud98uhQ4fYsmVLFipUiMWKFdPZXj6wMo+YmBj6+/uzZ8+ePHbsmNJ43LFjR1aoUEHZThvkq1q1Kjt37qwsj4+PZ3BwcNoetPiuvn52jB07lhMmTOCUKVPYuXNn5e//2rVrzJEjB6dMmUKS3LBhA4sXL05HR0cOHz6cv/76K01MTDh69Oi0PgXxLzty5AgrVKjA48ePK8vUajXnzJnDPHnysE+fPtyxYwdHjhxJExMTnjt3TnnnlC9fno0bN9ZpKIiNjaWdnR3Pnz+f5uciMjYJ4ok0sXv3blpbW9PDw4OHDh1iSEhIikSdcXFxjIyMZN26dVmlShVevHiR4eHhVKlUHDt2rLJ9ly5d2K9fP6k8ZxJfV5K0wZVu3bqxffv2JP9KQK7NSxQcHEwPDw9WrFiRx44d4/Xr19m4cWPWrVuX0dHROuXJfZLxaStAN27cYPHixVmsWDGOHDmSxYsXZ+PGjZUhtP7+/rSystLJiXnz5k0WLVqUjRo1SlGuDFHIuBITE1OkUDh+/DiLFi1KDw8Prl27lmTSB/fIkSNZtGhRZYik9hlToUIF+vv7K/tfv349bQ5epInkPVzev3/P1atXMyQkROlBFxwcTDMzMyW3mfZdERAQQGNjY44dO1anvK9njRQZ19fP/ufPn7NChQqsVq0aa9euTXNzc65Zs4YkuWPHDhYuXJjr1q0jmXRfxcTE0M3NTenlLe+SzO3JkyesVKkSixUrxkqVKtHY2Jhdu3ZVnhnx8fEcO3Yss2XLpuS4u3r1Kvv168du3brxt99+05kUSXrfZTzaIFt0dHSKNAovX77kmDFjdPKzL1myhCqVir/++qsy8uzkyZM0NDRURo9p7wN5foj/hQTxxHf39OlTVq9enb///js/fvyos+7cuXNKBZokt2/fThcXF2Vm2SdPntDCwoIlSpTgzp070/KwRRpIXpFZsWIFO3fuzJCQECYmJvLXX39l48aNOX36dHbv3l3pCfHbb7+RJO/cucOyZcuyePHizJMnD+vWravT20pkbKkFX3///Xe2bdtW+TkwMJAmJiZKsPfBgwe0trbmkCFDlG3i4+O5bds2Hj58+PsftEgTT58+pYWFhdIjaubMmTx69ChDQ0NZv3595syZU2eo44kTJ1iuXDmdXjOhoaEsUqSI3BeZ0NcfyDNmzKCxsTFLlSrFfPny0c3NTUmzUK5cOTZv3lwnd9mhQ4eYK1cuFilShMeOHUtRvnxwZVxf3xvBwcG8efMmz507x169einL27Vrx+rVqzMkJIQfPnygn58fc+XKxe3bt/Pu3btcuHAhbW1teebMmbQ+BfGdaesearWaHz9+ZLVq1di3b18OHjyYJPnixQv27NmTNjY2OsGc8PBwFitWLEVv7uTPC8m5m/Go1WrOnj2bFhYWyrcpmTT6Y/r06crPISEhJJNyJTo7O9PZ2ZmzZs2iSqXSSQvVuHFjFihQIEW+THmviP+WBPHEd6N9EU6YMIG5c+fm7du3lXWRkZH85ZdfqFKpmCdPHmVbf39/uru7K3mt1qxZw549e7JKlSq8cOGCTrnSwypzuHHjBl1dXVmwYEGOHz9eae06fPgwO3bsyEKFCrFPnz6cNGkSFyxYwFy5cin5ij58+MCnT5/y7t27SnlyX2QecXFx3L59O9++fcv379+zatWqPHz4ML98+UJfX19mz56dfn5+So5MjUbDhQsXUl9fnw8ePEjnoxffU61ateji4kIbGxtaWVkpuexWrlxJU1NTrlq1Stn2y5cv3LBhA7NmzcpKlSqxW7duzJ8/P+vXr6+kdBCZw9fP/+DgYDo4OHDTpk388uULz5w5wwoVKrBChQr8/Pkzz549Sz09Pc6cOZMPHz4kmTSRgY+PD6dMmSJ57zKp6OhoVqtWjTlz5mTu3LlpZ2fHP/74Q1l//fp1litXjv369ePnz5/58eNHtm3bloUKFaKdnR3z58/P7du3p+MZiO/py5cvStClfv36VKlUnDBhgrL+1atXtLCw4MiRI5VlGo2Ga9asoUqlSjWti9RNM65Tp06xdu3a9PHxUZZ169aNJUuW1Mmjq62nDhw4UBk95u7uzipVqigBwOfPnyujR4T4v5AgnvjuGjduzIYNG5JMamn48uUL/f392aZNG27ZsoXFihXjgAEDSCblJcqaNSurVavG+vXrM1u2bDx9+nR6Hr74F6VWifntt9/o7e2d6vba4bPaFqp3796xfPny3LhxI0ndVvXUch+JjCO11umlS5fS2NiYZNKwSEtLS7Zq1YpWVlasVq2aEtgnk3pmfvr0ie/evWPJkiW5aNGiNDt28f19nWy+Ro0a1NPTY8OGDXXy3IWHh7NDhw50d3dXnh9aQUFBHDNmDJs3b86VK1emyXGL7+Pr50Xyd8utW7fYtGlTfvjwgaNHj6aTk5NOgvDw8HAaGRkp+TPHjh3LEiVK0M7OjnZ2dixatKhOo6PIPNRqNefNm8f58+ezT58+jIiI4OLFi2lra5uiHjJmzBiWL19embxCo9Hw1atXUifN5IKCgujp6alMShAVFUUDAwP+/vvv/Pz5s7LdggULaGpqyjt37ijL3r17xyVLlqR4X4mMTaPRcPbs2XR0dFQmrdFOZtOxY0fl3bJx40YWKFCAV69eJUk+evSIZcqUoUql4qhRo+S+EP8qCeKJ7yo+Pp4dO3ako6OjTiJ57YxNX7584Zw5c2hubq7MzLN161YOHjyYHTp0UFrGSelqnJF969o9efKEZcuW5axZs0iSZ8+e5alTp7hhwwaditGbN2/4+PFj+vj40MXFRWdCC5HxfeuD/ObNm8yXLx9PnTpFkhw2bBhVKpWSm0grJCSEAwcOVO6Z1GYNExnT14H/7du3MzExkQcOHGCnTp1oZ2eXIuCyY8cOurq6Kj0n5N2Refxdb5aEhAQGBwezZs2abN26NWNjYzlz5kwWLlxY2UYb8PX19aWbm5tS5sOHD7lkyRIuW7bsH/8+8WNL7doFBQWxZMmSNDMz08lfNXr0aFaqVIm7d+9Wlr1584Y1a9Zk48aNZZb7TCq1xsOIiAgWL16c/v7+Si6zYcOG0dLSUplZlEx6r5QtW5a//PKLvGMymeTXU/scuXv3Lr29vVmzZk1l3ZQpU+ju7q7kzwwODqaenh7Xrl3LR48eceDAgZwzZw6PHj2q5OQV4t+iByH+RyT/4zYGBgaws7PD+/fvsWnTJgCARqOBubk5SMLIyAgeHh5ISEjAkiVLAADe3t6YOnUqVq9eDXt7e6jVagCAvr7+9zsZ8V1pr92WLVswaNAgzJs3D2/fvkXBggVhY2OD9evXw8bGBmPGjEHfvn0xcOBAtGvXDi9evMD+/fvh7+8PDw8PhIWFYffu3ShSpEg6n5H4N6lUKrx+/RqLFi1CZGQk9PSSXk1qtRo2NjZ49eoVAKB169bInTs3Lly4gOvXryM2NhbHjx9Hr1698PTpU5ibmwMAsmXLBpLQaDTpdk7i36G9F1atWgVLS0vMmDEDAQEBqFu3LlasWIH3799j+fLliI2NVfapUaMG6tSpgy1btuD+/fvQ19f/R+8r8eNiUqOzcj9s2rQJc+fORVBQEN6+fYvXr1+jadOm6NmzJ4oXL44NGzbAxMQENjY2yJ49O9asWQMAyJIlCwDAysoKhoaGiI6Ohkqlgr29Pbp27YrOnTsDABITEwH8df+JjIMk1Gq1cu2SPxvKly+Ptm3b4tOnT7CyslKWt2rVCrly5cK6deuU7c3NzdGsWTNYWFjAxMQkbU9CfFfav2+VSoWHDx9i//79yrJ8+fKhR48eOHHiBI4fPw4AmDhxIkhi8eLF+PjxI4Ckeu3o0aPx6NEjREdH65Qv75uMS6PRKN8sL1++VJ4jjo6OaNSoEV6+fIn58+cDAFq2bIkCBQpg69atiIyMhLu7O9q0aYNhw4bB1dUVhw4dQs2aNVGzZk2YmZlJnVT8u9ItfCgytOHDhyvJW7+VpFXbehEWFkY7OztWr15dyXWX3ObNm1mzZk3eunXrm2WIjC0iIoK1atWipaUl/fz8WLhwYdarV49Hjx7lp0+fuGrVKi5fvpxBQUEMDw/nqVOnaGdnx8DAQL5584YLFy7UGcIi90XGllqr9bJly1isWDFWq1ZN6alLkg4ODpw8ebLy8/79+1m8eHFaWFjQ09OTJiYmSsJpkTmtWbOGhQoV4pIlS/j+/XtGRUUp65YsWUITExOePXtW51107tw5Ojo6cvz48elxyOI72bdvH+3s7Ghvb89SpUrR2NiYvXv3Jkl2796dxsbGXLhwobJ9eHg427dvz/Lly+tMfFSvXj0ljYfInJ48ecLmzZuzdu3a7N27Ny9evEiSvH37NmvUqMFffvlFZ/s//viDHh4enDdvXnocrkgDyeuO79+/Z3R0NLt27crixYvz8uXLOtvWqFGDLVu2VHp6r1u3jqampjx69GiaHrNIG8nrpc+fP2fdunVZqFAhNmjQQOmh/fr1a3bv3p2urq7K+2TVqlWsWLEip06dSjKpR/itW7d48uTJtD8J8VORIJ74n8ydO5cqlYr37t0j+Z8DeXPmzGG+fPno6enJ69ev89atW7x8+TK7dOlCCwsLzpgxQ2ZsyiRSC9AsWrSI1atXZ0xMDMmkWURz5crFJk2aKMuS27Nnj84Mgv+pfJFxJP87v3z5sjKMXqPR8MmTJ7S3t2eTJk24b98+kmSvXr1Yq1YtnTKePHmiDLtOnnhe7o2MTXv9vs51WatWLXbp0oXkX++U5Nu4uLiwcePGfPjwIR88eMBhw4aRZKrJxUXG9OHDB7Zt25YqlYqzZ8/mhw8fGBUVRX9/f+bNm1eZndjFxYVNmzbV2TcoKIhVq1alubk527VrR1dXVxYqVEiZTVBkPF/XF7/ONbVv3z5aWFiwbdu2HDFiBD08PGhhYaFMnLV8+XI6Ojpy/fr1yj5v3rxhgwYNWKdOHRn6lskFBQVRpVJx7NixSr1jzJgxOvXRPXv2ME+ePJw3b55yv9nb27NatWopUnZIrrPM4/bt2xw4cCDbtGnDtWvXsnPnztTT0+OKFStIksePH2e5cuXYv39/kknvps6dO9PZ2VlnuLWW1EvF9yJBPPFf0X5AxcTEsEqVKqxdu/bfbq998SUmJnLt2rUsXLgwjYyMWLJkSdrZ2dHDw0Nnym6RcX3dO+7Fixckk15w9evX54YNG0gmJRG3sLBg/fr1dXpfnj59moGBgezWrRuzZcvGMWPGUK1WK/eQBHkzj3PnzrFEiRJ0cHBgnjx52LNnT2WSigsXLrBTp060sLDgtWvXOGLECLZo0YKvXr365j2QmJgo90cG9vWzI3n+1CdPntDZ2flvJyo5d+4cra2tWapUKRoaGrJ9+/ZyP2Qyb9++pYuLC1u0aKHzoX316lXmypWLkyZNIpn0fnF3d+euXbt09o+Li+PMmTPZs2dPjhs3Lk2PXXw/X08yoZ14wM/Pj40bN9ZZV7FiRWVG6hcvXrBDhw6sXLmyzgQ4ly5d0unpKzK25HVIMmnW4Z49e3LIkCFcvXq1kiNzxIgRdHJy4pEjR3T2L1q0KGvWrKnMQHr//n35Zskkvq53fP78mT169KBKpWL16tV1Zq739/dnsWLF+OeffzIuLk6ZMOnSpUskkwK+Y8eOTbVTghDfiwTxxD+W/IEXERHBAwcOUKVSKS+9bw1xTP4CjYyM5OnTp7lv3z6lRVS7r3x0ZQ7bt29n2bJl2apVK+WaOjs709vbmyVLlmSxYsWUWb/IpG7riYmJ3LFjBytUqMD69eun2polMqavWyHv379PFxcX9u3blw8ePOCSJUtYs2ZNli9fXmnNjomJYYsWLVijRg3WqFGD+fLl48ePH1MtX54bGU9cXFyqyzds2MBKlSqxadOm7NKli/KBVaRIEfbs2VO5P7TX/NmzZ0qPiEuXLnHNmjV88OBBGpyBSEvaukVAQADLli3LuXPnKusiIiJoaWnJLVu2kCTv3bvHhg0b0tvbW7k3kgeFkz8vpPdMxrZjxw5aWlpy3759vHbtGr28vJSgXuHChZXhbdrnyMWLF2lsbMyDBw8q+zs6OnLIkCHpcwLiu9BoNIyMjOSwYcOUQMzTp09JJg2ZtrS0ZKFChfjixQvl2RAXF8eSJUuya9euymQWd+7coaurK3PmzMkZM2YwISFBeX5ISpeM7Vu94/bs2UNHR0fWq1ePJHXuj7x58yqNRRcuXGCVKlVSjBIRIi1JEE/8V+Lj4+nj48NChQqxQ4cOVKlUygxv/0RqH9zS1ThziIuLY69evZgrVy7OnDmTO3bsUCpQc+bMoUqlStED4s6dOxw8eLDSspn8A1ytVktFKQP7+u96yZIlDA0N5datW5k7d26dVs7Dhw/TxcWFY8aMUZYlJCRw3LhxzJMnD1UqFa9fv55mxy7+fWq1mnFxcaxTpw7/+OMP5f5Qq9VMSEigv78/raysOG3aNK5YsYKlS5eml5cXX758yYCAAGbNmlWZpVhr3LhxXLlyZXqcjkhDyesN3t7ebNKkCZ8/f85r166xUKFCdHd35/Pnz5XtlixZQg8PD2XW89TKk+B/xqWtF7x9+5YtWrSgpaUlDQ0NOWjQIMbGxpIkmzdvrswiqdFolH3Kli3Lfv36kUwaPjt69GidRkWROTx+/JgqlYoLFiygr68vVSoVT58+reTINDMzU+4JbZB3w4YNdHJyYvPmzRkUFMTWrVtzwYIFPHbsWHqeivgXJf+meP36NYcPH86AgABeu3aNZFKexH79+tHU1FRpONY2Onbt2pWenp7K/suXL+f27dt1ypVvFpGWJIgn/iuTJk2ig4MDQ0JCeOvWLY4bN46GhoZKZfnvHmBfr5NKdMaVWuD1+vXrLFWqFPfv359i3eXLl1miRAl6e3vzxYsXjI2N5d27d9moUSNWr16d9+/f/4/li4zp+fPnrFKlCitWrMg///yTCxcuZMWKFXVy2UVHR3PAgAGsUqUKo6OjleUajYZBQUF89OhRehy6+Bd8/dxv164dCxcurBOwj4iIoIeHB48fP64sa9y4MXPlyqUE7mrUqMFSpUrR19eXmzZtYp06dWhra6v0qhGZm/adcOzYMZYuXZrFihVjzpw5OXz4cGWb5MGdX375Rac3nsh8wsLCaG9vTyMjI53JjTQaDdesWUMHBwfu3r1bWRYVFcWSJUt+M7grMjbt37+2h22VKlVoYGBAV1dXXr16Vdluz549LFq0qNKonLy+uWDBAlauXJkFChRg/fr1+fbt2xTlix/ff/q+PHbsGE1NTVmmTBkWL16cpqam3Lx5M9VqNW/evEk7Ozt27txZZ5/69euze/fuch+IH4YE8UQKGo0m1SBKQkICnZ2dlWSeJBkbG8vhw4czR44cOi+7vytPm7NEgngZz9fDnq9cuaIkgF63bh1z5cql08Mq+fC3c+fO0cbGhgUKFGDNmjWZPXt2ent7SwLpTOrz58+sVasW/f392bNnTyU4t2XLFubLl4/Hjh3TqQyNGTOGZcuWVVrFvyaB3Yzl6+f7uHHjOHToUMbFxdHExISjR49W3gXbtm2jo6MjSXLatGk0MzNjzZo1ldkkyaRW8zlz5tDDw4Ply5dnhw4ddAK+4ucxcOBAWltbK4nGSer07CSTkpPLx1bmdOTIEU6cOJFkUgPhsGHD6OzszIcPHyrbhIWF0dfXl5aWlty9ezfv37/P6dOns1ChQilmIRUZ29ffGNpZZ8uWLUtjY2P+/vvvOtu/f/+eAwcOZMmSJZUGwuQpHmJjYxkWFqZTvsg4Urte2mWXL1+ml5eXTi/+uLg4+vr6smzZskqj4OzZs6lSqdi7d28GBgZy5syZzJEjh85EOEKkNwniCR3JH34vX77k/fv3dZL+enl5sUePHjr73Lx5k3ny5KG/v3+KMpLnnHn06BHbtGnDVatWfaejF2nlyJEjdHJyYuXKlZWX3vz58+nk5JRq0l/tx/rdu3d55MgRLlq0iFeuXFHWy8dWxvat3FLNmzenSqXigAEDdJaXKVOG3t7eysy0JNm3b182atRI8lRlAsn/nnft2sX8+fPTzs5OeVZMnz6dZmZmymQmZ8+epa2tLa2srFisWDFu2rRJ2f/Bgwc6z5TPnz9/s8FIZDz/TT5c7X0VGhrKChUqsHfv3koj0LfeIRL8z9i+nrFarVZz5syZVKlUSm/eo0ePskqVKsoM1lqvXr2it7c3CxUqRFtbW9rY2CiznovMJyIigh06dKCPj4+S1y4gIIAmJiYpJkA5deoUPT092b1792+W960ODeLH9+DBAzZq1IgLFizQWX7hwgVmz56dhoaGDA4OVpZHRUWxUqVK7NmzJz9//sxHjx6xYcOG1NfX56hRo+jm5ibD7sUPR4J4IlUDBw5k1qxZWaJECdapU4cxMTFUq9Xs3r0769evr/NR9fr1azo4OFClUiktnF8nku7Tpw+zZ8/OFi1aMDIyMs3PR/xz/6nSsnLlSlpaWnLChAm8efOmMizy6dOnNDY25uzZs3UCv2FhYUqC6a9J3ruM7euP71OnTvHevXvKzzExMTQxMWG3bt10JqY4e/YsnZycWLJkSU6dOpWdO3dmjhw5uHnz5jQ7dvF9PX78mB4eHsyZMyenTZuWYr29vT3btGnDuLg4Pnz4kDVr1mSpUqV0nh0ajYaDBg3SGTIpMo/k75qvZ/X7VmBPu3zq1KmsWLEiAwICvt8BijTzd/UAbSOgVkREBKtVq8bq1auTTOpJM2XKFDo6OvLkyZMp9o+MjOSZM2f+3QMWP5S5c+fS1NSUTZo04Z49e3j79m1lXYkSJfjrr7/yzZs3yrKEhAROmzaNuXLlUmaeFZnHokWLaGVlxezZs3P+/PlKL92PHz9y8uTJNDIyUtL4aL9XZ82aRTs7OyYkJDAxMZGbN29m7ty5uXXrVp2y5ZtF/CgkiCdI/lUxPnXqFHfs2MEmTZrw6NGj3LNnD3PlykVfX1+q1WoeP35caQHXunXrFps3b85SpUrpJKYnyaVLl9LKyooVK1ZMtXIlMg5tcugGDRqk6I2p/RgbNmwYCxcuzIkTJzI0NJS3b99m27Zt6ebmpjM8QVueyLiSV2ROnTrF/Pnz09bWljlz5uTvv//OW7dukSTHjh3LXLlypRjCdPXqVfr7+7NBgwb08vKSGYkzkbdv39LZ2ZkFChRQEs1rff78mR8+fGBQUBBVKhUDAwNJkgsXLmThwoXZu3dvnjlzhleuXGHTpk3p4OAgLeCZWExMDLt06cJatWqxa9eu3LBhA8n/HMSLiYmhq6srf/vttxQBQJFxJQ++kEkBuxIlSnDQoEEk/7r+e/fupZ6envL8uHr1Kps1a8by5cszPDycffr04bBhw/j+/fu0PQHxXaUWQHn27BnLlCnDjRs3prrP8ePHqaenp/MeCQ8P54sXLzhp0iSdFDAic5g9ezZHjBjBXbt2sWXLlvT09FQakp8/f85ChQqxW7duOvsEBgbS1NRU+VZ5+fIlO3ToQGdnZ2Ub+W4RPxIJ4v2kUnsQvXz5kiqVivnz59fJNbNnzx7mzJlTmYVnxowZLFiwIMuVK8f+/fvTwcGBffv21Ukg/eLFC1apUoU2NjZcuXKltFxkIPv372fOnDm5fPlyPn78mORfQbr379/T2NhYqThrr2vyHhVjx46lpaUlnZycaG5uTi8vL2Vog8hcnj59ygMHDrB169acPHkyw8PDOXPmTFauXJm1a9dWtrO2tmanTp1SzWGW/AP8vxlaJ35sEyZMYLVq1XQmq5g3bx4tLS05d+5ckmTNmjVZsWJFvnv3jp8+feLmzZtZoEABlixZkgULFmTjxo356tWr9DoF8Z2FhITQxsaGXl5eXLFiBQcPHkwjI6P/OORR+765cuVKil5aImOKiYlhyZIlaWhoyE2bNilpFd69e8cRI0bQ0tJSZxTH+/fv2a5dOxYqVEhZduDAAbq5ubFAgQIsVqyYzGieySSvZyYf7aNNx3DgwAG+efOG27Zt45IlSzht2jRlpEjTpk1ZuHBhDhw4kPb29jr1E5F5aOuP58+fp4WFBb98+cKoqCiWK1eOzZo14549e0iSy5Yto56eHjdt2sSIiAiSZIcOHfjLL7/o3GdBQUHMnj07R40alfYnI8R/IEG8n1BqOae0D74JEyZQpVIpM3pp1a5dm1WrVlUedhcvXmS3bt1Yo0YNzp8/P0U5nz594sqVK6UVNAMaN24cVSoVBw8ezJo1a+r0pImIiGC5cuVSzX/4/v17paUrLCxM6U2jJYHcjC21Ydbt2rWjgYEBy5cvrzNUZdu2bbS3t+fixYtJklu3bmXWrFl54MCB/6p8kXG9e/eOXl5e7Nq1K48cOUIXFxcWLlyYK1euVJKIP3z4kCqVin/88YfyURYVFcWwsDCdfIkiY/tW2oThw4fr9Oo+dOgQVSoVu3btqvOR/rXExESd8uTZkfG9evWKHTp0YKdOneju7s4hQ4YoAdqbN2+ybNmybNOmDUnd3ngqlYpLlixRlr99+1an3iEynq8b8pL/fb97947dunVj165duWbNGpJJqRtatWpFCwsL2tjYsHHjxnR2dmbhwoVZpUoVkknvlaFDh7JmzZqcMWPG3/4+kfFph9zv3LlTWda6dWvmzJmTx44d47Nnz9iiRQuqVCo2bdqUFStWpJWVFQ8fPkzyr3siOjqaM2bM4P79+9PjNIT4WxLE+4nNnTuXc+fO5d69e3WW586dm7169dLJYXXr1i2am5tz3rx5SlDn6xeftlItL8SMSXvdDh48yMaNG/Py5cusV68e69atqySk//LlC/v27ctKlSrx/Pnzyr5qtZrLli1jUFBQiusvyYEzvuTXNPlz4cWLF3RwcKCLi4vOLMORkZH87bff2LBhQ+Vj3NnZmRUqVJAZRX8imzdvpr29PbNkycJJkybpBHq1gbzevXszX7580msmk0r+7H/69CkvX76sNCRWqVKFy5cvZ2RkJKtWrUoLCwtOnTpVp3fd1++T5I2Q2mFw0kCU8X369ImlSpViUFAQz549y+rVq7Nu3bpKL/4VK1Ywe/bsPHfunLLPli1bqFKpqFKpUgzbF5nP1atX6e7uTk9PT7Zs2ZIqlYpz585lQkICY2NjuWHDBl65coU3b95kXFwct23bRhMTE2V4ZEJCggT/fxIvXrygm5ubkveuR48eNDY2pqurK52dnTlkyBCeOHGCOXLk4IIFC3QmuRAio9CD+Ons3bsXdnZ2WLp0Kfbv34+mTZti6tSpeP36NQBgypQpWLFiBS5fvgwAIIkSJUqgYcOGmDJlCl6+fAkAUKlUAACNRgMA0NPT01kuMhbtdfv06RPev3+PMmXKYPXq1ShatCiGDh2KLVu2wMjICD4+PsiZMyd8fHywYcMGnD59Gt27d8eoUaMQFxeX4vqrVCro6+unxymJ/wOSyr9VKhWOHj2KqlWrokWLFti9ezeio6NhZWWFzp074/379zh58qSyfd68eWFoaIiEhATl+RAYGIhFixYhR44caX4uIn00bdoUZcuWRZUqVdC9e3eYm5sjMTERAGBoaIj4+HjMnTsXcXFxiIiISOejFf9XarUab9680Vmmr6+PhIQEdOnSBa6urti6dSvu3buH2NhY5M6dG4sWLYK9vT0cHBxw+fJlDB48GEZGRjh48CCAv95LarUaAJAlSxYkJCSga9euKFCgAKKiopS6h8iY1Go1jI2NUb58eaxduxaVKlXC5s2bYWBggJ49e+LcuXNo0aIFatWqBV9fXzx58gRv375FcHAw5s6di/Hjx0Oj0ei8s0TGdeXKFfTp0wd37twBAISHh6NevXqYPXs26tati5MnT2LTpk0YPHgwAgICcODAAZiYmKB169ZwdXWFk5MTDA0NceTIETRv3hw2NjYAkp4denp6Sp1E6qWZE0lYWVnBzMwMv/zyC3Lnzo0LFy5g//79uHLlCrp27YrVq1dj0qRJ+OWXXzBnzhy4u7sDABISEtL56IX4L6RvDFGktdu3b9PLy4uTJk1Slo0ePZoFChTQSQrr7OzMpk2bMioqSln2+fNnmeHrJ/Dp0ydmz56dp06dUpZ5eXnR3Nyc48ePJ5mUGLZRo0YsVqwYCxUqxGrVqunMSioytq+H3N+4cYNlypTh8OHD+csvv7BEiRKcOXMmyaSeMqVKlWLTpk117oHWrVsrw5+Sk566P5cLFy6wYsWKnDBhgrJMo9Fw0qRJNDIyYnBwML98+ZKORyj+DeHh4bS1tVXypWq9ffuW9erVo6enJ8+ePctnz54pvXPHjh3L7Nmzc/bs2Tr7XLt2jQ0bNmRISAhJ3WfGvHnzaGFhwVq1aum8o0TGptFoOHXqVHbo0EFZtmjRIqpUKhYsWJC7d+/m9evX6eTkxEKFCjFHjhysWLEinzx5ko5HLb6HzZs308HBgdOnT1eWVa9enSqVSid9T3R0NN3d3enr68vw8HCS5I4dOzh//nyWLFmSDg4OPH36dJofv/gxjB07ljY2Nly0aJFOegaNRsNz584xJCSEDx8+ZJ48eThu3DhlnRAZhQTxfjJhYWFKjoCYmBj6+PgwR44ctLS0ZP369ZWZwc6dO0eVSsWAgAB5qGUC//QaajQaRkdH09vbm3v37uWNGzfo5uZGCwsL+vj4sFSpUmzVqpUyJDI6Olrprk7K8ISM7uvrt2TJEp46dYoLFy7kyJEjSSYllPbz86Onp6dSQd68eTNNTU1ZsmRJTp48ma1bt6aRkVGKofri56PRaNinTx/WqFGD9+7d49GjR2lra0sbG5sUAR+R8Rw6dIgFChTgixcvdFIsaJ06dYoFCxZMdd27d+9YtmxZ1q5dm5s2beLt27e5bNkyFipUiL/99ptOI+LBgweVPFfr16+Xekkmor2WS5cuZeXKlRkZGcl69erRyMiIkydPpq+vL8uXL89BgwYxLCyMgYGB3LVrVzoftfiefH19WatWLQYFBZFMmsQmT548HDlypM5w+1WrVrFEiRJcu3YtSXLmzJn08vLi5MmT0+W4xY9j4sSJLFu2LMlvfwPFx8dzyJAhdHBwUFJ8CJFRSBDvJ6RWq/nw4UN6eHjQy8uLDx8+5MWLF5VWLm1ukQYNGnDKlCnpfLTi/2rcuHHs2LEjyX8ezKtWrRrz5ctHY2NjdujQQZnQ5MqVK8yaNStbtGih84FFSgAvo/m7e+Hu3bu0sLBgoUKFaGZmRmtra51ZRs+cOcMaNWqwc+fOyrLmzZvTwsKCgwcP5pAhQ5SZjYV4+vQpK1WqxKxZszJr1qzyXskkAgMDmT9/fg4ZMkRZ9vLlS+7cuVPJnTlhwgTa29vr7KfRaJTnz+nTp+nj40MzMzO6urqyQIECXLZsmc72O3fupKGhIUeNGsUPHz5857MS6eXp06fU19enSqVi48aNlQkqPn78yHXr1tHAwEBGg2Ry2px1ly9fppubGwcOHKg8S7p06cLy5cvr5EUkyV9++YVVqlTh/fv3+fnzZ52e3alN5Cd+DtevX6ehoSEfPHhA8tt1XnmniIxKEolkEvwvcoHo6enh8OHDSEhIwNKlS2Fvbw99fX2YmJhgzZo1OH/+PABgz549GDJkyPc6ZJFGLC0tsWbNGty4cQMqlepv7xVt3iEvLy98/vwZ58+fx+rVq5EvXz5oNBq4urri3LlzCAgIQO7cuXX2lfwiGYtKpcK1a9ewa9cuZVl4eDi8vb1x8OBBjBo1Co8ePcKcOXOQNWtWBAQEKNt5eHigWrVquHXrFrZu3QoAGDRoEIyNjWFtbY0pU6bAzs4OCQkJkqdIwMbGBi1atEDfvn3x7t07ea9kcHv27AEAPH/+HIaGhpgyZQoAICYmBkuXLoWfnx9CQkIAAM7OzoiMjMSNGzcAJL1jVCoVVCoVwsPDUblyZaxcuRK3bt3C0qVLER4ejs6dOwP4K99u5cqVERYWhrFjxyJbtmxpfboijcTGxqJUqVKYPn06du3aBVdXVwCAqakp2rZti6ioKHh4eKTzUYr/i/Dw8L9dr81vWaZMGXh5eeHs2bM4cOAAAGDcuHGIiorCrl278O7dO2Uff39/2NrawszMDFmzZoWRkZGSIzFLlizf72TED83Q0BB58+bF3bt3AXw7X7u8U0RGJUG8TCAxMfG/nkwiKCgIefLkgYmJCQDg1KlT8PHxQbZs2WBtbQ0ASsBHW5EWGYv2urVr1w61atVCjx49APz9xCPaQJyFhQVcXV2RK1cuZZ12P1dXVxgbG8t9kcFpNBqsW7cOv/76Kz59+gQAePz4MS5evIiRI0eiQoUKAID27dujS5cuuHjxIk6dOqXs36ZNG5ibm2PhwoV4//49ypUrh0aNGimTnQCAgYGBTHQjACR9aE2ePBlZs2ZN70MR/6OjR4/CzMwM48ePR0JCAgoWLAgLCwt07NgRuXLlwurVq9G/f3/kzp0bO3fuRExMDIoXLw43NzeMHj0awF/vmLt372Ljxo14+vQpACB//vxwc3MDAGXyE+0HvYWFBfLly5fWpyvSWLFixRAdHQ0DAwMAfzUqasmkSBnb0qVL0axZMxw7dgzAtzsfaOuWvXv3hoGBAfbt24dnz57BysoK3bp1Q2BgoFLHAIDatWtj7dq1yJMnj7JMT09P6h4/uaJFi+LgwYNo0KBBeh+KEN+FBPEyMO0LUDtb26RJk3D06NG/3Uf7cuzQoQOOHTuGdu3aoXbt2hg3bhy6d++O48ePo1ixYgCgtJbLzG8Zj0ajUa7bhw8fMHjwYJw7dw779u1T1qdGe09ZW1vjypUrMDIyUtZ9XSGS+yJj09PTQ+/evVG4cGEMHjwYAFC6dGn4+/vj48ePsLCwULZr0KABihQpgmnTpin7Ozg4oGHDhmjevLnSkjl27FjcuXMHO3fuxOfPn9P+pMQPSz6oMr4lS5agSZMmuHjxIgwMDKCvr4979+5h06ZNGDduHHr37g1TU1P07NkTe/fuRVBQEIoUKYLevXvj6NGj6Ny5MwICArB27VrUr18fV65cSTUwI71nfl6VKlXC9u3bAUjv/sxCW6/UBukPHDiA2NjYb44M0c4ga2lpiTZt2uD69esIDAwEAAwePBgfP37E9u3bERMTo7Pf10Ff8XNTqVRwcnICk1KHpffhCPGvk6/wDEz7UbRo0SJYWVlhz549uHnzJuLj47+5jzbwUr9+faxYsQKOjo6wt7fH3bt34eTkBEBehJmBthLUvXt3VKhQAevWrQNJ/P7778r61GjvqaJFi0JfXx8RERFpdswi7dna2mLo0KFYvHgx7ty5gxw5cqB+/fpwc3ND//79le1KliyJpk2b4unTp1i6dKmyvGvXrujZsyeyZMmCxMRE5M6dG2vXrkX//v1hbGycHqckhPgXJP/oIYkPHz4ga9asePfuHd68eYOBAwdi3rx5aNq0KVxdXREdHa1s7+fnB2tra6xZswbh4eFo1qwZ1q5di/v372POnDkYN24c/P39sWnTJpiZmaXD2Ykflb29PZo0aSIf3ZmINlhXpkwZ/PLLLzhz5owyRPZbjTva5V26dIGdnR0OHz6My5cvAwC2bduGmTNnpmgAkKCvSI22Q4oQmY2K8qbMUJL3sAKSWrT69euH4cOHo3379vj06ZMyRPaflJH832q1Wl6CmcisWbMwf/58bNiwAbly5cL27dsxYcIEjBgxAsOHD09xLyUXExMDPT09yRXxE3j37h2aNGkCIyMjJVfm5s2b0bNnT+zcuRM1atQAADx79gx9+vSBgYEBNmzYoHPvkJRKkhCZwN/9LS9duhRjx47Fixcv0KlTJ0ybNg3m5uYYNGgQgoKCsGzZMpQuXRpA0tDbjh07YsyYMfjtt99gYGAAkoiIiICVlZVS15B6h0ju7+olImPRfl6qVCrl7/zNmzdo3rw5ChQogEmTJqFAgQLffOZo74V9+/bBz88PY8aMQadOnVKsF0KIn5EE8TKgV69e4fz582jcuDH69u2Ly5cv4/Tp03j//j1ev34NtVqNnDlzKjlkUntBJiYm6gxZkYp0xqTNWfj1tdNoNKhQoQLc3NywaNEiAMCXL18wY8YMTJo0CY8fP4alpWWKe0ObDFhb3sePH5EtWzYJ0mRyx44dg5eXF3bs2IFGjRohPDwcAwYMwJMnT3DhwgVluydPnsDW1jYdj1QI8b0kf87v2bMHZ8+ehYWFBezs7FCxYkU0bdoU9+7dQ+HChRESEqLUIc6ePYsxY8bAxsYGK1euVMpr3749bt68icWLF8Pd3V3nd0mdQ4jMK/k3xtfBtlWrVmH+/Pno3Lmzkqv5P7lw4UKKZ4gQQvzMpAnjB5dajHXMmDEYOXIkAKB8+fI4f/48fH194e3tjR49esDV1RUNGjTA/v37Aeh2V9cOldW+XJ88eQJAuqFnRNoPLn19fURFReH+/fvKBAV6enqwsrLSGVqdNWtWNG/eHLly5cKoUaNSlJeYmAg9PT3o6+sjPDwc7dq1w6ZNmwBIPquM5r+ddMTDwwPt2rVThtDa2Nigc+fOuHTpEubPn69spw3gyZB7ITIflUqF0NBQVKxYEd26dUN4eDhWr16Nli1bonv37vD398euXbtgYGCgzEgLJD0/atWqhWvXrmHv3r3K8pEjR8Lc3Fwn4byW1DmEyLy03xiTJk1Cv379MH36dLx58wYA4OPjA3t7exw4cAB//vkngG/XWbR1WG0ATyZUE0KIJBLE+8ElD54kJCQAAOrUqYNPnz7h1atXaNOmDaZNm4ZPnz6hefPm6N69O8LCwhAdHY0TJ04o+2o0Gp0eW6tWrULWrFmxdu1a+SDPoLT3xogRI1CwYEE0bdoUDRs2xPv37wEAhQoVwrNnz3D16lVlH0tLS5iZmWHZsmU4f/48VCqVcl9pK12DBw9GyZIlERsbK7M6ZTAkoVar/+shJlmzZsWgQYPw/v17TJ8+HUDSLMSLFi1C3bp1U2wvH+BCZD5v375Fjx494OTkhNu3b2Pt2rVKT7rbt29j5cqVKFu2LNzd3bF3717cuXNH2bdp06YoUqQIFi1ahLi4OABJuVWPHTsGe3v79DolIUQ6OHLkCAoXLoyNGzdCpVJh1qxZ6N+/Py5dugQA6NatG54/f46dO3eCZIo6i/abxdDQEEBS2g/g2zPaCiHEz0aCeD+4e/fuYcaMGdBoNDAwMACQ9BIzNzdXWrX69++PjRs3olu3bmjWrBksLS1RtGhR5M2bFwCUj3o9PT2cP38eZcuWxbhx4zBv3jwMGzZMPsgzGG0l5syZM9i7dy9u3LiB3bt3Y/r06bhx4wZ69eqFhIQENG/eHDExMToTEbx+/RpOTk4oU6YMdu/eDQDKfRUQEABra2ucPHkSO3fuxM6dO5Uh2SJj0PbMDA0NRd++fTF37lycOnVKWf93rdjFihVD7969MWTIEERHRyNPnjzo1q0bihQpIhVnIX4Ce/bswZ07d9CvXz+YmZkpDUW+vr4YMWIETp48iT179qBz584wMDDAvHnzlH2LFi2KqlWrIjw8HMHBwTrlSkOhEJmTtuEwuXfv3mHZsmVo27Ytbty4gTlz5mDSpEk4cuQIVq1aBQCoXbs2KlasiJMnT+L48eNKWckbIvX09HDt2jUUL14cHTt2BCANiEIIoaBIN2q1WufnuLi4FNtMnTqV+fPnZ8uWLfn06VOS5OvXr2lkZMRz584p5cTFxfH8+fMMCgqip6cnixUrxuvXryvlREZGslWrVsyRIwcHDhzIt2/ffsczE/8mjUaTYtm7d++oUqloaWnJRYsWKcsPHz7MHDlycOPGjSTJuXPn0t7enq6urhwwYACLFClCPz8/fvjwQdnn1atXrF69OvPnz88lS5YwMTHx+5+U+Ndp75MJEybQxMSETZo0Yf369eno6MiJEyf+o+v6/PlzLlu2TKe81O4/IUTm06tXLzo5Oeks0/79h4eHs0GDBixatChJctKkSSxTpgyPHDmibPv+/XtGRESk3QELIdJN8jrFx48fef78ecbExJBMqou+ffuWHz58oK+vL7Nnz87y5cvT1dWVW7ZsIUnevXuX5cqVY7t27fj+/XudsmNiYti+fXtmz56d/v7+fPnyZdqdmBBCZADSEy8d8P/3atF2Hz98+DAAKN3GL126hLCwMABJQxuPHDmCGzduoGvXrkqi6SpVquDYsWNKOffu3cPixYvRvn17FC9eHH/++SecnZ2V31mrVi1ERUXhwoULmD59OnLlypVWpyv+DxITE1Pko9NoNDAzM8P06dPx6tUrnXxDtWvXRtWqVTF//nyEh4fD398f27dvR/ny5XH16lV0794dixYt0pl11szMDO3atVPuMWnpzBj4Ve84lUqFBw8eYMeOHdixYwd27tyJffv2wdraGosXL0ZISMh/LC9//vzo3LmzUl7y/xdCZG7Pnj2DkZERIiIilGXav/8CBQqgfPnyeP36NZ48eYImTZogb968GD9+vPIs0k6oxf/fo0YIkXm8ePFC52dtXXHixIkoWLAglixZouS4q127NlQqFVq1aqX0zt2zZw9ev36NLVu24N27d3B0dMQvv/yC0qVL69RJJ02aBDs7O0RFReH06dOYO3cuLC0t0+5EhRAiI0jPCOLPRqPR6PS+W7t2LXPkyMHWrVtTo9Fw8+bNzJ8/P52cnGhubs6xY8fywYMHJMkLFy6wW7dutLKy4u7du+np6cmZM2cqZcXFxfHy5ct89uyZsiwxMZEJCQkkk3riiYxrwYIFnDVrFnfv3q2z3MrKil26dFFaP0nywYMHzJ07N2fMmKH0uNNoNDo9qrQtqNLLKuPRaDQpetVpnyvz589nw4YNSZIHDx6kq6sr7ezsuHnz5n9c3ufPn5XlQoifx8KFC2lkZMSgoCCd5drny4YNG2hsbKy8V5YuXcqAgIA0P04hRNqJjY2lq6sr586dq1NXSExMZM+ePVm8eHHu2rWL4eHhjI2NVdYfOnSINjY2vHHjBkny7du3LFasGK2srDhmzBiSuvWML1++sGvXrrS2tuauXbvS6OyEECJjkiBeGkn+4rtz5w4rVarEvHnzcs6cOSTJc+fO0cHBgTNmzOCDBw84fvx4VqhQgY0aNdIpx8fHhy1atKBKpWLjxo1T/V1qtTrFUF2RMR04cID29vYsXrw469atSwMDA44bN04ZWrBu3ToaGhry6NGjJP+qEPn5+TFPnjy8d++eTnlyX2QeERER3LBhAx8/fqw8X6ZNm8YCBQqwVatWNDMz4/Dhw5VhKp8+fWJYWJhOGdogP0k+ffqUbdu2VYbTCiF+LhEREbS1tWXz5s35/Plzkn+9U+Lj49mqVSvWrVtXSf0hgX4hMjft3/ipU6dSrHv27BmLFCnCVatWpbrvkiVL6ObmpjQKBAQEsH379hwxYgQvXLigU772348ePVIaEoUQQnybBPHS0IcPH9iqVSuqVCqqVCpGRUUp6wYPHkwXFxed7Tds2EBbW1slfwRJRkdHc9++fcyfPz/Lli0r+WcysXv37rFevXocO3assmzq1KnMly8f165dq1R+3NzcWL9+fb569UrZLiEhgSdPnkzzYxbfx9c9JxcvXkwjIyMWLlyYNjY2XLlyJUny9u3btLGxoaurq07vzC9fvnD69Olct24dExMTU/TkGzRoEHPkyMEmTZrIM0WIn9jKlSupUqnYpUsXvnv3TnnmrFq1isWLF+e2bdtS7CPBPCEyp+QNvwkJCdy2bZtSR9i/fz+NjY118tklH/Vx7do1enh40NbWlpUrV6apqSkDAwPT9gSEECKTkpx4aWT48OEwNzfH+/fvsXnzZri4uGDixIkAgPj4eMTHx6NIkSJISEhQ9vH09IS7uzt27NihLMuRIwfq16+PyZMnIyoqCqampml+LiJtGBsbo0uXLhg1ahQ+ffqErl27YuLEiSCJNWvW4ObNmwCApUuX4sCBA9ixY4cy+2iWLFng6emZnocv/iUkldwz0dHRAICLFy/iwIEDuHjxIjw9PbFq1SocPHgQxYoVQ8OGDfHgwQNERETg1atX+PjxI6ZOnYrly5fDwMAAenp6SnkyI7EQIjkfHx8MHjwYO3fuRIECBVCvXj1UqlQJ/fv3x5AhQ9CsWbMU+0jeTCEyF7VaDZJK7m4A2Lx5M9q2bYsTJ04AAOzt7WFkZITAwEAAf+VwVqlUeP78OUqVKoVly5ahb9++qFy5MsLCwtCgQQMAUOqqQggh/jcqUrIPp4X169fDyMgI3t7eAIBZs2Zh7NixCAkJgaOjI0aMGIFdu3Zh48aNOhNStGzZEiqVCps2bVISRWtfkMWLF0dQUBDKlCmTLuckvj+1Wo3nz5+jQ4cOMDAwwIIFCxAfH49SpUphxowZ6Nq1K7JlywZvb2+4uLhg1KhR6X3I4l+iVquVYFtISAj69OmDuLg4VKxYEZGRkdi4cSMMDAwQGhqK/v37w9jYGKtXrwYANGnSBDdu3ECBAgXw/v17aDQaLF++HNWqVQMAvH79Gi1btsS9e/cwevRo+Pr6yoQmQggASQ0H4eHh2LVrF758+QIjIyP06dNHZ70E7oTInDQajRK8Cw4Oxp07d+Dj4wMA8PLygrGxMWbPng1zc3P07NkTd+7cQUhIiFKHeP36NVauXIm6deuiVKlSOmUnr9cIIYT430kQL41pK7+hoaHo2rUrjIyMcPDgQXz69An29vZo27Ythg4dijx58oAkGjVqBEdHR8yYMUOnnAULFmDFihUIDAyEtbV1Op2N+F/8tx9Aq1atwsKFC7FlyxbY29vj1q1bqFixIgoXLozJkyfDy8tLPqoyqZiYGLx69QpDhw6Fra0t9PX1sXr1auTLlw/Xrl1Ttvvjjz8QEBCAjh07okePHvj48SOuX7+OBw8ewMTERGk80N4nCQkJWLt2LZo0aQJzc/N0OjshxI/oW++TxMREZMmSJR2OSAiRliIiItCpUydcvXoVTZo0QY8ePVCqVCmcO3cOzZs3x9ChQ9G7d2+cO3cOv/32GwoVKoRff/0V+fPnx4QJE0ASmzZtgr29vVJm8uCgEEKI/xt5mqYxbcXYwcEBfn5+CA4Oxq5du2BiYoJx48bh4MGD8PLywh9//IEmTZrg0qVLyge4Vnh4OIYOHYomTZpIAC+D0Q43+G+cOnUKuXLlQrZs2QAAJ0+eRMeOHZEjR44U11+GKGRcX7envH37Fk2aNEH58uWRJ08ezJw5E9OmTcOECRPw8eNHrFu3Ttm2ZcuWKF68OHbv3o379+8jW7ZsqFSpEjp06KA8P7T3HkkYGBigU6dOEsATQqSQ2juKpATwhMiE1Gq1zs/h4eFo3bo1cuTIgYsXL2LOnDlKj7pKlSrBy8sL69atw5UrV1CpUiVs3boVALBkyRL069cPlSpVQkhIiE4AD4AE8IQQ4l8kPfHS0cuXLzFo0CBcvnwZt2/fBgCcOXMGy5YtQ2RkJMzMzDBv3jzkzZs3xb6xsbGSDy8DSd6zQaPRYNq0aShVqhTq1av3zX20rZYnTpxAvXr14OnpCZVKhZCQEJw4cQKlS5dOo6MX35M28Pp1BTc+Ph5r167FoEGDMHToUAwePBgA8PTpU4wePRp3797F8ePHYWxsDADYunUrxo4diyFDhqB9+/ZpexJCCCGEyLDevHmD3LlzIzg4GE2aNMHt27dhbm6OiIgIZM+eHa9fv4a9vT2eP3+OypUro23btujXrx9y586NxMRExMTEQE9PD2ZmZgBk6KwQQnxPEsRLZydOnEDHjh3Rt29f9O/fX1n+8eNHpeeVvAgzj2XLluH333+Hvb09WrRogV69eiFr1qzf3F4b/Nu8eTMuXLiAmJgYjB8/Xpl8QO6NjOXvhj3funULu3fvhrOzM8qWLYv8+fMjIiICXbp0wfPnz3WGz+7atQvjx49Hs2bNMGzYMKXs+/fvw9HRMS1ORQghhBAZwN/VPb58+YLOnTvD0tISEyZMwN27d9GqVStUrFgRQFKDYkhICGJiYjB9+nR07NgRkydPxh9//IG5c+eiadOmOr9Do9EoE1wIIYT4PiSIl060L7sPHz5gwoQJmD59OmJiYpTAnZbkkMg8Tpw4AT8/PwwaNAi+vr749OkTTExM/naf5BWv5P+W4F3Gpb2O2v9Xq9UYNGgQFi5ciHLlyiEsLAxGRkZYtWoVPD09cfjwYbRu3RrTpk2Dr68vgKRZaidMmIDVq1cjODg4xbAVyZEohBBC/Nz+ab2xV69euHjxIqZOnQpPT0/s3bsXEydORKlSpeDq6gp7e3scPnwY69evR2RkJACgWrVqmDBhAipXrpxm5yOEECKJJDhJJ9qXavbs2dG6dWvY2toiW7ZsKT6+JYCX8Xwr+feBAweQI0cO+Pr6IiYmBpGRkdBoNDA1NUWBAgUApAy+qFQqpTwJ4GV8O3fuxPnz5zF8+HDkzJkTAHD27Fns2bMHQUFBcHd3R2xsLBo2bIjJkyfDzMwM1atXR5s2bTB27Fh07NgRWbJkQc6cOdGwYUPkz58/1byYEsATQgghfm7ausD06dMRHh6OadOmIWvWrNixYwdcXFxQuHBhAMD48eNRu3ZtbNy4EcWKFUPjxo3xyy+/6NQ179+/D2dnZ2XY7YkTJ6SuIYQQ6UQiRD+A0qVLo0ePHgDk4zsz0AbwVq9ejX379uHGjRsAgIoVK+LSpUvo1KkTmjRpgl69eqFMmTKoV68e9uzZA0D3+muTDWvLCwsLAwAJ4GVgFy9exMGDB3Ho0CFl2eHDh2FmZgYnJyeQRPbs2TFz5kw8f/4chw8fhoGBATp27Ihs2bKhT58+yn6enp7o168fjIyM0uNUhBBCCPGDW7NmDYYMGYKgoCDs378foaGh8Pb2RmBgIBISEgAAuXLlQpcuXXDu3DkcOXIEQFJd89mzZ3j48CFmzZqFSZMmoWHDhsidOzcAKENnhRBCpD0J4v1AZGRz5rBz505YWVlhzpw5GD16NOrWrYtdu3ahadOmWLhwIWJjY9G8eXN06dIFYWFhSEhIUCpNQNIQao1GowTr1q1bB1NTU6xYsQKJiYnpdVri/0AbkB08eDAsLS2xe/duPH78GEBSRTk6Oho5cuSAnp4e1Go1ypYti1KlSinBvmLFiqFFixY4deoUPn36pFO2PDeEEEKIn9vXs8xqA2x2dnYAABsbG2zduhX29vbo3bs3tm7dqpNrt1u3bjAzM8PGjRvx6NEjvH37FitWrIC3tzeWLFmCJUuW6DQkAjJaSAgh0os8fX8g0gsv43v37h3mzp0Lf39/XL16FZcuXUKNGjXg4+ODO3fuwM/PD5s3b4afnx+8vb2RJ08eODo6KjMQq9Vq6OnpQU9PD5cvX4a7uzuGDRuGqVOnYvTo0akO0xU/punTp+Ply5cAkgJ1cXFxMDMzQ//+/XHnzh3s3bsXANC0aVM8e/YMu3btUnLlAUkV7+fPnyMhIUHphXfjxo0UeRTluSGEEEL83PT19fHlyxfcvn0bwF91A0dHR9StWxcWFhZ49uwZAgICMGbMGDx//hy7du1CdHS0Uka7du1w/vx57Nq1C+bm5mjUqBEmTZqEe/fuoXHjxgAgve+EEOIHIEE8If4H3+oRt2PHDrx+/RrDhg1DVFQUOnTogL1796Jz584oWLCgsu+FCxdw+vRp1KxZE7dv38Yvv/wCIKkS9vbtW7Rv3x41atRApUqVcPXqVfTq1UsCeBlIdHQ0hgwZglmzZoEkSCrDXp8+fYo///wTgYGBuHHjBlxcXNCuXTt06dIFDx8+RGJiImJjY3Hy5Em0bt0aBgYGAJKGuwDfvveEEEII8XPav38/8ubNCy8vL5w+fVoJ4sXExIAkfH19UahQIWzYsAFqtRr9+/fHtm3bcO7cOaWM27dvw8DAALt370ZYWBhcXV1Rr149AH/VPaT3nRBCpD95EgvxP9AG1K5fv47Xr18ry3PmzAkrKyuMGzcORYsWxZs3b3D69GlMnz4dpqamAICHDx9i6dKlaNeuHQoVKoTr16/D1dVVKaNu3boIDw/HuXPnMHv2bCX/iMg4cubMiWXLlmHRokV4+vQpVCoVTp8+DRcXF8ycORMDBw5EVFQUtm7dCgCYOXMmihYtiqpVq6J+/fooXrw4YmNj0bp16xRlSzBXCCGEEMmZmJjAysoKcXFxGDRoEBYsWAC1Wo0iRYrg5cuXuHXrFgYMGICYmBgsWLAA/v7+sLGxwYQJE7B48WIsX74cz549w5YtW7Bq1SplGK6W1D2EEOLHoaIkVBLiH9FoNEoL5JEjR+Dj4wNDQ0Po6elh2bJlqF69Onbt2oXevXuDJJYuXYr69esr+0+ZMgV2dnZo1aoVLl++jDx58ii989RqNUgiS5YseP36NfLkyZMu5yj+PSRRtmxZWFlZwdjYGMePH4efnx8GDRqEXLlyoV+/frh06RKGDx+OunXr4u3btwgODkZISAiKFCmCtm3bpvcpCCGEECIDIIlevXohMjISlpaWePnyJYyMjLBhwwZMmzYN4eHhmD9/PgYOHIhz585hwYIFyJEjB8aPH4+zZ8+CJCZOnIhWrVop5Um6DiGE+DFJEE+I/8KjR4/w5s0bzJo1CxUrVoS7uzumTZuGkJAQBAYGonjx4mjWrBliY2OxZMkSFClSBACwd+9eTJw4Ec2bN0f//v2VipE2t4gMT8icTp8+japVq6JChQpYu3YtHBwcoFaroa+vj8ePH6Njx45wcnLCuHHjUg3carcVQgghhPg7oaGh6NGjB1xcXNCvXz/UqVMHdevWxY0bN1C8eHHMmzcP169fx4ABA1CwYEHMmzcPpqamCA0NVeqrQgghfnwSORDiG1JL3tuhQwe4u7tDrVajZ8+ecHd3x/bt22FoaIh58+bB0NAQQ4YMgZGREcqWLYuWLVuiVq1aaN26NZo1a4YBAwbotGxqJ7EQGcPTp09RpEgRXLx48R9tX6VKFbRp0wbx8fHInz8/gKS8hxqNBoUKFYKXlxeOHz+OO3fu6OynbVuRAJ4QQggh/okiRYqgRo0aOH36NN6+fYs9e/bAxMQEx44dw7Zt25CQkAAXFxd4enoiJCQEV65cUfYDUs5wK4QQ4sckPfGE+IpGo4FKpUp1GMHjx49RpEgRtGnTBgEBAUoAbtOmTfDz88OaNWvQsGFDxMXFYfHixfjw4QNiY2MxaNAgmJubK+VL4C7jKlWqFAoVKoRt27b9oxwxjx49QsmSJTFt2jT06tULwF/3wJcvXxAaGgpnZ+fvfdhCCCGEyOTev3+Pli1bwsrKCitWrECWLFkwfvx4uLu7o06dOgCSJt+KioqCg4NDOh+tEEKI/4UE8YT4hkOHDmHDhg3Inz8/mjZtihIlSiBbtmzw8/PDvn37cPjwYRQrVkzZvkaNGjAxMcGcOXNQuHDhFOWp1Wro6elJjpEMKiEhAQYGBggODoaHhwe2b9+OJk2a/KN9R40ahZUrVyI4OBgFChRIdRvJPyOEEEKI/6stW7Zg5syZ6N69O3x8fL7ZeCz1DiGEyJikO5AQX4mLi0O3bt3g7e2NrFmz4uDBg+jYsSNGjBgBAJg/fz7evXuHgIAAfP78WdlvxowZ2L9/P4KDg/F1bFyj0UBfX18qSxmYgYEBAMDa2hrNmzfH1KlT8ebNm3+07+DBg/H27VtMnjz5m9vIvSGEEEKI/6umTZuicOHC2L59OyIiIqCnp5dqihipdwghRMYkQTzxU0utUnP9+nWcPn0aBw4cwJIlSxASEgJfX1/s3LkTO3bsQJYsWTBhwgQsXLgQf/75J4Ck1swyZcpg7969aNeuXYqKkQyfzfgOHDiAggULonv37rh37x4uXLiAjRs3/qN9s2XLhn379qFv377f9yCFEEII8VMzMDBAjx49EBYWhgsXLgCQeqgQQmQmMpxW/FQOHDiAevXqQa1WQ6VS6VRqtMMKtm/fDj8/P1y7dk2ZjCA8PBwjRozA06dPceLECQBAiRIlYGtri/Xr1yv57r4uS2QOUVFRqF69Ory8vDB69GiEhIRg1apVOHz4MEJCQmBnZ/e3+ycfyiI5EYUQQgjxPZHE48ePYW9vn96HIoQQ4l8mX5Lip3Hv3j00aNAACxYsgL6+PvT09HDu3DkMHz4chw4dwsePHwEAb968gZWVFV6+fKnsa2Njg7JlyyI+Ph5Pnz4FAMyePRtv375NNVgnAbyMKTExMdXlISEhCAsLQ48ePZA9e3bUrFkTs2bNgqmpKaZNm/bN8rQzvenp6en8WwghhBDie1GpVEoAT/prCCFE5iJfkyLT+nqorJ2dHYYMGYIJEybg06dPGD9+POrWrYsjR47gt99+Q4cOHQAAzZs3x4sXL3Dw4EElsAck5cp78uQJcufODQDw8vLChQsXkCtXrrQ7KfFdaWebDQ4ORmhoqLJc2yNTG+RLSEhA3rx5MWDAAKxcuRIhISE65ajVapCEvr4+AGDWrFlo3LgxHjx4kBanIYQQQggBQBqWhRAis5Egnsh0tC2O2h5PoaGh0Gg0MDIyQq9evZAlSxb069cPsbGxuHDhAs6cOYPly5cjMDAQy5cvR65cudC/f38sXboUf/zxByIjI/H06VMcO3YMLVq0QNasWXV+37d6b4mMIXmw9/Lly3BwcECLFi1QqVIl/PHHH/jy5QuMjY1RpkwZLF68GMBfk1xky5YN8fHxGDt2rDLJiVqtViYxOXz4MJycnLBgwQL89ttvqc5aLIQQQgghhBBC/BMSxBOZikajUVoc165dCxcXF/z666/w8PDAqlWrYG1tjVGjRmHZsmUICQlBwYIFYWhoiAYNGqBfv34YMWIEPn36hN9//x1t27bFnDlzUKdOHZQuXRrx8fEYNGiQ0rtKS9t7S2RMenp6ePnyJY4cOYLly5ejc+fOCAoKgo+PDyZNmoStW7fC0dER1atXx7Fjx7Bv3z5l38jISHTp0gW3b99GVFQUAEBfXx+PHz9GgwYN0Lp1a7Rs2RI3btyAt7d3ep2iEEIIIYQQQohMQCa2EJnO7du30aZNG0RGRmLIkCEwNzfH0qVL8eeff+LSpUuwt7dHvXr18OXLF5w5c0aZhOLFixdwc3NDmzZtMH36dKjVaoSFheHmzZuwsLCAh4cHAJm0IqNLbWKJnj17YsmSJShXrhwCAwOVIdNNmjRBfHw8Fi5ciKxZs2LUqFFYuXIlmjdvjujoaFy9ehXHjx9HiRIllLLWrFkDf39/NGjQAJMmTYKtrW2anp8QQgghhBBCiMxJgngiU3n+/DmaNWuG8PBw3LlzBzly5AAAXLx4ES1atFAmtjh8+DDq1auHwMBA1KtXTwnMLV++HN27d8f169d1AjNa2qGSIuPRDptNbWKJ6OhoVK5cGSYmJti/f78SxDt//jx+++03dOzYEYMGDYKBgQEWLFiAO3fuICYmBlOmTIG1tTWApDx5BgYGOHPmDLJmzQo3N7e0OzkhhBBCCCGEEJmeDKcVmYq1tTV+/fVXODg46Ax7dHJygkajUYJ6Hh4eaNOmDfr16wfgr6S/rVq1QsmSJXHu3LlUy5cAXsZEEnp6esqMxH369MGcOXOUySty5syJbt26ITIyEqdOnVL2q1ixIurWrYuDBw/i6NGjAIBevXphwYIFWLt2LaytrZVZZ7V58ipXriwBPCGEEEIIIYQQ/zoJ4olMQ9vTqk2bNsibNy/Wr1+PhIQEAMDmzZsRHR2NChUqAABMTU0xePBgvH79GnPmzFH2z5YtG86fP4/OnTunyzmI70OlUiEmJgYdO3ZE/fr18fz5cwQEBKB58+bYtWsXgKTgnJWVFbZs2YLHjx8r+w4ZMgShoaE4c+YM4uPjlfKApHtGArtCCCGEEEIIIdKCBPFEhpTaKHDtMMkCBQqgcePGePfuHYYOHYq6detiwIABmDdvHho1aqRsX6JECfTo0QP9+/fHx48flf2NjY1BMtXfITImjUaDdevW4eXLl7h48SK2bduGa9eu4cOHD1i5ciWuXr0KABg5ciROnz6NEydOKEHh/PnzY+vWrRg/fjwMDQ11yk1taK4QQgghhBBCCPE9yBeoyBBIYsGCBVi5cuV/3A4AmjVrBicnJyxevBhZs2ZFWFgYOnToAOCvHnv6+vro3r07li1bhmzZsumUo1KpZPKKTERPTw/ly5fHpEmTUKRIEWzYsAFFihRBQkIC7t69iz179kCj0aBBgwbw8PDAokWLcOXKFWX/ypUrQ09PT7l3hBBCCCGEEEKItCZBPJEhREREYPfu3diyZQtevnwJlUqVakBFu9zExAStW7eGq6srHBwclFx42txoWtbW1vD19U2z8xDpx8XFBWXLlsWcOXMwfvx4dO/eHU+fPoWzszO2bduGEydOAABGjBiBXLlyIU+ePCnKkJ53QgghhBBCCCHSi3yRih/W48eP0bp1azx9+hTW1tbw8fHBx48fsWLFCgDfDqhol1evXh2enp64cOECjhw5AgDSkyoT+qfDng0NDfH582fs2LEDbdq0wYABAwAAFhYWSo68N2/ewNnZGUeOHIGtre33PGwhhBBCCCGEEOK/IkE88cO6d+8erl+/jhkzZgAAmjZtCmdnZxw+fFjJYfatoFzySS6MjY0xa9YsJCQkyCQEmYh2Vtj/Ztjzw4cP8ebNG1hYWAAAIiMjERcXh0aNGqF8+fIwMzNTgoLa8oUQQgghhBBCiB+BBPHED0cbRKlevTratWuHw4cP49y5czA2NkazZs2gp6f3j3vjlSxZEr/88gu8vb1hYGCQNicgvjuSSkD2wIEDGDx4MCIjI//jfiVLloSjoyNmzJiBevXqoUSJEjA2NsbChQvRu3dv6OvrK0FBCfgKIYQQQgghhPiRSBBP/FBIKnntjIyMUK9ePTg4OGD69OkAgFq1aqFy5cq4fPkyAgMDAfzn3nj+/v6S9y4Di46Ohp+fH44ePQogqYecSqXCkydPUL16dfj4+OD9+/eIiIj42+HS2p51c+fOxZgxY2BpaYmlS5fijz/+gKmpqcxILIQQQgghhBDih6aifLWKHwBJaDSaVHs/LVmyBHPmzMGIESPQtm1b3LhxA7///juyZcuGlStXwsTERAn+/V15Go1GJibIgG7evImePXsiW7Zs2LdvHwAgPj4e3bp1Q1RUFNavX69MXPK/UqvV0vNOCCGEEEIIIcQPTSIaIs2lFjdWqVTQ19dHVFQUxowZg9WrV+PUqVMAgAYNGsDNzQ0LFy7Ely9f4OzsDC8vL4SFhWHt2rUpykpMTFTKe/36Nfr06YM3b95IAC+DKlmyJDp16oSwsDCsWrUKAPDixQsEBgaia9euyJEjB27fvo379+8jKCgIsbGx3yxLrVbr3H/af0sATwghhBBCCCHEj06iGiLNaAMm2h5ziYmJOusXLlyIQoUK4eTJk9i4cSOaNWuGZcuWIV++fGjVqhU+ffqkTHLRokULODo6YufOnXj06BFUKhUSEhIAAFmyZAEAjB49Go6Ojrh+/boMk8xgtNdLOzy2Vq1aqFSpEv744w9ER0fD1tYWNjY2mDhxItzd3TF48GB4e3ujTp068Pf3R1hYWIrytL3tVCoVbt++jRcvXvxXk2IIIYQQQgghhBDpSYJ4Ik0kH+66c+dOeHt7o3PnzkrPqufPn2PNmjVYunQpTpw4gYMHD6JMmTKYMGECrly5Ak9PT9SuXRubN2/Go0ePYGlpiTp16uDZs2cIDg4GAGXiii1btsDW1hZ79uzB+vXrceLECWU2UvHj0/akBP6aoMTa2hq//PILNBoNpk2bBiDpPqpatSrq1q0LX19fbN26FWvXrsWhQ4fw7NmzFOXp6+vj2bNn8PLyQr169fDq1au0PzkhhBBCCCGEEOJ/lCW9D0D8HFQqFR49eoSOHTvi0aNH6NOnD/T09GBubg4gKSBjYmKC1q1bIyQkBL///juuX7+OCRMmoHTp0jAwMECjRo1w+fJljBkzBmvWrEGrVq3g5uYGR0dHAEBERARq1aqFDx8+YODAgfDz84OhoWF6nrb4H2h7Ui5fvhx58+aFvb09SpYsierVq+PChQvYuXMn2rRpAycnJ0ydOhXAX0HiiIgI5MmTB7a2tinKGzhwIJYuXYpGjRph4cKFKFy4cNqfnBBCCCGEEEII8T+SIJ5IEx8+fEDfvn1hY2ODzZs3I3/+/Drrs2XLhkePHsHf3x8BAQFo27Yt1q9fDysrKyQkJCA6OhoeHh6oXLky9u7di2fPnqFAgQJKAA9I6nHVqFEj9OvXD5aWlml9iuJfsnPnTvj6+iJ//vz48uUL3r9/jwULFqBVq1Zo1qwZzp8/j2nTpmH16tUAgFu3buHNmzc4fvw45s6di27dusHKykopb/ny5Rg1apTSO7NatWrpdGZCCCGEEEIIIcT/TmanFWliw4YN6NGjBwIDA+Hh4aEMl9T2oDp79ix8fHyg0Whw4sQJ2NjYAEgKzM2aNQsFChRAmzZt8OLFC5ibm8PIyCg9T0d8J9HR0ahduzYaNGiA0aNH49mzZ5g7dy7WrVuHjRs3olq1apg7dy4WLVqEefPmwcvLC+vWrcOMGTNgZGSEiRMnolatWkp5Bw4cQPfu3TFy5Ej4+PjIBBZCCCGEEEIIITIsyYkn0sTFixeRP39+VK5cWWcyAe2/CxcujDp16uDz588giY8fPyIxMRFLlizB6tWr8eXLF5BEvnz5YGRkBLVanV6nIv4H2gkqtOLj41Pd7vz583j06BG8vb1BEgUKFMD06dORL18+rFy5EgBQr149uLq6YsqUKQCAVq1aYcWKFbhw4QJq1aqlTGKh3fbWrVvo3LmzBPCEEEIIIYQQQmRoEsQTaeLJkyfImjUrIiIiUqzTaDSwtLREv379UL58eTg7O6NevXooV64cxo8fj7Fjx6JTp046wT8JyGQM2o6+2gkqDh8+DABKrsJLly7pTEKRJ08evH//HtmzZ4dKpcKnT58AAMOHD8eOHTsQHR2NokWLokaNGnjx4gXOnz+PLFmyoGzZsgAAtVqtTGKhlS1btu9/okIIIYQQQgghxHcmQTyRJmrVqoVbt27h/v37yrLkAZ7ExERs3rwZO3fuxKZNm9CmTRv07NkTL1++hLe3t8724sdHEhqNRgm8rlu3Djlz5kRAQABIYsuWLbC2tsZvv/2GUqVKYfz48QgPD0fhwoXh5uaGiRMnAgBMTEwAALlz54axsTEePXoEAGjZsiXOnj2LihUr6vxeCe4KIYQQQgghhMisJIgn0sSvv/6K/PnzY9GiRUpvvOQ9606cOIE9e/YgPDwc9erVg5+fHzp37gwgKS/e19uLH5e2N5yenh7u3r0LDw8PDBgwAOPGjcOGDRsQHByMYcOGoX///ti9ezf69euHwMBA9O/fHzlz5kTr1q2xa9cuHDhwQAncHjp0CKVLl0apUqUAADlz5kTu3LlTDNMVQgghhBBCCCEyK5mdVqQJKysrjBo1Cr6+vjAzM8O0adNgZGSExMRE7NixA/PmzUPTpk1hbW2tsx9JZMkit2lGoq+vj48fP6JLly7YvHkzAOD169fInTs3AGDXrl0wNTXFgAEDAAAjRoyAg4MDhgwZgsDAQPTu3Rv37t3Dr7/+iooVK0Kj0eDKlStYtmyZMixX6+ufhRBCCCGEEEKIzEq+gEWa8fHxwZAhQ7B7925YWVnB09MTNWvWxIABA9CrVy+MGDEiRVBGet9lPMOHD4e5uTnev3+PzZs3w8XFRRkeGx8fj/j4eBQpUgQJCQnKPp6enqhQoQLWr18PPT09LFq0CGvXrkXNmjXh4eGBZ8+eoWXLlul1SkIIIYQQQgghRLqTLk4iTU2aNAm9e/fG3r17kZiYCAMDA3Tt2lVZr9FopHdVBleiRAls2LBByWUYHh6OsWPHolu3bnB0dISpqSnu3r2Lu3fvwtnZGQBgbW0NlUoFkiAJlUql7K+VmJgovTKFEEIIIYQQQvy0VJTZAkQa0gZoviYBmsxHe61DQ0PRtWtXGBkZ4eDBg/j06RPs7e3Rtm1bDB06FHny5AFJNGrUCI6OjpgxY0aKsiS4K4QQQgghhBDiZydfxSJNpRbAk7x3mZP2Wjs4OMDPzw/BwcHYtWsXTExMMG7cOBw8eBBeXl74448/0KRJE1y6dClF7zstCeAJIYQQQgghhPjZSU88IcR39/LlSwwaNAiXL1/G7du3AQBnzpzBsmXLEBkZCTMzM8ybNw958+ZN5yMVQgghhBBCCCF+TBLEE0KkiRMnTqBjx47o27cv+vfvryz/+PEjsmXLBgBQq9XQ19dPr0MUQgghhBBCCCF+WDJGTQjxXWnbCdzc3NC6dWsMHDgQHz9+VNZrA3gajUYCeEIIIYQQQgghxDdIIjIhxHelzY2XPXt2tG7dGra2tsiWLVuKSU4k750QQgghhBBCCPFtMpxWCCGEEEIIIYQQQogfnHR9EUKkOWk7EEIIIYQQQggh/jsSxBNCpLnkw2iFEEIIIYQQQgjxn0kQTwghhBBCCCGEEEKIH5wE8YQQQgghhBBCCCGE+MFJEE8IIYQQQgghhBBCiB+cBPGEEEIIIYQQQgghhPjBSRBPCCGEEEIIIYQQQogfnATxhBBCCCGEEEIIIYT4wUkQTwghhBBCCCGEEEKIH5wE8YQQQgghRIYWFBQElUqF9+/fp/ehCCGEEEJ8NxLEE0IIIYT4ibx8+RK9e/eGvb09jIyMYGNjg4YNG+LYsWP/aP+AgACYmZl934P8L1WqVAkvXrxAzpw50/tQhBBCCCG+myzpfQBCCCGEECJthIWFwcPDA2ZmZpg2bRpcXFyQkJCAQ4cOoWfPnrh79256H+J/LSEhAYaGhrCyskrvQxFCCCGE+K6kJ54QQgghxE+iR48eUKlUCAkJgbe3N4oWLQonJyf0798fwcHBAIBZs2bB2dkZpqamsLGxQY8ePfDx40cAScNWfXx8EB0dDZVKBZVKhTFjxgAA4uPjMXjwYFhbW8PU1BTu7u4ICgrS+f3Lli2DjY0NTExM0LRpU8yaNStFr74//vgDDg4OMDQ0hKOjI9auXauzXqVSYfHixWjcuDFMTU0xYcKEVIfTnjt3Dp6enjA2NoaNjQ38/f0RGxurrF+0aBGKFCmCrFmzwtLSEt7e3v/Of2QhhBBCiO9EgnhCCCGEED+Bt2/f4uDBg+jZsydMTU1TrNcG0/T09DBv3jzcvHkTq1evxvHjxzF48GAAScNW58yZgxw5cuDFixd48eIFBg4cCADw8fHB2bNnsWnTJly/fh3NmzdH3bp1ERoaCgA4e/Ysunfvjj59+uDatWuoXbs2Jk6cqHMMO3fuRJ8+fTBgwADcvHkT3bp1g4+PD06cOKGz3ejRo9G4cWPcuHEDnTp1SnEuN27cgJeXF3799Vdcv34dmzdvxpkzZ9CrVy8AwKVLl+Dv749x48bh3r17OHjwIDw9Pf9v/4GFEEIIIb4zFUmm90EIIYQQQojvKyQkBO7u7tixYweaNm36j/fbunUr/Pz8EBUVBSApJ17fvn11er09fPgQRYoUwbNnz5A/f35lea1atVC+fHlMmjQJrVq1wsePHxEYGKisb9euHQIDA5WyPDw84OTkhKVLlyrbtGjRArGxsdi3bx+ApJ54ffv2xezZs5VtgoKCUL16dbx79w5mZmbo0KEDjI2NsWTJEmWbM2fOoGrVqoiNjcX+/fvh4+ODZ8+eIXv27P/4v4UQQgghRHqSnnhCCCGEED8BbbutSqX62+1OnDiB2rVrw9raGtmzZ0eHDh3w5s0bnaGoX7ty5QpIomjRosiWLZvyv5MnT+Lhw4cAgHv37qF8+fI6+3398507d+Dh4aGzzMPDA3fu3NFZ5ubm9rfncPnyZQQEBOgci5eXFzQaDR4/fozatWvD1tYW9vb2aN++PdavX49Pnz79bZlCCCGEEOlNJrYQQgghhPgJFClSBCqVCnfu3EGTJk1S3ebJkyeoX78+unfvjvHjx8Pc3BxnzpyBr68vEhISvlm2RqOBvr4+Ll++DH19fZ112bJlA5AURPw6gJjagJDUtvl6WWrDgb8+nm7dusHf3z/FuoIFC8LQ0BBXrlxBUFAQDh8+jFGjRmHMmDG4ePHiDzfzrhBCCCGElvTEE0IIIYT4CZibm8PLywsLFy5MtVfd+/fvcenSJSQmJmLmzJmoUKECihYtioiICJ3tDA0NoVardZa5urpCrVbj1atXKFy4sM7/tLPGFitWDCEhITr7Xbp0Sefn4sWL48yZMzrLzp07h+LFi/9X51qmTBncunUrxbEULlwYhoaGAIAsWbKgVq1amDZtGq5fv46wsDAcP378v/o9QgghhBBpSYJ4QgghhBA/iUWLFkGtVqN8+fLYvn07QkNDcefOHcybNw8VK1aEg4MDEhMTMX/+fDx69Ahr167F4sWLdcqws7PDx48fcezYMURFReHTp08oWrQo2rZtiw4dOmDHjh14/PgxLl68iKlTp2L//v0AgN69e2P//v2YNWsWQkNDsWTJEhw4cECnl92gQYMQEBCAxYsXIzQ0FLNmzcKOHTuUyTP+qSFDhuD8+fPo2bMnrl27htDQUOzZswe9e/cGAAQGBmLevHm4du0anjx5gjVr1kCj0cDR0fH/+F9YCCGEEOL7kSCeEEIIIcRPolChQrhy5QqqV6+OAQMGoGTJkqhduzaOHTuGP/74A6VLl8asWbMwdepUlCxZEuvXr8fkyZN1yqhUqRK6d++Oli1bIk+ePJg2bRoAYNWqVejQoQMGDBgAR0dHNGrUCBcuXICNjQ2ApNx2ixcvxqxZs1CqVCkcPHgQ/fr1Q9asWZWymzRpgrlz52L69OlwcnLCkiVLsGrVKlSrVu2/Ok8XFxecPHkSoaGhqFKlClxdXTFy5Ejky5cPQNJMvDt27ECNGjVQvHhxLF68GBs3boSTk9P/4b+uEEIIIcT3JbPTCiGEEEKIdNGlSxfcvXsXp0+fTu9DEUIIIYT44cnEFkIIIYQQIk3MmDEDtWvXhqmpKQ4cOIDVq1dj0aJF6X1YQgghhBAZgvTEE0IIIYQQaaJFixYICgrChw8fYG9vj969e6N79+7pfVhCCCGEEBmCBPGEEEIIIYQQQgghhPjBycQWQgghhBBCCCGEEEL84CSIJ4QQQgghhBBCCCHED06CeEIIIYQQQgghhBBC/OAkiCeEEEIIIYQQQgghxA9OgnhCCCGEEEIIIYQQQvzgJIgnhBBCCCGEEEIIIcQPToJ4QgghhBBCCCGEEEL84CSIJ4QQQgghhBBCCCHED+7/AcHoV5E0z73GAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1500x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"category_counts = Counter()\n",
"for item in sample:\n",
" category_counts[item.category]+=1\n",
"\n",
"categories = category_counts.keys()\n",
"counts = [category_counts[category] for category in categories]\n",
"\n",
"# Create bar chart\n",
"plt.figure(figsize=(15, 6))\n",
"plt.bar(categories, counts, color=\"lightgreen\")\n",
"\n",
"# Customize the chart\n",
"plt.title('How many in each category')\n",
"plt.xlabel('Categories')\n",
"plt.ylabel('Count')\n",
"\n",
"plt.xticks(rotation=30, ha='right')\n",
"\n",
"# Add value labels on top of each bar\n",
"for i, v in enumerate(counts):\n",
" plt.text(i, v, f\"{v:,}\", ha='center', va='bottom')\n",
"\n",
"# Display the chart\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "8d692349-6814-4b02-aa20-705279ee5295",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"How much does this cost to the nearest dollar?\n",
"\n",
"HP Color LaserJet Enterprise M554dn Duplex Printer\n",
"Expect strong security, fast performance, and energy efficiency with the HP Color LaserJet Enterprise M554dn printer. With the world's most secure printing, this color duplex laser printer features security solutions that help detect and stop attacks while protecting your sensitive business data. Centralize control of your printing environment with HP Web JetAdmin, and help build business efficiency. Get high-speed performance with 25 ppm print speeds, duplex printing, input capacity, all while using exceptionally low amounts of energy with Auto-On/Auto-Off technology. Extend printing reach with optional Wi-Fi® Direct and dual-band Wi-Fi® with Bluetooth® Low Energy. And, help protect your printer and produce sharp blacks, vivid colors, and crisp graphics with Original HP Toner cartridges\n",
"\n",
"Price is $799.00\n",
"[350, 27674, 72833, 271, 7117, 374, 400, 23987, 13, 410]\n",
"[' T', 'oner', ' cartridges', '\\n\\n', 'Price', ' is', ' $', '799', '.', '00']\n"
]
}
],
"source": [
"report(sample[400000])"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "6a28fa68-392a-4d8d-8c72-eeea4615d937",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mHBERERGZtX379iE5ORn/93//B0dHx1z3ff7551i9ejUWLVoEAJg2bRqKFi0KNzc3TJgwAcWKFcu1G6qVlRW++eYb/Pzzz7CyssKwYcNQr169PF0vztnZGUWLFsWqVatQsmRJREdHY+zYse/8esaNG4eqVatiyJAhGDRoEKytrXHy5El06dIFxYoVw3fffYdRo0ZBo9Hgww8/RGpqKi5cuAB7e3v07dsXkyZNQq1atVClShXk5ORg37598PX1fecOIiIiejWeGUdEREREZm316tVo2bLlS4M44PmGCsHBwbh69SoA4KeffsKIESNQq1YtxMTEYM+ePbC2ttY93tbWFj/88AN69OiB+vXrQy6XY8uWLXnqsLCwwJYtWxAUFAQ/Pz+MGjUK8+bNe+fX4+3tjSNHjiAkJAR16tRB/fr1sXv3blhaPv85/PTp0zFp0iTMnj0bvr6+aN26Nfbu3au7Pp21tTXGjRsHf39/NG7cGFKpNM+vQZ88PT2xePHiAjte06ZNMXLkyAI7HhER0etItP/dr52IiIiIiHI5deoUmjVrhuTkZDg5Ob3yMevWrcPIkSORkpKi1zZD0q9fP6xfvx5ff/01VqxYkeu+IUOGYPny5ejbty/WrVuX7+eKj4+HnZ0dbG1t830s4Pkwrnr16nka8L3LY/NCIpFg586duc6yNEZ5+f+EiIh4ZhwRERERERUgDw8PbNmyBVlZWbrbsrOzsXnzZpQpU6bAnqd48eIFNogzBkqlUnQCEREVEA7jiIiIKJdTp05BIpGY9dk9RPT+atasiTJlymDHjh2623bs2AEPDw/UqFFDd9urlplWr14dU6ZM0b0/ZcoUlClTBjKZDO7u7hg+fPhrPz4lJQVfffUV3NzcYGNjAz8/P+zbtw/A880xunfvjtKlS8PW1hZVq1bF5s2bC+w1e3p6YtasWRgwYACKFCmCMmXK5Nr0QqFQYNiwYShZsiRsbGzg6emJ2bNn6z4WAD777DNIJBLd+1OmTEH16tWxZs0aeHl5QSaTQavV5unzJpFIsHLlSnTo0AG2trbw9fXFxYsXce/ePTRt2hR2dnaoX78+7t+/n+s4e/fuRa1atWBjYwMvLy9MnToVKpUq13F///13fPbZZ7C1tUXFihWxZ88eAEBUVBSaNWsG4Pn1DyUSCfr16wcA2LZtG6pWrQq5XI6iRYuiZcuWyMjIyO+nnYjIaHEYR0RE9BYSieSNby++2TBXWq0Wv/32G+rXrw8HBwfY29ujSpUqGDFiBO7duyc6j6hANG3aFFqt9o1L7/r168ch9j/69++PtWvX6t5fs2YNBgwY8E7H2LZtGxYtWoSVK1fi7t272LVrF6pWrfrKx2o0GrRt2xYXLlzAxo0bERoaip9++glSqRTA8zPzatWqhX379uHmzZv46quv0Lt3bwQEBLz/i/yPBQsWoHbt2rh27RqGDBmCwYMH4/bt2wCAn3/+GXv27MFff/2FO3fuYOPGjbqhW2BgIABg7dq1iImJ0b0PAPfu3cNff/2F7du3Izg4+J16pk+fjj59+iA4OBiVKlVCjx498PXXX2PcuHG6HX+HDRume/zhw4fRq1cvDB8+HKGhoVi5ciXWrVuHmTNn5jru1KlT0bVrV1y/fh3t2rVDz549kZSUBA8PD2zfvh3A812EY2JisGTJEsTExKB79+4YMGAAwsLCcOrUKXTq1Am8WhIRmTPupkpERPQWMTExut9v3boVkyZNwp07d3S3yeVyEVkGQavVokePHti1axfGjx+PRYsWwdXVFZGRkTh69ChmzJhRINeGIiLj0rt3b4wbNw5RUVGQSCQ4f/48tmzZglOnTuX5GNHR0ShRogRatmwJKysrlClT5rW70h47dgyXL19GWFgYvL29AQBeXl66+0uVKoXvvvtO9/4333yDQ4cO4e+//0bdunXf70X+R7t27TBkyBAAwA8//IBFixbh1KlTqFSpEqKjo1GxYkV8+OGHkEgkKFu2rO7jihcvDgBwcnJCiRIlch1ToVBgw4YNuse8i/79+6Nr1666nvr16+PHH39E69atAQAjRoxA//79dY+fOXMmxo4di759+wJ4/vmbPn06xowZg8mTJ+se169fP3Tv3h0AMGvWLCxduhSXL19GmzZt4OLiAgBwdXXVDa7v378PlUqFTp066V7364aqRETmgmfGERERvUWJEiV0b46OjpBIJLlu27RpE8qXLw9ra2v4+Phgw4YNuo8dMGAAOnTokOt4KpUKJUqUwJo1awC8//KdwMBAtGrVCsWKFYOjoyOaNGmi2/HxhTctKXrhwIED8Pb2hlwuR7NmzRAVFZXnz83WrVuxZcsWbN26FT/++CPq1asHLy8vtGjRAj/99FOuM2Py2lsYS6vetNSNiApesWLF0L59e6xfvx5r165F+/btUaxYsXc6RpcuXZCVlQUvLy8MHDgQO3fuzPX/9b8FBwejdOnSukHcf6nVasycORP+/v4oWrQo7O3tceTIEURHR7/za3sdf39/3e9f/DsRFxcH4PkAKzg4GD4+Phg+fDiOHDmSp2OWLVv2vQZx/+1xc3MDkHsI5ubmhuzsbKSmpgIAgoKCMG3aNNjb2+veBg4ciJiYGGRmZr7yuHZ2dihSpIjudb5KtWrV0KJFC1StWhVdunTBb7/9huTk5Pd6TUREpoLDOCIionzYuXMnRowYgW+//RY3b97E119/jf79++PkyZMAgC+//BKHDh3KdXbdgQMHkJ6ejq5du+Zr+U5aWhr69u2Ls2fP4tKlS6hYsSLatWuHtLS0XI973ZIiAHj48CE6deqEdu3aITg4GF9++SXGjh2b59e/efNm+Pj44JNPPnnl/RKJ5J17C3pp1bssdSOigjNgwACsW7cO69evf+USVQsLi5f+rvv3JgUeHh64c+cOfv31V8jlcgwZMgSNGzd+5UYGbztDecGCBVi0aBHGjBmDEydOIDg4GK1bt4ZCoXjPV/cyKyurXO9LJBJoNBoAz6+jFxkZienTpyMrKwtdu3bF559//tZj2tnZvXTb2z5vr+p58Xfxq2570ajRaDB16lQEBwfr3m7cuIG7d+/CxsYmT6/zVaRSKY4ePYqDBw+icuXKWLp0KXx8fBAZGfnajyEiMnUcxhEREeXD/Pnz0a9fPwwZMgTe3t4YPXo0OnXqhPnz5wMAGjRo8NLZcmvXrkWXLl1gb2+PmJgY3fIdT09PVK1aFUOGDIG9vf1bn7t58+bo1asXfH194evri5UrVyIzMxOnT5/O9bgXS4oqVKiAWbNmISMjA5cvXwYALF++HF5eXli0aBF8fHzQs2fPd7oGXnh4OHx8fHLdNnLkSN1ZFaVLl37n3hdLq7y9vfHDDz8gKioKPXv2ROvWreHr64sRI0bkWur276VVXl5eaNWqFaZPn46VK1cCyL3U7cUyt4EDB+b5NRLR+2nTpg0UCgUUCoVuaeS/FS9ePNcPKlJTU18a0MjlcnzyySf4+eefcerUKVy8eBE3btx46Vj+/v549OgRwsPDX9ly9uxZfPrpp+jVqxeqVasGLy8v3L17N5+v8N04ODjgiy++wG+//YatW7di+/btuh+MWFlZQa1W5+k4efm8vY+aNWvizp07qFChwktvFhZ5+7bR2toaAF56LRKJBA0bNsTUqVNx7do1WFtbY+fOnfluJiIyVhzGERER5UNYWBgaNmyY67aGDRsiLCxM9/6XX36pW64ZFxeH/fv3684Syc/ynbi4OAwaNAje3t5wdHSEo6Mj0tPTX1p29aYlRWFhYahXr16uM9jq16//Dp+B3Ge/AcCECRMQHByMSZMmIT09PV+9BbG06l2WuhFRwZFKpQgLC0NYWJhuI4V/a968OTZs2ICzZ8/i5s2b6Nu3b67HrVu3DqtXr8bNmzcRERGBDRs2QC6X57re2gtNmjRB48aN0blzZxw9ehSRkZE4ePAgDh06BACoUKECjh49igsXLiAsLAxff/01YmNjC+/F/8eiRYuwZcsW3L59G+Hh4fj7779RokQJ3XXVPD09cfz4ccTGxr7134C3fd7e16RJk/DHH39gypQpuHXrFsLCwrB161ZMnDgxz8coW7YsJBIJ9u3bh/j4eKSnpyMgIACzZs3ClStXEB0djR07diA+Ph6+vr75biYiMlYcxhEREeXTf4dRWq021219+vRBREQELl68qNtBr1GjRgDyt3ynX79+CAoKwuLFi3HhwgUEBwejaNGiLy27etOSovzuZlexYkXdboEvFC9eHBUqVICrq2u+ewtiadW7LHUjooLl4OAABweHV943btw4NG7cGB06dEC7du3QsWNHlC9fXne/k5MTfvvtNzRs2BD+/v44fvw49u7di6JFi77yeNu3b8cHH3yA7t27o3LlyhgzZozuDK0ff/wRNWvWROvWrdG0aVOUKFECHTt2LPDX+zr29vaYM2cOateujQ8++ABRUVE4cOCA7oyzBQsW4OjRo/Dw8ECNGjXeeKy3fd7eV+vWrbFv3z4cPXoUH3zwAerVq4eFCxe+cvj5OqVKlcLUqVMxduxYuLm5YdiwYXBwcMCZM2fQrl07eHt7Y+LEiViwYAHatm2b72YiIqOlJSIiojxbu3at1tHRUfd+gwYNtAMHDsz1mC5dumjbt2+f67auXbtqBw4cqPXz89POmjXrtcdXqVTaUqVKaRcsWPDWFnt7e+0ff/yhez86OloLQLto0SLdbQC0O3fuzPVxjo6O2rVr12q1Wq123LhxWl9f31z3jx07VgtAm5yc/NaGTZs2aQFod+3a9dJ9//1cvU9vZGSkFoD22rVruttOnjyZq69BgwbaAQMGvLX1hdu3b2sBaIOCgvL8MUREREREBcVS2BSQiIjIBHz//ffo2rUratasiRYtWmDv3r3YsWMHjh07lutxX375JTp06AC1Wo2+ffvqbg8ICMDx48fx0UcfwdXVFQEBAXlevlOhQgVs2LABtWvXRmpqKr7//vu3XsT8vwYNGoQFCxZg9OjR+PrrrxEUFIR169bl+eO7deuGHTt2oFu3bhg3bhxat24NNzc3PHjwAFu3bs21dKogel9l0qRJ6NChAzw8PNClSxdYWFjg+vXruHHjBmbMmIF169ZBrVajbt26sLW1feNSNyIiIiKiwsZlqkRERPnQsWNHLFmyBPPmzUOVKlWwcuVKrF27Fk2bNs31uJYtW6JkyZJo3bo13N3ddbfnZ/nOmjVrkJycjBo1aqB3794YPnz4S0tD36ZMmTLYvn079u7di2rVqmHFihWYNWtWnj9eIpFg69atWLx4MQ4cOIAWLVrAx8cHAwYMgIeHB86dO1egva/ytqVV77rUjYjM29mzZ3Ndg/K/b0RERPkl0WrzebEYIiIieqvMzEy4u7tjzZo16NSpk+gcIiJ6jaysLDx+/Pi191eoUEGPNUREZIo4jCMiIipEGo0GsbGxWLBgAbZt24b79+/D0pJXiSAiIiIiMldcpkpERFSIoqOjUapUKfz1119Ys2bNOw3i3rRM6uzZs4VY/T9t27Z9bcO7LGclIiIiIqLneGYcERGRgbp3795r7ytVqlSBbH7wNo8fP0ZWVtYr73NxcYGLi0uhNxARERERmRIO44iIiIiIiIiIiPSEy1SJiIiIiIiIiIj0hMM4IiIiIiIiIiIiPeEwjoiIiIiIiIiISE84jCMiIiIiIiIiItITDuOIiIiIiIiIiIj0hMM4IiIiIiIiIiIiPeEwjoiIiIiIiIiISE84jCMiIiIiIiIiItITDuOIiIiIiIiIiIj0hMM4IiIiIiIiIiIiPeEwjoiIiIiIiIiISE84jCMiIiIiIiIiItITDuOIiIiIiIiIiIj0hMM4IiIiIiIiIiIiPeEwjoiIiIiIiIiISE84jCMiIiIiIiIiItITDuOIiIiIiIiIiIj0hMM4IiIiIiIiIiIiPeEwjoiIiIiIiIiISE8sRQcQERERkenTarVIz1EhS6FGtlIDhfrFrxrkKDXIUamhUGmQ88/b898/v02l0eqOodECWi2ghRZ+tqmwVKRDIpHo3gDofm9hYQGpVApLS8vXvllbW8PKykr3q6UlvzwmIiKiwsWvNoiIiIgoT7RaLZIzlUhIz0FCWg6SMhVIzVIhNVuJtGwl0rJVSMtWITXr+e9Ts//3a0aOCv/M1ArMKK94JD+JKtBjWlhY6IZzMpkMNjY2kMvlul///fvy8lKwlssgtbOChZ0VLGz4pTURERG9Hb9iICIiIjJzzzKVePIsC/FpOc8Hbek5SEhXICEtB/HpOUhMVyAhPQdJGQrdWWqmSqPRICcnBzk5OUhLS3vjY/ugOayzJf+7QSqBha0VpHaWsLC3hrSINaSOMkgdrSF1+OdXRxks7K10Z/ERERGR+eEwjoiIiMiEaTRaPE3LxuPkLDxO+ectOQtP/vn9k5RspOeoRGcaHYlEAqvs/9yo1kKTpoAmTQEg8/UfLJVA6vBiUCf71++f/2rpZAOpg3Vh5hMREZFAHMYRERERGblspRpRiRmIiM9AZMLzXx8lZ+JxShaepmZDqTbts9lEsLGxgSTrPc9uU2uhTs6BOjnntQ+RWFvAsqgclkVtYFlM/s/v5bAsJuegjoiIyMhxGEdERERkBDQaLR6nZCEiIQOR8enPf/1n8PbkWRa0nLfplVxmU6jH1yo0UMZkQBmT8dJ9Emvpf4Z0//y+mBzSIhzUERERGToO44iIiIgMzMOkTNyOTcPtmFTcfpqGu0/T8CAxEzkqjeg0+ofcqnCHcW+iVahfP6iTW8KqhC2sStjBqqTd819L2MHCWiqglIiIiF6FwzgiIiIiQTIVKtyOTUNYTCpux6ThdmwqbsemIS2b13AzdDZWMtEJr6TNUkERmQpFZOr/bpQAUhcb3WDuxaDO0sUGEgtuJEFERKRvHMYRERER6UFieg5CHqXg+qNnz4dvsWmITsrk8lIjZWNhmMO4V9IC6sRsqBOzkX0rUXezxMoClm7Pz6KzLmkHq9JFYO1uD4mVhcBYIiIi08dhHBEREVEBy1aqcePxM4Q8TMG1hykIeZiCR8lZorOoANlYWIlOyDetUgPlo3QoH6X/b+9XqQRWbraw9igC69JFYFW6CKzcbHkGHRERUQHiMI6IiIgoHzQaLcLj0hDyMAXBD58h+GEK7j5Ng0rDU95MmY3WRDdKUGuhfJIB5ZMMZATEAni+s6tVKXtYl3GArEwRWJdx4EYRRERE+cBhHBEREdE7yMhR4Wp0MgIjkxAYlYzrj1KQoVCLziI9k2nN58torUKjuw5d+j+3SZ1ksC7rAOsyRSAr6wArd3uePUdERJRH5vNVBBEREdF7SMpQ4HJkIi5HJiMwKgmhMalQ86w3sydTmfeX0eqUHGSlxCMrJB4AILGxhKycA2RejpB5OcGqpB2Hc0RERK9h3l9FEBEREf1HQnoOAiKSEBCZiEsRibgbl85NFugl1kqp6ASDos1WITssCdlhSQA4nCMiInoTDuOIiIjIrGUqVLh4PxFn7ybg/L0E3I1Lf/sHkdmTKbjj6JtwOEdERPR6HMYRERGRWdFqtbj1JBWnw+Nx9m48rj5IgUKtEZ1FRsY6m8O4d/HScE5uCVk5R9j4OMPGxwWWTjLBhURERPrDYRwRERGZvLjUbJy5m4Az4fE4fy8BiRkK0Ulk5CyzeFZXfmizVMgOTUR2aCIAwNLNFjY+LrDxcYbM0wESKYedRERkujiMIyIiIpOjUmsQEJmEU3ficPZuAm7HpolOIhNiaWkJy2wO4wqS6mkm0p9mIv3MI0hkUthUcHo+nKvkDKkDz5ojIiLTwmEcERERmYTUbCVO3YnHsdCnOHUnDqnZKtFJZKLkNnKAlxYsNNocNbJuJSLr1vOz5qxK2MGm0vPlrNZlHCCRchBKRETGjcM4IiIiMlqPU7JwLPQpjoY+RUBkIpRqbntKhU8usxGdYFaUsRlQxmYg7dQjSGwsYePtBHmVorCp5AILGb+dISIi48OLMRARAGDKlCmoXr267v1+/fqhY8eOBXLsU6dOQSKRICUlpUCOZ0r4uXk7T09PLF68WHQGGZCbj59h0dFwtFtyFg1/OoHJe27h3L0EDuJIb+RWHMaJos1WIet6ApI238GT6QFIWH8LGUFPocnimbBERGQ8+KMkIhMRGxuLmTNnYv/+/Xj8+DFcXV1RvXp1jBw5Ei1atCjU5+7Xrx/Wr18P4Pl1dDw8PNCpUydMnToVdnZ2hfrc5srHxweRkZGIjIxEqVKlROcUqsDAQP45MnNarRaBUcnYf/0JjoY+xZNn2aKTyMzZSK1FJxAAqDS6HVqTpRLIyjtB7lcU8spFIbXnfyMiIjJcHMYRmYCoqCg0bNgQTk5OmDt3Lvz9/aFUKnH48GEMHToUt2/fLvSGNm3aYO3atVAqlTh79iy+/PJLZGRkYPny5YX+3Obm3LlzyM7ORpcuXbBu3TpMmDBBdFKhUCgUsLa2RvHixUWnkCBXo5OxLyQGB27EIDaVAzgyHDYW3FDA4Ki1yAlPRk54MlJ23YPM0xHyqsUgr1KUG0AQEZHB4TJVIhMwZMgQSCQSXL58GZ9//jm8vb1RpUoVjB49GpcuXQIAPHv2DF999RVcXV3h4OCA5s2bIyQkpMAaZDIZSpQoAQ8PD/To0QM9e/bErl27cj0mKCgItWvXhq2tLRo0aIA7d+7kun/58uUoX748rK2t4ePjgw0bNuS6XyKR4Pfff8dnn30GW1tbVKxYEXv27Mn1mNDQULRr1w729vZwc3ND7969kZCQoLt/27ZtqFq1KuRyOYoWLYqWLVsiIyPjra8vMDAQrVq1QrFixeDo6IgmTZrg6tWr79x34MABeHt7Qy6Xo1mzZoiKinrrc//X6tWr0aNHD/Tu3Rtr1qyBVpt7ad6jR4/QrVs3uLi4wM7ODrVr10ZAQIDu/j179qB27dqwsbFBsWLF0KlTJ919CoUCY8aMQalSpWBnZ4e6devi1KlTuvsfPHiAjz/+GM7OzrCzs0OVKlVw4MABAEBycjJ69uyJ4sWLQy6Xo2LFili7dq3uY2/cuIHmzZvrPvdfffUV0tP/dwX0F0ujZ8+eDXd3d3h7ewN4eZnq2/4sh4SEoFmzZihSpAgcHBxQq1YtXLly5Z0/zyTGjUfPMPtAGBr+dAKdll3AmvORHMSRwbGBlegEehMNkBPxDCm77yNm9mXELQ9B2tlHUCXz7xIiIjIMHMYRGbmkpCQcOnQIQ4cOfeVSPicnJ2i1WrRv3x6xsbE4cOAAgoKCULNmTbRo0QJJSUmF0iWXy6FUKnPdNmHCBCxYsABXrlyBpaUlBgwYoLtv586dGDFiBL799lvcvHkTX3/9Nfr374+TJ0/mOsbUqVPRtWtXXL9+He3atUPPnj11ryEmJgZNmjRB9erVceXKFRw6dAhPnz5F165ddfd3794dAwYMQFhYGE6dOoVOnTq9NMx6lbS0NPTt2xdnz57FpUuXULFiRbRr1w5paWl57nv48CE6deqEdu3aITg4GF9++SXGjh37Tp/XtLQ0/P333+jVqxdatWqFjIyMXMOy9PR0NGnSBE+ePMGePXsQEhKCMWPGQKPRAAD279+PTp06oX379rh27RqOHz+O2rVr6z6+f//+OH/+PLZs2YLr16+jS5cuaNOmDe7evQsAGDp0KHJycnDmzBncuHEDc+bMgb29PQDgxx9/RGhoKA4ePIiwsDAsX74cxYoVAwBkZmaiTZs2cHZ2RmBgIP7++28cO3YMw4YNy/X6jh8/jrCwMBw9ehT79u176fXn5c9yz549Ubp0aQQGBiIoKAhjx46FlRW/cTZkYTGpmHf4NprOO4mPfzmHlWci8DglS3QW0WvJtPw7xWhoAcWDVDzbH4nYOYGIWx6C9ItPoM5Qvv1jiYiICgmXqRIZuXv37kGr1aJSpUqvfczJkydx48YNxMXFQSZ7vlRj/vz52LVrF7Zt24avvvqqQJsuX76MTZs2vXStupkzZ6JJkyYAgLFjx6J9+/bIzs6GjY0N5s+fj379+mHIkCEAoDurb/78+WjWrJnuGP369UP37t0BALNmzcLSpUtx+fJltGnTBsuXL0fNmjUxa9Ys3ePXrFkDDw8PhIeHIz09HSqVCp06dULZsmUBAFWrVs3Ta2revHmu91euXAlnZ2ecPn0aHTp0yHOfl5cXFi1aBIlEAh8fH91AK6+2bNmCihUrokqVKgCAbt26YfXq1brP0aZNmxAfH4/AwEC4uLgAACpUqKD7+JkzZ6Jbt26YOnWq7rZq1aoBAO7fv4/Nmzfj0aNHcHd3BwB89913OHToENauXYtZs2YhOjoanTt31n3evLy8dMeJjo5GjRo1dMM9T09P3X1//vknsrKy8Mcff+iGxr/88gs+/vhjzJkzB25ubgAAOzs7/P7777C2fvW1fvLyZzk6Ohrff/+97v+JihUr5vnzS/rzIDEDO689xt6QJ7gf//azU4kMiUzDL6GNleJBKhQPUpGyLwI2FZ1hW6M45JWLQmIlFZ1GRERmhF9JEBm5F2d1SSSS1z4mKCgI6enpKFq0aK7bs7KycP/+/QLp2LdvH+zt7aFSqaBUKvHpp59i6dKluR7j7++v+33JkiUBAHFxcShTpgzCwsJeGgo2bNgQS5Ysee0x7OzsUKRIEcTFxQF4/jpPnjypO1Pr3+7fv4+PPvoILVq0QNWqVdG6dWt89NFH+Pzzz+Hs7PzW1xcXF4dJkybhxIkTePr0KdRqNTIzMxEdHZ3nvrCwMNSrVy/Xf6v69eu/9bn/bfXq1ejVq5fu/V69eqFx48ZISUmBk5MTgoODUaNGDd0g7r+Cg4MxcODAV9539epVaLVa3fLQF3JycnR/doYPH47BgwfjyJEjaNmyJTp37qx7zYMHD0bnzp1x9epVfPTRR+jYsSMaNGige+3VqlXLdfZmw4YNodFocOfOHd0wrmrVqq8dxAF5+7M8evRofPnll9iwYQNatmyJLl26oHz58q89JulPeo4K+68/wbagRwiMShadQ/TeZCp+CW301Fpk305C9u0kSGRSaGvJoS4nQZkq/pBYcPEQEREVLn4lQWTkKlasCIlEgrCwMHTs2PGVj9FoNChZsmSu5YwvODk5FUhHs2bNsHz5clhZWcHd3f2VywL/fduLgdSL5ZP/vu0FrVb70m3/Pa5EItEdQ6PR6M60+q+SJUtCKpXi6NGjuHDhAo4cOYKlS5diwoQJCAgIQLly5d74+vr164f4+HgsXrwYZcuWhUwmQ/369aFQKPLcl5flsG8SGhqKgIAABAYG4ocfftDdrlarsXnzZgwePBhyufyNx3jT/RqNBlKpFEFBQZBKc58h8GLA+eWXX6J169bYv38/jhw5gtmzZ2PBggX45ptv0LZtWzx48AD79+/HsWPH0KJFCwwdOhTz589/5X/LF/59+9t2Tc3Ln+UpU6agR48e2L9/Pw4ePIjJkydjy5Yt+Oyzz954bCocGo0W5+8nYHvQIxy+9RRZSrXoJKJ8s1ZyWGNKtDlqhF07jet/HkORosXh26gpqjRpARf30qLTiIjIRPErCSIj5+LigtatW+PXX3995UYEKSkpqFmzJmJjY2FpaYkKFSrkentxTa/8srOzQ4UKFVC2bNn3uj6Xr68vzp07l+u2CxcuwNfXN8/HqFmzJm7dugVPT8+XXueLIY9EIkHDhg0xdepUXLt2DdbW1ti5c+dbj3327FkMHz4c7dq1Q5UqVSCTyXJtDJEXlStX1m2o8cJ/33+T1atXo3HjxggJCUFwcLDubcyYMVi9ejWA52fmBQcHv/ZagP7+/jh+/Pgr76tRowbUajXi4uJe+vyVKFFC9zgPDw8MGjQIO3bswLfffovffvtNd1/x4sXRr18/bNy4EYsXL8aqVat0rz04ODjXn9Hz58/DwsLipTPx3iSvf5a9vb0xatQoHDlyBJ06dcq1kQTpR0R8OuYdvo0P55xA79WXsSv4CQdxZDKsc/gltCmR2Fvi5u3n16hNS4zH5V1/Y+2oQfhzwmgEH96PrPS0txyBiIjo3fArCSITsGzZMqjVatSpUwfbt2/H3bt3ERYWhp9//hn169dHy5YtUb9+fXTs2BGHDx9GVFQULly4gIkTJxrMLpPff/891q1bhxUrVuDu3btYuHAhduzYge+++y7Pxxg6dCiSkpLQvXt3XL58GREREThy5AgGDBgAtVqNgIAAzJo1C1euXEF0dDR27NiB+Pj4PA38KlSogA0bNiAsLAwBAQHo2bPnW89C+69Bgwbh/v37GD16NO7cuYNNmzZh3bp1efpYpVKJDRs2oHv37vDz88v19uWXXyIoKAghISHo3r07SpQogY4dO+L8+fOIiIjA9u3bcfHiRQDA5MmTsXnzZkyePBlhYWG4ceMG5s6dC+D5AKtnz57o06cPduzYgcjISAQGBmLOnDm6HVNHjhyJw4cPIzIyElevXsWJEyd0n79JkyZh9+7duHfvHm7duoV9+/bp7uvZsydsbGzQt29f3Lx5EydPnsQ333yD3r1765ao5sXb/ixnZWVh2LBhOHXqFB48eIDz588jMDDwnYa69P5Ss5X4M+ABOi07j+YLTuPXk/fx5Bl3LyTTY531+ktDkPFJd0iDRvPyDwti74Xj+JrlWDmoD/b/PA+PQm8KqCMiIlPEYRyRCShXrhyuXr2KZs2a4dtvv4Wfnx9atWqF48ePY/ny5ZBIJDhw4AAaN26MAQMGwNvbG926dUNUVNQ7DUIKU8eOHbFkyRLMmzcPVapUwcqVK7F27Vo0bdo0z8dwd3fH+fPnoVar0bp1a/j5+WHEiBFwdHSEhYUFHBwccObMGbRr1w7e3t6YOHEiFixYgLZt27712GvWrEFycjJq1KiB3r17Y/jw4XB1dX2n11imTBls374de/fuRbVq1bBixYpcm028yZ49e5CYmPjKpZYVK1ZE1apVsXr1alhbW+PIkSNwdXVFu3btULVqVfz000+6ZadNmzbF33//jT179qB69epo3rw5AgICdMdau3Yt+vTpg2+//RY+Pj745JNPEBAQAA8PDwDPl8QOHToUvr6+aNOmDXx8fLBs2TIAgLW1NcaNGwd/f380btwYUqkUW7ZsAQDY2tri8OHDSEpKwgcffIDPP/8cLVq0wC+//PJOn8O3/VmWSqVITExEnz594O3tja5du6Jt27a5Nqyggnc1Ohmj/wpGnZnHMGHnTVyNThGdRFRoJBIJrLI5jDMltx6ffeP9aqUSt8+fxtapY7F29GAE7d+N7PR0PdUREZEpkmjzexEjIiIiMjsZOSrsCn6MPy9FIzQmVXQOmalRXvFIfhKl1+eU28jRM6WBXp+TCo/ExQpbgma888dZWlnDu15D+Ldsi1KVKhdCGRERmTJu4EBERER5djs2FRsvPcCua0+QnqMSnUOkd3KZjegEKkAJ1jHv9XEqpQKhZ08i9OxJFPMoi6ot2qBy42awsXt5R3ciIqL/4plxRPRG0dHRqFz59T/xDQ0NRZkyZfRYVDhe7Bb6KgcPHkSjRo0KvaFt27Y4e/bVS2XGjx+P8ePHF3oD0atkK9U4cCMGGy894BJUMigizoxzL14S7R7yTCiTIAGOPduExMSHBXI4S5kMPvUawb9lG7h7VyqQYxIRkWnimXFE9Ebu7u4IDg5+4/2m4E2vsVSpUnpp+P3335GVlfXK+1xcXPTSQPRvUQkZ+DPgAbYFPUJyplJ0DpFBkFvJRCdQAdG6SZEYUTCDOABQ5eTg1uljuHX6GIqXLYdqrdqhcpPmsLLmnxkiIsqNZ8YRERFRLhfuJeD3c5E4eScO/CqBDJmIM+OqlPZG/Xseen1OKhyPXCJxPuivQn0OmyIOqNayDaq37gB7Z/5gjYiInuOZcURERASFSoM9IU+w+lwkwrghA9Fr2UisRSdQQbCyQFDooUJ/muy0VATs/AtX9u6AT/1GqNm+I9zKlS/05yUiIsPGYRwREZEZS8pQYOOlB9hw6QHi03JE5xAZPBmsRCdQAVAWVyE7XH8/eFCrVLoNH0pX9kOt9p+hfM0PILGw0FsDEREZDg7jiIiIzNC9uDSsPheJndceI1upEZ1DZDRkGn75bArup4QIe+5HoTfxKPQmnEqURM22n8CvaStY2XCXXiIic8KvJoiIiMzImfB4rD4XiTN343k9OKL3IFPzzDhjJ7GzxI3Q46IzkBIbgxNrV+LCX3+iaovWqNHmYxQpWkx0FhER6QGHcURERCZOo9Fi340YLDt5D7dj00TnEBk1mYrLCo1dulMaNBq16Ayd7Ix0BO7ZjqD9u+Bd70PU+fRzFC9bTnQWEREVIg7jiIiITJRSrcGOq4+w4nQEIhMyROcQmQTrHKnoBMqn0EfnRSe8kkatxu3zp3H7whl41fwA9Tt1Q4kK3qKziIioEHAYR0REZGKylWpsvhyN385E4MmzbNE5RCbFOkciOoHyQeJihYigINEZb6bVIiLoMiKCLqOsfw3U6/QFSvv6ia4iIqICxGEcERGRiUjLVuKPiw+w5lwkEjMUonOITJJ1FpepGrME61jRCe/kwfVreHD9GkpVqoJ6nb6AZ7WaopOIiKgAcBhHRERk5JIyFFhzLhJ/XIxCarZKdA6RybK0tIQ0m2fGGS0JEHz3iOiK9/L49i1snzUJJSp4o+5nX6BC7bqik4iIKB84jCMiIjJScanZWHkmApsvRyNTYTgXIycyVXIbOZAuuoLel9ZNioSIaNEZ+RJ7Lxy7501H8bLlUPezrvCu2xASC56tSURkbDiMIyIiMjKJ6TlYfuo+NgY8QLZSIzqHyGzIrW1EJ1A+PFbcF51QYOIfRGLf4jlwcS+NOh27wLdRU1hYcHMRIiJjwWEcERGRkUjOUGDlmQj8cTGKZ8IRCWBjJROdQO/LygLXwg6KrihwSU8e4dCyRQjY9Tcadu0F73oNIZFwKTURkaHjMI6IiMjQZT/DgYBbGHMiDek5vCYckShySw7jjJXSVY3M8FTRGYUm+ckj7Fv8E1zLlUejbn3gWb2W6CQiInoDXmCAiIjIUCkygbMLgcX+aBg6lYM4IsFsLKxFJ9B7ikgOFp2gF3GR97F99mRsnToWT8LDROcQEdFrcBhHRERkaFQKIGAV8HN14PhUIDsFjk8vYWAp477wOJGxk0msRCfQe5DYWeJ62HHRGXr1KPQmNv/4PXbOmYr4B5Gic4iI6D+4TJWIiMhQaNRAyBbg9E9AysuDtxEWW/EbvhcQRkQAYKPhmXHGKN0xHRqNeV5nM+JqICKvBcGnQSM07NoLTiVKik4iIiLwzDgiIiLDcO8YsOJDYPeQVw7iAMA+/hpGlYnQcxgRvSDTcLdKYxT65JzoBKG0Wg1unz+NtaMH49jvvyI9OUl0EhGR2eMwjoiISKSnocCGTsDGzkBc6Fsf/pV6CyQSrR7CiOi/rFVcVGJsJC5WiIgMEp1hEDRqFUKOHsTq4QNx5s+1yM5IF51ERGS2OIwjIiISIT0O2DP8+dlw9/N+LSN54k2MKxteiGFE9DoyJc+MMzaJ1rGiEwyOSpGDwD3bsXrEV7h2eJ/ZLuElIhKJwzgiIiJ9UmYBZ+YBP9cErq4HtO/+TVDfnM2QSjSFEEdEb2Kdwy+djYoECL57THSFwcpOS8WJNSvwx/ffICrkqugcIiKzwq8oiIiI9EGrBUK2AktrAydmAIq09z6ULDkcUzzfvqSViAqWdZZEdAK9A62rFPEJUaIzDF7io2hsnzUJO+dMRdKTR6JziIjMAodxREREhS3qPPBbM2DnV0BqwXyj0y1zE2QWPDuOSJ+ssjmMMyaPVfdFJxiViKuBWP/dMJxctwrZ6byeHBFRYeIwjoiIqLAk3ge29ATWtQOeXCvQQ1s9i8KsciEFekwiej0bGxtItBzGGQ0rC1wLPSi6wuho1CpcPbgHq0d+hWuH9kKj5vXkiIgKA4dxREREBS0nHTg6Cfi1LnB7X6E9zaepm2BnyW+UiPRBLpOLTqB3oCyuRmZmqugMo5WdlooTa1fijzG8nhwRUWHgMI6IiKgg3dwO/PIBcH4JoFEW6lNZpj3GPM+gQn0OInpObi0TnUDvIOIZzxwuCC+uJ7fjpym8nhwRUQGyFB1ARERkEuJuAwe/ByLP6PVpWydvgqNVTTxT8p90osJkY2kjOoHySGJriRthx0VnmJTIa1fw4HowanXoiPqdu8FKxv8fiIjyg2fGERER5UdOGnB4ArCiod4HcQAgzYjDQs/Len9eInNjI7UWnUB5lOGcDrVaJTrD5GjUKgTu3oZ13w5FxNVA0TlEREaNwzgiIqL3dWsn8Esd4OIvgEbcN37NEjbBVVa4S2KJzJ2NhMM4YxH6+LzoBJOWGv8UO+dMxe75M5GWmCA6h4jIKHEYR0RE9K4S7wMbOgF/9wPSnoiugUVWEhaX4TefRIXJBlaiEygPJM5WuB95RXSGWbgXeBFrRw/GlX07odFwMyEionfBYRwREVFeqXKAUz8ByxsA9w3rekT147agtE2O6AwikyXTchhnDBJlT0UnmBVldhZOb1iNjeNGIebuHdE5RERGg8M4IiKivLh/ElhWDzg1G1Bli655iSQnFUs89H/NOiJzIVNLRSfQ20iA4HtHRVeYpfioCGz+8Xsc/e0XZGeki84hIjJ4HMYRERG9SVYKsHsosKEjkBQhuuaNasb+hfK2WaIziEySNXcsNnhaVyni46NEZ5gtrVaD68cOYe2oQQg9e1J0DhGRQeMwjoiI6HVu7wd+rQtc2yi6JE8kygwsLnVCdAaRSZLl8MtmQ/dEZdg/MDEXmc9ScPCXBfh7+ngkxzwWnUNEZJD4VQUREdF/ZSQAf/cHtvQA0mNF17wTv5jtqFokQ3QGkcmx5jDOsFlZ4GroQdEV9C/RN6/jjzHDcWXfTmg1GtE5REQGhV9VEBER/dv1v4Bf6wC3dogueS8SVTbmlzgiOoPI5FhlSUQn0Bsoi6uRmflMdAb9h0qRg9MbVmPL5B+Q9IRnyRERvcBhHBEREQA8ewxs+gLYMRDITBRdky/ej3ehtmOa6AwikyGVSmGp5DDOkEU+uy46gd7gSXgYNvwwHFf27uBZckRE4DCOiIjMnVYLXFn7fKfU8EOiawqERKPEvOJcrkVUUGxt5KIT6A0ktlJcDzsmOoPeQqXIwemNa7B58hgkPXkkOoeISCgO44iIyHwlRQLrPwb2jQRyUkXXFCjPx3vR2CVFdAaRSZDLbEQn0BtkOGdCrVaJzqA8igm/jQ1jhiNwz3aeJUdEZovDOCIiMj9aLXBpObC8ARB1VnRNoZBo1ZjlvE90BpFJsLHiMM6Q3X5yQXQCvSOVUoEzf67F5knf8yw5IjJLHMYREZF5SXn4/Gy4Q2MBZabomkJV6vFBtClu3Ne/IzIENpYy0Qn0GhJnK9yNuCw6g95TzN07urPkNBq16BwiIr3hMI6IiMxHyBZgeUOTPRvuvyTQYmqRXaIziIyejYW16AR6jSRZnOgEyqcXZ8ltmTQGiY8fis4hItILDuOIiMj0ZSYBW3sDO78Gcp6JrtErtyfH0cmN36wS5YcNOIwzSBIg+P5R0RVUQGLu3sHGsSMRfHi/6BQiokLHYRwREZm0uKgzz3dKDdsjOkWYifLtohOIjJoMlqIT6FVcLREXFym6ggqQSpGD42uWY9e86chMNa8fnhGReeEwjoiITFKOOgezA2ajw7lvEWFbRHSOUC6xZ9Hb/bHoDCKjJVNbiU6gV3iijhCdQIXk/pUA/DHmG0RdvyY6hYioUHAYR0REJic8ORzd9nXDptubkKXOxrgS7lBamPc3099bbROdQGS0ZGqp6AT6L0sJroYeEl1BhSgjOQnbZ03CqT9+h1qlFJ1DRFSgOIwjIiKTodVqsTF0I3rs74F7Kfd0t4emRWG5/0cCy8RzeBqAr0tHi84gMkrWCg7jDI3KVYuMjGTRGVTYtFoE7d+FTRO+4+YORGRSOIwjIiKTkJCVgMHHB2NO4BzkqHNeun9NaiiuedQQUGY4hku2iE4gMkoyBb9kNjQRqddFJ5AexUXdx8ZxIxFy9KDoFCKiAsGvLIiIyOidfnganfd0xvnH51/7GLVWjXEOlsiQme/14+zigzG6zH3RGURGxypLIjqB/kUil+J66HHRGaRnqpwcHPv9V+yePwNZaamic4iI8oXDOCIiMloKtQIzL83EsBPDkJSd9NbHP858itlVGumhzHANVG+BRKIVnUFkVKyyOYwzJJkumVCrFaIzSJB7gZfwx/fD8OBGsOgUIqL3xmEcEREZpcfpj9H7YG9sufNuSy93J9/EMW/zHcjJE29hfNk7ojOIjIaNzAYWGg7jDElYzEXRCSRYenISts38EWc2rYNGoxadQ0T0zjiMIyIio3P20Vl8se8LhCaGvtfHT5WkIN6hRAFXGY++OZshlWhEZxAZBbmNjegE+heJkxXu3g8QnUGGQKtF4O5t+Hv6BGSkcDMPIjIuHMYREZHR0Gg1+OXaLxh6fCie5Tx77+OkKJ7hx/L+0MI8z3axTr6LaeXeb5BJZG7k1hzGGZJkeZzoBDIwj0JvYsMPw/Ew9IboFCKiPOMwjoiIjEJKdgqGHBuClddXQov8X/PsfMptbKr6UQGUGaeu6X9CZsGz44jexsZSJjqBXpAAwfe4cQO9LCMlGX9Pn4DLu7dBq+V1UYnI8HEYR0REBu9mwk103dcV55+8frfU97E4KwIRrhUL9JjGwir1AWaXCxGdQWTwbKQcxhmM4pZ4GscdoenVtBoNzm5ah93zZyI7I110DhHRG3EYR0REBm3r7a3oc7APYjJiCvzY2eocjC1RAkoLqwI/tjH4JHUT7Cx54WuiN7GRWItOoH880USITiAjcP/KJWwcNxJPIzm4JSLDxWEcEREZpCxVFsafHY8ZATOg1CgL7XnC0h7g12rmuVzVMu0x5nsGic4gMmgymOew3uBYSnAt7JDoCjISz57GYsuP3+P68cOiU4iIXonDOCIiMjgPUh+g54Ge2BuxVy/Pt/bZLQSVqaWX5zI0HyVvgrOVSnQGkcGSaS1FJxAAlasW6encMZPyTqVU4OiqpTi0bDGUihzROUREuXAYR0REBuV49HF039cdd5Pv6u05NVoNJhSxQLqNg96e01BIM+KwwDNAdAaRwZKpOYwzBJFp3CmT3s+t08ewecK3SI55LDqFiEiHwzgiIjIIao0aC68sxMiTI5GmTNP78z/OfIrZlRvp/XkNQdP4TSghU4jOIDJIMqVUdILZk8ilCLl1THQGGbH46ChsHDcK94P4wyciMgwcxhERkXAJWQn48siXWHtrrdCOPck3cNinidAGESyyk7GwzAXRGUQGyVrBYZxomS6ZUKv5AwPKH0VWJnbPm4mAnX+JTiEi4jCOiIjEuvr0Krru7YorT6+ITgEATEci4hxLis7Qu/pxW1BGni06g8jgWOfwy2XRbsdcEp1AJkKr1eDclj+w/+d5UCk44CUicfjVBRERCbMtfBv+7/D/IT4rXnSKzjNFKiZ6+UELiegUvZLkpGJR6TOiM4gMjnWWef1dYGgkTlYIv89hHBWs2+dPY+uUH5CelCg6hYjMFIdxRESkdxqtBvMD52PqxalQaQ1vJ8+LKXfwZ9XWojP0rmbs36holyU6g8hgSKVSWCo4jBMpWW44P6wh0xJ7/y7+HD8KsffCRacQkRniMI6IiPQqS5WFUSdHYX3oetEpb7Q46z7uufmIztAriTIDi9xPiM4gMhhyG7noBPMmAULuc+MGKjzpyUnYOmUsws6eFJ1CRGaGwzgiItKb+Mx49DvUDyceGv7AJ0edg3FurlBKrUWn6FWVJ9vg75AuOoPIIMhlNqITzFtxS8Q+vS+6gkycSqnAgV8W4MymddBqNKJziMhMcBhHRER6cSfpDrrv747QxFDRKXl2O+0Blvq3Ep2hVxJ1Dua7HRWdQWQQ5FYy0QlmLUYTKTqBzEjg7m3YNX8GFFmZolOIyAxwGEdERIXuzKMz6HOwD55mPhWd8s7WP7uFwLK1RWfoVcXHu1DHKVV0BpFwNpYcxgljKcHVsIOiK8jMRARdxqaJ3yHlaazoFCIycRzGERFRofoz7E8MPzEcmSrj/EmzRqvBBDst0mwcRafojUSjxNxi/CaYyMbCvJapGxKVqxbp6cmiM8gMJT6Kxp8TRuPhreuiU4jIhHEYR0REhUKtUWNWwCz8dPknqLVq0Tn5EpMVj5mVG4rO0Kuyj/ehSVF+I0zmTSbhME6UqLSbohPIjGWnpWL7rEkIO39adAoRmSgO44iIqMBlKDPwzYlvsPn2ZtEpBWZ/8k0c8mkqOkNvJFo1ZjntE51BJJSN1kp0glmSyKUIvsVrV5JYapUKB5bOx+Xd20SnEJEJ4jCOiIgKVGxGLPoc7IOzj8+KTilw0xGPWKdSojP0xv3xIbQtniA6g0gYmdpSdIJZynTJglqtEJ1BBGi1OLtpHY6vWc6dVomoQHEYR0REBeZWwi10398d4cnholMKRaoiDRPL+UILiegUvZBAi6lFdonOIBJGpuIwToTbsRdFJxDlEnx4P/YsnAWlIkd0ChGZCA7jiIioQBx7cAz9D/dHQpZpn0kVkBKODVVbi87QG9cnJ9DZzfh2wSUqCNZKqegEsyNxskL4vUuiM4heci/wEv6eNh6Zqc9EpxCRCeAwjoiI8m3NzTUYfWo0slRZolP0YknmPdx18xGdoTcT5NtFJxAJYZ3DL5X1LVkeLzqB6LVi7t7BlknfI+VprOgUIjJy/AqDiIjem0arwfSL07EoaBG00IrO0RuFRoGxrsWhkMpEp+iFS+w59HF/IjqDSO+ss81jSbohCYk4LjqB6I2SY55g84/fIfaeaV6Sg4j0g8M4IiJ6L0qNEmPPjMVf4X+JThEiPD0aP/u3FJ2hN99Zmed/ZzJvVhzG6ZerJWJj74muIHqrzGcp2DptHO4HBYhOISIjxWEcERG9s2xVNkacGIGDUQdFpwj1R8pNXPb8QHSGXjg8vYzBHlGiM4j0RiaTwULDYZw+xWiiRCcQ5ZkqJwe7589EyFHz/lqIiN4Ph3FERPRO0hXpGHRsEM4+Pis6RTgttJhgq0Gq3FF0il4MA8+OI/Mhl8lFJ5gXqQTXbh8WXUH0TrQaDY79/ivO/7VRdAoRGRkO44iIKM+Ss5Pxf0f+D0FPg0SnGIzYrHjM8G0oOkMv7OKD8W0ZLiEj8yC3thGdYFbUblqkpZn2btxkui5t34IT61ZCqzWf6+cSUf5wGEdERHnyNOMp+h3qh9DEUNEpBudg8k0cqNRMdIZeDFRvgUTCbzbI9MmtzGODFkMRlXZLdAJRvlw7uBeHVyyBRqMWnUJERoDDOCIiequHqQ/R91BfRDyLEJ1isGZoniLWqbTojEJnkxiKiWXviM4gKnQ2UmvRCWZDIpciOPSI6AyifLt16hj2L5kHtUolOoWIDByHcURE9EZ3k++iz6E+eJz+WHSKQUtTpmOCZyVoYfoXfO+dvQlWFjw7jkybTMJhnL5kuWRBpVKIziAqEOGXzmH3vOlQKnJEpxCRAeMwjoiIXut6/HX0P9wfCVm8jk9eXH4WjvX+rUVnFDrrlHuY6nlTdAZRobIBh3H6cjs2QHQCUYGKDA7CjlmTocjKFJ1CRAaKwzgiInqlSzGXMPDIQDzLeSY6xaj8nHEXd0r4is4odF3SN0Eu5XVxyHTJtJaiE8yCxNEKd+5dEJ1BVOAehd3E39MnICs9TXQKERkgDuOIiOglJ6JPYOixochU8Se670qpUWJscRcopKZ98Xer1AeY5RkiOoOo0MjUHMbpQ4otz7wm0xV7/y7+mjIWGSnJolOIyMBwGEdERLnsvb8X3576FgoNr9/zvu6lP8Ri/5aiMwrdJ882wc6SZ8eRaZKppKITzML1yBOiE4gKVcLDB9gyeQxS4+NEpxCRAeEwjoiIdDbf3owJ5yZApeUuYPm1MeUmLpWrIzqjUEnTn2C+5xXRGUSFwlrBYVyhc7XEk5hw0RVEhS4lNgabJ49B0pNHolOIyEBwGEdERACAVddXYVbALGjBXTILghZaTJSr8EzuJDqlULVO2gRnKw5vyfRYZ5n+zsiixWofiE4g0pv0xARsnTIW8dFRolOIyABwGEdERFh6bSmWXlsqOsPkPM1KwAzf+qIzCpVFZjwWeV4SnUFU4Kxy+GVyoZJKcDXskOgKIr3KfJaCv6dPQMJDDqKJzB2/yiAiMnMrQ1Zi1fVVojNM1qHkW9hbqZnojELVOH4zSsh4jUEyHRYWFrDK4ZlxhUntBqSlcfMGMj9Zqc/w9/QJSHwULTqFiATiMI6IyIytvbkWvwT/IjrD5M3WPEWMs4fojEJjkZ2MRWXOi84gKjC2crnoBJP3IP2W6AQiYTKfpeCvaeOR+Pih6BQiEoTDOCIiM/Vn2J9YGLRQdIZZSFOmY3xZb2gkpvvPbr24LSgjzxadQVQg5NYcxhUmiY0U124dFp1BJFTmsxT8PW08N3UgMlOm+10BERG91l93/sJPl38SnWFWrjy7i3VVW4vOKDSSnDQsLn1adAZRgbCxlolOMGlZRbOhUnFpO1FGSjL+njYeyTGPRacQkZ5xGEdEZGZ23t2JGZdmiM4wS79khON2ycqiMwpNjdi/4W2XJTqDKN/kUg7jCtOdpwGiE4gMRnpyEv6aNh7JsU9EpxCRHkm0Wq1WdAQREenH/oj9GH9uPDRajegUs1XB3gNbwoIgU5nmks5bHt3R/u7HojPIQBSRWcLVQQZHuTXsZVLYySz/92Ythb3MErYyy//dZ/3i/n/us7aElVQCC8mLN0AikUBq8fwNALRaba43jUaj+71SqYRCoYBCoUBOTs4bf//v28o4lUSlMCeo0xSAml8qFySJoxW2BPMHQkT/ZV+0GL6Y/BOc3EqITiEiPeAwjojITByJOoIxZ8ZArVWLTjF7vZz98cPVfaIzCoVWKsOn0qW4nmovOoUKkYPcEm5FbODqIINrERu4/fPrf9+XW0tFp+abOkMJTZoC6lQF1P/6VZOqgDo1R3cbh3Z586xkKg5dWC46g8ggFSlWHF9Mng1HVw7kiEwdh3FERGbgZPRJjD49GiqNSnQKAZBAghUogQaRprlU667H52h1t5PoDMoHW2spyhWzg1cxO5QrbgevYvYo5SzXDeBsrIx/yFbQNJnK54O5ZwqoErOgSnj+pozPgjo5G+BX3ACAs9k78SQmXHQGkcFyKO6KLyb/BIfirqJTiKgQcRhHRGTizj0+h+EnhkOpUYpOoX9xtSmKHQ+i4JiZLDqlwGktrNDNeikCUhxEp9AbWFpIUMbFFuWK2/1v8FbMHl7F7eDmYCM6z6RoVRqokrKfD+jiM6H8Z1Cnis+CJt2M/m4ubomtl2eKriAyeI6ubug6eTYcinEgR2SqOIwjIjJhATEBGHp8KHLUOaJT6BVaOVfBwqsHRWcUiqjSn6DpvW6iMwiARAJ4FbNH1VKOqOzugPL/DN88XGxhJeVeXqJpslVQxf9zFl1cJhSP06F8nA5NhukN6WKLP8HpyxtEZxAZBeeS7ug2dS5sHZ1EpxBRIeAwjojIRAU9DcLgY4ORpeLuloZspk1FfBJ2XHRGgdNKpOgv/xmnkpxFp5iVfw/e/Es7wu+fAZy9zFJ0Gr0jVUo2lI/Tnw/nHj3/1agHdFIJDsStRlpqvOgSIqPh6lkeXSfPhszWVnQKERUwDuOIiExQSHwIvj76NTKUGaJT6C3sreywLSEDpZKiRacUuCel2qDB/T6iM0wWB2/mx5gHdOqSEmy78JPoDCKjU9rXD53HT4OltbXoFCIqQBzGERGZmFuJtzDw8ECkKdNEp1Ae1XSsgLUhp2Ch1YhOKVBaSDC0yBIciC8mOsUk2Mss8YGnC+p5uaBGGWcO3gjAPwO6R+nIeZCKnPspUMZkGORmEREOoQgM2Ss6g8goedWqg0+/nQALKTfPITIVHMYREZmQ8ORwDDg8AM9ynolOoXc0wsEPX4YcEJ1R4OLdm+ODiC9FZxglO2spPijngnpeRVHfqyiquDvAktd4o7fQZCmRE5mKnIgU5EQ8M4jhnMRGiu33FkKpzBYbQmTEKjdujjZDRkEikYhOIaICwGEcEZGJiM2IRc/9PRGXFSc6hd6DpYUlNmXawDcmVHRKgfvOaRG2xbqJzjB4ttZS1PF8Pnyr5+UCv1KOHL5RvmkylciJfIaciGf/G87pWXYpJXafW6j35yUyNbXaf4qmfQaKziCiAsBhHBGRCUhVpKLvwb64l3JPdArlg5d9aWy9fQ02StPadCO5REPUiBoqOsPgyK2k+MDTGfXLF0U9r6LwK+XI3U2p0KkzlFBE6Xc4d93qPMLCzxX68xCZgw+79UHdz7qKziCifOIwjojIyCnUCnx99GtceXpFdAoVgO5OVTH+2n7RGQVusss8rH9SSnSGcO6ONmjh64ZWld1Q18sFMkte/4fEUqcqkHU7EdlhSci+mwKoCvbalRJHS2wJmQXwWw6iAtPyy6Go1qqt6AwiygcO44iIjJhWq8WYM2NwKOqQ6BQqIBJIsFxSEg0jLolOKVCprh/AP3qU6AwhqpZyRMvKbmjl64rK7o6ic4heS6NQI+deCrLCng/nNOn536n1mXsqDp1fXgB1RPSCRGKB9iPGwKf+h6JTiOg9cRhHRGTE5gfOx/rQ9aIzqIAVt3HBjgfRcMpMEp1SoOYWm4VljzxFZxQ6maUFGpQvhpa+rmju64qSjnLRSUTvTKvRQvEoDdmhScgKS4TqaeZ7Hedczi48fnKngOuISGppiY4/TIanfw3RKUT0HjiMIyIyUhtDN2JO4BzRGVRIWjlXwcKrB0VnFKjMYtVQ+dEPojMKhYudNVpUckXLym74sEIx2MksRScRFShVYhaybichOzQJOZEpQF5Wsxa3xNbLMws7jchsWcls0OXHmShZ0Ud0ChG9Iw7jiIiM0NEHR/Hd6e+g0RbstX3IsEyXe6Nj6DHRGQXqF9dpmB9dQXRGgXC2tUIHf3d8XM0dtco6Q2ohEZ1EpBeaLCWywpKQGRyPnLvJwGu+m3jq+gSnAjboN47IzMgdHNFjxgI4uZUQnUJE74DDOCIiI3P16VV8dfQr5KhzRKdQIbOztMW2xEyUTooWnVJgsl184RszEVqtcQ6uZJYW+KiyGzrWKIVGFYvD2pK7n5J5U6cpkBkSj8zgOCgfpf/vDqkEB+JWIy01XlwckZlwcS+N7tPnw8beXnQKEeURh3FEREYk4lkE+hzsg2c5z0SnkJ7UcKyAtSGnIdWqRacUmNUlf8T0SF/RGXkmkQANyxfDZzVK4aMqbihiYyU6icggKeMykRkch8xrcVDYKLDtwk+ik4jMRunKfvh8wnRILflvFJEx4DCOiMhIJGQloNeBXnic/lh0CunZNw5++CrkgOiMAqNwKo8qcdOg1Bj22XFV3B3QsUYpfOzvjhKONqJziIxK6qNYXD68A3cunEV2eproHCKzULlRM7Qd9q3oDCLKAw7jiIiMQKYyE/0O9UNYUpjoFBLA0sISG7NsUeXJTdEpBWaL+ziMjagqOuMlpZzk+LS6OzrWKAVvtyKic4iMnlqlRFTINYSdPYn7VwKgUipEJxGZtPqf90CDLj1EZxDRW3AYR0Rk4FQaFYYdH4bzT86LTiGBytmVwl93gmGjzBKdUiBUDmVQNXEmstRS0SmwtJCgXdWS6FG3DOp4usCCGzEQFYqczAzcvnAGIUcOIP5BpOgcIpPVduhoVG7cXHQGEb0Bh3FERAZu4rmJ2H1/t+gMMgBfOFfFxKv7RWcUmF2lvsPI+zWFPb+7ow161C2LLz4ojeJFuAyVSJ+e3AlD8JH9CL90DmqVSnQOkUmRWlqi84Tp8KhseGegE9FzHMYRERmwX679gpXXV4rOIAOyzKIUGt2/KDqjQKjtS6J6yhykqSz1+ryNKxZD7/pl0czHFZZS7oZKJFLmsxTcPHkUIccOIjU+TnQOkcmwsbNH9xnz4eJeWnQKEb0Ch3FERAZqe/h2TLk4RXQGGZhiMhfsePgQzhmJolMKxKHSIzDoXt1Cfx4HuSW61vZAz7plUa6YXaE/HxG9G41GjchrQQg5cgCRIUEAv0UhyjdHtxLoMWMBbB0cRacQ0X9wGEdEZICuxF7BwKMDodJw6Q69rLlzZSy5ekh0RoHQ2BbDB+kLkKiwKpTjVy3liD71y6KDvzvk1uKvT0dEb5cSG4Prxw/hxokj3ImVKJ9KeldC1x9nwdLaWnQKEf0Lh3FERAYmNiMWX+z7AknZSaJTyIBNlVdEp9DjojMKxGmPweh7t1GBHU9maYFPqrmjV72yqObhVGDHJSL9UipyEH7pPIIP70PsvXDROURGy7veh+gw8gdIJNygiMhQcBhHRGRActQ56HOwD0ITQ0WnkIGztbTFtqRseCRGiU7JN42NExpmL0ZMdv5+am8vs0TvemUx4ENPbshAZGIehd1EwK6/ERUcJDqFyCjV69wNDbv2Ep1BRP/gMI6IyICMPzseeyP2is4gI1HNoTzWXz8DqVYtOiXfLnl8iW53m7/Xx7rYWeP/PiyH3vXKwkFeOMtdicgwxEXex+Xd23Dn0jleV47oXUgk+HjUWHjXbSi6hIjAYRwRkcHYELoBcwPnis4gIzPUwQ+DQg6Izsg3rawImimWICor72e0lXKSY2BjL3xR24PXgyMyM8kxTxC4ZztunT4OjZrXVyXKCyuZDbrPmI/iZTxFpxCZPQ7jiIgMQEBMAAYdHQSVlt9Q0LuxlFhiQ44d/B7fEJ2Sb9c8+uKzu63f+rgKrvYY3KQ8PqnuDiuphR7KiMhQpSUlImj/Llw/ehDKnGzROUQGz9HVDT1nLYK8iIPoFCKzxmEcEZFgj9Mfo/u+7kjOSRadQkbK084df4Vfh1yRKTolX7RWtmir/Rm3021feX+10o4Y0qwCWvm6wcKCF6Emov/JSktF8OF9uHpwL3dgJXoLjyr++HzCdFhIeVY5kSgcxhERCZSlykKfg31wO+m26BQycl2dq+LHq/tFZ+RbqEd3tLv7ca7bGlYoiiFNK6BhhWKCqojIWCiys3Dj+GFc2bsT6cmJonOIDFb11h3QYsAg0RlEZovDOCIigcacHoODUQdFZ5CJ+NWiNBrfvyA6I1+0Uhk+ky5FcKo96nsVxZg2PqhRxll0FhEZGZVSiZsnDuPi9i3IfJYiOofIILUZMgpVmrQQnUFkljiMIyISZM3NNVgUtEh0BpmQojJn7Hj4GC4ZCaJT8uVh9VGIrDwUjb2Li04hIiOnyM7C1QO7EbhnBxRZxr2Un6igWVpZo9u0uXDzqiA6hcjscBhHRCTAhccXMPj4YGi0GtEpZGKaOlXG0muHRGe8HxcvoPlEaKt8BomEGzMQUcHJSn2GgN3bEHx4H9RKpegcIoNRpFhx9Jq9GLYOjqJTiMwKh3FERHr2MPUhuu3vhlRFqugUMlGTbX3w+a2jojPyzt4NaPIDULMPILUSXUNEJiw1IQ4X/96MW6ePQ8sfiBEBAMr4+aPzhOmwsOCGDkT6wmEcEZEeZSoz0fNAT9xLuSc6hUyY3FKObckKlEmIFJ3yZjIH4MORQN1BgLWd6BoiMiOJj6JxbssG3Au8KDqFyCDU6vAZmvb+P9EZRGaDwzgiIj0afWo0jj4wojOWyGj5O3hh/Y1zsNSoRKe8zFIG1Pka+HAUYOsiuoaIzNiTu7dxdtN6PAq9ITqFSLj2I8agUoPGojOIzAIvyEJEpCerrq/iII705npqBH7zby06IzeJxfOlqN9cBT6azkEc5duZM2fw8ccfw93dHRKJBLt27cp1//z58+Hm5gY3NzcsWpR7w5yAgADUqlULarVaj8VkaNwrVsIXk2ej07ipKF62nOgcIqGOrlqK5JjHojOIzALPjCMi0oNzj89h6PGh3LCB9MpSYon1iiLwfxQiOgXwbAS0mwu4VhZdQibk4MGDOH/+PGrWrInOnTtj586d6NixIwDgxo0bqFu3Lvbt2wetVosOHTogMDAQfn5+UCqVqFOnDlatWoUPPvhA7Isgg6HVaHDrzHGc+XMdslKfic4hEqK4pxd6zFgASytew5WoMFmKDiAiMnXxmfGYcG4CB3GkdyqtCuMcbfB3nB1sFRliIoqUBFrPBPw6i3l+Mmlt27ZF27ZtX3lfWFgY/P390bx5cwCAv78/wsLC4Ofnh3nz5qFx48YcxFEuEgsL+DVthQq16+PC3xsRfPgAN3kgsxMfFYFT61eh5ZdDRacQmTQuUyUiKkQarQbjzo5DUnaS6BQyU9GZMZjr11T/T2xhCTQcAQwL5CCOhKhatSrCw8MRHR2NBw8eIDw8HH5+frh37x7WrVuHGTNmiE4kA2Vjb4/m/Qeh10+L4e7jKzqHSO9Cjh7E7QtnRGcQmTQO44iICtHqG6sREBsgOoPM3PbkGzhV4UP9PWG5JsDg80CraYCsiP6el+hffH19MWvWLLRq1QofffQRZs+eDV9fXwwaNAhz587F4cOH4efnhxo1auDMGX7TSS9z9fRCtylz0GbIKNg6OonOIdKro6uWIjn2iegMIpPFa8YRERWS4Lhg9D/UHyqtAe5mSWbHReaMHY+eoGh6fOE9iYM70HoWUOWzwnsOoteQSCS5rhn3KuvWrcPu3buxYsUK+Pj4IDAwEI8ePULPnj0RGRkJmUymv2AyKtkZ6bjw9yYEH9rHpatkNlw9y6P7jPm8fhxRIeCZcUREhSBVkYofzvzAQRwZjKScZEyuWLNwDi61Aj4c9XxJKgdxZKASEhIwbdo0LF26FAEBAfD29kbFihXRrFkzKJVKhIeH671p9uzZkEgkGDlypO427gBrmGzs7NG831foNWcJSlWqIjqHSC/iou7j1PrfRGcQmSQO44iICsGUC1PwJIOn9pNhOZ0Shr+qtCrYg3o1AwZfAFpOAaztC/bYBABQqVSYOHEiypUrB7lcDi8vL0ybNg0azf/OzuEA5+1GjhyJUaNGoXTp0lCr1VAqlbr7VCqV3j8/gYGBWLVqFfz9/XW33bhxA5MmTcLmzZuxadMmjB8/Hjdv3gQAKJVKDBo0CCtWrIBUKtVrK/2Pa9ly6DZ1DtoOHc2lq2QWQo4ewJ2L50RnEJkc7qZKRFTAtoVvw9EHR0VnEL3S/JwHqFO8PDzj7+fvQEVKAm3nAJU/LZgweq05c+ZgxYoVWL9+PapUqYIrV66gf//+cHR0xIgRI3QDnH379kGr1aJDhw5o1aoV/Pz8dAOcVatWmeQAJz09Hffu3dO9HxkZieDgYLi4uKBMmTK6248ePYq7d+/ijz/+AADUqVMHt2/fxsGDB/Hw4UNIpVL4+Pjotbtnz5747bffcm0kwR1gjUflxs1RvnZdXPj7T1w7yKWrZNqOrPwZbuXKw6lESdEpRCaDwzgiogJ0P+U+5lyeIzqD6LWy1NkY514OGxIfwFLznsuoa/QCWs8EbJwKtI1e7eLFi/j000/Rvn17AICnpyc2b96MK1euADDvAc6VK1fQrFkz3fujR48GAPTt2xfr1q0DAGRlZWHYsGHYunUrLCyeLwopVaoUli5div79+0Mmk2H9+vWQy+V66x46dCjat2+Pli1b5hrG/XsHWK1W+9IOsEFBQXprpLeT2dqhWd+v4FO/MQ4vX4ykJ49EJxEVCkVWJvYu/gndp/P6cUQFhRs4EBEVkBx1Drrt64Z7Kffe/mAiwb52rIphwfvf7YMc3IGPlwAVPyqcKHqln376CStWrMCRI0fg7e2NkJAQfPTRR1i8eDG6d++OsLAwNGzYEMHBwdBqtahevTouXLgAKysrtGvXDkFBQShShLvaGootW7Zg5syZCAwMhI2NDZo2bYrq1atj8eLFAIAVK1bolhqPGjUKgwYNQsuWLTFs2DCoVCpMmTIFVlZWWLJkCRo3bizwldC/KRU5uPDXnwjat4tnyZHJqvZRe7T8v8GiM4hMAs+MIyIqIPMC53EQR0bj99RQfOhRHdUfBuftA3g2nDA//PADnj17hkqVKkEqlUKtVmPmzJno3r07AMDX1xezZs1Cq1bPrwc4e/Zs+Pr6omXLlpg7dy4OHz7MAY6BePjwIUaMGIEjR47AxsbmlY8ZNGgQBg0apHt/3bp1KFKkCOrXr59rB9hu3bpxB1gDYmUtQ5NeA1CxTgOeJUcmK+TIfpT1q4aKdRuITiEyejwzjoioABx7cAyjTo0SnUH0TjxsS2DbvVDY5qS//kE8G064LVu24Pvvv8e8efNQpUoVBAcHY+TIkVi4cCH69u37yo9Zt24ddu/ejRUrVuQa4PTs2ZMDHIF27dqFzz77LNf1+9RqNSQSCSwsLJCTk5PrvoSEBNSpUwdnzpzB1atXMWPGDFy+fBkAULx4cZw4cQJVq1bV++ugN+NZcmTKbIo4oN/8X2Hn5Cw6hciocTdVIqJ8ikmPweQLk0VnEL2zh5mxmFOlyesfUKMXMOQiB3GCff/99xg7diy6deuGqlWronfv3hg1ahRmz579yscnJCRg2rRpWLp0KQICAuDt7Y2KFSuiWbNmUCqVCA8P1/MroBdatGiBGzduIDg4WPdWu3Zt9OzZE8HBwS9tsmFoO8BS3rw4S67btLlwcS8tOoeoQGWnpeLw8sWiM4iMHpepEhHlg1qjxtizY5GqSBWdQvRediTfQJOKjdD87tn/3ciz4QxKZmambuOBF6RSKTSaV59x8+8BTmBgIAc4BqRIkSLw8/PLdZudnR2KFi360u2GtgMsvTt370roNWcJz5IjkxMZHITgw/tRvXV70SlERovDOCKifFgeshxX466KziDKlykWKfAv4oZiaU95bTgD9PHHH2PmzJkoU6YMqlSpgmvXrmHhwoUYMGDAS4/lAMc0GOIOsPR+eC05MlWn/1yDMlWrw8W9lOgUIqPEa8YREb2nwNhAfHnkS2j4k24yAR1KNMBsr848G84ApaWl4ccff8TOnTsRFxcHd3d3dO/eHZMmTYK1tbXucVlZWahevTq2bt2K6tWr627//fffMXHiRMhkMixbtgzt2/NMBiIRXlxL7sq+nQC/BSMTUKJ8RXSfPh8W/1liT0Rvx2EcEdF7SMlOQee9nRGXGSc6hSjfmnk0w/SG0+EocxSdQkRk8qJvXceBpfORkZwkOoUo3+p17o6GXXuKziAyOtzAgYjoPcy6PIuDODJ6lhaW+OGDH/Bz8585iCMi0pMyVfzRZ87P8KxeS3QKUb5d3vUXYu7eEZ1BZHR4ZhwR0Ts6Hn0cI0+OFJ1BlC8eRTwwr/E8VClWRXQKEZFZ0mo0uLJvJ85t+QMabqxCRsy5pDt6//QzrGxsRKcQGQ0O44iI3sGznGfouLsjErISRKcQvbc2nm0wuf5k2Fvbi04hIjJ7T8JvY9+SOUhLiBedQvTe/Fu2QauBw0RnEBkNLlMlInoHcy7P4SCOjJZMKsPk+pMxr8k8DuKIiAyEu3cl9JmzFBXq1BedQvTerh87hIirgaIziIwGz4wjIsqjM4/OYOjxoaIziN6Ll6MX5jeZj4rOFUWnEBHRa1w7tA+nN/wOtUolOoXondk6OqHv/F9h68Dr0BK9DYdxRER5kKZIQ8fdHblpAxmlzyp8hrF1xsLWylZ0ChERvUVc5H3sXTwHKbFPRKcQvbOKdRrgk2/Hi84gMnhcpkpElAfzAudxEEdGx9bSFj81+gnTGk7jII6IyEi4liuP3j8thu+HTUWnEL2zu5cvIPzSOdEZRAaPZ8YREb3F+cfnMejYINEZRO/Ex9kH85vMh6ejp+gUIiJ6TzdPHcXx35dDpVSITiHKM1tHJ/RfuAI29rw+LdHr8Mw4IqI3SFekY8rFKaIziN5Ja8/W2NBuAwdxRERGzq9pK3SbNhf2LkVFpxDlWeazFJz64zfRGUQGjcM4IqI3WBC0ALEZsaIziPLsmxrfYH6T+ZBbykWnEBFRAXDzqoBesxfD3buS6BSiPLt1+jiiQq6KziAyWBzGERG9xqWYS9gWvk10BlGe2Fra4udmP+Mr/69EpxARUQGzc3JGl0mzUaVpS9EpRHl29LdfoczOFp1BZJA4jCMieoVMZSamXJgiOoMoT0rbl8bGdhvRrEwz0SlERFRILK2s0GbwSDTtOxASCb+NI8OXGv8UZ7esF51BZJD4tzgR0SssClqEx+mPRWcQvVWdEnWwqf0mVHSuKDqFiIj0oFa7T9Fp3BTI7OxEpxC9VfCh/XgSflt0BpHB4TCOiOg/AmMDsfXOVtEZRG/VvVJ3rGi1As42zqJTiIhIjzyr1UTPmYvgUqq06BSiN9JqNTiy8meoVUrRKUQGRaLVarWiI4iIDEWWKgud93TGw7SHolOIXstSYonxdceji08X0SlERCRQTmYG9v88D5HXrohOIXqjep27oWHXXqIziAwGz4wjIvqXn6/+zEEcGTRnmTN+b/07B3FERASZrR06jvkRH3zSWXQK0Rtd3rUN8dFRojOIDAaHcURE/wiOC8am25tEZxC9lrezNzZ32IxabrVEpxARkYGwsJCicc/+aDvsW0itrETnEL2SRq3CkRVLoNGoRacQGQQO44iIAKg1asy4NAMarUZ0CtErNSrVCBvabkAp+1KiU4iIyABVbtQMXSfPhryIg+gUoleKvX8XV/fvFp1BZBA4jCMiArD1zlbcSb4jOoPolT4p/wmWNF8CWytb0SlERGTA3CtWQrepc1CkWHHRKUSvdOHvTUhLTBCdQSQch3FEZPaSspPwS/AvojOIXql/lf6Y+eFMWFlw6REREb2dSykPdJ8+H8U8yopOIXqJMicbp/74XXQGkXAcxhGR2VsctBhpijTRGUQv+b729xhde7TojEI1e/ZsfPDBByhSpAhcXV3RsWNH3LmT+yzV+fPnw83NDW5ubli0aFGu+wICAlCrVi2o1bwGDRHRC0VciuKLKXNQqlIV0SlELwm/dA4PbgSLziASSqLVarWiI4iIRLkefx29DvSCFvyrkAyHpcQSMz6cgfZe7UWnFLo2bdqgW7du+OCDD6BSqTBhwgTcuHEDoaGhsLOzw40bN1C3bl3s27cPWq0WHTp0QGBgIPz8/KBUKlGnTh2sWrUKH3zwgeiXQkRkcJSKHBxYMg/3rlwSnUKUi4t7afSZ9wuklpaiU4iE4J98IjJbGq0GMwNmchBHBkVuKceipovQsFRD0Sl6cejQoVzvr127Fq6urggKCkLjxo0RFhYGf39/NG/eHADg7++PsLAw+Pn5Yd68eWjcuDEHcUREr2FlLcPHo8fh2OpluHH8sOgcIp2kJ48QtH8X6nz6uegUIiE4jCMis7UtfBtCE0NFZxDpOMucsazlMvgV8xOdIsyzZ88AAC4uLgCAqlWrIjw8HNHR0dBqtQgPD4efnx/u3buHdevWISgoSGQuEZHBs5BK8dFX38DOyRmXtm8RnUOkc2nHVvh+2BRFihYTnUKkd1ymSkRmKSU7BR/v+hgpOSmiU4gAAKXsS2FFyxXwdPQUnSKMVqvFp59+iuTkZJw9e1Z3+4oVK3TXihs1ahQGDRqEli1bYtiwYVCpVJgyZQqsrKywZMkSNG7cWFQ+EZHBCz6yH8fXrAD4LSAZCO/6jfDxyB9EZxDpHc+MIyKz9PO1nzmII4Ph7eyN5S2Xw9XWVXSKUMOGDcP169dx7ty5XLcPGjQIgwYN0r2/bt06FClSBPXr14ePjw8CAwPx6NEjdOvWDZGRkZDJZPpOJyIyCtU/ag9bByccWDoPapVKdA4Rwi+exYMWrVG2anXRKUR6xd1Uicjs3Eq8he13t4vOIAIA1HarjbVt1pr9IO6bb77Bnj17cPLkSZQuXfq1j0tISMC0adOwdOlSBAQEwNvbGxUrVkSzZs2gVCoRHh6ux2oiIuPjXa8hOo2fBmu5XHQKEQDgxJoVHA6T2eEwjojMilarxayAWdBoNaJTiNC4dGOsaLUCDtYOolOE0Wq1GDZsGHbs2IETJ06gXLlyb3z8yJEjMWrUKJQuXRpqtRpKpVJ3n0qlglqtLuxkIiKjV6aKP7pOng0b+yKiU4h0mzkQmRMO44jIrOy6twvX46+LziBCc4/mWNR0EWRS815SOXToUGzcuBGbNm1CkSJFEBsbi9jYWGRlZb302KNHj+Lu3bsYOnQoAKBOnTq4ffs2Dh48iFWrVkEqlcLHx0ffL4GIyCi5lauALpNmQV7EfH8gRIbj0o6tSEtMEJ1BpDfcwIGIzEaqIhUf7/wYSdlJolPIzLUs0xJzG8+FldRKdIpwEonklbevXbsW/fr1072flZWF6tWrY+vWrahevbru9t9//x0TJ06ETCbDsmXL0L59+0IuJiIyLQkPH+CvaeORlfpMdAqZOW7mQOaEwzgiMhuzA2Zj0+1NojPIzLUu2xqzG8+GlQUHcUREZBgSH0Xjr2njkfksRXQKmbkuP85CGT9/0RlEhY7LVInILNxJuoOtd7aKziAz17ZcW/zU+CcO4oiIyKAULV0GX0yeDTtnF9EpZOZOb1gNni9E5oDDOCIyC7MCZkGt5YXdSZwOXh0w68NZsLSwFJ1CRET0EpdSHvhi8k+wdy4qOoXMWFzUfYSeOSE6g6jQcRhHRCZvX8Q+XI27KjqDzFjbcm0xveF0DuKIiMigOZd0R5dJM2Hn5Cw6hczY+a0boVTkiM4gKlQcxhGRSctR52Bx0GLRGWTGWpdtzTPiiIjIaLi4l0aXSbNg6+gkOoXMVFpiPK7u3y06g6hQcRhHRCZtc9hmPM18KjqDzFSLMi0wu/FsDuKIiMioFC3lgS4/zoS8iIPoFDJTl3f/zQ1FyKRxGEdEJitNkYbfb/4uOoPMVDOPZpjXeB43ayAiIqNUzKMsB3IkjCIrCxf+3iQ6g6jQcBhHRCZrzc01eJbzTHQGmaFGpRphfpP5sJJyEEdERMareNly+HziDNjY2YtOITN048RhJD5+KDqDqFBwGEdEJik+Mx5/hv0pOoPMUE3XmljYdCGspdaiU4iIiPLN1dMLn42dAktrmegUMjMatRpn/lwrOoOoUHAYR0QmaUXICmSpskRnkJmp6FQRS5svhY2ljegUIiKiAuPuXQkfjxoLiQW/fST9igi6jIe3rovOICpw/NuUiEzOg9QH2HF3h+gMMjMl7UpieavlcJDx2jpERGR6vGp+gI++Hi46g8zQ6Y1roNVqRWcQFSgO44jI5Cy9thQqrUp0BpkRR5kjVrZaCTdbN9EpREREhcavaUs06tFPdAaZmacR9xB27pToDKICxWEcEZmU0MRQHIk6IjqDzIjcUo5lLZahnGM50SlERESFrs6nn6Nmu09FZ5CZObflD6gUCtEZRAWGwzgiMimLgxZDC57GTvohlUixsMlC+Bf3F51CRESkN017/x8qNWwiOoPMSFpCPK4d2is6g6jAcBhHRCbjUswlXIy5KDqDzMi0htPwYekPRWcQERHplcTCAm2GjETZqtVFp5AZCdyzHYpsbtBGpoHDOCIyGYuDFotOIDMyutZofFL+E9EZREREQkgtrfDJt+Ph5lVBdAqZiay0VFw9sEd0BlGB4DCOiEzCkagjuJV4S3QGmYk+lfugv19/0RlERERCWctt0WnsFDiVcBedQmYiaN9O5GRmiM4gyjcO44jI6Kk0Kiy9tlR0BpmJDl4d8G3tb0VnEBERGQRbRyd0Hj8Nto5OolPIDGRnpCNo/y7RGUT5xmEcERm9nfd2Iio1SnQGmYEG7g0wrcE0WEj4zycREdELTm4l0Hn8NFjLbUWnkBkI2r8bWelpojOI8oXfTRCRUctWZWNF8ArRGWQGyjuVx4ImC2AltRKdQkREZHBcPb3QYcQYSPgDKypkiqxMXNm7Q3QGUb7wb0oiMmp/hv2JuKw40Rlk4hysHbC0+VLYW9uLTiEiIjJY5WrURuOe/URnkBm4dmgfMlOfic4gem8cxhGR0UpVpGL1zdWiM8jESSVSLGi6AB5FPESnEBERGbzaH3dC5cbNRWeQiVNmZyFwz3bRGUTvjcM4IjJaf4b9iTQFrxdBhWvMB2NQr2Q90RlERERGo9XAYShRwVt0Bpm44MP7kZGSLDqD6L1wGEdERilTmYlNYZtEZ5CJ61yxM3r49hCdQUREZFQsra3x6bcTYO9cVHQKmTCVIgcBu/4SnUH0XjiMIyKjtC18G1JyUkRnkAmr6VoTE+pOEJ1BRERklOxdiuLT7ydAasWNj6jwXD92CGlJCaIziN4Zh3FEZHSUaiXWh64XnUEmrIRdCSxsupA7pxIREeVDifLeaD1ohOgMMmFqpRIBO3h2HBkfDuOIyOjsvr8bcZncQZUKh43UBkubL0VROZfWEBER5Zfvh03xwSedRWeQCbt58ghSE+JFZxC9Ew7jiMioqDVqrL25VnQGmbCZH85EJZdKojOIiIhMxofd+6BcjdqiM8hEqVUqBO3bKTqD6J1wGEdERuXIgyOITosWnUEmapD/IHzk+ZHoDCIiIpNiYSFF++Hfw6VUadEpZKJunDiCrLRU0RlEecZhHBEZld9v/C46gUxU8zLNMbj6YNEZREREJklma4eO30+CzM5OdAqZIGVONq4d2is6gyjPOIwjIqNx+uFphCeHi84gE+Tl6IVZH86ChYT/LBIRERUW55Lu6DDiB0AiEZ1CJuja4f1Q5mSLziDKE37XQURG47cbv4lOIBMkk8owv8l82FnxJ/VERESFzbNaTdTt2EV0Bpmg7LRU3Dh+WHQGUZ5wGEdERiEwNhAh8SGiM8gEjaszDhWdK4rOICIiMhsNuvREKZ/KojPIBF3ZvwtqlUp0BtFbcRhHREaB14qjwtC2XFt09u4sOoOIiMisWEifb+hgY19EdAqZmLSEeNw+f1p0BtFbcRhHRAbvVuItXHhyQXQGmRiPIh6YVG+S6AwiIiKzVKRYcbQZPFJ0BpmgwD3bodVqRWcQvRGHcURk8H6/zrPiqGBZWlhifpP5sLe2F51CRERktsrXroua7T4VnUEmJvFRNO5fCRCdQfRGHMYRkUGLSInA8ejjojPIxHxb61tULspr1RAREYnWqEc/uHlVEJ1BJuby7r9FJxC9EYdxRGTQVt9cDS14mjkVnGYezdCrci/RGURERATA0soKHUb8AGu5XHQKmZCYu3fwMPSG6Ayi1+IwjogM1pP0JzgQcUB0BpmQEnYlML3hdNEZRERE9C9OJUrio6++EZ1BJuby7m2iE4hei8M4IjJY626tg0rLrcmpYEglUsxtPBeOMkfRKURERPQfPg0aw79lG9EZZEKigoMQFxUhOoPolTiMIyKDlKpIxa57u0RnkAkZVmMYarjWEJ1BREREr9G070AU8ygrOoNMyNWDe0QnEL0Sh3FEZJB23d2FLFWW6AwyEfXd62OA3wDRGURERPQGVtYydBj5AyxlMtEpZCLunD+DzNRnojOIXsJhHBEZHK1Wi613torOIBPhLHPG7A9nw0LCf/KIiIgMXdHSZdC831eiM8hEqJQK3Dh+WHQG0Uv4nQkRGZzzT84jOi1adAaZiIn1JqKovKjoDCIiIsqjqs1bw7N6LdEZZCJCjh6ERqMWnUGUC4dxRGRwttzeIjqBTETrsq3xkedHojOIiIjoHX00cBis5baiM8gEpCXG497li6IziHLhMI6IDMqjtEc4+/is6AwyAc4yZ4yrO050BhEREb2HIsWKo2mfL0VnkIm4dmif6ASiXDiMIyKD8tedv6DRakRnkAng8lQiIiLjVrX5R1yuSgXiUdhNxEVFiM4g0uEwjogMRrYqGzvu7RCdQSaAy1OJiIhMA5erUkHh2XFkSDiMIyKDcTDyIJ7lcOtxyh8uTyUiIjIdXK5KBeX2+dPISksVnUEEgMM4IjIgW+5w4wbKPy5PJSIiMi1crkoFQaXIwY0TR0RnEAHgMI6IDERIfAhCE0NFZ5CR4/JUIiIi08TlqlQQgo/sh0ajFp1BxGEcERmGLbd5VhzlD5enEhERmS4uV6WCkJYQj3uBl0RnEHEYR0TiJWUn4UgUTxmn/OHyVCIiItPG5apUEK4d2is6gYjDOCISb3v4dig0CtEZZMS4PJWIiMg8cLkq5dej0JtIfBQtOoPMHIdxRCSUWqPGX+F/ic4gI+Ykc+LyVCIiIjPB5apUELiRA4nGYRwRCXXq0SnEZsSKziAjNqrWKC5PJSIiMiN+TVvC3cdXdAYZsdCzJ6FWqURnkBnjMI6IhNp8e7PoBDJi/sX80bFCR9EZREREpEcSCwu0GDAYEgm/naX3k5X6DPevcCMHEod/exGRMBHPIhAQEyA6g4yUBBJMqDcBFvxCnIiIyOy4enqh2kftRGeQEbtx8qjoBDJj/A6GiIT56w6vFUfvr4tPF1QuWll0BhEREQnSsGsvyB0cRWeQkXoQcg2pCfGiM8hMcRhHREIoNUrsj9gvOoOMlJPMCcNrDBedQURERALZ2Nujcc9+ojPISGm1Gtw6dUx0BpkpDuOISIizj84iJSdFdAYZqRE1R8BRxp+EExERmbsqjVugZMVKojPISN08dRRajUZ0BpkhDuOISIi99/eKTiAjVbVYVXSq2El0BhERERkAiYUFWvzfIEAiEZ1CRig1Pg4PboaIziAzxGEcEends5xnOP3otOgMMkISSDChLjdtICIiov9xK1cB1Vq1FZ1BRurmiSOiE8gM8bsZItK7w1GHodQoRWeQEfrc+3NUKVZFdAYREREZmIZf9Ia8iIPoDDJC965cQlZaqugMMjMcxhGR3nGJKr0PR5kjN20gIiKiV5LbF0GjHn1FZ5ARUiuVCDt7UnQGmRkO44hIrx6mPkRwfLDoDDJCI2qMgJONk+gMIiIiMlB+TVuhRAVv0RlkhG6cPCo6gcwMh3FEpFd7I3hWHL27ykUrc9MGIiIieiOJhQVaDBjMzRzonSVERyHm3h3RGWRGOIwjIr3iElV6H+PrjofUQio6g4iIiAxcifIVUbXZR6IzyAiFnuFSVdIfDuOISG+uxV3Do/RHojPIyLQs0xLVilcTnUFERERGon6XHrC0shadQUYm/NI5aDRq0RlkJjiMIyK92XN/j+gEMjIWEgt8U+Mb0RlERERkRIq4FEWNth+LziAjk/ksBdE3QkRnkJngMI6I9EKhVuBw1GHRGWRkOlboCC8nL9EZREREZGTqfNoFMjs70RlkZG6fPyM6gcwEh3FEpBenHp5CmiJNdAYZEWsLawyuNlh0BhERERkhG3t71Pm0i+gMMjJ3L1+ASqEQnUFmgMM4ItIL7qJK76qHbw+UsCshOoOIiIiMVI02HWDvXFR0BhkRRVYmIq9dEZ1BZoDDOCIqdMnZyTj3+JzoDDIi9lb2+D+//xOdQUREREbMSmaD+p93F51BRub2+dOiE8gMcBhHRIXuYORBqDQq0RlkRAb4DYCTjZPoDCIiIjJyfs1awblkKdEZZEQirgZCkZUpOoNMHIdxRFTo9t7nElXKu2LyYujp21N0BhEREZkAC6kUDbv1Fp1BRkSlVODu5YuiM8jEcRhHRIUq8lkkbibeFJ1BRmRQtf9n776joy7zNozfM5n0npACIRA6hI4UFUVQlKIUC90CuuraC5ZVV8WGfe2v4q4iuoK6VmwoFlBEpBfpvZMAIQnpmfL+gUQiLYFMnt/MXJ9zOGoymVxhWZJ885S/KyI4wnQGAADwEy1OPUMpjZuazoAPYasqvI1hHACvYlUcqiM9Ol0XNbvIdAYAAPAzZ44cbToBPmTL70tUlJ9nOgN+jGEcAK+avnm66QT4kJs63qRge7DpDAAA4Gcatu2ghm07mM6Aj3C7XFr968+mM+DHGMYB8JoNeRu0KX+T6Qz4iFYJrdQno4/pDAAA4KfOGHGF6QT4kFW//GQ6AX6MYRwAr/lhyw+mE+BDbup4k+w2Pi0BAADvSG3STM26dTedAR+xY81K5e/ONp0BP8V3PQC85sctP5pOgI9oldBKZ9Y/03QGAADwc90uHGI6Ab7C49G6edyqCu9gGAfAK3YX7dayPctMZ8BHXNX2KtMJAAAgAKQ0aqqG7TuZzoCPWDdvjukE+CmGcQC84setP8ojj+kM+ICGMQ3Vu0Fv0xkAACBAdBvE6jhUzbZVy1VcsN90BvwQwzgAXsF5caiqMa3HKMgeZDoDAAAEiPTWbVW3WUvTGfABHrdbGxbMNZ0BP8QwDkCNKygr0NxdfNLC8SVHJGtAkwGmMwAAQIDpNpjVcagazo2DNzCMA1Djft7+s8rd5aYz4AOuyLxCIUEhpjMAAECAadypixLTG5rOgA/YtHSRystKTWfAzzCMA1Dj2KKKqogNjdUlzS8xnQEAAAKQzW5X10F8HYLjc5aWavOSRaYz4GcYxgGoUeWucs3aPst0BnzAyJYjFREcYToDAAAEqJan91BMUorpDPgAblVFTWMYB6BG/bbrNxWUF5jOgMWFO8I1suVI0xkAACCA2YOC1GXgRaYz4AM2LJwrt9tlOgN+hGEcgBrFFlVUxZDmQxQXFmc6AwAABLjWPXsrIjbOdAYsrnh/vnasWmk6A36EYRyAGuPxeDRj6wzTGbA4h92hyzMvN50BAACg4JBQndJ/kOkM+IB187lVFTWHYRyAGrN0z1LtLt5tOgMWN7DJQKVEcj4LAACwhvbn9VdIOOfY4tjWzf/NdAL8CMM4ADWGLao4HptsGtN6jOkMAACACqERkerQ53zTGbC4vKxd2r15o+kM+AmGcQBqDMM4HM8ZaWcoIzbDdAYAAEAlHc47XzY73x7j2NbN51ZV1Az+tgFQIzbkbdCm/E2mM2Bxw1sON50AAABwmOjEOmrSuZvpDFjcxsULTCfATzCMA1AjWBWH40mLSlP3et1NZwAAABxRh/PYqopj27VujUqLCk1nwA8wjANQI37e9rPpBFjc0OZDFWQPMp0BAABwRA1at1N83TTTGbAwj9utLcuWmM6AH2AYB+CkFZUXaemepaYzYGHB9mANbjbYdAYAAMBR2ex2tT+vv+kMWNymJQtNJ8APMIwDcNIWZi+U0+00nQEL65PRRwlhCaYzAAAAjql1j3PkCAk1nQEL27R0kekE+AGGcQBO2m87fzOdAIsb3oKLGwAAgPWFRUWp1Rlnmc6AheXvzlLOju2mM+DjGMYBOGkM43AsrRJaqX1ye9MZAAAAVcJWVRzP5qVsVcXJYRgH4KTkluRqVc4q0xmwsGEthplOAAAAqLKURk1Vt1lL0xmwMLaq4mQxjANwUubumiuPPKYzYFHRwdHq16if6QwAAIBq6cDqOBzD1uXL5HJyZjZOHMM4ACeFLao4lkFNBykiOMJ0BgAAQLU0P/UMhUfHmM6ARZWXFGvHmpWmM+DDGMYBOCm/7WIYh6Mb2mKo6QQAAIBqc4SEqE2vc01nwMI2LeHcOJw4hnEATtiuwl3anL/ZdAYs6tS6p6pRbCPTGQAAACekXe9+ks1mOgMWtZlz43ASGMYBOGFzds4xnQALu6T5JaYTAAAATlhcSqoy2nU0nQGLyt64QUX5eaYz4KMYxgE4YZwXh6OJCo5Sz/SepjMAAABOSqsze5lOgEV5PG5tXrbYdAZ8FMM4ACeMYRyO5tyG5yo0KNR0BgAAwElp2uVUOUL5mgZHtm35MtMJ8FEM4wCckA25G7S7eLfpDFjUBY0vMJ0AAABw0kLCwtWsy2mmM2BR21YtN50AH8UwDsAJ4bw4HE1KRIo6p3Y2nQEAAFAjWp3R03QCLCpn+1bOjcMJscwwbty4cerQoYPpjKPatGmTbDabFi9ebDoFsAS2qOJo+jfqL7vNMp9eAAAATkrDdh0VHhNrOgMWtX31CtMJ8EFV/m7JZrMd89fo0aO9mOlbjjW469mzp2699dZab6qOGTNmyGazKTc313SKX7L64LkqXG6X5mXNM50Bi2KLKgAA8Cf2oCC17H6W6QxY1PaVbFVF9Tmq+sCdO3dW/Pv777+vBx54QKtXr654WXh4eM2WISCVl5crODjYdAaOY2XOSu0v2286AxbUPL65mic0N50BAABQozLP7KlFX081nQEL2s65cTgBVV4Zl5qaWvErNjZWNput0ssmT56sJk2aKCQkRC1atNA777xT6e23bNmiQYMGKSoqSjExMRo6dKiysrKO+v5mzJihrl27KjIyUnFxcerevbs2b9583M7169dr0KBBSklJUVRUlLp06aLvvvuu0mMyMjI0fvx4XXnllYqOjlaDBg30+uuvV3rM3Llz1bFjR4WFhalz585atGhRVX+rqmXfvn26/PLLFR8fr4iICPXr109r166teP1bb72luLg4ffHFF2rRooUiIiJ0ySWXqLCwUJMmTVJGRobi4+N10003yeVyVbxdWVmZ7rrrLqWlpSkyMlLdunXTjBkzTqjxRBsyMjL0yCOPaOTIkYqKilK9evX00ksvVXpum82m1157TYMGDVJkZKQeffRRSdKrr7561D9PI0aM0PDhwys9T3l5uerUqaOJEydKkjwej5566ik1btxY4eHhat++vT788MOKxx9c/ffNN9+oY8eOCg8P19lnn63s7Gx9/fXXatWqlWJiYjRixAgVFRVVvF1Vn/f7779X586dFRERodNPP71icP3WW2/poYce0pIlSypWlb711lsn9L+LSZwXh6M5v9H5phMAAABqXGqT5oqvW890Biwoe9MGlZeUmM6Aj6mRQ30++eQT3XLLLRo7dqx+//13XXvttRozZox+/PFHSQcGGIMHD1ZOTo5mzpyp6dOna/369Ro2bNgRn8/pdGrw4ME666yztHTpUv3666+65pprZLPZjttSUFCg/v3767vvvtOiRYvUp08fDRgwQFu2bKn0uGeffbZiyHb99dfruuuu06pVqyRJhYWFuuCCC9SiRQstWLBA48aN0x133HGSv0tHNnr0aM2fP19Tp07Vr7/+Ko/Ho/79+6u8vLziMUVFRXrxxRf13nvvadq0aZoxY4YuuugiffXVV/rqq6/0zjvv6PXXX680FBozZox++eUXvffee1q6dKmGDBmivn37Vhr0VceJNEjS008/rXbt2mnhwoW65557dNttt2n69OmVHvPggw9q0KBBWrZsma688srj/nkaNWqUpk6dqoKCgorn+Oabb1RYWKiLL75YkvTPf/5TEydO1Kuvvqrly5frtttu06WXXqqZM2dWet/jxo3Tyy+/rNmzZ2vr1q0aOnSonn/+eU2ePFlffvmlpk+fXmmAWNXnve+++/Tss89q/vz5cjgcuvLKKyVJw4YN09ixY9W6dWvt3LlTO3fuPOr/D6yM8+JwNP0b9zedAAAA4BWtzuhlOgEW5Ha5tGPNKtMZ8DFV3qZ6LM8884xGjx6t66+/XpJ0++23a86cOXrmmWfUq1cvfffdd1q6dKk2btyo9PR0SdI777yj1q1ba968eerSpUul58vPz1deXp4uuOACNWnSRJLUqlWrKrW0b99e7du3r/jvRx99VJ988ommTp2qG2+8seLl/fv3r+i9++679dxzz2nGjBlq2bKl3n33XblcLr355puKiIhQ69attW3bNl133XXV+n05/fTTZbdXnncWFxdXnBe2du1aTZ06Vb/88otOP/10SdK7776r9PR0ffrppxoyZIikA6u+Dq4Uk6RLLrlE77zzjrKyshQVFaXMzEz16tVLP/74o4YNG6b169drypQp2rZtm+rVO/DTmzvuuEPTpk3TxIkTNX78+Gp9HCfScFD37t31j3/8Q5LUvHlz/fLLL3ruued07rnnVjxm5MiRFcOqg/99rD9Pffr0UWRkpD755BNddtllkqTJkydrwIABiomJUWFhof71r3/phx9+0GmnHbiGvHHjxpo1a5YmTJigs87687yHRx99VN27d5ckXXXVVbrnnnu0fv16NW7cuOLj/PHHH3X33XdX63kfe+yxiv/+xz/+ofPPP18lJSUKDw9XVFSUHA6HUlNTq/2/gxW43C4t3b3UdAYsqEtqF6VG+uafawAAgONpdUZPzf7fu6YzYEHbVi1Xw3YdTGfAh9TIyriVK1dWDDQO6t69u1auXFnx+vT09IpBnCRlZmYqLi6u4jGHSkhI0OjRoytWtb3wwguVzqw7lsLCQt11110Vzx8VFaVVq1YdtjKuXbt2Ff9+cMttdnZ2RW/79u0VERFR8ZiDw5fqeP/997V48eJKvzp37lzx+pUrV8rhcKhbt24VL0tMTFSLFi0q/b5ERERUDMEkKSUlRRkZGYqKiqr0soP9CxculMfjUfPmzRUVFVXxa+bMmVq/fn21P44TaTjor79vp5122mH/mx/6eyId/89TcHCwhgwZonffPfCJsLCwUJ999plGjRolSVqxYoVKSkp07rnnVvr433777cM+/kP/HKSkpCgiIqJiEPfXj+lEn7du3bqSdNjvja9al7tORc6i4z8QAYctqgAAwJ/FpdZV3WYtTWfAgjg3DtVVIyvjJB22hdTj8VS87NB/P9pj/mrixIm6+eabNW3aNL3//vv65z//qenTp+vUU089Zsedd96pb775Rs8884yaNm2q8PBwXXLJJSorK6v0uL9eEmCz2eR2uyu6akJ6erqaNm1a6WWHXnRxtPfz19+XI7Ueq9/tdisoKEgLFixQUFBQpccdOjyrjuo2HMtf/zePjIw87mP++nsyatQonXXWWcrOztb06dMVFhamfv36SVJFw5dffqm0tLRKzxMaGnrUj6sqv68n+ryHvr2vW7J7iekEWFCwPVjnZpx7/AcCAAD4sMwze2rnWrYkorKda1fL5XQqyFFjIxb4uRpZGdeqVSvNmjWr0stmz55dsbU0MzNTW7Zs0datWytev2LFCuXl5R1z+2nHjh11zz33aPbs2WrTpo0mT5583Jaff/5Zo0eP1oUXXqi2bdsqNTVVmzZtqtbHk5mZqSVLlqi4uLjiZXPm1PyB9ZmZmXI6nfrttz/P39q7d6/WrFlT5W25R9KxY0e5XC5lZ2eradOmlX7V9tbIv/6+zZkzRy1bHvunScf78yQd2AKcnp6u999/X++++66GDBmikJAQSQd+X0NDQ7Vly5bDPv5DV2dWV009b0hISKWLLnwNwzgcSc/0nooJiTGdAQAA4FXNTztT9r8seACcZaXK2rDOdAZ8SI2Mbe+8804NHTpUnTp10jnnnKPPP/9cH3/8ccUtpr1791a7du00atQoPf/883I6nbr++ut11llnHbZFUZI2btyo119/XQMHDlS9evW0evVqrVmzRpdffvlxW5o2baqPP/5YAwYMkM1m0/3331/tFUkjR47Ufffdp6uuukr//Oc/tWnTJj3zzDPVeo6qaNasmQYNGqSrr75aEyZMUHR0tP7xj38oLS1NgwYNOuHnbd68uUaNGqXLL79czz77rDp27Kg9e/bohx9+UNu2bdW/f+0dsP7LL7/oqaee0uDBgzV9+nT973//05dffnnMtznenyfpwGqzkSNH6rXXXtOaNWsqLneQpOjoaN1xxx267bbb5Ha7dcYZZyg/P1+zZ89WVFSUrrjiihP6WGrqeTMyMrRx40YtXrxY9evXV3R09GEr66yM8+JwJH0z+ppOAAAA8LqImFg1aNtBmxYvMJ0Ci9m+arnqNWcbM6qmRlbGDR48WC+88IKefvpptW7dWhMmTNDEiRPVs2dPSQcGJ59++qni4+PVo0cP9e7dW40bN9b7779/xOeLiIjQqlWrdPHFF6t58+a65pprdOONN+raa689bstzzz2n+Ph4nX766RowYID69OmjTp06VevjiYqK0ueff64VK1aoY8eOuu+++/Tkk09W6zmqauLEiTrllFN0wQUX6LTTTpPH49FXX3112HbJE3neyy+/XGPHjlWLFi00cOBA/fbbbye1MuxEjB07VgsWLFDHjh31yCOP6Nlnn1WfPn2O+TbH+/N00KhRo7RixQqlpaUddsbcI488ogceeECPP/64WrVqpT59+ujzzz9Xo0aNTurjqYnnvfjii9W3b1/16tVLSUlJmjJlykk11aa80jxtzt9sOgMWE2wPVve07sd/IAAAgB9ockq34z8IAWcb58ahGmyemjogDfiLjIwM3Xrrrbr11ltNp6CGzNo+S9d9V71bheH/utfrrtfOfc10BgAAQK3Yv3ePXr9+tOkMWExYdIxu+M/xj9YCpBpaGQcgMHBeHI6kZ3pP0wkAAAC1JjqxjpIbNTGdAYsp2Z+vvOxdpjPgI3xuGNe6dWtFRUUd8de7775bKw1///vfj9rw97//vVYaTka/fv2O2j9+/HjTebAwzovDkZxV/yzTCQAAALWKrao4Ei5xQFX53DbVzZs3q7y8/IivS0lJUXR0tNcbsrOzlZ+ff8TXxcTEKDk52esNJ2P79u2Vboo9VEJCghISEmq5CL7A4/Go+3vdtb9sv+kUWEjLhJb634D/mc4AAACoVVkb1+m//7jVdAYspsugS9Rj5GjTGfABNXKbam1q2LCh6QQlJydbfuB2LGlpaaYT4IM2529mEIfDsEUVAAAEopRGTRWVkKiCnL2mU2AhWevXmk6Aj/C5baoAzPh97++mE2BBvdJ7mU4AAAAwoklntqqisqyNbFNF1TCMA1Aly/dwVTcqS45IVmZipukMAAAAIzg3Dn9VWliofbt2mM6AD2AYB6BKVuxdYToBFsMWVQAAEMjSW7dTcFi46QxYDFtVURUM4wAcl9vj1sqclaYzYDE96/c0nQAAAGCMIzhYGe06ms6AxeziRlVUAcM4AMe1IXeDip1HvoEXgSncEa6udbuazgAAADCKc+PwV1kbWBmH42MYB+C4lu/lvDhUdnq90xUaFGo6AwAAwKhGHTvLZuPbavwpe+N6eTwe0xmwOP7WAHBcDOPwV9yiCgAAIEXExKpei1amM2AhZcXFytmxzXQGLI5hHIDjYhiHvzoj7QzTCQAAAJbQuGNn0wmwmCzOjcNxMIwDcExOt1NrctaYzoCFNI1rqsTwRNMZAAAAlpDeup3pBFgMwzgcD8M4AMe0JX+LSlwlpjNgIV1TubgBAADgoJTGTRUcFm46AxbCMA7HwzAOwDFtyNtgOgEW0zmVrRgAAAAH2YOCVL9la9MZsJA9WzeZToDFMYwDcEzrc9ebToDFdE5hGAcAAHCo9NZtTSfAQkoLC1WQs9d0BiyMYRyAY1qfxzAOf2oe31zxYfGmMwAAACyFYRz+as+2LaYTYGEM4wAc08a8jaYTYCGsigMAADhcckYThYRzbhz+tHcrwzgcHcM4AEfl9ri1KW+T6QxYSJfULqYTAAAALMceFKQ0zo3DIfZu22w6ARbGMA7AUW0v2M5NqqiElXEAAABH1qB1O9MJsJC927aaToCFMYwDcFQbcrlJFX9qHt9ccWFxpjMAAAAsqX4m58bhT3s5Mw7HwDAOwFFtyGMYhz+xRRUAAODokjMaKyQ8wnQGLKK0qFD7c/aYzoBFMYwDcFTrc7lJFX/qmtrVdAIAAIBl2YOCVL9VG9MZsBAuccDRMIwDcFTcpIqDbLLplJRTTGcAAABYWnprtqriT2xVxdEwjANwVGxTxUHN45srNjTWdAYAAIClpXNuHA6xh5Vxlmez2fTpp5/W+vtlGAfgiLIKs1RQXmA6AxbBeXEAAADHl5TRSKERkaYzYBF7t202nXBSZs+eraCgIPXt27fabztu3Dh16NCh5qNO0NF6du7cqX79+tV6D8M4AEe0Po/z4vCntnX4KS8AAMDx2O1BSmnc1HQGLGLvtq2mE07Km2++qZtuukmzZs3Sli3+ucovNTVVoaGhtf5+GcYBOCLOi8OhWiW2Mp0AAADgExjG4aCy4iLl79ltOuOEFBYW6oMPPtB1112nCy64QG+99VbF69566y3FxcVVevynn34qm81W8fqHHnpIS5Yskc1mk81mq3j7LVu2aNCgQYqKilJMTIyGDh2qrKysiuc5uILtzTffVIMGDRQVFaXrrrtOLpdLTz31lFJTU5WcnKzHHnus0vs/1vMeq+fQbaqnnXaa/vGPf1R63t27dys4OFg//vijJKmsrEx33XWX0tLSFBkZqW7dumnGjBnV/v1lGAfgiLhJFQdFBkeqYUxD0xkAAAA+IaVRE9MJsJCcHdtMJ5yQ999/Xy1atFCLFi106aWXauLEifJ4PFV622HDhmns2LFq3bq1du7cqZ07d2rYsGHyeDwaPHiwcnJyNHPmTE2fPl3r16/XsGHDKr39+vXr9fXXX2vatGmaMmWK3nzzTZ1//vnatm2bZs6cqSeffFL//Oc/NWfOHEk67vMereevRo0apSlTplT6ON9//32lpKTorLPOkiSNGTNGv/zyi9577z0tXbpUQ4YMUd++fbV27dpq/f46qvVoAAGDYRwOapXQSnYbP7sBAACoipTGzUwnwEJyd+2U2nU0nVFtb7zxhi699FJJUt++fVVQUKDvv/9evXv3Pu7bhoeHKyoqSg6HQ6mpqRUvnz59upYuXaqNGzcqPT1dkvTOO++odevWmjdvnrp0OXBOtdvt1ptvvqno6GhlZmaqV69eWr16tb766ivZ7Xa1aNFCTz75pGbMmKFTTz1V33333XGf90g9fzVs2DDddtttmjVrls4880xJ0uTJkzVy5EjZ7XatX79eU6ZM0bZt21SvXj1J0h133KFp06Zp4sSJGj9+fJV/f/nuCsARsU0VB2UmZppOAAAA8BlxqXUVGsklDjggN2un6YRqW716tebOnavhw4dLkhwOh4YNG6Y333zzpJ535cqVSk9PrxiYSVJmZqbi4uK0cuXKipdlZGQoOjq64r9TUlKUmZkpu91e6WXZ2dnVet7jSUpK0rnnnqt3331XkrRx40b9+uuvGjVqlCRp4cKF8ng8at68uaKioip+zZw5U+vXV28xCyvjABwmpyRH+0r3mc6ARbRObG06AQAAwKekNGqqLb8vMZ0BC8jzwWHcG2+8IafTqbS0tIqXeTweBQcHa9++fbLb7YdtWS0vLz/u83o8nopz5Y718uDg4Eqvt9lsR3yZ2+2u1vNWxahRo3TLLbfopZde0uTJk9W6dWu1b99e0oEVe0FBQVqwYIGCgoIqvV1UVFS13g8r4wAcZkPuBtMJsBAubwAAAKgeLnHAQblZu0wnVIvT6dTbb7+tZ599VosXL674tWTJEjVs2FDvvvuukpKStH//fhUWFla83eLFiys9T0hIiFwuV6WXZWZmasuWLdq69c9bZlesWKG8vDy1anXi33NU5XmP1HMkgwcPVklJiaZNm6bJkydXbNWVpI4dO8rlcik7O1tNmzat9OtY21+PhJVxAA6zdb9vX8GNmsPlDQAAANXHJQ44yNe2qX7xxRfat2+frrrqKsXGxlZ63SWXXKI33nhD33//vSIiInTvvffqpptu0ty5cyvdtiod2Gq6ceNGLV68WPXr11d0dLR69+6tdu3aadSoUXr++efldDp1/fXX66yzzlLnzp1PuLkqz3ukntDQ0MOeKzIyUoMGDdL999+vlStXauTIkRWva968uUaNGqXLL79czz77rDp27Kg9e/bohx9+UNu2bdW/f/8qN7MyDsBhdhX61k9v4D0mLm94/PHH1aVLF0VHRys5OVmDBw/W6tWrj/r4a6+9VjabTc8//3yll99+++1KSEhQgwYN9N5771V63QcffKABAwZ4Ix8AAEDJrIzDH5ylpSrYl2M6o8reeOMN9e7d+7BBnCRdfPHFWrx4sTZt2qT//ve/+uqrr9S2bVtNmTJF48aNO+yxffv2Va9evZSUlKQpU6bIZrPp008/VXx8vHr06KHevXurcePGev/990+quSrPe6Seoxk1apSWLFmiM888Uw0aNKj0uokTJ+ryyy/X2LFj1aJFCw0cOFC//fZbpfPqqtTsqerdtAACxoOzH9THaz82nQELuDzzct3Z5c5afZ99+/bV8OHD1aVLFzmdTt13331atmyZVqxYoci/HIb86aefaty4cdq9e7fuvPNO3XrrrZKkzz//XFdffbW++OILrV27VldeeaW2bdumxMRE5ebmqkuXLvr+++8P++QKAABQU14eM0ylRYXHfyD83rCHnlT9lpzDjD+xMg7AYXYW+NZSaniPicsbpk2bptGjR1ccljpx4kRt2bJFCxYsqPS47du368Ybb9S777572IGuK1euVM+ePdW5c2eNGDFCMTEx2rDhwFmId911l66//noGcQAAwKs4Nw4H5WdnmU6AxTCMA3CYXUVsU8UBVri8IS8vT5KUkJBQ8TK3263LLrtMd955p1q3Pnxg2L59e82fP1/79u3TggULVFxcrKZNm2rWrFlauHChbr755lrrBwAAgYlhHA7KYxiHv2AYB+AwnBkHyRqXN3g8Ht1+++0644wz1KZNm4qXP/nkk3I4HEcdqvXp00eXXnqpunTpotGjR2vSpEmKjIzUddddpwkTJujVV19VixYt1L17dy1fvry2PhwAABBAuMQBB+XtZhiHyrhNFUAleaV5KnYWm86ABZi4vOGvbrzxRi1dulSzZs2qeNmCBQv0wgsvaOHChbLZbEd923HjxlU6SHbcuHHq3bu3goOD9eijj2rZsmX64osvdPnllx+2BRYAAOBkcYkDDsrfnW06ARbDyjgAlbAqDgc1j29u9P3fdNNNmjp1qn788UfVr1+/4uU///yzsrOz1aBBAzkcDjkcDm3evFljx45VRkbGEZ9r1apVevfdd/XII49oxowZ6tGjh5KSkjR06FAtXLhQ+fn5tfRRAQCAQBGfWk/BoWGmM2ABbFPFX7EyDkAlDONwUKPYRkber8fj0U033aRPPvlEM2bMUKNGlTsuu+wy9e7du9LL+vTpo8suu0xjxow54vNdc801evbZZxUVFSWXy6Xy8nJJqvin2+320kcDAAACWXy9NGVvXG86A4YV5OyR2+2S3R5kOgUWwTAOQCU7C7lJFQdkxGQYeb833HCDJk+erM8++0zR0dHatevAgDg2Nlbh4eFKTExUYmJipbcJDg5WamqqWrRocdjz/fvf/1ZycrIGDhwoSerevbvGjRunOXPm6Ouvv1ZmZqbi4uK8/nEBAIDAk1CXYRwkt8ul/Xv2KDY5xXQKLIJhHIBKWBmHg0xd3vDqq69Kknr27Fnp5RMnTtTo0aOr9VxZWVkaP368Zs+eXfGyrl27auzYsTr//POVnJysSZMmnWwyAADAEcXXSzOdAIsoyNnLMA4VGMYBqGRXEcM4SKFBoUqJNPPFgsfjqfbbbNq06YgvT0lJOeLrHnjgAT3wwAPVfj8AAADVEV+XYRwOKMzNMZ0AC+ECBwCVsDIO0oFVcaZvUgUAAPB18XXrmU6ARRTs22c6ARbCd1oAKmEYB8nceXEAAAD+hJVxOIiVcTgUwzgAFdwet7KKuHYb5s6LAwAA8CehEZGKiI0znQELKGRlHA7BMA5Ahb3Fe+V0O01nwAIYxgEAANQMLnGAxMo4VMYwDkCFnYU7TSfAIjJiM0wnAAAA+IUEtqpCUuE+hnH4E8M4ABU4Lw4HcWYcAABAzeDcOEhSQS7bVPEnhnEAKjCMgyTFhcYpNjTWdAYAAIBf4EZVSFLx/ny5nBwJhAMYxgGowDZVSJwXBwAAUJPi69U3nQAr8HhUlJdrugIWwTAOQIU9xXtMJ8ACGsU2Mp0AAAACyKuvvqp27dopJiZGMTExOu200/T1119XvH706NGy2WyVfp166qmVnuP2229XQkKCGjRooPfee6/S6z744AMNGDCgVj6WI4lNTpXNxrfe4Nw4/MlhOgCAdeSV5plOgAU0iG5gOgEAAASQ+vXr64knnlDTpk0lSZMmTdKgQYO0aNEitW7dWpLUt29fTZw4seJtQkJCKv79888/1+TJk/Xtt99q7dq1GjNmjM4991wlJiYqNzdX9913n77//vva/aAO4QgOVkxysvKyOBIm0HFuHA5iPA+gQn5ZvukEWEC9KM41AQAAtWfAgAHq37+/mjdvrubNm+uxxx5TVFSU5syZU/GY0NBQpaamVvxKSEioeN3KlSvVs2dPde7cWSNGjFBMTIw2bNggSbrrrrt0/fXXq0EDsz9sjKmTZPT9wxpYGYeDGMYBqMAwDpKUFM4XiwAAwAyXy6X33ntPhYWFOu200ypePmPGDCUnJ6t58+a6+uqrlZ2dXfG69u3ba/78+dq3b58WLFig4uJiNW3aVLNmzdLChQt18803m/hQKomMTzSdAAsozGUYhwPYpgqgAsM4SFJSBMM4AABQu5YtW6bTTjtNJSUlioqK0ieffKLMzExJUr9+/TRkyBA1bNhQGzdu1P3336+zzz5bCxYsUGhoqPr06aNLL71UXbp0UXh4uCZNmqTIyEhdd911euutt/Tqq6/qpZdeUp06dfT6669XbH2tTVFx8bX+PmE9hfvYpooDbB6Px2M6AoB5Ho9HHd7pILfHbToFhs0eMVvRIdGmMwAAQAApKyvTli1blJubq48++kj/+c9/NHPmzIqB3KF27typhg0b6r333tNFF110xOcbN26c8vLyNGbMGJ133nlatmyZvvjiC7388stasGCBtz+cw8z/4lPNfOc/tf5+YS3Nu3XXgNvvMZ0BC2CbKgBJUkF5AYM4KNwRziAOAADUupCQEDVt2lSdO3fW448/rvbt2+uFF1444mPr1q2rhg0bau3atUd8/apVq/Tuu+/qkUce0YwZM9SjRw8lJSVp6NChWrhwofLza383SFQ8K+MglRQVmk6ARTCMAyCJLao4oE54HdMJAAAA8ng8Ki0tPeLr9u7dq61bt6pu3bpHfLtrrrlGzz77rKKiouRyuVReXi5JFf90u2v/B9CR8QnHfxD8XmkhwzgcwJlxACRJ+aUM4yAlRySbTgAAAAHm3nvvVb9+/ZSenq79+/frvffe04wZMzRt2jQVFBRo3Lhxuvjii1W3bl1t2rRJ9957r+rUqaMLL7zwsOf697//reTkZA0cOFCS1L17d40bN05z5szR119/rczMTMXFxdXyRyhFxjGMg1RaVGA6ARbBMA6AJFbG4QBWxgEAgNqWlZWlyy67TDt37lRsbKzatWunadOm6dxzz1VxcbGWLVumt99+W7m5uapbt6569eql999/X9HR0Yc9z/jx4zV79uyKl3Xt2lVjx47V+eefr+TkZE2aNKm2PzxJbFPFAayMw0Fc4ABAkvTtpm81duZY0xkw7NJWl+rurnebzgAAAPA7L14xROUlxaYzYJA9KEi3Tf7MdAYsgDPjAEhiZRwOSIpIMp0AAADgl1gdB7fLpTIGshDDOAB/YBgHSUoKZxgHAADgDZHxiaYTYAFsVYXEMA7AH7jAARLDOAAAAG+JimNlHKTSQi5xAMM4AH9gZRwktqkCAAB4S2QCK+MglRSxMg4M4wD8gWEcJFbGAQAAeAsr4yCxTRUHMIwDIIltqpBC7CGKCY0xnQEAAOCXIuMTTCfAAkpZGQcxjAPwB1bGITok2nQCAACA3wqNiDSdAAsoKeDMODCMA/AHhnGIDOYLRAAAAG8JCQ83nQALKC1iGAeGcQD+wDAOEcERphMAAAD8VnBYmOkEWEBZcbHpBFgAwzgAkqSCMn5CE+hYGQcAAOA9IWH84BOSq7zcdAIsgGEcALncLrk8LtMZMCzCwReIAAAA3sI2VUiSs7zMdAIsgGEcADk9TtMJsABWxgEAAHhPSBjDOLAyDgcwjAMgp5thHDgzDgAAwJuCw8Ikm810BgxjGAeJYRwAMYzDAayMAwAA8K4QLnEIeE6GcRDDOACSyt18QoAU6WAYBwAA4E1c4gCXk++9wDAOgFgZhwPCgznHBAAAwJuCWRkX8FxlXOAAhnEAxDAOB7BNFQAAwLu4URVOVsZBDOMAiG2qOIBtqgAAAN7FMA6uMr73AsM4AGJlHA5gZRwAAIB3hYQxjAt0nBkHiWEcADGMwwGcGQcAAOBdwQzjAp6L21QhhnEAxDAOB0Q4uN0LAADAm9imCmc5FziAYRwASU4PwzhIDrvDdAIAAIBfs9uDTCfAMFbGQWIYB0CsjMMBdhufEgAAALzJZreZToBhToZxEMM4AOI2VRxg51MCAACAd/HDz4Dn8bhNJ8AC+JsAACvjIEmy2/mUAAAA4E18vQWbWB0JhnEAxDAOB7AyDgAAwLtsNgYxAY8/AxDDOABiGIcD+OIQAADAu2ysjAt4fMkNiWEcADGMwwFc4AAAAOBd/PATNr7mhhjGAZDk9DCMAwAAALyOYRz4IwAxjAMgyeV2mU6ABXg8HtMJAAAAfs3j5ibNQMcFDpAYxgGQFGQPMp0AC3BzzToAAIBXMYyDODcQYhgHQFKwPdh0AizALb44BAAA8CZ2IoB1cZAYxgGQFGIPMZ0AC+CLQwAAAO/ysBMBnBsIMYwDICk4iJVxYJsqAACAt3nc/PAz0HGjLiSGcQAkhQSxMg4M4wAAALyNnQhgGAeJYRwAsU0VBzCMAwAA8C6P22U6AaYxjIMYxgEQK+NwQImrxHQCAACAXysvLTWdAMMYxUFiGAdA3KaKAwrLC00nAAAA+LWykmLTCTDNzhgGDOMAiJVxOIBhHAAAgHeVFzOMC3SOYBZCgGEcADGMwwEM4wAAALyLlXEIDgk1nQALYBgHgAscIEkqdvLFIQAAgDeVlXBGb6BzhDKMA8M4AGJlHA5gZRwAAIB3lRUXmU6AYcEM4yCGcQDEBQ44gGEcAACAd3FmHBxsU4UYxgEQK+NwQJGTn9QCAAB4E9tU4QgNM50AC2AYB0AOu0N2G38dBLqicoZxAAAA3uIsL5fb5TSdAcO4wAESwzgAf+ASB7BNFQAAwHvKOS8O4gIHHMAwDoAkzo0DwzgAAABvKivhvDhwgQMOYBgHQJIUHMQwLtBxZhwAAID3cF4cJC5wwAEM4wBI4hIHsDIOAADAm7hJFRIr43AAwzgAkqTQID4pBDoucAAAAPAetqlCYmUcDmAYB0CSFBkcaToBhhWUF5hOAAAA8FtlrIyDWBmHAxjGAZAkxYbEmk6AYYXlhSpxcpYJAACANxTl7TOdAAvgNlVIDOMA/CEuNM50AixgT/Ee0wkAAAB+qWBfjukEWEBIWJjpBFgAwzgAkqTYUFbGQdpdvNt0AgAAgF8q3MfKOEhhkdGmE2ABDOMASJLiwuJMJ8ACdhcxjAMAAPCGgn17TSfAAsKiGcaBYRyAP7BNFRIr4wAAALylMJeVcZDCoxjGgWEcgD+wTRUSK+MAAAC8pSCHlXGQwhjGQQzjAPyBlXGQWBkHAADgDS5nuYr355vOgGGhEZGyBwWZzoAFMIwDIIlhHA5gGAcAAFDzinJzTSfAAjgvDgcxjAMgiW2qOGBP0R7TCQAAAH6nYF+O6QRYADep4iCGcQAkMYzDAdnF2aYTAAAA/E5hLsM4SOGsjMMfGMYBkCRFB0cryMb5BYEurzRPZa4y0xkAAAB+hZVxkLi8AX9iGAdAkmSz2VgdB0nSnmK2qgIAANSkwn37TCfAAhjG4SCGcQAqMIyDJO0u4hIHAACAmlSwb6/pBFgA21RxEMM4ABW4URUSN6oCAADUNFbGQZLComJMJ8AiGMYBqMDKOEhSVlGW6QQAAAC/wso4SKyMw58YxgGowMo4SNKW/C2mEwAAAPyGx+3Wvl07TGfAAjgzDgcxjANQgWEcJGlT/ibTCQAAAH6jIGevnKWlpjNgARGxcaYTYBEM4wBUYJsqJGlz/mbTCQAAAH4jZyer4nBAdGId0wmwCIZxACowjIMk7SjYoVIXP70FAACoCft2bjedAAsICg5WeDQXOOAAhnEAKiSFJ5lOgAV45OHcOAAAgBrCMA6SFBWfIJvNZjoDFsEwDkCFupF1TSfAItiqCgAAUDMYxkGSohISTSfAQhjGAahQL6qe6QRYBMM4AACAmrFvB8M4SFEJnBeHPzGMA1AhOiRa0cFctw1uVAUAAKgJLme58rKzTGfAAlgZh0MxjANQSd0otqpC2pS3yXQCAACAz8vL2iWPx206AxYQzco4HIJhHIBK6kWyVRVsUwUAAKgJ+3buMJ0Ai4hOZGUc/sQwDkAlrIyDJO0r3ae80jzTGQAAAD6NyxtwENtUcSiGcQAqYWUcDmJ1HAAAwMnJ4fIG/IELHHAohnEAKmFlHA7iEgcAAICTw8o4SJLNZldUfILpDFgIwzgAlbAyDgexMg4AAODkMIyDJEXExckeFGQ6AxbCMA5AJayMw0Hr9q0znQAAAOCzivfnqzB3n+kMWEBUPOfFoTKGcQAqSQxLVGhQqOkMWMDyvctNJwAAAPisrA38YBMHRCdyXhwqYxgHoBKbzaa6kayOg5RVlKW9xXtNZwAAAPikrI3rTSfAImJTUk0nwGIYxgE4DMM4HLRy70rTCQAAAD6JlXE4KD6Vc7lRGcM4AIepF8UnCxywImeF6QQAAACfxDAOB8WlstgBlTGMA3AYVsbhIM6NAwAAqL7i/fnK351lOgMWwco4/BXDOACHYWUcDlq+h2EcAABAdbEqDgcFBQdzgQMOwzAOwGFYGYeDuMQBAACg+ri8AQfFJqfKZmf0gsr4EwHgMKyMw6G4xAEAAKB6WBmHgzgvDkfCMA7AYZIjkhVkCzKdAYvgEgcAAIDqYRiHgzgvDkfCMA7AYRx2h9Ki0kxnwCK4xAEAAKDquLwBh4pjGIcjYBgH4IiaxDUxnQCLWLGXlXEAAABVlc15cTgEK+NwJAzjABxR07imphNgEbsKd3GJAwAAQBXtYosqDsGZcTgShnEAjohhHA7FJQ4AAABVw3lxOCjI4VBMnSTTGbAghnEAjohtqjgU58YBAABUTdaGtaYTYBGxyamy2Rm74HD8qQBwRI1iG3GjKiosyF5gOgEAAMDy8vdkK393tukMWARbVHE0DOMAHFFIUIjSo9NNZ8AiFmcvVrmr3HQGAACApW1d8bvpBFhIQhrfT+HIGMYBOCrOjcNBxc5i/b6XLy4BAACOZdvyZaYTYCF10huaToBFMYwDcFScG4dDzds1z3QCAACApW1dsdR0AiykToMM0wmwKIZxAI6qaTwr4/AnhnEAAABHl787W3nZWaYzYBH2oCAl1m9gOgMWxTAOwFE1jWUYhz8tzl6sMleZ6QwAAABL2rqCLar4U1xqPTmCg01nwKIYxgE4qoaxDeWwO0xnwCJKXCX6fQ/nxgEAABwJwzgcii2qOBaGcQCOKtgerIbRHDqKP7FVFQAA4Mi2Lue8OPwpicsbcAwM4wAcE5c44FAM4wAAAA6Xl52l/N3ZpjNgIXUaNjKdAAtjGAfgmLjEAYdavJtz4wAAAP6KLar4q6QGrIzD0TGMA3BMTeMYxuFPpa5SLdvDF5sAAACHYosqDhUcFq6YpBTTGbAwhnEAjoltqvgrtqoCAABUxso4HKpOegPZbDbTGbAwhnEAjqlBdAMF27mSG39iGAcAAPCnvOxd2r9nt+kMWEhSA86Lw7ExjANwTA67QxmxGaYzYCGLsxer1FVqOgMAAMASti5nVRwqq8N5cTgOhnEAjotz43CoMneZFmQtMJ0BAABgCZuWLDSdAIup0yDDdAIsjmEcgOPKTMg0nQCLmbF1hukEAAAA41zOcm1cPN90BiyGbao4HoZxAI6rXVI70wmwmB+3/mg6AQAAwLhtK35XWXGx6QxYSFxKXYVFRZnOgMUxjANwXJmJmXLYHKYzYCG7Cndpdc5q0xkAAABGrV8w13QCLCa1aXPTCfABDOMAHFeYI0zN4puZzoDFsFUVAAAEuvULfjOdAIupyzAOVcAwDkCVsFUVf8VWVQAAEMh2b96o/N3ZpjNgMayMQ1UwjANQJQzj8FfL9y5XVlGW6QwAAAAjWBWHv7IHOZSc0cR0BnwAwzgAVdKuDsM4HO6nrT+ZTgAAADBi/XzOi0NlSQ0z5AgJMZ0BH8AwDkCVNIxpqNjQWNMZsBi2qgIAgEBUkLNXu9avMZ0Bi0ltwhZVVA3DOABVYrPZ1KZOG9MZsJjfdv6movIi0xkAAAC1asOi+aYTYEGcF4eqYhgHoMra12lvOgEWU+Yu05ydc0xnAAAA1Kr18zkvDoer27SF6QT4CIZxAKqsbVJb0wmwILaqAgCAQFJeUqItyxabzoDFhIRHKCGtvukM+AiGcQCqrG2dtrLJZjoDFvPTtp/kcrtMZwAAANSKzcsWy1leZjoDFpPapKlsNr5XQtUwjANQZbGhsWoY09B0BiwmpyRHy/YsM50BAABQK9YvYIsqDsflDagOhnEAqqVdUjvTCbCg6Zunm04AAADwOpfTyXlxOKLUZpwXh6pjGAegWtrW4dw4HO6rjV+xVRUAAPi9TUsWqnh/vukMWFBdVsahGhjGAagWVsbhSPYU79HcXXNNZwAAAHjVylkzTCfAgmKTUxSVkGg6Az6EYRyAamke31xhQWGmM2BBX2740nQCAACA15QWFWn9vDmmM2BB9VuxewjVwzAOQLU47A5lJmaazoAFTd88XcXOYtMZAAAAXrFu3q/cooojSm/NMA7VwzAOQLWxVRVHUuQs0oytM0xnAAAAeMXKn380nQCLqt+qjekE+BiGcQCqrX1Se9MJsKgvNnxhOgEAAKDGFeTs1ebfl5jOgAXFJCUrNjnFdAZ8DMM4ANXWOaWz7Db++sDhZm+frZySHNMZAAAANWrV7J8lj8d0BiyIVXE4EXw3DaDa4sLi1DKhpekMWJDT49S3m741nQEAAFCjVs5iiyqOLD2T8+JQfQzjAJyQU+ueajoBFsVWVQAA4E/2btui7I3rTWfAouozjMMJYBgH4IQwjMPRLNm9RFv3bzWdAQAAUCNWzpphOgEWFZ2YpLiUVNMZ8EEM4wCckE4pnRQaFGo6Axb15YYvTScAAACcNI/bzTAOR1U/k/PicGIYxgE4IaFBoeqQ3MF0BiyKraoAAMAfbF+9Uvm7s01nwKI4Lw4nimEcgBN2Wt3TTCfAojbnb9ayPctMZwAAAJwULm7AsbAyDieKYRyAE3ZqPc6Nw9F9svYT0wkAAAAnrKykWKt++cl0BiwqKiFR8an1TGfARzGMA3DCWiW0UlxonOkMWNQXG77Q/rL9pjMAAABOyKpZM1VWXGQ6AxZVvxWr4nDiGMYBOGF2m11dUruYzoBFFTuL9fn6z01nAAAAnJDF33IhFY6uQdv2phPgwxjGATgpp9ZlqyqO7r3V75lOAAAAqLYdq1dq9+aNpjNgYY3an2I6AT6MYRyAk3JaPS5xwNFtzNuouTvnms4AAACoFlbF4ViSGmQoKiHRdAZ8GMM4ACclPTpdaVFppjNgYe+vft90AgAAQJUV5eVqzZxZpjNgYRkdO5tOgI9jGAfgpLFVFcfy/ZbvlV2UbToDAACgSn7/cbpcTqfpDFhYow5sUcXJYRgH4KSdWo9hHI7O5XHpozUfmc4AAAA4LrfbpSXffW06AxYWEh6htBaZpjPg4xjGAThpp6aeKptspjNgYR+u/VDl7nLTGQAAAMe0cdEC5e9mRT+OrmHbDrIHBZnOgI9jGAfgpMWFxallQkvTGbCw7KJszdg6w3QGAADAMS359ivTCbC4jA6dTCfADzCMA1Aj2KqK43l/FRc5AAAA68rdtVMblywwnQGLa9SByxtw8hjGAagRXOKA4/lt12/akLvBdAYAAMARLf1+muTxmM6AhdVJb6joxDqmM+AHGMYBqBGdUzorwhFhOgMW98GaD0wnAAAAHKa8rFTLfvjWdAYsLoNbVFFDGMYBqBEhQSE6I+0M0xmwuM/WfabC8kLTGQAAAJWs+XWWSgr2m86AxbFFFTWFYRyAGnNOg3NMJ8DiCsoL9OGaD01nAAAAVPC43Zo39SPTGbC4kPBwpbXMNJ0BP8EwDkCN6VG/h4LtwaYzYHFvr3hbZa4y0xkAAACSpPUL5mrvti2mM2Bx6a3bK8jhMJ0BP8EwDkCNiQqJUre63UxnwOKyi7I1df1U0xkAAACSpLmf/c90AnxA405sUUXNYRgHoEaxVRVVMfH3iXK5XaYzAABAgNuyfKl2rl1tOgMWZ7PZ1bTLaaYz4EcYxgGoUb3Se8lu468WHNuW/Vs0ffN00xkAACDAzf2UVXE4vrSWmYqIiTWdAT/Cd8wAalRieKI6JHUwnQEf8J9l/zGdAAAAAljWhnXavHSR6Qz4gGbdTjedAD/DMA5AjWOrKqpi9b7VmrVtlukMAAAQoH5jVRyqwmZTs64M41CzGMYBqHHnNGQYh6r5z++sjgMAALUvZ/tWrZ0723QGfEBq46aKTqxjOgN+hmEcgBqXFpWmlgktTWfAByzIWqBF2WwPAQAAtWve1I8lj8d0BnxAs27dTSfADzGMA+AVZzc423QCfARnxwEAgNq0f89urfj5B9MZ8BHNunKLKmoewzgAXsG5caiqn7b9pDU5a0xnAACAADH/y0/kdrlMZ8AH1ElvqPi6aaYz4IcYxgHwiubxzdUguoHpDPiIN35/w3QCAAAIAMX5eVr6/TemM+AjuEUV3sIwDoDXsDoOVTVt0zRt3b/VdAYAAPBzC6d9LmdpqekM+AhuUYW3MIwD4DWcG4eqcnvcem3Ja6YzAACAHyvOz9PCr6aazoCPiEutq6SGjUxnwE8xjAPgNe2T2ispPMl0BnzE5+s/19p9a01nAAAAP/XbZx+qrLjIdAZ8BKvi4E0M4wB4jc1mU6/0XqYz4CM88ujFRS+azgAAAH4of0+2Fk/73HQGfAjDOHgTwzgAXnVOQ86NQ9XN2DpDC7MWms4AAAB+5tf/TZHL6TSdAR8RXSdJqU2bm86AH2MYB8CruqR2UVxonOkM+JDnFz5vOgEAAPiRvdu2aPnM701nwIe06n6WbDab6Qz4MYZxALwq2B6sfo36mc6AD1mUvUgzt840nQEAAPzErClvy+Nxm86AD8nswUV08C6GcQC8bmCTgaYT4GNeWPiCXG6X6QwAAODjdqxZpXXz55jOgA9JymisxPoNTGfAzzGMA+B1beq0UePYxqYz4EPW5q7VVxu/Mp0BAAB83M+T3zKdAB+TeUZP0wkIAAzjANQKVsehul5e9LLKXGWmMwAAgI/auGi+tq383XQGfIjNZldLhnGoBQzjANSKCxpfILuNv3JQdTsKd+h/a/5nOgMAAPggj9utn6dMMp0BH9OgbXtFxSeYzkAA4DtjALUiJTJF3VK7mc6Aj3l96esqLC80nQEAAHzMqtk/affmjaYz4GNasSoOtYRhHIBaM6DJANMJ8DE5JTl6e/nbpjMAAIAPcTnL9cv775jOgI9xhIaqWbfTTWcgQDCMA1BrejfsrcjgSNMZ8DFvLX9Le4v3ms4AAAA+Yul33ygvO8t0BnxM086nKiQs3HQGAgTDOAC1JtwRrt4NepvOgI8pchbp5UUvm84AAAA+oLhgv379cLLpDPigVmf2NJ2AAMIwDkCtGtR0kOkE+KCP1n6k3/dwGxoAADi2X957W8X7801nwMdExMYpo10n0xkIIAzjANSqzimdlRaVZjoDPsYjjx6d86hcbpfpFAAAYFFZG9ZpyXfTTGfAB7U47UzZg4JMZyCAMIwDUKtsNpvOb3y+6Qz4oOV7l+uTdZ+YzgAAABbkcbv1/ZuvSh6P6RT4ILaoorYxjANQ6wY2GWg6AT7q+YXPK7ck13QGAACwmN9nfKeda1ebzoAPSkhLV92mLUxnIMAwjANQ6xrGNFT7pPamM+CD8krz9OKiF01nAAAACyku2K+fJ79lOgM+qt05fUwnIAAxjANgBKvjcKI+XPOhlu9ZbjoDAABYxOz3/8ulDTghQcHByjzrHNMZCEAM4wAY0bdRX4UGhZrOgA/qUdxA4c++JY/bbToFAAAYlr1xvZZM/9p0BnxU827dFR4VbToDAYhhHAAjYkJidFb9s0xnwIcku6L08tKOuuGlTSr95AvlffSx6SQAAGDQwUsbPB5+QIcT0+6cvqYTEKAYxgEwZlDTQaYT4CNuzmqvV96wK/nLeZLLJUnKfvZZuXJzzYYBAABjlv/0g3asWWU6Az4qoV591c9sYzoDAYphHABjTq93upLDk01nwMK6l6RrypdNdMabC+TZm1Ppda7cXO1+gcscAAAIRCWFBfrp3YmmM+DD2nJxAwxiGAfAGIfdoSEthpjOgAUluiP04rKOuuWlrQpauvqoj9v33nsqWb6iFssAAIAVzP7gXRXn55nOgI8KCg5Way5ugEEM4wAYdUnzSxRsDzadAQu5IbutJrwRrNQv5klO57Ef7PFo58MPy/PH1lUAAOD/sjdt0OJvvjSdAR/WrOvpCo+OMZ2BAMYwDoBRdcLr6LyM80xnwAK6laZp8rRmOuuNRXLv2VvltytZskQ57/zXi2UAAMAqXE6nvnn1eS5twElpxxZVGMYwDoBxI1qOMJ0Ag+Ld4Xp+RSeNfXG7HItWntBz7H7uOZVu2lSzYQAAwHLmfvqBsjdtMJ0BHxZfN03prduZzkCAYxgHwLj2Se3VOrG16QwYcO3utnr9rTDV+2zu8bekHoOntFQ7772P7aoAAPix7M0bNefj901nwMdxcQOsgGEcAEtgdVxg6VJaT+9+21zn/GeRPFm7a+Q5ixcuZLsqAAB+yuV06pv/e05ufvCGkxDkcHBxAyyBYRwAS+jXqJ8SwhJMZ8DLYj1h+tfKTrrzpZ0KXlDzt6CyXRUAAP/E9lTUhKZdT1dETKzpDIBhHABrCAkK0UXNLjKdAS/62942+s9bEar/6VypvNwr74PtqgAA+B+2p6KmdOhzvukEQBLDOAAWMqzFMAXZgkxnoIZ1LKur/37XUue9vlieXdlef39sVwUAwH+wPRU1JblRE9VvyTnVsAaGcQAsIzUyVb3Se5nOQA2Jdofq6dWddO9LWQqZ93utvm+2qwIA4B/Ynoqa0qnfQNMJQAWGcQAsZWSrkaYTUANG57TWm+9Eq+HHc+UpK6v19892VQAAfB/bU1FTImLj1OL0HqYzgAoM4wBYSpfULmoa19R0Bk5Q27JkvfNjK/WfsESeHbuMtrBdFQAA38X2VNSkdr37yhEcbDoDqMAwDoDljGg5wnQCqinKE6In1nbSAy/vVeicZaZzKrBdFQAA38T2VNQUe5BD7c/tbzoDqIRhHADLuaDxBYoOiTadgSq6NDdTE/8bp8YfzpWntNR0TiWe0lLtvOdetqsCAOBD2J6KmtT81O6Kik8wnQFUwjAOgOVEBEdocNPBpjNwHK3LkjVpRqYGvrpUnm07TOccVfGiRdr7+r9NZwAAgCooLy3RVy8+zfZU1JjOF1xoOgE4DMM4AJY0osUI2WQznYEjCPM4NH59J437vxyF/7rUdE6V7H7pJRXNn286AwAAHMePb72uvdu2mM6An0hr2VopjTmPGtbDMA6AJaXHpOuMtDNMZ+Avhue11DvvJqrpB3PlKS4xnVN1bre2j71Dzn37TJcAAICjWDlrhpb98K3pDPgRVsXBqhjGAbCska1Gmk7AH1qW19FbP7fWRf/3uzxbt5vOOSHOrCztvPde0xkAAOAI9u3coen/fsV0BvxIfN16anJKV9MZwBExjANgWd3rdVfTOJaVmxTqCdIjGzvpkVfyFDFriemck1bw4wztfWuS6QwAAHAIZ3m5vnjhSZWXFJtOgR/p2G+gbHZGHrAm/mQCsCybzaar215tOiNgXZLfQv99L0kt3psrT7H/fHGc/eyzKl62zHQGAAD4w0//fVPZG9ebzoAfCYuMUpuevU1nAEfFMA6ApfXJ6KMG0Q1MZwSUZuWJmvhLWw19Zbk8m7aZzql55eXaftvtcu3fb7oEAICAt27er1o07XPTGfAz7c/rr+DQMNMZwFExjANgaUH2IF3V9irTGQEhxBOkcZs6afyrBYr8aZHpHK8q37ZNO+9/wHQGAAABLX93tqa9+rzpDPgZR2ioOvUfZDoDOCaGcQAsb0CTAUqNTDWd4dcu3N9c//0gRZlT5spTWGg6p1bsnzZN+95/33QGAAAByeV06ssXn1JpgHzdgdrT7uw+ioiJNZ0BHBPDOACWF2wP1ujWo01n+KXGzni9MaetRry8QtqwxXROrct6bLxKVq82nQEAQMCZ/cF/tWPNKtMZ8DNBDoc6D7zIdAZwXAzjAPiEi5tdrISwBNMZfsPhseuBzR315KtFiv7Rv7ekHounrEzbb7tdbn4qDwBArdm0ZKHmfvah6Qz4ocyzzlF0Qh3TGcBxMYwD4BPCHGG6PPNy0xl+4YKCppr8YT21mTxPngKGUGUbNmjXI4+YzgAAICAU5OzVVy8/azoDfshmt6vrwEtMZwBVwjAOgM8Y3nK4YkJiTGf4rIbOOP37t3a6/OXV0rpNpnMsJe/Tz7Rv8hTTGQAA+DVnebmm/utxFefnmU6BH2p5eg/FpdY1nQFUCcM4AD4jMjhSI1uNNJ3hcxweu+7d2lHPvFaq2B8WSh6P6SRL2vXYYyr87TfTGQAA+K3v/vOKdq7lnDh4gc2mroOHmK4AqoxhHACfcmmrSxXhiDCd4TP6FTbR5I/T1OG/8+TZv990jrW5XNp+y60q27rVdAkAAH5nwVefafmM70xnwE817Xyq6qQ3NJ0BVBnDOAA+JTY0VsNaDDOdYXn1nbF6fX57jXlpjbRmo+kcn+HKzdW2G26QiwsdAACoMZuWLNTMt98wnQE/dupFfH8A38IwDoDPubz15QoNCjWdYUlBsunu7R303Ovlipu+gC2pJ6B0zVrtuOtuedxu0ykAAPi8nB3b9cULT8rj4fMqvCOjfSelNG5qOgOoFoZxAHxOnfA6urDphaYzLOfcwkaa/EkDnfL2fHny8k3n+LSC77/XnpdeNp0BAIBPKy0q1GdPP6JSVpzDi7pdONR0AlBtDOMA+KQr21wph91hOsMS6rqi9erC9rr65fWyrVpvOsdv7Hn1VeV//bXpDAAAfJLb7dKXLzytnB3bTKfAj6W1bK36rdqYzgCqjWEcAJ9UN6quLmh8gekMo2we6c6dHfTi624lfrNAYltljdtxz70qWbHCdAYAAD5n1pS3tXHxfNMZ8HOnsioOPophHACfdVWbq2S3BeZfY2cXZWjK1Ax1eWu+PLl5pnP8lqekRFtvuFHOPXtMpwAA4DNW/Pyj5k39yHQG/Fxay0xldDjFdAZwQgLzu1gAfiEjNkPnNTzPdEatSnZH6pXFHfT3lzbIvmKd6ZyA4Ny5U9tuulnusjLTKQAAWN7OdWv07YQXTWcgAJwx/HLTCcAJYxgHwKdd2+7agFgdZ/NIt+1qr1detynp6/lsSa1lxYsWaddDD5vOAADA0gpy9uqzZx6Vq7zcdAr8XEb7TpwVB5/m/9/BAvBrTeOb+v3ZcWcVN9SULxvrtIkL5NmXazonYOV99JH2TpxoOgMAAEsqLynRZ888psJ9OaZT4O9sNlbFwecxjAPg827qeJNCg0JNZ9S4Ou5Ivby0o254aZPsy9aYzoGk7CefUt7nn5vOAADAUlxOp6Y+97h2refrFXhfs66nKaVxU9MZwElhGAfA56VGpmp4i+GmM2rUzVnt9NobQUr+cp7kcpnOwSF23HOvCn75xXQGAACW4HG79e2EF7Vp8QLTKQgANrtd3YdeZjoDOGkM4wD4havbXa3okGjTGSete0m6pnzVRGe8uVDuPWzzsCSnU9tuulnFy5aZLgEAwLifp0zSip9+MJ2BAJF5Zi8l1k83nQGcNIZxAPxCbGisrmpzlemME5bojtALv3fULS9tVdCS1aZzcByeoiJtveZalW7aZDoFAABj5n/xieZN/ch0BgJEkMOh0y4ZaToDqBEM4wD4jUszL1VKRIrpjGq7PrudXnszRHU/nyc5naZzUEWuffu09aq/yZm923QKAAC1bsXPP2rmO2+YzkAAaXtOH8Um+97X+sCRMIwD4DdCg0J1fYfrTWdUWbfSNE2e1kw931goz+49pnNwAsq3b9eWa66Ra/9+0ykAANSaTUsW6ptXnzedgQDiCA3VqRf51xnRCGwM4wD4lUFNBqlJbBPTGccU6w7Tcys6auyL2+VYtNJ0Dk5S6apV2nbjjXKXlppOAQDA63auW6Opz46XmwumUIs69h2gyLh40xlAjWEYB8CvBNmDdEunW0xnHNU1e9roP2+FK+0ztqT6k6Lf5mrHXXfJwzcmAAA/lrNjmz55YpzKS0tMpyCAhEZEquvAS0xnADWKYRwAv9OrQS91Su5kOqOSzqX19O63zdX734vlyeKMMX+0/5tvlfXoY6YzAADwioKcvfpo/AMq3p9vOgUBpvMFFyosKsp0BlCjGMYB8Eu3nXKb6QRJUqwnTM+u7KS7Xtqp4AUrTOfAy/ZNmaI9//eq6QwAAGpUSWGBPn5inPJ3Z5tOQYCJSkjUKRcMNp0B1DiGcQD8UofkDjo7/WyjDVfuba3/TIpU+qdzpfJyoy2oPbtffFH7prxnOgMAgBpRXlqiz55+VLs3bzSdggB05ogrFBwaZjoDqHEO0wEA4C23nHKLZm6bKZends/x6lhWV2N/jlXI3CXy1Op7hlXseugh2YKDFXfJxaZTAAA4YeVlpfr06Ue0beXvplMQgFKbNFOrM3uZzgC8gpVxAPxW49jGGtx0cK29v2h3qJ5a00n3vpSlkLl80Rrodt5/v3I/+cR0BgAAJ8RZVqbPnnlMW5YtMZ2CANXz8qtls9lMZwBewTAOgF+7vsP1Cgvy/tL2K/a11pvvRCvjo7nylJV5/f3BB3g82nnvfcqbOtV0CQAA1eIsL9fUZ8dr85KFplMQoJqfdqbSWmaazgC8hmEcAL+WHJGsSzMv9drzty1L1js/ttL5ry2RZ8cur70f+CiPRzv+cY/yvvzSdAkAAFXicpbr8389ro2L55tOQYByBIeox8jRpjMAr2IYB8DvXdnmSsWFxtXoc0a4g/XE2k564JUchc5ZVqPPDT/jdmvHnXcp/+uvTZcAAHBMLqdTXzz3pDYsnGs6BQGs0/mDFJucYjoD8CqGcQD8XnRItP7e/u819nyjcltp0rvxavzhXHlKSmrseeHH3G5tv+NO5X/FQA4AYE0uZ7m+eO4JrZs/x3QKAlhEbJy6DR5iOgPwOoZxAALC8BbD1Sy+2Uk9R+uyZE2amalBry6TZ9uOGipDwHC5tP2OO5T3+eemSwAAqOTAGXGPM4iDcd2HXaaQ8AjTGYDXMYwDEBCC7EG6p+s9J/S2YR6HHlvfSeP+L0fhs5fWcBkCitutHXfdrdxPPzVdAgCApIO3pj7K1lQYl5TRWG17nWs6A6gVDOMABIwuqV3UN6Nvtd5mWF5LvTM5Uc0+mCtPMVtSUQM8Hu28517lfvSR6RIAQIArLyvVp08/ok2LF5hOAdTzsr/JZmdEgcDgMB0AALXpjs53aOa2mSp2Fh/zcS3K6+ieOamKmLVYnlpqQwDxeLTzvn/K43IpfuhQ0zUAgABUXlqiT596RFt+X2I6BVCTzqeqQZt2pjOAWsPYGUBASYlM0TXtrjnq60M9QXp4Yyc9+kqeImYtrr0wBKRdDzyovRMnms4AAASYkoICfTT+QQZxsIQgh0NnXXal6QygVtk8Hg+LPgAElHJXuS6ceqE252+u9PJL8lto2Jf58mzaaqgMgSrhyiuVfMdYtmYAALxuf85efTT+Ae3duvn4DwZqwakXDVP3YZeZzgBqFV/1Awg4wUHBurvL3RX/3aw8UW/ObquhryxnEAcjct58UzvvuVee8nLTKQAAP5azfaum3H8HgzhYRmxKqrpdOMx0BlDrODMOQEA6s/6ZOjftbHX/ZZ9aT10hT+Ei00kIcHmffSbnvn2q//xzskdEmM4BAPiZHWtX6ZMnHlJJwX7TKUCFc8b8XY6QENMZQK1jmyqAgFW2bZs2XDBAnhJuSYV1hLVrp/QJr8kRH286BQDgJzYsmq/P//W4nGWlplOACs26na6Bt99rOgMwgm2qAAJWSP36qvP3a01nAJWULF2qzSNHqXz7DtMpAAA/sHzm9/r0qYcZxMFSQsLD1Wv00S9VA/wdwzgAAS3xyisV0qiR6QygkrKNG7VpxAiVrFljOgUA4MPmTf1I0/7vOXncbtMpQCWnDxml6IQ6pjMAYxjGAQhotpAQpT74gOkM4DDO7GxtHnWpiubPN50CAPAxHrdbM97+j356d6LpFOAwSQ0bqWO/AaYzAKMYxgEIeJGnnqqYCy4wnQEcxr1/v7ZceZX2f/ed6RQAgI9wOcv11Sv/0oIvPzWdAhzOZlPvv10vuz3IdAlgFMM4AJCUcvddskdHm84ADuMpK9O2m2/Rvg8+MJ0CALC4suIiffLUI1o1a4bpFOCI2p59nuo1b2U6AzCOYRwASHIkJSnplltMZwBH5nZr1wMPKvtf/+LcHwDAEe3fs1vvP3SPNi9ZaDoFOKLwmFidOXK06QzAEhjGAcAf4keOUFjbtqYzgKPa+/q/te2GG+QqKDCdAgCwkO2rV+i/996m7I3rTacAR9Vj1BiFR7ETBZAYxgFABZvdrnrjH5MtONh0CnBUBT/O0KZhw1W2ebPpFACABfz+43R98NC9KsrLNZ0CHFX9Vm3U+qxzTGcAlsEwDgAOEdqsmepcf53pDOCYytav18ahw1T466+mUwAEuO3bt+vSSy9VYmKiIiIi1KFDBy1YsKDi9c8884xSUlKUkpKi5557rtLb/vbbbzrllFPkcrlqO9svuF0u/TjpdX3z2gtyu5ymc4CjCgoOVu+/3SCbzWY6BbAMm8fj8ZiOAAAr8Tid2jhkqEpXrjSdAhxbUJBS/nG3Ei67zHQJgAC0b98+dezYUb169dJ1112n5ORkrV+/XhkZGWrSpImWLVumbt266YsvvpDH49EFF1ygefPmqU2bNiovL1fXrl31+uuvq0uXLqY/FJ9TXLBfXz7/pDYvW2w6BTiuM4Zfrm4XDjWdAVgKK+MA4C9sDofqjX9MYrsqrM7lUtZj47Xzn/fLXVZmusZnPP744+rSpYuio6OVnJyswYMHa/Xq1ZUe4/F4NG7cONWrV0/h4eHq2bOnli9fXukxt99+uxISEtSgQQO99957lV73wQcfaMCAAV7/WACTnnzySaWnp2vixInq2rWrMjIydM4556hJkyaSpJUrV6pdu3Y6++yzdc4556hdu3Za+ccPup5++mn16NGDQdwJ2LttiybfezuDOPiElMbN1GXQxaYzAMthGAcARxDWqpUS/3aV6QygSnI//FBbRo+Rc+9e0yk+YebMmbrhhhs0Z84cTZ8+XU6nU+edd54KCwsrHvPUU0/pX//6l15++WXNmzdPqampOvfcc7V//35J0ueff67Jkyfr22+/1ZNPPqkxY8Zo7x+//7m5ubrvvvv0yiuvGPn4gNoydepUde7cWUOGDFFycrI6duyof//73xWvb9u2rdasWaMtW7Zo8+bNWrNmjdq0aaN169bprbfe0qOPPmqw3jetXzBXk/85VrlZO02nAMcV5HCo73W3yG4PMp0CWA7bVAHgKDxlZdp48SUqXbvWdApQJY66dZX+yssKy8w0neJTdu/ereTkZM2cOVM9evSQx+NRvXr1dOutt+ruu++WJJWWliolJUVPPvmkrr32Wj311FNauHBhxYq4lJQUffHFF+rSpYuuueYatWrVSrfddpvJDwvwurCwMEkHVokOGTJEc+fO1a233qoJEybo8ssvlyS99tprFWfF3Xbbbfr73/+u3r1768Ybb5TT6dS4ceMUHBysF154QT169DD2sfiCuZ99qJ+nTJL49g0+4vSho3TaxSNMZwCWxDAOAI6heNkybRo+QuJwafgIW1iY6j3xuGL69jWd4jPWrVunZs2aadmyZWrTpo02bNigJk2aaOHCherYsWPF4wYNGqS4uDhNmjRJ33zzjW644QbNmzdPGzZsUK9evbR582YtX75ct956q3777TcFBbESAP4tJCREnTt31uzZsytedvPNN2vevHn69SgXzLz11lv67LPP9Nprr6lFixaaN2+etm3bplGjRmnjxo0KDQ2trXyfUV5Wqm8nvKRVs2aYTgGqLDmjiUaN/5fsfC4EjohtqgBwDOFt2ypxzGjTGUCVeUpKtP3W25T9/AvyMEQ+Lo/Ho9tvv11nnHGG2rRpI0natWuXpAOr3Q6VkpJS8bo+ffro0ksvVZcuXTR69GhNmjRJkZGRuu666zRhwgS9+uqratGihbp3737YWXOAv6hbt64y/7ISt1WrVtqyZcsRH79nzx49/PDDeumll/Tbb7+pefPmatasmXr16qXy8nKtWbOmNrJ9Sv7ubL0/7h8M4uBT7EEO9bnuFgZxwDEwjAOA46hz000KadTIdAZQLXtfe01bxoxReVaW6RRLu/HGG7V06VJNmTLlsNfZbLZK/+3xeCq9bNy4cVq3bp2WLVumCy+8UOPHj1fv3r0VHBysRx99VLNmzdLf/va3iu16gL/p3r37YZefrFmzRg0bNjzi42+99Vbddtttql+/vlwul8rLyyte53Q65eIHCJWsm/er3r77JmWt57gM+Jaug4coOaOx6QzA0hjGAcBx2ENDVfexxyQ7f2XCtxTNnaeNgy9UwcyfTKdY0k033aSpU6fqxx9/VP369StenpqaKunPFXIHZWdnH7Za7qBVq1bp3Xff1SOPPKIZM2aoR48eSkpK0tChQ7Vw4ULl5+d77wMBDLnttts0Z84cjR8/XuvWrdPkyZP1+uuv64YbbjjssdOnT9fatWsrXte1a1etWrVKX3/9tV5//XUFBQWpRYsWtf0hWJKzvFw/TJygz555TKWHXCwD+IKkBhk69aJhpjMAy+M7SwCogohOHRV/6SjTGUC1ufbt09Zrr1XWU0/Lc8gqlEDm8Xh044036uOPP9YPP/ygRn9Z+dqoUSOlpqZq+vTpFS8rKyvTzJkzdfrppx/x+a655ho9++yzioqKqrTi5+A/3W63Fz8iwIwuXbrok08+0ZQpU9SmTRs98sgjev755zVqVOXPl8XFxbrxxhs1YcIE2f/4wVZaWppeeukljRkzRo899pgmTZqk8PBwEx+GpezbtUNT7r9Di6Z9bjoFqDZ7UJD6XHerghwO0ymA5XGBAwBUkbu4WBsGDVb5Uc7CAawurH17pf3rWYWkpZlOMer666/X5MmT9dlnn1VaiRMbG1sxDHjyySf1+OOPa+LEiWrWrJnGjx+vGTNmaPXq1YqOjq70fK+//rq+/fZbffjhh5KkuXPn6txzz9U333yjr7/+Wh9++CHnxgE4rlW/zNT0f7+ssuJi0ynACel24VCdMZyjGYCqYBgHANVQ+NtcbRk9WuKvTvgoe3S06j72qGLOO890ijF/PQvuoIkTJ2r06NGSDqx2e+ihhzRhwgTt27dP3bp10yuvvFJxycNBWVlZ6tatm2bPnq169epVvPzhhx/WCy+8oOTkZE2aNEldu3b12scDwLeVl5box7f+rWU/fGM6BThhifUb6LInX1CQI9h0CuATGMYBQDXtevgR7Zs82XQGcFLiR45U8t13yR4aajoFAALWnq2b9cULT2nv1s2mU4ATZg8K0oiHn1Zq0+amUwCfwTAOAKrJXVKijRdforL1602nACcltGVLpT3/nEIzMkynAEDAWfbDt/ph4gQ5y0pNpwAnpfvQS3XqxcNNZwA+hWEcAJyAklWrtGnoMHnKykynACfFFhGhug8+qNhBA02nAEBAKC0q0nf/eUWrfplpOgU4aWktW2vYg4/LZuduSKA6GMYBwAna+9Zbyn7iSdMZQI2IHTxIKffeq6CYGNMpAOC39mzN0dRn79G+ndtNpwAnLTQiUpc//ZJi6iSbTgF8DuNrADhBCVdcocgzzjCdAdSIvE8/04YBA1Xw00+mUwDA7zjLXJr90Tp9MH6xoutkms4BakTvv13PIA44QayMA4CT4Ny9WxsGDZYrJ8d0ClBjYi+6SCn/uJtVcgBQA3ZtyNP3k1YqN6tIkmQLciss5BPt28GlDfBdrc7spf43jjWdAfgsVsYBwElwJCWp7vjHTGcANSrv449ZJQcAJ+ngariPn15QMYiTJI/LrqDwfgoKDjFYB5y42OQUnXPldaYzAJ/GMA4ATlJ0z56KHznSdAZQo5xZWdp6zbXace99cuXnm84BAJ+ya0Oe3n9snhZN36Ij7UMqyIlQWqv+tR8GnCSb3a7+N92h0IgI0ymAT2ObKgDUAHdpqTZdcolK164znQLUOEdKiuo+8rCievQwnQIAluYsc2nu5xu1+LsjD+EO5ZFHcQnTlbX+99qJA2rAaZeM0OlDRpnOAHwewzgAqCElq9do09Ch8pSWmk4BvIKz5ADg6P56NlxVhEeWqmjfJJUWFnixDKgZdZu31PCHnpTdHmQ6BfB5bFMFgBoS1qK5ksdykC38F2fJAcDhjnY2XFUUF4YqudEgL5UBNSckPELn33QHgzighrAyDgBq2JZrrlHhTz+bzgC8Kvaii5R8151yxMWZTgEAY3auz9UPb6+q9hDur+qk/qptK3+toSqg5vW74XZl9jjbdAbgNxjGAUANc+7Zow2DBsu1d6/pFMCrguLilHT77Yq75GLZ7Cy2BxA4ivLLNPvjdVo9Z1eNPJ8jxCWbc4r2782ukecDalKrM3qq/013mM4A/ArDOADwgoKfftLWa/+u457eDPiBsLZtlfrA/Qpv29Z0CgB4ldvl1u8zt+u3qRtUVuKq0eeOT8nVrtVvyeNx1+jzAicjIS1dl45/TsFhYaZTAL/CMA4AvCTr8SeUM2mS6QygdthsihtyiZJuu02O+HjTNQBQ43aszdVP763R3u3eu2whqf7v2rrsW689P1AdwaFhGjX+X0qs38B0CuB3GMYBgJd4nE5tvmK0ihcsMJ0C1JqguDgl3XqL4oYMkS2IQ54B+L7CvFLN/ni91vxWM1tSj8Vmdys87DPlbN/o9fcFHE//m+5QqzN6ms4A/BLDOADwovLsbG28+GK5du8xnQLUqrA2rZV6//0Kb9/edAoAnBCXy61lM7Zp7ucbVV7DW1KPJTq+SPu2vSlnWVmtvU/gr9qf20+9/3aD6QzAbzGMAwAvK5o3T5vHXCk5naZTgFoXd8klSrr9NjkSEkynAECV7Vibq5lTVitnR6GR95+cvlFbln5i5H0DKY2bavjDT8sRHGw6BfBbDOMAoBbsfXOisp96ynQGYIQ9NlbJt9yiuGFD2boKwNIKc0s1++N1WjM3y3SK4hK/0651S01nIMCERUbp0ideUGxyiukUwK8xjAOAWrLtllu1/5tvTGcAxoS2aqXksbcr6owzTKcAQCXlJU4t+WGbFn67uVa3pB5LWGSZSnLfVklBvukUBAqbTYPv/KeanNLNdAng9xjGAUAtcRUUatPQoSrbsMF0CmBURLeuSr79ds6TA2Ccy+nWilk7NP+rTSrKt94ZbXXqZWvb8v+azkCA6DLwYvUYNcZ0BhAQGMYBQC0qXb9em4YMlbuoyHQKYFz0uecq6dZbFNqkiekUAAHG4/Zo7fws/TZ1o/L3FJvOOaY6dX/TthW/mM6An6vfqo2GPPCY7HaOkwBqA8M4AKhl+V9/re233W46A7AGu11xF12kOjdcr+C6dU3XAAgAm3/fqzmfrteebQWmU6rEEeyS3f2e8veYP8cO/ikiNk6XPfmiouK5bAmoLQzjAMCArMcfV86kt01nAJZhCwlR/KWXKvGaq+WIizOdA8AP7dqQp18/Xa8da3JNp1RbXHKestZOlMftNp0CP2Oz23XJfY+qQZt2plOAgMIwDgAM8Did2nzFaBUvWGA6BbAUe1SUEq/+mxIuu0z2iAjTOQD8QM7OQs35bL02Lt5jOuWkJKev0Jal00xnwM/0uPRKdRlwkekMIOAwjAMAQ8qzs7Xx4ovl2u3b3xwA3uBISlKd669X3CUXyxYcbDoHgA/an1OieV9s1Kpfd8ofvuOx2TyKiPhMe7dxERRqRuaZvdTvxrGmM4CAxDAOAAwqmjdPm8dcKTmdplMASwpOT1fi365S7ODBsoeGms4B4APy9xZr0bdbtPKXnXI5/WtbZ1R8sXK3vSlnWanpFPi4uk1baOi4J+TgB16AEQzjAMCwvRPfUvaTT5rOACzNkZykhCuuUNzw4QqKjDSdA8CC9m4v0MJvt2jtvCx53P77LU5y+iZtWfqx6Qz4sKj4BI16/HkubAAMYhgHABaw4557lffJJ6YzAMuzx8QoYdQoxV9+mRzx8aZzAFjArg15WvjNZm1cEjjHPsQlfq9d65aYzoAPcgSHaNi4J5TatLnpFCCgMYwDAAvwlJVpy5VXqWj+fNMpgE+whYUpbsgQJV45RsF165rOAWDAlhU5Wjhtk7b74O2oJys0okxl+e+oeH+e6RT4mH43jlXmmb1MZwABj2EcAFiEc98+bRo2XOVbtphOAXyHw6HYgQOU+Le/KbRxY9M1ALzM7fZow+LdWjhts3Zv2W86x6jEeru1ffk7pjPgQzoPuEhnXXql6QwAYhgHAJZSumGDNg0fIXd+vukUwLfYbIo+71wlXnONwlu3Nl0DoIa5nG6t+W2XFn67RblZRaZzLKNOvXnatvxn0xnwAY06dtaFdz0gm91uOgWAGMYBgOUU/PKLtl77d25YBU5Q5OmnK+GKKxR5RnfZgoJM5wA4CSUF5Vr5604t/WGrCvZxg+hfBQW7FOT5QPm7d5pOgYUl1KuvkY/9S6EREaZTAPyBYRwAWNC+KVO066GHTWcAPi24fn3FDx+u2Isv4rIHwMdkbcrX7zO3a+38LLnK3aZzLC02KV+710+U2+UynQILCo2M1KjH/qX4ummmUwAcgmEcAFjUrkcf077//td0BuDzbCEhiunXT/EjRii8Q3vTOQCOorzMpXXzs/X7zG3K3hzY58FVV3L6Sm1Z+rXpDFiMzW7XRf8Yp4z2nUynAPgLhnEAYFEel0tb/36dCn/mLBigpoRlZip+xAjFnN9fdrbrAJaQm12k5T9t18rZO1VaxBENJ8TmUVTk59qzdZ3pElhIryuuVqf+g0xnADgChnEAYGGuggJtHjFCpWv54hqoSfboaMVeeKHiRwxXaKNGpnOAgON2ubX5971aNnO7tq7IMZ3jFyJji5W/a6LKS0pMp8ACOvUfpF5XXG06A8BRMIwDAIsr27Zdm4YOlSuHb1YAb4g47TTFjxih6LN7yeZwmM4B/FpRfplW/LJDy3/azoUMXpCcvkVbln5oOgOGNet2ugbc+g9uTgUsjGEcAPiAooWLtGX0aHnKykynAH7LkZykmAsuUOwFFygsM9N0DuA3nOUubVq2V2t+26XNv++V28W3H94UX+dH7Vy7yHQGDKnXIlND/vmoHCEhplMAHAPDOADwEXlTp2rHXXebzgACQkjTpoodOECx51+g4LR6pnMAn+Nxe7R9ba7W/LZL6xdmq6yEmz5rS2hEucr2v6Pi/FzTKahl8XXTNOKRpxUeHWM6BcBxMIwDAB+S/cIL2vvqa6YzgIAS3rmzYgcOUEyfPgqKjTWdA1janm0FWjN3l9bOy2IbqkGJ9fZo+/K3TWegFkXExmnEI88oLiXVdAqAKmAYBwA+Zsd99ynvo49NZwABxxYcrKizzlLMwAGKOuss2UNDTScBlrA/p0Rr52dpzW+7tHd7oekc/CGp3nxtXf6T6QzUAkdoqIY98LhSmzY3nQKgihjGAYCP8bhc2nbTzSr44QfTKUDAskdHK6ZvX8UMuEARnTtzSDYCTmlRudYv2q01v+3S9rW5Et9RWE5QsEsO/U952TtMp8CLbHa7Bt1xn5qc0s10CoBqYBgHAD7IXVKiLX/7m4rnLzCdAgQ8R3Kyonr1UvTZZyvi1G6smIPfKsgt1aale7Rp6R5tXZUjt5NvI6wuts5+7d4wUW6X03QKvOScq65Xh/P6m84AUE0M4wDAR7ny87X50stUumaN6RQAf7BFRCiqe3dFnd1LUWedJUdCgukk4KTs3rJfm5bt0cYle7R7y37TOTgByemrtWXpl6Yz4AVdBl6sHqPGmM4AcAIYxgGADyvPztbmESNVvn276RQAf2WzKbxDB0Wdfbaiz+6l0CZNTBcBx+Uqd2v7mn3a+McKOC5h8AM2j6Kjv9Tuzfzwzp+07H6W+t90h2w2m+kUACeAYRwA+LiyTZu0aeQouXJyTKcAOIbghg0V3aunos4+WxGdOsnmcJhOAiRJxQVl2vz7Xm1aukdblueovNRlOgk1LDK2RPm7Jqq8pNh0CmpAeut2uvjehxTkCDadAuAEMYwDAD9Q/PtybbniCrkLucUO8AX22FhFnXmGIrudqohuXRXSoIHpJAQQl9OtrE352rEmV1tW5GjX+lzxHYH/S6q/VVuX/c90Bk5S3aYtdMn9jyokLNx0CoCTwDAOAPxE4a+/aus118pTXm46BUA1OVJTFdG1qyK7dVVE164KSU83nQQ/4nK6lb05X9vX5Gr76n3atT5PznK36SwYEJ80UzvXcPmTr6rTIEPDHnxCYVFRplMAnCSGcQDgR/KnTdP228dKbr7JAnyZo27disFcRNeuCqlf33QSfIjL5Vb2pv3asWaftq/J1c71uXKW8XkBUkiYU86id1SUt890CqopLrWuhj/0lCLj4k2nAKgBDOMAwM/kTJ6srIcfMZ0BoAYFp9WrGMxFdO2qkLQ000mwEE95uUqWr1DW/jAtXVSsnesYvuHoEuvu1faVb4u9yb4jKrGORjz0lGKSkk2nAKghDOMAwA/tfvEl7fm//zOdAcBLgurUUXjr1gpr3VphbQ78MzglxXQWaoGnvFyl69erZPlylSxfoeLff1fpqlXylJVp/9mXap77NNOJ8AFJaQu19fcZpjNQBeExsRo27gklpnF8AeBPGMYBgJ/aOW6cct9733QGgFpSaUDXOlNhbdowoPNxlQZvvy9X8fLlFYO3I3El1dfM1vfUciV8UZDDJYf9Q+VlbTedgmMIjYjUkAfGK6VRE9MpAGoYwzgA8FMet1s77rpb+V98YToFgCGHDehatZIjNVU2u910Gv7CXVqqso0bqzx4O5oFF72uvBwu8sHxxdTZrz0bJsrtcppOwRE4QkN1yb2PKK1lpukUAF7AMA4A/JjH5dKOO+9U/ldfm04BYBG2sDCFNGyokIwMhTRqpJCMDIVmZCgko6GC4uJM5/k1j8ul8p07VbZpU+VfGzepfMeOGjnDa9PIf2nDjtAaqEUgSE5foy1L+aGd1QQ5HBp85/3K6HCK6RQAXsIwDgD8nMfp1Paxd2j/N9+YTgFgcUFxcQcGdI0yDgzrMjIUktFIIQ3SZQ8LM53nM5w5OYcM2jaqbNPmA/++eXO1V7pV177zb9CiQlbSoKo8io75Srs3rzYdgj/Y7HZdcOvdat6tu+kUAF7EMA4AAoDH6dT2227T/unfmU4B4ItsNjmS6siRlCRHcnLlfx7674mJsjkcpmu9xl1UJOfu3XJm75Zz926VZ2f/8d9//HP3bjmzsuQuKDDWWNask2alXWXs/cP3RESXqmD3RJUVF5lOgc2mPn+/RW169jZdAsDLGMYBQIDwlJdr2y23quCHH0ynAPBXNpuCEhMV/JdBnT0mRkGRkbJHRsoeEXHgn5ERlf87IqJWEj1Op9xFRXIXFv75z4O/iorkLjzwMmfO3j+GbtkH/pmdLXdhYa00nqzZ509QSSHngKHqkupv19ZlXPpklM2mc668Th3O62+6BEAtYBgHAAHEU1ambTffooIZM0ynAEBlNtshg7rIioGdLThYstkPXDphtx3496CgA/8um+RxS26PPG635HHL43JLf/y7u7ik8sCtqEiekhLTH6nXrRn5irbtMF0BX5OQ/LN2rJ5nOiMw2WzqfdV1an8ugzggUDCMA4AA4y4r07Ybb1ThTz+bTgEAeMHui+7Rspz6pjPgY0LCnHIV/1eFuTmmUwKLzabeV12v9uf2M10CoBZxrz0ABBh7SIjqv/SSIrtzMDAA+KOoLQtNJ8AHlZU4FFt3oGSzmU4JHDabzr36BgZxQABiGAcAAcgeGqr6//eKIk471XQKAKCGhS37SUEOBiqovpxdCUpv3ct0RmCw2XTu1Teq3Tl9TZcAMIBhHAAEKHtoqNJffVUR3bqZTgEA1CBbabESE/kyHydmb1Y7xaWmm87wbzabzrv2JrU7p4/pEgCG8FkaAAKYPSxM6a+9qojOnU2nAABqUIL2mE6Aj3I77QqJ6q8gh8N0il+y2ezqc+3NatvrPNMpAAxiGAcAAc4eHq70Ca8p/JRTTKcAAGpITNYK0wnwYfl7I5WWyc2eNc1ms+u8v9+sNr3ONZ0CwDCGcQAA2SMjlT5hgiK6djWdAgCoAeHLfpQ4Ng4nIXtrEyVntDKd4TdsNrv6XHeL2vTsbToFgAUwjAMASJKCoiKV/u/XFdWzp+kUAMBJCtq7U7HxbDPEybCp3H22QiMiTYf4PJvNrr7X36rWZ51jOgWARTCMAwBUsIeGqv7LLynm/PNNpwAATlKdsALTCfBxxftDldxkgOkMn2YPClK/G25TZo+zTacAsBCGcQCASmwOh+o9/ZTihg8znQIAOAmxuetNJ8AP7N5WT2ktOcbiRDiCQzTg9nvV6sxeplMAWAzDOADAYWx2u+qOG6fEq/9mOgUAcIIiV882nQA/sT/vVEXG1zGd4VNCwiN00b0PqWnnbqZTAFgQwzgAwFEljx2rpNtvN50BADgBwesXKzySc+Nw8spKHIpNvUCycStIVYTHxGroA+OVntnWdAoAi2IYBwA4pjrXXK3UBx/gC3AA8EF1YstNJ8BP5OxKUHobzj07nujEJA1/6EmlNG5qOgWAhTGMAwAcV/yIEar31JOSgxUWAOBL4ku2mU6AH9m7s63i6zYwnWFZ8fXqa/jDTymhXn3TKQAsjmEcAKBKYgcMUP0XX5QtNNR0CgCgiqI2LTCdAD/idtnliOinoOBg0ymWk9yoiYY/9KRi6iSZTgHgAxjGAQCqLPrsXkqfMEH2iAjTKQCAKgj9/Wc5gvmSHzVnf06k0lr1N51hKfUz22joA48rIibWdAoAH8FnZgBAtUSe2k0N3pqooFi+4AQAq7OVlSgxkTM/UbOytjZWcuNM0xmW0PiUrrr4nocVyg8qAVQDwzgAQLWFt2unhv99R47kZNMpAIDjSPDsNp0AP2OTTWXlZys0Msp0ilGtzuylQWPvkyMkxHQKAB/DMA4AcEJCmzVTxvvvKbRZM9MpAIBjiN71u+kE+KGSghAlNx5oOsOYTv0Gqt8Nt8seFGQ6BYAPYhgHADhhwXXrquGUyYo8/XTTKQCAowhfNkNipyq8YPe2VKW1OtV0Rq2y2ezqdcXV6jX6Gtls/B8LwIlhGAcAOClBUVFKf32CYi++yHQKAOAIgnKyFJ/gMJ0BP5W/r5uiEgLjBlFHaKgGjr1XnfoPMp0CwMcxjAMAnDSbw6F6jz2mpFtuNp0CADiCxND9phPgp8pLgxSdPEA2m39/axkRG6dhDzyupl0CayUgAO/w778xAQC1qs5116ne00/LFhxsOgUAcIjYfetMJ8CP7cuKU3qbc0xneE1CWrpGPvqsUps2N50CwE8wjAMA1KjYAReowZtvKCg21nQKAOAPEatmmU6An9u9s7Xi6zU0nVHj0lu304hHnlZscorpFAB+hGEcAKDGRXTpooZTpig4Pd10CgBAUvDG3xURxblx8B6Py66g8H4KCg4xnVJjMs/spYvvfUhhkVGmUwD4GYZxAACvCG3cSBnvv6fw9u1NpwAAJNWJKTOdAD9XkBOhtFb9TWfUiFMvHqF+N45VkIOjNwDUPIZxAACvcSQkqMGktxR97rmmUwAg4MUVbzWdgACQtbWRUpq0MZ1xwuxBDvW9/jZ1HzrKdAoAP8YwDgDgVfawMKW98LwSxowxnQIAAS1q43zTCQgANtlUWtpTYVHRplOqLTQyUhff+5Ban+W/l1EAsAaGcQAAr7PZ7Uq5+y6lPHC/FBRkOgcAAlLI77PkCOHLf3hfSWGIkjIGms6olvi69TTi4WfUoA3HawDwPj4bAwBqTcLIkWrwn38rKC7OdAoABBy7s0x1EkxXIFDs3p6itFanmc6okkYdTtGo8c8psT4XTwGoHQzjAAC1KvK005Tx4YcKbdXKdAoABJwEd7bpBASQvJyuik5MNp1xTF0GXaIL735QoRGRplMABBCGcQCAWhdSP00Zk99VzPnnm04BgIASvfN30wkIIM6yIEUlXSCb3XrfdjpCQ3X+zXeqx8jRluwD4N/4WwcAYIQ9PFxpzz6j5Lvv5hw5AKgl4Ut/lM1mugKBZF9WnNLb9DadUUlMUrJGPPy0WnY/y3QKgADFMA4AYFTimNGcIwcAtcSet0dxiQ7TGQgwu7dnKiGtkekMSVJ6ZluNGv+ckjMam04BEMAYxgEAjKs4R65lS9MpAOD36oTkm05AgPG47QoK7SNHSIjRjg59LtAl/3xUETGxRjsAgGEcAMASQuqnKWPKZM6RAwAvi8lZazoBAWj/vgjVa2nmc3xQcLDO+/vNOufKv8vO0RgALIBhHADAMirOkbvzTs6RAwAviVw5y3QCAlT21kZKbdquVt9nZHyChj7wuNr2Oq9W3y8AHAvDOACA5SRedaUa/Pt1BcWyjQQAappj8wpFxnBuHMwoKemhsKiYWnlf9Vpk6tLxz6lec47BAGAtDOMAAJYUefrpyviIc+QAwBvqRJWaTkCAKikMUZ2GA737Tmw2dRl4sYY9+LiiEhK9+74A4AQwjAMAWFZI/frKmDJZsYMGmU4BAL8SV7TVdAIC2J4dyaqf2d0rzx0WFa0L73pAPUaN4Xw4AJbFMA4AYGn28HDVe/IJ1X3icdkiIkznAIBfiNow13QCAlzuns6KqZNSo89Zt3lLXfbki2rcqUuNPi8A1DSGcQAAnxA3eLAafci2VQCoCSHLf1FwKN8KwBxneZAiEi+QzV4zfw5POX+whj34hGLqJNXI8wGAN/EZGADgM0IbN1LG++8pbsRw0ykA4NNsLqfqJJiuQKDLzY5VepuTu+U0NDJSg+74p3pe/jcFObiYBIBvYBgHAPAp9tBQ1X3wQaW98ILs0dGmcwDAZ8W7skwnANq9rZUS05uc0NumNmmmy554UU27nFrDVQDgXQzjAAA+KabPeWr0yScKa9/OdAoA+KTo7UtNJwDyeGyS4zwFh4ZV6+069Ruo4Q8/pdjkmj13DgBqA8M4AIDPCqmfpoz//lcJV10p2WymcwDAp4QvnSEb3w3AAgpzw1W3xflVemxoRKQG3n6veo2+RkGOYC+XAYB38OkXAODTbMHBSrnzTqW/PkFBCRyABABVZd+fo/hEztiCNWRvbajUpu2P+Zi6TVvo0ideULNup9dSFQB4B8M4AIBfiDrzTDX65BNFdOtmOgUAfEaiI890AlChuPhMhUfHHvZym92uUy8eruEPP6W4lFQDZQBQsxjGAQD8RnBKshpMfFN1brpRCgoynQMAlhe7d43pBKBCaVGIEhoMrPSy2OQUDXvwCXUfeqnsfG4H4CdsHo/HYzoCAICaVjRvnnb84x6Vb99uOgUALMuZ3kI/NbnZdAZQSZ1687Rt+c/KPLOXzr7yOoVGRJhOAoAaxTAOAOC3XAWFyn7yCeX+70PTKQBgWb8NnKDCfKfpDKBCZKxNpw0KUYvTu5tOAQCvYBgHAPB7BT/9pJ3/vF/O7GzTKQBgOetHvqDNO7jIAdaQ3ipeZ1+eqaj4UNMpAOA1nBkHAPB7UT16qPHnUxVzwQWmUwDAcuILN5tOAOQIsavH8OYacHMHBnEA/B4r4wAAASX/m2+166GH5MrJMZ0CAJZQ2vZM/ZI43HQGAlhKoxj1Hp2puBTOhgMQGBjGAQACjnPvXu0aN077p39nOgUAjPMEOTSr90sqL3WbTkGAsQfZ1Ll/hk7plyG73WY6BwBqDcM4AEDAyvvsM+16bLzc+fmmUwDAqJUj/k87d/JtAWpPfGqEeo/JVHLDGNMpAFDrODMOABCwYgcNUuPPpyryjDNMpwCAUQnOLNMJCBA2u00deqdr6H1dGMQBCFisjAMAQNK+995X9lNPyV1UZDoFAGpd0emDNSfkXNMZ8HNJDaLV69KWSmoQbToFAIxiGAcAwB/Ktm3TznvuVdG8eaZTAKBWuaPi9FPX8XK7+dYANc8RGqRuAxqp3dnpnA0HAGIYBwBAJR6PR7n/+5+yn/2X3Hl5pnMAoNYsGTJBe3c7TWfAzzRsk6geI5orJjHcdAoAWAZnxgEAcAibzab4oUPV5KsvFTNggOkcAKg1iY5c0wnwI+ExITrvb611wY3tGcQBwF+wMg4AgGMonD1bOx96SOWbt5hOAQCvyj93jOaXdzadAV9nkzJPr6vTLmqqsMhg0zUAYEkM4wAAOA53aan2vPaacv7zhjzl5aZzAMArnGlN9VOz20xnwIfFp0ao56gWqtcs3nQKAFgawzgAAKqodP167XzwQRXPX2A6BQC8Yu6g11WQxw8dUD12h02n9GmoU/pmKCiYk5AA4HgYxgEAUA0ej0d5H32k7KefkYsLHgD4mQ0jX9CmHQ7TGfAhdZvGqueolkqoG2k6BQB8BsM4AABOgDMnR9lPPqm8z6aaTgGAGpMz8DYtzm9qOgM+IDTCodMubKLMM+rJZrOZzgEAn8IwDgCAk1A4Z452PThOZZs3m04BgJNWmnm6fkkeZToDFtf0lGSdMbSZImNDTacAgE9iGAcAwElyl5Vp72sTtPc//5GnrMx0DgCcMI89SL+c94rKSlymU2BBMUnhOnNoM2W0rWM6BQB8GsM4AABqSNnWrcp+6mntnz7dlbODHgAAHEZJREFUdAoAnLDVI/5P23fyLQL+FBLuUOf+GWrXq76CHFzQAAAni2EcAAA1rHDuXGU9/oRKV640nQIA1ZZ1yf1avifVdAYswGa3qfUZ9dR1YCOFR4WYzgEAv8EwDgAAL/C43cr7+GNlP/+CXHv2mM4BgCorOnWA5oT1NZ0BwxpkJuj0S5oqsV6U6RQA8DsM4wAA8CJXQaH2TpignEmTOE8OgE9wR8bop25PyO3m24RAFJ8aoe6XNFPDNommUwDAbzGMAwCgFpRt23bgPLlvvzWdAgDHtXToBO3JdprOQC0KiwxW1wGN1PrMerIHcS4cAHgTwzgAAGpR0bx52vX44ypdwXlyAKxr2/DHtWZXjOkM1AJ7kE1te9VXl/4ZCo0INp0DAAGBYRwAALXM43Yr75NPlP3883Lt5jw5ANazv/cVmufsajoDXtaofR2dfnFTxSVHmE4BgIDCMA4AAEPchYXaM+F15bz1FufJAbAUZ90M/dTiTtMZ8JI66VHqfkkz1W8RbzoFAAISwzgAAAwr27Zde15+WXmffy65XKZzAECSNG/w69qfW246AzUoIiZE3QY1VqvT6spmt5nOAYCAxTAOAACLKF2/XrtffOnAJQ98egZg2MaRz2njjhDTGagBjhC72p+drk59GyokzGE6BwACHsM4AAAspmTFCmW/8IIKZ/5kOgVAANs34BYt2t/cdAZOgiPYrtY90tSpT0NFxDBYBQCrYBgHAIBFFS1cpN3PP6+iuXNNpwAIQGWtumlWyuWmM3ACgoLtan1GPXXq21CRsaGmcwAAf8EwDgAAiyucPVvZz7+gkqVLTacACCAem02z+76q0mLOsvQVQQ67Ms+op1P6NlRkHEM4ALAqhnEAAPiI/T/8oN0vvKjS1atNpwAIEKtHvqLtO0xX4HjsDpsyT6+nU/o1/P/27jw8qvpQ4/g7k2SykDBZSUYIhJAASRSC4q2gsigUaGkB6VOsKcu1tYug2McqcnsFnqq39rYoD1rAIosiBX0UAsUCRixJFLwEaDSBIEnYd7JCMtmYmftHdGxI1IBhTib5fp7nPJM558yc98w/Sd75/c5RcFiA0XEAAN+AMg4AAC/icrl06R//UMlLL6v+2DGj4wDo4C786L+VX2IzOga+gtnHpKShNt02Lk4h4ZRwAOAtKOMAAPBCLodDlenpuviXv+jKmbNGxwHQQdX8x/e1O+h7RsfAVcxmk/oPidFt34tT14hAo+MAAK4RZRwAAF7MVV+vik2bVPbqCtUfP250HAAdjDMwWFlD/1dOB/8ytAdms0n97ojR4O/FqWskJRwAeCvKOAAAOgCX06nL772n0r8uV+3Bg0bHAdCB5E1ZpovnuYmDkUxmk/r9R7QGfz9O1qggo+MAAL4lyjgAADqYqg8/Uuny5bL/3/8ZHQVAB3D6/v/RZ+esRsfolExmk/reHq3B34tTaDQlHAB0FJRxAAB0UDWffKKS5ctVteMDiV/3AK7T5XunKsdxh9ExOhVfP7P6DbEp9d5YSjgA6IAo4wAA6ODqiotVuvxVVb77rtTQYHQcAF7G0a2nMpPnGB2jUwgI9tMtw7vrlhE9FBhiMToOAOAGoYwDAKCTaDhzRqWrVqvi7bflqqkxOg4AL7J30l91qZwy/0axRgUqdVSs+g+xydfiY3QcAMANRhkHAEAnc6W8XOVr1qhs7d/krKw0Og4AL3DsgRd15AwjtdpadO+uGjS6p+JTo2Qym4yOAwDwEMo4AAA6KWd1tSrefltla/+mhhMnjI4DoB0rHz9L/6pKMjpGh2Aym9R7YKRS742VLSHU6DgAAANQxgEA0Mm5nE5V7cxU+RtrVL1rt9FxALRD9X0H68Ob/tPoGF7NEuirpDttGjCih7pGBhodBwBgIMo4AADgVldUpLI33lDlps1cVw6Am8tk0u5xS1VrdxgdxetYuwVqwMhY9R8SI0uAr9FxAADtAGUcAABoxlFZqYq331H5unVqOHXK6DgA2oHDD/xFp84YncJ79OgfpoH3xKrXLREymbgeHADgS5RxAADgK7mcTlVlZal83TpVZ38oOZ1GRwJgkIuT/0t5pd2NjtGu+QX4KPH2aA0Y0UMR3YONjgMAaKco4wAAQKvUnzyp8vXrVfnOBjkqKoyOA8DDam4fq91dfmB0jHYpJt6q5LtsSrgtWn7+PkbHAQC0c5RxAADgmjjr6nTpH1tV/re/qTYvz+g4ADzE5R+orLsXynGFfx8kKTDET/2+E6Pku25SWEwXo+MAALwIZRwAALhutYcOqXLjRlVu/rsc5eVGxwFwg+VPWaYL5zvvTRxMJik2OVxJQ29S79RI+fiYjY4EAPBClHEAAOBbczU06PLOnarcmK6qrCzpyhWjIwG4Ac5MeU6HzocaHcPjQsID1H+oTUlDbQoJDzA6DgDAy1HGAQCANnWltFSVm/+uyg0bVFdYaHQcAG2oamSa9riGGh3DI8y+JvUeEKXku2yK7R8uk5k7ogIA2gZlHAAAuGFq8vIbp7G++66clZVGxwHwLTkiuyvz5v8yOsYNFWbrouQ7bep3R4wCgy1GxwEAdECUcQAA4IZz1ter6oMPVLFhg6o/2iU5Ou81pwBvt+++V1RZ1rGmovv6+yjxtm5KvusmxcRbjY4DAOjgKOMAAIBHNZy/oMrNm1S5MV31R44YHQfANTr+wEIVn/H+66b5+JnVMzlcCYO7Ke6WSFkCfI2OBADoJCjjAACAYWoPHtSlbdt1afs2NRw/YXQcAK1Q8f2Z2l+dbHSM6+Lja1bPlHAl3NZNcQMo4AAAxqCMAwAA7QLFHOAdGhIGKbvHz42O0Wo+vmbFJjcWcL0HRMoSSAEHADAWZRwAAGh3agsKdGnrNoo5oJ3a9f1XVFvdfq8bZ/Y1qWfS5wXcwCgKOABAu0IZBwAA2rXaggJd2rZdl7dtU/3x40bHASCp8IGXdfKMyegYTZh9TIr9ooBLjZI/BRwAoJ2ijAMAAF6DYg5oHy7eN1d5ZT2MjiGzj0k9+jcWcPGpkfIP8jM6EgAA34gyDgAAeKXaQ4d0+f0dqsrKUm1ensSfNIDH1N72Xe0KmWDIsX0tZnXvF6b41CjFp0YpoAsFHADAu1DGAQAAr3eltFRV2dmqzspS1Ue75KysNDoS0KG5LAHKGv6iHA1OjxwvLCZIPVMi1DMlXDclhsrXz8cjxwUA4EagjAMAAB2Ky+FQzb/+parMLFVlZanus8+MjgR0SAfuX6bz5xw35L39AnzUo1+Yu4DrGhF4Q44DAIARKOMAAECH1nDunKqyslSVmSX77t1y2u1GRwI6hLNTnlXB+bA2e7+I7sHqdXO4eiZHKCbBKh8fc5u9NwAA7QllHAAA6DRc9fWy793rHjVXf/So0ZEAr1U1/H7tMd193a/3D/JVj/7h6pkSrl4pEeoS6t+G6QAAaL8o4wAAQKdVf+q07Dk5su/ZI3tOjhpOnTI6EuA1HOHRyhw4T2rtfxMmqVvPkMapp8nhio63ymw23dCMAAC0R5RxAAAAn2s4c0b2nBxV79kje85eNZw4YXQkoF3bP/mvqihtaHmjSQq3dZEtIVQ3JVoV2z9cgSEWzwYEAKAdoowDAAD4Cg3nzn05cm5PjuqPHzc6EtCuHH9goYrPBEiSzGaTImODZUsM1U0JjUtAsJ/BCQEAaH8o4wAAAFqp4fyFxnLu84KOa86hMzMFBurKA79Rdb87dVNCqKLju8oS4Gt0LAAA2j3KOAAAgOt0paRENZ9+qpq8PNXm5as2P1+OigqjYwE3hF/37gpMTVXgoEEKTE1VQP9+MvlSvgEAcK0o4wAAANpQ/cmTqs3PV01evmrz8lR74ICcdrvRsYBrYrZaFdC/vwJSUhSYOlCBqany69bN6FgAAHQIlHEAAAA3kMvpVP2RI+5yriY/X3WHDslVX290NECS5GuzKSAp6fOlvwKSkuTXvbvRsQAA6LAo4wAAADzM1dCg2sOHG6e2HjyouqIi1RUVyXnpktHR0JH5+MjSO04BScnu4s2/f3/5hoUZnQwAgE6FMg4AAKCdaLhwQfVFRaorKm4s6IobH52VlUZHg5fxsVpl6d1b/v36NRZvyUny79tX5oAAo6MBANDpUcYBAAC0c1cuXvx89NwXJV2R6guL5KCk69RM/v6y9OwpS1xc49K79+ePcYx2AwCgHaOMAwAA8FJXSkpUV1Sk+uMn1HDqlBpOn1bD6dOqP31ajpISo+OhLZjN8ouJuapsa3z0u8kmk9lsdEIAAHCNKOMAAAA6IGdtrRrOnGla0p067f7ZUVZmdESocXSbb3S0/KKj5RsTI7+YaPlGx8jPFiO/HrGyxPWS2d/f6JjoIOx2u6ZOnaqMjAxdvnxZ5eXlslgszdalpqbqscce02OPPWZ05DY1Y8YMVVRUKD093egoADo5X6MDAAAAoO2ZAwLkHx8v//j4Frc77Xb3KLqGM2d05eJFOUrLdKWsVI6SUl0pK5OjtFTO6moPJ+84TIGB8uvWTb42W/OyLabxuW94uNEx0UGcPHlSCxYs0NatW1VSUiKbzaaJEydq3rx5ioiIkCS99tprys7O1q5duxQZGSmr1aply5Y1W5eTk6MuXbp4JPeIESOUmZkpSbJYLOrVq5dmzJihOXPmyMfHxyMZrtfq1av12GOPqaKiwugoALwMZRwAAEAnZA4Kkn9iovwTE792P2ddnRylpbpSWiZHWePjldKSL4u70rLG4q6sTM7qajlraiSHw0Nn4SEmk8whIfKxWpsuoVaZ3c9D3et8rFb5RkTIJzTU6OToJI4cOaIhQ4aob9++WrdunXr37q0DBw7oiSee0NatW/Xxxx8rPDxcxcXFSkpK0s033+x+bUvroqKiPJr/oYce0u9//3vV1tZqy5YtevTRR+Xj46M5c+Y027e+vl4Wi8Wj+QCgrTFNFQDQ4ZhMJm3cuFETJ040Osp1GTFihFJTU7Vo0SKjowDXxVlbK6fd3ljO2e1yVtsbH+3VTdfb7XJ9/uiststZWys5HHK5nJLTJTmdLf/scMjlalzXuP7Ln2UyyeTvL5O/RWaLRSaL/5fP/f2bPv+K7eYuQU1KN3PXrlybDe3auHHjlJ+fr8OHDyswMNC9/ty5c+rTp4+mTZumgoIC9wg0SRo+fLgkNVu3c+dOxcXFNZmmWlFRoSeffFKbNm1SZWWlEhIS9Pzzz2v8+PGSpF27dumpp55STk6OIiMjNWnSJP3hD39o1ei6ln7njR49WlVVVdq9e7d7aul3vvMdvfTSS7JYLDp27Jjy8vI0e/Zs7d69W0FBQZo8ebJeeOEFBQcHS5IcDoeeeOIJrVy5Uj4+PvrZz36m8+fPq7Ky0j1N9erzlKTU1FRNnDhRCxYs+NpzDw4O1siRI5ucy/z587VgwQItWbJEL774ok6ePCmr1aq7775bb7/99jd+FgA6D0bGAQC8zowZM/Taa681Wz9mzBht27atzY/n6XJvw4YN8vPz88ixgBvBHBAgc0CAxBRM4IYrKyvT9u3b9dxzzzUp4iQpJiZGaWlpevPNN1VYWKi5c+cqPz9fGzZscI8ue+qpp5qt+3dOp1Pjxo3T5cuX9cYbb6hPnz46ePCgewppXl6exowZo2eeeUYrVqzQxYsXNWvWLM2aNUurVq26rnMKDAxUeXm5+/mOHTvUtWtXZWRkyOVyyW63a+zYsbrjjjuUk5OjCxcu6Oc//7lmzZql1atXS5IWLlyolStXasWKFUpOTtbChQu1ceNG3XPPPa3O8XXnPnToUC1atEjz5s3TZ599JkkKDg7W3r179eijj2rNmjUaOnSoysrKlJ2dfV2fA4COizIOAOCVxo4d2+yPfH8DL3Le0NDQZgVaOAUGAKCVCgsL5XK5lJSU1OL2pKQklZeXy+FwKCgoSBaLRTExMe7tLa37d++//7727NmjgoIC9e3bV5IU/2/XovzTn/6kBx54wD26LDExUYsXL9bw4cO1dOlSBQQEtPpcnE6n3nvvPW3fvr3JaLUuXbro1VdfdZeFy5cvV01NjV5//XX36LuXX35ZP/jBD/THP/5R0dHRWrRokebOnavJkydLkpYtW6bt27e3Oktrzt1qtcpkMjX57E6cOKEuXbpo/PjxCgkJUa9evTRo0KBrOi6Ajo/x9gAAr+Tv76+YmJgmS1hYWIv7nj59WlOmTFFYWJgiIiI0YcIEHTt2rMk+K1euVEpKivz9/WWz2TRr1ixJjVNYJGnSpEkymUzu5wsWLFBqaqpWrlyp+Ph4+fv7y+Vy6cSJE5owYYKCg4PVtWtX/fjHP9b58+fdx/nidWvWrFFcXJysVqvuv/9+Xb582b3PiBEjmvwTUldXpyeffFKxsbHy9/dXYmKiVqxYIUkqLy9XWlqaoqKiFBgYqMTExOseiQAA6Hi+uCqRyWS6rtfn5uaqR48e7jLqavv27dPq1asVHBzsXsaMGSOn06mjR4+26hhLlixRcHCwAgIC9MMf/lA//elPNX/+fPf2W265pcmovYKCAg0cOLDJNNg777xTTqdTn332mSorK3X27FkNGTLEvd3X11eDBw9u03NvyejRo9WrVy/Fx8dr6tSpWrt2rex2+zUdF0DHRxkHAOjQ7Ha7Ro4cqeDgYGVlZenDDz9UcHCwxo4dq/r6eknS0qVLNXPmTP3iF79QXl6eNm/erISEBElSTk6OJGnVqlU6e/as+7kkFRUV6a233tI777yj3NxcSdLEiRNVVlamzMxMZWRkqLi4WFOmTGmSqbi4WOnp6dqyZYu2bNmizMxMPf/88195DtOmTdP69eu1ePFiFRQUaNmyZe5r4jz99NM6ePCgtm7dqoKCAi1dulSRkZFt9vkBANq3hIQEmUwmHTx4sMXthw4dUlhY2HX/brh66uvVnE6nfvnLXyo3N9e9fPLJJyosLFSfPn1adYy0tDTl5uaquLhYNTU1WrFihYKCgtzbr772nMvl+spy8VpKR7PZrKsvod7Q0OD++ZvOvSUhISHav3+/1q1bJ5vNpnnz5mngwIHccRVAE0xTBQB4pS1btrgLqS/MmTNHTz/9dJN169evl9ls1quvvur+A33VqlUKDQ3Vzp079d3vflfPPvusHn/8cc2ePdv9uttvv13Sl3eUCw0NbTaFp76+XmvWrHHvk5GRoU8//VRHjx5VbGysJGnNmjVKSUlRTk6O+z2dTqdWr16tkJAQSdLUqVO1Y8cOPffcc83O8/Dhw3rrrbeUkZGhUaNGSWo6RebEiRMaNGiQ+9v+L0buAQA6h4iICI0ePVpLlizRb37zm2Y3cFi7dq2mTZt23SPjBgwYoFOnTunw4cMtjhC79dZbdeDAAfeXWNfDarVe0+uTk5P12muvqbq62l3UffTRRzKbzerbt6+sVqtsNps+/vhjDRs2TJJ05coV7du3T7feeqv7faKionT27Fn380uXLjUZzfdN526xWORo4e7Rvr6+GjVqlEaNGqX58+crNDRUH3zwge67775WnyOAjo2RcQAArzRy5Mgm38Ln5uZq5syZzfbbt2+fioqKFBIS4p4+Ex4ertraWhUXF+vChQs6c+aM7r333mvO0KtXL3cRJzVOm4mNjXUXcVLjPwyhoaEqKChwr4uLi3MXcZJks9l04cKFFo+Rm5srHx8f913vrvbrX/9a69evV2pqqp588knt2rXrms8DAODdXn75ZdXV1WnMmDHKysrSyZMntW3bNo0ePVrdu3dv8cue1ho+fLiGDRumyZMnKyMjQ0ePHtXWrVvdN0yaM2eOdu/erZkzZyo3N1eFhYXavHmzHnnkkbY6vWbS0tIUEBCg6dOnKz8/X//85z/1yCOPaOrUqYqOjpYkzZ49W88//7w2btyoQ4cO6eGHH242Ou2ee+7RmjVrlJ2drfz8fE2fPt19Y4rWnHtcXJyqqqq0Y8cOlZSUyG63a8uWLVq8eLFyc3N1/Phxvf7663I6nerXr98N+zwAeB9GxgEAvFKXLl1a9S260+nUbbfdprVr1zbbFhUVJbP5+r+Xau20mavXX32jB5PJJKfT2eIxvmmKzLhx43T8+HG9++67ev/993Xvvfdq5syZ+vOf/9za0wAAeLnExETt3btXCxYs0JQpU1RaWqqYmBhNnDhR8+fP/9Y3BnrnnXf029/+Vj/5yU9UXV2thIQE9+UVBgwYoMzMTP3ud7/T3XffLZfLpT59+jS7RENbCgoK0vbt2zV79mzdfvvtCgoK0uTJk/XCCy+493n88cd19uxZzZgxQ2azWQ8++KAmTZqkyspK9z5z587VkSNHNH78eFmtVj3zzDPNrnP3dec+dOhQ/epXv3J/5vPnz9eoUaO0YcMGLViwQLW1tUpMTNS6deuUkpJywz4PAN7H5Lp6kjwAAO3cjBkzVFFRofT09Ba3m0wmbdy4URMnTtTy5cs1Z84cHTt2TF27dm1x/969eystLU3PPvtsi9stFovWrVvnviOb1HgjhvT0dPe14qTGaarjxo1rMk314MGD7mmqgwcPbvF1ixYt0qJFi9w3lRgxYoRSU1Pd6+Lj4/Xee++5p6l+nVdeeUVPPPGELl269I37AgAAAPA8pqkCALxSXV2dzp0712QpKSlptl9aWpoiIyM1YcIEZWdn6+jRo8rMzNTs2bN16tQpSY3F2sKFC7V48WIVFhZq//79eumll9zvERcXpx07dujcuXMqLy//ykyjRo3SgAEDlJaWpv3792vPnj2aNm2ahg8ffs13cPv3Y0+fPl0PPvig0tPTdfToUe3cuVNvvfWWJGnevHnatGmTioqKdODAAW3ZskVJSUnXdSwAAAAANx5lHADAK23btk02m63JctdddzXbLygoSFlZWerZs6fuu+8+JSUl6cEHH1RNTY17pNz06dO1aNEiLVmyRCkpKRo/frwKCwvd77Fw4UJlZGQoNjZWgwYN+spMJpNJ6enpCgsL07BhwzRq1CjFx8frzTff/FbnunTpUv3oRz/Sww8/rP79++uhhx5SdXW1pMZRe3PnztWAAQM0bNgw+fj4aP369d/qeAAAtIXs7Gz39VpbWgCgs2KaKgAAAACgzdXU1Oj06dNfuf3b3IEVALwZZRwAAAAAAADgIUxTBQAAAAAAADyEMg4AAAAAAADwEMo4AAAAAAAAwEMo4wAAAAAAAAAPoYwDAAAAAAAAPIQyDgAAAAAAAPAQyjgAAAAAAADAQyjjAAAAAAAAAA+hjAMAAAAAAAA8hDIOAAAAAAAA8BDKOAAAAAAAAMBDKOMAAAAAAAAAD6GMAwAAAAAAADyEMg4AAAAAAADwEMo4AAAAAAAAwEMo4wAAAAAAAAAPoYwDAAAAAAAAPIQyDgAAAAAAAPAQyjgAAAAAAADAQyjjAAAAAAAAAA+hjAMAAAAAAAA8hDIOAAAAAAAA8BDKOAAAAAAAAMBDKOMAAAAAAAAAD6GMAwAAAAAAADyEMg4AAAAAAADwEMo4AAAAAAAAwEMo4wAAAAAAAAAPoYwDAAAAAAAAPIQyDgAAAAAAAPAQyjgAAAAAAADAQyjjAAAAAAAAAA+hjAMAAAAAAAA8hDIOAAAAAAAA8BDKOAAAAAAAAMBDKOMAAAAAAAAAD6GMAwAAAAAAADyEMg4AAAAAAADwEMo4AAAAAAAAwEMo4wAAAAAAAAAPoYwDAAAAAAAAPOT/AcZ2Fp9EB1ZkAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1200x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"category_counts = Counter()\n",
"for item in sample:\n",
" category_counts[item.category]+=1\n",
"\n",
"categories = category_counts.keys()\n",
"counts = [category_counts[category] for category in categories]\n",
"\n",
"plt.figure(figsize=(12, 10))\n",
"plt.pie(counts, labels=categories, autopct='%1.0f%%', startangle=90)\n",
"\n",
"# Add a circle at the center to create a donut chart (optional)\n",
"centre_circle = plt.Circle((0,0), 0.70, fc='white')\n",
"fig = plt.gcf()\n",
"fig.gca().add_artist(centre_circle)\n",
"\n",
"# Customize the chart\n",
"plt.title('Categories')\n",
"\n",
"# Equal aspect ratio ensures that pie is drawn as a circle\n",
"plt.axis('equal') \n",
"\n",
"# Display the chart\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "38d31aa3-8a3a-4626-9c50-f55635ca6d18",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sizes = [len(item.prompt) for item in sample]\n",
"prices = [item.price for item in sample]\n",
"\n",
"# Create the scatter plot\n",
"plt.figure(figsize=(15, 8))\n",
"plt.scatter(sizes, prices, s=0.2, color=\"red\")\n",
"\n",
"# Add labels and title\n",
"plt.xlabel('Size')\n",
"plt.ylabel('Price')\n",
"plt.title('Is there a simple correlation?')\n",
"\n",
"# Display the plot\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "f8cfa1af-aadd-416b-b0f9-2bb5fd4d2263",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distribution again to check it looks as expected\n",
"\n",
"token_counts = [item.token_count for item in sample]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Number of tokens')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(token_counts, rwidth=0.7, color=\"purple\", bins=range(0, 300, 10))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "59ef7aef-b6f6-4042-a2af-ddd5ae1c9999",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"How much does this cost to the nearest dollar?\n",
"\n",
"RCF Art 915A Active Speaker\n",
"Power and Portability All in One 2100W 15 Active Speaker with 1.75 Compression Driver Up to 131dB SPL - Black Brand RCF, Model Name ART 915A, Speaker Type Subwoofer, Subwoofer Diameter 15 Inches, Mounting Type Wall Mount, Surround Sound Channel Configuration 2.0, Speaker Maximum Output Power 2100 Watts, Weight 58.8 pounds, Is Waterproof FALSE, Speaker Size 15 Inches, Power Source Corded Electric, Vehicle Service Type Car, Dimensions 30 x 18.7 x 18.5 inches, model number Rank Musical Instruments 22180, Powered Speaker Cabinets 44, Available August 26, 2021, Manufacturer RCF\n",
"\n",
"Price is $999.00\n",
"[35551, 432, 9847, 271, 7117, 374, 400, 5500, 13, 410]\n",
"[' Manufacturer', ' R', 'CF', '\\n\\n', 'Price', ' is', ' $', '999', '.', '00']\n"
]
}
],
"source": [
"report(sample[-2])"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "cacb9059-5f44-4601-860a-30860cebe9c2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Divided into a training set of 400,000 items and test set of 2,000 items\n"
]
}
],
"source": [
"random.seed(42)\n",
"random.shuffle(sample)\n",
"train = sample[:400_000]\n",
"test = sample[400_000:402_000]\n",
"print(f\"Divided into a training set of {len(train):,} items and test set of {len(test):,} items\")"
]
},
{
"cell_type": "code",
"execution_count": 79,
"id": "47e7891a-6abc-4b44-9947-f5e9b4021208",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"How much does this cost to the nearest dollar?\n",
"\n",
"Delphi FG0166 Fuel Pump Module\n",
"Delphi brings 80 years of OE Heritage into each Delphi pump, ensuring quality and fitment for each Delphi part. Part is validated, tested and matched to the right vehicle application Delphi brings 80 years of OE Heritage into each Delphi assembly, ensuring quality and fitment for each Delphi part Always be sure to check and clean fuel tank to avoid unnecessary returns Rigorous OE-testing ensures the pump can withstand extreme temperatures Brand Delphi, Fit Type Vehicle Specific Fit, Dimensions LxWxH 19.7 x 7.7 x 5.1 inches, Weight 2.2 Pounds, Auto Part Position Unknown, Operation Mode Mechanical, Manufacturer Delphi, Model FUEL PUMP, Dimensions 19.7\n",
"\n",
"Price is $227.00\n"
]
}
],
"source": [
"print(train[0].prompt)"
]
},
{
"cell_type": "code",
"execution_count": 80,
"id": "fc5879ac-f5df-4221-8cca-dea23594243e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"How much does this cost to the nearest dollar?\n",
"\n",
"OEM AC Compressor w/A/C Repair Kit For Ford F150 F-150 V8 & Lincoln Mark LT 2007 2008 - BuyAutoParts NEW\n",
"As one of the world's largest automotive parts suppliers, our parts are trusted every day by mechanics and vehicle owners worldwide. This A/C Compressor and Components Kit is manufactured and tested to the strictest OE standards for unparalleled performance. Built for trouble-free ownership and 100% visually inspected and quality tested, this A/C Compressor and Components Kit is backed by our 100% satisfaction guarantee. Guaranteed Exact Fit for easy installation 100% BRAND NEW, premium ISO/TS 16949 quality - tested to meet or exceed OEM specifications Engineered for superior durability, backed by industry-leading unlimited-mileage warranty Included in this K\n",
"\n",
"Price is $\n"
]
}
],
"source": [
"print(test[0].test_prompt())"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "bf435bcd-accf-427c-82d5-02b33a56737c",
"metadata": {
"collapsed": true,
"jupyter": {
"outputs_hidden": true
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1500x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in test[:250]]\n",
"plt.figure(figsize=(15, 6))\n",
"plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n",
"plt.xlabel('Price ($)')\n",
"plt.ylabel('Count')\n",
"plt.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 10))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6b26000a-e5a9-4ab7-83fc-8eb44cb12f94",
"metadata": {},
"outputs": [],
"source": [
"# del items, slots\n",
"# import gc\n",
"# gc.collect()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3615bfdd-f23e-4005-96d8-7b52a1a439be",
"metadata": {},
"outputs": [],
"source": [
"import csv\n",
"with open('test.csv', 'w') as csvfile:\n",
" writer = csv.writer(csvfile)\n",
" for t in test[:200]:\n",
" writer.writerow([t.title, t.details, 0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cb6907e9-37d7-4283-b1a9-8124f9f3439b",
"metadata": {},
"outputs": [],
"source": [
"human_predictions = []\n",
"with open('human.csv', 'r') as csvfile:\n",
" reader = csv.reader(csvfile)\n",
" for row in reader:\n",
" human_predictions.append(float(row[2]))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "dd7c5db1-4510-4768-bef1-bdac2a7b392f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"220.45738687487398"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"average = sum(t.price for t in train)/len(train)\n",
"average"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "95353e68-07ac-4f57-8d57-dd48cacb0e04",
"metadata": {},
"outputs": [],
"source": [
"class TestRunner:\n",
"\n",
" \n",
"\n",
" def __init__(self, predictor, data, title, size=250):\n",
" self.predictor = predictor\n",
" self.data = data\n",
" self.title = title\n",
" self.size = size\n",
" self.guesses = []\n",
" self.truths = []\n",
" self.errors = []\n",
" self.sles = []\n",
" self.colors = []\n",
"\n",
" def color_for(self, error, truth):\n",
" if error<40 or error/truth < 0.2:\n",
" return \"green\"\n",
" elif error<80 or error/truth < 0.4:\n",
" return \"yellow\"\n",
" else:\n",
" return \"red\"\n",
" \n",
" def run_datapoint(self, i):\n",
" datapoint = self.data[i]\n",
" guess = self.predictor(datapoint)\n",
" truth = datapoint.price\n",
" error = abs(guess - truth)\n",
" log_error = math.log(truth+1) - math.log(guess+1)\n",
" sle = log_error ** 2\n",
" color = self.color_for(error, truth)\n",
" title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+\"...\"\n",
" self.guesses.append(guess)\n",
" self.truths.append(truth)\n",
" self.errors.append(error)\n",
" self.sles.append(sle)\n",
" self.colors.append(color)\n",
" print(f\"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}\")\n",
"\n",
" def chart(self, title):\n",
" max_error = max(self.errors)\n",
" plt.figure(figsize=(12, 8))\n",
" max_val = max(max(self.truths), max(self.guesses))\n",
" plt.plot([0, max_val], [0, max_val], color='darkblue', lw=2, alpha=0.4)\n",
" plt.scatter(self.truths, self.guesses, s=3, c=self.colors)\n",
" plt.xlabel('Ground Truth')\n",
" plt.ylabel('Model Estimate')\n",
" plt.xlim(0, max_val)\n",
" plt.ylim(0, max_val)\n",
" plt.title(title)\n",
" plt.show()\n",
"\n",
" def report(self):\n",
" average_error = sum(self.errors) / self.size\n",
" rmsle = math.sqrt(sum(self.sles) / self.size)\n",
" hits = sum(1 for color in self.colors if color==\"green\")\n",
" title = f\"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%\"\n",
" self.chart(title)\n",
"\n",
" def run(self):\n",
" self.error = 0\n",
" for i in range(self.size):\n",
" self.run_datapoint(i)\n",
" self.report()\n",
" return self"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "e3a8519f-c139-4c72-8d9c-39ccedda2f7b",
"metadata": {},
"outputs": [],
"source": [
"train_average = sum(t.price for t in train)/len(train)\n",
"\n",
"def flat_predictor(item):\n",
" return train_average"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "739d2e33-55d4-4892-b42c-771131159c8d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[91m1: Guess: $220.46 Truth: $374.41 Error: $153.95 SLE: 0.28 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n",
"\u001b[92m2: Guess: $220.46 Truth: $225.11 Error: $4.65 SLE: 0.00 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n",
"\u001b[91m3: Guess: $220.46 Truth: $61.68 Error: $158.78 SLE: 1.59 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n",
"\u001b[91m4: Guess: $220.46 Truth: $599.99 Error: $379.53 SLE: 1.00 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n",
"\u001b[91m5: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n",
"\u001b[91m6: Guess: $220.46 Truth: $31.99 Error: $188.47 SLE: 3.63 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n",
"\u001b[91m7: Guess: $220.46 Truth: $101.79 Error: $118.67 SLE: 0.59 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n",
"\u001b[93m8: Guess: $220.46 Truth: $289.00 Error: $68.54 SLE: 0.07 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n",
"\u001b[91m9: Guess: $220.46 Truth: $635.86 Error: $415.40 SLE: 1.12 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n",
"\u001b[91m10: Guess: $220.46 Truth: $65.99 Error: $154.47 SLE: 1.43 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n",
"\u001b[92m11: Guess: $220.46 Truth: $254.21 Error: $33.75 SLE: 0.02 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n",
"\u001b[91m12: Guess: $220.46 Truth: $412.99 Error: $192.53 SLE: 0.39 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n",
"\u001b[92m13: Guess: $220.46 Truth: $205.50 Error: $14.96 SLE: 0.00 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n",
"\u001b[92m14: Guess: $220.46 Truth: $248.23 Error: $27.77 SLE: 0.01 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n",
"\u001b[91m15: Guess: $220.46 Truth: $399.00 Error: $178.54 SLE: 0.35 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n",
"\u001b[91m16: Guess: $220.46 Truth: $373.94 Error: $153.48 SLE: 0.28 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n",
"\u001b[91m17: Guess: $220.46 Truth: $92.89 Error: $127.57 SLE: 0.74 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n",
"\u001b[91m18: Guess: $220.46 Truth: $51.99 Error: $168.47 SLE: 2.05 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n",
"\u001b[93m19: Guess: $220.46 Truth: $179.00 Error: $41.46 SLE: 0.04 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n",
"\u001b[91m20: Guess: $220.46 Truth: $19.42 Error: $201.04 SLE: 5.68 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n",
"\u001b[91m21: Guess: $220.46 Truth: $539.95 Error: $319.49 SLE: 0.80 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n",
"\u001b[93m22: Guess: $220.46 Truth: $147.67 Error: $72.79 SLE: 0.16 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n",
"\u001b[91m23: Guess: $220.46 Truth: $24.99 Error: $195.47 SLE: 4.59 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n",
"\u001b[93m24: Guess: $220.46 Truth: $149.00 Error: $71.46 SLE: 0.15 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n",
"\u001b[91m25: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n",
"\u001b[91m26: Guess: $220.46 Truth: $7.99 Error: $212.47 SLE: 10.27 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n",
"\u001b[92m27: Guess: $220.46 Truth: $199.99 Error: $20.47 SLE: 0.01 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n",
"\u001b[92m28: Guess: $220.46 Truth: $251.45 Error: $30.99 SLE: 0.02 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n",
"\u001b[92m29: Guess: $220.46 Truth: $231.62 Error: $11.16 SLE: 0.00 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n",
"\u001b[91m30: Guess: $220.46 Truth: $135.00 Error: $85.46 SLE: 0.24 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n",
"\u001b[93m31: Guess: $220.46 Truth: $356.62 Error: $136.16 SLE: 0.23 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n",
"\u001b[92m32: Guess: $220.46 Truth: $257.99 Error: $37.53 SLE: 0.02 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n",
"\u001b[91m33: Guess: $220.46 Truth: $27.99 Error: $192.47 SLE: 4.13 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n",
"\u001b[93m34: Guess: $220.46 Truth: $171.20 Error: $49.26 SLE: 0.06 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n",
"\u001b[92m35: Guess: $220.46 Truth: $225.00 Error: $4.54 SLE: 0.00 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n",
"\u001b[91m36: Guess: $220.46 Truth: $105.00 Error: $115.46 SLE: 0.54 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n",
"\u001b[93m37: Guess: $220.46 Truth: $299.99 Error: $79.53 SLE: 0.09 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n",
"\u001b[91m38: Guess: $220.46 Truth: $535.09 Error: $314.63 SLE: 0.78 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n",
"\u001b[91m39: Guess: $220.46 Truth: $12.33 Error: $208.13 SLE: 7.90 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n",
"\u001b[91m40: Guess: $220.46 Truth: $84.99 Error: $135.47 SLE: 0.89 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n",
"\u001b[91m41: Guess: $220.46 Truth: $15.99 Error: $204.47 SLE: 6.59 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n",
"\u001b[91m42: Guess: $220.46 Truth: $62.44 Error: $158.02 SLE: 1.56 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n",
"\u001b[91m43: Guess: $220.46 Truth: $82.99 Error: $137.47 SLE: 0.94 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n",
"\u001b[91m44: Guess: $220.46 Truth: $599.95 Error: $379.49 SLE: 1.00 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n",
"\u001b[92m45: Guess: $220.46 Truth: $194.99 Error: $25.47 SLE: 0.01 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n",
"\u001b[93m46: Guess: $220.46 Truth: $344.95 Error: $124.49 SLE: 0.20 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n",
"\u001b[91m47: Guess: $220.46 Truth: $37.99 Error: $182.47 SLE: 3.02 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n",
"\u001b[92m48: Guess: $220.46 Truth: $224.35 Error: $3.89 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n",
"\u001b[91m49: Guess: $220.46 Truth: $814.00 Error: $593.54 SLE: 1.70 Item: Street Series Stainless Performance Cat-...\u001b[0m\n",
"\u001b[91m50: Guess: $220.46 Truth: $439.88 Error: $219.42 SLE: 0.47 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n",
"\u001b[93m51: Guess: $220.46 Truth: $341.43 Error: $120.97 SLE: 0.19 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n",
"\u001b[91m52: Guess: $220.46 Truth: $46.78 Error: $173.68 SLE: 2.35 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n",
"\u001b[93m53: Guess: $220.46 Truth: $171.44 Error: $49.02 SLE: 0.06 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n",
"\u001b[91m54: Guess: $220.46 Truth: $458.00 Error: $237.54 SLE: 0.53 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n",
"\u001b[91m55: Guess: $220.46 Truth: $130.75 Error: $89.71 SLE: 0.27 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n",
"\u001b[91m56: Guess: $220.46 Truth: $83.81 Error: $136.65 SLE: 0.92 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n",
"\u001b[91m57: Guess: $220.46 Truth: $386.39 Error: $165.93 SLE: 0.31 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n",
"\u001b[93m58: Guess: $220.46 Truth: $169.00 Error: $51.46 SLE: 0.07 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n",
"\u001b[91m59: Guess: $220.46 Truth: $17.95 Error: $202.51 SLE: 6.04 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n",
"\u001b[92m60: Guess: $220.46 Truth: $269.00 Error: $48.54 SLE: 0.04 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n",
"\u001b[91m61: Guess: $220.46 Truth: $77.77 Error: $142.69 SLE: 1.07 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n",
"\u001b[91m62: Guess: $220.46 Truth: $88.99 Error: $131.47 SLE: 0.81 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n",
"\u001b[93m63: Guess: $220.46 Truth: $364.41 Error: $143.95 SLE: 0.25 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n",
"\u001b[91m64: Guess: $220.46 Truth: $127.03 Error: $93.43 SLE: 0.30 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n",
"\u001b[91m65: Guess: $220.46 Truth: $778.95 Error: $558.49 SLE: 1.59 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n",
"\u001b[92m66: Guess: $220.46 Truth: $206.66 Error: $13.80 SLE: 0.00 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n",
"\u001b[91m67: Guess: $220.46 Truth: $35.94 Error: $184.52 SLE: 3.21 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n",
"\u001b[93m68: Guess: $220.46 Truth: $149.00 Error: $71.46 SLE: 0.15 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n",
"\u001b[92m69: Guess: $220.46 Truth: $251.98 Error: $31.52 SLE: 0.02 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n",
"\u001b[93m70: Guess: $220.46 Truth: $160.00 Error: $60.46 SLE: 0.10 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n",
"\u001b[91m71: Guess: $220.46 Truth: $39.99 Error: $180.47 SLE: 2.85 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n",
"\u001b[93m72: Guess: $220.46 Truth: $362.41 Error: $141.95 SLE: 0.25 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n",
"\u001b[93m73: Guess: $220.46 Truth: $344.00 Error: $123.54 SLE: 0.20 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n",
"\u001b[91m74: Guess: $220.46 Truth: $25.09 Error: $195.37 SLE: 4.57 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n",
"\u001b[93m75: Guess: $220.46 Truth: $175.95 Error: $44.51 SLE: 0.05 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n",
"\u001b[91m76: Guess: $220.46 Truth: $132.64 Error: $87.82 SLE: 0.26 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n",
"\u001b[91m77: Guess: $220.46 Truth: $422.99 Error: $202.53 SLE: 0.42 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n",
"\u001b[93m78: Guess: $220.46 Truth: $146.48 Error: $73.98 SLE: 0.17 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n",
"\u001b[93m79: Guess: $220.46 Truth: $156.83 Error: $63.63 SLE: 0.11 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n",
"\u001b[92m80: Guess: $220.46 Truth: $251.99 Error: $31.53 SLE: 0.02 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n",
"\u001b[91m81: Guess: $220.46 Truth: $940.33 Error: $719.87 SLE: 2.09 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n",
"\u001b[91m82: Guess: $220.46 Truth: $52.99 Error: $167.47 SLE: 1.99 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n",
"\u001b[92m83: Guess: $220.46 Truth: $219.95 Error: $0.51 SLE: 0.00 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n",
"\u001b[91m84: Guess: $220.46 Truth: $441.03 Error: $220.57 SLE: 0.48 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n",
"\u001b[93m85: Guess: $220.46 Truth: $168.98 Error: $51.48 SLE: 0.07 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n",
"\u001b[91m86: Guess: $220.46 Truth: $2.49 Error: $217.97 SLE: 17.23 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n",
"\u001b[91m87: Guess: $220.46 Truth: $98.62 Error: $121.84 SLE: 0.64 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n",
"\u001b[92m88: Guess: $220.46 Truth: $256.95 Error: $36.49 SLE: 0.02 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n",
"\u001b[91m89: Guess: $220.46 Truth: $30.99 Error: $189.47 SLE: 3.74 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n",
"\u001b[91m90: Guess: $220.46 Truth: $569.84 Error: $349.38 SLE: 0.90 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n",
"\u001b[93m91: Guess: $220.46 Truth: $177.99 Error: $42.47 SLE: 0.05 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n",
"\u001b[91m92: Guess: $220.46 Truth: $997.99 Error: $777.53 SLE: 2.27 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n",
"\u001b[92m93: Guess: $220.46 Truth: $219.00 Error: $1.46 SLE: 0.00 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n",
"\u001b[92m94: Guess: $220.46 Truth: $225.55 Error: $5.09 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n",
"\u001b[91m95: Guess: $220.46 Truth: $495.95 Error: $275.49 SLE: 0.65 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n",
"\u001b[91m96: Guess: $220.46 Truth: $942.37 Error: $721.91 SLE: 2.10 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n",
"\u001b[91m97: Guess: $220.46 Truth: $1.94 Error: $218.52 SLE: 18.68 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n",
"\u001b[93m98: Guess: $220.46 Truth: $284.34 Error: $63.88 SLE: 0.06 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n",
"\u001b[93m99: Guess: $220.46 Truth: $171.90 Error: $48.56 SLE: 0.06 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n",
"\u001b[93m100: Guess: $220.46 Truth: $144.99 Error: $75.47 SLE: 0.17 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n",
"\u001b[91m101: Guess: $220.46 Truth: $470.47 Error: $250.01 SLE: 0.57 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n",
"\u001b[91m102: Guess: $220.46 Truth: $66.95 Error: $153.51 SLE: 1.40 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n",
"\u001b[91m103: Guess: $220.46 Truth: $117.00 Error: $103.46 SLE: 0.40 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n",
"\u001b[93m104: Guess: $220.46 Truth: $172.14 Error: $48.32 SLE: 0.06 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n",
"\u001b[91m105: Guess: $220.46 Truth: $392.74 Error: $172.28 SLE: 0.33 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n",
"\u001b[91m106: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n",
"\u001b[91m107: Guess: $220.46 Truth: $1.34 Error: $219.12 SLE: 20.70 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n",
"\u001b[93m108: Guess: $220.46 Truth: $349.98 Error: $129.52 SLE: 0.21 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n",
"\u001b[91m109: Guess: $220.46 Truth: $370.71 Error: $150.25 SLE: 0.27 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n",
"\u001b[91m110: Guess: $220.46 Truth: $65.88 Error: $154.58 SLE: 1.43 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n",
"\u001b[92m111: Guess: $220.46 Truth: $229.99 Error: $9.53 SLE: 0.00 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n",
"\u001b[91m112: Guess: $220.46 Truth: $9.14 Error: $211.32 SLE: 9.51 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n",
"\u001b[92m113: Guess: $220.46 Truth: $199.00 Error: $21.46 SLE: 0.01 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n",
"\u001b[91m114: Guess: $220.46 Truth: $109.99 Error: $110.47 SLE: 0.48 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n",
"\u001b[91m115: Guess: $220.46 Truth: $570.42 Error: $349.96 SLE: 0.90 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n",
"\u001b[93m116: Guess: $220.46 Truth: $279.99 Error: $59.53 SLE: 0.06 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n",
"\u001b[91m117: Guess: $220.46 Truth: $30.99 Error: $189.47 SLE: 3.74 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n",
"\u001b[91m118: Guess: $220.46 Truth: $31.99 Error: $188.47 SLE: 3.63 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n",
"\u001b[91m119: Guess: $220.46 Truth: $15.90 Error: $204.56 SLE: 6.62 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n",
"\u001b[91m120: Guess: $220.46 Truth: $45.99 Error: $174.47 SLE: 2.40 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n",
"\u001b[91m121: Guess: $220.46 Truth: $113.52 Error: $106.94 SLE: 0.43 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n",
"\u001b[91m122: Guess: $220.46 Truth: $516.99 Error: $296.53 SLE: 0.72 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n",
"\u001b[92m123: Guess: $220.46 Truth: $196.99 Error: $23.47 SLE: 0.01 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n",
"\u001b[91m124: Guess: $220.46 Truth: $46.55 Error: $173.91 SLE: 2.37 Item: Technical Precision Replacement for GE G...\u001b[0m\n",
"\u001b[93m125: Guess: $220.46 Truth: $356.99 Error: $136.53 SLE: 0.23 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n",
"\u001b[93m126: Guess: $220.46 Truth: $319.95 Error: $99.49 SLE: 0.14 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n",
"\u001b[91m127: Guess: $220.46 Truth: $96.06 Error: $124.40 SLE: 0.68 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n",
"\u001b[92m128: Guess: $220.46 Truth: $190.99 Error: $29.47 SLE: 0.02 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n",
"\u001b[92m129: Guess: $220.46 Truth: $257.95 Error: $37.49 SLE: 0.02 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n",
"\u001b[91m130: Guess: $220.46 Truth: $62.95 Error: $157.51 SLE: 1.54 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n",
"\u001b[91m131: Guess: $220.46 Truth: $47.66 Error: $172.80 SLE: 2.30 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n",
"\u001b[92m132: Guess: $220.46 Truth: $226.99 Error: $6.53 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n",
"\u001b[93m133: Guess: $220.46 Truth: $359.95 Error: $139.49 SLE: 0.24 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n",
"\u001b[91m134: Guess: $220.46 Truth: $78.40 Error: $142.06 SLE: 1.05 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n",
"\u001b[93m135: Guess: $220.46 Truth: $172.77 Error: $47.69 SLE: 0.06 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n",
"\u001b[93m136: Guess: $220.46 Truth: $316.45 Error: $95.99 SLE: 0.13 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n",
"\u001b[91m137: Guess: $220.46 Truth: $87.99 Error: $132.47 SLE: 0.83 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n",
"\u001b[92m138: Guess: $220.46 Truth: $226.63 Error: $6.17 SLE: 0.00 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n",
"\u001b[91m139: Guess: $220.46 Truth: $31.49 Error: $188.97 SLE: 3.68 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n",
"\u001b[92m140: Guess: $220.46 Truth: $196.00 Error: $24.46 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n",
"\u001b[91m141: Guess: $220.46 Truth: $78.40 Error: $142.06 SLE: 1.05 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n",
"\u001b[91m142: Guess: $220.46 Truth: $116.25 Error: $104.21 SLE: 0.40 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n",
"\u001b[91m143: Guess: $220.46 Truth: $112.78 Error: $107.68 SLE: 0.44 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n",
"\u001b[91m144: Guess: $220.46 Truth: $27.32 Error: $193.14 SLE: 4.23 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n",
"\u001b[93m145: Guess: $220.46 Truth: $145.91 Error: $74.55 SLE: 0.17 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n",
"\u001b[93m146: Guess: $220.46 Truth: $171.09 Error: $49.37 SLE: 0.06 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n",
"\u001b[93m147: Guess: $220.46 Truth: $167.95 Error: $52.51 SLE: 0.07 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n",
"\u001b[91m148: Guess: $220.46 Truth: $28.49 Error: $191.97 SLE: 4.06 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n",
"\u001b[91m149: Guess: $220.46 Truth: $122.23 Error: $98.23 SLE: 0.34 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n",
"\u001b[91m150: Guess: $220.46 Truth: $32.99 Error: $187.47 SLE: 3.51 Item: Learning Resources Coding Critters Range...\u001b[0m\n",
"\u001b[91m151: Guess: $220.46 Truth: $71.20 Error: $149.26 SLE: 1.26 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n",
"\u001b[91m152: Guess: $220.46 Truth: $112.75 Error: $107.71 SLE: 0.44 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n",
"\u001b[93m153: Guess: $220.46 Truth: $142.43 Error: $78.03 SLE: 0.19 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n",
"\u001b[91m154: Guess: $220.46 Truth: $398.99 Error: $178.53 SLE: 0.35 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n",
"\u001b[91m155: Guess: $220.46 Truth: $449.00 Error: $228.54 SLE: 0.50 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n",
"\u001b[92m156: Guess: $220.46 Truth: $189.00 Error: $31.46 SLE: 0.02 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n",
"\u001b[91m157: Guess: $220.46 Truth: $120.91 Error: $99.55 SLE: 0.36 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n",
"\u001b[92m158: Guess: $220.46 Truth: $203.53 Error: $16.93 SLE: 0.01 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n",
"\u001b[93m159: Guess: $220.46 Truth: $349.99 Error: $129.53 SLE: 0.21 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n",
"\u001b[91m160: Guess: $220.46 Truth: $34.35 Error: $186.11 SLE: 3.37 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n",
"\u001b[91m161: Guess: $220.46 Truth: $384.99 Error: $164.53 SLE: 0.31 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n",
"\u001b[92m162: Guess: $220.46 Truth: $211.00 Error: $9.46 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n",
"\u001b[91m163: Guess: $220.46 Truth: $129.00 Error: $91.46 SLE: 0.28 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n",
"\u001b[91m164: Guess: $220.46 Truth: $111.45 Error: $109.01 SLE: 0.46 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n",
"\u001b[91m165: Guess: $220.46 Truth: $81.12 Error: $139.34 SLE: 0.98 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n",
"\u001b[91m166: Guess: $220.46 Truth: $457.08 Error: $236.62 SLE: 0.53 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n",
"\u001b[91m167: Guess: $220.46 Truth: $49.49 Error: $170.97 SLE: 2.19 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n",
"\u001b[91m168: Guess: $220.46 Truth: $80.56 Error: $139.90 SLE: 1.00 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n",
"\u001b[93m169: Guess: $220.46 Truth: $278.39 Error: $57.93 SLE: 0.05 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n",
"\u001b[93m170: Guess: $220.46 Truth: $364.50 Error: $144.04 SLE: 0.25 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n",
"\u001b[91m171: Guess: $220.46 Truth: $378.99 Error: $158.53 SLE: 0.29 Item: Torklift C3212 Rear Tie Down\u001b[0m\n",
"\u001b[93m172: Guess: $220.46 Truth: $165.28 Error: $55.18 SLE: 0.08 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n",
"\u001b[91m173: Guess: $220.46 Truth: $56.74 Error: $163.72 SLE: 1.81 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n",
"\u001b[93m174: Guess: $220.46 Truth: $307.95 Error: $87.49 SLE: 0.11 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n",
"\u001b[91m175: Guess: $220.46 Truth: $38.00 Error: $182.46 SLE: 3.02 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n",
"\u001b[91m176: Guess: $220.46 Truth: $53.00 Error: $167.46 SLE: 1.99 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n",
"\u001b[91m177: Guess: $220.46 Truth: $498.00 Error: $277.54 SLE: 0.66 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n",
"\u001b[91m178: Guess: $220.46 Truth: $53.99 Error: $166.47 SLE: 1.94 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n",
"\u001b[93m179: Guess: $220.46 Truth: $350.00 Error: $129.54 SLE: 0.21 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n",
"\u001b[93m180: Guess: $220.46 Truth: $299.95 Error: $79.49 SLE: 0.09 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n",
"\u001b[91m181: Guess: $220.46 Truth: $94.93 Error: $125.53 SLE: 0.70 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n",
"\u001b[91m182: Guess: $220.46 Truth: $379.00 Error: $158.54 SLE: 0.29 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n",
"\u001b[93m183: Guess: $220.46 Truth: $299.95 Error: $79.49 SLE: 0.09 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n",
"\u001b[91m184: Guess: $220.46 Truth: $24.99 Error: $195.47 SLE: 4.59 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n",
"\u001b[91m185: Guess: $220.46 Truth: $41.04 Error: $179.42 SLE: 2.76 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n",
"\u001b[93m186: Guess: $220.46 Truth: $327.90 Error: $107.44 SLE: 0.16 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n",
"\u001b[91m187: Guess: $220.46 Truth: $10.99 Error: $209.47 SLE: 8.50 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n",
"\u001b[91m188: Guess: $220.46 Truth: $14.99 Error: $205.47 SLE: 6.91 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n",
"\u001b[91m189: Guess: $220.46 Truth: $84.95 Error: $135.51 SLE: 0.90 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n",
"\u001b[91m190: Guess: $220.46 Truth: $111.00 Error: $109.46 SLE: 0.46 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n",
"\u001b[91m191: Guess: $220.46 Truth: $123.73 Error: $96.73 SLE: 0.33 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n",
"\u001b[91m192: Guess: $220.46 Truth: $557.38 Error: $336.92 SLE: 0.86 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n",
"\u001b[91m193: Guess: $220.46 Truth: $95.55 Error: $124.91 SLE: 0.69 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n",
"\u001b[93m194: Guess: $220.46 Truth: $154.00 Error: $66.46 SLE: 0.13 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n",
"\u001b[92m195: Guess: $220.46 Truth: $198.99 Error: $21.47 SLE: 0.01 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n",
"\u001b[91m196: Guess: $220.46 Truth: $430.44 Error: $209.98 SLE: 0.44 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n",
"\u001b[91m197: Guess: $220.46 Truth: $45.67 Error: $174.79 SLE: 2.42 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n",
"\u001b[92m198: Guess: $220.46 Truth: $249.00 Error: $28.54 SLE: 0.01 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n",
"\u001b[91m199: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n",
"\u001b[92m200: Guess: $220.46 Truth: $181.33 Error: $39.13 SLE: 0.04 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n",
"\u001b[91m201: Guess: $220.46 Truth: $6.03 Error: $214.43 SLE: 11.90 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n",
"\u001b[91m202: Guess: $220.46 Truth: $29.99 Error: $190.47 SLE: 3.87 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n",
"\u001b[91m203: Guess: $220.46 Truth: $899.00 Error: $678.54 SLE: 1.97 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n",
"\u001b[91m204: Guess: $220.46 Truth: $399.99 Error: $179.53 SLE: 0.35 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n",
"\u001b[91m205: Guess: $220.46 Truth: $4.66 Error: $215.80 SLE: 13.45 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n",
"\u001b[92m206: Guess: $220.46 Truth: $261.41 Error: $40.95 SLE: 0.03 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n",
"\u001b[91m207: Guess: $220.46 Truth: $136.97 Error: $83.49 SLE: 0.22 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n",
"\u001b[91m208: Guess: $220.46 Truth: $79.00 Error: $141.46 SLE: 1.04 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n",
"\u001b[91m209: Guess: $220.46 Truth: $444.99 Error: $224.53 SLE: 0.49 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n",
"\u001b[91m210: Guess: $220.46 Truth: $411.94 Error: $191.48 SLE: 0.39 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n",
"\u001b[93m211: Guess: $220.46 Truth: $148.40 Error: $72.06 SLE: 0.15 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n",
"\u001b[92m212: Guess: $220.46 Truth: $244.99 Error: $24.53 SLE: 0.01 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n",
"\u001b[91m213: Guess: $220.46 Truth: $86.50 Error: $133.96 SLE: 0.86 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n",
"\u001b[93m214: Guess: $220.46 Truth: $297.95 Error: $77.49 SLE: 0.09 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n",
"\u001b[91m215: Guess: $220.46 Truth: $399.99 Error: $179.53 SLE: 0.35 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n",
"\u001b[91m216: Guess: $220.46 Truth: $599.00 Error: $378.54 SLE: 0.99 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n",
"\u001b[91m217: Guess: $220.46 Truth: $105.99 Error: $114.47 SLE: 0.53 Item: Barbie Top Model Doll\u001b[0m\n",
"\u001b[91m218: Guess: $220.46 Truth: $689.00 Error: $468.54 SLE: 1.29 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n",
"\u001b[91m219: Guess: $220.46 Truth: $404.99 Error: $184.53 SLE: 0.37 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n",
"\u001b[92m220: Guess: $220.46 Truth: $207.76 Error: $12.70 SLE: 0.00 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n",
"\u001b[93m221: Guess: $220.46 Truth: $171.82 Error: $48.64 SLE: 0.06 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n",
"\u001b[93m222: Guess: $220.46 Truth: $293.24 Error: $72.78 SLE: 0.08 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n",
"\u001b[91m223: Guess: $220.46 Truth: $374.95 Error: $154.49 SLE: 0.28 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n",
"\u001b[91m224: Guess: $220.46 Truth: $111.99 Error: $108.47 SLE: 0.45 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n",
"\u001b[91m225: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n",
"\u001b[91m226: Guess: $220.46 Truth: $116.71 Error: $103.75 SLE: 0.40 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n",
"\u001b[91m227: Guess: $220.46 Truth: $118.61 Error: $101.85 SLE: 0.38 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n",
"\u001b[93m228: Guess: $220.46 Truth: $147.12 Error: $73.34 SLE: 0.16 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n",
"\u001b[91m229: Guess: $220.46 Truth: $119.99 Error: $100.47 SLE: 0.37 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n",
"\u001b[91m230: Guess: $220.46 Truth: $369.98 Error: $149.52 SLE: 0.27 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n",
"\u001b[93m231: Guess: $220.46 Truth: $315.55 Error: $95.09 SLE: 0.13 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n",
"\u001b[92m232: Guess: $220.46 Truth: $190.99 Error: $29.47 SLE: 0.02 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n",
"\u001b[93m233: Guess: $220.46 Truth: $155.00 Error: $65.46 SLE: 0.12 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n",
"\u001b[93m234: Guess: $220.46 Truth: $349.99 Error: $129.53 SLE: 0.21 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n",
"\u001b[92m235: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n",
"\u001b[91m236: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n",
"\u001b[91m237: Guess: $220.46 Truth: $17.99 Error: $202.47 SLE: 6.03 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n",
"\u001b[91m238: Guess: $220.46 Truth: $425.00 Error: $204.54 SLE: 0.43 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n",
"\u001b[92m239: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n",
"\u001b[91m240: Guess: $220.46 Truth: $138.23 Error: $82.23 SLE: 0.22 Item: Schmidt Spiele - Manhattan\u001b[0m\n",
"\u001b[91m241: Guess: $220.46 Truth: $414.99 Error: $194.53 SLE: 0.40 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n",
"\u001b[93m242: Guess: $220.46 Truth: $168.28 Error: $52.18 SLE: 0.07 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n",
"\u001b[92m243: Guess: $220.46 Truth: $199.99 Error: $20.47 SLE: 0.01 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n",
"\u001b[91m244: Guess: $220.46 Truth: $126.70 Error: $93.76 SLE: 0.30 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n",
"\u001b[91m245: Guess: $220.46 Truth: $5.91 Error: $214.55 SLE: 12.02 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n",
"\u001b[92m246: Guess: $220.46 Truth: $193.06 Error: $27.40 SLE: 0.02 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n",
"\u001b[92m247: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n",
"\u001b[91m248: Guess: $220.46 Truth: $64.12 Error: $156.34 SLE: 1.50 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n",
"\u001b[91m249: Guess: $220.46 Truth: $114.99 Error: $105.47 SLE: 0.42 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n",
"\u001b[91m250: Guess: $220.46 Truth: $926.00 Error: $705.54 SLE: 2.05 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n"
]
},
{
"data": {
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/8sorx6zvs88+04gRI3Taaad1+LZVVVVp1apV+tWvfuVylHJPT0/95Cc/0Z133qmdO3e6HBjwyNt5PDfffLPLgZaaHXmwwfDwcJ166qltruP88893SfR37typnJwcLVy40GUKbFBQkC6++GI9++yzqq6uVkBAwDHrPu+887RmzZoO3R5JeuSRR3TBBRdo4MCBCgsL08SJEyVJP/zhD9s8mFt7vPvuu/r444+1YcOGVt8YcKTf/OY3LqdPP/10TZ48WZdccomef/75Vucf6YEHHnA5ffbZZ2vQoEG67bbb9OGHH+rCCy/s1G04mlmzZrmcHj16tD788MNjvq4XLFigtLQ0bdmyRS+//LKGDh2q1NRUrVu3rtWykZGRWrp0qdauXauvv/5aa9eu1eLFi3XXXXfp2Wef1Zo1azo15firr75qc9pzSx9//HG7dhHpqoNptuWf//yn/vSnP+nWW2/VBRdccNTlamtrddFFF+nAgQP65ptv2vxmgrYMHTrU2j2hpbKysk5td5pNnz5dknTZZZfp2muv1Zw5c5SYmNhqufa+RgcPHtzhGppnQJSXl+uLL76wnqunnnqq8vLy9Pjjj+uuu+465n310ksv6eabb9aNN96os846S/X19Xr11Vd1wQUX6L333tOZZ54pSYqNjdWqVat04MAB+fj4KCEhQfX19bruuuv0u9/9TsOHD9e7776re+65R7m5uUpJSdHTTz+t5OTkDt8uAD0fTTuAXm306NHWPq/t8d577+myyy7TpZdeqttvv11xcXHy8vLS008/3emjXbd02WWX6fbbb5fNZlNwcLCGDh0qT0/PVssdeUTp5v11m6eGtqW4uFg2m00Oh0NxcXGtzm9r7EiFhYUaMGDAcZdrS0lJiQzDaPNo2M1NxqFDh1zGO3rk7KSkpHY9nsda75HnNdd0tLodDodKSkpcmva2lo2IiGjz6ODHM27cOO3YsUOLFy/WI488ouzsbN1888265ZZb9M477xz1w4ejqays1A033KCbbrpJCQkJ1r7c9fX1ksz9Xb29vV32hz3ShRdeqMDAQK1cubLDt0eSrrrqKt12221auXJllzftzR/EVVRU6K233tKzzz6rH/3oR/rss8+OepnU1FQNHz5czz77rP7zn/9o4cKFx/0wY9q0adZzraGhQXfeeaeeeOIJPfzww3r44Yc7XPfEiROP2+yPGTOmXVOou2vf+pdeeknXXXedfvGLX+iRRx456nJ1dXW68MILtWzZMv33v//VzJkz230dfn5+bb6Gi4qKOlVzs9TUVH3wwQf661//qp/+9Keqq6vT2LFjdffdd+tHP/qRtdykSZPatb62tsvHEx4ebm3bj/xw6ayzztIHH3ygbdu2acaMGW1evqSkRDfccIN+/vOfuxyH5KyzzlJ6erp++ctfWruDSOZ+/S2/9vGhhx6Sh4eHbr/9du3YsUM//vGP9cEHHyg1NVXXX3+9rrrqKtnt9g7fLgA9H007gH7l9ddf1+DBg/XWW2+5vKnvigOkSVJ0dHS7ms4jG4rmN/t/+9vfWr0ZbBYbG6uGhgbZbDbl5eW1Or+tsbbqy8rKOu5ybQkPD5eHh0eb39mck5MjSa2aluM1Tp11rPUeeV5kZKQkHbVuDw+PVl8l1tb6X3nlFf3sZz9rV31HNmbe3t46/fTTtXz5cg0aNEg//OEPlZKSouuvv147duxo1zqbFRUVKT8/X4899libX08WHh6uCy64QB988MFxazzR5rA7msuWH8Sdcsopampq0j//+U+98847x/xQ62c/+5l+97vfyWaz6eqrr+7QdXp7e+vee+/VE088oe++++6E6j+WoUOHWgelPJZ77723y7/y7KWXXtLPf/5zXX311XrmmWeO+hqqq6vTD3/4Q3377bf68MMPe9TXiV1wwQW64IILVFdXp5UrV2rRokW68sorNWjQIM2ePVuSjnvcjGYvvfTSMb+LvS3+/v4aPnx4m9va5tf8sV4TO3fuVE1NjTVroKVp06bJbrersrKyzaR+586deuihh/TVV1/J29tbX331lcaOHasf/OAHkqRbbrlFEydOPOrlAfRuNO0A+hWbzSYfHx+XN6x5eXmtjh4vSb6+viftYFtz5sxRWFiYtm3bphtvvPGoy/n4+GjGjBl677339Mgjj1jTbysqKtr1/c1nnXWW7rnnHn3zzTdHTXh9fX0lqdVtDwwM1MyZM/Xee+/p0Ucftb7n2+Fw6PXXX1dSUtJRDxbmTiNHjlRiYqL+/e9/67bbbrMe+6qqKr377rvWEeWPp7PT4w3DaNUghYWFafLkycdMj48mLi7OOiJ+Sw899JDsdrs+++yz4ya+77zzjqqrq4/6AdHxNO+G0dnLd8TDDz9sTQO+6KKLjtoUXX311Vq1apVGjx7d5rTpZs0HXDzS9u3bJXXv1HR3TY9/+eWX9fOf/1xXXXWV/vnPfx6zYb/wwgv1zTffuEzVPplabn+atzFtLZOWlqawsDB98cUX2rBhg9W0d+f0eMncdWbRokVasWKFdWA4yfx++aCgoGMesK/5cV25cqXLB0uGYWjlypUKDw8/6gyZ6667Ttdcc411nYZhuOzeVVlZaY0D6Hto2gH0K+eee67ee+89XX/99brkkkuUmZmpP/7xj4qPj9fu3btdlh0/frwWL16sjz/+WPHx8QoODtbIkSO7pa6goCD97W9/09VXX63i4mJdcskliomJUWFhoTZt2qTCwkI9/fTTkqQ//vGP+sEPfqDTTz9dt956q5qamvTnP/9ZgYGBxz0i+MKFC/XWW2/pggsu0G9/+1vNmDFDNTU1stvtOvfcc3XKKacoODhYAwcOtFK2iIgIRUVFadCgQVq0aJFOP/10nXLKKbrtttvk4+Ojf/zjH/ruu+/0xhtvnHCyfvDgwTanbEdHR3f6q9c8PDz08MMP68c//rHOPfdcXXfddaqrq9Mjjzyi0tJSPfTQQ+1aT2RkpJXad8Qpp5yic889VykpKSotLVVWVpaefPJJvfPOO7ryyitdlt22bZu2bdsmyfwwqbq6Wu+8844kc2r1mDFj5Ofn1+bXD7788svy9PR0Oe/AgQO68sordcUVV2jYsGGy2Wyy2+168sknNXbsWP385z93WYeXl5fS0tKsbytYunSp/vSnP+nCCy/UkCFDVFtbq88++0zPPfecTj31VJ133nkul7fb7SosLJRkHin9wIEDVv1paWmtvkWhPcLDw3XXXXfpjjvu0L///e82j3kgmQ3R8WYXSNKZZ56ppKQknXfeeRo1apQcDoc2btyoxx57TEFBQbr55ptdli8vL7duQ0vR0dFKS0uzTq9bt67N3SfGjBljHcV+/Pjxx62vLWvXrrW+9qy8vFyGYVg1TZ8+XQMHDpRk7lqwYMECvfjii9aRxd9++21de+21mjRpkq677jqtXr3aZd2TJ0+2GuVLLrlEn332me6++25FRka6vBZDQkI0ZsyYTtXfEc330Z///GedddZZ8vT01IQJE/TAAw8oKytL8+fPV1JSkkpLS/WXv/xF3t7eLo9DR3aXaqm9z93bbrtN//rXv3TppZfqj3/8o5KSkvTOO+/oo48+cvkwU5KGDRsmSdZXeg4YMEAXXXSRnnvuOfn6+urss89WXV2dXnnlFS1fvlx//OMf29yGvvjii9q1a5fLh8vz58/Xb37zG91zzz2aN2+e7r33Xs2ZM0fBwcGduv0Aejh3HQEPAE5E85Gm16xZc8zl2jp6/EMPPWQMGjTI8PX1NUaPHm08//zz1hGgW9q4caMxZ84cIyAgwJB03CM2SzJuuOGGYy7TfLTkt99+u83z7Xa7cc455xgRERGGt7e3kZiYaJxzzjmtlv/oo4+MCRMmGD4+PsaAAQOMhx56qM3b0NbtLykpMW6++WZjwIABhre3txETE2Occ845xo4dO6xlvvrqK2Py5MnWEY5brmPp0qXGqaeeagQGBhr+/v7GrFmzjI8//tjlOtr7+DQ73tHjf/zjH1vLHu2I3s3reOSRR9q8jg8++MCYOXOm4efnZwQGBhrz5883li9f7rJM831YWFjYrrrb48UXXzROP/10Iz4+3vD09DS8vb2NwYMHG7fffrtRWVnZ5vW39XOsI4obRttHjy8uLjYuvPBCY9CgQYa/v7/h4+NjDB8+3LjjjjvaPAr3kc/z3bt3G2effbaRmJho+Pr6Gn5+fsb48eONP/3pT0ZtbW2ryx/r6OEtjxDelmM9Z2pqaowBAwYYw4cPNxobG63rOt6R3ds6evxbb71lXHnllcbw4cONoKAgw9vb2xgwYIDxk5/8xNi2bVu7b0/z/XSsx0zH+aaG9rr66qvbdRT05vuw5dixLivJ2Ldvn7XssZZrzxHrj/WYtPWtFG0dPb6urs74+c9/bkRHRxs2m82q8b///a9x1llnGYmJiYaPj48RExNjnH322S7fLHEiOvLcPXjwoHHFFVcY4eHhho+PjzFhwgTjxRdfbLXOgQMHtvoGiJqaGuORRx4xJkyYYAQHBxsRERHGrFmzjNdff936JoiWCgoKjIiIiDb/Z/zrX/+ynsenn366sXfv3hO6DwD0XDbDYB4NAAAnw3333adBgwZ1eF9aAADQf3XP4UkBAAAAAMAJY592AABOkvT09E5/NzsAAOifmB4PAAAAAEAPxfR4AAAAAAB6KJp2AAAAAAB6KJp2AAAAAAB6KA5EJ8nhcCgnJ0fBwcGy2WzuLgcAAAAA0McZhqGKigolJCTIw+PoeTpNu6ScnBwlJye7uwwAAAAAQD+TmZmppKSko55P0y4pODhYknlnhYSEuLkaAAAAAEBfsmdPsVatylN9fZM1FhvrqR/9aLbVjx4NTbtkTYkPCQmhaQcAAAAAdImqqnotXZqtgwfL5enpL39/yd/fS/PmJSkiwuxDj7eLNk07AAAAAABdbOfOYmVk5Lik68OGhSslJUF+fl4qLy9v13po2gEAAAAA6CKVlfVasiRLWVkV1lhAgLfmzUvUwIGhHV4fTTsAAAAAAF1gx45DysjIUUODwxobMSJcs2cnyNe3c+03TTsAAAAAACfgaOl6amqSBgw4seOm0bQDAAAAANAJhmFo+/ZDWrUq1yVdHzkyQrNnJ8jHx/OEr4OmHQAAAACADqqoqJfdnqmcnEprLDDQTNeTk7vuW8lo2gEAAAAAaCfDMLRtm5muNzY60/VRoyI0a1bXpOst0bQDAAAAANAO5eV1stuzlJvrTNeDgnyUmpqkpKTgbrlOmnYAAAAAAI7BMAxt3Vqk1avzXNL1MWMiNXNmvLy9uzZdb4mmHQAAAACAoygrq5Pdnqm8vCprLDjYR2lpyUpICOr266dpBwAAAADgCIZhaMuWIq1Zk6emJme6PnZslGbMiOvWdL0lmnYAAAAAAFooLa2V3Z6l/Hxnuh4S4qu0tCTFx3d/ut4STTsAAAAAADLT9c2bC7V2bb5Luj5uXJRmzIiXl5fHSa+Jph0AAAAA0O+VlNTKbs9UQUG1NRYa6qu0tGTFxQW6rS6adgAAAABAv+VwNKfreXI4DGt8woRoTZsW55Z0vSWadgAAAABAv1RcXCO7PUuFhc50PSzMTNdjY92XrrdE0w4AAAAA6FccDkMbNxZo/fp8K1232WyaMCFaU6fGuj1db4mmHQAAAADQbxw6VCO7PVNFRTXWWFiYr9LTkxUT0zPS9ZZo2gEAAAAAfZ7DYWjDhnxt2FDgkq5PnGim656ePSddb4mmHQAAAADQpxUVVWvx4kwVF9daYxERfkpLS1Z0dIAbKzs+mnYAAAAAQJ/U1OTQhg0F2rChQIbhTNcnT47R5MkxPTZdb4mmHQAAAADQ5xQWVstub52up6cnKyqqZ6frLdG0AwAAAAD6jKYmh9aty9emTYVWuu7h0Zyux8rDw+bmCjuGph0AAAAA0CcUFFTJbs9SSYkzXY+M9Fd6erIiI/3dWFnn0bQDAAAAAHq1piaH1q7N1+bNrun6lCmxmjQpptel6y3RtAMAAAAAeq38/CrZ7ZkqLa2zxqKizHQ9IqJ3pust0bQDAAAAAHqdxkaH1q7N0+bNhdaYh4dN06bFacKE6F6drrdE0w4AAAAA6FXy8sx0vazMma7HxAQoLS1Z4eF+bqys69G0AwAAAAB6hcZGh1avztV33xVZY56eHpo2LVbjx/eddL0lmnYAAAAAQI+Xm1spuz1L5eWu6Xp6erLCwvpWut4STTsAAAAAoMdqaGjS6tV52rrVNV2fPj1O48dHyWbre+l6SzTtAAAAAIAeKSenUnZ7pioq6q2xuLhApaUlKzTU142VnTw07QAAAACAHqWhoUmrVuVq27ZD1piXl4dmzIjT2LF9P11viaYdAAAAANBjZGdXyG7PUmWlM12Pjw9SWlqSQkL6R7reEk07AAAAAMDt6uubtHJljnbsKLbGvLw8NHNmvMaMiexX6XpLNO0AAAAAALfKyqrQkiWu6XpCQpBSU/tnut4STTsAAAAAwC3q65uUkZGjnTud6bq3t5mujx7df9P1lmjaAQAAAAAn3cGD5Vq6NEtVVQ3WWGJikFJTkxUc7OPGynoWmnYAAAAAwElTV9eojIwc7dpVYo15e3to9uwEjRoV6cbKeiaadgAAAADASXHgQJmWLs1WdbUzXU9KClZqapKCgkjX20LTDgAAAADoVrW1jVqxIkd79jjTdR8fT82enaCRIyPcWFnPR9MOAAAAAOg2+/eXaenSLNXUNFpjAwaEaN68RAUGkq4fD007AAAAAKDL1dY2avnybH3/fak15uPjqZSUBI0YQbreXjTtAAAAAIAutXdvqZYty1ZtrTNdHzgwRPPmJSkgwNuNlfU+NO0AAAAAgC5RU9Og5ctztHdvqTXm6+upOXMSNWxYuPsK68Vo2gEAAAAAJ+z770u1fLlruj5oUKjmzk0kXT8BNO0AAAAAgE6rrm7QsmXZ2r+/zBrz8/PSnDmJGjo0zH2F9RE07QAAAACATtmzp0TLl2errq7JGhsyJExz5iTI3590vSvQtAMAAAAAOqS6ukFLl2bpwIFya8zPz0tz5yZqyJAw9xXWB9G0AwAAAADabdeuYq1YkaP6eme6PnRomObMSZSfHy1mV+MeBQAAAAAcV1VVvZYuzdbBg8503d/fTNcHDw5zX2F9HE07AAAAAOCYdu4sVkaGa7o+bFi4UlISSNe7GfcuAAAAAKBNlZX1WrIkS1lZFdZYQIC35s5N1KBBoW6srP+gaQcAAAAAtLJjxyFlZOSoocFhjY0YEa7ZsxPk60srebJwTwMAAAAALEdL11NTkzRgQIgbK+ufaNoBAAAAADIMQ9u3H9KqVbku6frIkRGaPTtBPj6ebqyu/6JpBwAAAIB+rqKiXnZ7pnJyKq2xwEAzXU9OJl13J5p2AAAAAOinDMPQtm1mut7Y6EzXR42K0KxZpOs9AU07AAAAAPRD5eV1stuzlJvrTNeDgnyUmpqkpKRgN1aGlmjaAQAAAKAfMQxDW7cWafXqPJd0fcyYSM2YEU+63sPQtAMAAABAP1FWVie7PVN5eVXWWHCwj9LSkpWQEOTGynA0NO0AAAAA0McZhqEtW4q0Zk2empqc6frYsVGaMSNO3t6k6z0VTTsAAAAA9GGlpbWy27OUn+9M10NCfJWamkS63gvQtAMAAABAH2QYhjZvLtTatfku6fq4cVGaMSNeXl4ebqwO7UXTDgAAAAB9TElJrez2TBUUVFtjISG+Sk9PVlxcoBsrQ0fRtAMAAABAH+FwNKfreXI4DGt8woRoTZsWR7reC9G0AwAAAEAfUFxcI7s9S4WFznQ9NNRM12NjSdd7K5p2AAAAAOjFHA5DGzcWaP36fCtdt9lsmjAhWlOnxpKu93I07QAAAADQSxUX12jx4kwVFdVYY2FhZroeE0O63hfQtAMAAABAL+NwGNqwIV8bNhS4pOsTJ5rpuqcn6XpfQdMOAAAAAL1IUVG17PYsHTrkTNfDw/2Unp6s6OgAN1aG7kDTDgAAAAC9gMNhaP36fG3c6JquT54co8mTY0jX+yiadgAAAADo4QoLq2W3Z6q4uNYai4gw0/WoKNL1voymHQAAAAB6qKYmh9aty9emTYUyDDNd9/BoTtdj5eFhc3OF6G407QAAAADQAxUUVMluz1JJiTNdj4z0V3p6siIj/d1YGU4mmnYAAAAA6EGamhxauzZfmze7putTpsRq0qQY0vV+hqYdAAAAAHqI/Pwq2e2ZKi2ts8aiosx0PSKCdL0/omkHAAAAADdrbHRo7do8bd5caI15eNg0dWqsJk4kXe/PaNoBAAAAwI3y8sx0vazMma5HRwcoPT1Z4eF+bqwMPQFNOwAAAAC4QWOjQ2vW5GnLFme67unpoWnTYjV+fDTpOiTRtAMAAADASZebWym7PUvl5c50PSbGTNfDwkjX4UTTDgAAAAAnSUNDk1avztPWrUXWmKenh6ZPj9P48VGy2UjX4YqmHQAAAABOgpycStntmaqoqLfG4uIClZaWrNBQXzdWhp6Mph0AAAAAulFDQ5NWrcrVtm2HrDEvLzNdHzeOdB3HRtMOAAAAAN0kO7tCdnuWKitd0/X09GSFhJCu4/ho2gEAAACgi9XXm+n69u2u6frMmfEaMyaSdB3tRtMOAAAAAF0oK6tCS5a4pusJCUFKTU0iXUeH0bQDAAAAQBeor2/SypU52rGj2Brz9jbT9dGjSdfROTTtAAAAAHCCDh4s19KlWaqqarDGEhODlJqarOBgHzdWht6Oph0AAAAAOqmurlEZGTnatavEGvP29tCsWQkaPTrSjZWhr6BpBwAAAIBOOHCgTEuXZqu62pmuJyUFKzU1SUFBpOvoGjTtAAAAANABdXWNWrEiR7t3O9N1Hx9PzZ6doJEjI9xYGfoimnYAAAAAaKf9+8u0dGmWamoarbEBA0I0b16iAgNJ19H1aNoBAAAA4Dhqa810fc8e13Q9JSVBI0aQrqP70LQDAAAAwDHs3Vuq5cuzW6XrqalJCgjwdmNl6A9o2gEAAACgDTU1DVq+PEd795ZaY76+nkpJSdTw4eHuKwz9Ck07AAAAABzh++/NdL221pmuDxoUqrlzE0nXcVLRtAMAAADAYTU1DVq2LFv79pVZY35+XpozJ1FDh4a5rzD0WzTtAAAAACBpz54SLV+erbq6Jmts8GAzXff3J12He9C0AwAAAOjXqqvNdH3/ftd0fe7cRA0ZEua+wgDRtAMAAADox3bvLtGKFa7p+pAhYZo7N1F+frRLcD+ehQAAAAD6naqqei1dmq2DB8utMX9/M10fPDjMfYUBR6BpBwAAANCv7NxZrIyMHNXXO9P1YcPClZKSQLqOHodnJAAAAIB+obKyXkuXZikzs8IaCwjw1ty5iRo0KNSNlQFHR9MOAAAAoM/bseOQVq7MdUnXhw8303VfX9oi9Fw8OwEAAAD0WZWV9VqyJEtZWa7pempqkgYMCHFjZUD70LQDAAAA6JO2bz+klStz1NDgsMZGjAjX7Nmk6+g9eKYCAAAA6FMqKuplt2cqJ6fSGgsMNNP15GTSdfQuNO0AAAAA+gTDMLRt2yGtWpWrxkZnuj5qVIRmzUqQj4+nG6sDOoemHQAAAECvV15eJ7s9S7m5znQ9KMhHqalJSkoKdmNlwImhaQcAAADQaxmGoa1bi7R6dZ5Luj56dKRmzownXUevR9MOAAAAoFcqK6uT3Z6pvLwqaywoyEdpaUlKTCRdR99A0w4AAACgVzEMQ999V6Q1a1zT9TFjzHTd25t0HX0HTTsAAACAXqO0tFZ2e5by853penCwj9LSkpWQEOTGyoDuQdMOAAAAoMczDEObNxdq7dp8NTU50/Vx46I0Y0a8vLw83Fgd0H3c+sxubGzU7373Ow0ePFj+/v4aMmSI/vCHP8jhcL4IDcPQfffdp4SEBPn7+ys9PV1bt251WU9dXZ1uuukmRUVFKTAwUOeff76ysrJO9s0BAAAA0A1KS2v14Yd7tGpVrtWwh4T46vzzhyklJZGGHX2aW5/df/7zn/XMM8/oqaee0vbt2/Xwww/rkUce0d/+9jdrmYcffliPP/64nnrqKa1Zs0ZxcXE6/fTTVVFRYS2zcOFCvf/++3rzzTe1bNkyVVZW6txzz1VTU5M7bhYAAACALuBwGNq4sUDvvrtbBQXV1vj48dG65JIRiosLdGN1wMlhMwzDcNeVn3vuuYqNjdULL7xgjV188cUKCAjQa6+9JsMwlJCQoIULF+rOO++UZKbqsbGx+vOf/6zrrrtOZWVlio6O1muvvabLL79ckpSTk6Pk5GR9+umnOvPMM49bR3l5uUJDQ1VWVqaQkJDuubEAAAAA2q24uEZ2e5YKC53Nemior9LTkxUbS7OO3q+9fahbk/a5c+fq66+/1q5duyRJmzZt0rJly3T22WdLkvbt26e8vDydccYZ1mV8fX2VlpamFStWSJLWrVunhoYGl2USEhI0btw4a5kj1dXVqby83OUHAAAAgPs5HIY2bMjXe+/tthp2m82mCROidfHFI2jY0e+49UB0d955p8rKyjRq1Ch5enqqqalJf/rTn/SjH/1IkpSXlydJio2NdblcbGysDhw4YC3j4+Oj8PDwVss0X/5IixYt0v3339/VNwcAAADACSgurtHixZkqKqqxxsLCzHQ9JoZmHf2TW5v2t956S6+//rr+/e9/a+zYsdq4caMWLlyohIQEXX311dZyNpvN5XKGYbQaO9Kxlrnrrrt0yy23WKfLy8uVnJx8ArcEAAAAQGc1p+sbNhTI4TD33rXZbJo4MVpTp8bK05MDzaH/cmvTfvvtt+u3v/2trrjiCknS+PHjdeDAAS1atEhXX3214uLiJJlpenx8vHW5goICK32Pi4tTfX29SkpKXNL2goICpaSktHm9vr6+8vX17a6bBQAAAKCdDh0y0/VDh5zpeni4n9LTkxUdHeDGyoCewa0fWVVXV8vDw7UET09P6yvfBg8erLi4OP3vf/+zzq+vr5fdbrca8qlTp8rb29tlmdzcXH333XdHbdoBAAAAuJfDYWjt2jy9//5uq2G32WyaPDlGF100nIYdOMytSft5552nP/3pTxowYIDGjh2rDRs26PHHH9eCBQskmS/ahQsX6sEHH9Tw4cM1fPhwPfjggwoICNCVV14pSQoNDdW1116rW2+9VZGRkYqIiNBtt92m8ePH67TTTnPnzQMAAADQhqKiai1enKni4lprLCLCTNejomjWgZbc2rT/7W9/0+9//3tdf/31KigoUEJCgq677jrdc8891jJ33HGHampqdP3116ukpEQzZ87Ul19+qeDgYGuZJ554Ql5eXrrssstUU1Oj+fPn6+WXX5anp6c7bhYAAACANjQ1ObR+fb42bixU8zdPe3jYNGlSjKZMiZWHx7GPWwX0R279nvaegu9pBwAAALpXYaGZrpeUONP1yEh/pacnKzLS342VAe7R3j7UrUk7AAAAgL6tqcmhdevytWmTa7o+ZUqsJk2KIV0HjoOmHQAAAEC3KCio0uLFmSotrbPGoqLMdD0ignQdaA+adgAAAABdqrHRobVr87RlS5FLuj51aqwmTiRdBzqCph0AAABAl8nLq5LdnqmyMme6Hh0doPT0ZIWH+7mxMqB3omkHAAAAcMIaGx1asyZPW7YUWmOenh6aOjVWEyZEk64DnUTTDgAAAOCE5OZWym7PUnm5M12PiTHT9bAw0nXgRNC0AwAAAOiUxkaHVq/O1XffFVljnp4emj49TuPHR8lmI10HThRNOwAAAIAOy8mplN2eqYqKemssNjZQaWlJpOtAF6JpBwAAANBuDQ1NWrUqV9u2HbLGvLzMdH3cONJ1oKvRtAMAAABol+zsCtntWaqsdKbrcXGBSk9PVkiIrxsrA/oumnYAAAAAx1Rfb6br27e7puszZsRp7FjSdaA70bQDAAAAOKqsrAotWeKarickBCk1NYl0HTgJaNoBAAAAtFJf36SVK3O0Y0exNebl5aFZs+I1enQk6TpwktC0AwAAAHBx8GC5li7NUlVVgzWWkBCktLRkBQf7uLEyoP+haQcAAAAgSaqra1RGRo527Sqxxry9PTRrVoJGj450Y2VA/0XTDgAAAEAHDpRp6dJsVVc70/WkpGClpiYpKIh0HXAXmnYAAACgH6ura9SKFTnavduZrvv4eGrWrHiNGkW6DrgbTTsAAADQT+3fX6alS7NUU9NojSUnm+l6YCDpOtAT0LQDAAAA/UxtrZmu79njmq6npCRoxIgIN1YG4Eg07QAAAEA/sm9fqZYty3ZJ1wcMCNG8eYmk60APRNMOAAAA9AM1NQ1avjxHe/eWWmO+vp5KSUnU8OHh7isMwDHRtAMAAAB93N69ZrpeW+tM1wcNCtXcuYkKCPB2Y2UAjoemHQAAAOijamoatGxZtvbtK7PG/Py8lJKSoGHDSNeB3oCmHQAAAOiD9uwp0fLl2aqra7LGBg8203V/f9J1oLegaQcAAAD6kOpqM13fv981XZ87N1FDhoS5rzAAnULTDgAAAPQRu3eXaMUK13R9yJAwzZ2bKD8/3voDvRGvXAAAAKCXq65u0JIlWTp4sNwa8/c30/XBg8PcVxiAE0bTDgAAAPRiu3YVa8WKHNXXO9P1YcPClZKSQLoO9AG8igEAAIBeqKqqXkuWZCkzs8Ia8/f30rx5SRo0KNSNlQHoSjTtAAAAQC+zY8chrVyZ65KuDx9upuu+vrzFB/oSXtEAAABAL1FZaabrWVnOdD0gwFupqUkaMCDEjZUB6C407QAAAEAvsH37Ia1cmaOGBoc1NmJEuGbPJl0H+jJe3QAAAEAPVlFRryVLMpWdXWmNBQaa6XpyMuk60NfRtAMAAAA9kGEYh9P1XDU2OtP1UaMiNGtWgnx8PN1YHYCThaYdAAAA6GHKy+u0ZEmWcnKc6XpQkI9SU5OUlBTsxsoAnGw07QAAAEAPYRiGtm4t0urVeS7p+ujRkZo5M550HeiHaNoBAACAHqC8vE6LF2cqL6/KGgsK8lFaWpISE0nXgf6Kph0AAABwI8Mw9N13RVqzxjVdHzPGTNe9vUnXgf6Mph0AAABwk9LSWtntWcrPd6brwcE+SktLVkJCkBsrA9BT0LQDAAAAJ5lhGNqyxUzXm5qc6fq4cVGaMSNeXl4ebqwOQE9C0w4AAACcRKWltVq8OFMFBdXWWEiIr9LSkhQfT7oOwBVNOwAAAHASOByGNm8u1Lp1+S7p+vjx0Zo+PY50HUCbaNoBAACAblZSYqbrhYXOdD001FdpacmKiwt0Y2UAejqadgAAAKCbOByGNm0q0Lp1+XI4DEmSzWbT+PFRmjaNdB3A8dG0AwAAAN2guLhGixdnqqioxhoLC/NVenqyYmJI1wG0D007AAAA0IUcDkMbNxZo/XrXdH3ixGhNnRorT0/SdQDtR9MOAAAAdJFDh8x0/dAhZ7oeHu6ntLQk0nUAnULTDgAAAJwgh8PQ+vX52rixwCVdnzQpWlOmkK4D6DyadgAAAOAEFBVVa/HiTBUX11pjERF+Sk9PVlRUgBsrA9AX0LQDAAAAndDU5DicrhfKMMx03cPDpkmTYjRlSqw8PGxurhBAX0DTDgAAAHRQYaGZrpeUONP1yEh/paUlka4D6FI07QAAAEA7NTU5tG5dvjZtck3Xp0yJ1aRJMaTrALocTTsAAADQDgUFVVq8OFOlpXXWWFSUv9LTkxUR4e/GygD0ZTTtAAAAwDE0Njq0dm2etmwpcknXp06N1cSJpOsAuhdNOwAAAHAU+flmul5W5kzXo6MDlJaWRLoO4KSgaQcAAACO0Njo0Jo1edqypdAa8/Cwadq0OE2YEE26DuCkoWkHAAAAWsjLM9P18nJnuh4TE6C0tGSFh/u5sTIA/RFNOwAAACAzXV+9OlfffVdkjXl6emj69DiNHx8lm410HcDJR9MOAACAfi8np1JLlmS5pOuxsYFKS0tSWBjpOgD3oWkHAABAv9XQ0KRVq3K1bdsha8zLy0zXx40jXQfgfjTtAAAA6Jeysyu0ZEmWKirqrbG4uEClpSUrNNTXjZUBgBNNOwAAAPqV+nozXd++3TVdnzEjTmPHkq4D6Flo2gEAANBvZGWZ6XplpTNdj48PUlpakkJCSNcB9Dw07QAAAOjz6uubtHJljnbsKLbGvLw8NGtWvEaPjiRdB9Bj0bQDAACgT8vMLNeSJVmqqmqwxhISgpSWlqzgYB83VgYAx0fTDgAAgD6prq5RGRk52rWrxBrz9vbQrFkJGj060o2VAUD70bQDAACgzzl40EzXq6ud6XpSUrBSU5MUFES6DqD3oGkHAABAn1FX16gVK3K0e7czXffx8dSsWfEaNYp0HUDvQ9MOAACAPmH//jItW5btkq4nJwdr3jzSdQC9F007AAAAerXaWjNd37PHNV1PSUnQiBERbqwMAE4cTTsAAAB6rX37SrVsWbZqahqtsQEDQjRvXqICA0nXAfR+NO0AAADodWprG7VsWbb27i21xnx9PZWSkqjhw8PdVxgAdDGadgAAAPQqe/ea6XptrTNdHzgwRPPmJSkgwNuNlQFA16NpBwAAQK9QU9OgZcuytW9fmTXm6+upOXMSNWwY6TqAvommHQAAAD3enj0lWrEixyVdHzw4VHPnJsrfn3QdQN9F0w4AAIAeq7raTNf373em635+Xpo7N1FDhoS5rzAAOElo2gEAANAj7d5dohUrslVX12SNDRkSprlzE+Xnx9tYAP0DWzsAAAD0KNXVDVqyJEsHD5ZbY6TrAPormnYAAAD0GLt2FWvFihzV1zvT9WHDwpWSkkC6DqBfYssHAAAAt6uqqteSJVnKzKywxvz9vTRvXpIGDQp1Y2UA4F407QAAAHCrHTsOaeXKXJd0ffhwM1339eXtKoD+ja0gAAAA3KKy0kzXs7Kc6XpAgLfmzUvUwIGk6wAg0bQDAADADbZvP6SVK3PU0OCwxkaMCNfs2aTrANASW0QAAACcNBUV9VqyJFPZ2ZXWWGCgt+bNS9KAASFurAwAeiaadgAAAHQ7wzAOp+u5amx0puujRkVo1qwE+fh4urE6AOi5aNoBAADQrcrL67RkSZZycpzpelCQj1JTk5SUFOzGygCg56NpBwAAQLcwDENbtxZp9eo8l3R99OhIzZwZT7oOAO1A0w4AAIAuV15eJ7s9S7m5rul6WlqSEhNJ1wGgvWjaAQAA0GUMw9B33xVpzRrXdH3MGDNd9/YmXQeAjqBpBwAAQJcoLa2V3Z6l/Pwqayw42EdpaclKSAhyY2UA0HvRtAMAAOCEGIahLVvMdL2pyZmujxsXpenT40jXAeAE0LQDAACg00pLa7V4caYKCqqtsZAQX6WlJSk+nnQdAE4UTTsAAAA6zOEwtHlzodaty3dJ18ePj9b06XHy8vJwY3UA0HfQtAMAAKBDSkrMdL2w0Jmuh4b6Ki0tWXFxgW6sDAD6Hpp2AAAAtIvDYWjTpgKtW5cvh8OwxidMiNa0aaTrANAdaNoBAABwXMXFNVq8OFNFRTXWWFiYma7HxpKuA0B3oWkHAADAUTkchjZuLND69c503WazaeLEaE2dGitPT9J1AOhONO0AAABo06FDZrp+6JAzXQ8P91NaWpJiYkjXAeBkoGkHAACAC4fD0Pr1+dq4scAlXZ80KVpTppCuA8DJRNMOAAAAS1FRtRYvzlRxca01FhHhp/T0ZEVFBbixMgDon2jaAQAAoKYmx+F0vVCGYabrHh42TZoUoylTYuXhYXNzhQDQP9G0AwAA9HOFhWa6XlLiTNcjI/2VlpZEug4AbkbTDgAA0E81NTm0bl2+Nm1yTdenTInVpEkxpOsA0APQtAMAAPRDBQVVWrw4U6WlddZYVJS/0tKSFRnp78bKAAAt0bQDAAD0I42NZrq+ebNruj51aqwmTiRdB4CehqYdAACgn8jPN9P1sjJnuh4dHaC0tCRFRJCuA0BPRNMOAADQxzU2OrRmTZ62bCm0xjw8bJo2LU4TJkSTrgNAD0bTDgAA0Ifl5Znpenm5M12PiQlQWlqywsP93FgZAKA9aNoBAAD6oMZGh1avztV33xVZY56eHpo+PU7jx0fJZiNdB4DegKYdAACgj8nNrZTdnuWSrsfGBiotLUlhYaTrANCb0LQDAAD0EQ0NTVq9Ok9bt7qm6zNmxGncONJ1AOiNaNoBAAD6gJycStntmaqoqLfG4uIClZaWrNBQXzdWBgA4ER7uLiA7O1tXXXWVIiMjFRAQoEmTJmndunXW+YZh6L777lNCQoL8/f2Vnp6urVu3uqyjrq5ON910k6KiohQYGKjzzz9fWVlZJ/umAAAAnHT19U1aujRL//3v91bD7uXloZSUBJ133lAadgDo5dzatJeUlGjOnDny9vbWZ599pm3btumxxx5TWFiYtczDDz+sxx9/XE899ZTWrFmjuLg4nX766aqoqLCWWbhwod5//329+eabWrZsmSorK3XuueeqqanJDbcKAADg5MjKqtA77+zS9u2HrLH4+CBdcskIjRsXzXR4AOgDbIZhGO668t/+9rdavny5li5d2ub5hmEoISFBCxcu1J133inJTNVjY2P15z//Wdddd53KysoUHR2t1157TZdffrkkKScnR8nJyfr000915plnHreO8vJyhYaGqqysTCEhIV13AwEAALpBfX2TVq7M0Y4dxdaYl5eHZs2K1+jRkTTrANALtLcPdWvS/tFHH2natGm69NJLFRMTo8mTJ+v555+3zt+3b5/y8vJ0xhlnWGO+vr5KS0vTihUrJEnr1q1TQ0ODyzIJCQkaN26ctcyR6urqVF5e7vIDAADQG2Rmluvtt3e6NOwJCUG69NKRGjOGg80BQF/j1qZ97969evrppzV8+HB98cUX+uUvf6lf//rXevXVVyVJeXl5kqTY2FiXy8XGxlrn5eXlycfHR+Hh4Udd5kiLFi1SaGio9ZOcnNzVNw0AAKBL1dc3yW7P1Gef7VNVVYMkydvbQ/PmJencc4cqONjHzRUCALqDW48e73A4NG3aND344IOSpMmTJ2vr1q16+umn9dOf/tRa7shPjA3DOO6nyMda5q677tItt9xinS4vL6dxBwAAPdbBg+VasiRL1dUN1lhSUrBSU5MUFESzDgB9mVub9vj4eI0ZM8ZlbPTo0Xr33XclSXFxcZLMND0+Pt5apqCgwErf4+LiVF9fr5KSEpe0vaCgQCkpKW1er6+vr3x9OZIqAADo2erqGrViRY527y6xxry9PTR7doJGjYp0Y2UAgJPFrdPj58yZo507d7qM7dq1SwMHDpQkDR48WHFxcfrf//5nnV9fXy+73W415FOnTpW3t7fLMrm5ufruu++O2rQDAAD0dAcOlOntt3e5NOzJycG69NKRNOwA0I+4NWn/zW9+o5SUFD344IO67LLLtHr1aj333HN67rnnJJnT4hcuXKgHH3xQw4cP1/Dhw/Xggw8qICBAV155pSQpNDRU1157rW699VZFRkYqIiJCt912m8aPH6/TTjvNnTcPAACgw2przXR9zx5ns+7j46mUlASNGBHhxsoAAO7g1qZ9+vTpev/993XXXXfpD3/4gwYPHqwnn3xSP/7xj61l7rjjDtXU1Oj6669XSUmJZs6cqS+//FLBwcHWMk888YS8vLx02WWXqaamRvPnz9fLL78sT09Pd9wsAACATtm3r1TLlmWrpqbRGhswIETz5iUqMJB91wGgP3Lr97T3FHxPOwAAcKfa2kYtX56t778vtcZI1wGgb2tvH+rWpB0AAKC/27vXTNdra53p+sCBIZo3L0kBAd5urAwA0BPQtAMAALhBTU2Dli/P0d69pdaYr6+n5sxJ1LBh4Ue/IACgX6FpBwAAOMm+/75Uy5e7puuDBoVq7txE0nUAgAuadgAAgJOkurpBy5Zla//+MmvMz89Lc+YkaujQMPcVBgDosTr1Pe1Lly7VVVddpdmzZys7O1uS9Nprr2nZsmVdWhwAAEBfsWdPid5+e6dLwz5kSJguvXQEDTsA4Kg63LS/++67OvPMM+Xv768NGzaorq5OklRRUaEHH3ywywsEAADozaqrG/TFF/v0zTcHVVfXJMlM1087baBOO22g/P2ZDg8AOLoON+0PPPCAnnnmGT3//PPy9nb+k0lJSdH69eu7tDgAAIDebNeuYv3nPzt14EC5NTZ0aJguu2ykhgwJc19hAIBeo8P7tO/cuVOpqamtxkNCQlRaWtoVNQEAAPRqVVX1Wro0WwcPOpt1f38vzZuXpEGDQt1YGQCgt+lw0x4fH689e/Zo0KBBLuPLli3TkCFDuqouAACAXmnnzmJlZOSovr7JGhs+PFyzZyfIz49jAAMAOqbD/zmuu+463XzzzXrxxRdls9mUk5OjjIwM3Xbbbbrnnnu6o0YAAIAer7KyXkuWZCkrq8IaCwjw1rx5iRo4kHQdANA5HW7a77jjDpWVlemUU05RbW2tUlNT5evrq9tuu0033nhjd9QIAADQo+3YcUgZGTlqaHBYYyNGmOm6ry/pOgCg82yGYRiduWB1dbW2bdsmh8OhMWPGKCgoqKtrO2nKy8sVGhqqsrIyhYSEuLscAADQS1RU1GvJkkxlZ1daY4GB3po3L0kDBvCeAgBwdO3tQzt89PgFCxaooqJCAQEBmjZtmmbMmKGgoCBVVVVpwYIFJ1Q0AABAb2AYhrZtK9I77+x0adhHjozQpZeOpGEHAHSZDiftnp6eys3NVUxMjMt4UVGR4uLi1NjY2KUFngwk7QAAoL3Ky+u0ZEmWcnJc0/XU1CQlJ/M+AgDQPu3tQ9u9k1V5ebkMw5BhGKqoqJCfn591XlNTkz799NNWjTwAAEBfYabrh7RqVa4aG537ro8eHamZM+Pl4+PpxuoAAH1Vu5v2sLAw2Ww22Ww2jRgxotX5NptN999/f5cWBwAA0BOUl9fJbs9Sbq4zXQ8K8lFqapKSkoLdWBkAoK9rd9P+7bffyjAMnXrqqXr33XcVERFhnefj46OBAwcqISGhW4oEAABwB8MwtHVrkVavznNJ18eMMdN1b2/SdQBA92p3056WliZJ2rdvn5KTk+Xh0eFj2AEAAPQaZWV1stszlZdXZY0FB/soLS1ZCQm991tzAAC9S4e/OHTgwIGSzK98O3jwoOrr613OnzBhQtdUBgAA4AaGYWjLliKtWZOnpiZnuj52bJRmzIgjXQcAnFQdbtoLCwv1s5/9TJ999lmb5zc1NZ1wUQAAAO5QWlqrxYszVVBQbY2FhPgqLS1J8fGk6wCAk6/Dc9wXLlyokpISrVy5Uv7+/vr888/1yiuvaPjw4froo4+6o0YAAIBu5XAY2rSpQO++u9ulYR83LkqXXDKChh0A4DYdTtq/+eYbffjhh5o+fbo8PDw0cOBAnX766QoJCdGiRYt0zjnndEedAAAA3aKkxEzXCwudzXpoqK/S0pIVFxfoxsoAAOhE015VVWV9H3tERIQKCws1YsQIjR8/XuvXr+/yAgEAALqDw2Fo8+ZCrV2bJ4fDsMYnTIjWtGlx8vLioLsAAPfrcNM+cuRI7dy5U4MGDdKkSZP07LPPatCgQXrmmWcUHx/fHTUCAAB0qeLiGi1enKmiohprLCzMTNdjY0nXAQA9R4eb9oULFyo3N1eSdO+99+rMM8/Uv/71L/n4+Ojll1/u6voAAAC6jMNhaOPGAq1fn2+l6zabTRMmRGvq1FjSdQBAj2MzDMM4/mJHV11drR07dmjAgAGKiorqqrpOqvLycoWGhqqsrEwhISHuLgcAAHSDQ4dqZLe7puvh4X5KS0tSTAzpOgDg5GpvH9rhpP1IAQEBmjJlyomuBgAAoFs4HIY2bMjXhg0FLun6xIlmuu7pSboOAOi5Oty0G4ahd955R99++60KCgrkcDhczn/vvfe6rDgAAIATUVRUrcWLM1VcXGuNRUT4KS0tWdHRAW6sDACA9ulw037zzTfrueee0ymnnKLY2FjZbLbuqAsAAKDTmpoc2rChQBs2FKh5T0CbzabJk2M0eXIM6ToAoNfocNP++uuv67333tPZZ5/dHfUAAACckMJCM10vKXGm65GR/kpLS1JUFOk6AKB36XDTHhoaqiFDhnRHLQAAAJ3W1OTQunX52rSp0ErXPTya0/VYeXgwOxAA0Pt0eG7Yfffdp/vvv181NTXHXxgAAOAkKCio0rvv7tLGjc7p8FFR/rrwwuGaOjWOhh0A0Gt1OGm/9NJL9cYbbygmJkaDBg2St7e3y/nr16/vsuIAAACOpbHRTNc3b3ZN16dMidWkSTE06wCAXq/DTfs111yjdevW6aqrruJAdAAAwG3y86tkt2eqtLTOGouK8ld6erIiIvzdWBkAAF2nw037J598oi+++EJz587tjnoAAACOqbHRobVr87R5c6E15uFh07RpcZowIZp0HQDQp3S4aU9OTlZISEh31AIAAHBMeXlVWrw4U+XlznQ9JiZAaWnJCg/3c2NlAAB0jw4fiO6xxx7THXfcof3793dDOQAAAK01Njq0YkW2Pvpoj9Wwe3p6aObMeJ1//jAadgBAn9XhpP2qq65SdXW1hg4dqoCAgFYHoisuLu6y4gAAAHJzK2W3Z7mk67GxgUpLS1JYGM06AKBv63DT/uSTT3ZDGQAAAK4aGpq0enWetm4tssY8PT00fXqcxo+P4mC4AIB+ocNN+9VXX90ddQAAAFhyciplt2eqoqLeGouLC1RaWrJCQ33dWBkAACdXu5r28vJy6+Bz5eXlx1yWg9QBAIDOamho0qpVudq27ZA15uXloRkz4jR2LOk6AKD/aVfTHh4ertzcXMXExCgsLKzNf5iGYchms6mpqanLiwQAAH1fVlaFlizJUmWlM12Pjw9SWlqSQkJI1wEA/VO7mvZvvvlGERERkqRvv/22WwsCAAD9S319k1auzNGOHc6D2Xp5mUeGHzMmknQdANCvtatpT0tLs/4ePHiwkpOTW/0DNQxDmZmZXVsdAADo0zIzy7VkSZaqqhqssYSEIKWlJSs42MeNlQEA0DN0+EB0gwcPtqbKt1RcXKzBgwczPR4AABxXfX2TMjJytHOnM1339jbT9dGjSdcBAGjW4aa9ed/1I1VWVsrPj+9KBQAAx3bwoJmuV1c70/XERDNdDwoiXQcAoKV2N+233HKLJMlms+n3v/+9AgICrPOampq0atUqTZo0qcsLBAAAfUNdXaMyMnK0a1eJNebt7aHZsxM0alSkGysDAKDnanfTvmHDBklm0r5lyxb5+Dg/Cffx8dHEiRN12223dX2FAACg1ztwoExLl2a7pOtJScFKTU0iXQcA4Bja3bQ3HzX+Zz/7mf7yl7/wfewAAOC4amsbtWJFjvbscabrPj6emj07QSNHRrixMgAAeocO79P+0ksvuZwuLy/XN998o1GjRmnUqFFdVhgAAOjd9u0r1bJl2aqpabTGBgwI0bx5iQoMJF0HAKA9Oty0X3bZZUpNTdWNN96ompoaTZs2Tfv375dhGHrzzTd18cUXd0edAACgl6itbdTy5dn6/vtSa8zHx1MpKQkaMYJ0HQCAjvDo6AWWLFmiefPmSZLef/99GYah0tJS/fWvf9UDDzzQ5QUCAIDeY+/eUv3nPztdGvaBA0N02WUjadgBAOiEDiftZWVliogw/+l+/vnnuvjiixUQEKBzzjlHt99+e5cXCAAAer6amgYtX56jvXtLrTFfX0/NmZOoYcPC3VcYAAC9XIeb9uTkZGVkZCgiIkKff/653nzzTUlSSUkJ39MOAEA/9P33pVq+PFu1tc591wcNCtXcuYkKCPB2Y2UAAPR+HW7aFy5cqB//+McKCgrSwIEDlZ6eLsmcNj9+/Piurg8AAPRQ1dUNWrYsW/v3l1ljfn5emjMnUUOHhrmvMAAA+pAON+3XX3+9Zs6cqYMHD+r000+Xh4e5W/yQIUPYpx0AgH5iz54SLV+erbq6JmtsyJAwzZmTIH9/0nUAALqKzTAMw91FuFt5eblCQ0NVVlbG988DAHAM1dUNWro0SwcOlFtjfn5emjs3UUOGhLmvMAAAepn29qHtPnr8mDFjVFxcbJ3+xS9+ocLCQut0QUGBAgICOlkuAADo6XbtKtZ//rPTpWEfOjRMl102koYdAIBu0u6mfceOHWpsdB5g5s0331RFRYV12jAM1dbWdm11AADA7aqq6vX55/u0eHGm6uvN6fD+/l4644xBmj9/oPz8Ory3HQAAaKdO/5dta1a9zWY7oWIAAEDPsnNnsTIycqxmXZKGDQtXSkoCzToAACcB/20BAEArlZX1WrIkS1lZzll1AQHemjcvUQMHhrqxMgAA+pd2N+02m61Vkk6yDgBA37NjxyFlZOSoocFhjY0YEa7ZsxPk68vn/QAAnEzt/s9rGIbmz58vLy/zIjU1NTrvvPPk4+MjSS77uwMAgN7naOl6amqSBgzg21UAAHCHdjft9957r8vpCy64oNUyF1988YlXBAAATirDMLR9+yGtWpXrkq6PHBmh2bMT5OPj6cbqAADo3/iedvE97QCA/quiol52e6ZyciqtscBAM11PTuZ/IgAA3aW9fSg7pgEA0A8ZhqFt28x0vbHRma6PGhWhWbNI1wEA6Clo2gEA6GfKy+tkt2cpN9eZrgcF+Sg1NUlJScFurAwAAByJph0AgH7CMAxt3Vqk1avzXNL1MWMiNXNmvLy9SdcBAOhpaNoBAOgHysrqZLdnKi+vyhoLDvZRWlqyEhKC3FgZAAA4Fpp2AAD6MMMwtGVLkdasyVNTkzNdHzs2SjNmxJGuAwDQw7Wraf/rX//a7hX++te/7nQxAACg65SW1spuz1J+vjNdDwnxVVpakuLjSdcBAOgN2vWVb4MHD27fymw27d2794SLOtn4yjcAQF9iGIY2by7U2rX5Lun6uHFRmjEjXl5eHm6sDgAASF38lW/79u3rssIAAED3KSmpld2eqYKCamssNNRXaWnJiosLdGNlAACgMzq9T3t9fb327dunoUOHysuLXeMBAHAnh6M5Xc+Tw+GcRDdhQrSmTYsjXQcAoJfq8H/w6upqXXvttQoICNDYsWN18OBBSea+7A899FCXFwgAAI6tuLhGH364R6tX51oNe1iYry64YJhmzUqgYQcAoBfr8H/xu+66S5s2bdLixYvl5+dnjZ922ml66623urQ4AABwdA6HofXr8/Xee7tVWGhOh7fZbJo4MUYXXTRCsbFMhwcAoLfr8Lz2Dz74QG+99ZZmzZolm81mjY8ZM0bff/99lxYHAADaduhQjez2TBUV1VhjYWG+Sk9PVkwMzToAAH1Fh5v2wsJCxcTEtBqvqqpyaeIBAEDXczgMbdiQrw0bCqyp8Ga6Hq2pU2Pl6clUeAAA+pIO/2efPn26PvnkE+t0c6P+/PPPa/bs2V1XGQAAcFFUVK333tuldevyrYY9IsJPP/zhMM2YEU/DDgBAH9ThpH3RokX6wQ9+oG3btqmxsVF/+ctftHXrVmVkZMhut3dHjQAA9GtNTQ5t2FCgDRsKZBjOdH3y5BhNnhxDsw4AQB/W4f/yKSkpWr58uaqrqzV06FB9+eWXio2NVUZGhqZOndodNQIA0G8VFlbr/fd3a/36fKthj4jw04UXDtO0aXE07AAA9HE2o/kdQD9WXl6u0NBQlZWVKSQkxN3lAACgpiaH1q3L16ZNhVaz7uHRnK7HysOD48gAANCbtbcPbdf0+PLy8nZfMU0vAAAnpqCgSnZ7lkpKaq2xyEh/pacnKzLS342VAQCAk61dTXtYWFi7jwzf1NR0QgUBANBfNTU5tHZtvjZvdk3Xp0yJ1aRJMaTrAAD0Q+1q2r/99lvr7/379+u3v/2trrnmGuto8RkZGXrllVe0aNGi7qkSAIA+Lj+/SnZ7pkpL66yxqCgzXY+IIF0HAKC/6vA+7fPnz9fPf/5z/ehHP3IZ//e//63nnntOixcv7sr6Tgr2aQcAuEtjo0Nr1+Zp8+ZCa8zDw6Zp0+I0YUI06ToAAH1Ue/vQDh9yNiMjQ9OmTWs1Pm3aNK1evbqjqwMAoN/Ky6vSu+/ucmnYY2ICdPHFI5gODwAAJHWiaU9OTtYzzzzTavzZZ59VcnJylxQFAEBf1tjo0IoV2frooz0qKzOnw3t6emjmzHidf/4whYf7ublCAADQU7Rrn/aWnnjiCV188cX64osvNGvWLEnSypUr9f333+vdd9/t8gIBAOhLcnMrZbdnqbzcue96TEyA0tOTFRZGsw4AAFx16nvas7Ky9I9//EM7duyQYRgaM2aMfvnLX/bapJ192gEA3a2hoUmrV+dp69Yia8zT00PTp8dp/Piodn9LCwAA6Bva24d2qmnva2jaAQDdKSenUnZ7pioq6q2xuLhApaUlKzTU142VAQAAd2lvH9rh6fGSVFpaqhdeeEHbt2+XzWbTmDFjtGDBAoWGhna6YAAA+pqGhiatWpWrbdsOWWNeXh6aMSNOY8eSrgMAgOPrcNK+du1anXnmmfL399eMGTNkGIbWrl2rmpoaffnll5oyZUp31dptSNoBAF0tO7tCdnuWKiud6Xp8fJDS0pIUEkK6DgBAf9dt0+PnzZunYcOG6fnnn5eXlxnUNzY26uc//7n27t2rJUuWnFjlbkDTDgDoKvX1TVq5Mkc7dhRbY15e5pHhx4yJJF0HAACSurFp9/f314YNGzRq1CiX8W3btmnatGmqrq7uXMVuRNMOAOgKWVkVWrLENV1PSAhSairpOgAAcNVt+7SHhITo4MGDrZr2zMxMBQcHd7xSAAB6ufr6JmVk5GjnTme67u1tpuujR5OuAwCAzutw03755Zfr2muv1aOPPqqUlBTZbDYtW7ZMt99+u370ox91R40AAPRYBw+Wa+nSLFVVNVhjiYlBSk1NVnCwjxsrAwAAfUGHm/ZHH31UNptNP/3pT9XY2ChJ8vb21q9+9Ss99NBDXV4gAAA9UV1dozIycrRrV4k15u3todmzEzRqVKQbKwMAAH1Jp7+nvbq6Wt9//70Mw9CwYcMUEBDQ1bWdNOzTDgDoiAMHyrR0abaqq53pelJSsFJTkxQURLoOAACOr1u/p12SAgICNH78+M5eHACAXqe2tlErVuRozx5nuu7j46nZsxM0cmSEGysDAAB9Vbub9gULFrRruRdffLHTxQAA0FPt31+mpUuzVFPTaI0NGBCiefMSFRhIug4AALpHu5v2l19+WQMHDtTkyZPVyRn1AAD0OrW1jVq+PFvff19qjfn4eColJUEjRpCuAwCA7tXupv2Xv/yl3nzzTe3du1cLFizQVVddpYgI3qwAAPquvXtLtWxZtmprnen6wIEhmjcvSQEB3m6sDAAA9Bce7V3wH//4h3Jzc3XnnXfq448/VnJysi677DJ98cUXJO8AgD6lpqZBX311QF99dcBq2H19PXXqqQN05pmDadgBAMBJ0+mjxx84cEAvv/yyXn31VTU0NGjbtm0KCgrq6vpOCo4eDwBo9v33pVq+3DVdHzQoVHPnJtKsAwCALtPtR4+32Wyy2WwyDEMOh6OzqwEAoEeorm7QsmXZ2r+/zBrz8/PSnDmJGjo0zH2FAQCAfq3d0+Mlqa6uTm+88YZOP/10jRw5Ulu2bNFTTz2lgwcP9tqUHQCAPXtK9PbbO10a9iFDwnTppSNo2AEAgFu1O2m//vrr9eabb2rAgAH62c9+pjfffFORkZHdWRsAAN2qurpBS5dm6cCBcmvMz89Lc+cmasiQMPcVBgAAcFi792n38PDQgAEDNHnyZNlstqMu995773VZcScL+7QDQP+za1exVqzIUX19kzU2dGiY5sxJlJ9fp/ceAwAAaJcu36f9pz/96TGbdQAAeoOqqnotXZqtgwed6bq/v5muDx4c5r7CAAAA2tDupv3ll1/uxjIAAOh+O3cWKyPDNV0fNixcKSkJpOsAAKBH4h0KAKDPq6ys15IlWcrKqrDGAgK8NXduogYNCnVjZQAAAMdG0w4A6NN27DikjIwcNTQ4v550xIhwzZ6dIF9f/g0CAICerUNf+dadFi1aJJvNpoULF1pjhmHovvvuU0JCgvz9/ZWenq6tW7e6XK6urk433XSToqKiFBgYqPPPP19ZWVknuXoAQE9TWVmvTz/dqyVLsqyGPSDAWz/4wWClpw+gYQcAAL1Cj2ja16xZo+eee04TJkxwGX/44Yf1+OOP66mnntKaNWsUFxen008/XRUVzumNCxcu1Pvvv68333xTy5YtU2Vlpc4991w1NTUdeTUAgH7AMAxt21akt9/e6TIdfuTICF122UgNGMC3hAAAgN7D7U17ZWWlfvzjH+v5559XeHi4NW4Yhp588kndfffduuiiizRu3Di98sorqq6u1r///W9JUllZmV544QU99thjOu200zR58mS9/vrr2rJli7766it33SQAgJtUVNTrk0/2atmybCtdDwz01llnDVZaWrJ8fDzdXCEAAEDHuL1pv+GGG3TOOefotNNOcxnft2+f8vLydMYZZ1hjvr6+SktL04oVKyRJ69atU0NDg8syCQkJGjdunLVMW+rq6lReXu7yAwDovQzD0NatZrqek1NpjY8aFaFLLx2p5GTSdQAA0Du5dYe+N998U+vXr9eaNWtanZeXlydJio2NdRmPjY3VgQMHrGV8fHxcEvrmZZov35ZFixbp/vvvP9HyAQA9QHl5nez2LOXmOpv1oCAfpaYmKSkp2I2VAQAAnDi3Ne2ZmZm6+eab9eWXX8rPz++oy9lsNpfThmG0GjvS8Za56667dMstt1iny8vLlZyc3M7KAQA9QXO6vnp1nhobnUeGHzMmUjNmxDMVHgAA9Alua9rXrVungoICTZ061RpramrSkiVL9NRTT2nnzp2SzDQ9Pj7eWqagoMBK3+Pi4lRfX6+SkhKXtL2goEApKSlHvW5fX1/5+vp29U0CAJwkZWV1stszlZdXZY0FB/soLS1ZCQlBbqwMAACga7ltn/b58+dry5Yt2rhxo/Uzbdo0/fjHP9bGjRs1ZMgQxcXF6X//+591mfr6etntdqshnzp1qry9vV2Wyc3N1XfffXfMph0A0DsZhqHNmwv1zju7XBr2sWOjdMklI2jYAQBAn+O2pD04OFjjxo1zGQsMDFRkZKQ1vnDhQj344IMaPny4hg8frgcffFABAQG68sorJUmhoaG69tprdeuttyoyMlIRERG67bbbNH78+FYHtgMA9G6lpbWy27OUn+9s1kNCfJWamkSzDgAA+iy3HojueO644w7V1NTo+uuvV0lJiWbOnKkvv/xSwcHOAws98cQT8vLy0mWXXaaamhrNnz9fL7/8sjw92ZcRAPqC5nR97dp8NTU5910fNy5KM2bEy8vL7V+EAgAA0G1shmEY7i7C3crLyxUaGqqysjKFhPC1QADQU5SU1Mpuz1RBQbU1FhLiq/T0ZMXFBbqxMgAAgBPT3j60RyftAID+yeFoTtfz5HA4P1ueMCFa06bFka4DAIB+g6YdANCjFBfXyG7PUmGhM10PDTXT9dhY0nUAANC/0LQDAHoEh8PQxo0FWr8+30rXbTabJkyI1tSpsaTrAACgX6JpBwC4XXFxjRYvzlRRUY01FhZmpusxMaTrAACg/6JpBwC4jcNhaMOGfG3YUOCSrk+caKbrnp6k6wAAoH+jaQcAuEVRUbXs9iwdOuRM18PD/ZSenqzo6AA3VgYAANBz0LQDAE4qh8PQ+vX52rjRNV2fPDlGkyfHkK4DAAC0QNMOADhpCgurZbdnqri41hqLiDDT9ago0nUAAIAj0bQDALpdU5ND69bla9OmQhmGma57eDSn67Hy8LC5uUIAAICeiaYdANCtCgqqZLdnqaTEma5HRvorPT1ZkZH+bqwMAACg56NpBwB0i6Ymh9auzdfmza7p+pQpsZo0KYZ0HQAAoB1o2gEAXS4/v0p2e6ZKS+ussagoM12PiCBdBwAAaC+adgBAl2lsdGjt2jxt3lxojXl42DR1aqwmTiRdBwAA6CiadgBAl8jLM9P1sjJnuh4dHaD09GSFh/u5sTIAAIDei6YdAHBCGhsdWrMmT1u2ONN1T08PTZsWq/Hjo0nXAQAATgBNOwCg03JzK2W3Z6m83Jmux8SY6XpYGOk6AADAiaJpBwB0WENDk1avztPWrUXWmKenh6ZPj9P48VGy2UjXAQAAugJNOwCgQ3JyKmW3Z6qiot4ai4sLVFpaskJDfd1YGQAAQN9D0w4AaJeGhiatWpWrbdsOWWNeXma6Pm4c6ToAAEB3oGkHABxXdnaF7PYsVVa6puvp6ckKCSFdBwAA6C407QCAo6qvN9P17dtd0/WZM+M1Zkwk6ToAAEA3o2kHALQpK6tCS5a4pusJCUFKTU0iXQcAADhJaNoBAC7q65u0cmWOduwotsa8vDw0a1a8Ro8mXQcAADiZaNoBAJaDB8u1dGmWqqoarLHExCClpiYrONjHjZUBAAD0TzTtAADV1TUqIyNHu3aVWGPe3h6aNStBo0dHurEyAACA/o2mHQD6uQMHyrR0abaqq53pelJSsFJTkxQURLoOAADgTjTtANBP1dU1asWKHO3e7UzXfXw8NXt2gkaOjHBjZQAAAGhG0w4A/dD+/WVaujRLNTWN1lhyspmuBwaSrgMAAPQUNO0A0I/U1prp+p49rul6SkqCRowgXQcAAOhpaNoBoJ/Yu7dUy5dnu6TrAwaEKDU1SQEB3m6sDAAAAEdD0w4AfVxNTYOWL8/R3r2l1pivr6dSUhI1fHi4+woDAADAcdG0A0Af9v33ZrpeW+tM1wcNCtXcuYmk6wAAAL0ATTsA9EE1NQ1atixb+/aVWWN+fl6aMydRQ4eGua8wAAAAdAhNOwD0MXv2lGj58mzV1TVZY4MHm+m6vz/pOgAAQG9C0w4AfUR1tZmu79/vmq7PnZuoIUPC3FcYAAAAOo2mHQD6gN27S7RihWu6PmRImObOTZSfH5t6AACA3op3cgDQi1VV1Wvp0mwdPFhujfn7m+n64MFh7isMAAAAXYKmHQB6qZ07i5WRkaP6eme6PmxYuFJSEkjXAQAA+gje1QFAL1NZWa+lS7OUmVlhjQUEeGvu3EQNGhTqxsoAAADQ1WjaAaAX2bHjkFauzHVJ14cPN9N1X1826QAAAH0N7/AAoBeorKzXkiVZyspyTddTU5M0YECIGysDAABAd6JpB4Aebvv2Q1q5MkcNDQ5rbMSIcM2eTboOAADQ1/FuDwB6qIqKetntmcrJqbTGAgPNdD05mXQdAACgP6BpB4AexjAMbdt2SKtW5aqx0ZmujxoVoVmzEuTj4+nG6gAAAHAy0bQDQA9SXl4nuz1LubnOdD0oyEepqUlKSgp2Y2UAAABwB5p2AOgBDMPQ1q1FWr06zyVdHz06UjNnxpOuAwAA9FM07QDgZmVldbLbM5WXV2WNBQX5KC0tSYmJpOsAAAD9GU07ALiJYRj67rsirVnjmq6PGWOm697epOsAAAD9HU07ALhBaWmt7PYs5ec70/XgYB+lpSUrISHIjZUBAACgJ6FpB4CTyDAMbd5cqLVr89XU5EzXx42L0owZ8fLy8nBjdQAAAOhpaNoB4CQpLa3V4sWZKiiotsZCQnyVnp6suLhAN1YGAACAnoqmHQC6mcNhpuvr1rmm6+PHR2v69DjSdQAAABwVTTsAdKPi4hrZ7VkqLHSm66GhZroeG0u6DgAAgGOjaQeAbuBwGNq0qUDr1uXL4TAkSTabTePHR2naNNJ1AAAAtA9NOwB0seLiGi1enKmiohprLCzMTNdjYkjXAQAA0H407QDQRRwOQxs25GvDhgKXdH3ixGhNnRorT0/SdQAAAHQMTTsAdIFDh8x0/dAhZ7oeHu6n9PRkRUcHuLEyAAAA9GY07QBwAhwOQ+vX52vjRtd0fdKkaE2ZQroOAACAE0PTDgCdVFRUrcWLM1VcXGuNRUSY6XpUFOk6AAAAThxNOwB0UFOT43C6XijDMNN1Dw+bJk2K0ZQpsfLwsLm5QgAAAPQVNO0A0AGFhWa6XlLiTNcjI/2Vnp6syEh/N1YGAACAvoimHQDaoanJoXXr8rVpk2u6PmVKrCZNiiFdBwAAQLegaQeA4ygoqNLixZkqLa2zxqKizHQ9IoJ0HQAAAN2Hph0AjqKx0aG1a/O0ZUuRS7o+dWqsJk4kXQcAAED3o2kHgDbk5VXJbs9UWZkzXY+ODlB6erLCw/3cWBkAAAD6E5p2AGihsdGhNWvytGVLoTXm6emhqVNjNWFCNOk6AAAATiqadgA4LDe3UnZ7lsrLnel6TIyZroeFka4DAADg5KNpB9DvNTY6tHp1rr77rsga8/T00PTpcRo/Pko2G+k6AAAA3IOmHUC/lpNTKbs9UxUV9dZYbGyg0tKSSNcBAADgdjTtAPqlhoYmrVqVq23bDlljXl5muj5uHOk6AAAAegaadgD9TnZ2hez2LFVWOtP1uLhApacnKyTE142VAQAAAK5o2gH0G/X1Zrq+fbtruj5jRpzGjiVdBwAAQM9D0w6gX8jKqtCSJa7pekJCkFJTk0jXAQAA0GPRtAPo0+rrm7RyZY527Ci2xry8PDRrVrxGj44kXQcAAECPRtMOoM86eLBcS5dmqaqqwRpLSAhSWlqygoN93FgZAAAA0D407QD6nLq6RmVk5GjXrhJrzNvbQ7NmJWj06Eg3VgYAAAB0DE07gD7lwIEyLV2arepqZ7qelBSs1NQkBQWRrgMAAKB3oWkH0CfU1TVqxYoc7d7tTNd9fDw1a1a8Ro0iXQcAAEDvRNMOoNfbv79MS5dmqaam0RpLTjbT9cBA0nUAAAD0XjTtAHqt2lozXd+zxzVdT0lJ0IgREW6sDAAAAOgaNO0AeqV9+0q1bFm2S7o+YECI5s1LJF0HAABAn0HTDqBXqalp0PLlOdq7t9Qa8/X1VEpKooYPD3dfYQAAAEA3oGkH0Gvs3Wum67W1znR90KBQzZ2bqIAAbzdWBgAAAHQPmnYAPV5NTYOWLcvWvn1l1pifn5dSUhI0bBjpOgAAAPoumnYAPdqePSVavjxbdXVN1tjgwWa67u9Pug4AAIC+jaYdQI9UXW2m6/v3u6brc+cmasiQMPcVBgAAAJxENO0Aepzdu0u0YoVruj5kSJjmzk2Unx+bLQAAAPQfvPsF0GNUVzdoyZIsHTxYbo35+5vp+uDBYe4rDAAAAHATmnYAPcKuXcVasSJH9fXOdH3YsHClpCSQrgMAAKDf4p0wALeqqqrXkiVZysyssMb8/b00b16SBg0KdWNlAAAAgPvRtANwmx07DmnlylyXdH34cDNd9/Vl8wQAAADwrhjASVdZaabrWVnOdD0gwFupqUkaMCDEjZUBAAAAPQtNO4CTavv2Q1q5MkcNDQ5rbMSIcM2eTboOAAAAHIl3yABOioqKei1Zkqns7EprLDDQTNeTk0nXAQAAgLbQtAPoVoZhHE7Xc9XY6EzXR42K0KxZCfLx8XRjdQAAAEDPRtMOoNuUl9dpyZIs5eQ40/WgIB+lpiYpKSnYjZUBAAAAvQNNO4AuZxiGtm4t0urVeS7p+ujRkZo5M550HQAAAGgnmnYAXaq8vE6LF2cqL6/KGgsK8lFaWpISE0nXAQAAgI6gaQfQJQzD0HffFWnNGtd0fcwYM1339iZdBwAAADqKph3ACSstrZXdnqX8fGe6Hhzso7S0ZCUkBLmxMgAAAKB3o2kH0GmGYWjLFjNdb2pypuvjxkVp+vQ40nUAAADgBNG0t/SPf0gTJkjjxkmbNknZ2VJqqpSVJfn6StHRUl6e5O8vTZokbdkiffGFtHu3FBEhnXaaNHSoNHq0c50ffyytXy9de630+eeSt7c0cKB5uZwc6ZRTzNNBQVJTk+TlZV53Soq53oQEadkyKTBQuvhi6emnpcpK6dRTpdhYydNTiokx152dLc2dK82YYa4jPl5KSjLrOHRI+uwz87JDhpjrW7XKvB3z5pl15eSYt3XKFLOOZkVF0t//bt7uadOk/HxzmU2bpPJyycfHXKfDIZWUmOscOFAqK5O2bZPi4qQvvzSv84c/lHbsMGtOTDTvm4QE87asWiUVF0szZ5rnFxdLy5dLW7eaf0dFmbevrMxcdtYsc501NeZPcLAUEGDWPmWKtGSJVFBg1lNebt6/4eHmfTFypHn/Rkeb91tDgzRmjFmr6iRtkDRMUoGk1ZLyJNkklUi6RNK0w3dOsaSVkgIlRR4eGydp++G/m58LhqQtkvwlhUp6XpKHpFMkPSgpTNJdkkZJ2igpWFKhpCIZxjRtys9XiG+IhoQPafW03VG0Qw2NDdpWtE3RgdEK9Q1VsG+wssuzVVxTrGCfYIX7h+vjnR8rLjhOCyYvkMNwaFPeJsUGxWpv8V7VN9XL18tX0xOny8PmoS35WzQmeoxC/UJbXd/Wgq3aeWinhvqP1b6NHiooqNb3xXu1Lmet4qMiNG12uCZOu1z5NbnKzM+UDGlg2EAlBCcc9aXXUmZZpvKr8jUlfoqyy7Nl32fX2ty1GhQ2SMU1xTp/1PmSpNjAWPl5+emLPV+oqqFKP5n4EzU5mvRdwXcaFzNOwb6u+89XN1RrU94mjYoapXD/8KNce4GkPYcfmwRJAw4/dhsPP27N93+WzOfEZEmekg5IKjp82kNSlaTNkpokfSzpekkDj7iuttbb0mZJuyTNlJR8+O86mc8v2xHLlknaJmmCzOdie+yWVHP4Nq6Q5CdpjiTfw+c/IKlC0kNHXN9uSUskXSDJIWmfzOf5tsO3ZamkHxxer6T6eumbb8ztw/z55uv33/82t00XXGBue776SiotlS66SPLwcF5u/Xrzd0yMNGqUswTDMLc/wcHmNrdZTY30wgtSYaF0xRXObXF+vrR/v7ld8PZ2Lt/UJK1ZY27jRo82Lzd8uBQZqVZ275aqqyWbTfLzk0aMcJ63Y4d5+8aMafuudjjM21JYaF5u6FBzXZs2mbcrPPzoNTZffu1ac1s1e/bh7dRxFBRI+/ZJkyeb2+iutnu3VFtr3h9eXq6PT0fV10sbNkiDB5uPdWdUVUmbN5uPQWios8aaGmn8eLPOjjrWY3Ikw5BWrDAfo3POMf83dafvv5c++cS8z847r3uv61hKS6Xt2833Tt19m7vTd9+Zj/HIke6upPdrajJfz3FxzvegJ1tfeV66Q12d+fgNHWq+R+4ODod5HdHR0oAB7b/cgQPm/+ugILPOzm7bexLDMPvJ9i2LsrIyQ5JRZt517fsJCzv6eQ89ZK54wYL2r+9Efjw9XU/Hxpq/vb0N48svDWP7dsPw9T365WfPNoyvvzaXlwzjjDMMw+Ewb8O2bYZhs3WsHpvNMP75T8OIjm59no+Ps+apU82/vbwMY8oU5zJ+fobxwQeGERTU+ftk4MBjn99cx5FjGYsNwxhvGIYMw/A9/LutnycMw9hjGEZwG+ed2uLvRYefZbe1GLMdY73zWo398r82Q/fJsN1nM/61+V8uz90nMp4wdJ869BOyKMQY8uSQNs+LfjjaSHws0dB9MmIfiTWyy7Ndru8B+wOG7rEZui7B0PkzjJ/f87xxxs33GDp3pqFrBxr6vYeh+2QE/inQ8Lrfy1qv9x+8Dft++3Ffi5/u+tTw+oN5ubkvzDU87vM46u3wvN/TWrb5OhMeTTB0n4z4R+ON/Mp8a73lteXG8L8ON3SfjIiHIoy9xXvbuPb1hmEEtLjvPQzD+MgwjF+0OP1vwzC+MAzD6/DYDw3DePfweTIM4yeGYZQYhjG4jcd26xHXd90R623pd0fUcX2L03cfsWyWYRjRh88baBjGoWPcw82ebbE+vxZ/jzcMo9YwjKQWYyEtLvdBi3EvwzD8D//tb7jeVg/DMNYZRn29YYwf73yNDRpkGB4eztMjRxrGVVc5T0+bZl5NXZ35d8vX55NPOsu4/nrntua118yx+vrW24z33jOMVasMw9/fPD1njmE0NprLOxyGcd55rbcDISHmNrOl555rvdzf/26e99hjzrEHHmj77r78ctfLPvecYQwfbv4dEWEYH35oGAEBzu1xQ4Pr5X/yE9ft1OrVx354161zrm/mzNbrO1HPPNP6/nj88c6tq77eMKZPN9cREGAY69d3fB3Fxc5tfnS0YWRludb42992fJ1r1jifNykpx78Pf/EL5/VFRpo1dZeXXnK97886q/uu61gOHDBvq2QYQ4YYRmmpe+o4Uffe67wv//IXd1fTuzkchnHBBYb13u6LL05+DQcPGkZUlFnD4MGGUVJy8mvorerqnO/HAwMNY9Om7rmeK64wrF7go4/ad5kPPnB9/yAZxp13dk99J9Ovf22USYYko6ys7JiLenTnhwd9Wmnp0c976inz95tvnpRS1NTkejo/3zn+8svS22+bn0gdTUaGWbPj8PTmL7+UMjPNv99+23xpdIRhSH/5i5kqHam+3vztcEjr1jnrXL/euUxdnfT44+asgM46cODY5zfX0VJDg/TakzITcclMNY/mb5Lek5lEHunbFn8ffi7oHy3GjnV/LnU5ZRjSc+uMw5cy9MzaZ1zOf2r1U+qo8rpy7S3d2+Z5hdWFyq7IliTlV+Xrk12fuJz/V/vz0s6xUnay5LBp6cGlsud9Lo3cJiUfkDzN51BVQ5WaDOfzssnRpFc3vXrc2l7a+JKaHObllmUuk0OOoy7bZDSp0dFona5qqFJOZY4kKbcyV5/t/sw6b+nBpdpdvFuSVFxbrPd3vN/GGt+Q62PukPSCpH+2OP2cpJcO/y1JH0h6usXp1yR9KTN9PtIfjlj380est6Wnjlj29aOcJ0n/lTkrQzIT/6/buO4jtXw+1rb4e4vMWSZZLcbKW/z9RIu/G1tctuaI9TvMZb/7zvUT5P37ndsZSdq509zGNFu71vy9ebPz72bN21XDkJ591vn3M4dfE1991Xqb8cQT0r/+5Xy9L19upuKSmUR//LFaqahwrUkyZ2Edqbmep1o8Hn/7W9vre+ut1nXtNp+PKi6WHnvMuY3OyDBnKDWrq5Nee815ur5eer3l86EN//63c32rVpmPQ1c61v3RUVu2mLMdJLPmN97o+Dq+/tq5zS8sNB/XljX+/e8dX2fL582KFWZqdywvveT8+9Ahs6bucuT9/+WX3Xddx/Lhh+ZtlaS9e6XFi91Tx4lq+dzt7PMYpqIi83khmdv6lq+Lk+XDD806JHO2UW99XrrDxo3O9+M1Nd3Tx1RUONfrcEgvvti+y73wguv7B6lz2/ae5plnjr/MYTTtnXWs6RgzZ5q/Bw1yTx0eHua4w2FOZ5869djrCA01p8g3NZmXjY01f6TjX/ZoZs0ya2irPpvNfLMdHGxen2GYU12aGYZZT2fZbMeeyni0x84wpGlpkgJ0/JfGFElt3Tc2SdGHf3vInNqsw8u25+UWoZZTkW02aWKs5GGzySabZibOdFl6RuIM2VpNlT42m2zysnm1eTmbbPK0ecrD5iGbbJoUN0mS5HAY2rAhX3GZZ0hVh6ea2QxNn5ysqfN9pODWH14YLT6ccMihaQnTWi1zpKnxU2XIkIfNQ+F+R5vCfnQeNg/rZ2LcRGt8TPQY+Xj6yMNmPgZT4qe0de0yp7O3NF3SeDkfuxmHl3McHkuWNKv52iWNlDlF3lutp7Bf0LJSmVPZm9c7vY3rbWmEnM+pI8+b3OI8r8P1Hs/Mw5c5ssYASUN19D2n5h5x2tDRn9fzzW1gQIBz6MjXpa+vuStNs5AQ8/eQIeb2waXkw899m83c5aV5Ozdjhjk+pY3HdO5ccxvWvG0LD3dOxYuIMHfRaal523Tkdm/mTNfths3mrGfGDPO0h4ezlpYCA12n8EvmFHcfH+euAHPnOmsMC3O9T3x8Wk/ZnXac11LL2xwa2vX/i5pvc7OW90dHDR5sPu4eHmbNx7ttbRk/3pyi3/ycmDzZ9XHpzDqnTTv6Y9KWlrtG2GxmTd3lyOdZ8//rk23KFOd97O0tjR3rnjpO1PTpzudOZ5/HMIWHS8nJ5v3Z/B70ZOsrz0t3aP7f252PX/P/xOb3/+29jiP/L3d2297TTJ7c7in+NsPoaIza95SXlys0NFRlw4YpZPhwc7/LL74wP0GePt3cBzMw0NynOivL/H3eeWYi8PHHZuru52e+kTz3XOlXv3Lub3HaaWZqfdFF0reHE9j4eDNNqa013whMmWK+SMLCzGUPHpQmTjSTg5gYyW439yf/xS+kRx4x94WcPdvcEDW/8XzySfOTxXnzzOv/4gvzzdBPf2o+sd97T3r4YfMTrlGjzDcj27eb1/OnP0nDhpnpzZ490jXXmJdt9uKL0u9/b65nzBipsdG5339urnnfTJpkfipXVmbeB9ddZ366+c035kbz/ffN23DnneblkpOl9HTp1VfNF+/cudKjj5r7A151lXTppdKnn0p//auZElVWmm/sZs0yk5Tvvzfvu1GjzMSspsbcN8bLy3yDevnl0h//aC47c6Z5voeH+Tg173u6c6dzX/6qKunss839YG1bJP1HZlO1TdL7kg7JTBYdks6Q9KrMZuUzmUlskKQ4SeGSfirpX4fvvF8dPq9EZiIbKHOf4T8dvvxASRky94v+P0l3ykxybZJyJGWpsOpsPbuuUOF+EfrF1F/I29PZ+FQ3VOvpNU8ruzxb6/PWK9gnWBNjJ8rDw0MHSg/oQNkBJQQnyHAYWnxgscL9w/XU2U8pyCdIH+74UH5eftp1aJeKa4oVGRCpaydfKy8PL326+1PNHzJfpw4+VcXFNVq8OFNFRTWqbajVl3u/VGbdbl1y9mT99swbVdNYo1989At9+f2X8vXy1ZCIIbo37V7lVORofa75ie30hOm6asJVsh1nw+QwHHppw0vKLM/UgskL9N9d/9U/1/9T+0r2ycfTR142L81Onq0x0WM0KHyQgr2D9ciKR9RkNOnB+Q/K39tfX+z5QmcMPUNpg9Jc1r0me40+2PGB5g2cpx8M+8FRKnhH0rLDj/VESQsOP/bPyjxmwf8dfqxekZlqL5CUKDORzzt8frykVZI+krRW0tbDy7VM2iUzHX+mxXpbNrRlkhbJTL0vlPmcelZmsv0rmcdAaOlrSd9IOlfS7KPdvS3UHb7uKkljZc4QCJJ0m8x95r+XuX97o8x98pvX6ZB0n8zZJP8n8/m8UeYHB+tl3lebJV0k6VbzItu3S/fea25z7rvPTH4fe8x8vT7zjLnP4zXXmK/xZ54x3zRIZtr88svm63PyZHO71vwBQFGRuWxYmLmtaf4w4KuvpJtuMrfJP/2p9Oc/m28K/vMfczty1VWuDfDBg2Yt+/ebbwjq6sxtzJH7CNfVmdfXnCqGh5v1+PmZ2+N//MPcrvzqV60/bJDM7dpf/iLt2mUej+RXvzITjQ8+MLfZZ55ppvtbtkg//nHr/cPz8qQHHzS3z1ddJf3oR8f/J//22+aMhSuvdD3OSleorTXvj+YZZ8HBro9PR23bZv4/nThRuuSSzq0jI0P673/N+3f+fPMxe/pp8/G5/nrzudIRhnHsx+RIJSXSbbeZ/8PvvltKSzv28ieivt58L/Dqq+aHUK+/7r7G/X//M//Xn39+7214y8vN17CPj/k89vd3d0W928GD5vvGgQOlq692fjh5MvWF56W7bN1qbo+nTDF7l+6QkyM9/7x5TKsFC8zjcx1PU5OZtmdlmf/zPT3N12t4xwOeHuXQIZU/+aRCH3hAZWVlCmkOL9pA064WTftx7iygP3E4DG3cWKD16/PlcJibCZvNpokTozV1aqw8PZmoAwAAAHRWe/tQjh4PoJVDh8x0/dAh577K4eF+SktLUkwMR2IFAAAAThaadgAWh8PQ+vX52rixwCVdnzQpWlOmkK4DAAAAJxtNOwBJUlFRtRYvzlRxsfNo4hERfkpPT1ZUVCf3VQUAAABwQmjagX6uqclxOF0vVPMhLjw8bJo0KUZTpsTKw6NjR6cHAAAA0HVo2oF+rLDQTNdLSpzpemSkv9LSkkjXAQAAgB7ArTuoLlq0SNOnT1dwcLBiYmL0wx/+UDt37nRZxjAM3XfffUpISJC/v7/S09O1detWl2Xq6up00003KSoqSoGBgTr//POVlZV1Mm8K0Ks0NTm0enWuPvhgj9Wwe3jYNG1anC68cDgNOwAAANBDuLVpt9vtuuGGG7Ry5Ur973//U2Njo8444wxVVVVZyzz88MN6/PHH9dRTT2nNmjWKi4vT6aefroqKCmuZhQsX6v3339ebb76pZcuWqbKyUueee66amprccbOAHq2goErvvrtLGzcWWNPho6L8ddFFw5kODwAAAPQwPep72gsLCxUTEyO73a7U1FQZhqGEhAQtXLhQd955pyQzVY+NjdWf//xnXXfddSorK1N0dLRee+01XX755ZKknJwcJScn69NPP9WZZ5553Ovle9rRHzQ2OrR2bZ62bCly2Xd96tRYTZwYQ7MOAAAAnETt7UN71Pc3lZWVSZIiIiIkSfv27VNeXp7OOOMMaxlfX1+lpaVpxYoVkqR169apoaHBZZmEhASNGzfOWuZIdXV1Ki8vd/kB+rL8fDNd37zZebC56OgAXXTRcE2eTLoOAAAA9FQ95kB0hmHolltu0dy5czVu3DhJUl5eniQpNjbWZdnY2FgdOHDAWsbHx0fh4eGtlmm+/JEWLVqk+++/v6tvAtDjNDY6tGZNnrZsKbTGmvddnzAhmmYdAAAA6OF6TNN+4403avPmzVq2bFmr82w218bCMIxWY0c61jJ33XWXbrnlFut0eXm5kpOTO1E10HPl5VVp8eJMlZfXWWMxMQFKS0tWeLifGysDAAAA0F49omm/6aab9NFHH2nJkiVKSkqyxuPi4iSZaXp8fLw1XlBQYKXvcXFxqq+vV0lJiUvaXlBQoJSUlDavz9fXV76+vt1xUwC3a2w0jwz/3XdF1pinp4emT4/T+PFRx/3ACwAAAEDP4dZ92g3D0I033qj33ntP33zzjQYPHuxy/uDBgxUXF6f//e9/1lh9fb3sdrvVkE+dOlXe3t4uy+T+//buPDjq+v7j+GuTzX1CAtlc3FeAcCWcSVjqQcdilalTrdSr2ANFC0UULE6hVg6v1ioFtK3aqTrY+Q22altHoCQhBgwEkPuSIzchkJBA7uz390fKN10OIUDYI8/HTGbc9343vFc/YeblazdbWqrdu3dfNrQD3qqk5Kz+7/8OOgX2mJgQ3XNPfw0b1o3ADgAAAHgYlzbtM2fO1AcffKB//OMfCgsLM9+DHhERoaCgIFksFs2ePVtLlixR//791b9/fy1ZskTBwcGaNm2aee2jjz6qp556SlFRUeratavmzp2r5ORk3Xbbba58esBN09TUoi+/LNXevafMmdXa2q4PHUq7DgAAAHgql4b2lStXSpImTZrkNH/nnXf0yCOPSJKeeeYZ1dXV6fHHH1dlZaXGjh2rzz//XGFhYeb1v/vd72S1WnXvvfeqrq5Ot956q9599135+vrerKcCuExxcY2ys4tUU9Nozmy2ENntiYqI4G0gAAAAgCdzq89pdxU+px2eqLGxtV3ft8+5XR8zxqYhQ2jXAQAAAHd2tTnULX4RHYD2KSpqbdfPnm1r12NjQ2W3Jyg8nHYdAAAA8BaEdsCDNDa2aPPmEu3ff9qcWa0+GjcuVklJUbTrAAAAgJchtAMeorCwWtnZRTp3rsmcxcWFym5PVFiYvws3AwAAANBRCO2Am2toaNamTSU6eLDSnPn5+WjcuDglJUW5cDMAAAAAHY3QDrixgoLWdr22tq1dT0gI08SJCQoNpV0HAAAAvB2hHXBDDQ3Nys0t0aFDbe26v7+vxo2L1aBBtOsAAABAZ0FoB9zMsWNnlJNT7NSuJyaGKSODdh0AAADobAjtgJuor29t1w8fdm7XJ0yI04ABXV24GQAAAABXIbQDbuDo0Srl5BSrrq7ZnPXoEa6MjHiFhNCuAwAAAJ0VoR1wofr6ZuXkFOvIkSpzFhDgqwkT4tW/fxfXLQYAAADALRDaARc5cqS1Xa+vb2vXe/YMV0ZGgoKD/Vy4GQAAAAB3QWgHbrK6uibl5BTr6NEz5iwgwFdpafHq1492HQAAAEAbQjtwEx0+XKnc3BKndr137wilp8crKIh2HQAAAIAzQjtwE9TWtrbrx461teuBgValp8erT59I1y0GAAAAwK0R2oEOduhQpXJzi9XQ0GLO+vSJVHp6vAID+REEAAAAcHkkBqCD1NY2KTu7SAUF1eaMdh0AAABAexDagQ5w8OBp5eaWqLGxrV3v16+LJkyIo10HAAAAcNVID8ANdO5co7Kzi1RYWGPOgoKsyshIUK9eES7cDAAAAIAnIrQDN8j+/ae0eXOpU7vev39rux4QwI8aAAAAgPYjSQDX6ezZ1na9qKitXQ8O9lNGRrx69qRdBwAAAHDtCO3Addi375Q2by5RU5PDnA0Y0EXjx9OuAwAAALh+pArgGtTUNCo7u1DFxWfNWUiInzIyEtSjR7gLNwMAAADgTQjtQDsYhvHfdr1Uzc1t7fqgQV01blyc/P19XbgdAAAAAG9DaAeuUnV1g7Kzi1RS0tauh4b6a+LEBCUkhLlwMwAAAADeitAOXIFhGNqzp0J5eWVO7XpSUpTGjo2lXQcAAADQYQjtwDeorm5QVlaRSkud23W7PUHx8bTrAAAAADoWoR24BMMwtHt3hbZscW7XBw9ubdf9/GjXAQAAAHQ8QjtwgaqqemVlFenEiXPmLCzMX3Z7ouLiQl24GQAAAIDOhtAO/JdhGNq1q7Vdb2lpa9eHDo3W6NE22nUAAAAANx2hHVBru56ZWajy8lpzFh4eILs9QbGxtOsAAAAAXIPQjk7N4TC0c+dJ5eefcGrXk5O7afRom6xWHxduBwAAAKCzI7Sj06qsbG3XT55sa9cjIgJktyfKZgtx4WYAAAAA0IrQjk7H4TD01Vflys8/IYfDMOfDhnVTairtOgAAAAD3QWhHp3L6dJ0yMwtVUVFnziIjW9v1mBjadQAAAADuhdCOTsHhMLRjR7m2bWtr1y0Wi4YP76aUlBj5+tKuAwAAAHA/hHZ4vVOnWtv1U6fa2vUuXQJltyeoe3fadQAAAADui9AOr+VwGNq27YR27Ch3atdHjOimUaNo1wEAAAC4P0I7vFJFRa0yMwt1+nS9OevaNVCTJiUqOjrYhZsBAAAAwNUjtMOrtLQ4/tuun5RhtLbrPj4WjRjRXaNGxcjHx+LiDQEAAADg6hHa4TVOnmxt1ysr29r1qKgg2e0JtOsAAAAAPBKhHR6vpcWh/PwT+uor53Z91KgYjRjRnXYdAAAAgMcitMOjlZefU2ZmoaqqGsxZdHSQ7PZERUUFuXAzAAAAALh+hHZ4pObm1nZ9507ndj0lJUbDh9OuAwAAAPAOhHZ4nBMnWtv1M2ec2/VJkxLVtSvtOgAAAADvQWiHx2hudmjLljLt2nXSnPn4WJSaatOwYd1o1wEAAAB4HUI7PEJZWWu7Xl3d1q537x4suz1RXboEunAzAAAAAOg4hHa4teZmh/LySrV7d4U58/X1UWpqjJKTadcBAAAAeDdCO9xWaelZZWUVObXrMTEhstsTFBlJuw4AAADA+xHa4XaamlqUl1emPXuc2/XRo21KTo6WxUK7DgAAAKBzILTDrZSUnFVWVqFqahrNmc0WIrs9URERAS7cDAAAAABuPkI73EJjY4u+/LJU+/adMmdWq4/GjLFpyBDadQAAAACdE6EdLldUVKPs7CKdPdvWrsfGhspuT1B4OO06AAAAgM6L0A6XaWxs0ebNJdq//7Q5s1p9NHZsrAYPjqJdBwAAANDpEdrhEoWF1crOLtK5c03mLC4uVHZ7osLC/F24GQAAAAC4D0I7bqrGxhZt2lSiAwfa2nU/v9Z2PSmJdh0AAAAA/hehHTdNQUFru15b29aux8e3tuuhobTrAAAAAHAhQjs6XENDs3JzS3ToUKU58/Pz0fjxcRo0KMqFmwEAAACAeyO0o0MdP35GGzcWO7XriYlhyshIoF0HAAAAgCsgtKND1Ne3tuuHD7e16/7+vho/Pk4DB3Z14WYAAAAA4DkI7bjhjh6tUk5Oserqms1Zjx7hysiIV0gI7ToAAAAAXC1CO26Y+vpmffFFsb7+usqc+fv7asKEOA0YQLsOAAAAAO1FaMcNceRIa7teX9/WrvfsGa6MjAQFB/u5cDMAAAAA8FyEdlyXuromffFFiY4cqTJnAQG+SkuLV79+XVy3GAAAAAB4AUI7rtnXX1fpiy+c2/VevSKUnh5Puw4AAAAANwChHe1WW9uknJxiHTt2xpwFBlqVlhavvn0jXbcYAAAAAHgZQjva5fDhSn3xRbEaGlrMWZ8+kUpLi1NQEO06AAAAANxIhHZcldraJm3cWKTjx6vNWWCgVenp8erTJ9J1iwEAAACAFyO044oOHjyt3NwSNTa2tet9+0YqLS1egYEcIQAAAADoKCQuXNa5c43auLFYBQVt7XpQkFUZGQnq1SvChZsBAAAAQOdAaMclHThwWps2Obfr/ft30fjxcbTrAAAAAHCTkL7g5OzZRmVnF6moqMacBQf7KSMjXj170q4DAAAAwM1EaIdp//5T2rSpRE1NDnM2YEBrux4QwFEBAAAAgJuNJAbV1DQqO7tQxcVnzVlIiJ8yMhLUo0e4CzcDAAAAgM6N0N6JGYahfftO6csvS53a9YEDu2r8+Dj5+/u6cDsAAAAAAKG9k6qublB2dpFKSpzb9YkTE5SYSLsOAAAAAO6A0N7JGIahvXtb2/Xm5rZ2PSkpSmPHxtKuAwAAAIAbIbR3ItXVDcrKKlJpaVu7Hhrqr4kTE5SQEObCzQAAAAAAl0Jo7wQMw9CePRXKyytzatcHD25t1/38aNcBAAAAwB0R2r3cmTMNysoqVFnZOXMWFuYvuz1RcXGhLtwMAAAAAHAlhHYvZRiGdu2q0JYtZWppaWvXhwyJ1pgxNtp1AAAAAPAAhHYvVFVVr8zMQpWX15qz8PAA2e0Jio2lXQcAAAAAT0Fo9yIOh6Fdu05q69YTTu360KHRGjMmVlarjwu3AwAAAAC0F6HdS1RWtrbrJ0+2tesREQGy2xNls4W4cDMAAAAAwLUitHs4h8PQzp0ntXVrmRwOw5wPG9ZNqak22nUAAAAA8GCEdg92+nSdMjMLVVFRZ84iI1vb9ZgY2nUAAAAA8HSEdg/kcBjasaNc27adMNt1i8WiYcO6KSUlhnYdAAAAALwEod3DnDpVp6ws53a9S5dA2e0J6t6ddh0AAAAAvAmh3UM4HIa2bz+h7dvLndr14cNb23VfX9p1AAAAAPA2hHYPUFFRq8zMQp0+XW/OunYNlN2eqG7dgl24GQAAAACgIxHa3VhLi0Pbt5dr+/ZyGUZbuz5yZHeNHNmddh0AAAAAvByh3U2dPNnarldWtrXrUVFBstsTFB1Nuw4AAAAAnQGh3c20tDiUn39CX3110mzXfXzOt+sx8vGxuHhDAAAAAMDNQmh3I+Xl55SZWaiqqgZzFh0dJLs9UVFRQS7cDAAAAADgCoR2N9Dc3Nqu79zp3K6PGhWjESO6064DAAAAQCdFaHexEyfOKSvr4nZ90qREde1Kuw4AAAAAnRmh3UWamx3aurVMO3eeNGc+Phalpto0bFg32nUAAAAAAKHdFcrKWt+7Xl3d1q537x4suz1RXboEunAzAAAAAIA7IbTfRM3NDuXllWr37gpz5uvro9TUGCUn064DAAAAAJwR2m+S0tKzysoqcmrXY2JCZLcnKDKSdh0AAAAAcDFCewdrampRXl6Z9uxxbtdHj7YpOTlaFgvtOgAAAADg0gjtHaik5KyysgpVU9Nozmy2ENntiYqICHDhZgAAAAAAT0Bo7wBNTS368stS7d17ypxZrT4aM8amIUNo1wEAAAAAV4fQfoMVFdUoO7tIZ8+2teuxsaGy2xMUHk67DgAAAAC4eoT2G6SxsUWbN5do//7T5sxq9dHYsbEaPDiKdh0AAAAA0G6E9hugsLBa2dlFOneuyZzFxYXKbk9UWJi/CzcDAAAAAHgyQvt1aGxs0aZNJTpwoK1d9/NrbdeTkmjXAQAAAADXh9B+jQoKWtv12tq2dj0+vrVdDw2lXQcAAAAAXD9Cezs1NDRr06YSHTxYac78/Hw0fnycBg2KcuFmAAAAAABvQ2hvh+PHz2jjxmKndj0hIUwTJybQrgMAAAAAbjhC+1Wor29Wbm6JDh9ua9f9/X01fnycBg7s6sLNAAAAAADejNB+BUePViknp1h1dc3mrEePcGVkxCskhHYdAAAAANBxCO2XUV/frC++KNbXX1eZM39/X02YEKcBA2jXAQAAAAAdj9B+CUeOtLbr9fVt7XrPnuHKyEhQcLCfCzcDAAAAAHQmPq5e4EZZsWKFevfurcDAQKWkpGjjxo3t/h51dU1at+641q07bgb2gABf3XJLD337270J7AAAAACAm8orQvuHH36o2bNna8GCBdq+fbsyMjJ0xx13qKCgoF3f5+9/P6wjR6rM2716Rej73x+ofv263OCNAQAAAAC4MothGIarl7heY8eO1ahRo7Ry5UpzlpSUpKlTp2rp0qVXfHx1dbUiIiL02ms5CgoKVWCgVWlp8erbN7IDtwYAAAAAdFbnc+iZM2cUHh5+2es8/j3tjY2Nys/P1/z5853mkydPVm5u7iUf09DQoIaGBvP2mTNnJEn19efUq1eExo2zKSjIR9XV1R23OAAAAACg0zqfN6/Uo3t8aK+oqFBLS4tiYmKc5jExMSorK7vkY5YuXapf//rXF83nz/92h+wIAAAAAMCl1NTUKCIi4rL3e3xoP89isTjdNgzjotl5zz77rObMmWPerqqqUs+ePVVQUPCN/7IAT1ZdXa3ExEQVFhZ+48tvAE/HWUdnwDlHZ8A5h7czDEM1NTWKi4v7xus8PrRHR0fL19f3ola9vLz8ovb9vICAAAUEBFw0j4iI4C8EeL3w8HDOOToFzjo6A845OgPOObzZ1ZTGHv/b4/39/ZWSkqK1a9c6zdeuXasJEya4aCsAAAAAAK6fxzftkjRnzhw9+OCDSk1N1fjx4/XWW2+poKBAM2bMcPVqAAAAAABcM68I7ffdd59OnTql559/XqWlpRo6dKj+9a9/qWfPnlf1+ICAAC1cuPCSL5kHvAXnHJ0FZx2dAeccnQHnHGjlFZ/TDgAAAACAN/L497QDAAAAAOCtCO0AAAAAALgpQjsAAAAAAG6K0A4AAAAAgJvq9KF9xYoV6t27twIDA5WSkqKNGze6eiXgqi1dulSjR49WWFiYunfvrqlTp+rAgQNO1xiGoUWLFikuLk5BQUGaNGmS9uzZ43RNQ0ODnnzySUVHRyskJER33XWXioqKbuZTAa7a0qVLZbFYNHv2bHPGOYe3KC4u1gMPPKCoqCgFBwdrxIgRys/PN+/nrMPTNTc367nnnlPv3r0VFBSkPn366Pnnn5fD4TCv4ZwDzjp1aP/www81e/ZsLViwQNu3b1dGRobuuOMOFRQUuHo14KpkZWVp5syZ2rx5s9auXavm5mZNnjxZ586dM6956aWX9Nvf/lbLly/Xli1bZLPZdPvtt6umpsa8Zvbs2froo4+0evVq5eTk6OzZs7rzzjvV0tLiiqcFXNaWLVv01ltvadiwYU5zzjm8QWVlpdLS0uTn56d///vf2rt3r1599VVFRkaa13DW4elefPFFrVq1SsuXL9e+ffv00ksv6eWXX9Ybb7xhXsM5By5gdGJjxowxZsyY4TQbNGiQMX/+fBdtBFyf8vJyQ5KRlZVlGIZhOBwOw2azGcuWLTOvqa+vNyIiIoxVq1YZhmEYVVVVhp+fn7F69WrzmuLiYsPHx8f47LPPbu4TAL5BTU2N0b9/f2Pt2rWG3W43Zs2aZRgG5xzeY968eUZ6evpl7+eswxtMmTLFmD59utPse9/7nvHAAw8YhsE5By6l0zbtjY2Nys/P1+TJk53mkydPVm5urou2Aq7PmTNnJEldu3aVJB09elRlZWVO5zwgIEB2u9085/n5+WpqanK6Ji4uTkOHDuVnAW5l5syZmjJlim677TanOecc3uLjjz9Wamqqvv/976t79+4aOXKk/vjHP5r3c9bhDdLT07V+/XodPHhQkvTVV18pJydH3/nOdyRxzoFLsbp6AVepqKhQS0uLYmJinOYxMTEqKytz0VbAtTMMQ3PmzFF6erqGDh0qSeZZvtQ5P378uHmNv7+/unTpctE1/CzAXaxevVrbtm3Tli1bLrqPcw5vceTIEa1cuVJz5szRL3/5S+Xl5ennP/+5AgIC9NBDD3HW4RXmzZunM2fOaNCgQfL19VVLS4sWL16s+++/XxJ/pwOX0mlD+3kWi8XptmEYF80AT/DEE09o586dysnJuei+aznn/CzAXRQWFmrWrFn6/PPPFRgYeNnrOOfwdA6HQ6mpqVqyZIkkaeTIkdqzZ49Wrlyphx56yLyOsw5P9uGHH+q9997TBx98oCFDhmjHjh2aPXu24uLi9PDDD5vXcc6BNp325fHR0dHy9fW96P/GlZeXX/R/9gB39+STT+rjjz/Whg0blJCQYM5tNpskfeM5t9lsamxsVGVl5WWvAVwpPz9f5eXlSklJkdVqldVqVVZWll5//XVZrVbznHLO4eliY2M1ePBgp1lSUpL5C3L5Ox3e4Omnn9b8+fP1gx/8QMnJyXrwwQf1i1/8QkuXLpXEOQcupdOGdn9/f6WkpGjt2rVO87Vr12rChAku2gpoH8Mw9MQTT2jNmjX6z3/+o969ezvd37t3b9lsNqdz3tjYqKysLPOcp6SkyM/Pz+ma0tJS7d69m58FuIVbb71Vu3bt0o4dO8yv1NRU/fCHP9SOHTvUp08fzjm8Qlpa2kUf23nw4EH17NlTEn+nwzvU1tbKx8c5gvj6+pof+cY5By7BRb8Azy2sXr3a8PPzM/785z8be/fuNWbPnm2EhIQYx44dc/VqwFV57LHHjIiICCMzM9MoLS01v2pra81rli1bZkRERBhr1qwxdu3aZdx///1GbGysUV1dbV4zY8YMIyEhwVi3bp2xbds245ZbbjGGDx9uNDc3u+JpAVf0v7893jA45/AOeXl5htVqNRYvXmwcOnTIeP/9943g4GDjvffeM6/hrMPTPfzww0Z8fLzx6aefGkePHjXWrFljREdHG88884x5DecccNapQ7thGMYf/vAHo2fPnoa/v78xatQo86OyAE8g6ZJf77zzjnmNw+EwFi5caNhsNiMgIMCYOHGisWvXLqfvU1dXZzzxxBNG165djaCgIOPOO+80CgoKbvKzAa7ehaGdcw5v8cknnxhDhw41AgICjEGDBhlvvfWW0/2cdXi66upqY9asWUaPHj2MwMBAo0+fPsaCBQuMhoYG8xrOOeDMYhiG4cqmHwAAAAAAXFqnfU87AAAAAADujtAOAAAAAICbIrQDAAAAAOCmCO0AAAAAALgpQjsAAAAAAG6K0A4AAAAAgJsitAMAAAAA4KYI7QAAAAAAuClCOwAAuCEWLVqkESNGuHoNSdIjjzyiqVOnunoNAACuG6EdAAA3U1ZWplmzZqlfv34KDAxUTEyM0tPTtWrVKtXW1rp6vWuyaNEiWSyWb/w6duxYu7/vsWPHZLFYtGPHjhu+MwAA7sDq6gUAAECbI0eOKC0tTZGRkVqyZImSk5PV3NysgwcP6u2331ZcXJzuuuuuSz62qalJfn5+N3njqzN37lzNmDHDvD169Gj99Kc/1U9+8hNz1q1bN/OfGxsb5e/vf1N3BADAHdG0AwDgRh5//HFZrVZt3bpV9957r5KSkpScnKx77rlH//znP/Xd737XvNZisWjVqlW6++67FRISohdeeEGStHLlSvXt21f+/v4aOHCg/vrXv5qPuVQzXVVVJYvFoszMTElSZmamLBaL1q9fr9TUVAUHB2vChAk6cOCA067Lli1TTEyMwsLC9Oijj6q+vv6yzys0NFQ2m8388vX1VVhYmHl7/vz5uueee7R06VLFxcVpwIAB5nP8+9//7vS9IiMj9e6770qSevfuLUkaOXKkLBaLJk2a5HTtK6+8otjYWEVFRWnmzJlqamq64n8DAADcCaEdAAA3cerUKX3++eeaOXOmQkJCLnmNxWJxur1w4ULdfffd2rVrl6ZPn66PPvpIs2bN0lNPPaXdu3frZz/7mX70ox9pw4YN7d5nwYIFevXVV7V161ZZrVZNnz7dvO9vf/ubFi5cqMWLF2vr1q2KjY3VihUr2v1n/K/169dr3759Wrt2rT799NOrekxeXp4kad26dSotLdWaNWvM+zZs2KCvv/5aGzZs0F/+8he9++67ZtgHAMBT8PJ4AADcxOHDh2UYhgYOHOg0j46ONlvsmTNn6sUXXzTvmzZtmlOYnjZtmh555BE9/vjjkqQ5c+Zo8+bNeuWVV/Stb32rXfssXrxYdrtdkjR//nxNmTJF9fX1CgwM1Guvvabp06frxz/+sSTphRde0Lp1676xbb+SkJAQ/elPf2rXy+LPv6Q+KipKNpvN6b4uXbpo+fLl8vX11aBBgzRlyhStX7/e6SX5AAC4O5p2AADczIVtel5ennbs2KEhQ4aooaHB6b7U1FSn2/v27VNaWprTLC0tTfv27Wv3HsOGDTP/OTY2VpJUXl5u/jnjx493uv7C2+2VnJx8Q9/HPmTIEPn6+pq3Y2Njzf0BAPAUNO0AALiJfv36yWKxaP/+/U7zPn36SJKCgoIuesylXkZ/Yeg3DMOc+fj4mLPzLvc+7//9pXbnH+9wOK74PK7V5Z7L/+4qXX7fC134S/ksFkuH7g8AQEegaQcAwE1ERUXp9ttv1/Lly3Xu3Llr+h5JSUnKyclxmuXm5iopKUlS28vJS0tLzfuv5ePSkpKStHnzZqfZhbdvhG7dujnteujQIaePvTvfzLe0tNzwPxsAAHdA0w4AgBtZsWKF0tLSlJqaqkWLFmnYsGHy8fHRli1btH//fqWkpHzj459++mnde++9GjVqlG699VZ98sknWrNmjdatWyepta0fN26cli1bpl69eqmiokLPPfdcu/ecNWuWHn74YaWmpio9PV3vv/++9uzZY74q4Ea55ZZbtHz5co0bN04Oh0Pz5s1zatC7d++uoKAgffbZZ0pISFBgYKAiIiJu6A4AALgSTTsAAG6kb9++2r59u2677TY9++yzGj58uFJTU/XGG29o7ty5+s1vfvONj586dap+//vf6+WXX9aQIUP05ptv6p133nH6KLS3335bTU1NSk1N1axZs8yPimuP++67T7/61a80b948paSk6Pjx43rsscfa/X2u5NVXX1ViYqImTpyoadOmae7cuQoODjbvt1qtev311/Xmm28qLi5Od9999w3fAQAAV7IYF75RDAAAAAAAuAWadgAAAAAA3BShHQAAAAAAN0VoBwAAAADATRHaAQAAAABwU4R2AAAAAADcFKEdAAAAAAA3RWgHAAAAAMBNEdoBAAAAAHBThHYAAAAAANwUoR0AAAAAADdFaAcAAAAAwE39P/sPNpOg2a4rAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"flat = TestRunner(flat_predictor, test, \"Flat Predictor\").run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9d3a5d83-d90b-40af-979f-85aa21816578",
"metadata": {},
"outputs": [],
"source": [
"human_predictions = []\n",
"with open('human.csv', 'r') as csvfile:\n",
" reader = csv.reader(csvfile)\n",
" for row in reader:\n",
" human_predictions.append(float(row[2]))\n",
"\n",
"def human_predictor(item):\n",
" index = test.index(item)\n",
" if index==-1:\n",
" raise ValueError(\"Index not found\")\n",
" return human_predictions[index]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6c87c385-d6b7-4a4f-89eb-f4e250337d03",
"metadata": {},
"outputs": [],
"source": [
"runner = TestRunner(human_predictor, test, \"Human Predictor\").run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d6a6c4a5-e817-46b8-99d2-9c4ecf9c8685",
"metadata": {},
"outputs": [],
"source": [
"stop = set(['the', 'and', 'for', 'is', 'to', 'this', 'with', 'a', 'of', 'your', 'are', 'in','from', 'you', 'or', 'an', 'on', 'by'])\n",
"\n",
"def words(item):\n",
" text = f\"{item.title} {item.details}\"\n",
" text = re.sub(r'[\\(\\)\\[\\]\\{\\},\\'\"\\- \\s]+', ' ', text)\n",
" words = text.strip().lower().split(' ')\n",
" filtered = [word for word in words if word not in stop]\n",
" return \" \".join(filtered)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "56682e9c-46c9-48f2-baea-e943804290f6",
"metadata": {},
"outputs": [],
"source": [
"documents = [words(item) for item in train]\n",
"from collections import Counter\n",
"count = Counter()\n",
"for doc in documents:\n",
" ws = doc.split(\" \")\n",
" for w in ws:\n",
" count[w]+=1\n",
"count.most_common(30)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "262fc576-7606-426c-8aea-5799b3952d2c",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import CountVectorizer\n",
"from sklearn.linear_model import LinearRegression\n",
"import numpy as np\n",
"\n",
"np.random.seed(42)\n",
"\n",
"labels = np.array([float(item.price) for item in train])\n",
"\n",
"vectorizer = CountVectorizer()\n",
"X = vectorizer.fit_transform(documents)\n",
"\n",
"regressor = LinearRegression()\n",
"regressor.fit(X, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bd782b21-8e44-409d-a7b6-f136974958b4",
"metadata": {},
"outputs": [],
"source": [
"def linear_regression_predictor(item):\n",
" np.random.seed(42)\n",
" x = vectorizer.transform([words(item)])\n",
" return max(regressor.predict(x)[0], 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "80e77aae-0071-42e9-8e24-d3aec5256015",
"metadata": {},
"outputs": [],
"source": [
"runner1 = TestRunner(linear_regression_predictor, test, \"Linear Regression\").run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a70d16ce-bdf1-4071-8c5a-5bddc2aa37e4",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"from sklearn.svm import SVR\n",
"\n",
"np.random.seed(42)\n",
"\n",
"labels = np.array([float(item.price) for item in train])\n",
"\n",
"vectorizer = TfidfVectorizer(max_features=20)\n",
"X = vectorizer.fit_transform(documents)\n",
"\n",
"regressor = SVR(kernel='linear')\n",
"regressor.fit(X, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "64560112-3bfb-45cc-b489-de619a2eca20",
"metadata": {},
"outputs": [],
"source": [
"def svr_predictor(item):\n",
" np.random.seed(42)\n",
" x = vectorizer.transform([words(item)])\n",
" return max(regressor.predict(x)[0], 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "392598d4-2deb-4935-9175-fd111616b13c",
"metadata": {},
"outputs": [],
"source": [
"runner2 = TestRunner(svr_predictor, test, \"SVR Accuracy\").run()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "60010699-d26b-4f93-a959-50272ada6a57",
"metadata": {},
"outputs": [],
"source": [
"def messages_for(item):\n",
" system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n",
" user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\")\n",
" return [\n",
" {\"role\": \"system\", \"content\": system_message},\n",
" {\"role\": \"user\", \"content\": user_prompt}\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "2d5c1a62-9c6e-4c1c-b051-95a78e6e32a7",
"metadata": {},
"outputs": [],
"source": [
"def get_price(s):\n",
" s = s.replace('$','').replace(',','')\n",
" match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
" return float(match.group()) if match else 0"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "9c845d34-1c73-4636-a6ec-cc6666bb39fa",
"metadata": {},
"outputs": [],
"source": [
"def gpt_predictor(item):\n",
" response = openai.chat.completions.create(\n",
" model=OPENAI_MODEL, #\"gpt-4o-2024-08-06\", \n",
" messages=messages_for(item),\n",
" seed=42,\n",
" max_tokens=6\n",
" )\n",
" reply = response.choices[0].message.content\n",
" return get_price(reply)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "1b3eb3ef-90a8-4642-b503-c22e72c457f5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[91m1: Guess: $274.99 Truth: $374.41 Error: $99.42 SLE: 0.09 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n",
"\u001b[91m2: Guess: $85.00 Truth: $225.11 Error: $140.11 SLE: 0.93 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n",
"\u001b[92m3: Guess: $45.99 Truth: $61.68 Error: $15.69 SLE: 0.08 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n",
"\u001b[91m4: Guess: $399.99 Truth: $599.99 Error: $200.00 SLE: 0.16 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n",
"\u001b[92m5: Guess: $24.99 Truth: $16.99 Error: $8.00 SLE: 0.14 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n",
"\u001b[92m6: Guess: $25.99 Truth: $31.99 Error: $6.00 SLE: 0.04 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n",
"\u001b[93m7: Guess: $79.99 Truth: $101.79 Error: $21.80 SLE: 0.06 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n",
"\u001b[92m8: Guess: $299.00 Truth: $289.00 Error: $10.00 SLE: 0.00 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n",
"\u001b[91m9: Guess: $499.99 Truth: $635.86 Error: $135.87 SLE: 0.06 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n",
"\u001b[93m10: Guess: $39.99 Truth: $65.99 Error: $26.00 SLE: 0.24 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n",
"\u001b[91m11: Guess: $149.99 Truth: $254.21 Error: $104.22 SLE: 0.28 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n",
"\u001b[91m12: Guess: $180.00 Truth: $412.99 Error: $232.99 SLE: 0.68 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n",
"\u001b[91m13: Guess: $32.99 Truth: $205.50 Error: $172.51 SLE: 3.26 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n",
"\u001b[91m14: Guess: $299.99 Truth: $248.23 Error: $51.76 SLE: 0.04 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n",
"\u001b[91m15: Guess: $299.99 Truth: $399.00 Error: $99.01 SLE: 0.08 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n",
"\u001b[91m16: Guess: $500.00 Truth: $373.94 Error: $126.06 SLE: 0.08 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n",
"\u001b[92m17: Guess: $79.99 Truth: $92.89 Error: $12.90 SLE: 0.02 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n",
"\u001b[92m18: Guess: $35.99 Truth: $51.99 Error: $16.00 SLE: 0.13 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n",
"\u001b[91m19: Guess: $100.00 Truth: $179.00 Error: $79.00 SLE: 0.33 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n",
"\u001b[92m20: Guess: $12.99 Truth: $19.42 Error: $6.43 SLE: 0.14 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n",
"\u001b[91m21: Guess: $399.00 Truth: $539.95 Error: $140.95 SLE: 0.09 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n",
"\u001b[91m22: Guess: $75.99 Truth: $147.67 Error: $71.68 SLE: 0.43 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n",
"\u001b[93m23: Guess: $49.99 Truth: $24.99 Error: $25.00 SLE: 0.45 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n",
"\u001b[91m24: Guess: $49.99 Truth: $149.00 Error: $99.01 SLE: 1.16 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n",
"\u001b[92m25: Guess: $12.99 Truth: $16.99 Error: $4.00 SLE: 0.06 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n",
"\u001b[92m26: Guess: $10.99 Truth: $7.99 Error: $3.00 SLE: 0.08 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n",
"\u001b[92m27: Guess: $180.00 Truth: $199.99 Error: $19.99 SLE: 0.01 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n",
"\u001b[91m28: Guess: $179.99 Truth: $251.45 Error: $71.46 SLE: 0.11 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n",
"\u001b[91m29: Guess: $134.99 Truth: $231.62 Error: $96.63 SLE: 0.29 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n",
"\u001b[91m30: Guess: $239.99 Truth: $135.00 Error: $104.99 SLE: 0.33 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n",
"\u001b[91m31: Guess: $315.00 Truth: $356.62 Error: $41.62 SLE: 0.02 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n",
"\u001b[91m32: Guess: $179.99 Truth: $257.99 Error: $78.00 SLE: 0.13 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n",
"\u001b[92m33: Guess: $29.99 Truth: $27.99 Error: $2.00 SLE: 0.00 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n",
"\u001b[91m34: Guess: $75.00 Truth: $171.20 Error: $96.20 SLE: 0.67 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n",
"\u001b[91m35: Guess: $329.99 Truth: $225.00 Error: $104.99 SLE: 0.15 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n",
"\u001b[92m36: Guess: $100.00 Truth: $105.00 Error: $5.00 SLE: 0.00 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n",
"\u001b[92m37: Guess: $299.99 Truth: $299.99 Error: $0.00 SLE: 0.00 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n",
"\u001b[91m38: Guess: $749.00 Truth: $535.09 Error: $213.91 SLE: 0.11 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n",
"\u001b[92m39: Guess: $12.99 Truth: $12.33 Error: $0.66 SLE: 0.00 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n",
"\u001b[92m40: Guess: $99.99 Truth: $84.99 Error: $15.00 SLE: 0.03 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n",
"\u001b[92m41: Guess: $25.99 Truth: $15.99 Error: $10.00 SLE: 0.21 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n",
"\u001b[91m42: Guess: $15.99 Truth: $62.44 Error: $46.45 SLE: 1.74 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n",
"\u001b[91m43: Guess: $149.99 Truth: $82.99 Error: $67.00 SLE: 0.34 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n",
"\u001b[91m44: Guess: $398.00 Truth: $599.95 Error: $201.95 SLE: 0.17 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n",
"\u001b[93m45: Guess: $229.99 Truth: $194.99 Error: $35.00 SLE: 0.03 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n",
"\u001b[91m46: Guess: $399.99 Truth: $344.95 Error: $55.04 SLE: 0.02 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n",
"\u001b[92m47: Guess: $49.99 Truth: $37.99 Error: $12.00 SLE: 0.07 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n",
"\u001b[93m48: Guess: $250.00 Truth: $224.35 Error: $25.65 SLE: 0.01 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n",
"\u001b[91m49: Guess: $1,100.00 Truth: $814.00 Error: $286.00 SLE: 0.09 Item: Street Series Stainless Performance Cat-...\u001b[0m\n",
"\u001b[91m50: Guess: $379.99 Truth: $439.88 Error: $59.89 SLE: 0.02 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n",
"\u001b[91m51: Guess: $299.99 Truth: $341.43 Error: $41.44 SLE: 0.02 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n",
"\u001b[93m52: Guess: $25.99 Truth: $46.78 Error: $20.79 SLE: 0.33 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n",
"\u001b[91m53: Guess: $370.00 Truth: $171.44 Error: $198.56 SLE: 0.59 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n",
"\u001b[91m54: Guess: $315.99 Truth: $458.00 Error: $142.01 SLE: 0.14 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n",
"\u001b[92m55: Guess: $129.99 Truth: $130.75 Error: $0.76 SLE: 0.00 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n",
"\u001b[91m56: Guess: $32.99 Truth: $83.81 Error: $50.82 SLE: 0.84 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n",
"\u001b[91m57: Guess: $100.00 Truth: $386.39 Error: $286.39 SLE: 1.81 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n",
"\u001b[91m58: Guess: $129.00 Truth: $169.00 Error: $40.00 SLE: 0.07 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n",
"\u001b[92m59: Guess: $25.99 Truth: $17.95 Error: $8.04 SLE: 0.13 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n",
"\u001b[91m60: Guess: $179.99 Truth: $269.00 Error: $89.01 SLE: 0.16 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n",
"\u001b[91m61: Guess: $25.99 Truth: $77.77 Error: $51.78 SLE: 1.15 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n",
"\u001b[91m62: Guess: $179.99 Truth: $88.99 Error: $91.00 SLE: 0.49 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n",
"\u001b[91m63: Guess: $260.00 Truth: $364.41 Error: $104.41 SLE: 0.11 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n",
"\u001b[93m64: Guess: $150.00 Truth: $127.03 Error: $22.97 SLE: 0.03 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n",
"\u001b[91m65: Guess: $490.00 Truth: $778.95 Error: $288.95 SLE: 0.21 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n",
"\u001b[92m66: Guess: $199.99 Truth: $206.66 Error: $6.67 SLE: 0.00 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n",
"\u001b[92m67: Guess: $35.99 Truth: $35.94 Error: $0.05 SLE: 0.00 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n",
"\u001b[91m68: Guess: $89.99 Truth: $149.00 Error: $59.01 SLE: 0.25 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n",
"\u001b[91m69: Guess: $150.00 Truth: $251.98 Error: $101.98 SLE: 0.27 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n",
"\u001b[92m70: Guess: $150.00 Truth: $160.00 Error: $10.00 SLE: 0.00 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n",
"\u001b[92m71: Guess: $49.99 Truth: $39.99 Error: $10.00 SLE: 0.05 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n",
"\u001b[91m72: Guess: $179.99 Truth: $362.41 Error: $182.42 SLE: 0.49 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n",
"\u001b[91m73: Guess: $239.99 Truth: $344.00 Error: $104.01 SLE: 0.13 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n",
"\u001b[92m74: Guess: $24.99 Truth: $25.09 Error: $0.10 SLE: 0.00 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n",
"\u001b[91m75: Guess: $75.99 Truth: $175.95 Error: $99.96 SLE: 0.69 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n",
"\u001b[92m76: Guess: $149.99 Truth: $132.64 Error: $17.35 SLE: 0.01 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n",
"\u001b[91m77: Guess: $239.99 Truth: $422.99 Error: $183.00 SLE: 0.32 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n",
"\u001b[91m78: Guess: $199.99 Truth: $146.48 Error: $53.51 SLE: 0.10 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n",
"\u001b[93m79: Guess: $120.00 Truth: $156.83 Error: $36.83 SLE: 0.07 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n",
"\u001b[91m80: Guess: $129.99 Truth: $251.99 Error: $122.00 SLE: 0.43 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n",
"\u001b[91m81: Guess: $329.99 Truth: $940.33 Error: $610.34 SLE: 1.09 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n",
"\u001b[93m82: Guess: $32.99 Truth: $52.99 Error: $20.00 SLE: 0.21 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n",
"\u001b[91m83: Guess: $150.00 Truth: $219.95 Error: $69.95 SLE: 0.14 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n",
"\u001b[91m84: Guess: $367.99 Truth: $441.03 Error: $73.04 SLE: 0.03 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n",
"\u001b[92m85: Guess: $149.99 Truth: $168.98 Error: $18.99 SLE: 0.01 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n",
"\u001b[92m86: Guess: $5.99 Truth: $2.49 Error: $3.50 SLE: 0.48 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n",
"\u001b[92m87: Guess: $99.99 Truth: $98.62 Error: $1.37 SLE: 0.00 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n",
"\u001b[91m88: Guess: $69.99 Truth: $256.95 Error: $186.96 SLE: 1.66 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n",
"\u001b[92m89: Guess: $24.99 Truth: $30.99 Error: $6.00 SLE: 0.04 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n",
"\u001b[91m90: Guess: $499.99 Truth: $569.84 Error: $69.85 SLE: 0.02 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n",
"\u001b[91m91: Guess: $59.99 Truth: $177.99 Error: $118.00 SLE: 1.16 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n",
"\u001b[91m92: Guess: $1,199.99 Truth: $997.99 Error: $202.00 SLE: 0.03 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n",
"\u001b[93m93: Guess: $199.00 Truth: $219.00 Error: $20.00 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n",
"\u001b[91m94: Guess: $150.00 Truth: $225.55 Error: $75.55 SLE: 0.16 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n",
"\u001b[91m95: Guess: $1,199.00 Truth: $495.95 Error: $703.05 SLE: 0.78 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n",
"\u001b[91m96: Guess: $699.99 Truth: $942.37 Error: $242.38 SLE: 0.09 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n",
"\u001b[92m97: Guess: $15.99 Truth: $1.94 Error: $14.05 SLE: 3.08 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n",
"\u001b[91m98: Guess: $199.95 Truth: $284.34 Error: $84.39 SLE: 0.12 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n",
"\u001b[91m99: Guess: $99.99 Truth: $171.90 Error: $71.91 SLE: 0.29 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n",
"\u001b[92m100: Guess: $129.99 Truth: $144.99 Error: $15.00 SLE: 0.01 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n",
"\u001b[91m101: Guess: $349.99 Truth: $470.47 Error: $120.48 SLE: 0.09 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n",
"\u001b[91m102: Guess: $25.99 Truth: $66.95 Error: $40.96 SLE: 0.85 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n",
"\u001b[91m103: Guess: $49.99 Truth: $117.00 Error: $67.01 SLE: 0.70 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n",
"\u001b[93m104: Guess: $139.99 Truth: $172.14 Error: $32.15 SLE: 0.04 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n",
"\u001b[91m105: Guess: $299.99 Truth: $392.74 Error: $92.75 SLE: 0.07 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n",
"\u001b[92m106: Guess: $25.99 Truth: $16.99 Error: $9.00 SLE: 0.16 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n",
"\u001b[92m107: Guess: $0.50 Truth: $1.34 Error: $0.84 SLE: 0.20 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n",
"\u001b[91m108: Guess: $249.99 Truth: $349.98 Error: $99.99 SLE: 0.11 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n",
"\u001b[91m109: Guess: $1,200.00 Truth: $370.71 Error: $829.29 SLE: 1.38 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n",
"\u001b[92m110: Guess: $79.99 Truth: $65.88 Error: $14.11 SLE: 0.04 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n",
"\u001b[91m111: Guess: $159.99 Truth: $229.99 Error: $70.00 SLE: 0.13 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n",
"\u001b[92m112: Guess: $15.99 Truth: $9.14 Error: $6.85 SLE: 0.27 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n",
"\u001b[91m113: Guess: $300.00 Truth: $199.00 Error: $101.00 SLE: 0.17 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n",
"\u001b[93m114: Guess: $129.99 Truth: $109.99 Error: $20.00 SLE: 0.03 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n",
"\u001b[91m115: Guess: $299.99 Truth: $570.42 Error: $270.43 SLE: 0.41 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n",
"\u001b[91m116: Guess: $130.00 Truth: $279.99 Error: $149.99 SLE: 0.58 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n",
"\u001b[92m117: Guess: $25.99 Truth: $30.99 Error: $5.00 SLE: 0.03 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n",
"\u001b[92m118: Guess: $25.99 Truth: $31.99 Error: $6.00 SLE: 0.04 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n",
"\u001b[92m119: Guess: $24.99 Truth: $15.90 Error: $9.09 SLE: 0.19 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n",
"\u001b[91m120: Guess: $129.99 Truth: $45.99 Error: $84.00 SLE: 1.05 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n",
"\u001b[91m121: Guess: $199.99 Truth: $113.52 Error: $86.47 SLE: 0.32 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n",
"\u001b[91m122: Guess: $579.99 Truth: $516.99 Error: $63.00 SLE: 0.01 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n",
"\u001b[91m123: Guess: $80.00 Truth: $196.99 Error: $116.99 SLE: 0.80 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n",
"\u001b[93m124: Guess: $15.99 Truth: $46.55 Error: $30.56 SLE: 1.06 Item: Technical Precision Replacement for GE G...\u001b[0m\n",
"\u001b[91m125: Guess: $179.99 Truth: $356.99 Error: $177.00 SLE: 0.47 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n",
"\u001b[93m126: Guess: $299.00 Truth: $319.95 Error: $20.95 SLE: 0.00 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n",
"\u001b[93m127: Guess: $120.00 Truth: $96.06 Error: $23.94 SLE: 0.05 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n",
"\u001b[91m128: Guess: $149.99 Truth: $190.99 Error: $41.00 SLE: 0.06 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n",
"\u001b[91m129: Guess: $75.99 Truth: $257.95 Error: $181.96 SLE: 1.47 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n",
"\u001b[92m130: Guess: $75.99 Truth: $62.95 Error: $13.04 SLE: 0.03 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n",
"\u001b[92m131: Guess: $32.99 Truth: $47.66 Error: $14.67 SLE: 0.13 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n",
"\u001b[91m132: Guess: $299.99 Truth: $226.99 Error: $73.00 SLE: 0.08 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n",
"\u001b[91m133: Guess: $499.99 Truth: $359.95 Error: $140.04 SLE: 0.11 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n",
"\u001b[91m134: Guess: $25.99 Truth: $78.40 Error: $52.41 SLE: 1.16 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n",
"\u001b[93m135: Guess: $150.00 Truth: $172.77 Error: $22.77 SLE: 0.02 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n",
"\u001b[91m136: Guess: $239.99 Truth: $316.45 Error: $76.46 SLE: 0.08 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n",
"\u001b[93m137: Guess: $119.99 Truth: $87.99 Error: $32.00 SLE: 0.09 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n",
"\u001b[91m138: Guess: $179.99 Truth: $226.63 Error: $46.64 SLE: 0.05 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n",
"\u001b[92m139: Guess: $25.99 Truth: $31.49 Error: $5.50 SLE: 0.03 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n",
"\u001b[91m140: Guess: $99.99 Truth: $196.00 Error: $96.01 SLE: 0.45 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n",
"\u001b[91m141: Guess: $35.99 Truth: $78.40 Error: $42.41 SLE: 0.58 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n",
"\u001b[93m142: Guess: $150.00 Truth: $116.25 Error: $33.75 SLE: 0.06 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n",
"\u001b[93m143: Guess: $150.00 Truth: $112.78 Error: $37.22 SLE: 0.08 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n",
"\u001b[92m144: Guess: $32.99 Truth: $27.32 Error: $5.67 SLE: 0.03 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n",
"\u001b[91m145: Guess: $49.99 Truth: $145.91 Error: $95.92 SLE: 1.12 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n",
"\u001b[93m146: Guess: $149.99 Truth: $171.09 Error: $21.10 SLE: 0.02 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n",
"\u001b[91m147: Guess: $49.99 Truth: $167.95 Error: $117.96 SLE: 1.44 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n",
"\u001b[92m148: Guess: $45.99 Truth: $28.49 Error: $17.50 SLE: 0.22 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n",
"\u001b[93m149: Guess: $149.99 Truth: $122.23 Error: $27.76 SLE: 0.04 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n",
"\u001b[92m150: Guess: $49.99 Truth: $32.99 Error: $17.00 SLE: 0.16 Item: Learning Resources Coding Critters Range...\u001b[0m\n",
"\u001b[92m151: Guess: $79.99 Truth: $71.20 Error: $8.79 SLE: 0.01 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n",
"\u001b[91m152: Guess: $45.99 Truth: $112.75 Error: $66.76 SLE: 0.78 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n",
"\u001b[91m153: Guess: $85.99 Truth: $142.43 Error: $56.44 SLE: 0.25 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n",
"\u001b[91m154: Guess: $249.99 Truth: $398.99 Error: $149.00 SLE: 0.22 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n",
"\u001b[91m155: Guess: $749.00 Truth: $449.00 Error: $300.00 SLE: 0.26 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n",
"\u001b[91m156: Guess: $129.99 Truth: $189.00 Error: $59.01 SLE: 0.14 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n",
"\u001b[93m157: Guess: $89.95 Truth: $120.91 Error: $30.96 SLE: 0.09 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n",
"\u001b[93m158: Guess: $239.99 Truth: $203.53 Error: $36.46 SLE: 0.03 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n",
"\u001b[92m159: Guess: $349.99 Truth: $349.99 Error: $0.00 SLE: 0.00 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n",
"\u001b[92m160: Guess: $15.99 Truth: $34.35 Error: $18.36 SLE: 0.54 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n",
"\u001b[91m161: Guess: $299.99 Truth: $384.99 Error: $85.00 SLE: 0.06 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n",
"\u001b[92m162: Guess: $219.99 Truth: $211.00 Error: $8.99 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n",
"\u001b[93m163: Guess: $150.00 Truth: $129.00 Error: $21.00 SLE: 0.02 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n",
"\u001b[91m164: Guess: $32.99 Truth: $111.45 Error: $78.46 SLE: 1.43 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n",
"\u001b[91m165: Guess: $15.99 Truth: $81.12 Error: $65.13 SLE: 2.48 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n",
"\u001b[91m166: Guess: $239.99 Truth: $457.08 Error: $217.09 SLE: 0.41 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n",
"\u001b[93m167: Guess: $79.99 Truth: $49.49 Error: $30.50 SLE: 0.22 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n",
"\u001b[91m168: Guess: $25.99 Truth: $80.56 Error: $54.57 SLE: 1.22 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n",
"\u001b[91m169: Guess: $179.99 Truth: $278.39 Error: $98.40 SLE: 0.19 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n",
"\u001b[91m170: Guess: $300.00 Truth: $364.50 Error: $64.50 SLE: 0.04 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n",
"\u001b[91m171: Guess: $209.99 Truth: $378.99 Error: $169.00 SLE: 0.35 Item: Torklift C3212 Rear Tie Down\u001b[0m\n",
"\u001b[91m172: Guess: $350.00 Truth: $165.28 Error: $184.72 SLE: 0.56 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n",
"\u001b[92m173: Guess: $43.99 Truth: $56.74 Error: $12.75 SLE: 0.06 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n",
"\u001b[91m174: Guess: $150.00 Truth: $307.95 Error: $157.95 SLE: 0.51 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n",
"\u001b[92m175: Guess: $49.99 Truth: $38.00 Error: $11.99 SLE: 0.07 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n",
"\u001b[92m176: Guess: $49.99 Truth: $53.00 Error: $3.01 SLE: 0.00 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n",
"\u001b[91m177: Guess: $599.99 Truth: $498.00 Error: $101.99 SLE: 0.03 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n",
"\u001b[91m178: Guess: $150.99 Truth: $53.99 Error: $97.00 SLE: 1.03 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n",
"\u001b[91m179: Guess: $249.99 Truth: $350.00 Error: $100.01 SLE: 0.11 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n",
"\u001b[91m180: Guess: $199.99 Truth: $299.95 Error: $99.96 SLE: 0.16 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n",
"\u001b[92m181: Guess: $89.99 Truth: $94.93 Error: $4.94 SLE: 0.00 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n",
"\u001b[91m182: Guess: $299.00 Truth: $379.00 Error: $80.00 SLE: 0.06 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n",
"\u001b[92m183: Guess: $299.99 Truth: $299.95 Error: $0.04 SLE: 0.00 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n",
"\u001b[92m184: Guess: $29.99 Truth: $24.99 Error: $5.00 SLE: 0.03 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n",
"\u001b[93m185: Guess: $75.00 Truth: $41.04 Error: $33.96 SLE: 0.35 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n",
"\u001b[91m186: Guess: $199.99 Truth: $327.90 Error: $127.91 SLE: 0.24 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n",
"\u001b[92m187: Guess: $15.99 Truth: $10.99 Error: $5.00 SLE: 0.12 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n",
"\u001b[92m188: Guess: $15.99 Truth: $14.99 Error: $1.00 SLE: 0.00 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n",
"\u001b[91m189: Guess: $15.99 Truth: $84.95 Error: $68.96 SLE: 2.63 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n",
"\u001b[92m190: Guess: $129.99 Truth: $111.00 Error: $18.99 SLE: 0.02 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n",
"\u001b[91m191: Guess: $79.99 Truth: $123.73 Error: $43.74 SLE: 0.19 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n",
"\u001b[91m192: Guess: $399.99 Truth: $557.38 Error: $157.39 SLE: 0.11 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n",
"\u001b[91m193: Guess: $149.99 Truth: $95.55 Error: $54.44 SLE: 0.20 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n",
"\u001b[91m194: Guess: $199.99 Truth: $154.00 Error: $45.99 SLE: 0.07 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n",
"\u001b[91m195: Guess: $150.00 Truth: $198.99 Error: $48.99 SLE: 0.08 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n",
"\u001b[91m196: Guess: $239.99 Truth: $430.44 Error: $190.45 SLE: 0.34 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n",
"\u001b[92m197: Guess: $25.99 Truth: $45.67 Error: $19.68 SLE: 0.30 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n",
"\u001b[91m198: Guess: $99.99 Truth: $249.00 Error: $149.01 SLE: 0.82 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n",
"\u001b[92m199: Guess: $25.99 Truth: $42.99 Error: $17.00 SLE: 0.24 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n",
"\u001b[92m200: Guess: $179.99 Truth: $181.33 Error: $1.34 SLE: 0.00 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n",
"\u001b[92m201: Guess: $6.99 Truth: $6.03 Error: $0.96 SLE: 0.02 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n",
"\u001b[92m202: Guess: $39.95 Truth: $29.99 Error: $9.96 SLE: 0.08 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n",
"\u001b[91m203: Guess: $500.00 Truth: $899.00 Error: $399.00 SLE: 0.34 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n",
"\u001b[91m204: Guess: $299.99 Truth: $399.99 Error: $100.00 SLE: 0.08 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n",
"\u001b[92m205: Guess: $15.99 Truth: $4.66 Error: $11.33 SLE: 1.21 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n",
"\u001b[91m206: Guess: $210.00 Truth: $261.41 Error: $51.41 SLE: 0.05 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n",
"\u001b[92m207: Guess: $120.00 Truth: $136.97 Error: $16.97 SLE: 0.02 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n",
"\u001b[91m208: Guess: $129.99 Truth: $79.00 Error: $50.99 SLE: 0.24 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n",
"\u001b[91m209: Guess: $199.00 Truth: $444.99 Error: $245.99 SLE: 0.64 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n",
"\u001b[91m210: Guess: $599.99 Truth: $411.94 Error: $188.05 SLE: 0.14 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n",
"\u001b[91m211: Guess: $189.99 Truth: $148.40 Error: $41.59 SLE: 0.06 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n",
"\u001b[91m212: Guess: $85.00 Truth: $244.99 Error: $159.99 SLE: 1.10 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n",
"\u001b[91m213: Guess: $149.99 Truth: $86.50 Error: $63.49 SLE: 0.30 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n",
"\u001b[91m214: Guess: $100.00 Truth: $297.95 Error: $197.95 SLE: 1.18 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n",
"\u001b[91m215: Guess: $499.99 Truth: $399.99 Error: $100.00 SLE: 0.05 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n",
"\u001b[91m216: Guess: $250.00 Truth: $599.00 Error: $349.00 SLE: 0.76 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n",
"\u001b[91m217: Guess: $29.99 Truth: $105.99 Error: $76.00 SLE: 1.54 Item: Barbie Top Model Doll\u001b[0m\n",
"\u001b[92m218: Guess: $699.99 Truth: $689.00 Error: $10.99 SLE: 0.00 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n",
"\u001b[92m219: Guess: $399.00 Truth: $404.99 Error: $5.99 SLE: 0.00 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n",
"\u001b[91m220: Guess: $150.00 Truth: $207.76 Error: $57.76 SLE: 0.10 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n",
"\u001b[91m221: Guess: $349.99 Truth: $171.82 Error: $178.17 SLE: 0.50 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n",
"\u001b[92m222: Guess: $299.99 Truth: $293.24 Error: $6.75 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n",
"\u001b[93m223: Guess: $399.95 Truth: $374.95 Error: $25.00 SLE: 0.00 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n",
"\u001b[91m224: Guess: $59.99 Truth: $111.99 Error: $52.00 SLE: 0.38 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n",
"\u001b[92m225: Guess: $32.99 Truth: $42.99 Error: $10.00 SLE: 0.07 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n",
"\u001b[93m226: Guess: $150.00 Truth: $116.71 Error: $33.29 SLE: 0.06 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n",
"\u001b[93m227: Guess: $150.00 Truth: $118.61 Error: $31.39 SLE: 0.05 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n",
"\u001b[92m228: Guess: $150.00 Truth: $147.12 Error: $2.88 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n",
"\u001b[93m229: Guess: $99.99 Truth: $119.99 Error: $20.00 SLE: 0.03 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n",
"\u001b[91m230: Guess: $179.99 Truth: $369.98 Error: $189.99 SLE: 0.52 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n",
"\u001b[92m231: Guess: $299.99 Truth: $315.55 Error: $15.56 SLE: 0.00 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n",
"\u001b[91m232: Guess: $299.99 Truth: $190.99 Error: $109.00 SLE: 0.20 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n",
"\u001b[91m233: Guess: $99.99 Truth: $155.00 Error: $55.01 SLE: 0.19 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n",
"\u001b[93m234: Guess: $329.99 Truth: $349.99 Error: $20.00 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n",
"\u001b[92m235: Guess: $239.99 Truth: $249.99 Error: $10.00 SLE: 0.00 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n",
"\u001b[92m236: Guess: $35.99 Truth: $42.99 Error: $7.00 SLE: 0.03 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n",
"\u001b[92m237: Guess: $19.99 Truth: $17.99 Error: $2.00 SLE: 0.01 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n",
"\u001b[91m238: Guess: $315.00 Truth: $425.00 Error: $110.00 SLE: 0.09 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n",
"\u001b[92m239: Guess: $239.99 Truth: $249.99 Error: $10.00 SLE: 0.00 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n",
"\u001b[91m240: Guess: $35.99 Truth: $138.23 Error: $102.24 SLE: 1.76 Item: Schmidt Spiele - Manhattan\u001b[0m\n",
"\u001b[91m241: Guess: $329.99 Truth: $414.99 Error: $85.00 SLE: 0.05 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n",
"\u001b[92m242: Guess: $150.00 Truth: $168.28 Error: $18.28 SLE: 0.01 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n",
"\u001b[92m243: Guess: $199.99 Truth: $199.99 Error: $0.00 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n",
"\u001b[92m244: Guess: $110.99 Truth: $126.70 Error: $15.71 SLE: 0.02 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n",
"\u001b[92m245: Guess: $10.99 Truth: $5.91 Error: $5.08 SLE: 0.30 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n",
"\u001b[92m246: Guess: $199.99 Truth: $193.06 Error: $6.93 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n",
"\u001b[91m247: Guess: $299.99 Truth: $249.99 Error: $50.00 SLE: 0.03 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n",
"\u001b[92m248: Guess: $59.99 Truth: $64.12 Error: $4.13 SLE: 0.00 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n",
"\u001b[91m249: Guess: $209.99 Truth: $114.99 Error: $95.00 SLE: 0.36 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n",
"\u001b[91m250: Guess: $599.00 Truth: $926.00 Error: $327.00 SLE: 0.19 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"runner = TestRunner(gpt_predictor, test, \"GPT-4o-mini Prediction Accuracy\").run()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "c43e2865-ac54-4ea8-9d2c-bbbeedf89029",
"metadata": {},
"outputs": [],
"source": [
"def frontier_predictor(item):\n",
" response = openai.chat.completions.create(\n",
" model=\"gpt-4o-2024-08-06\", \n",
" messages=messages_for(item),\n",
" seed=42,\n",
" max_tokens=6\n",
" )\n",
" reply = response.choices[0].message.content\n",
" return get_price(reply)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "4bf517b2-9a7e-4def-93ba-f728f16d91e2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[91m1: Guess: $209.95 Truth: $374.41 Error: $164.46 SLE: 0.33 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n",
"\u001b[91m2: Guess: $74.99 Truth: $225.11 Error: $150.12 SLE: 1.19 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n",
"\u001b[92m3: Guess: $50.00 Truth: $61.68 Error: $11.68 SLE: 0.04 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n",
"\u001b[91m4: Guess: $450.00 Truth: $599.99 Error: $149.99 SLE: 0.08 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n",
"\u001b[92m5: Guess: $15.99 Truth: $16.99 Error: $1.00 SLE: 0.00 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n",
"\u001b[92m6: Guess: $15.99 Truth: $31.99 Error: $16.00 SLE: 0.44 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n",
"\u001b[93m7: Guess: $129.99 Truth: $101.79 Error: $28.20 SLE: 0.06 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n",
"\u001b[92m8: Guess: $299.00 Truth: $289.00 Error: $10.00 SLE: 0.00 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n",
"\u001b[91m9: Guess: $450.00 Truth: $635.86 Error: $185.86 SLE: 0.12 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n",
"\u001b[92m10: Guess: $59.99 Truth: $65.99 Error: $6.00 SLE: 0.01 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n",
"\u001b[91m11: Guess: $209.99 Truth: $254.21 Error: $44.22 SLE: 0.04 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n",
"\u001b[91m12: Guess: $367.99 Truth: $412.99 Error: $45.00 SLE: 0.01 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n",
"\u001b[91m13: Guess: $59.99 Truth: $205.50 Error: $145.51 SLE: 1.49 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n",
"\u001b[91m14: Guess: $299.99 Truth: $248.23 Error: $51.76 SLE: 0.04 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n",
"\u001b[91m15: Guess: $299.99 Truth: $399.00 Error: $99.01 SLE: 0.08 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n",
"\u001b[93m16: Guess: $350.00 Truth: $373.94 Error: $23.94 SLE: 0.00 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n",
"\u001b[92m17: Guess: $99.99 Truth: $92.89 Error: $7.10 SLE: 0.01 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n",
"\u001b[92m18: Guess: $43.99 Truth: $51.99 Error: $8.00 SLE: 0.03 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n",
"\u001b[91m19: Guess: $100.00 Truth: $179.00 Error: $79.00 SLE: 0.33 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n",
"\u001b[92m20: Guess: $12.99 Truth: $19.42 Error: $6.43 SLE: 0.14 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n",
"\u001b[91m21: Guess: $599.00 Truth: $539.95 Error: $59.05 SLE: 0.01 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n",
"\u001b[92m22: Guess: $150.00 Truth: $147.67 Error: $2.33 SLE: 0.00 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n",
"\u001b[92m23: Guess: $37.99 Truth: $24.99 Error: $13.00 SLE: 0.16 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n",
"\u001b[91m24: Guess: $25.99 Truth: $149.00 Error: $123.01 SLE: 2.94 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n",
"\u001b[92m25: Guess: $15.99 Truth: $16.99 Error: $1.00 SLE: 0.00 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n",
"\u001b[92m26: Guess: $13.99 Truth: $7.99 Error: $6.00 SLE: 0.26 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n",
"\u001b[93m27: Guess: $229.99 Truth: $199.99 Error: $30.00 SLE: 0.02 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n",
"\u001b[92m28: Guess: $239.00 Truth: $251.45 Error: $12.45 SLE: 0.00 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n",
"\u001b[91m29: Guess: $125.00 Truth: $231.62 Error: $106.62 SLE: 0.38 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n",
"\u001b[91m30: Guess: $180.00 Truth: $135.00 Error: $45.00 SLE: 0.08 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n",
"\u001b[91m31: Guess: $280.00 Truth: $356.62 Error: $76.62 SLE: 0.06 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n",
"\u001b[91m32: Guess: $150.00 Truth: $257.99 Error: $107.99 SLE: 0.29 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n",
"\u001b[92m33: Guess: $25.99 Truth: $27.99 Error: $2.00 SLE: 0.01 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n",
"\u001b[91m34: Guess: $50.00 Truth: $171.20 Error: $121.20 SLE: 1.48 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n",
"\u001b[93m35: Guess: $249.99 Truth: $225.00 Error: $24.99 SLE: 0.01 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n",
"\u001b[92m36: Guess: $100.00 Truth: $105.00 Error: $5.00 SLE: 0.00 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n",
"\u001b[92m37: Guess: $299.99 Truth: $299.99 Error: $0.00 SLE: 0.00 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n",
"\u001b[91m38: Guess: $625.00 Truth: $535.09 Error: $89.91 SLE: 0.02 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n",
"\u001b[92m39: Guess: $14.00 Truth: $12.33 Error: $1.67 SLE: 0.01 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n",
"\u001b[91m40: Guess: $129.99 Truth: $84.99 Error: $45.00 SLE: 0.18 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n",
"\u001b[92m41: Guess: $19.99 Truth: $15.99 Error: $4.00 SLE: 0.04 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n",
"\u001b[91m42: Guess: $18.99 Truth: $62.44 Error: $43.45 SLE: 1.33 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n",
"\u001b[92m43: Guess: $79.99 Truth: $82.99 Error: $3.00 SLE: 0.00 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n",
"\u001b[91m44: Guess: $399.99 Truth: $599.95 Error: $199.96 SLE: 0.16 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n",
"\u001b[91m45: Guess: $249.00 Truth: $194.99 Error: $54.01 SLE: 0.06 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n",
"\u001b[91m46: Guess: $399.99 Truth: $344.95 Error: $55.04 SLE: 0.02 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n",
"\u001b[92m47: Guess: $49.99 Truth: $37.99 Error: $12.00 SLE: 0.07 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n",
"\u001b[93m48: Guess: $250.00 Truth: $224.35 Error: $25.65 SLE: 0.01 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n",
"\u001b[91m49: Guess: $1,000.00 Truth: $814.00 Error: $186.00 SLE: 0.04 Item: Street Series Stainless Performance Cat-...\u001b[0m\n",
"\u001b[93m50: Guess: $400.00 Truth: $439.88 Error: $39.88 SLE: 0.01 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n",
"\u001b[91m51: Guess: $299.99 Truth: $341.43 Error: $41.44 SLE: 0.02 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n",
"\u001b[93m52: Guess: $25.99 Truth: $46.78 Error: $20.79 SLE: 0.33 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n",
"\u001b[91m53: Guess: $250.00 Truth: $171.44 Error: $78.56 SLE: 0.14 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n",
"\u001b[92m54: Guess: $450.00 Truth: $458.00 Error: $8.00 SLE: 0.00 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n",
"\u001b[92m55: Guess: $129.99 Truth: $130.75 Error: $0.76 SLE: 0.00 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n",
"\u001b[92m56: Guess: $75.00 Truth: $83.81 Error: $8.81 SLE: 0.01 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n",
"\u001b[91m57: Guess: $100.00 Truth: $386.39 Error: $286.39 SLE: 1.81 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n",
"\u001b[92m58: Guess: $180.00 Truth: $169.00 Error: $11.00 SLE: 0.00 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n",
"\u001b[92m59: Guess: $25.99 Truth: $17.95 Error: $8.04 SLE: 0.13 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n",
"\u001b[93m60: Guess: $239.99 Truth: $269.00 Error: $29.01 SLE: 0.01 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n",
"\u001b[93m61: Guess: $49.99 Truth: $77.77 Error: $27.78 SLE: 0.19 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n",
"\u001b[91m62: Guess: $150.00 Truth: $88.99 Error: $61.01 SLE: 0.27 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n",
"\u001b[91m63: Guess: $300.00 Truth: $364.41 Error: $64.41 SLE: 0.04 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n",
"\u001b[93m64: Guess: $150.00 Truth: $127.03 Error: $22.97 SLE: 0.03 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n",
"\u001b[91m65: Guess: $650.00 Truth: $778.95 Error: $128.95 SLE: 0.03 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n",
"\u001b[91m66: Guess: $250.00 Truth: $206.66 Error: $43.34 SLE: 0.04 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n",
"\u001b[92m67: Guess: $49.99 Truth: $35.94 Error: $14.05 SLE: 0.10 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n",
"\u001b[92m68: Guess: $149.99 Truth: $149.00 Error: $0.99 SLE: 0.00 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n",
"\u001b[92m69: Guess: $250.00 Truth: $251.98 Error: $1.98 SLE: 0.00 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n",
"\u001b[92m70: Guess: $150.00 Truth: $160.00 Error: $10.00 SLE: 0.00 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n",
"\u001b[92m71: Guess: $39.99 Truth: $39.99 Error: $0.00 SLE: 0.00 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n",
"\u001b[91m72: Guess: $250.00 Truth: $362.41 Error: $112.41 SLE: 0.14 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n",
"\u001b[91m73: Guess: $180.00 Truth: $344.00 Error: $164.00 SLE: 0.42 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n",
"\u001b[92m74: Guess: $15.00 Truth: $25.09 Error: $10.09 SLE: 0.24 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n",
"\u001b[91m75: Guess: $75.00 Truth: $175.95 Error: $100.95 SLE: 0.71 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n",
"\u001b[93m76: Guess: $169.99 Truth: $132.64 Error: $37.35 SLE: 0.06 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n",
"\u001b[91m77: Guess: $599.99 Truth: $422.99 Error: $177.00 SLE: 0.12 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n",
"\u001b[91m78: Guess: $250.00 Truth: $146.48 Error: $103.52 SLE: 0.28 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n",
"\u001b[93m79: Guess: $135.99 Truth: $156.83 Error: $20.84 SLE: 0.02 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n",
"\u001b[91m80: Guess: $80.00 Truth: $251.99 Error: $171.99 SLE: 1.30 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n",
"\u001b[91m81: Guess: $525.00 Truth: $940.33 Error: $415.33 SLE: 0.34 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n",
"\u001b[93m82: Guess: $29.99 Truth: $52.99 Error: $23.00 SLE: 0.31 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n",
"\u001b[91m83: Guess: $299.95 Truth: $219.95 Error: $80.00 SLE: 0.10 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n",
"\u001b[91m84: Guess: $370.00 Truth: $441.03 Error: $71.03 SLE: 0.03 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n",
"\u001b[93m85: Guess: $199.99 Truth: $168.98 Error: $31.01 SLE: 0.03 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n",
"\u001b[92m86: Guess: $3.99 Truth: $2.49 Error: $1.50 SLE: 0.13 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n",
"\u001b[92m87: Guess: $79.99 Truth: $98.62 Error: $18.63 SLE: 0.04 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n",
"\u001b[91m88: Guess: $150.00 Truth: $256.95 Error: $106.95 SLE: 0.29 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n",
"\u001b[92m89: Guess: $24.99 Truth: $30.99 Error: $6.00 SLE: 0.04 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n",
"\u001b[91m90: Guess: $490.00 Truth: $569.84 Error: $79.84 SLE: 0.02 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n",
"\u001b[91m91: Guess: $59.99 Truth: $177.99 Error: $118.00 SLE: 1.16 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n",
"\u001b[91m92: Guess: $799.00 Truth: $997.99 Error: $198.99 SLE: 0.05 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n",
"\u001b[92m93: Guess: $199.99 Truth: $219.00 Error: $19.01 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n",
"\u001b[91m94: Guess: $175.99 Truth: $225.55 Error: $49.56 SLE: 0.06 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n",
"\u001b[91m95: Guess: $1,499.00 Truth: $495.95 Error: $1,003.05 SLE: 1.22 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n",
"\u001b[91m96: Guess: $749.99 Truth: $942.37 Error: $192.38 SLE: 0.05 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n",
"\u001b[92m97: Guess: $5.99 Truth: $1.94 Error: $4.05 SLE: 0.75 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n",
"\u001b[92m98: Guess: $274.95 Truth: $284.34 Error: $9.39 SLE: 0.00 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n",
"\u001b[93m99: Guess: $150.00 Truth: $171.90 Error: $21.90 SLE: 0.02 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n",
"\u001b[92m100: Guess: $149.99 Truth: $144.99 Error: $5.00 SLE: 0.00 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n",
"\u001b[93m101: Guess: $499.99 Truth: $470.47 Error: $29.52 SLE: 0.00 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n",
"\u001b[91m102: Guess: $25.99 Truth: $66.95 Error: $40.96 SLE: 0.85 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n",
"\u001b[91m103: Guess: $60.00 Truth: $117.00 Error: $57.00 SLE: 0.44 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n",
"\u001b[91m104: Guess: $125.00 Truth: $172.14 Error: $47.14 SLE: 0.10 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n",
"\u001b[91m105: Guess: $350.00 Truth: $392.74 Error: $42.74 SLE: 0.01 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n",
"\u001b[92m106: Guess: $19.99 Truth: $16.99 Error: $3.00 SLE: 0.02 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n",
"\u001b[92m107: Guess: $0.50 Truth: $1.34 Error: $0.84 SLE: 0.20 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n",
"\u001b[91m108: Guess: $200.00 Truth: $349.98 Error: $149.98 SLE: 0.31 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n",
"\u001b[91m109: Guess: $650.00 Truth: $370.71 Error: $279.29 SLE: 0.31 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n",
"\u001b[92m110: Guess: $50.00 Truth: $65.88 Error: $15.88 SLE: 0.07 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n",
"\u001b[92m111: Guess: $229.99 Truth: $229.99 Error: $0.00 SLE: 0.00 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n",
"\u001b[92m112: Guess: $6.99 Truth: $9.14 Error: $2.15 SLE: 0.06 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n",
"\u001b[91m113: Guess: $250.00 Truth: $199.00 Error: $51.00 SLE: 0.05 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n",
"\u001b[93m114: Guess: $129.99 Truth: $109.99 Error: $20.00 SLE: 0.03 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n",
"\u001b[91m115: Guess: $450.00 Truth: $570.42 Error: $120.42 SLE: 0.06 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n",
"\u001b[91m116: Guess: $169.99 Truth: $279.99 Error: $110.00 SLE: 0.25 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n",
"\u001b[92m117: Guess: $25.99 Truth: $30.99 Error: $5.00 SLE: 0.03 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n",
"\u001b[92m118: Guess: $24.95 Truth: $31.99 Error: $7.04 SLE: 0.06 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n",
"\u001b[92m119: Guess: $15.99 Truth: $15.90 Error: $0.09 SLE: 0.00 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n",
"\u001b[91m120: Guess: $129.99 Truth: $45.99 Error: $84.00 SLE: 1.05 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n",
"\u001b[91m121: Guess: $169.99 Truth: $113.52 Error: $56.47 SLE: 0.16 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n",
"\u001b[92m122: Guess: $500.00 Truth: $516.99 Error: $16.99 SLE: 0.00 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n",
"\u001b[91m123: Guess: $120.00 Truth: $196.99 Error: $76.99 SLE: 0.24 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n",
"\u001b[93m124: Guess: $15.99 Truth: $46.55 Error: $30.56 SLE: 1.06 Item: Technical Precision Replacement for GE G...\u001b[0m\n",
"\u001b[91m125: Guess: $274.99 Truth: $356.99 Error: $82.00 SLE: 0.07 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n",
"\u001b[92m126: Guess: $329.00 Truth: $319.95 Error: $9.05 SLE: 0.00 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n",
"\u001b[92m127: Guess: $100.00 Truth: $96.06 Error: $3.94 SLE: 0.00 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n",
"\u001b[92m128: Guess: $179.99 Truth: $190.99 Error: $11.00 SLE: 0.00 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n",
"\u001b[91m129: Guess: $75.00 Truth: $257.95 Error: $182.95 SLE: 1.50 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n",
"\u001b[92m130: Guess: $50.00 Truth: $62.95 Error: $12.95 SLE: 0.05 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n",
"\u001b[92m131: Guess: $29.99 Truth: $47.66 Error: $17.67 SLE: 0.20 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n",
"\u001b[91m132: Guess: $299.99 Truth: $226.99 Error: $73.00 SLE: 0.08 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n",
"\u001b[92m133: Guess: $350.00 Truth: $359.95 Error: $9.95 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n",
"\u001b[91m134: Guess: $25.99 Truth: $78.40 Error: $52.41 SLE: 1.16 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n",
"\u001b[93m135: Guess: $150.00 Truth: $172.77 Error: $22.77 SLE: 0.02 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n",
"\u001b[91m136: Guess: $239.66 Truth: $316.45 Error: $76.79 SLE: 0.08 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n",
"\u001b[91m137: Guess: $129.99 Truth: $87.99 Error: $42.00 SLE: 0.15 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n",
"\u001b[93m138: Guess: $250.00 Truth: $226.63 Error: $23.37 SLE: 0.01 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n",
"\u001b[92m139: Guess: $32.99 Truth: $31.49 Error: $1.50 SLE: 0.00 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n",
"\u001b[92m140: Guess: $180.00 Truth: $196.00 Error: $16.00 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n",
"\u001b[91m141: Guess: $32.99 Truth: $78.40 Error: $45.41 SLE: 0.72 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n",
"\u001b[93m142: Guess: $150.00 Truth: $116.25 Error: $33.75 SLE: 0.06 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n",
"\u001b[91m143: Guess: $180.00 Truth: $112.78 Error: $67.22 SLE: 0.22 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n",
"\u001b[92m144: Guess: $32.99 Truth: $27.32 Error: $5.67 SLE: 0.03 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n",
"\u001b[91m145: Guess: $100.99 Truth: $145.91 Error: $44.92 SLE: 0.13 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n",
"\u001b[91m146: Guess: $250.00 Truth: $171.09 Error: $78.91 SLE: 0.14 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n",
"\u001b[92m147: Guess: $149.99 Truth: $167.95 Error: $17.96 SLE: 0.01 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n",
"\u001b[92m148: Guess: $45.99 Truth: $28.49 Error: $17.50 SLE: 0.22 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n",
"\u001b[93m149: Guess: $100.00 Truth: $122.23 Error: $22.23 SLE: 0.04 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n",
"\u001b[92m150: Guess: $34.99 Truth: $32.99 Error: $2.00 SLE: 0.00 Item: Learning Resources Coding Critters Range...\u001b[0m\n",
"\u001b[93m151: Guess: $32.99 Truth: $71.20 Error: $38.21 SLE: 0.57 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n",
"\u001b[93m152: Guess: $80.00 Truth: $112.75 Error: $32.75 SLE: 0.12 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n",
"\u001b[93m153: Guess: $120.00 Truth: $142.43 Error: $22.43 SLE: 0.03 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n",
"\u001b[91m154: Guess: $350.00 Truth: $398.99 Error: $48.99 SLE: 0.02 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n",
"\u001b[93m155: Guess: $480.00 Truth: $449.00 Error: $31.00 SLE: 0.00 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n",
"\u001b[92m156: Guess: $169.99 Truth: $189.00 Error: $19.01 SLE: 0.01 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n",
"\u001b[93m157: Guess: $149.95 Truth: $120.91 Error: $29.04 SLE: 0.05 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n",
"\u001b[92m158: Guess: $189.99 Truth: $203.53 Error: $13.54 SLE: 0.00 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n",
"\u001b[92m159: Guess: $349.99 Truth: $349.99 Error: $0.00 SLE: 0.00 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n",
"\u001b[93m160: Guess: $12.99 Truth: $34.35 Error: $21.36 SLE: 0.86 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n",
"\u001b[92m161: Guess: $399.99 Truth: $384.99 Error: $15.00 SLE: 0.00 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n",
"\u001b[93m162: Guess: $180.00 Truth: $211.00 Error: $31.00 SLE: 0.02 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n",
"\u001b[93m163: Guess: $150.00 Truth: $129.00 Error: $21.00 SLE: 0.02 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n",
"\u001b[91m164: Guess: $32.99 Truth: $111.45 Error: $78.46 SLE: 1.43 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n",
"\u001b[91m165: Guess: $32.99 Truth: $81.12 Error: $48.13 SLE: 0.78 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n",
"\u001b[91m166: Guess: $329.99 Truth: $457.08 Error: $127.09 SLE: 0.11 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n",
"\u001b[91m167: Guess: $99.99 Truth: $49.49 Error: $50.50 SLE: 0.48 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n",
"\u001b[93m168: Guess: $45.99 Truth: $80.56 Error: $34.57 SLE: 0.30 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n",
"\u001b[91m169: Guess: $370.00 Truth: $278.39 Error: $91.61 SLE: 0.08 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n",
"\u001b[91m170: Guess: $280.00 Truth: $364.50 Error: $84.50 SLE: 0.07 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n",
"\u001b[91m171: Guess: $296.99 Truth: $378.99 Error: $82.00 SLE: 0.06 Item: Torklift C3212 Rear Tie Down\u001b[0m\n",
"\u001b[92m172: Guess: $150.00 Truth: $165.28 Error: $15.28 SLE: 0.01 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n",
"\u001b[92m173: Guess: $45.99 Truth: $56.74 Error: $10.75 SLE: 0.04 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n",
"\u001b[91m174: Guess: $175.00 Truth: $307.95 Error: $132.95 SLE: 0.32 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n",
"\u001b[93m175: Guess: $65.00 Truth: $38.00 Error: $27.00 SLE: 0.28 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n",
"\u001b[92m176: Guess: $59.99 Truth: $53.00 Error: $6.99 SLE: 0.01 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n",
"\u001b[92m177: Guess: $500.00 Truth: $498.00 Error: $2.00 SLE: 0.00 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n",
"\u001b[91m178: Guess: $100.00 Truth: $53.99 Error: $46.01 SLE: 0.37 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n",
"\u001b[91m179: Guess: $250.00 Truth: $350.00 Error: $100.00 SLE: 0.11 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n",
"\u001b[91m180: Guess: $199.99 Truth: $299.95 Error: $99.96 SLE: 0.16 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n",
"\u001b[92m181: Guess: $80.00 Truth: $94.93 Error: $14.93 SLE: 0.03 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n",
"\u001b[93m182: Guess: $399.00 Truth: $379.00 Error: $20.00 SLE: 0.00 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n",
"\u001b[91m183: Guess: $250.00 Truth: $299.95 Error: $49.95 SLE: 0.03 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n",
"\u001b[92m184: Guess: $29.99 Truth: $24.99 Error: $5.00 SLE: 0.03 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n",
"\u001b[92m185: Guess: $32.99 Truth: $41.04 Error: $8.05 SLE: 0.05 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n",
"\u001b[93m186: Guess: $299.99 Truth: $327.90 Error: $27.91 SLE: 0.01 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n",
"\u001b[92m187: Guess: $14.99 Truth: $10.99 Error: $4.00 SLE: 0.08 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n",
"\u001b[92m188: Guess: $14.99 Truth: $14.99 Error: $0.00 SLE: 0.00 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n",
"\u001b[91m189: Guess: $15.99 Truth: $84.95 Error: $68.96 SLE: 2.63 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n",
"\u001b[93m190: Guess: $79.99 Truth: $111.00 Error: $31.01 SLE: 0.11 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n",
"\u001b[93m191: Guess: $85.99 Truth: $123.73 Error: $37.74 SLE: 0.13 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n",
"\u001b[91m192: Guess: $500.00 Truth: $557.38 Error: $57.38 SLE: 0.01 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n",
"\u001b[91m193: Guess: $250.00 Truth: $95.55 Error: $154.45 SLE: 0.91 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n",
"\u001b[92m194: Guess: $149.99 Truth: $154.00 Error: $4.01 SLE: 0.00 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n",
"\u001b[91m195: Guess: $150.00 Truth: $198.99 Error: $48.99 SLE: 0.08 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n",
"\u001b[91m196: Guess: $129.99 Truth: $430.44 Error: $300.45 SLE: 1.42 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n",
"\u001b[93m197: Guess: $15.99 Truth: $45.67 Error: $29.68 SLE: 1.02 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n",
"\u001b[91m198: Guess: $150.00 Truth: $249.00 Error: $99.00 SLE: 0.25 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n",
"\u001b[92m199: Guess: $45.99 Truth: $42.99 Error: $3.00 SLE: 0.00 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n",
"\u001b[93m200: Guess: $150.00 Truth: $181.33 Error: $31.33 SLE: 0.04 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n",
"\u001b[92m201: Guess: $2.99 Truth: $6.03 Error: $3.04 SLE: 0.32 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n",
"\u001b[92m202: Guess: $30.00 Truth: $29.99 Error: $0.01 SLE: 0.00 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n",
"\u001b[91m203: Guess: $500.00 Truth: $899.00 Error: $399.00 SLE: 0.34 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n",
"\u001b[92m204: Guess: $399.99 Truth: $399.99 Error: $0.00 SLE: 0.00 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n",
"\u001b[93m205: Guess: $32.99 Truth: $4.66 Error: $28.33 SLE: 3.21 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n",
"\u001b[91m206: Guess: $315.00 Truth: $261.41 Error: $53.59 SLE: 0.03 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n",
"\u001b[92m207: Guess: $134.99 Truth: $136.97 Error: $1.98 SLE: 0.00 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n",
"\u001b[91m208: Guess: $180.00 Truth: $79.00 Error: $101.00 SLE: 0.67 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n",
"\u001b[91m209: Guess: $400.00 Truth: $444.99 Error: $44.99 SLE: 0.01 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n",
"\u001b[92m210: Guess: $399.99 Truth: $411.94 Error: $11.95 SLE: 0.00 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n",
"\u001b[92m211: Guess: $165.00 Truth: $148.40 Error: $16.60 SLE: 0.01 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n",
"\u001b[91m212: Guess: $65.00 Truth: $244.99 Error: $179.99 SLE: 1.73 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n",
"\u001b[91m213: Guess: $150.00 Truth: $86.50 Error: $63.50 SLE: 0.30 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n",
"\u001b[91m214: Guess: $100.00 Truth: $297.95 Error: $197.95 SLE: 1.18 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n",
"\u001b[91m215: Guess: $490.00 Truth: $399.99 Error: $90.01 SLE: 0.04 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n",
"\u001b[91m216: Guess: $450.00 Truth: $599.00 Error: $149.00 SLE: 0.08 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n",
"\u001b[93m217: Guess: $75.00 Truth: $105.99 Error: $30.99 SLE: 0.12 Item: Barbie Top Model Doll\u001b[0m\n",
"\u001b[91m218: Guess: $749.99 Truth: $689.00 Error: $60.99 SLE: 0.01 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n",
"\u001b[92m219: Guess: $399.00 Truth: $404.99 Error: $5.99 SLE: 0.00 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n",
"\u001b[93m220: Guess: $180.00 Truth: $207.76 Error: $27.76 SLE: 0.02 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n",
"\u001b[91m221: Guess: $275.00 Truth: $171.82 Error: $103.18 SLE: 0.22 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n",
"\u001b[92m222: Guess: $299.99 Truth: $293.24 Error: $6.75 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n",
"\u001b[93m223: Guess: $399.95 Truth: $374.95 Error: $25.00 SLE: 0.00 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n",
"\u001b[91m224: Guess: $69.99 Truth: $111.99 Error: $42.00 SLE: 0.22 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n",
"\u001b[92m225: Guess: $32.99 Truth: $42.99 Error: $10.00 SLE: 0.07 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n",
"\u001b[91m226: Guess: $180.00 Truth: $116.71 Error: $63.29 SLE: 0.19 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n",
"\u001b[91m227: Guess: $175.99 Truth: $118.61 Error: $57.38 SLE: 0.15 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n",
"\u001b[92m228: Guess: $150.00 Truth: $147.12 Error: $2.88 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n",
"\u001b[92m229: Guess: $129.99 Truth: $119.99 Error: $10.00 SLE: 0.01 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n",
"\u001b[91m230: Guess: $299.99 Truth: $369.98 Error: $69.99 SLE: 0.04 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n",
"\u001b[91m231: Guess: $269.95 Truth: $315.55 Error: $45.60 SLE: 0.02 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n",
"\u001b[92m232: Guess: $179.99 Truth: $190.99 Error: $11.00 SLE: 0.00 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n",
"\u001b[93m233: Guess: $180.00 Truth: $155.00 Error: $25.00 SLE: 0.02 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n",
"\u001b[91m234: Guess: $399.99 Truth: $349.99 Error: $50.00 SLE: 0.02 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n",
"\u001b[91m235: Guess: $329.99 Truth: $249.99 Error: $80.00 SLE: 0.08 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n",
"\u001b[92m236: Guess: $35.99 Truth: $42.99 Error: $7.00 SLE: 0.03 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n",
"\u001b[92m237: Guess: $16.99 Truth: $17.99 Error: $1.00 SLE: 0.00 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n",
"\u001b[91m238: Guess: $350.00 Truth: $425.00 Error: $75.00 SLE: 0.04 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n",
"\u001b[93m239: Guess: $229.99 Truth: $249.99 Error: $20.00 SLE: 0.01 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n",
"\u001b[91m240: Guess: $30.00 Truth: $138.23 Error: $108.23 SLE: 2.26 Item: Schmidt Spiele - Manhattan\u001b[0m\n",
"\u001b[92m241: Guess: $399.99 Truth: $414.99 Error: $15.00 SLE: 0.00 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n",
"\u001b[92m242: Guess: $150.00 Truth: $168.28 Error: $18.28 SLE: 0.01 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n",
"\u001b[91m243: Guess: $299.99 Truth: $199.99 Error: $100.00 SLE: 0.16 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n",
"\u001b[93m244: Guess: $150.00 Truth: $126.70 Error: $23.30 SLE: 0.03 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n",
"\u001b[92m245: Guess: $10.99 Truth: $5.91 Error: $5.08 SLE: 0.30 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n",
"\u001b[93m246: Guess: $229.99 Truth: $193.06 Error: $36.93 SLE: 0.03 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n",
"\u001b[91m247: Guess: $299.99 Truth: $249.99 Error: $50.00 SLE: 0.03 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n",
"\u001b[92m248: Guess: $50.00 Truth: $64.12 Error: $14.12 SLE: 0.06 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n",
"\u001b[93m249: Guess: $150.00 Truth: $114.99 Error: $35.01 SLE: 0.07 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n",
"\u001b[91m250: Guess: $999.00 Truth: $926.00 Error: $73.00 SLE: 0.01 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"runner = TestRunner(frontier_predictor, test, \"GPT-4o Frontier Prediction\").run()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "8836aa7d-721e-4d5e-b7f3-b2ace6fe1605",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"runner.report()"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "a36d4dc4-5a43-4a13-8ced-644f7b3f1ca5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.876\n"
]
}
],
"source": [
"errors = runner.errors\n",
"truths = runner.truths\n",
"hits = 0\n",
"for error, truth in zip(errors, truths):\n",
" if error < 80 or error/truth < 0.40:\n",
" hits += 1\n",
"print(hits/len(errors))"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "059b6c74-917f-4cb1-b810-ce70735a57be",
"metadata": {},
"outputs": [],
"source": [
"train_prompts = [item.prompt for item in train]\n",
"train_prices = [item.price for item in train]\n",
"test_prompts = [item.test_prompt() for item in test]\n",
"test_prices = [item.price for item in test]"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "b8ba48cb-da5e-4ddb-8955-8a94e62ea8e0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'How much does this cost to the nearest dollar?\\n\\nDorman Front Washer Fluid Reservoir Compatible with Select Ford/Lincoln/Mercury Models\\nThis washer fluid reservoir is designed to match the fit and function of the original equipment reservoir. It is engineered to withstand the stresses of underhood heat and engine vibration on specified vehicle makes, models, and years. This part is compatible with the following vehicles. Before purchasing, enter your vehicle trim in the garage tool to confirm fitment. Ford Explorer 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010 - Lincoln Aviator 2003, 2004, 2005 - Mercury Mountaineer 2002, 2003, 2004, 2005, \\n\\nPrice is $'"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_prompts[2]"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "f9ee2e90-79b6-4232-b955-b1c67bc3d600",
"metadata": {},
"outputs": [],
"source": [
"# Create a Dataset from the lists\n",
"train_dataset = Dataset.from_dict({\"text\": train_prompts, \"price\": train_prices})\n",
"test_dataset = Dataset.from_dict({\"text\": test_prompts, \"price\": test_prices})\n",
"dataset = DatasetDict({\n",
" \"train\": train_dataset,\n",
" \"test\": test_dataset\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "e69e26a5-4b24-4e0f-8944-731c534b285b",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a36a1255a7ee40169af4b99eb723659b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Uploading the dataset shards: 0%| | 0/1 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"model_id": "40e3c6aacdb648ae94c2685872b64cae",
"version_major": 2,
"version_minor": 0
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"text/plain": [
"Creating parquet from Arrow format: 0%| | 0/400 [00:00<?, ?ba/s]"
]
},
"metadata": {},
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},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "0ea1def58ddb42eabae2db1c9c5fb867",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Uploading the dataset shards: 0%| | 0/1 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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{
"data": {
"text/plain": [
"CommitInfo(commit_url='https://huggingface.co/datasets/ed-donner/pricer-data/commit/f38df5f756eafe7e331348b26a823e4d706f4a08', commit_message='Upload dataset', commit_description='', oid='f38df5f756eafe7e331348b26a823e4d706f4a08', pr_url=None, pr_revision=None, pr_num=None)"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DATASET_NAME = \"ed-donner/pricer-data\"\n",
"dataset.push_to_hub(DATASET_NAME, private=True)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"id": "0282b9c5-019b-4e1c-910c-3f86b46b35dd",
"metadata": {},
"outputs": [],
"source": [
"# One more thing!\n",
"# Let's pickle the training and test dataset so we don't have to execute all this code next time!\n",
"\n",
"with open('train_pricer.pkl', 'wb') as file:\n",
" pickle.dump(train, file)\n",
"\n",
"with open('test_pricer.pkl', 'wb') as file:\n",
" pickle.dump(test, file)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "abc0ec9d-857d-4805-a6b8-dab88bb729fc",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"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": "3.11.10"
}
},
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"nbformat_minor": 5
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