From the uDemy course on LLM engineering.
https://www.udemy.com/course/llm-engineering-master-ai-and-large-language-models
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3130 lines
1.4 MiB
3130 lines
1.4 MiB
{ |
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"cells": [ |
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{ |
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"cell_type": "code", |
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"execution_count": 1, |
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"id": "9491dd8f-8124-4a51-be3a-8f678c149dcf", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# imports\n", |
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"\n", |
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"import os\n", |
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"import re\n", |
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"import math\n", |
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"import random\n", |
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"from datetime import datetime\n", |
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"import numpy as np\n", |
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"from typing import Optional\n", |
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"from dotenv import load_dotenv\n", |
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"from openai import OpenAI\n", |
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"import anthropic\n", |
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"from huggingface_hub import login\n", |
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"from tqdm import tqdm\n", |
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"import matplotlib.pyplot as plt\n", |
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"from datasets import load_dataset, Dataset, DatasetDict\n", |
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"from concurrent.futures import ProcessPoolExecutor\n", |
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"from transformers import AutoTokenizer\n", |
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"from items import Item, read_dataset\n", |
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"import pickle" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 2, |
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"id": "9cd394a2-d8e6-4e8f-a120-50c0ee12620d", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# environment\n", |
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"\n", |
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"load_dotenv()\n", |
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"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", |
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"os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')\n", |
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"os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 3, |
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"id": "535addd2-9590-42dd-81d8-9dbe06e0194a", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# constants\n", |
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"\n", |
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"MAX_DESCRIPTION_AND_FEATURES_CHARS = 120\n", |
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"MIN_TOKENS = 100\n", |
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"MAX_TOKENS = 175\n", |
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"CUTOFF_CHARS = MAX_TOKENS * 6" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 62, |
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"id": "846ded5d-b7f5-4581-8f56-d9650ff329c1", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Token is valid (permission: write).\n" |
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] |
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}, |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", |
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"To disable this warning, you can either:\n", |
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"\t- Avoid using `tokenizers` before the fork if possible\n", |
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"\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n", |
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"huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", |
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"To disable this warning, you can either:\n", |
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"\t- Avoid using `tokenizers` before the fork if possible\n", |
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"\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n" |
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] |
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}, |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Your token has been saved in your configured git credential helpers (osxkeychain).\n", |
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"Your token has been saved to /Users/ed/.cache/huggingface/token\n", |
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"Login successful\n" |
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] |
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}, |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", |
|
"To disable this warning, you can either:\n", |
|
"\t- Avoid using `tokenizers` before the fork if possible\n", |
|
"\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n" |
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] |
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} |
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], |
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"source": [ |
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"# initialize\n", |
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"\n", |
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"openai = OpenAI()\n", |
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"claude = anthropic.Anthropic()\n", |
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"OPENAI_MODEL = \"gpt-4o-mini\"\n", |
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"CLAUDE_MODEL = \"claude-3-5-sonnet-20240620\"\n", |
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"hf_token = os.environ['HF_TOKEN']\n", |
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"login(hf_token, add_to_git_credential=True)\n", |
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"PHI3 = \"microsoft/Phi-3-medium-4k-instruct\"\n", |
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"GEMMA = \"google/gemma-2-9b-it\"" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 5, |
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"id": "e81b23f7-8aa3-4590-ae5c-2d1bebd2f7c9", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"%matplotlib inline" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 6, |
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"id": "8a45e4f9-4fcf-4f72-8db2-54cbb1889901", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# Constants\n", |
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"\n", |
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"BASE_MODEL = \"meta-llama/Meta-Llama-3.1-8B-Instruct\"\n", |
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"\n", |
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"# Used for writing to output in color\n", |
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"\n", |
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"GREEN = \"\\033[92m\"\n", |
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"YELLOW = \"\\033[93m\"\n", |
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"RED = \"\\033[91m\"\n", |
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"RESET = \"\\033[0m\"" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 7, |
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"id": "fb2ed609-a00a-4ff8-9f4d-8f2ff8ea26dd", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"dataset_names = [\n", |
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" \"Clothing_Shoes_and_Jewelry\",\n", |
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" \"Beauty_and_Personal_Care\",\n", |
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" \"Health_and_Household\",\n", |
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" \"Home_and_Kitchen\",\n", |
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" \"Sports_and_Outdoors\",\n", |
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" \"Electronics\",\n", |
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" \"Industrial_and_Scientific\",\n", |
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" \"Office_Products\",\n", |
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" \"Tools_and_Home_Improvement\",\n", |
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" \"Patio_Lawn_and_Garden\",\n", |
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" \"Automotive\",\n", |
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" \"Cell_Phones_and_Accessories\",\n", |
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" \"Pet_Supplies\",\n", |
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" \"Toys_and_Games\",\n", |
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" \"Appliances\",\n", |
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" \"Musical_Instruments\",\n", |
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"]" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 8, |
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"id": "dd11853b-9e21-4b14-9a08-9d9f63636e1a", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Loading dataset Clothing_Shoes_and_Jewelry\n", |
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"Loading dataset Sports_and_Outdoors\n", |
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"Loading dataset Beauty_and_Personal_Care\n", |
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"Loading dataset Health_and_Household\n", |
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"Loading dataset Industrial_and_Scientific\n", |
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"Loading dataset Electronics\n", |
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"Loading dataset Home_and_Kitchen\n", |
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"Completed loading Industrial_and_Scientific with 204,010 datapoints\n", |
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"Loading dataset Office_Products\n", |
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"Completed loading Health_and_Household with 307,032 datapoints\n", |
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"Loading dataset Tools_and_Home_Improvement\n", |
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"Completed loading Beauty_and_Personal_Care with 335,450 datapoints\n", |
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"Loading dataset Patio_Lawn_and_Garden\n", |
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"Completed loading Office_Products with 268,830 datapoints\n", |
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"Loading dataset Automotive\n", |
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"Completed loading Sports_and_Outdoors with 453,642 datapoints\n", |
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"Loading dataset Cell_Phones_and_Accessories\n", |
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"Completed loading Electronics with 499,963 datapoints\n", |
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"Loading dataset Pet_Supplies\n", |
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"Completed loading Patio_Lawn_and_Garden with 342,274 datapoints\n", |
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"Loading dataset Toys_and_Games\n", |
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"Completed loading Pet_Supplies with 153,043 datapoints\n", |
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"Loading dataset Appliances\n", |
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"Completed loading Appliances with 43,330 datapoints\n", |
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"Loading dataset Musical_Instruments\n", |
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"Completed loading Cell_Phones_and_Accessories with 247,016 datapoints\n", |
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"Completed loading Musical_Instruments with 77,538 datapoints\n", |
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"Completed loading Tools_and_Home_Improvement with 594,818 datapoints\n", |
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"Completed loading Toys_and_Games with 387,580 datapoints\n", |
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"Completed loading Home_and_Kitchen with 1,213,591 datapoints\n", |
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"Completed loading Clothing_Shoes_and_Jewelry with 1,256,652 datapoints\n", |
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"Completed loading Automotive with 1,074,420 datapoints\n", |
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"Completed in 33.4 mins\n" |
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] |
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} |
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], |
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"source": [ |
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"start = datetime.now()\n", |
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"items = []\n", |
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"with ProcessPoolExecutor(max_workers=7) as pool:\n", |
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" for results in pool.map(read_dataset, dataset_names):\n", |
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" items.extend(results)\n", |
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"finish = datetime.now()\n", |
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"print(f\"Completed in {(finish-start).total_seconds()/60:.1f} mins\")" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 9, |
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"id": "7af95a63-2116-4b62-9d99-1808721410c6", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/plain": [ |
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"7459189" |
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] |
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}, |
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"execution_count": 9, |
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"metadata": {}, |
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"output_type": "execute_result" |
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} |
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], |
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"source": [ |
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"len(items)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 16, |
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"id": "3d7ab348-3708-4357-b96f-65839f897223", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"items = [item for item in items if item.token_count<=180]" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 17, |
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"id": "a9158f80-5b6f-4b65-9ece-c450f6f8023c", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/plain": [ |
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"7459188" |
|
] |
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}, |
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"execution_count": 17, |
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"metadata": {}, |
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"output_type": "execute_result" |
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} |
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], |
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"source": [ |
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"len(items)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 18, |
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"id": "b01322eb-d84d-46de-a12b-c2b027bac66d", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"with open('items.pkl', 'wb') as file:\n", |
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" pickle.dump(items, file)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 7, |
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"id": "cecfb43d-3692-475d-b80d-512e6b9b55c2", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"with open('items.pkl', 'rb') as file:\n", |
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" items = pickle.load(file)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 11, |
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"id": "011bffcf-03f8-4f0d-8999-b53d1ac88624", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"There are 7,459,188 items with prices\n", |
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"\n", |
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"BALEAF Women's Long Sleeve Zip Beach Coverup UPF 50+ Sun Protection Hooded Cover Up Shirt Dress with Pockets Department womens, Available April 3, 2022 90% Polyester, 10% Spandex Zipper closure Machine Wash Long sleeve sun protection coverups--UPF 50+ blocks the sun from burning Zipped v-neckline--fashionable V neck and smooth 1/4 zipper allows to staying place as you like Two drop-in side pockets--hold your phone or keys well,no worries of falling out Hoodie with non-slip drawcord--Enhancing hooded design is convenient to wrap your face and enough space to put your head and\n", |
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"___\n", |
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"[{'role': 'system', 'content': 'You estimate prices to the nearest dollar'}, {'role': 'user', 'content': \"How much is this?\\nBALEAF Women's Long Sleeve Zip Beach Coverup UPF 50+ Sun Protection Hooded Cover Up Shirt Dress with Pockets Department womens, Available April 3, 2022 90% Polyester, 10% Spandex Zipper closure Machine Wash Long sleeve sun protection coverups--UPF 50+ blocks the sun from burning Zipped v-neckline--fashionable V neck and smooth 1/4 zipper allows to staying place as you like Two drop-in side pockets--hold your phone or keys well,no worries of falling out Hoodie with non-slip drawcord--Enhancing hooded design is convenient to wrap your face and enough space to put your head and\\n\"}, {'role': 'assistant', 'content': 'Price is $32.00'}]\n" |
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] |
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} |
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], |
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"source": [ |
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"# Let's investigate:\n", |
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"\n", |
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"print(f\"There are {len(items):,} items with prices\\n\")\n", |
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"print(items[0].text)\n", |
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"print('___')\n", |
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"print(items[0].messages())" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 12, |
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"id": "fcf74830-1e97-4543-b454-eefd314fc106", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Average length is 819.6 and highest length is 1,340\n", |
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"\n" |
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] |
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}, |
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{ |
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"data": { |
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"image/png": 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", |
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"text/plain": [ |
|
"<Figure size 640x480 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
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} |
|
], |
|
"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", |
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"ax.set_ylabel('Count of items');\n", |
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"_ = ax.hist(lengths, rwidth=0.7, color=\"lightblue\", bins=range(0, 1000, 50))\n", |
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"\n", |
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"print(f\"Average length is {sum(lengths)/len(lengths):,.1f} and highest length is {max(lengths):,}\\n\")" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 13, |
|
"id": "d5dde349-610a-4e96-a2ea-9178a9c1fa2a", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
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"image/png": 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", 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"<Figure size 640x480 with 1 Axes>" |
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] |
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}, |
|
"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": 14, |
|
"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": 15, |
|
"id": "2378cb92-305a-49d0-8193-4ae09a0cccf8", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"<|begin_of_text|><|start_header_id|>system<|end_header_id|>\n", |
|
"\n", |
|
"You estimate prices to the nearest dollar<|eot_id|><|start_header_id|>user<|end_header_id|>\n", |
|
"\n", |
|
"How much is this?\n", |
|
"BALEAF Women's Long Sleeve Zip Beach Coverup UPF 50+ Sun Protection Hooded Cover Up Shirt Dress with Pockets Department womens, Available April 3, 2022 90% Polyester, 10% Spandex Zipper closure Machine Wash Long sleeve sun protection coverups--UPF 50+ blocks the sun from burning Zipped v-neckline--fashionable V neck and smooth 1/4 zipper allows to staying place as you like Two drop-in side pockets--hold your phone or keys well,no worries of falling out Hoodie with non-slip drawcord--Enhancing hooded design is convenient to wrap your face and enough space to put your head and<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n", |
|
"\n", |
|
"Price is $32.00<|eot_id|>\n", |
|
"[78191, 128007, 271, 7117, 374, 400, 843, 13, 410, 128009]\n", |
|
"['assistant', '<|end_header_id|>', '\\n\\n', 'Price', ' is', ' $', '32', '.', '00', '<|eot_id|>']\n" |
|
] |
|
} |
|
], |
|
"source": [ |
|
"report(items[0])" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 16, |
|
"id": "50d88feb-d0ee-4abf-a013-7d11a7e4e2cd", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"Average price is $49.77 and highest price is $999.49\n", |
|
"\n" |
|
] |
|
}, |
|
{ |
|
"data": { |
|
"image/png": 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", |
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"text/plain": [ |
|
"<Figure size 640x480 with 1 Axes>" |
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] |
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}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
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} |
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], |
|
"source": [ |
|
"# Plot the distribution of prices\n", |
|
"\n", |
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"prices = [float(item.price) for item in items]\n", |
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"fig, ax = plt.subplots(1, 1)\n", |
|
"ax.set_xlabel('Price ($)')\n", |
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"ax.set_ylabel('Count of items');\n", |
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"_ = ax.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 20))\n", |
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"\n", |
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"print(f\"Average price is ${sum(prices)/len(prices):.2f} and highest price is ${max(prices):,.2f}\\n\")" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 17, |
|
"id": "3718a8e6-6c87-4351-8c27-9e61745b0991", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
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"image/png": 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cHgEg8A9S0DadmyFgixYtlJiYqHPnzumzzz5T165dtXPnTrm7u0u68fy/m/z8/FS1alU1aNBAu3fv1hNPPJFnvpMnT2rYsGFat27dLf9C361bN7NxGzRoIG9vb3377bd5ntfzV0ajsVDbigAAwP339ttvKzg4WBUqVNClS5e0ZMkSbdy4UWvXrpWLi4tcXFzM+pcsWVIeHh6qXr26pBsr/4KCgnTlyhUtXLhQGRkZysjIkCS5ubnJysoq33kHDRqkRYsWaeXKlXJ0dDT9MNDZ2Vn29vamfhkZGfrqq680Y8aMPGN4eHjk++iRihUr3jJQBAAA+WMLMPAPUtA2nZscHBxUpUoVNWrUSJGRkbK2tlZkZGSB4z3xxBMqWbKkjhw5ku/xhIQEpaWlKSAgwLS9ZtOmTfr4449lbW1d4As8PD095e3tbRrXw8ND2dnZunjxolm/tLQ0lStX7k5vAwAAuA/Onj2rnj17qnr16mrVqpV27typtWvXqk2bNoU6PyEhQTt37tS+fftUpUoVeXp6mj4nT5409QsMDFSfPn1M3yMiIpSenq7AwECzc2JiYszGX7JkiYxGo15++eX7cr0AAKBgrAAE/sFubtO52+O//PKLrl27Jk9Pz3yPt2rVSvv27TNr69u3r2rUqKG33nqrwJ/snz9/XidPnjSNGxAQoJIlSyouLk5du3aVJKWkpGj//v2aNm3aLa8RAAA8GLf6IWF+kpKSzL4HBgbKaDQW6ry/BoCFOUeSXn/9db3++uuFrq+w4wIAgLwIAIF/iFtt08nMzNTkyZPVsWNHeXp66vz585ozZ45OnTqlF198UZJ09OhRffnll3rmmWfk6uqqX3/9VW+88Yb8/f3VtGnTfOd0dHSUn5+fWZuDg4NcXFxM7ZcvX1ZoaKi6dOkiT09PJSUl6e2335arq6uee+45STe29PTr109vvPGGXFxcVLZsWb355puqU6fOLV8sAgAAHm0HDx6Uo6OjevXqVdSlAACAWyAABP4hbm7TSUlJkbOzs+rWrWvapvPnn3/q4MGD+vzzz3Xu3Dm5uLioYcOG2rJli2rXri3pxvbh9evX66OPPtLly5dVoUIFtW/fXuPGjTNbyRcYGCgfHx9FR0cXqi4rKyvt27dPCxYs0B9//CFPT0+1aNFCMTExcnR0NPX78MMPZW1tra5du+rq1atq1aqVoqOjC1xFCAAAHn01atTIs5sAAAD88xAAAv8Qt9qmY2dnp2XLlt3y/AoVKmjTpk23nefv23T+buPGjWbf7e3tFRsbe9tx7ezsNGvWLM2aNeu2fW8nIiJCERERpq1ItWvX1nvvvafg4GBJN7YAjR8/XvPmzdPFixf15JNP6pNPPjGFoUlJSQU+IPx///ufadVkfubMmaMPPvhAKSkpql27tsLDw9W8eXPT8dDQUC1ZskQnT56UjY2NAgICNHnyZD355JOSpAsXLmjcuHFat26dTp48KVdXV3Xu3FkTJ06Us7PzPd8bAADuxHjD+KIu4b4bZxxX1CUAAPDI4SUgQDHyqGzTKV++vN5//33Fx8crPj5eLVu2VKdOnfTLL79IkqZNm6aZM2dq9uzZ2rVrlzw8PNSmTRtdunRJ0o0wNCUlxewzfvx4OTg4mELE/MTExGj48OEaO3as9uzZo+bNmys4OFjJycmmPtWqVdPs2bO1b98+bd26VT4+PgoKCtLvv/8uSTpz5ozOnDmj6dOna9++fYqOjtbatWvVr1+/B3jHAAAAAAAoGCsAgX+Qh/FT+hf0giZaTXzg89x0Nz+l79Chg9n3yZMnKyIiQjt27FCtWrUUHh6usWPH6vnnn5ckff755ypXrpwWLVqkkJAQWVlZycPDw2yM5cuXq1u3bipdunSB886cOVP9+vVT//79JUnh4eGKjY1VRESEwsLCJEndu3fPc05kZKT27t2rVq1ayc/PT0uXLjUdr1y5siZPnqxXXnlF169fl7U1/9oFAAAAADxcrAAE8I+Wk5OjJUuWKDMzU40bN9bx48eVmpqqoKAgUx9bW1s9/fTT2rZtW75jJCQkKDEx8Zar8LKzs5WQkGA2riQFBQUVOG52drbmzZsnZ2dn1atXr8Cx09PT5eTkRPgHAAAAACgS/N8ogH+kffv2qXHjxvrzzz9VunRpLV++XLVq1TKFceXKlTPrX65cOZ04cSLfsSIjI1WzZk01adKkwPnOnTunnJycfMdNTU01a/vmm2/00ksv6cqVK/L09FRcXJxcXV3zHff8+fOaOHGiQkJCbnvNAAAAAAA8CKwABPCPVL16dSUmJmrHjh3697//rd69e+vXX381HTcYDGb9jUZjnjZJunr1qhYtWlToZ/AVZtwWLVooMTFR27ZtU7t27dS1a1elpaXlGSsjI0Pt27dXrVq1NG4cDywHAAAAABQNAkAA/0g2NjaqUqWKGjRooLCwMNWrV08fffSR6dl+f1+Vl5aWlmf1niR9/fXXunLlym1ffOLq6iorK6tCjevg4KAqVaqoUaNGioyMlLW1dZ63OF+6dEnt2rUzrV4sWbJkoa8dAAAAAID7iQAQwCPBaDQqKytLvr6+8vDwUFxcnOlYdna2Nm3alO8W38jISHXs2FFubm63HN/GxkYBAQFm40pSXFzcLbcO/7W2mzIyMhQUFCQbGxutWrVKdnZ2hblEAAAAAAAeCJ4BCOAf5+2331ZwcLAqVKigS5cuacmSJdq4caPWrl0rg8Gg4cOHa8qUKapataqqVq2qKVOmqFSpUnne0Pvbb79p8+bNWrNmTaHmHTlypHr27KkGDRqocePGmjdvnpKTkzVgwABJUmZmpiZPnqyOHTvK09NT58+f15w5c3Tq1Cm9+OKLkm6s/AsKCtKVK1e0cOFCZWRkKCMjQ5Lk5uYmKyur+3inAAAAAAC4PQJAAP84Z8+eVc+ePZWSkiJnZ2fVrVtXa9euVZs2bSRJ//nPf3T16lUNHDhQFy9e1JNPPql169bJ0dHRbJz58+fr8ccfz/Nm35sCAwPl4+Oj6OhoSVK3bt10/vx5TZgwQSkpKfLz89OaNWvk7e0tSbKystLBgwf1+eef69y5c3JxcVHDhg21ZcsW1a5dW9KNNw7v3LlTklSlShWz+Y4fPy4fH5/7dZsAAAAAACgUAkAA/zh/f57e3xkMBoWGhio0NPSW/aZMmaIpU6YUeDwpKUl9+vQxaxs4cKAGDhyYb387OzstW7bslnMGBgbKaDTesg8AAAAAAA8TzwAEUCwdPHhQjo6Ot305CAAAAAAAjzpWAAL4RxpvGP/A53hBL2ii1cQHPs9N44zjHtpcAAAAAADcxApAAACAR1xYWJgaNmwoR0dHubu7q3Pnzjp06FCefgcOHFDHjh3l7OwsR0dHNWrUSMnJyabjqamp6tmzpzw8POTg4KAnnnhCX3/99S3nvn79ut555x35+vrK3t5elSpV0oQJE5Sbm2vqExoaqho1asjBwUGPPfaYWrdubXpe6k1ZWVkaMmSIXF1d5eDgoI4dO+rUqVP3eGcAAAAgEQACAAA88jZt2qRBgwZpx44diouL0/Xr1xUUFKTMzExTn6NHj6pZs2aqUaOGNm7cqJ9//lnvvvuu7OzsTH169uypQ4cOadWqVdq3b5+ef/55devWTXv27Clw7qlTp2ru3LmaPXu2Dhw4oGnTpumDDz7QrFmzTH2qVaum2bNna9++fdq6dat8fHwUFBSk33//3dRn+PDhWr58uZYsWaKtW7fq8uXLevbZZ5WTk3Of7xYAAEDxwxZgAACAR9zatWvNvkdFRcnd3V0JCQl66qmnJEljx47VM888o2nTppn6VapUyey87du3KyIiQv/6178kSe+8844+/PBD7d69W/7+/vnOvX37dnXq1Ent27eXJPn4+Gjx4sWKj4839enevbvZOTNnzlRkZKT27t2rVq1aKT09XZGRkfriiy/UunVrSdLChQtVoUIFff/992rbtu3d3BYAAAD8f6wABAAAsDDp6emSpLJly0qScnNz9e2336patWpq27at3N3d9eSTT2rFihVm5zVr1kwxMTG6cOGCcnNztWTJEmVlZSkwMLDAuZo1a6b169fr8OHDkqSff/5ZW7du1TPPPJNv/+zsbM2bN0/Ozs6qV6+eJCkhIUHXrl1TUFCQqZ+Xl5f8/Py0bdu2u70NAAAA+P8IAAEAACyI0WjUyJEj1axZM/n5+UmS0tLSdPnyZb3//vtq166d1q1bp+eee07PP/+8Nm3aZDo3JiZG169fl4uLi2xtbRUSEqLly5ercuXKBc731ltv6eWXX1aNGjVUsmRJ+fv7a/jw4Xr55ZfN+n3zzTcqXbq07Ozs9OGHHyouLk6urq6Sbjx70MbGRo899pjZOeXKlVNqaur9ujUAAADFFluAAQAALMjgwYO1d+9ebd261dR284UcnTp10ogRIyRJ9evX17Zt2zR37lw9/fTTkm5s+b148aK+//57ubq6asWKFXrxxRe1ZcsW1alTJ9/5YmJitHDhQi1atEi1a9dWYmKihg8fLi8vL/Xu3dvUr0WLFkpMTNS5c+f02WefqWvXrtq5c6fc3d0LvBaj0SiDwXDP9wQAAKC4IwAEAACwEEOGDNGqVau0efNmlS9f3tTu6uoqa2tr1apVy6x/zZo1TUHh0aNHNXv2bO3fv1+1a9eWJNWrV09btmzRJ598orlz5+Y756hRozR69Gi99NJLkqQ6deroxIkTCgsLMwsAHRwcVKVKFVWpUkWNGjVS1apVFRkZqTFjxsjDw0PZ2dm6ePGi2SrAtLQ0NWnS5P7cHAAAgGKMLcAAAACPOKPRqMGDB2vZsmXasGGDfH19zY7b2NioYcOGOnTokFn74cOH5e3tLUm6cuWKJKlECfO/HlpZWZlWEObnypUrd3zOzZqzsrIkSQEBASpZsqTi4uJMx1NSUrR//34CQAAAgPuAABAAAOARN2jQINM2XEdHR6Wmpio1NVVXr1419Rk1apRiYmL02Wef6bffftPs2bO1evVqDRw4UJJUo0YNValSRSEhIfrpp5909OhRzZgxQ3FxcercuXOBc3fo0EGTJ0/Wt99+q6SkJC1fvlwzZ87Uc889J0nKzMzU22+/rR07dujEiRPavXu3+vfvr1OnTunFF1+UJDk7O6tfv3564403tH79eu3Zs0evvPKK6tSpY3orMID7IywsTA0bNpSjo6Pc3d3VuXPnPD8c+KuQkBAZDAaFh4eb2pKSkmQwGPL9fPXVV7ecf86cOfL19ZWdnZ0CAgK0ZcsWs+PLli1T27Zt5erqKoPBoMTExHzH2b59u1q2bCkHBweVKVNGgYGBZv/OAwCYIwAEAAB4xEVERCg9PV2BgYHy9PQ0fWJiYkx9nnvuOc2dO1fTpk1TnTp19N///ldLly5Vs2bNJEklS5bUmjVr5Obmpg4dOqhu3bpasGCBPv/8c7M3+gYGBqpPnz6m77NmzdILL7yggQMHqmbNmnrzzTcVEhKiiRMnSrqxGvDgwYPq0qWLqlWrpmeffVa///67tmzZYtpqLEkffvihOnfurK5du6pp06YqVaqUVq9eLSsrqwd894DiZdOmTRo0aJB27NihuLg4Xb9+XUFBQcrMzMzTd8WKFdq5c6e8vLzM2itUqKCUlBSzz/jx4+Xg4KDg4OAC546JidHw4cM1duxY7dmzR82bN1dwcLCSk5NNfTIzM9W0aVO9//77BY6zfft2tWvXTkFBQfrpp5+0a9cuDR48OM9qZADA/+EZgAAAAI84o9FYqH6vvvqqXn311QKPV61aVUuXLr3lGElJSWYBoKOjo8LDw81WB/2VnZ2dli1bdtva7OzsNGvWLM2aNeu2fQHcvbVr15p9j4qKkru7uxISEvTUU0+Z2k+fPq3BgwcrNjZW7du3NzvHyspKHh4eZm3Lly9Xt27dVLp06QLnnjlzpvr166f+/ftLksLDwxUbG6uIiAiFhYVJknr27Cnpxr9rCjJixAgNHTpUo0ePNrVVrVr1FlcNAOBHJAAAACiUgwcPytHRUb169SrqUgDcJ+np6ZKksmXLmtpyc3PVs2dPjRo1ymylbkESEhKUmJiofv36FdgnOztbCQkJCgoKMmsPCgrStm3bCl1vWlqa6Q3iTZo0Ubly5fT000+bvfkcAJAXKwABAAAswHjD+Icyzwt6QROtJj6UuSRpnHHcQ5sLKG6MRqNGjhypZs2ayc/Pz9Q+depUWVtba+jQoYUaJzIyUjVr1rzlS3vOnTunnJwclStXzqy9XLlySk1NLXTNx44dkySFhoZq+vTpql+/vhYsWKBWrVpp//79rAQEgAIQAAIAAABAMTR48GDt3bvXbPVcQkKCPvroI+3evVsGg+G2Y1y9elWLFi3Su+++W6g5/z6m0Wgs1Dw33XzDeEhIiPr27StJ8vf31/r16zV//nzTVmIAgDm2AAMAAABAMTNkyBCtWrVKP/zwg8qXL29q37Jli9LS0lSxYkVZW1vL2tpaJ06c0BtvvCEfH58843z99de6cuXKbR8N4OrqKisrqzyr/dLS0vKsCrwVT09PSVKtWrXM2mvWrGn2MhEAgDkCQAAAAAAoJoxGowYPHqxly5Zpw4YN8vX1NTves2dP7d27V4mJiaaPl5eXRo0apdjY2DzjRUZGqmPHjnJzc7vlvDY2NgoICFBcXJxZe1xc3C23Dv+dj4+PvLy8dOjQIbP2w4cPy9vbu9DjAEBxwxZgAAAAACgmBg0apEWLFmnlypVydHQ0rchzdnaWvb29XFxc5OLiYnZOyZIl5eHhoerVq5u1//bbb9q8ebPWrFlTqLlHjhypnj17qkGDBmrcuLHmzZun5ORkDRgwwNTnwoULSk5O1pkzZyTJFPR5eHjIw8NDBoNBo0aN0rhx41SvXj3Vr19fn3/+uQ4ePKivv/76ru8LAFg6AkAAAAAAKCYiIiIkSYGBgWbtUVFR6tOnzx2NNX/+fD3++ON53ux7U2BgoHx8fBQdHS1J6tatm86fP68JEyYoJSVFfn5+WrNmjdnKvVWrVpme7SdJL730kiRp3LhxCg0NlSQNHz5cf/75p0aMGKELFy6oXr16iouLU+XKle+ofgAoTggAAQAAAKCYMBqNd3xOUlJSvu1TpkzRlClTbnne30PFgQMHauDAgQWe06dPn0IFkaNHj9bo0aNv2w8AcAPPAAQAAAAA3FcHDx6Uo6PjbV8OAgB4OFgBCAAAAADFyHjD+Icyzwt6QROtJj6UucYZxz2UeQDgUcUKQAAAAAAAAMCCEQACAAAAAAAAFowAEAAAPJLCwsLUsGFDOTo6yt3dXZ07d9ahQ4fM+hiNRoWGhsrLy0v29vYKDAzUL7/8ku94RqNRwcHBMhgMWrFixW3nnzNnjnx9fWVnZ6eAgABt2bLljuc+evSonnvuObm5ucnJyUldu3bV2bNn7+xGAAAAALdBAAgAAB5JmzZt0qBBg7Rjxw7FxcXp+vXrCgoKUmZmpqnPtGnTNHPmTM2ePVu7du2Sh4eH2rRpo0uXLuUZLzw8XAaDoVBzx8TEaPjw4Ro7dqz27Nmj5s2bKzg4WMnJyYWeOzMzU0FBQTIYDNqwYYN+/PFHZWdnq0OHDsrNzb3HuwMAAAD8HwJAAADwSFq7dq369Omj2rVrq169eoqKilJycrISEhIk3ViBFx4errFjx+r555+Xn5+fPv/8c125ckWLFi0yG+vnn3/WzJkzNX/+/ELNPXPmTPXr10/9+/dXzZo1FR4ergoVKigiIqLQc//4449KSkpSdHS06tSpozp16igqKkq7du3Shg0b7uOdAgAAQHFHAAgAACxCenq6JKls2bKSpOPHjys1NVVBQUGmPra2tnr66ae1bds2U9uVK1f08ssva/bs2fLw8LjtPNnZ2UpISDAbV5KCgoJM4xZm7qysLBkMBtna2pr62NnZqUSJEtq6deudXj4AAABQIAJAAADwyDMajRo5cqSaNWsmPz8/SVJqaqokqVy5cmZ9y5UrZzomSSNGjFCTJk3UqVOnQs117tw55eTk3HLcwszdqFEjOTg46K233tKVK1eUmZmpUaNGKTc3VykpKYW9dAAAAOC2CAABAMAjb/Dgwdq7d68WL16c59jfn+tnNBpNbatWrdKGDRsUHh5+x3PeatzC9HFzc9NXX32l1atXq3Tp0nJ2dlZ6erqeeOIJWVlZ3XE9AAAAQEEIAAEAwCNtyJAhWrVqlX744QeVL1/e1H5zO+9fV/tJUlpammll3oYNG3T06FGVKVNG1tbWsra2liR16dJFgYGB+c7n6uoqKyurW45bmLmlG9uGjx49qrS0NJ07d05ffPGFTp8+LV9f3zu9DQAAAECBCAABAMAjyWg0avDgwVq2bJk2bNiQJzTz9fWVh4eH4uLiTG3Z2dnatGmTmjRpIkkaPXq09u7dq8TERNNHkj788ENFRUXlO6+NjY0CAgLMxpWkuLg407iFmfuvXF1dVaZMGW3YsEFpaWnq2LHjnd8QAAAAoADWRV0AAADA3Rg0aJAWLVqklStXytHR0bTaztnZWfb29jIYDBo+fLimTJmiqlWrqmrVqpoyZYpKlSql7t27S7qxUi+/F39UrFjxlqvwRo4cqZ49e6pBgwZq3Lix5s2bp+TkZA0YMECSCjW3JEVFRalmzZpyc3PT9u3bNWzYMI0YMULVq1e/n7cKAAAAxRwBIAAAeCRFRERIUp6tulFRUerTp48k6T//+Y+uXr2qgQMH6uLFi3ryySe1bt06OTo63tFcgYGB8vHxUXR0tCSpW7duOn/+vCZMmKCUlBT5+flpzZo18vb2Np1TmLkPHTqkMWPG6MKFC/Lx8dHYsWM1YsSIO78ZAAAAwC2wBfgezJkzR76+vrKzs1NAQIC2bNlSYN9ly5apTZs2cnNzk5OTkxo3bqzY2NiHWC0AAJbFaDTm+7kZ/kk3VuKFhoYqJSVFf/75pzZt2mR6S/Ctxu3cubNZW1JSUp6gceDAgUpKSlJWVpYSEhL01FNPmR0vzNzvv/++UlNTlZ2drcOHD2vkyJF5XhwCAAAA3CsCwLsUExOj4cOHa+zYsdqzZ4+aN2+u4OBgJScn59t/8+bNatOmjdasWaOEhAS1aNFCHTp00J49ex5y5QAA4E4cPHhQjo6O6tWrV1GXAgAAANwVtgDfpZkzZ6pfv37q37+/JCk8PFyxsbGKiIhQWFhYnv7h4eFm36dMmaKVK1dq9erV8vf3fxglAwBgccYbxj+UeV7QC5poNfGhzCVJ44zjHtpcAAAAsHysALwL2dnZSkhIUFBQkFl7UFCQtm3bVqgxcnNzdenSJZUtW7bAPllZWcrIyDD7AAAAAAAAAHeCAPAunDt3Tjk5OSpXrpxZe7ly5UxvILydGTNmKDMzU127di2wT1hYmJydnU2fChUq3FPdAAAAAAAAKH4IAO/B3x/SbTQaC/Xg7sWLFys0NFQxMTFyd3cvsN+YMWOUnp5u+pw8efKeawYAAAAAAEDxwjMA74Krq6usrKzyrPZLS0vLsyrw72JiYtSvXz999dVXat269S372traytbW9p7rBQAAAAAAQPHFCsC7YGNjo4CAAMXFxZm1x8XFqUmTJgWet3jxYvXp00eLFi1S+/btH3SZAAAAAAAAAAHg3Ro5cqT++9//av78+Tpw4IBGjBih5ORkDRgwQNKN7bu9evUy9V+8eLF69eqlGTNmqFGjRkpNTVVqaqrS09OL6hIAAAAAoNjavHmzOnToIC8vLxkMBq1YscLseJ8+fWQwGMw+jRo1MusTEhKiypUry97eXm5uburUqZMOHjx427nnzJkjX19f2dnZKSAgQFu2bCmwb0hIiAwGg8LDw+/L3ACKJwLAu9StWzeFh4drwoQJql+/vjZv3qw1a9bI29tbkpSSkqLk5GRT/08//VTXr1/XoEGD5OnpafoMGzasqC4BAAAAAIqtzMxM1atXT7Nnzy6wT7t27ZSSkmL6rFmzxux4QECAoqKidODAAcXGxspoNCooKEg5OTkFjhkTE6Phw4dr7Nix2rNnj5o3b67g4GCz/3+8acWKFdq5c6e8vLzyHLubuQEUXzwD8B4MHDhQAwcOzPdYdHS02feNGzc++IIAAAAAAIUSHBys4ODgW/axtbWVh4dHgcdff/110699fHw0adIk1atXT0lJSapcuXK+58ycOVP9+vVT//79JUnh4eGKjY1VRESEwsLCTP1Onz6twYMHKzY2Nt9HSN3N3ACKL1YAAgAAAACQj40bN8rd3V3VqlXTa6+9prS0tAL7ZmZmKioqSr6+vqpQoUK+fbKzs5WQkKCgoCCz9qCgIG3bts30PTc3Vz179tSoUaNUu3bt29ZZmLkBFG8EgAAAAAAA/E1wcLC+/PJLbdiwQTNmzNCuXbvUsmVLZWVlmfX7f+zddVwV2fsH8DM2JYgoISndEkopgoBgYXegYqKisnZj69rd3WuvHSvm2mKuLWCgiCIhDZ/fH/zu8Q6hu/tdhcHn/Xp9X9/l3rnXmXNnzpx5zjnPWbZsGVNWVmbKysrs2LFj7OTJk6xChQqFfmd8fDzLyclhmpqaotc1NTXZ27dv+d+zZs1i5cqVY6GhoV/dx3/ybxNCfm4UACSEEEIIIYQQQvJp3749a9KkCbOxsWHNmjVjR48eZY8fP2aHDx8Wbde5c2d269YtdvbsWWZqasratWvH0tPTv/rdgiCI/gbAX7tx4wZbuHAh27BhQ4Ht8vs3/zYh5OdEAUBCCCGEEEIIIeQbtLW1mYGBAXvy5InodVVVVWZqaso8PT3Z7t272cOHD9m+ffsK/Q4NDQ1WtmxZ0Wg/xhiLi4vjowLPnz/P4uLimL6+PitXrhwrV64ci46OZr/88gszNDT81/82IeTnRgFAQgghhBBCCCHkGz58+MBevnzJtLW1v7odgALThGUqVKjAnJyc2MmTJ0Wvnzx5krm7uzPGGOvatSu7c+cOi4yM5P/T0dFhw4cPZ8ePH//X/zYh5OdGqwATQgghhBBCCPnppKSksKdPn/K/X7x4wSIjI5m6ujpTV1dnkyZNYq1bt2ba2tosKiqKjRkzhmloaLCWLVsyxhh7/vw527lzJ2vYsCGrVq0ae/36NZs1axZTUFBgjRs3LvLfDQsLY127dmXOzs7Mzc2NrVq1isXExLB+/foxxhirWrUqq1q1qugz5cuXZ1paWszc3Px/+rcJIT8vCgASQgghhBBCCPnpXL9+nXl7e/O/w8LCGGOMBQUFseXLl7O7d++yTZs2sU+fPjFtbW3m7e3Ndu7cyVRUVBhjjFWqVImdP3+eLViwgCUkJDBNTU3m6enJLl26xKpXr86/18vLixkaGrINGzYwxvJyC3748IFNnjyZxcbGMhsbG3bkyBFmYGDwt/f97/7bhBAiQwFAQgghhBBCCCE/HS8vLwagyPe/Nd1WR0eHHTly5Jv/TlRUFOvevbvotZCQEBYSEvK39lP2Hf/m3yaEEBnKAUgIIYQQQgghhHwHDx8+ZCoqKqxbt27FvSuEkJ8cjQAkhBBCCCGEEPJTChfCv/u/0Ya1YVPKTvnu/47MREz8Yf8WIUQ6aAQgIYQQQgghhBBCCCGlGAUACSGEEEIIIYQQQggpxSgASAghhBBCCCGEEEJIKUYBQEIIIYQQQgghhBBCSjEKABJCCCGEEEIIIYQQUopRAJAQQgghhBBCCCGEkFKMAoCEEEIIIYQQQgghhJRiFAAkhBBCCCGEEEIIIaQUowAgIYQQQgghhBBCCCGlGAUACSGEEEIIIYQQQggpxSgASAghhBBCCCGEEEJIKUYBQEIIIYQQQgghhBBCSjEKABJCCCGEEEIIIYQQUopRAJAQQgghhBBCCCGEfJWhoSETBKHA/wYMGMAYY4W+JwgC+/XXX4v8zg0bNhT6mfT0dL7N8uXLmZ2dHatcuTKrXLkyc3NzY0ePHhV9T0pKChs4cCDT1dVlCgoKzNLSki1fvvz7FIRElSvuHSCEEEIIIYQQQgghJdu1a9dYTk4O//vevXvMz8+PtW3bljHGWGxsrGj7o0ePsuDgYNa6deuvfm/lypXZo0ePRK9VqlSJ/7euri6bOXMmMzExYYwxtnHjRta8eXN269YtZm1tzRhjbOjQoezMmTNsy5YtzNDQkJ04cYKFhIQwHR0d1rx5839/0KUIBQAJIYQQQgghhBBCyFdVq1ZN9PfMmTOZsbExq1+/PmOMMS0tLdH7Bw4cYN7e3qxmzZpf/V5BEAp8Vl6zZs1Ef0+bNo0tX76cXb58mQcA//zzTxYUFMS8vLwYY4z16dOHrVy5kl2/fp0CgP+PpgATQgghhBBCCCGEkL8tMzOTbdmyhfXs2ZMJglDg/Xfv3rHDhw+z4ODgb35XSkoKMzAwYLq6uqxp06bs1q1bRW6bk5PDduzYwT5//szc3Nz463Xr1mUHDx5kr1+/ZgDYmTNn2OPHj5m/v/+/O8BSiEYAEkIIIYQQQgghhJC/bf/+/ezTp0+se/fuhb6/ceNGpqKiwlq1avXV77GwsGAbNmxgtra2LCkpiS1cuJB5eHiw27dvM1NTU77d3bt3mZubG0tPT2fKysps3759zMrKir+/aNEi1rt3b6arq8vKlSvHypQpw9asWcPq1q37nxxvaUABQEIIIYQQQgghhBDyt61du5Y1atSI6ejoFPr+unXrWOfOnUW5/Arj6urKXF1d+d8eHh7M0dGRLV68mC1atIi/bm5uziIjI9mnT5/Ynj17WFBQEDt79iwPAi5atIhdvnyZHTx4kBkYGLBz586xkJAQpq2tzXx9ff+DI5Y+CgASQgghhBBCCCGEkL8lOjqanTp1iu3du7fQ98+fP88ePXrEdu7c+Y+/u0yZMqx27drsyZMnotcrVKjAFwFxdnZm165dYwsXLmQrV65kaWlpbMyYMWzfvn2sSZMmjDHG7OzsWGRkJJszZw4FAP8f5QAkhBBCCCGEEEIIIX/L+vXrWfXq1XmwLb+1a9cyJycnZm9v/4+/GwCLjIxk2tra39wuIyODMcZYVlYWy8rKYmXKiENcZcuWZbm5uf94H0orGgFICCGEEEIIIYQQQr4pNzeXrV+/ngUFBbFy5QqGlJKSkthvv/3G5s6d+7e+Lzw8nLm6ujJTU1OWlJTEFi1axCIjI9nSpUv5NmPGjGGNGjVienp6LDk5me3YsYNFRESwY8eOMcYYq1y5Mqtfvz4bPnw4U1BQYAYGBuzs2bNs06ZNbN68ef/NgZcCFAAkhBBCCCGEEEIIId906tQpFhMTw3r27Fno+zt27GAAWMeOHQt9v3v37iwqKopFREQwxhj79OkT69OnD3v79i1TVVVlDg4O7Ny5c6xOnTr8M+/evWNdu3ZlsbGxTFVVldnZ2bFjx44xPz8/0b87evRo1rlzZ/bx40dmYGDApk2bxvr16/ffHbzEUQCQEEIIIYQQQgghhHxTw4YNGYAi3+/Tpw/r06dPke9HRUUxLy8v/vf8+fPZ/Pnzv/pvrl279pv7paWlxdavX//N7X5mFAAkhBBCCCGEEEIIId9VcnIye/bsGTt06FBx78pPiQKAhBBCCCGEEEIIId8wY8YMNmbMGDZ48GC2YMECxhhjkyZNYjt27GAvX75kFSpUYE5OTmzatGnMxcWlyO/Zu3cvmz59Onv69CnLyspipqam7JdffmFdu3bl2yxfvpwtX76cRUVFMcYYs7a2ZhMmTGCNGjXi2wBg4eHhbNWqVSwhIYG5uLiwpUuXMmtr6//keMOF8P/ke+T1Yr3YXJW/lx/we5mIicX67xcXWgWYEEIIIYQQQggh5CuuXbvGVq1axezs7ESvm5mZsSVLlrC7d++yCxcuMENDQ9awYUP2/v37Ir9LXV2djR07lv3555/szp07rEePHqxHjx7s+PHjfBtdXV02c+ZMdv36dXb9+nXWoEED1rx5c3b//n2+zezZs9m8efPYkiVL2LVr15iWlhbz8/NjycnJ/30BEMmjACAhhBBCCCGEEEJIEVJSUljnzp3Z6tWrWZUqVUTvderUifn6+rKaNWsya2trNm/ePJaUlMTu3LlT5Pd5eXmxli1bMktLS2ZsbMwGDx7M7Ozs2IULF/g2zZo1Y40bN2ZmZmbMzMyMTZs2jSkrK7PLly8zxvJG/y1YsICNHTuWtWrVitnY2LCNGzey1NRUtm3btu9TEETSKABICCGEEEIIIYQQUoQBAwawJk2aMF9f369ul5mZyVatWsVUVVWZvb393/puAOz06dPs0aNHzNPTs9BtcnJy2I4dO9jnz5+Zm5sbY4yxFy9esLdv37KGDRvy7SpWrMjq16/PLl269DePjPxMKAcgIYQQQgghhBBCSCF27NjBbt68ya5du1bkNocOHWIdOnRgqampTFtbm508eZJpaGh89XsTExNZjRo1WEZGBitbtixbtmwZ8/PzE21z9+5d5ubmxtLT05mysjLbt28fs7KyYowx9vbtW8YYY5qamqLPaGpqsujo6H9zqKSUowAgIYQQQgghhBBCSD4vX75kgwcPZidOnGCVKlUqcjtvb28WGRnJ4uPj2erVq1m7du3YlStXWPXq1Yv8jIqKCouMjGQpKSns9OnTLCwsjNWsWZN5eXnxbczNzVlkZCT79OkT27NnDwsKCmJnz57lQUDGGBMEQfS9AAq8RghjNAWYEEIIIYQQQgghpIAbN26wuLg45uTkxMqVK8fKlSvHzp49yxYtWsTKlSvHcnJyGGOMKSkpMRMTE+bq6srWrl3LypUrx9auXfvV7y5TpgwzMTFhtWrVYr/88gtr06YNmzFjhmibChUqMBMTE+bs7MxmzJjB7O3t2cKFCxljjGlpaTHGvowElImLiyswKpAQxigASAghhBBCCCGEEFKAj48Pu3v3LouMjOT/c3Z2Zp07d2aRkZGsbNmyhX4OAMvIyPhH/9bf+Yz8NkZGRkxLS4udPHmSv5+ZmcnOnj3L3N3d/9G/TX4ONAWYEEIIIYQQQgghJB8VFRVmY2Mjek1JSYlVrVqV2djYsM+fP7Np06axwMBApq2tzT58+MCWLVvGXr16xdq2bVvk986YMYM5OzszY2NjlpmZyY4cOcI2bdrEli9fzrcZM2YMa9SoEdPT02PJyclsx44dLCIigh07dowxljf1d8iQIWz69OnM1NSUmZqasunTpzNFRUXWqVOn71MgRNIoAEgIIYQQQgghhBDyD5UtW5Y9fPiQbdy4kcXHx7OqVauy2rVrs/PnzzNra2u+Xffu3VlUVBSLiIhgjDH2+fNnFhISwl69esUUFBSYhYUF27JlC2vfvj3/zLt371jXrl1ZbGwsU1VVZXZ2duzYsWOihUJGjBjB0tLSWEhICEtISGAuLi7sxIkTTEVF5YeVAZEOCgASQgghhBBCCCGE/A2yIB5jjFWqVInt3bv3m5+JiooSLe4xdepUNnXq1K9+5ls5BBnLGwU4adIkNmnSpG9uSwgFAAkhhBBCCCGEEEK+g+TkZPbs2TN26NCh4t4V8pOjACAhhBBCCCGEEEIIYyxcCP/Pv7MX68Xmqsz9z7/3n5iIicX675PiR6sAE0IIIYQQQgghhBBSilEAkBBCCCGEEEIIIYSQUowCgIQQQgghhBBCCCGElGIUACSEEEIIIYQQQgghpBSjACAhhBBCCCGEEEIIIaUYBQAJIYQQQgghhBBCCCnFKABICCGEEEIIIYQQQkgpRgFAQgghhBBCCCGEEEJKMQoAEkIIIYQQQgghhBBSilEAkBBCCCGEEEIIIYSQUowCgIQQQgghhBBCCCGElGIUAPwfLFu2jBkZGbFKlSoxJycndv78+a9uf/bsWebk5MQqVarEatasyVasWPGD9pQQQgghhBBCCCGE/KwoAPgv7dy5kw0ZMoSNHTuW3bp1i9WrV481atSIxcTEFLr9ixcvWOPGjVm9evXYrVu32JgxY1hoaCjbs2fPD95zQgghhBBCCCGEEPIzoQDgvzRv3jwWHBzMevXqxSwtLdmCBQuYnp4eW758eaHbr1ixgunr67MFCxYwS0tL1qtXL9azZ082Z86cH7znhBBCCCGEEEIIIeRnUq64d0CKMjMz2Y0bN9ioUaNErzds2JBdunSp0M/8+eefrGHDhqLX/P392dq1a1lWVhYrX758gc9kZGSwjIwM/ndiYiJjjLGkpKT/9RBKlHSWXty78J/7t78RlcUXVBZfUFnkKY3lwBiVhTwqiy+oLL6gsviCyiIP3U+/oLL4gsriC6orvqCy+ILK4ovSFlORHQ+Ar24n4FtbkALevHnDatSowS5evMjc3d3569OnT2cbN25kjx49KvAZMzMz1r17dzZmzBj+2qVLl5iHhwd78+YN09bWLvCZSZMmsfDw8O9zEIQQQgghhBBCCCGkVHj58iXT1dUt8n0aAfg/EARB9DeAAq99a/vCXpcZPXo0CwsL43/n5uayjx8/sqpVq3713yGFS0pKYnp6euzly5escuXKxb07xYrKIg+VwxdUFl9QWXxBZfEFlcUXVBZfUFl8QWXxBZVFHiqHL6gsvqCy+ILK4gsqi/8NAJacnMx0dHS+uh0FAP8FDQ0NVrZsWfb27VvR63FxcUxTU7PQz2hpaRW6fbly5VjVqlUL/UzFihVZxYoVRa+pqan9+x0njDHGKleuTJXK/6OyyEPl8AWVxRdUFl9QWXxBZfEFlcUXVBZfUFl8QWWRh8rhCyqLL6gsvqCy+ILK4t9TVVX95ja0CMi/UKFCBebk5MROnjwpev3kyZOiKcHy3NzcCmx/4sQJ5uzsXGj+P0IIIYQQQgghhBBC/gsUAPyXwsLC2Jo1a9i6devYX3/9xYYOHcpiYmJYv379GGN503e7devGt+/Xrx+Ljo5mYWFh7K+//mLr1q1ja9euZcOGDSuuQyCEEEIIIYQQQgghPwGaAvwvtW/fnn348IFNnjyZxcbGMhsbG3bkyBFmYGDAGGMsNjaWxcTE8O2NjIzYkSNH2NChQ9nSpUuZjo4OW7RoEWvdunVxHcJPp2LFimzixIkFplX/jKgs8lA5fEFl8QWVxRdUFl9QWXxBZfEFlcUXVBZfUFnkoXL4gsriCyqLL6gsvqCy+DFoFWBCCCGEEEIIIYQQQkoxmgJMCCGEEEIIIYQQQkgpRgFAQgghhBBCCCGEEEJKMQoAEkIIIYQQQgghhBBSilEAkBBCCCGEEEIIIYSQUowCgISQUi83N7e4d4EQQohE5L9n5OTkFNOeEEIIIYT8dygASEoNaqATeefOnWOdO3dmjDFWpgxVdYTkR4FxUhg6L/LuGfHx8ez3339njDFWtmxZlpaWVsx7RUjJkpubS/UFKRSdF3kAMADFvRuEiNBTMSk1ypYtyxhjLDExsZj3pPjIgqB0s2Hs/v377OLFi2zDhg2MsZ+7MfIzH3t+2dnZxb0LxQ4Ay8nJ4YHxzMzMYt6j4kfXSMHz4vXr18W8R8Xn8+fPbOrUqWzgwIHszZs3LCQkhAUFBbG3b98W964VG2pX5KHO5jyyuqJMmTIsJiaGRUdHF/cuFSs6L/LI2lhlypRhmZmZLD09vZj3qPhkZ2czQRCYIAgsIyPjp65Dqe1dslAAkJQqffv2ZYsWLWKM/VyNVdnDqywImpqayt/7mcqBsS9l0apVK+bn58eWLVvGkpKSWJkyZX7KssjNzaURkOzLeVGuXDnGGGOnTp1iT58+Lc5dKhYAmCAIrGzZsuzTp09s2LBhbPny5SwpKam4d61Y5A96xcXFFfMeFR/ZefHq1SvWrl071qpVKxYZGVncu1UslJSUWPv27VnZsmWZhYUFu3LlCvvll1+YlpZWce/aDye7RgRBKO5dKVb521kfPnxgWVlZxblLxaps2bIsNTWV9ejRg7m6urJ9+/ax9+/fF/duFYvc3Fx+Xty4cYNduXKlmPeo+MjaWLNnz2Y+Pj5s8+bNxbxHxUdWFhMnTmQDBw5k169fL+Y9Kh4AeFmsX7+eLV++vJj3iNBTIZGk/KM1ZH8nJSWxy5cvM8bYT9VYlT28bty4kbm6urLWrVuz4OBg9v79+5+iHGSBPQC8LDQ1NZmvry+rVKkSmz9/fnHu3g8nm3Ig652/cuUKGzt2LDt27BgP9PxswVDZebF//35mZGTEJk6cyK5evfrTjX6T1QcLFixgenp67Pbt20xTU5MlJCQU8579GLLzXnbPkAW9nj9/zlq3bs169+7NHj16VJy7+EPlD2CsX7+eWVlZsXLlyrHx48fzh9rSThbkYuzLSJ6HDx+yDx8+MCUlJbZy5Urm4uLy041iyM3N5ddIVFQUmzFjBjt79iwP9PxMI2fl21nm5uasbdu2zMvLi926dauY96x43L17l9WqVYvFxsaynTt3ssDAQFa1atXi3q1iUaZMGfbixQvm6+vLWrRowSIiItibN2+Ke7eKxYMHD5itrS1bs2YNCw4OZsbGxiw7O/una3Myxtjx48eZrq4uO3jwIHNzc2Nly5Yt1eUgfz+QP05BENi5c+eYubk5mzFjBnv8+DF79+5dcewikQEhEpKTkyP6+/Xr1wCArKwsAMCCBQvQsGFDxMXF/fB9+5Fyc3ORnZ0NIK9MsrKyMHDgQGhpaWHp0qXYuHEjAgIC4OzsjOjo6GLe2+8nIiKi0Nc3bNiA2rVro127dtDU1ISRkRGePHkCoOA5VNpNnToVysrKqFOnDrS0tNC8efPi3qUfRnaNyCxcuBA6OjqYO3cuYmNj8fHjRwB511NplZOTU+Cc//PPP2FhYYG9e/cW+pnSWh6zZ8/G6NGj+d+y49ywYQNUVFTQtWtX7N+/H/fv3y+uXfxh9u/fjzdv3vC/P3z4gKysLPj5+WHx4sWFfqa0nhfykpOTeb2Qnp6Oy5cvo0WLFqJ682coh/y2bNmCChUqwM7ODrq6uj/FfSQ3N5f/1jk5OcjNzcWUKVOgr6+PhQsX4saNG+jcuTNcXV3x22+/FfPefj+5ubmFtptWr14NHx8fZGZmAvhyv81/3/0ZXL58GSYmJujRowcePXqE+Pj44t6lH0J2XsjXiWPHjkWLFi2Ka5eKhXxdIZOZmYmAgAAMHz68mPaqeCQnJxd4LSoqCs7Ozhg+fDhyc3ORlpZWDHtG5NEIQCIZkBvdFRkZycaMGcP8/f3Z06dP+dBiBQUFFhUVxZSVlYtzV78ryE3h+/DhA/v8+TNLTExk169fZ3v27GEhISGsbdu2TEVFhd27d6/U9kJevXqVeXt7sxUrVjDGvoxk2bdvHxs1ahTr0qULGzx4MOvevTtLS0tj06dPZ4z9PAuCrFy5kvXt25elpqayy5cvswsXLrD169ezI0eOsLVr1xb37n1XshE8ZcuWZZmZmWz58uUsOjqa3b9/nwUGBrKwsDBWrVo1pqSkxNLT01lGRgZjrPSNZpHP0fTq1Ss+nfOvv/5i5cqVY+7u7iwlJYVdvHiRHTt2jJ06dYoxVvpGT2/dupVt3ryZKSsrs44dO/LXBUFgycnJbNOmTWzcuHFs06ZNrHnz5szKyqoY9/b7e/78ORs1ahQbOnQo++uvv5i9vT1buXIlS0pKYnfu3GFpaWksNjaWrV69mk2bNo0FBQWxyMjIUj1ygTHGxo8fz4yNjVmTJk3YwIEDWcWKFZmLiwsLCAhgjx49Ylu3bmWM/Vy5jE6cOMGCgoLYixcv2NGjR1lkZCT79ddf2dWrV9msWbMYY6U395ksd5csjUZWVhY7ceIEmzFjBgsNDWWOjo4sNTWVPXr0qNSeE7Kp37JFcVJSUvix3r9/n0VFRbFTp06xWbNmsVGjRjFXV1c2atQodu/ePcZY6ZtpkJOTU+gxPXjwgKmrq7N169YxMzMzVrFiRZaTk8OSk5MZY6WzbcEY46l15NsMMTEx7OPHj4wxxvbu3cvWrVvHRowYwXbt2lUs+/q9yef5kz83nj17xmJjY5mxsTFjjLFjx46x/fv3s9WrV7OHDx8yxkpf3RkREcG0tbX537Nnz2aRkZHs0aNH7OnTp2z27NlMEAQWHR3NoqOjeT3BWOmrK0q84os9ElK0hIQEPjpBNroPyOtZ6NChA5ycnLB582a0aNEC9vb22Lx5MwDgzZs3UFNTw9WrVwGU7p76NWvWQFVVFbt27cK5c+dgYmICAJg5cyZUVVXRuHFjREZGFvNefj/x8fEYPHgwjIyMRD3OAwcOhKurq2jbqVOnwszMDEePHgVQukYBFjbCKycnB0uXLoUgCKhfv76oR27UqFHQ0tLio1xKs4cPH8LKygotWrTArVu30LhxY7Rt2xa//vor+vbti9atW8PExAQ9e/Ys7l39n2VmZhba85qeno4ePXpAR0cHo0aNwocPH3Do0CG4ubnBwsICDg4OaNy4MapUqQJdXV1MnDgRQOm4Rj59+oSmTZtCUVER165d468/ffqU//e1a9egrq6O48ePA/jSk18ajj8/+Xpy8eLFqFChAipVqoTRo0cjNTUV2dnZmDFjBpSVlaGuro5WrVqhUaNGcHFxgbGxMV69elWMe//93Lp1C1euXEHdunWxe/dujB07FkpKSpgyZQqAvNEL3bp1Q926dZGens4/l5KSUly7/J+Tn1Ugk52djeXLl6N8+fJwdHREYmIigLw6ZfLkyahYsSKvc0prW2vNmjUYOXIkAODChQswNzdHbm4upk2bBlVVVQQEBOD27dvFvJf/jZycHLx//77A69nZ2ejfvz8MDQ1Rt25dNG3aFImJiUhJSUHDhg2hpqaGwMBAhIaGYuDAgahbty769u1bDEfwfcnfEx4/foznz58jIyMDADBlyhQ4Oztj5syZGDJkCIKDg2FsbIyAgAA8fvwYQOm8RpYsWYLAwEAEBwdj69atAIAdO3bAzMwMioqKqFevHho2bAhvb2+UL18e58+fL+Y9/n5mz56NIUOGYNq0aYiLi0NmZiZat24NS0tLaGlpISAgADY2NjA3N4epqWlx7+53kZSUBDMzM3h5eUFBQQEeHh54+fIlYmJiUKFCBXTq1AleXl4IDAyElpYW1NXVsWzZMj6KmPw4FAAkJc6zZ89Qv3599OnTR/T677//jqlTp6Jz58549uwZgLwbcv/+/WFqaoq5c+fi3r17aNCgAb8RlUZXr17FihUr0LFjR+zfvx9ZWVk4duwY7O3tUa1aNdjY2GDfvn18+/v37+PmzZsASl8D5PLlyzA1NeVD7NPS0tC/f3906tRJ9DBz9+5d1KlTBwEBAcW1q9+FfIM0KioKT5484Q+lHz9+ROPGjXkwVPbbx8bGQldXF8OGDfvxO/wD5ObmIj4+Hm5ubhgyZAhGjRrFGxdHjhxBx44dYWJigrCwMEyfPh2LFy+GiooK1q9fX7w7/j+4fv06XF1dcfjwYdHrr1+/RoMGDVC/fn1cvHgRUVFR/L0///wT48ePx8GDB3Hu3Dm8efMGQ4cOhZ2dXamZnnHx4kVYWFjg4cOHAPKulxMnTkBHR4dPfz5z5gzU1NQKfTCR73ySsvyBnaSkJAQFBUFRURG1atUqsP2FCxfw/Plzfr7ExcVBEARREFWq8t8Dr127BkEQYGtri507dwL40oFSqVIlnjpi//79sLW1Re/evXHq1Cm4uLhgz549P3z/vwf5+0hCQgJev37NA3sxMTFo27YtatasKfrMs2fPYGVlha5duxb4DimR1XWyKb75TZw4EQYGBnxbVVVVKCsrw8HBQTTt99WrVzhy5AiSkpJ+yH7/16Kjo2FsbCxqOwJ550OTJk1Qt25dHD9+HNeuXUOdOnXQsGFDvHjxAp8/f8a7d++QlZXFg2ENGzbkbTKptjnj4+MLTZ/z7t07NGvWDLq6urC0tESjRo1w5coVJCQkYPjw4dDR0UH37t0xdepULFy4kAdMS5sPHz6gYcOG0NPTw/z589GrVy84OjpizJgxAIDbt2/j7NmzePz4MWJjYwEANWvW5B2Mpcm9e/dgZWUFc3NzjB8/HpaWlmjWrBnOnTuHrKwsbN68GUeOHMHly5cRHx+Ps2fPQkNDA2fOnCnuXf+f5Z/6/P79e6iqqkIQBEydOlW07eHDh9G2bVtMmzYN27Ztw6tXr9C1a1e4uroW2nlNvi8KAJISaejQofD09MQff/wBIO9hVVdXF9WqVcOqVasAgDc2UlNTsXXrVujo6GDkyJGoXLkyHxEo1UapTGEju7y8vFClShW0adOGv/7q1St4eHjAzc2N32yBvMp55MiRCAkJ+WH7/L3Ij3ST/X9qaipmz54NVVVVHhQePnw47OzsCuTxCggIQKVKlbBkyRIA0m2Y5vf582d06dIFWlpaqFWrFjw8PHDo0CEAwMmTJ1GmTBn8/vvvAL4c87p161C2bFncuXOn2Pb7v1JUkKZOnToQBAHz588XvS4LkMqCgm/evIGjoyMOHDjwXffze8rIyCg0gHX48GEYGhr+7Zx2bdq0wbhx4/7r3fuhZOc6kFcvCoKAQ4cOoV+/fpg6dSr++usvtGnTBg0bNuTbGRsbo1evXkhNTQWQd51kZWVh6dKlovpU6n777Tf06NEDx44dQ0JCAs6cOVPoPTW/MWPGICAgoNDRQVJRVF6yxMREDBgwQBTsA/JmGzg7O6NVq1b87zVr1sDMzAwGBgZ8VJgUyQIb+e+BstHhbm5usLOzw59//gkAOHXqFFRVVfl5AuTdg7du3QpBEPiMC6nIzc1FZmYmnJ2dsXbtWtF7+Ts/NmzYAHd3dzx8+BAZGRn45ZdfoKKiUuCBddq0aRg4cCA+fPjw3ff/eynsHnL58mU4OjryevDRo0eoUaMG3NzcRPeVT58+ITc3F5s3b4a5uTl27Njxw/b7v3b//n3Uq1evQKdgfHw8mjRpgpYtW+Kvv/7Cs2fP0LNnT1GO6fwjmdq3b4+wsLAftevfRWFt5d9//x3e3t749OkTAODFixcwNTVFtWrVRLNLZG31I0eOwMnJidcpUlXYfWTMmDHo1KkT//vw4cNQVFRE586dCy27+fPno0GDBpLtLJCRLwv541yxYgV8fHxQv359AF9/Dp8wYQJat25dap7HpIQCgKREkVUUt27dgr+/P7p06cJvqBMnToSioiJWrFgh2lZWcWzbtg2dO3eGIAjo0qVLMez9f+drSZT/+OMP6Ovro0mTJqLXlyxZAnt7e3Tp0gVnzpzBxYsX0bRpUxgbG0s6uAGIy+PDhw/IzMzkv/uDBw/g4eGBZs2aAchriFatWhUjR47kjfGEhAS0aNECdevWRbNmzUrNcHNZ8M/HxwfXr19HbGwsBg0aBH19fVy8eBEAEBQUVGC6QUpKChwcHPi1JEX5GwzXr1/niwIBeQ8qgiBgypQphf7eHz58wJMnT9CxY8dSs1jO27dvsX//fv53aGgo3NzcRNvIl1tqaiqOHz+OXbt2wdnZGebm5rh8+fIP29//Uk5ODhYuXIg6deqIpmm6uLhASUkJJiYmuHDhAgBg69atsLGxwYIFCwDkPcyULVsWM2fOxJ07dxAfH4+ZM2eiVq1aOH36dLEcz38pNjYW/v7+0NDQwJgxY3Dq1Cnk5ubiw4cPCA0Nha6uLg/+ZWVl8VHlY8eOhY2NDQwNDUtFOQB5C4WFhoZiypQpePnyJQDgzp07UFFRwbx58wB8aVscO3YMFSpUwMmTJ/nno6OjeaAYkFZHUkpKClq0aIGuXbvy6bzZ2dnIyspC//794eDggMOHD+PVq1fo2bMn7OzscOTIEWRlZfHzRL4ufffuHTw8PDBixIjiOqR/Rfabbdq0CZ8/f+av//rrr+jcubMosHX27FlUrVoVz58/B5A3YtTAwAABAQFYtmwZ/vjjDzRu3Bi6urqSDXrJB/7j4uKwd+9eHpyYPXs2fHx8AACBgYFQVVXFyJEjeeAHyJt90LlzZ3h4eEBdXR1r1qz5sQfwH7ly5Qr/b1mHsryLFy/C1NSUXzv79++Huro6GjRowEeZA3ll+P79e8ycORMGBgaSbX9/7Tlk/PjxCAoKApDX6a6iooJOnTqJyuHmzZtYu3YtWrduDUVFRYwfP/577/J3I18WmZmZePv2LYC8dqSXlxdOnDiB9PR0BAcHQ0VFBf379xctsnX06FHs2bMHjRo1QpUqVbBu3boffgz/lfznxZQpUzBkyBBs2LCBv3bhwgWUL19eNKpe5tatW7h27RqCg4NRtWpV7Nq168fsOBGhACApEWQVinxjes6cOXBxceEVZUxMDNzc3NC1a1e8e/eOby//mfj4eHh4eKBly5aihl1J9a2HhyVLlqB///6YPHmy6GbSv39/1KlTR/RQlpGRgQMHDsDMzAwODg4wMDBAu3btSk2ut4yMDPTs2RPGxsbw9PRESEgI763funUrVFRU+BTIRYsWwdraGm5ubli7di2aNm2Kli1bSjZXT/48f7Lz5tGjRzAxMeG9z2fPnoWenh6cnJxw/fp1AHnTn6tWrYq5c+fy7wIgievj71i3bh2qV68OW1tbVKtWDbNnz+aBwO7du4vKR2bTpk3o3LkzNDU1ERAQIAocSkVhjfOgoCA4Ojri7NmzAICVK1dCQUGBP7TL1zdv3rxBcnIygoODUatWLYwaNerH7Ph3JP9QCuTVCxoaGqhYsaJoJOi7d+8QEhICBwcHPrJl4sSJsLe3h66uLkxMTGBgYIBjx479yN3/TxR2XsydOxeurq6FnudXrlyBmZmZKIjz8eNHHD58GD179uRBMal7/PgxatWqhZo1a2L8+PGwtrZGs2bN+FTwMWPGQE1NjT/cA3l1ZdOmTaGvr19gFEN2drakgn8yEyZMgJubG38wA/I6DhwcHHiA/MWLF6hVqxbMzMz4LIwrV67AwsKCnyeyY09ISPixB/Avyf9W+Ue6ykYl/fbbb/D394epqSkePXrEf3N9fX0sXbqUb3/79m00a9YMDg4OsLGxQbt27SQ58i9/myIuLg7z5s2DhoYGTpw4ASBv9KeCggLKly+Pjh07ioKjly5d4mU3Z84czJkzR1TOUro+9u7dCw0NDdG07ufPn2PatGn8/jlv3jy0bt2ap5TR0dHB4sWLeZ2bk5ODBw8eIDg4GLa2tjAxMZHkPSS/7du3Y/r06aLOwb59+8LV1RW6urpwdnYWdZLcvn0bcXFxuH37NkJCQtC9e3dR+hEpmzt3Lk8hk5mZiZycHGhra6NDhw7Q0tJC/fr1ReX0119/AQBWrVqFBg0aoEePHpKsKwoTGxuLhg0bwsLCAi1btuTTfmUdZP369YOenp7oM69fv8b06dNhaGgIPz8/UcCY/FgUACTFKn+j+v379/y16OhotG3bFk2aNOEPLvPnz4eTk1OhvSeym/CWLVsKVDol0deGRV+7dg21atWCkZERhg4dCn19fbRu3ZrfZCMjI1G7dm0MHjy4wFSUxMREvH37VnTD/VpPnhTExcXBy8sL9evXx759+zBr1ixUqVIFQUFBePXqFRITE9GmTRvY2tryz5w8eRJt27ZF7dq10bJlS1EgtKSXR2JiIkJCQgo0HuUfToG8AIeXlxceP34MX19fVK1aFdOmTeM3YNk5NmHCBAiCUCBAIvXFDg4ePAgjIyOsWLECT548wdixY+Hk5ITOnTsDyAtyKigoYMKECaKpXa9fv8aSJUtEPf5SKgf5Byv50W5XrlyBq6srhg8fjvT0dDx58gS6uroYPHiw6PP379/HtGnTkJaWhujo6ALnhZTkf8iUjVaSdY6kpqZi3rx5UFNTEwXAjh07BhcXF142WVlZiI2NxcmTJ0XTiAv7N6RA9psmJibCzs6O5/yUHYts6nxqaioWLFgAQRCwbds2DBo0CD4+Prh9+7aonpR6PsSpU6fy6bwAEBERgcqVK6NVq1bIzs5GTEwMjI2NeboMWTk9efIEBw8eLJZ9/i/J6omMjAz4+vqiS5cuePHiBQDg0KFDsLS0RFpaGrp16wYVFRWEhITwjlYg7/efPXs2BEHgo+HklfR7KpA38iR/e2nfvn0QBAGXLl0CkHc9uLu7o0GDBnxES2BgIEaPHi3KE5ibm4vExERRx6xUXb16FcrKyhgwYAAyMjJgZ2eH/v374+PHj3j27BkaNmwIFxcX0Wfi4+PRoUMH3rEoX0dKsa54+PAhOnbsCF9fX/7a9OnTYWpqyqcCX7x4EYIgQFFREUOHDhVdH+fOnePBw82bN2P37t38vfwDFUqq/AsBZWZmokOHDqhRowbs7Oygra3NR82fOnUKgiCgX79+os+8e/cOAwcO5HnY5dusUu00AfKOo3nz5jAyMsLWrVsRERHB65Lx48dDEARs2rRJ9JmrV68iLCwMz549Q1pamuh8kXJZZGRkoGHDhggLC8PQoUN5gHzFihWoUqUKjhw5AiDv3qmpqck7jS5evIgFCxbgxYsXosEYUi4LKaMAICkRfvvtNzg4OKBevXrw9fXlo5d27tyJOnXq8GSi6enpfCXPR48eASj44L5r1y7RyI6SRr6ii4qKwsSJE/Hrr79i+/btAPJy0PTt2xcDBgzg2508eRI1atRAp06d+NSMiRMnwtXVVdTQKOzfklJgo7AVbYG8nmZ9fX1REvoDBw7A1tYWixcvBgCcPn0a2traWLRokeizheUjKenu378PLy8v0aIlffr0gY2NDYKCgvgD6YsXLyAIAsqVK4fg4GBR0PfGjRvYtGkTsrOzERsbi9WrV//w4/ivFDZCGAB69eqFevXqiV5bu3YtdHV1+YrPs2fPhoaGRpFTWwtb/bKkkt/Ps2fPomHDhmjdujW2bt3KH/BHjRoFFxcXngdy/fr1EAQBI0eOxO7du7Fx40YYGBggODhY8jlo1q5di2XLlvG/ZTktvby8RJ0B7969g5mZGXr37s1fS01NxeTJk2FpaVnkuSHFB9mPHz+iWbNmCA8P5/svS04OFMxRBeRNDR00aBCsra3h7OwsyukmlYdXoPAgVE5ODhITE+Hv74+9e/ciJycHISEhUFFRQc+ePUV15saNGyEIAiIjI3/kbv9QN2/exKhRo+Do6IiFCxcCyAvmqKioQBAEtGzZkre/gLx70Z49e5CdnY3Hjx9j4cKFyMjIkMw5IXP58mWYmZlh+vTpSEhIQKNGjfiUXWtra7Rv357nuIyJicGIESOgpKSEU6dOoVGjRrzuKCrvlRRFRUVh1qxZCA0NxYIFC3iwZu3atdDX1+dty23btkFVVRXBwcFYt24dNm7cCBMTE9SrV69Aflkpl8n27dtha2vLg5rR0dHo2LEjmjRpgjdv3iAnJweNGjVCnTp1RJ97/vw52rRpgzlz5hRoY0rlHiL/uyUlJSEmJgZRUVEICwvjge7JkyejQoUKiImJAZCXV7tOnTpYvXo1oqKi8Oeff8Lb2xsuLi584UEZqbS9gcLP4TNnzsDW1lbUaSxz7949VKtWDQMGDMDt27eRkpKCP/74Ay4uLmjbti2fLiz7bimVRVHnb8eOHSEIQoGZI66urggMDOSdrevWrUP58uXh5OQEQRBEeWQBaXQclVYUACQ/XP7KdcaMGdDW1sbChQtx8uRJ9O3bFzVq1EBERAQyMzPRt29f1K9fnzdK9+3bB0tLS4wdO7bAd798+RIVK1ZE586dS/yNd+jQoVBWVka3bt0wePBgrFu3jj/EX7hwATExMcjNzcUvv/wCVVVVODk5wd7enk9Fef/+Pby9vdG0aVOey0hqEhMTMWHCBD7NSCb/9NQlS5bA0NCwQE9R27Zt4e/vj7S0NCQkJGDo0KEQBKFAIm+p3XSBvGmq1tbWWLZsGU8avHLlSri6usLBwYFPvenatStq1qwpmtb07t07dOvWDePHj5f0VN/8v5l8b3Jqaip69OiBHj16iLZ59uwZmjRpIgr2qKiooGPHjoWeF1KTnJyMW7duwczMDGFhYWjcuDGsrKwwadIkAHmjGz09PdG9e3feCbJo0SJ4enrC2toaRkZGPGgude3bt4erqytmzZoFRUVFuLu7A8jrMNHW1ubHmZubix07dqBs2bKi4Mbly5fh4uKCadOmFcv+/xuy/FJA4cE8IK9e9PHx4XlAhwwZAgsLC379yM77u3fv8mmfAER5MKVWX8rbu3cvfvvtN9FUKwMDA7Rp0wa6urpwc3PDuXPn+HuPHj1CcnIyUlJS4OzsjJkzZxbHbv+n8v9+f/75J3R0dODu7o6AgAAoKCjA3d0dd+/eRW5uLvr374+qVauKPpOamooBAwYgLCxM0vcRIK88hg8fjmrVqqFChQro2LEjfzA/c+YMBEHA3r17RQ+k48aNQ506dWBgYIDq1atLenX0wjrRpk6diho1asDExASvXr0StZm9vLwQGBjI64QDBw7Aw8MDrq6usLGxwa+//vpjD+A/Jt/ZLCubuLg4DBw4EPb29jyAsXHjRri6umLGjBkA8kbZV6hQAU2aNEF4eDimTJkCDQ0NUdBDyqZPnw5FRUXUrl0b5ubm6N+/Pz9n3r59C2dnZwQGBgLIC5QPGjQICgoKcHV1hbq6Onr27CmalSAlXwtGzZw5E7q6uqLX5K+Xo0ePwsrKChoaGvD09ISioqLkcqN+zYkTJ3Dt2jXe9vj8+TOUlJQwaNAgUU7cixcvQkVFBRs2bODtkyNHjmD16tWS73AubSgASIpVcnIyGjZsiI0bNwLIa5zIgjiyxKCnT59G/fr1RdPYevXqhT179hT4vpcvX/IbdUmVnp6OPn36wMHBgefqyn/jycnJQUZGBrp16wYPDw+cP38eGRkZsLa2RoMGDfgUnOXLl2PcuHGSbZheuXIFDg4O6NmzJ38tNDQU7u7uCAkJ4SNzIiMjIQgC732TNTAOHToEZWVl/vf169f5iCCpBXfyj0R78+YN+vbtCysrKzRs2JD/5nfu3EFgYCD8/PwA5AW8VFVV4ePjg5EjR2Lu3LmoUaMGvLy8+ChZqZCfIiFvy5YtqFWrFjw9PREUFMTLYvDgwXB2di5wnH5+fggJCeHnwM2bNwudtlbS5T+Hb968CUdHR3h6evLg1sePHzF58mTo6+vj7t27AIClS5fC0dERK1euFH3+8ePHkg7syMga3hcvXoSSkhIqVKggCtp8+vQJw4cPh5aWFg9cpKamomHDhvy6kZFSbqJ79+7B1dVVtKpkTk4O9uzZg1evXvHXHj9+DCsrK4wYMQIZGRk4d+4catWqha5duyIzMxPZ2dl48uQJmjdvjsWLFxe4f0ilV16+zszNzcX79+/h7u6OGjVqoFq1amjUqBEiIiIA5AU7BEEocE1ERkZi2LBhfNRf/imiUiRfb8h+2/bt2/Mp0ElJSdizZw+0tLQwfvx45Obm4t69e6hRowYaNGiAKVOmYPPmzbCxsYGtrS0PJBf2/SVV/vx2CQkJ8PHxQdmyZdG8eXP+nuz8adKkCWrXrs1HN8msXr0ahoaG6NatG9LT0yVx7PLy1/fyD+svX75EmzZtoK6uznM5ytpSZ8+ehY6ODpYtWyYK6Lx//17U8SCVukJe/rzh8n8fO3YMrq6uGDRoEIC8QEffvn3h6emJGzduAACOHz+O/v37o0mTJqhfv75oEQOpnR+y/b148SKOHDmCxo0b48CBA1i4cCFq1KiBjh07igJdBw8ehCAIOHPmDIC8e/HTp09x5coVyaYdyr+vGzZswKhRo0T5IKdOnQpnZ2c+4lX+d05JSQGQ14F29uxZbNu2TTQDTUplkd+xY8dgaGgIOzs7vviRLBXVjBkzoKamJpqZBeQNSjA3Ny8wChSQzojYnwEFAMl3l78Bsm/fPp6P6NmzZ9DU1ERCQgJWrlyJKlWqwMvLq8CUrPHjx8Pc3Jwn7JbyQ+y5c+ego6NTYOpu/oZDZGQkdHV1+ei4nJwcuLq6olq1ajxPUWkwe/ZsuLi4YP369Zg4cSLc3NwwZ84cGBkZwd/fnze6Cpt6MW3aNLi6ukomEXlR5BsI79+/54mDjx49Cjs7O7i6uoq23759O/T19XmOokuXLmHIkCFo0qQJPD09Cwyzl4KQkBC0aNGCNyLl8xdWr14dCxcuxJQpU+Ds7AwLCwtERUUhPj4eVapUwYQJE/jopvT0dHh6evK0AcCXa0sq9UZRU+H/+usvdOjQAcrKynjw4AF/PTIyEg0aNECLFi0A5J1PLVu2RIMGDSS78E1+hTUcp02bBg8PD5iamvIRXbLf+saNG7CyshLVlZcvX4YgCKKGvYwUzo2MjAz0798fXl5evDNkz549KF++PO9Ek5k0aRJq1arFp8IfOHAAVapUQc2aNdGwYUOoqKigVatWkq075e+XiYmJyM3NRUREBEJDQ5Gbm4tjx44hMDAQDRs2RG5uLqKioqCjo4MePXogMjISycnJuHDhAjw8PBAYGCgKoALSOB/yy5+HrWPHjhg1ahSePn0KBweHAiMbQ0JC4OTkxNsYd+/eRZcuXeDl5YXatWtLdtVO+fupLKArW6BhwYIFsLCw4ItcyAKkr169QpkyZbBw4cICAa74+PgfuPffx65du/joz3HjxvHRajt37oStrS2mTJnCt5WdRz179iwQAJa9J8Wghvw1Letg19PTg5+fHx9Bn56ejsmTJ8Pc3JzPsjhx4gTq16+P0NBQ0ffJAj8yUimT/M8amZmZEAQBampqmD17Nn99+/btKF++vCjAk5ycjA4dOsDMzKzQ7y6q7SIFnz9/Rps2baCnp4cGDRqgQoUKGDlyJIC8gLihoWGBFEO3b9/GihUrCv0+qee2e/HiBVxdXfm1ER0djdatW0NNTY1vI+sckc8j/fr1azg4OBTomJdyWZRGFAAk31X+G0FGRgamTZsGFxcXxMXF4fXr13ByckLlypVhamqKrVu38koiJiaGL4IQGRmJkSNHiqYoSbUyCQ8Ph4mJyTeHye/fvx/29vZ8pOPhw4d5g17WAyMrXynecGWNpaioKLRu3Ro+Pj5o0aIF74E/f/48GjZsiG7dugHIWxhFWVkZ7dq1w/r167Fz507o6upi4sSJBb5bqudGWFgYqlevjhEjRiA6OhppaWkYM2YMNDQ0+OguIG90YO/evWFvby+a+ivfuw9Io0Eq+622bt0KfX19USLlxMREuLm5iUb1ZmRkwNDQEH369AEALFiwAFZWVqhTpw5WrFgBHx8fGBoa8nxwUiN/LT948AB79uwRrWK8b98+VK9eXTRtNScnh+dtOnDgAIC8vKpt27aV1Ai3wuS/ln///XccPXpUVE729vYICgoSpUJIT0/HokWLoK6uznvts7KysGXLlgKL6ZR0ubm5/H5x7do1BAQEIDg4mL/fpEkTNGnSRBQUTkpKgrW1NTp16sQXKoiMjMS2bdswbty4Qh/qpSD/vv7yyy/Q0tJCs2bN0KBBA1Hnx/bt22FjY8Nz3Z0+fRrW1taoWrUq6tevD0VFRQwaNEhSx/933Lx5E3v27IGHhwdu3bqF9PR06Ojo8BWdZefSixcvUKlSJfTr108U5EpLSxONCpXCfSS/t2/folOnTmjQoAFCQkJw/vx5AHmLPTRv3hwNGzbk28rnT61WrRpu3bpVHLv8XeTm5mLUqFFQV1fHzJkzMXDgQNjY2MDBwQGfP39Geno6T7MjGwUra1NERUXB29sbjx8/Ls5D+M/duXMHK1euhI+PD7Zv346wsDBUqFABY8eORVZWFu7fvw9/f3+0bNmSf2bcuHEwNzfn91d5Urk+CutEk91H161bB0EQsHbtWtH7np6e8Pf3F7Uz//zzzwJtUinLyclBcHAwRo0ahUGDBiEpKQnp6enYvn07ypQpw59DBwwYAHt7e0yYMAH379/H+fPnUb9+ffj7+4tyjQPSuqcWdf4uWbIEdnZ2AL4srqaqqopu3brx9BqHDh1CxYoVcfjwYQDSOu6fHQUAyXf36tUrjBkzhvewb968meeeSUlJQXBwMExNTQs0uubNm4cOHTpI7mHtW3r16sV7z/LncJJPuP769Wv4+fnx6ZwVKlTgq5FJVVHDv9etWwdDQ0N4e3uLXp87dy7s7e35iJ0TJ06gSZMmsLW1haGhIebPn/+9d/k/I39jzB+wTUhIQOPGjeHs7IwTJ07g8ePH/KHkypUr8PHxQZcuXUSfOXXqFGrUqMFH08r/G1JpkALic6JZs2YICAjgo9ZkOT1lPdCyMlm3bh0qV67MOwTOnDmDDh06wNfXF0FBQZLPNSJbjVNJSQnm5ubQ1NRE//79kZOTg+TkZAwePBh2dnai6WpRUVHo0KEDDA0Ni3HP/1vy18yLFy9gaWkJfX19qKmpoUuXLnx08NatW6Gnp4dNmzaJPvP06VPUqVMHtWvX/up3S8W7d++we/duBAcHo1atWti/fz+AvDqiRo0amDt3rqgTYNSoUdDR0Skw7VVGirlRZW7cuIFTp07B09MT27dvR8uWLVGmTBnRSMj3799j0KBBsLe35+2PFy9e4Pz589i2bZvo+pFSnSlT2Dn822+/QRAEUYoRABgxYgSMjIxEHY9xcXHQ19eHiYmJaDEd+RHTUrxOzpw5Ay0tLbRu3RqTJk1C/fr1UblyZT4dfMuWLbC0tMSaNWsKfLZKlSqSXfW5sPbVu3fv4OzsLPp937x5AzU1NZ7AX5ZmZ8iQIV/9LqnJf+7m5ORg0aJFEAQBTk5OosV+Vq1aherVq/MVTFesWAErKyu+ON+NGzcKDEKQqtWrV2P27NkF0iiZmpqibdu2otypV65cQcWKFUWj5mUpiqSoqHpelnpKPnc0ADRu3BguLi7IyspCfHw85s+fD2VlZdjZ2UFVVRV9+/aV5L2jMPkH2MycORODBw/GkiVLUL16ddStW1fUcSirI2rVqgUnJyfRKEBAmvfUnwkFAMl3N2DAAAiCgObNm/Oe5WrVqmHz5s0A8noQ6tatC1dXV/z22284e/Ys2rZtCx0dnQIBL6k+rMhbsmQJypQpw/MjFFZJHjt2DPHx8YiKisKqVasQFhaGp0+f8velXg4rV67E5s2beR4RWSDY3Nwc9+7d49s9e/YM7dq1Q+PGjflUntzcXMTExIjKTSrl8fjxY1GjU/Ywdu7cORgbG+PSpUsFPpObm4sFCxbA3Nycr+wK5I2OW7FihWjFTqnJvyL2rl27oKuri9mzZyMlJQVpaWmwtbXl+T9lAfOcnByoqamJcu8A4ik5Uml8FPaAPXPmTNjY2ODx48eIiorCgQMHUL58eUyfPh25ubm4cOEC3N3d0b9/f9Hn9u3bh8mTJyMrK0sy18S3JCQkYOHChRg3bhwmTJiA9PR0bN26Fd7e3ujUqRPfzt/fH82aNePBY9louCNHjvDUEVIkOz8WLVqEMmXKoGPHjvDy8oIgCGjdujWfwtu3b1/Url2bT4XOyclB586doa6ujhYtWohyEsnel4LCViE+d+4cBEEQTXF+8+YNunfvjpo1a4q2PXXqFOrVq8dHDOcn1WlaRQVoXr9+jZYtW6JatWqinKrPnz+HlpYW+vbty0d0bd++HV26dEGXLl2KXAm7JMt/Dst+xxEjRohG+AGAj48PvL298ebNG8THx6N///4wNjbGnTt3MGfOHAQFBSEzM1OSi53kD9T+8ccfPI3Is2fPIAgC/1t2D12yZAlUVFR4G2Ts2LEwNzcvNPgplXupvKKuj4sXL8LLywsmJiYF6hZnZ2d+T3n27Bmf6iqlYNfX6vVz587B0tISJiYmaNSoERQUFDBs2DA+HfzYsWMQBAEHDhwQlUunTp2goaFRoGNVSudF/s6u/Au2JCQkwNjYGD179hRt++TJE5QtW1bUiRYTE4MbN26I0kZIrSzkXbhwATY2NjA2NkaXLl34M9icOXMgCAKMjIxEHWtZWVlYu3Yttm3bBiCvo15+cTUiDRQAJN/F2bNn+U3zzz//RK1atWBqaopRo0bh+fPnGD58OOrWrQsgrzK6ffs2vLy84ODgAAsLC8mtqHX//n0cPHjwb/Wanj17ludhAr7csGWVckREBFq0aFHoFEapPqzInDhxArq6urCzs0ODBg1QuXJlvprc2bNnUbduXfzyyy+iz2zZsgVmZmYIDw8v8H0l/aabkJDAp0k8fPgQHh4eCA4OxocPHxAQEMBHMBa2wpj87/z48WN07NgRnp6eP2zf/0tfa5S+ffsWPj4+qFGjBrp06YKKFSvC0tKS5zibOnUqTExMRNMbL168CH19fZ6jR56URjXJ7+emTZswevRoAIC7uzuGDh0q2mby5MkwMjLCgwcPkJWVhZkzZ8La2poH0fN/nxQVdj1v2rQJNWvWhK6uLh/xB+QFxBwdHbFu3ToAeVNja9asiaZNm6JNmzYQBKHQ86OkK6x+f/fuHaysrPgK8EDeA7u1tTWvQ+Li4uDs7AwvLy9s2bIFs2bNQlBQEM6cOcNXO5Ua+fupfLl8/PgRPXv2ROXKlUXTvs+dOwd9fX1MnjyZv5aeno4RI0agdu3aiIuLE32/FO+l+fd53bp1OHToEK8fs7KycOTIEZQtW5ZPV5R95sSJEzA0NIS+vj48PDxQvnx5/P777z/2AP4j8nVF/naXvb09r0tlAa6HDx9CQUGB516+fPkyGjVqBF1dXdSoUUOy5SDv2LFjMDU1hbOzMzZs2IDPnz8jKioKdnZ2PMefrNzevHkDdXV13qlYWJodKZI/L3JzczF9+nQsXbqUj4bNyMjA4sWLIQgCv5/IpruvWrUKOjo6/PO7d+/G6tWrAZT8dDvyxx0XF4e7d++KnqGio6PRsmVL0YyRDRs2QF1dHatXr+bPa35+fvDw8BAFt969eye5UbFPnz4tdEGnmzdvwtvbG/b29vDz8xN1Dq5btw4VK1bknYiyenP48OHQ0NAQpWKRyc7OLrHnRGEKa2N17NgR06ZNw8qVK+Hi4gJ7e3v+no6ODrp06SIaFXrkyBH4+vpi48aNyMrK4uUkxfvpz4wCgOR/kn/lUiAvWCEIAqZMmYK4uDg8ffoUISEhCA8Px7BhwxAYGIilS5fCx8dHNBoqMzMTqampogaIVAJe/fr1g5KSEu9l/ZqcnByMGzcOZcuWxcyZM3kDNTs7m6/wOmjQoAIrM0rpJgMU3N/s7Gw0btyYN8yBvMVdypUrx0dxjBw5Em5ubjh16hTfJj4+HpMnT5bMSDfZ+fr27Vu0bNkS48aN4+9Nnz4dNWrUgIKCAho1aoQXL14AyAty1qhRg/eiyV9TslEc69evh5mZGS5cuFDov1fSFdVImDp1KqysrBAXF4f379/jypUrUFFRwcCBA5GamorHjx/D19cXVlZW2Lp1K65fv45mzZrB09OzQN6Vkuprger4+HhERERAX1+fXxv29vZ8epb8lD01NTUsWbIEQN6K1+7u7kWObJKS/EFb+dFqaWlpGDhwIFRVVUVpImJiYtC5c2c0aNCA5y/bs2cPBg0ahKCgIH5tSUVh91LZtXLt2jVoa2vz3K9A3vTW9u3bi3J0HT9+HO3bt4eRkREsLCxE20vt/iFv9uzZGDJkCKZPn87zGV65cgWVKlUSTeNMTk7GpEmTUL16ddHot9evXxdIt1HSFTbyUd7mzZuhpaUFOzs7WFhYQFdXl6dK+Pz5Mzp27AgrKyu+vez3f/DgATZu3Ihx48aJ2lpSPD+SkpIQGhqKAQMG4PTp0zyIERQUJFo4SxYgrF+/Pnr16sVfz8zMlOTIR6Dg7yULXs2YMQOvX7/mdWJiYiIGDBhQIJff0aNHoaenJ5pxUZo8efIEOjo6sLS0hKOjI8qUKYN58+YhJSUFb9++haenJ9zd3UWfGTJkCHx9fSU5ChTIOyeGDBkCR0dHdOzYER06dMD79+8B5LVH9+zZg4yMDOTk5GDw4MFQVVWFtrY2PDw8eN3x4sULCIKAWbNmSa7OlDl58iRcXV354kZAXtksWLAA1apVw+DBg7F3716MHz8eioqKuHTpEq9r69Spg+bNm4s6FT5//gxDQ0NJdijK5G9bhIeHY+rUqZg5cyZ69erF65PIyEhUrlyZLxi1bds2WFpawtzcHGPHjkWrVq2gqKhYaO51Ii0UACT/mnyFkpiYiE+fPvGg1YoVK+Dt7c1XzWrevDk2b96MmJgYtGnTBlWqVIG7uztPrgqIAwNSGcUjH9TQ0NDA8OHDv9p4kB1TTEwMRowYAUEQYG5ujg4dOqBly5ZQUFBA7969v7lASEkmf+PMzs7mfx89ehRGRkYA8kZwBAUFQUVFBYMHD+a9S5GRkWjSpAk6deokycZH/ge2/CNOunTpgkqVKqFu3bqicrp06RIaNGggejgB8kaWLliwACkpKUhKSuKNOam5f/8+DA0N+WidLVu28JFr/v7+/Lhl18fcuXNRvXp1PjohNjYWjRo1gp2dHXR0dNCsWTPJrcyYnZ1dYArNH3/8ATMzM3h4ePCUCFlZWRg/fjzMzMz49E7ZteDq6ipaiVCqC53kzxUjc/HiRdStWxd16tRBgwYNsG/fPgB5o3VcXV0xYMAA0fa7du2Ch4cHxo4dy1+Tv66kksdKvt749OkTNm7ciKtXr/KRe5cvX4aamhrPYSa7TjZs2AAFBYUCo6Pzr74nNbLyuHv3LiwtLWFhYYHx48fD0tISzZs35x1GoaGh0NLSEk3Ru3fvHszMzBAYGFjge0v6iHGZ/MHwuLg4ntsxOzsb+/fvh4uLC8/rlp2dDT8/P7i4uPB6MTIyEsrKyrzDoKhrQSplkn8/X79+DVdXV3h5ecHPzw/q6up8Aam9e/fCxMQEW7ZsAZB3PiUlJcHZ2ZmPDpXKceeXf79l94a+ffuia9euAL4sGiQ7Zy5fvgwPDw+4ubnh9OnTuHPnDpo3b46AgIACObal0O6Wlz9QLsudPWfOHD7qMTMzE7NmzYKJiQlPK7Rv3z6UL18eXbp0wdatW7Fjxw5oaGjwFU/z/xsl3YEDB1CjRg14eHjg+PHjuHr1aoEO0oyMDLx79w4BAQGoV68erl27hpcvX0IQBISHh/Pte/fujaFDh0ruXJAF6BITEwukvHj79i0mTZokymW4cuVKCIKAVq1a8dGSZ8+eRYUKFfiIRynm1f6a6OhouLu7w8LCAu7u7lBQUECfPn34b52ZmYnw8HAoKyvzdtqtW7cwdOhQ9O3bF927dxctLCeFa4MUjgKA5Ju+dYGPGjUKhoaGqFevHry8vPjQ8Z07d6J69epYvXo1T8QM5D3g1KtXD4IgiFb3lCpZw3rFihVQVFQsMELraw4fPozQ0FCEhoaif//+ot5Yqd1885szZw66du2K06dPAwCuXr0KExMTTJw4ERoaGvDz8xNN6ZMN158yZQrs7OwK9MxL5UYTHR2N1q1b8yknsbGxGDRoED5//owPHz5g1apVcHd3L7CAyaJFi6Crq4sBAwbgwIED2LdvH6ysrNCiRQtRQ06K58XLly/h6+sLFxcXPgVN9tv7+fnxvDvygW9dXV20bt2aT7tIT09HfHw8nj9/zreRSqMsJiYGGhoafETW3LlzcerUKTx58gSNGzeGqqqqaJrmmTNnULt2bVFA+MmTJzA1NcWJEyd++P7/l8LCwuDv7y/K1wjk5SPT0tLC2LFjcfLkSUybNg3Kyso8CfuECRPg6uoqyoOZnJyMoKAg+Pn5FQgqSuE6yV+nzZkzBwoKCrC3t4e2tjacnZ35KK3atWujbdu2og6m48ePo0qVKjA1NeX1rDypXB9A4b/X6NGj0blzZ/73oUOHoKioyAMdT58+RY0aNTBy5Ei+TWZmJnbv3i3J60T+fIiLi0PPnj3h4+ODDh06YPXq1fz3PHnyJM9/Gh8fjw4dOqBy5coQBEEU4JowYQKUlJSKXEhNitfI5cuXce/ePVy6dAkDBw7kr3fp0gXe3t64evUqkpOT0b9/f1SpUgV79uzBw4cPsXTpUhgYGPyj9llJI18Wa9euRa9evXD16lVkZ2ejVatWaN68OX799Vf069ePjwTu3r07AOCvv/6Ck5MTLC0tUa1aNQQEBIhGyUqd7NqIiYmBiYkJBEHgOcpkWrZsiRYtWuDt27dISEhA//79IQgChgwZgvr16/NVsqUmJiYG3t7eGD16dIH76qVLl3jHEZA3St7Ozo6npomOjoaGhgasrKx4h5vU5OTkYP78+QVWJr5y5QpPMQSAzyK6cOECbG1tYWtri3nz5kEQBNE06ObNm0NXV7fAYA4p3U8B8bT1lJQUeHl5YciQIRgxYgSAvGeTAQMGQE9PTxQwffnyJSwsLArMLpE/fqnMziNFowAg+duePn0qmq6ampqKTp06wdHREQcPHkRkZCR8fX1Rt25dPpVxz549UFdXxy+//AJdXV2eW+HKlSsYN26cKM+ElBR1I7CyskKrVq1E+RIK87WKMycnRxIN86JcuXIF5ubmMDU1xZIlS3gg78qVK3B2doaamlqBfDtr167lAbH4+HjJnBeF/U6y3GQyBw4cgL6+Ph+l9OHDBwQFBcHHxwcPHz7k2yUnJ2P37t0wNzeHjY0NatSoUWjeQ6mQL5vPnz/D2dkZgiCIHugBYOPGjahYsSL/zbOzs5GZmQlnZ2dUr14d8+bNKzTZu9SuEV9fX9jZ2UFPTw9aWlp8BOS6deugpKQkWvAoPT0d27ZtQ6VKleDu7o6+fftCR0cHjRs3luwoUFmd9+LFi0LzTHXt2hUTJkzgfy9duhSCIGDBggUA8qYuykYHy690++zZM8k1zIGCdcfly5dhbGyMHTt2ID09HRcuXICrqytcXV2RlpaGixcvokyZMpg7dy6ePXsGIG+xgx49emDmzJmSzfMnLyMjA3v27MHHjx/x6dMn1K9fHydOnEB6ejqCg4OhoqKC/v3787oiNzcXS5cuRdmyZUWLZEnd3LlzoaSkhFatWuGPP/7A77//LhrBJxv1dfbsWVhaWqJFixZ4/Pgxpk2bBnV1dT7V88WLF9DT05Psg728xMREeHl5QVVVFVWrVoWhoSGWL1/O379z5w5q166NoUOHIi0tDSkpKejcuTOMjIxgaGgIHR2dAqueStHdu3fh4OAAfX19TJkyhY96OnHiBIKCgmBkZITBgwdj+vTpWLJkCapUqcLbVsnJyYiJiRG1O6R2Hy3Mpk2bEBgYyDuRd+7ciTJlyuDw4cMAvnQsnjp1CpUrV+bpIf744w/eKS1PKmUi28+pU6eiatWqojzJ7969Q9OmTSEIAqpVq8a3DQ0NhYuLC5+NsWnTJgwYMAD16tXjeZdLer7Dwpw7dw5+fn7o0aMHf61v376wsbER5UmW3VeGDRvGO9ZdXFxQr149Hjx8/fo1H2Uudenp6Tyw2bhxYwiCgKlTp/L34+LioKGhgfHjx/PXcnNzsWnTJgiCUGiKACmdF6RoFAAkf8uiRYtQs2ZNPqoJyJtm5OjoiPv37wMAXr16BWtra1hbW+Pq1av8gW/mzJlwcHCAIAh8ioY8KfUi5E88HRsbKxq1dP78eQiCgN27d/+t48q/jdQq1sL2t2PHjrzXWV5WVhaGDh0KCwsL0Xl07NgxuLi4YOzYsaKpXFIrCyDv93R0dBTlOUxOTsb48eNhZWXFGxgHDhxA3bp1RdvJHvDS09Px7NkzUe+jFAMcMjdu3EBmZiYWL16Mtm3bwtLSUvT+ixcv4OHhAU9PTz597e7du+jRowd8fHxEq49JSf4pdw0aNECZMmXQrFkzUZ3x8uVLdOvWDS4uLqLAFpC3INCkSZPQtm1bvtiFVOWfSnPq1CkeCMzKyoKBgQGuXbuGU6dO8YWC8ncULFu2DBYWFjwoKK+kXiNfq+Pv37+Pli1bIjk5GRMnToS1tbUoqfjLly9RsWJFnucuPDwcVlZWMDQ0hKGhIczMzEQPfVJS2P1x1apVUFBQAJB3TmhqaqJDhw7Q0tKCl5cXf0AF8kY0paamIiEhATY2Nnw6rNTt27cPDg4OPCWAvD///JNPVcvOzubTPmWjX2WjWbp168Y/U1gifCnJycnBokWLsHjxYgwePBhv3rzBihUrYGBggDZt2oi2nTRpEurUqcMX+sjNzUVcXBzOnz9fHLv+PyusDdS9e/cCxy0jP00cyFuErE6dOnwUdf40OyW1zpQpLA9mYWUia3fLpncmJibC19cXHh4eou2ePHmCSpUq8dxwsnq3evXqvO0hlbQR8po3b45mzZoByPvt09PTERoaik6dOmHXrl2wsLDgi+tdv34dlSpVgpeXFxo3bgxlZWXJXh/ycnNzMX/+fJibm/N2g2yhn6CgIH7ebN++Hbq6ujyf8PPnz+Ho6AhBEDBhwgRJ/v5FiYiIgKenJ1/oJD4+HuXLl8fo0aNFOeaXLFlSIId9QkICVq5cWarKg4hRAJB8lezm+/79e5iammLEiBH8Rrlp0ya+WlDXrl2hoqKCkJAQPhJB1rhIT0/H2rVrUaNGDVFPDCDNIA8ALFiwAEZGRqhTpw7c3d3x/PlzfryBgYFwcnJCTExMkZ8vbPi0lAKh8rKzs3H27FlkZ2cjNjYW7u7ufOTaiRMncOjQISxduhRPnz7F+/fv0bVrV1SoUAHe3t7w8/MrNIeVVLx69QrNmjXjU01u376NKlWq8BGwsvNbluNPfvTbiBEjYG9vj40bN2LDhg3w8/MrMDJKSsPsC7uWZ8+eDUEQeJ1x/vx56OrqYtq0aQDEub709PT46tiVKlXCzJkzRQFhqchfDnv27EF2djaOHj2Knj17wtDQsEDQZu/evXBwcOA9syX9weyfyM3NLdCITEtLgyAIGDlyJFJTU5GSkoLGjRtDTU0NmpqamD9/Pm+gJiQk8NVM3759i+HDh+PmzZs//Dj+qa/d27KysnD58mX4+PigY8eO+Pz5M+bOnQsTExO+jSxIHBwcDGdnZ/6dz549w8qVK/nqlH/n3ytpinqov3fvHrS1tXHu3DkAwJgxYyAIAs/lJnP16lUMGzaMP7BIPcgF5JVBWloa3Nzc0KJFC1G+0Js3b6Ju3bpQUVHB8OHD+euampqiNCojRoxAr169YGNjUyBthBTuI4WdwxEREbCxsYGampoof9fEiRPh7u7O6wYgb3S9j48PmjdvLunVbIuq/6Ojo+Hk5MSnql68eBHnzp3Dtm3bRA/vHz58wIsXL9CjRw/Y2dmJFv+QCvkySEpKEuWE/uuvv/hiQLLzumvXrrCxseHPHxEREShfvjxmzZrF04ZMmTIFtWrVEl0b9+7dg5WVFZo2bfrdj+l7yMzMRFBQEMzNzUVlJJuFlJ6ejgULFkBdXZ2nU/ntt98wYsQIdOvWjY8mB6TV7pDfV1m98fDhQ7Rp0wY+Pj78vZkzZ8LFxYUPPrl8+TLKlCmDzZs34/nz5xg2bBgWLFiAU6dO8ZzLUlRY/f7mzRtYWloiNDSUdxyNGTMGmpqafDYekFeWTk5OaNq0qaTOAfK/oQAg+SZZhTBv3jyYmJhg//79APIapaqqqihfvjwCAwN50APIG/Vz9uxZfkPKysoqFT0J79+/R+vWrWFmZoaNGzfi4sWL8PX1RYMGDfgqWm/evEHZsmUxd+7cAgtZ5O91PXv2LI4cOfJDj+F/UdjNYf78+RAEgU8r6datG+zt7VGtWjX4+vrCyckJpqam0NHR4Q9q27Ztw+LFizFp0iTRQhlSeogF8la8btq0Kby9vQEAO3bsgJOTU6G/e/7eybt37yIkJAS6urrQ19fHihUrfvj+f29v376FiYkJBg0aBCCvZ37ChAmoWrVqgQTVT58+xfr169G/f/8Cq5dK4eE1v3Xr1qF69epwc3MTrVSqpqaGsLAwUa6eT58+YeTIkbCzs+MLOEjxmPOTv56Tk5OxatUqPmJ81qxZ0NDQ4Lkgx48fj5o1a2LHjh2i79izZw8CAgIks6pv/lEr27dvx4IFC3DmzBl8+PABcXFxaNq0KZycnEQ5zHbt2gUHBwc+4lVW144dOxbu7u749OlToeeEVO+rcXFxWLp0qWjq8u3bt0UjuO7evQsNDQ0MGjQIt2/fRkpKCk6fPo06deqgXbt2ohxmUkwLkN/Hjx+hqKgoGsH24sULGBkZISQkBH379oWnpyfvSB06dCjKly+PkSNHwsfHB9bW1jwwIiX520XydWNqaipmzJiBChUqiEYq/fXXX2jSpAnatm0r2n7ZsmUIDg6WbKoEeTt37sSwYcOwcOFCHtBp0aIFnJycoKurCz8/Pzg6OkJHRwdOTk548+YNDh8+jM6dO0NHRwfe3t6SqTdl5Ou4pKQkhIWFoWvXrjh16hSAvHuKvr5+gVGQ7969g4KCAl+9NDMzEwMHDoQgCPDw8EDz5s2hqKiIVatWif6dzMxMbNiwoUCHSknwd9sAEydOhKamJg9yyepB+VXkVVRUMGzYsEI/L7WgT/5FkuRt2rQJ1tbWWLRoEYC8GSatW7dGs2bN+L2mS5cu0NPTg6qqKmxtbUV5A6V2D5G//z99+hSHDx8WvbZ48WLY2tqKRpRXr14d/fv3F3WcHTx4EFZWVgXSV5WGdigpHAUAyTfJVwB16tRBp06d8ObNG7x9+xatWrWClZWVaPuUlBT07NkT4eHhBQIhUrrRFLavf/31F0aPHs17W5OSkhAQEIDy5ctj3LhxfKTTyJEjoaenJ+plka+Uo6Oj0ahRI1StWlWU+0sq8t8UTE1N0bNnTwB5PY979+7Fvn37cPnyZbx9+xZ37tyBlpZWgaTMMlIa6Zbfrl27YGNjg3nz5qFfv36iVVqBL7/7o0eP0LZtW/j7+/P3cnNzRedISfe1xpFsSppslIbs99ywYQPKlSvHV6y9ffs2HB0d0bFjRwB55bJhw4YCCZel/EC/adMmGBkZYeXKlfj06ZNoxeKVK1dCUVERFy9eFJ3zly5dgrm5OV+5UEq+de3++uuvqFy5Mnx9fbF06VL+upGRER8Ve/fuXTRr1gwmJibYunUrIiIiMGjQIFSrVg1Tp04V1Z9SOC8OHz4MQ0ND1KxZE/b29lBQUOCB8H79+kFBQUFUFi9fvkTXrl1Rp04dUWCrUaNGfPqWVBV2L129ejUsLCzg5eUleugwNjYWjWo7cuQILC0toaGhAU9PTygqKvIk5qXNzZs3oa6ujunTp4tel80muHr1Kho3bozg4GD+XlhYGJ/mJj9qUIqB4ejoaLRt2xZ+fn4YNGgQ71R98OABGjRoUGCU1vLly+Hh4cEf9kuLN2/ewNfXF5qamujfvz9MTEzQqFEjnDp1CqmpqVi/fj3WrFmDiIgIvHz5EufOnYOhoSEOHTqEDx8+YOnSpaJgqRTqy/zmzZsHJSUlNGrUCDNnzsSlS5f4fWbfvn2oVKkSP0bZ6+Hh4dDQ0ODt8/v376NmzZro168fbt26VeTq8yXR2LFj+SIMRd1fZb9rVFQUDA0N4e3tzXP7ydu5cyd8fHx451th3yEF8veR169fIyAgAEZGRmjSpAkP4L5//x79+vWDg4MDv4+uX78ebm5umDVrFoC8uvH+/fuiVERSI/+7ffr0CYmJiejTpw8sLS1FiysCeeln2rdvz2eebNmyBUpKSjyoTn5OFAD8ycXExGDVqlW8oizqRiOreH///XfUqFGD56M6cOAAtLS00K5dO6xZs4YHQxwdHUX5eqRMfqTShw8feLLxWbNmQV1dHT169MDAgQOhpaUlShwrCAIGDhxYYBrj0KFDoaysjM6dO4tWNJWC7OxsdOnShd9sZefLnj17ULZsWdFqY/K2bt0KV1fXQkcnSDXwJz89fvDgwTA0NIQgCGjXrh127dolmlohs2XLFujo6GDu3LkF3pPSA9vmzZuxatUq7N27l/fA5uTkoFWrVjAwMBBtm5aWBk9PTx74zMzMxM6dO1GuXDl4e3tDEASMHz9eNHJKKo1SWb2YP7eSr68vevfuDaBgbzwA2NnZoXnz5nj27BmePn2KMWPGAEChCZdLOvnfKioqiq84KiubzZs3w8LCAjt37kRGRoao1/nw4cMQBIEna3/+/DnatWsHW1tb2NjYwMPDQxLTfeUlJyejc+fOEAQB8+fPR3JyMuLj4xEaGorq1avz1Z/t7OzQsmVL0WcjIiJQv359qKuro0uXLnBwcICRkRFfvVCK5M/7Gzdu8Gloubm5iI6ORs2aNdGiRQt+DgwcOBC+vr6i74iOjuZTHeVHDEqpQ/HvqlmzJpo0acKDfvnrwmHDhkFXV5dPk87NzRXlDi2pZZL/Pp//fnf48GFoaGigc+fOGDduHDw8PKChocEXuVizZg3Mzc2xdetW/pkPHz6gSZMmaNiwoWSn7xX2ey1btgze3t48oPv06VNUqVKlwNRwmYMHD4pWDP/W95d0mzdvhp2dHZ/eXVjbyN/fH56enqJcZtHR0byDQPb6rFmzoKCgwDvhMjIyJNHmXLhwIQRB+OaMAFn9sGDBAmhra8PT0xN37tzB/fv3cePGDfTu3RsaGhqYM2eOJI7773jw4AGGDRuGTp06YfPmzejVqxfKlCmDtWvXAshb3KV27doICwsDkHdP7tWrF2xtbQvtcJfiNSITEREBQRAQHh7O76eTJk0S1RMHDx5EtWrVsGjRIn4O1KxZE15eXgXSZ0jpOYT8bygA+JNbvHgxVFRUeJLQv6NVq1bw8vLivWxnz56Fp6cnXF1dYW1tjXHjxn2v3f3u5BvbK1euhKmpKdzd3TFmzBhRIO/kyZOoVasWX1UuOTkZCgoK6Nu3L8+3cv78edHw9M2bN0NdXR3u7u4FciGWREXdFLt16wZDQ0PR1F0A8Pb2ho+PDw+YnjlzBvv27UP79u2hoqKCX3/99bvv83/pwYMH/Gb4rYbTqVOnUL9+faioqKBt27aoUqUKlJWV4eTkhHHjxuHIkSN48+YNXr16hVmzZkky0APk5arT1taGvb09XFxcoKamBkNDQz694OnTp1BXV+c5/mTX07FjxyAIgmi6+8mTJzF9+nRR7iKpyP9QLj/SOTo6Gra2tl9dlODSpUuoUaMG7O3tUaFCBXTt2lVyjXP5/X38+DFat24NHx8fnp9Kto2vry9flEA+GCr7fIMGDVCvXj3eOZCTk4OsrCzRqq5Smgb+8eNH2NnZoV27dqJG+K1bt1ClShU+uis8PBwuLi48pYZMRkYG5s6diwEDBmDy5Mk/dN+/l0uXLsHKygrGxsaoVq0aBgwYwDsIr1y5gp49e0JDQwORkZEYN24c2rVrh7i4uK92SErlfEhMTERISAiOHTsGoOj7quz15cuXo0yZMkUmYB8xYgQ6d+5c4HukMmI6/4IDskBN//790bx5c9F7bm5ufOXz2NhYdOvWDXXr1hUFPK9fvy4aYS0V+X8rWVsxOTkZjRs35rMlZKPaGjduLBrBdf78eRw6dAh9+/aFsrIyJk2aJKonpXJ9yMvNzUVGRgZatWqF7t27i4J7+a+FyMhIlC9fXrSw4IEDB6CjowNBEHj9EhsbCwcHBz5luKSXi+y8SEpKQr169eDn5/fV7eUX19q8eTNMTExQsWJF2NjYwNDQEB4eHqIprlKS/xpJS0tDSEgIBEGAt7e3aJp/aGgoLCwscPv2bWRkZPBFtWSpqQ4ePIjw8PBCA+hSkL8NdOfOHQwYMAAjR47Exo0bec7gcePGwdraWpRGBwDMzMzg4+PDnz0fP34s2fOC/DcoAEhQv359tGvXjo9Y+tYowAcPHkBXVxfTp0/nlWlubi4+ffpUKlYuffz4MR48eIDatWtj9erVGDRoEIyNjfnUzoyMDAwaNAg+Pj586tK2bdugo6ODypUr49ChQwDE5fjs2TP06tULK1askES5yO/7zZs3RaPZPnz4AA0NDR7olW179epVlClThjdct2/fDn9/f7Rv3x5RUVE/cO//d9euXYOxsTEmTJgAoOgRabJjT09Px5QpU2BpaYn79+8jMzMThw4dwqhRo+Do6AgVFRXUrFlTkvmZZPbu3QsTExMsWrQIaWlpiI+Px/Pnz+Hh4QFtbW0+lX3q1KlQVFQUBYgvXLgAQRBQq1atAivdAiX/gb6oxUi2bdsGd3d3tGzZEr179+aNMFNTUwwYMKBAAPnVq1e8x/X69evYtGmTKNAlNbm5uRg9ejQUFRXRrVs3HDx4EBcuXODvv337Fg4ODqJVe/P/zk+fPoUgCJg3b16hAQ8p1Jcysnpiw4YNcHJywsKFC/l7b968gaamJnbt2gUgb+p7s2bN0KZNG35OyAeS5ctJSr3y+X+vx48fw87ODkOGDMHTp0+xcuVK+Pj4oE6dOvy4kpKS0K5dOzRo0AANGjSAtra2KK+bvJJcTxTm/v378PLyQkBAAH/tW8dQt25d6Onp8fMnNjYWN2/eRIsWLWBiYsJHS0rN3r17oampicOHDyMyMhL+/v48IGhiYsKn6Mnq0WvXrkFBQYEHT/fu3Qtzc3OMHDmyeA7gO9izZw+cnJzQoUMHfl7Y2tqiTZs2sLGxgYWFhaiD/vXr18jOzsbevXvh6uqKxo0bSyqNyN/h4OCA/v37879XrVqFCRMmoHXr1pg4cSLvNBw8eDCqVauGZcuW4e7du2jfvj1OnjzJc2jKbNq0CRUrViyQL66kkW9nvnnzBkePHoUgCDyY8612KJCXC/H8+fM4fPgwHz0r+6yU6s6i7vsHDx6Eubk5GjVqBODLPTMjIwPVq1fnHWxXrlxBvXr1Cowml5Lc3Fy8e/cOY8aM4cFO2cjw5cuXQ1NTE0ZGRoiNjRWVg42NDfr06cMX/vjrr7/g4OAAVVVVzJkzB1lZWZKbbUP+exQA/EnJV65HjhyBgYHB3wpOySqLX375BbVq1RLlUJC9V9If5uXl38/bt29DWVkZVlZWWL58OYC8Xqd169ZBEATeYxIWFgYzMzPs3r0b165dQ6NGjXDs2LGv5lTInw+xJPjaSsTXr1+Hvb09jIyMoKmpib59+/IGxYIFC6CkpCTqkb5x4wYqVaoEGxsb3kiVD3hJ6byIi4tDWFgYHBwcePDyW42vW7duISAgAC1atCiwzaNHjwpME5WS9PR0+Pv7o0+fPgUStj9+/Bju7u6wsLDAhw8fkJiYCCsrK3Tq1Imf81u3bkXfvn2ho6MjWiwIKLkNkJycHGRkZKBhw4ZYvnw5P2bZCLXQ0FBoaWlh9uzZWLt2LWrVqgV/f3+8ffsWGzZsQKVKlfg0PZnJkyfz9AmlwcGDB+Hq6oo//vijyG1k+R5lQVTZuf/s2TM+nTMoKAjDhw8vsefC3yV/Xbdp0wYtWrTA69evERkZCSMjI7i4uOD169d8u5UrV8LDw0M0ajL/90mlrsjfdli5ciWePHmC3377DVWrVhWN1jhx4gTs7OwwadIk/lpWVhYmT56MatWqQRAEnjNUymS/3ebNm2FlZYWVK1cCKPrhVj6nV/PmzSEIAtTV1eHp6YmqVasiMDCwwMh7KZAd18ePH9GuXTtoamqiQoUKGD58OO80btu2LV+9U340o5OTE4YOHQogr/Nx4sSJ/2jGSkmVkZGBgQMHokqVKpg7dy727t3Lr5EFCxZAEIQCI4D/+usvjBgxgrdD84+Slnr9Kdv/Xbt2QRAE2NvbQ1lZGc7OzmjevDm8vb1hYWEBa2tr/pnmzZvD0tISysrKaNmypajjQL6DtqgOhZImMzMTPXr0gJGREbp16wZBEPgq8H9HYfcLKXaiAXnpdcaOHYsNGzYgMjISQF6+u6FDh0JJSYn/prK2RZ8+feDp6ck/v2bNGj5LS/a9UrtGXrx4AUEQsGTJEgQHB0MQBJw/f57nDFZTU+PHJOs42bZtG6ytrdG2bVtERESgY8eOWLJkCU6fPl2ch0JKGAoA/sSioqLQvn17zJkzBxoaGvDz88OtW7e++hlZRZOYmAgTExOMHDmyyNExJVlRN8TXr1/jl19+QcWKFUVTE9++fQsfHx+4uroCyFuZzt3dHaamplBUVERwcLDoxiKVhzYgb8qJbOVJ2TE8e/YMTk5O6N+/P54+fYq1a9fC19cXjo6O/KZra2uLVq1a4dWrVwDybjojRoyAvr6+ZII8+cmCO0DeFBs/Pz+ey+3vWLVqFaytrbFhwwYABYO+UhrJIy8qKgpVq1YVrWYLfDnPlyxZgqpVq/JFDU6fPo0yZcrAz88P7du3h7a2Nk6dOiWJ489/rnbp0gUmJiaih603b97Aw8NDFPhq3rw5qlSpwoN+DRo0gL29PYKDg7Fjxw40bNgQBgYGfDSLlMl+9379+vE6UUa2Wq1sVNv+/fshCEKBh/axY8cWGfiSMtm95fTp06hVqxYsLCygqqqKsWPH8m3kAyJNmzYVjQKUutevX6NevXpwc3PD7du3sXTpUri5uYly9yUmJuKXX35BvXr1eM5IIO+8ioiIkFxu3MLI1yO3b99GWFgYnJ2d+fF+q0MpNzcXZ8+exfbt27F06VJR20xKD/TyoqKiULNmTVSsWFG0kEtubi42bdoEY2NjnvctNzcX8fHxfIEtKSvs97pz5w7s7e1FaTFkbty4ASsrK7Rp0waxsbH4/PkzHj58iMDAQHh7e/M0M1/7fqmSnf9//PEHZsyYgb179+LevXt8ts3Ro0ehqanJZ9p8/vwZL1684LnypG769OkwNjbG1atXcf/+fUyePBkVKlTg18DX2tL53yvJzyHf2rfTp09DSUkJjo6OsLS0hJKSEnbu3ImcnBzcu3cPhoaG6NWrl+gzjRs3Rr9+/STzvFEU2f7L2sv16tVD+fLl4eDgILoPHDx4EGZmZryjQL4eWLJkCerWrQtdXV00btxYlMte6uVD/hsUAPxJXblyBZqamujUqRO2b9+Orl27QhAETJw4kQd4vjUVeObMmdDV1f1h+/xfkT+ugwcPYt68eaLFO65evQptbW0MHz5ctP3x48dRqVIl7Ny5E0DeKLHbt2/zIdn5v1sKcnJysGbNGgiCIAra7d69G1WqVOFDyIG8BpmjoyNvuF+/fh2KioqoXbs2AgMDoaamhj///FNyZVCYe/fuYeHChejTpw90dXV5PpmiGtqyY37x4gUCAwPRrVu3UlEOMo8ePYIgCPzcz59n6OPHj6hWrRpGjx4tWqkvLCwMLVq0EJ1bJfVhJf/vNXnyZIwaNQoZGRlQVFTExIkTeU6i3bt3w9zcHAAwe/ZsqKmpwcfHh69aCeT1Xi9YsAAeHh6oU6cOunXrJgp2SF1OTg5CQ0PRuHFj3L17F7GxsRg/fjyCgoJgZ2cHZ2dnPnWpe/fuMDU1RaNGjbBo0SI4OzvD2NiYjyCXau/8twwbNgw1atTgyckBiEaSAnkpNUrDcaelpcHX1xehoaEYMGAAP9d37doFbW1tnD59WnSckyZNgpOTEx+1kF9JrSf+idevX6Nx48Zo0qQJPD09IQgCn6L2b+4PUsnzl9/Jkyd5XtgbN25gzJgxsLW1FaUWiYqKQnBwMDQ1NXHgwAE8fvwYv/76K4yMjAqsaikV+add3rx5ky9WsmXLFlSpUkU0MlY+ZcSlS5egp6cHXV1d+Pj4QEVFBW3atJHsYicy35oJ863rYuvWrdDS0ip02rNURkHmn0Uhk5WVBVtbW754BZAX4Bw7diwqV64sCuJ87ftk7ZSS2gYtbL9kr924cQP+/v6i2RIZGRkIDg6Gk5MT70CdP38+BEHAoEGDcOjQIcydOxeVK1cWLRIkNfl/R9nqvk5OTlBQUMDo0aNF23/69AnDhg2DjY0N7zSTH5Dz+fNnUfqlkno+kOJBAcBSLn8DRHZzXLp0KSwtLUWNiSFDhsDY2Pir07nkR0jJhhmX9LwahXn16hU8PT2hoaEBDw8PKCoqokWLFnyUz/Tp06GqqiqqPJOSktCtWzeULVu2wPdlZ2eX+IZHUb2Dz58/R7NmzeDl5cXfW7NmDWrXro2XL1/y15KTkzFmzBi4urryVaOPHz+O8PBwdO3alS8xD0j34S07OxvDhg1DuXLl0KdPH/j5+UEQBLRq1epvf8eLFy++3w4Wk4SEBFhYWKBDhw4ACm9IODo6IiQkRPRa/rqnpDZA5K+N/fv3Q0dHB4aGhryx+euvv0JNTY0Hgi9evAgDAwNoaWnBwsICO3bs4J9/+vSpKLlyWlpakQ13qZL9jkeOHEHdunWhoaGBMmXKwNPTEwMHDsTo0aPRtGlTaGpq4tWrV0hPT8f27dvRsmVL+Pr6ih5wpOKfnL+y8+nJkydwdXXFoEGD+L22qPuElOrMokbytm3bFoIg4JdffhG97ujoiDZt2vAVgIG89kZgYKAkRgX/G3FxcTz339WrV7F9+3Y4OTnB1NSUp8742m/+tfQcJVn+ldFzcnIwd+5cCILA21enTp1CvXr1Coyuj4uLQ5s2bWBkZAQDAwPo6elJNt+hvJMnT8La2hp169bl95TFixfD2tq60ET8sgDOw4cPcfLkSSxbtky0GnpJb2sWRj4fKgC+cMs/Oa+joqLQqlUrdO3atdBcwlIgf7xv377F48ePRcfi7+9foB117949VKtWjechLyo/7PPnz9GpUyeej7kke/r0KQIDA7FkyRLR61euXIGKigoqVKiAy5cv89fj4+Ph7u6OAQMGIC0tjT+3lC1bFhMmTICzs3OpSA0A5M0w6datG3r06MEHYWzYsAGKiooFFlE6d+4cPD090a9fvyK/r6iAM/m5UQCwFJNvJOQfeRIUFAR/f38A4iSqWlpa6NmzJw/wyI/0ka9ATp8+DR0dHQwdOrRE5raTV1jFN2XKFLi5uSExMRFpaWm4e/cuDAwMEBoaisTERERFRcHV1bVA4Of27dt8NIdUGuTyXr16xRvhsnLJzMzEsWPHUK1aNb6Ax549e6CpqYljx46Jym/WrFmwtbUtcrqalG4yhTWi//rrL5iamopW5hw9ejSMjY35tN6ijjH/dVDSyyI3NxerV68WPVgUJTU1FaNHj4YgCKJFHmSNz+vXr0NdXR1btmzh3y2vpJcFkBe49fDwgKqqKmbPnl3g/Zo1a6JTp07IyMjAs2fP4OPjA3t7e1HjPTc3F8OHDxdN95SifzJN+ePHj9i7dy9u376NuLg4PqIrOzsbZcqUEQVHc3NzReUlleCP/PmbfxXBou4DstdnzZoFNzc3Xn9IWf5jPXfunGjqXVJSEhQVFdG3b19Rzq2LFy/C2toaNjY2mDVrFnr16oXKlSvzEcVSlj8wLPvvyMhIKCkp4eLFi/y906dPo379+ujatetXv08KAZ6v7aP86q1A3gOtl5cXvL29AeS1NWfOnAlzc3NRHmmZd+/eie4zJdm37m3r1q2DpqYmpk6dinv37vGp8DExMVBQUMD8+fNFdWJUVBRfDCU/qZwb+T148ACCIGDhwoXYsGEDDAwM/nYu3IiICCxZsgQjRoyAmpoamjdvLsk8mPkNGzYMlSpVgpWVFRo2bIikpCTk5OSgX79+fFS9zPv372FsbAxBEPho2PwLRg0ePBgqKipo164df34ryZYtWwYtLS2oqKhg8eLFfDRwSkoKZsyYgYoVK/Kp7rJjnTdvHgwNDZGVlYXs7Gzs3LkTVatWxW+//Sb6bileIzILFy6EkpISWrRogYMHD4oGVlhZWaFVq1Z8OjyQ14aaPXs2qlSpwlf4JeTvoABgKSTfIHn//j06dOgAT09PTJw4kfc8r1u3DhUrVuQJmGXDhkNCQqCnpycaRi3/kBYXF4e2bduicuXKohwuJVH+hpmsxzExMRH169fnvWmy7RYtWgR7e3ucOHECQN4UDVVVVdH0YCl79uwZrK2tMWTIkAIP3tHR0TAyMoKVlRV/rU6dOggMDBTlQhwzZgz8/f0LzfsolZtuYb1hsoe2c+fOQV1dnSccBvLKrVOnTnBxceEPtfLHmr9R/vjx4yKntZUkL168QPny5TFhwgQe0P1aUPv69euoXbs2LC0tRQ9taWlpCAkJQUBAgGg6k5R8/PgRtra20NXVFa1kDuQdX3JyMiIiIiAIAs89tHTpUpiYmGDQoEG4cOECbt68iZYtW8LY2FjSPdGyVXllD6H/9rr+448/YGhoWOiI8pI8GrQoSUlJ6N27N3x9fdGnTx/eWfKtAGBSUhIcHBzQvXv3AsFDKZE/D86dOwcdHR0YGBhAVVUVo0eP5m2L8PBwVKlSpcC0zVu3biE0NBRNmjSBv79/qVi5VP63f/36tei+KBv1Jb8SZ2ZmJsaMGcNzogLiEXPy96ULFy4gNDRUlDuxJJJ/QAXygn1WVlYFUqj8/vvvKFOmDK8/b926hdatW6NOnTp4+fIlBg8ejDFjxuDTp08/9gC+E9l07SZNmhQY0SX7nceMGQMTExNMmzYNT548wYMHD9C5c2c4OzuLZp/Ivk/KevbsiUqVKqF69er/aJrmtm3b4OXlhcDAQFGAQyrtTRn5NubevXvRokULnDp1CgcPHkSVKlV4HvE//viDjxqXuX//Ptq2bQt7e3vRwklAXt5pLS0tuLm5FRpML6nmz5+PcePGYf/+/Wjfvj08PT15+/r169cwMjJC3759RZ85dOgQlJSU+LXx9u1bdOvWDba2tnwbqVwnhZ2/r169gqOjI7Zv317oZ/744w+UKVNG1L58+fIlYmNjMX36dMm2v0nxoABgKXb79m107twZLVq0wIQJE6Cnp4cOHTrgw4cPePv2LUxNTUVTMDIzM9GkSRNUqFABLVu2LNDLNn78eFSuXBktW7YUBYVKuoMHD6J+/foICwvjDa/atWvzG6x8b7W+vj5+/fVXAHkBEn9/f/Tv3//H7/R3EhoaCi8vL1Hi6Tlz5kBdXR0uLi7Q1NTEqFGjAACXL1+GjY0NrK2tMW3aNISEhEBFRQWbNm0qrt3/n8nfdB88eIDRo0fj4MGDfLXiAwcOwMzMrMBqWfPnz0elSpUKJGKWD6Q+ePAAtWvXhqOjY4l/aJP1qI4fPx52dnZfXb1aJjc3F9evX4eBgQHU1NTg5uaGQYMGwdDQENbW1n9rJGFJNnXqVHh5eYkCVosWLYKmpiafvuTj4wM3NzckJCQgNTUVO3fuhK6uLmxsbKCvr18qRidkZGRg0qRJqFq16j8OWOXk5CA7Oxu3bt2Cj48P2rRpUyryHl69ehV6enrw9/fH2rVrMWLECFSsWPGb0xNl95ubN28WGBUlRTExMTh69Cg6duyIGTNm4OXLl5g7dy7q1q0LPz8/vl2NGjXQs2fPQn97+XNKioFgoODsirZt20JLSwt+fn5YsGABgLy8qdWrV8eKFStEv71sURz58pIfzfPhwwd07NgRysrKCA0NLbGLrCUlJcHGxgYVKlTAjh07+L0wISEB48aNg6ampmgk0qdPn9ClSxcYGRnx144ePQpnZ2fo6urCwsJCkis/HzlyBKqqqlizZg1P/yG77j99+gQFBQUe9JSdN/KB3vDwcGhqasLa2hrq6urw9/cX5V6WovwdzKmpqXBwcICioiK6desG4J8F8PLn2ZbCjILC6rW3b99CEATo6OiI8sIePHgQqqqqfMXaOXPmQF9fH7Vr10ZYWBiMjY0xZMgQ0cyb2NhY1KtXD3p6eli3bp1kAqKycvnzzz+hoaGB9PR0xMfHo3bt2mjdujUOHjwIAFi9ejWfQSBrn3fr1g1NmzYV/f4RERFQUVHBhAkTfvzB/Evy+y9f98tSyxw9ehQfPnzA7t27sXLlSsyePZs/U7Rs2RImJiYYNmwYatasKbqPEPJPUACwFPrw4QN69OgBJycn9OzZkzc+t2/fDldXV4SHh/O/BUHA0KFDceTIEcydOxddu3bFqVOnRDfcgwcPQkNDA05OToWuWFaS5E+g2q5dO6ipqWHy5Mk4evQo7yFZuHAhVFRU+A1V1mBxdnbGgAED+HdI/WFeRtY4eP78Odzc3BAWFoYdO3bAwsIC5ubm2Lt3L1JSUjB9+nRUqVKF5/67efMmfvnlFzRp0gS+vr6iRQ6kbN26dXwBEz09Pbi5ufH3jI2NMWjQID5iFADWr18PZWVlqKurF1htLi0tDb169YKysjL69u1b4hvv8tdISkoKrK2tMWDAAN7I+tYDeXR0NNauXYvQ0FD06tVLNLVRig/zMgkJCfD390efPn1w8uRJ2NnZwcTEBOvWreMP4c+ePYMgCFi+fDlvuMXHxyMqKkqU30yK5M+LV69ewcrKivfA/53f9ejRowgPD0fHjh2hpKSE3r17l9jgRVGKmmI3duxY0Sie48ePQxAE9OnT56spMPLnhpXCg6tMYfvapUsXlC9fHnXq1BFNQ9q9ezdq1qyJFStWAAB+++03VKpU6auj56VUFkW5e/cuVqxYgdatW2P//v0IDg6GIAg8T1Pv3r1ha2srms66ePFiuLu7w9bWlq8YLjNp0iSoqqoiMDCQj6gsqeLi4tCtWzf07NkTLi4uGDlyJG9r3rt3D05OTujUqRMA8ShAQRCwcuVK/vrHjx8l3Xk0efJkCIKAESNGwMfHRzSC/M2bN6hdu3ahuds+ffrERzxFRUXxUeQyUgjofCtP5a1bt3i7Ii0tDQcOHIAgCLwd+a1jlFpaFZnCUlvIymbq1KkQBIGvdi3j5+eH+vXr8/K6du0a+vbtiwYNGmDx4sUFvic1NRXr1q2T7IhZWVqAffv28dc6duwIVVVVnD59Gq9evUK7du0gCAJatmwJNzc3aGlp8RlasnJITEzEnDlzSuSz6ddS4SQkJKBv377o06cPH1Tx4sULdOjQARoaGtDT00Pz5s1ha2sLExMT1KtXD0Bee3PUqFHw8fHBnDlzvvrvEfI1FACUsK/1hI0dOxYaGhoYOnQofy0lJQW//PILnJyc+PSbZcuW8aXCDQ0NRSMacnNzkZCQgClTpmDevHkl+mFOvuJLTU3F58+fce7cOdjb24sWspB58eIFbGxs0LRpUx7ku3r1KszMzBAREVFge6k0PIBvT0mbN28eatSoAUVFRcyaNUs0IuP+/ftwcXFBx44dRZ8tDaM2gLyVaTt06IDw8HA+XeLs2bOoUqUKxo0bByBvyommpiYmT56Mly9f4sOHD+jTpw+GDRuGVatWifL1zJkzB9WqVUODBg34AhFSMXToUISHh8PFxQXGxsb/cz4uKV0jRdm5cydq1qyJcuXKYfr06aIgh6z+GzRoELS1tSU5WuXv2LdvHyZOnIigoCCUKVMGDx8+BPDtxuWBAwcQGhqKQYMGiYLkUjkv5PczJiYGN27c4A9y9erVw5o1a/Du3TvUr18fGhoamDVrlmhkV/7ykX8IlHU8SeGhHhAfi3wuv9jYWBgbG8POzk60gNi7d+/QvXt3NGvWjD+029rawtXVtVSMAC3s3F+4cCEEQYCXlxe/RjIyMtCuXTs+JS0lJQV16tSBvb09hg8fjvDwcNjZ2WHz5s2i8jtz5gyUlZXh5OSE33///Ycc0/8qNTUV9vb2iIiIwMWLF+Ht7Y2AgADeAbZ27VqoqKjg0qVL/DO7du2CIAgQBKFAqgWpkZ0Tx44dQ/PmzXHjxg00atQIAQEBPIdqeno6hgwZAnd3d9FU8JycHKxevRoRERGFBtFKep35rdWod+7cyUewaWhoYPbs2Tyw5evrC3d3dwBF14f5O2IKa8NLwcKFC7Fw4cIC13TVqlUxcOBAUd16//59qKurY9GiRfzayH9uyMpEqu1vebGxsXB2duZ5/kJCQqCgoAAHBwfY2tpi5MiROHPmDCpXrowlS5aIFgSRulu3bsHFxQWenp5o3749z4+ZlZWFz58/Y9u2bbh58ybu3buHjIwM7N69G4qKinzqc1ZWlmQ7FknJQQFAiZK/4D9//oyIiAjExMTwh46nT5+iYcOG8PT0FDXAz58/Dx8fH/Tq1Yu/lpWVVaC3uahVpkq6/fv3Q01NDXPnzsXGjRtRtWpVfPz4EefPn8eGDRswfvx4zJkzB7m5ubh69Sp0dHRgZGSEgIAAKCgoiEZMSsnKlSt5I+NbAcC0tDQ0atQITZs25SM9Zb9xVlYW1q9fX2CxBxmp3GiKaqDu3r0bgiDA2tpaND1p0aJFUFBQwPPnzwHkLRJjZmYGExMTqKqqwtvbG69evRJ918KFCyWZyD4hIQENGjSAra0tfvvtNwwZMgTVq1dHw4YN+QIxX2tg5i9XqQQ1/o7MzEy0bdsW3t7efOVe+fovIyMDubm5UFdX/0cLZUhBeno6OnXqBHV1dYSHh6NNmzYQBAGNGjX6298hP0WpJK+Mnp2dLRrhK5OZmYlevXqhatWqGDVqFO7du4eUlBS0aNECjo6OUFJSQs+ePREdHQ0g7zrJP8ot//Se3r17o2LFiiU+P0/+a/7kyZPw9PRE48aNsX//fj7SZMaMGdDX1xctlAQAffr0QUBAAM9/Gh0dLemRXTJF3fOePn2KevXqwc7OTnSe379/H0pKSjxtwMOHDzFlyhR4enrCzs5OlL9J9t13797FrFmzJJE7Fviy371790ZwcDCAvBGBzZo1Q4sWLXDx4kUkJyejZcuWsLS0RFRUFD58+ICwsDAsWrQIU6dORXJycqkIZOzduxf169cHkFcGoaGhqFWrFm8X3L59G40aNYKFhQW2bt2Kc+fOoXfv3tDW1sbx48eLcc//Hfnr4d69e5g4cSKWLVvG24sHDhyAqakp5s2bh+TkZGzbtg1OTk584Zvz58+jQoUKooUbZAG+3Nxc0f32zp07sLOzg7e3d4kegJDfwYMHYWBgAGtra/j7+6NcuXKYOXMmH2ywevVqKCgo8E5o2XUQFBQEHR0dviCGTEm9j/5bsuP19fWFmZkZ1NXV4eTkxHM8Ll68mKdU6NSpE0xMTPhnS/qik/Ju3LiB0NBQnic1JiYGAQEB6NatGyZOnMi3GzlyJBwcHPj05/z69u2LoKCgUt32Jj8eBQAlbtasWahatSocHBygra0tGpWwfPlyuLq6FlhmfebMmdDX1xcNvZaRUrBP3r1797B27Vp07dqVry527tw5+Pn58ZW2WrZsCW9vb6ioqPDK9+7du9i5cydGjx4t6qGVkjdv3sDMzAzdu3fnD5lFNaxlN4zdu3fDwcGB5zuUfy86OhqLFi0SjVCQkq+t2Pnx40f06tULNWvWFJWRLFF/mzZtAORdB9HR0di6dWuBm3L+4HtJJR8ElT/W+/fvQ09Pj0+lAPJWp6xcuTIWL15cZAOrsJEJpbEBcuXKFbi5uWHq1Kn8tdzcXEyfPh0VK1bE5cuXJfOgXpTCfrd79+7B1NSUT6XJyMjApk2bUKZMGX6vKOr3zn/fKMkdBS9fvoSBgQHPyyXz8eNHNGrUCJ6enrh48SJevXrFr4Xw8HCoqKhg/vz5os9ERkaiWbNmuHr1KgDxdbZo0SJoaGjA19e3wFTPkib/73f37l04Ojpi7NixaNq0KaysrDB37lwAecdob2+Pli1bikZ6duzYkU/5lCfVIE/+WQUrV67EiRMn+FR/+evj1q1bos+OGzcOWlpaoiCzrEMh//dLuXxmzZrFc7oBeTNKBEGAvr4+Dhw4gDt37sDa2hpGRkaoXLky3NzcePC8tEhNTYWKioroGvf394e6ujqmTJkCIG9Rg8DAQFhYWMDIyAheXl4FUolISXJyMtq1awcFBQU0btwYlStXhra2Ns6dO4eJEyeie/fuAPI6m/v06QMlJSWEh4cjOzubj4pUUFDApk2bEBAQAH9/f1He5OTkZHTv3h0qKioYOHAgYmNji+tQ/7EHDx7A398f06dP569NnDgRurq6osUdbG1t0bJlS1EdkZaWJpnVr/8L4eHh0NPTw7Jlywqsanzp0iVcvXoVz549Q7Vq1TB58mT+nlTs3LkTxsbGoucsb29vCIIgmtadmJgIFxcXBAcH82D43r17sXjxYtjY2MDY2JinlSDkv0IBQIlKSUlBnz59/r9ndAAAe09JREFU4ODggN9++w0ZGRlYsmQJHBwceF6A9+/fo1u3bvD19eUje4C8B71JkyaJ8vxJifyqeTKtW7eGurp6gZ7C+Ph4HD58GE+fPuUJmnv37o06deoU+t1F5YAqqWQPbsuWLYOzszPWrFnztz/btWtXBAQE8KH1Jfmh/Z/Kzc1FWFgYnJyc0KJFC1Ew58aNG1BSUsLy5cv5tkBeMm9BEIrslZdS+cifw/l7zn/77TdoaGjwAK9s2zZt2sDGxqbA6p2AOECQkJCAadOmfYe9Lhlyc3MxePBgNGjQAI8ePcKpU6dgYGAAPT29AkEjqfna9P1Lly5BEATRyNjExER07txZ1AMvLzs7W/R9Z86cKRDoKCmOHz8OXV1dxMbGFtrZc+7cOejr6xf6XkJCApycnODn54cdO3bgwYMHWL16NYyMjNC9e3fRQ9yxY8d43p6tW7eW6AeW/HXaypUrce7cOSxduhTjx48HkDfion///vD09OQPITt37oSSkhJsbGwwY8YMdOzYERUrVpTM9NV/YuHChVBXV4ejoyPMzMxgaGjIg1iy0dTe3t6iz8TFxfGcsPlJ6T5SFNk5vWrVKtStWxfv3r1Do0aNULFiRcyYMQPBwcGoU6cOhg8fjqioKBw6dKjAiNGS7O9es7m5uUhMTESbNm3w+++/4+7du3B2doaGhgZ69OgBe3t7dOjQgc/CSUxM5FMeAWmeC0eOHIGysjLq1avHr4OIiAjUr18fxsbG8Pb2xvHjx7Fw4UKoqanB19e3QJsiOzsbnTt3Rp06ddC+fXtRR+2MGTNQtWpV+Pv7S3IEcVRUFO8wS0pKQo8ePVC5cmVoamqicePGfDSY7H67YcOGEn2P+J6mTZsGJycnAEVfc5mZmRg5ciSMjY0lNQpUJjg4GL6+vjy11M2bN1GtWjWMHz9eNNts/fr1sLKywubNmwEAc+fOhb+/P2bMmFEs+01KPwoAStiECRP4ipWvXr2Cj48PFBUVYWlpyXPSyKYnDBs2rDh39T+Rv7EkP/rqxo0bsLKyEgX2CmtcxcTEoH79+gVGRQLSG82Uf6RbYGAg2rVrx3/7oo5H9rlr167Bzs4O/fr1K/TGKtVGyeXLl2FpaQk3Nzds3LgR06dPh5KSEg+OZmdnY9SoUVBXVxedQ1lZWfD39+cPvjJSKof8v/nEiRPh5uaG7t278+kmb968EU3BkTVCIiIiUKFCBUyYMKHQ6a9A3tRoNTU1NGnSRLIjRP+OmJgYuLu7o1KlSqhUqRJmzpxZ3Lv0P8nNzRWdx4cOHULPnj0xZ84cnufw/PnzsLGxKbDK97Zt2yAIApYtWwbgSyeJfP1z5MgR6OnpISAgoETmazp06BB0dHQwcuRI/trbt2+xb98+nodp6tSpqFmzpuhz8uV2/vx59OjRA2pqanBwcICuri5Wr14t2n7fvn38GpKfDl0SfK0ee/jwITQ0NGBkZAQ1NTXUqFFDtBr2hQsX0KBBA1HqkLZt20JDQwMjRozAyJEjeQdbaZGdnY0NGzbAxcWFj9xJS0uDtbU1AgMD+XkTERGBcuXK8Yd+WTkfP34c9+7dK5Z9/1FiYmJQtmxZCIKA5s2b84BNSkoKtmzZgvLly0tuRNPkyZMRFBQE4O/f+728vKCtrQ0FBQV069aN57u7efMmKlWqhHbt2hVIOSDF4B+QN1vA0tJSdD8A8nIKOzk5wcHBAYIgwNbWFjt27OCf+/TpEzZv3sxHy6anp4s6i3JycjBq1ChUq1aNr4YrVTk5OXj27Bk8PDzg7++PZ8+e4dq1a3zkl6zd2aRJE8m3Lf4Xd+7cQYUKFb6Zeqak3Uv/Dtl1cePGDTg7O2PYsGH8niEbhCKfHxUAmjZtinr16uHx48dIS0sTzTSR6uw8UnJRAFCC5Fc/AvJ6qDU1NdGjRw/s2LEDNjY2otUbe/Togf9r777Dosa+PoCfwCoqRewUEQRBaSIIiCAoSrWgiCL23kABxY5rLyv23ntbexc79t4bCnbFjoIiShm+7x+8k50AlvXnKoPn8zz7PGsmE5KZTHJz7r3n1K5dO1cOs/wa2Pjafi1evBiOjo7w8fFBp06dxLwaI0aMgLW1da7Gw+PHj7F69Wr06tULJUqUQJMmTSTJ/ZVdeHg4evToATc3N+jp6UmGm3/NgAEDxIp8BUFmZiZmz54tVroGsm/A2traMDIyEqdvPXjwAMbGxggPDwcgraxWENy7dw9Tp06FjY0NpkyZgipVqqB27do4cOAAAKBdu3a5gh3jx49HiRIlYGhomKva85YtW1CxYkVYWVnlql5XUE2bNg2DBg1Sypygn5Oeno6xY8eiXLlyaNKkCcqWLQsnJyc8f/4cb9++Rf369dG+fXvJlKu5c+eKD/k5r5t3796Fl5cXSpcujdGjR+e7KfHyc3X+/PkwMjISlycnJ2PUqFHQ0dERA13btm2Durq6WNwlZ1EQuYSEhFy/D3lj/9WrV+LDf3506dIlSeqPR48eISAgANOmTcOMGTMAAMuWLYOJiYlkaieQHRipWbMm1q9fDyC7aJaBgYGY6w7IPr/ya7vie2zZskWcEn///n00bNgQxYsXhyAIWLBgAYDsQEb37t2hp6eX5zYK0ueRU2xsLOzs7HJVo5RTxgIw8+fPhyAI4nXgS9+f/Boxfvx4aGtr4/Lly+Jr8mvCxYsXC0y7Asj+PIKDg+Hu7i4WEwSyi2PVrVsXZ8+ehbq6OpYvXy5537Jly9CoUSOcP38+1/bkn+ObN2/y7Wf1b3/Hc+fOhaOjozhK8uLFi1BXV4eDg4PYDlO2QQc/2q1bt1C+fHmlnFnxb2bQRUZGombNmmKn+7Nnz2BsbIwBAwZIguD79u1DmzZtxGdaQLmLLrL8jQOASu727dtwdHSU3GyrVq2KsmXLihV979y5kysXWn6l+NCl+OAtk8mQkZGBnj17QldXF3PnzsWyZcvg6emJ6tWr4+3bt3j58iVcXV3RqVMnST6RBw8eYPTo0WjSpIl44wWUv2EuT05vYWGBbdu2ISoqCpUqVYKdnZ3Ys/S1XIDK/hnk5erVq3j69CmSk5PRoUMHFC9eHBEREeJ0PbkFCxZAEATJ9Hg5ZW2YZWVlYfLkyahevTq8vb3Fh5hr167B398fjRo1QmZmJuLi4qCvrw9fX18sXboUu3fvhoeHB/bv348TJ06I23v06BHs7e2hq6uLiRMnFqhg2NcUtN/GlClT0LRpU3Tp0kV8UH327BlKlCghjoxbu3Yt7Ozs0KJFC9y+fRs3b95Es2bNsHLlSsnIQJlMhl69ekFDQwPt27fPd3m99u/fj+LFi8Pe3h7p6emIjo6Gvb092rVrB21tbcyYMQMpKSmwtLRE7969xal5tWvXhr+/v2RbsbGxmDBhQp7HqEy98jKZDBEREZIKrEeOHEGFChWgqakp5jGUyWT466+/YG5uLo4aBrLbEQ0aNEDt2rXF0b8hISGoUaNGvs9x+G8pFswCsgOBJiYmaNOmDR4/fozg4GAYGxuLwd6rV6+iTJkyuUZ0/A5MTEzEILCyjmoD/rnnf/jwAZ6enqhVq9Y3v3fhwoVwd3eXXCM+V8G1IJAXwBkxYgQAoGfPnhAEAUuXLkVmZiZCQkJQqlQptGrVCkuXLkWjRo1QokQJSd4zZfI91/kWLVqgQYMGYl7uadOmoVevXnB3d0dsbCyAf0aYF6Rz49/IyspSylHS8+fPlwRyv/ac9fz5c7i5uaFDhw7iDIkJEyaIz26M/QocAMxH8kqy/zXbt2+HlpaWmFD42rVrqFevHmrUqIHQ0FDJuvn5JqO4b4mJiejZsyf8/f3RpUsXxMfHIysrC0+ePIGTk5OYoyk1NRUBAQEoWrSoGLSYN28eqlevnisXnryCIfB9n/OvpLi/ijeahIQEGBoaYs2aNeKyCxcuwNLSEhEREWJPas6bU17Hr0yVtb5Vv379UKdOHTHYMWzYMGhqaop5rN68eYN58+bl69/Fl3yuUbp+/XpYWVmhatWqkuWLFi2Cra2tOHXn3Llz8PX1hampKUqWLImhQ4dK1s/MzMTff/+N8PBwJCQk/DcHwX64nD3G8v+PiYmBIAioWrWqZPr25MmToaOjI/4udu7cCQMDA5iYmKBw4cJo3rx5rik4Y8eOhYeHR75NTN2sWTNxGh+Q3bOuqamJwoULiyPdgOzcqUZGRmIjfOPGjdDU1ETnzp2xdOlSrFixAhUrVkSLFi0KxJT3Bw8ewNTUFCEhIQCyR2hNmjQJgiCIFdCB7HaEn58fGjRoIHn/vHnzMGvWLPHa8/r1a2hpaaFPnz75duTO/yo9PR3NmjVDWFiYGBAcMGAABEGQpFYpqMf/NW3btoWbm9uv3o3/iWIb4Pnz59i/fz9UVFTEkUmfayMo5g8uXry4pOO5oBs3bhwqV64MdXX1PPP8TZ8+Hf7+/vDx8UGrVq0kuWWVheJ9VD56fv/+/V98j/xc2bVrF4oUKQJvb294eHigZMmSShns+hlypijJr+T7eOHCBTg4OCAiIkKc1vu1IOC8efNgZ2cn5h4HgAoVKqBdu3a5Rkor0/MpU14cAMwnFH/wL168wNmzZ78p4en+/fvh5OSEoKAg7NixA7Vq1UK/fv0kjXllMnToUPzxxx/w8/ND9+7dUbx4cdjY2ODKlSs4evQoTE1NAWQ/gGppaaFhw4aSaQiZmZnw8/NDnTp18rzZKtuFVfGm8unTJ8n+Hzp0CDo6OuLxy9cNDw+HsbGxOAJUkWLQ6M2bN+jbt+9/tes/1L9tHDx8+BD6+vqSkbGtW7eGIAiwtbVVqpE7OeVsLJ04cQLXr18Xg7hZWVno168fjIyMJCNzXrx4gc6dO6N27driSIW0tDTcu3dPMkJYcfsFMTBckCleHx4/fpxrSm7Lli1hbGyca9SrlZUVWrduLT6kPX36FCdPnpRUN1XsOEhNTc03Dfacwc53796hTZs28PPzw+vXrxEREYGGDRuiXbt2qFGjhliZU87FxQUBAQHilJ6tW7fC1dUVNjY2qFSpUq7Kv8pu8eLFUFVVFZPR37x5Ew4ODmjSpIlkvaVLl8La2lqSIkLxs5ZfQ7dt25Yv8z7m5XtG2yQnJ0NNTQ2rV68GkP0b69WrF9q0aQNXV1dJ4E/Z2hc/wvDhwzFlypR8cz34XjKZDN27d4eRkRHat28v5rH7Fnfu3EHJkiWVsmjF90pKSoK7uzucnZ3FXGUZGRm52laKwY2cRaOUxezZs1GyZEnUqFEDU6dO/eZiFKtXr0ZoaCi6desmmdb5O14nCgr5+Tty5EjUqFFDnNb7tfVlMhmaNm0Kf39/cRr82bNnxRGijP1sHADMZyIiIlCyZEn06dMHN27c+Or6aWlpmDt3Luzt7VGhQgUEBwdLXleWG01aWho8PDwgCAJiYmLE5Y8ePcIff/yBqKgo7N69G9bW1ihdujSsra0lQ6evX78u5mXatGkTQkNDlXrERs5G0rBhw2BpaQl/f3+sWrVKXK6pqYlp06YB+OeBLDY2FmpqamjXrp34YJYzkDN69GiUKlUKNWvWzNc3oP9ltKa+vj769++Ply9fYuvWrWjevDnOnj0rOb/kf0MZHThwAGZmZrCwsECpUqUQHBwsBmxOnjwJDw8PdO7cWfKenTt3wsbGBj179sy1PWVtnDOpZ8+ewd/fH8bGxnBwcMCgQYPEIMWzZ8+gqqqKKVOmSK4J0dHRKFq0KJYuXZorQJJfpyh96VydP38+9PT0IAgCOnfuLOYu7NevH+zt7SWBzf3790NPTw8LFiyQBNGfPHkiufYoy730a968eQM3Nzd4enoCyL43rFy5ElpaWjh48KC43uPHj9G0aVO0aNEiz3NC2SgeQ85UBl8bvdGqVStoa2tjyJAhqFmzJpydnZW6ffEj5cdrw/eYPHkyjIyMcPLkScTGxmLMmDEoUqQIxowZA+DLx5mcnKyUhQr+V+vWrYOTk5PY0fqlz0hZzpOc+7l7925UrlxZTIHxLXluFbeh+P8F5R7yu1HsFJd/h69fv4a7uzvatm0rPmd97T4in12xePHiPF9n7GfiAGA+8eLFC9SpUweOjo7Yt28fnjx58tVeJsWLzZs3b3JV1FI2U6dOhba2Nh4/foysrCyxV9HU1BTdunVDQkICnJyc4OLiIplOIJPJ0L9/f3FaU0Fy+/ZtrF+/HtWrV8fChQtRt25dWFtbi6MR5FXTFKdoLlq0CIaGhjA3N8eOHTsk21OmYg6K5/f79++xZs0anD9/Xpxm87XG1PLly1GkSBFUrFgR6urqkql/ym7hwoUwMzPDqFGj8O7dOxw4cADe3t5o3ry5uM6YMWNQo0YNSSW+T58+Yfz48ZJcmKzg2L17tzhl9eDBg9i8eTO0tLQQFRUlVqHs378/dHR0xPyQcr6+vrlSJ+RXiteGbdu2YcCAAYiKisL69evx+PFj2NvbQ1NTM9do3+PHj8PDwwMdO3aUbK9NmzaoVq0aTp8+netvFcSHtgMHDkBVVVW8Bzx69AjNmzeHo6OjZL0HDx78it37oXK2hfr37w9nZ2d069Ytz+87LykpKQgJCYGnpydCQ0PzHAnJ8r/PdSjKZDI4ODhIOsY+fvyI0aNHo2jRomKbI6+8forbkwcBlTFA/j3S09PRqlUrNGjQIFeRQWX24sULbN26FQAQFhYm5oN8+/Yt4uLiEBsbKyn2lNf3nfO6UBDvI78Dxe8x571kyZIlsLW1xezZs795e996z2Hsv8YBwJ/scw2Q06dPw87OThz1Jx+x8bWk+zlHZyjzKJ7MzExYW1ujRYsW4rK7d+9CV1cX8+bNA5CdV8TGxgZt27bF4cOHcfz4cdSvXx+mpqZisEtxyLUyW7lyJXR0dODi4iLm2nr48CG6d+8OKysrpKWlIT09Hebm5nBycsLYsWOxZcsWuLm5YdWqVZJRLk+fPoWtra1SFnOYNGkStLS0UKNGDZiZmaFGjRrfXMX5ypUr2Lp1q5ino6DYvHkzJkyYIP570KBBUFNTg66urjhlLz4+Hs2aNUPjxo3z9ShP9mNkZGRgzZo1koqcMTEx+OOPP1C1alVJSgAdHR2EhoZKRq0o2wNKXFwcnJycoKOjg5YtW8LS0hKCIKBBgwZYsWIFDh48CEdHx1xTfv/66y/Y2tpi+/bt4rLbt2+jbt26uHv37s8+jB/i397rPn78iPbt28PExERctnfvXqioqOTZUaJs50Ze4uPjMXr0aDg6OmLKlCkwMTGBp6enWLjjc8eo2J6Qd0p+aX2WPym2i1+9eoXbt29LRnM1atQo14j5W7duQU9PD926dcu1DcXAwKNHj9C6dWssXLjwv9r9fOv48eOwtLTE5s2bf/WufJe8npd69uwpTv9evXo1VFVV0alTJ9SrVw8eHh4oUqQIbG1t80yzk/O6UBA6UVh22qnQ0FBJZyoABAQEoGHDhmKu8c/di3MO6FH251Om/DgA+BMp/uDfvXuHx48fiw9g69evR/ny5TFnzhz89ddfCAsLg7OzM/z8/MSeqJw3FsUGyLfmpMjvoqOjoaKighMnTmDy5MlQV1dHs2bNxIDop0+fsHXrVpiamsLW1haGhoYICgqSFPlQNp8bQXDkyBF4enqiQoUKkuX79++HhYUFBg8eDCD7waZHjx6wtraGrq4uIiMjJevLZDKcPHkSERERSlfM4cSJE7CzsxNHsb1+/RrlypWDr6/vvw5iFqSRGllZWUhLS8OpU6dQpUoVuLi4YP369QgICIC9vb04PW3mzJmwtLTE7t27c72fKZ+vfW/x8fF4//49Hj16BE9PT+jr62PGjBkwMTFBq1atxNyPixcvhiAIYuVXxe0rw7mRmJgoTnF/8+aNeG+cP38+KlasiDp16iApKQm9e/eGo6OjmO8OyA72BQYGwsfHRxLQUUb/S4qE69evo1SpUoiKigIAvHz5EvPmzUNcXNyP3MVfIucUvJEjR8LOzg4NGjQQ81+eOXMG9evXR2BgoLhuXud+VlZWrlEgyvAbYXmLjIxE0aJFYWFhgbp164r3ytDQUHh7e0vy+L19+xYWFhYQBEEMFOdMp9K/f39oaWmhSZMmklFhv4usrCyl7TjJSf7dyqt+y2caTZ48GUFBQZg3bx42btyI58+fw9jYWFIESCaTSa47S5YsgZqaGkaPHs2dBUps3759MDExgZWVFcLCwqCjo4N27dqJKaf27dsHW1tbDB8+PM/7Qs7zQj5Tj88J9qtxAPAXGDZsGHR1deHs7Axzc3Oxqu2AAQNQoUIF1KtXDwMHDsTQoUPRpk0b2NjYSEYw5bxwDB8+HE2bNs23jY8jR44gPj7+m9dv1qwZBEGAhYUFNm7cKC5XPO7k5GQ8e/ZMfKDN+boyyPmwfeDAAZw8eVIylXvWrFnQ1taWTNd9//49RowYgYoVK0oe1p49eyY5T/KqBJpffS4417p1a3To0AEAcOPGDXh7e6N06dKYMWPGF3vQcm6vIAX/5DIzM9GiRQuEhYWJ50yvXr2gqqqKgQMHAsg+VwpK4/x3lJGRgZEjR2LWrFkAvr3XuFu3bggICBCLQUVGRqJcuXJYtmyZuM6mTZt+/A7/JEuXLoW+vj6uX78uGQWfmZkpBjdXrFiBK1euwMXFBT169JC8f/bs2bC0tMThw4cly5XtHiIXFxeHsLAwTJs2DUeOHBGXf+l8yczMxIgRIyAIQq4OtPx+v/gWKSkp4jm+cuVKmJqawsXFRbLOzJkzYWtrK+b3yvl5Kd43Ctoo8t+F/Fw+duwYtm/fDj8/P+zbtw+7du1CmTJl0Lp1a6Snp+PYsWOoWbOm5FoRFxeH5s2bo3r16uI9VW7p0qXQ09ODo6OjJHfm70wZrxu3bt3CxIkTJb/9zZs3w8HBQdJxlJOPj4/YeaJ43zh58iTs7OxgZGSE+fPn80gvJZFXZ9qbN2/QvHlzDBs2TFy2ZMkS6OrqSvLtBwcHo06dOmJqHfmzneL2Ll26hCpVqqBRo0b/8ZEw9m04APiTyC8G4eHhqFq1KrZu3YqEhAR0794dFhYW4vRV+VQ9+Yi3P//8Ew0bNkRqaioyMzMlN5P169ejYsWKMDc3x969e3/+QX0jU1NTeHl5ffPD1e3bt3PlbPtacmFlvskePHgQZmZmMDc3h66uLho3biw+mMbGxqJFixZwd3eXvOfSpUuoXr06fH19xWWKSWqVsSGWkZGBR48eiaNZZTIZwsLC0L9/f4SHh0NDQwMdOnT4YsJdxXMsLS0NERERShP8+7f7mZCQAAMDA7EITGpqKjp06AA3Nze4urpKpkkry8guJvXs2TMEBgbC1tZWHKnytWtdXFwcqlSpgjlz5gDIPq+aNm2KIkWKwNfXV+lGAeelV69esLS0lCyTn9+PHz9GgwYNYGZmBgAYN24c7OzssH//fnHdpKSkfNth9q3kxztmzBgUK1YMTZo0Qf369VG5cmWMHTv2m+63CQkJ4rRF+faU8TqR1z7PmDEDpUqVQnp6Oj5+/IgePXrA1NRUMsJLPnXTy8tL8vvK+dmNHj06zxGzLP/J61x4+/YtBEFAuXLlxOsikD16R0tLC2vXrgWQnWLG2NgYtra2iIiIgKmpKXr27ClJlfDy5Uu4u7tDT08P8+fPV9pOg99BzntlXjOlJkyYAD09PbRo0UKsBP/q1SuoqamJoz5lMpk44+Lw4cNwc3NDlSpVJHl0X7x4gaCgIGhpaaFfv36SjnyWvyn+hlNSUnDq1Cm8e/cOQPY14s2bN3j//j06d+4MTU1NODo6wtbWFuvXrweQHUR2cHBAmzZtcnWmvXv3Dm3btoWmpiZCQ0PFfKKM/WocAPyPyG88io2RxMRE2Nvbi70Ejx49gqOjI4yNjSUBvKSkJKSlpWH37t2wtLTEyJEjJdu+cuUKXF1dUa5cOUydOjXfT2OKiYlB4cKFc01D/JL+/ftDX18fz549+w/37Ndbv349rK2tMXLkSKSnp+P69eto3rw5atSoIa6zatUqWFtbY/r06eKyzMxMrFq1Cjt37vwVu/0/y/n7mD9/PkqVKgVra2v4+fmJUzF69+6NQoUKwd7eXvLg9v79ewwYMEBclpGRIfmtzZgxAzo6OrCyspKMEs2PcjZST5w4Ickx8jkJCQkICAhAjRo1sH37dnTo0AENGjTAmTNnlPIhnuUtOjoajo6OGDRoEICvB2jS0tKgp6eHkJAQnD17FnPmzEH79u1x7NgxcUSgsmvSpAns7Ow+G8wcOXIkSpQogQcPHuDmzZvw8fGBm5tbrs9OmQLjee1nfHw87OzssGfPHnFZ3bp1YWBgID68/pvtKbtTp06JD/Hv37+Hurq6+NkcOHAAderUQe/evSXvWb9+PczNzTFkyBAA0ofBzZs3o2LFiqhWrRo2bNjwk46Cfa+8OtHk99dJkyZBEIRc32OjRo3g7OwsnjeXLl1C9+7dUbduXUyePDnX9tLT07F48eJvzkPMfr6c17acAyTOnTuH+/fvi/++ceMGLCws4OPjg+PHjwMAPDw8JPljr169ivbt28PAwADdu3fPFUy0traGh4cHYmNjf/DRsB/tc51/Y8aMQcmSJdGhQwcx7zqQ3YHQoEEDeHl54caNG3j+/DnKly+PZs2aiYHekSNHYtKkSZL7x9ixY1GyZEn4+vqKOQIZyy84APiDKf74cz7YHzp0CKampkhNTUWXLl2goaGBrl27Sh5iPnz4gO7du8PLywtaWlq5EpjPmDEDmpqa6N69e74OjuUclde6dWvY2tp+c66+pKQk6OvrS4ZZF0R79+7FxIkTxX/3798fGhoa+OOPPzBmzBgA2TersLAw2NjYFIjROzl7zOU317Vr12LRokWoUKECgoKCAAA3b95E+fLl0adPH0mjbubMmXBxccG+ffsk2zpw4AAsLCxQqVIlrFmzRqkecletWoUKFSrAx8cHBw8e/KZRrbt27ULDhg1hbGyMOnXqSAI8PDJBucnP3ZSUFPz5558wNzfHtWvXAHz+u5UvX7RoESwtLVGuXDmUL19ekkJAmUdLy82ePRtqamq5pvDKj23NmjUoWrSoOHJnwYIFkunPyiSvqUny45w5c6Y4pWjPnj2wtbWFkZER1q1b983bk+dSVaZrJfDPuS7f7x07dkAQBLRu3Vp82AoICJBUfI6MjISTk5MkeX9ycjJGjx6NEydOiMuuXbuGunXromzZskpXNItlp06ZMmWK5LoHZBc/6tq1qzi6BwDu3LmDUqVKYdKkSZIqvoq/h5znGsufchZFXLlyJbS0tNCyZUtkZWVh3bp10NPTg6WlJUqWLImRI0dKcoJ2794dOjo62LZtG9zc3CQB4LS0NFy4cEFS7TgzM1MMOsvzBbL868OHD7C1tcX06dMl98DMzEyEhITA3NwcW7duxePHjyUFgvbu3QsDAwOx/fXmzRtUqVIFOjo6GDFiBADpteHTp0/o1q0b9PX1xRz+jOU3HAD8j0yePBnNmjVDeHi42KP04cMHaGtrQxAENGzYUMz9B2QPIZb3TG7ZsgWTJk1CcnKy+Lr8YnXgwAHxIqQMYmJiEBoainHjxkEQBCxZsuSb3ztz5ky4ubmJ06ELqk+fPuHSpUuwtraGi4sLdu7cibCwMJQuXVocCbZt2zZYWVlh5cqVv3hvv5/iDffRo0fo3LkzRo4cid69e2PcuHHia4cPH4aKiorYeP/rr79gY2MDExMThIeHo3r16ihXrpw4/B7IDhjXrl0bpUqVwrBhwyRTdvKbnA2PzMxMDBw4EPr6+pg7dy7u378vTkf7nJwPIoqV5gpCgOd39blp4KdPn4aHhwdatWr1zdt6+fKlJKhRkDx9+hSGhoZo3ry52Cki/02kp6cjKCgIPj4+4iiNgvDg/vTpU6xZswb3798XryFRUVEoX748goKCoK2tjcjISLGTLTU1NVcFyoJWuTQjI0O8Vu7fvx8mJiZo0qQJ3N3dkZmZieHDh6N58+biKPAbN27Az88PgYGBkgc8RRcuXICWlhY6deqk9NPEfzfR0dEwNjaGubk5fHx8UKhQIYwaNUqcdrdq1SoULlxYkqsLyK76WqZMGdy+fVuyPb6XKg/FdlVsbCycnZ1RtmxZMUXKyZMnYWJigkmTJuHOnTsYPXo0nJyc4OfnJ9lOx44dERgYCEEQ0Lhx4zz/lrKnHfodyX/rR48ezfXakydPYGpqiqVLl+b53vnz58Pe3l7scFy2bBnatm2LoUOH4syZM5Lty///3r173HHE8jUOAP5gz549Q82aNWFiYoLhw4fD0tISVapUEW9CoaGhKF68uGT4eFpaGsLDw9GrV69ciabl+dyU8QFm7NixKFKkCAYNGoR+/frBwMAABgYGYg439o8ePXqgU6dOePnyJQCIAdP27dsDyB6lodjzqMwOHz4MCwsLuLi4wN3dHYIgSAKAABAUFARra2ukp6cjMzMTsbGxGDBgAHr16pVrSnxWVhauXLmC8PBwsTc3v8nKykJ6ejpGjhwpToVPTk4We409PT0xdepUAP9UoktLSxMbtZ9rbOYMGPGoP+X0LQWBpk+fjsqVK4v5Yr/0XX+pmEFBsWTJEgiCgK5du+Lt27fi57d06VKYm5tLCkjJKct9NOeIo3nz5kFNTQ2VKlWCgYGB2JF28+ZNGBgYwNbWVjKq6dOnT5g4cSJWrVoldjIoUsbKpTnP6QcPHsDf3x8tWrQQl5mammLJkiVo0qQJevbsicWLF8PQ0FAy3S8qKgrW1ta5HgTln3VycjIXTlJCt2/fhq+vr6R9MGHCBOjq6mLlypXi92tvb4/69euLbS0g+/qoWDyHKaf3798jKCgIgiBAEARJKpUBAwagatWqkvXXrFkDQ0NDSWdycnIydu3aBT09PVSvXl1pro/syxTvHxkZGdi4caP43e7evRtFixaVzFBTbJNdvnwZLi4uMDQ0RK1ataCurq606ZcYk+MA4Hf6XFBu7dq1sLOzE/OJJCYmYuTIkShatChev36N+/fvw8jICK6urhg5ciTWrFmDatWqoUqVKoiJicn1N5RBzoZ5VlYW3r17h1q1aonDo4HshxU9PT2EhYV9cXvKXMH1e3oGU1NTYWxsjMjISADZn19ERAQaNWoEExMTydQCZQ0GA9m9svJRTPICL6mpqahTpw5cXV0lU9rv378PLS0tSd5DQPqbUMz7pwyfSVZWFgwNDdG5c2f0799fDHy+ePECxsbGGDJkCGbNmoU+ffogICAA9vb2mDBhQp7b+tyUQKYcdu3alWfhpi8VBLp582augkB55bRTPDeU4Xfxvxg4cCBKly4NdXV1eHt7o2bNmihRooTSTvcFpN+ZfHRb586dcejQIbx9+xatW7eGq6sroqOjkZWVheDgYGhqauLWrVt48eIF3r9/j5EjR6Jy5cpYt26dZHvKWLk0rynQQPb1/++//xZHfQPAqFGjEBAQgJSUFHh6emLIkCG5Zh4kJSXl+7yw7N979OgRNm/eDCB7tk3Xrl2hpaUFHR0deHp6igUbLl68CEEQMG/ePL5vFiBDhgxBoUKF4OPjg/Xr18PGxgZ9+vQB8M8gi4CAALGDFcge+RUYGCimnFG0fPlyGBoaSmZiMeWTV1HEVatWQU1NDatXrwaQPQNPW1sbq1atAiB95pQPvLh58yamTp2KQYMGicU6AW57M+XFAcBvlJWVhQ0bNuTKMZHTsGHDUKVKFcmyJ0+eoFq1aujcuTOA7ItN+/bt4e7uDgcHBzG5u7LJ+VkoXjQ/fPgANTU1cbSTYrEHNTU1XLhwIdf2cgbP9u7dqxQJdZcvX57nVLtvDU69f/8ewcHB0NPTw7Jly9CuXTs4OTnhwoULSvkA/7kHNgCoVq0aBEGQjM65ceMGBEHA4sWLJefQoEGDIAhCrqpZyhYEVTynx4wZA0EQoKenJymKM3v2bLi6usLU1BTh4eEYNmwYIiIiUL58eUmes5wVKjdv3gwPDw9JhVOW/zVq1AiLFi2SLPuegkCfu/7evXsXPXr0wK1bt/7jI/m1srKy8PDhQ0yfPh0TJkwQR9orvq4sFH/XZ86cgZOTE2xtbREcHCx5cI2Li0PDhg3RvHlzpKamIjU1FV5eXtDV1YWDgwNMTU1hYmIi6VBU1sqlit/fgwcPEBkZiWXLluHSpUvi8vXr10NfXx9//fUXNm/ejFatWiEhIQFnz55Fr169IAgCPDw8ch2zMp0b7NtkZmbi4cOHqF27Njw8PHDr1i1cvXoVgiBg8uTJYmqQgICAXDMJmHJbtWqVpMDL5MmToaWlJd4DIyMjYWlpKancCwCBgYHiKGLFtuWTJ0+gqamZ57MKUw6K7aNTp05JOoK8vLzQuHFj3Lt3D0lJSWjdujXs7Owk94mXL1/ir7/+yrOAh7LcQxn7HA4AfqMDBw5AEAQxdwiQnWh90KBBkpvO8OHDUbt27VyBq8jISHh5eUmGGH/69EmSh0bZRrrJnT17FkFBQQgLC8Pp06cBZJc+d3V1RY8ePSTvu3v3LrS1tdGxY0cxt1/OgNH58+dhZ2eHypUri9vLr5KSkqChoYHevXuL3+WKFSsQGBiIwYMHf3OhlmvXrqFt27awsbFB3bp1JVOQ8vONJmcwXPHfb9++RUxMDBISEsRK1dHR0ShZsiSmTp0qWbdLly4wMzNDfHy8uCwlJUUyNUPZ5MxJ06RJEzRo0AB2dnbw8fGRTEsDIPYqytMAHD9+HFZWVmKDVfH6cOvWLdStWxelSpVCVFSUpFeb5V95JZOXL4uOjv6ugkCK6SSysrIQFhYGLS0tNG3a9JuLLimrzwVxlOleqig5ORnx8fEICAhA37590b9/f5QtWxY2NjaS9ebMmQNHR0fMnj0bQHYn0okTJ7B8+XJJe0QxL6IyVy4dMmQINDU1Ubt2bdjb26NUqVI4dOiQ+Nv566+/UL9+fdSpUwedOnUS8zK9fPkSTk5OYnoFpnz+baB2yZIlqF69utiGun79OjQ1NWFraytWhObgb8El/27j4uJQp04deHt7A8gelFCuXDn07dtXnP6dlZWFhg0bIiIiItd2Zs6ciWrVqhWY1Du/q4SEBHh7e6Ns2bLo1q2bGMw7ceIE9PT0xNlIJ06cgKmpKby8vDBv3jxs374djo6OcHBwyJUSgkf9sYKAA4CfkdcPvHHjxnBxccHr16/h7+8PAwMDuLu7o1ChQuL0zcOHD6Ny5cpiw1yuRYsWaNCgAYDcI8NkMplSNkgyMjKwYcMGGBkZITAwEI6OjtDR0RFHNg0bNgzOzs6S3ConTpyArq4uBEHA9u3bJdt7+/YtWrVqBS0tLYSHh0uGWecXiueFPOgyffp0mJmZYdu2bRg9ejQqVKiArl27okyZMnB3d8f58+e/efuKAUNlvskMGzYMmpqasLa2hr6+PgYMGCAej5+fHzw8PCQ9sZ8+fYKGhgbCw8MLVNEXmUyGM2fOoG7duujUqRPev3+P27dvQ19fH1FRUbkqcMpkMqSmpuL27dvw8/ODr6+vJIiTlpaGHj16QENDA506deLGqRLJOXL1xo0bsLa2loxm+l8KAi1cuBDlypVDzZo1f+t8VspyL825n4mJiXB3d0eJEiUkHWcLFiyAiYmJ5PtOTExE+/bt4eXllatwgZw8CJqfP4+vjeaWyWRYs2YNXF1dcejQIXG5ubk5GjZsKN5b379/j7Vr16J06dIQBEGSOkJZg8Hs+767Dh06wMPDQ0ydMnv2bPTq1Qu1a9cWC+gp3m9ZwSSTybBu3ToUL14cW7ZsAZA9A8nCwgK2traYM2cO/Pz8oKOjIynICGRPJ1dXV5ekMGL5X87BEo8ePYKbm5tYCCrns0XHjh3h6OgojvK8fPkyvLy8YGtrKxYdZKyg4gBgDooNgtevX2Pv3r1iHp6bN2+iUKFCGD58OEJDQ5GSkoKPHz9i5cqVUFVVFXPqdO3aFfb29oiKisKLFy9w7Ngx2NjYYObMmb/ikP4T+/fvh7e3N1q0aCEZpVWvXj00atQIjx49wu3bt9GwYUOYm5vjwIEDiI2NRdeuXTF79mxs3LhRMnJlzJgx0NTURMOGDfN9lWN54E/xXHF0dERQUBBatWolBrYePnyIypUro2/fvuLIi8897OQcwZWfR/0pevv2LczNzcWAd1ZWFlasWAFTU1Ps2LEDDx8+xF9//QUTExMEBwcDyL7Jli9fHuPGjZPckMeNG4egoCDJeaFMcn639+/fR9OmTVG9enX07NlTsk5ISAiqV68uVgiXL580aRL8/f1RsmRJ+Pv7S4pAnDhxAhUrVkStWrXy/chYJqV4rThy5Aj69+8PAFBTU0NERIQ4elgmk/3rgkB37tyBnp4eKlWqhMWLF/NDbT73uTyxaWlpWLRoEUqUKCHJ/fnw4UN06NABTk5Okuvl+vXrYWlpiRUrVvyU/f4vyadm5vW5HD9+HMeOHQOQXcGxZs2aKF26NEqWLIlRo0ZJCqetWLECgiCgTZs2km0oayfr70rxu5LJZBg/frwkZUZe5OfOoUOHoKamBk9PT3h5eUFbW1vSycJ+H8+ePUObNm1gbm4uLjt27BjatWsnPr8o5thWlLMgI1Me8s7SU6dOoVy5cuLzV0JCAt69eyeO6Hvy5AmMjIwQGRkpvicjIwOJiYnicz+gPM9jjP0bHAD8jAEDBsDIyAj16tXDnj17xABNZGQkBEEQH+jlPD094eLiAplMhufPn2P06NEoXLgwbG1tUbRoUYSGhv6Kw/iffe5h5dmzZ9DT08uVIyMmJgZmZmaIiooCkD3lt27dujAyMoKmpiacnJzw4MEDybaio6PRsGFDMYFzfpWVlYXTp0+jfPny4g1hwYIFePjwIWJiYqCmpgZra2tJ6feoqCjY2Nh8diprzhtLXlME84u89kk+Ik1fX1/8jXh4eEgqM8pkMixatAiqqqriaJWwsDDY29tLRnUoqy8lqe/evTvU1dXFKWjyqdCJiYmoVKkSBgwYIAb54uLi8ObNGwwfPhwXL14UtyPf9q1bt3DgwIF8eW6wbF8Kvn38+BFbt25F5cqVxQDg0qVLUbRoUXHE3qdPn1CxYsVvLggEZE8bHTp0qKTByvKHL/1Wr1+/jrFjx2L79u3idO6EhATUr18/15TfLVu2wM7ODmPHjpVsuyDkeJw1axZMTEw++7r8frpmzRqYmpqKif179+6NChUq5Cqedu7cuf9sX9nPtWDBApQqVQoODg6YOHGipG2VF/nv7e+//0afPn3QuXNnSRVXfpD//Rw6dAgGBgaYPHmyZLm80wHg80KZfOme+vHjR7Ru3Rp9+/ZFamoqLl68CDMzM7Rv3x7t27dHy5YtYWJigjJlyoiFwsaNGwcDAwPJ86eyz85j7FtwADCHixcvolq1anBwcMDevXtx7tw5yY0iMTERFSpUQLdu3QD888AXGxsLFRUVSZLR2NhY7N+/H48fPxaXKdPoDMWb4tOnT/H06VPJ6KxZs2ahbNmyWLduneR93bp1g6urK44ePQog+6J89+5dnD17VrKe/LPIWdggP3ny5Amsra3FwFVcXBzs7e1Rp04dlClTBhYWFuJrrVu3hrW1tWTKb2ZmJlxdXdG2bVvcu3cPwD/FUxSPeevWrbC1tcXff//9E4/u31P8zuRu376N8uXLi3lUmjVrhi5dukje9+TJE9SsWVMMhL979w7FixdHv379ck2Dza/nQl4UGwcJCQlYtmwZLl++LE5fP3PmDOzs7ODn5yeuJw+Uzpo1CxUrVkTr1q1Ro0YNqKqqSq4131NRmuUfiufG8ePH4enpCQ8Pj1zpIapWrYrGjRvjzZs3+PjxI3r27PnNBYH4/Mj/cqb8yMzMRJ8+fVC4cGG4uLhAX18fxsbGYhB47969KFmypKRITFJSEvr164cyZcrkykekuG1ldPLkSRQtWhQLFy4EkPc5LZPJ0KxZM4SEhIjTQocPHw41NTV07Ngxz1y7ynQfYbkdOnQIlStXFn8HivmyP0fxd5BXnlX2+5B//+/evcOAAQMgCIKkfSXH91Dl8K2/55CQEDg6OiImJgYymQxbt26Fg4MDunTpgtmzZyM6Ohp9+vRB2bJlxffUrl1bHGXO2O+CA4A5REZGonHjxnj37t1n11mwYAGKFi2aK59IeHg4ypYtm2cDPTMzUylvNJ8+fULnzp2hq6sLGxsb+Pr6Ii4uTny9evXqaNeuHR49eiQuu3//PiwsLNClS5c8R6UoU2Ps5cuXsLCwQMOGDQFkF2owMTGBIAgICwuTrHvr1i1xaqtiY3Xz5s0wMjISR0UqngfyYg6lS5fGhAkT8vX01+joaAQFBYlD5eWj2YDs/GNFihTBixcvEBISAh8fH0mOv4yMDNSqVQuRkZHiA9yxY8e+qVGvDAYPHgw1NTXY2NhAT08Pbm5u4jVk7NixcHBwECsfK+Y1Wrx4MYKCgsQRX3LKeK1g2dcHMzMzMZC/du1arF27FomJiXBwcECRIkXEfEPy38+pU6cgCILYkXLz5k20adNG6QoCsdw2b96M/v37S/J4HjlyBCYmJjh58iRkMhnevXuH2rVrw8fHB1euXEF6ejp69eoFAwMDybXiyJEjmDJliuS6WxBkZGRg0KBBKFWq1GdHeCUkJMDAwEAMnmdkZKBnz55o164dgoODC8x95Hf0uTx//fv3h4ODA4DsUc5xcXG4deuWpEM9r8B3zu3xNZNdunRJkqaGKa+oqCj07t1bvFds2rRJUjzwzZs3qF69Orp16yZ2DOW8BkyfPh316tUTn2X4nGC/Iw4AKkhNTYW+vj6mTJkiLvvw4QNu376Nu3fv4sWLF+KFolq1aggICJBcWN6/fw8jI6NcI92U1bVr1+Dg4AAPDw8cOnQIly9fhqOjI1q3bo0bN24AADZu3Ijy5ctj6dKlkovoyJEjMWrUqAKRgHvv3r1QUVHB/v37kZ6ejokTJ8LX1xc1a9YU15GfB/3794eNjU2uaUktW7YUA0BA9tTZnj17KlUxh/3798PGxkby+wCA3bt3w8zMDIIgoEePHoiNjYWpqSkiIyPFz+XNmzewsbGRjGqRU/Zg1549e2BiYoIDBw7g/fv3OHLkCExNTeHn5weZTIb79+/Dz89PUpVVMeej4m+kIPxefncRERHQ09ODlZUVtLW1sXXrVgDA8uXLoaenJ3YEAP9cN5o1awY7Ozs8fPhQfK2gFAT6nQ0ePBjW1taSUfKRkZGoXr06kpOTxe///PnzsLa2FqtAnzt3Dubm5mLe1ILu/v37MDQ0FKf3Kp7v8nZFmzZtoKOjg4CAAFSqVAk+Pj55juhhymnZsmXYuXOn2HG4efNmCIKAjh07wt3dHV5eXihWrBisrKywbdu2XO/P+ZB///79n7HbjLGfZPny5RAEAdbW1ti0aRPi4uIgCAKmTp0qaVPPmzcPVlZWkvy4jx8/xp07dzB58mSUK1cO06ZNk2yb21jsd8MBwP8n//EHBASgSpUqOHjwICZOnCjm9lNRUYG9vb1YyOPAgQMoXLiwmJi4IFYVu3DhAoYMGSImHr9y5Qr09PSgq6uL0aNHi+s1btwYPj4+Ynl1ZZezNyg1NRUtW7aEhYWFuCw6OhqlS5cWA1ryURkpKSmwtLRE7969P/sAf/XqVZibm6NmzZpKVcwhKysLwcHB8PDwQFJSEp4/f4569eqhdOnSGDduHDZu3AhBEHD58mVMmzYNlpaWsLGxwbhx42BtbQ07OzulbZR/Ls8fALRr1w5169YF8M/3fP78eaiqqmLXrl0AskcNu7i4iA/4eW2feyGVU86gbZs2bSAIgqSDAMh+QPXz80OTJk1w8+ZNABBH/L569UpsyH4uLyhTHvLv7O3bt/Dw8ECrVq3EFBDDhg1DpUqVAEivK23atIGHhweA7M7E4cOHw8rKKtfotoJ4ncjKysKCBQugqqoqjubIOXU6NTUVM2fORGBgICZNmiR5P/9GlNfmzZtRrlw5VKtWDdWrV4eenp5YtXXOnDkIDAzEnDlzsGHDBrx8+RKVK1dGr169xPfnTJWxcuVKFCtWDEOHDuUONSZREK+dBVHO67n8933kyBEIgoD69esjKCgImZmZCA0NhbOzc66BN7Vq1YKvry/u3r2LxMREjBgxAtWqVYOZmZnYKcvY74wDgDk8fPgQLi4u0NXVhZGREQYOHIgFCxbg8OHDaN26NczMzMSGvK+vLypWrJhr2kpBaYy+efMGr169QkpKCtq2bYvSpUtj9OjRaNGiBWxtbcWcRZcuXYKqqirmzJmTKwCqTAHRLwV5Ll++DE1NTbGYw8uXLxEaGory5cvnOsa5c+eiWLFiOHz4sGS5fL3Hjx/jxIkTStkYiY+Ph6urK6ytraGpqYmOHTuKQb0PHz6gefPm4rSdixcvokOHDmjQoAGGDh36C/f6f6P4PSUlJeH69euSKX1hYWGoUaOG+G95UMfHxweNGzcGkP1b8vPzg7+/P5KTk3/OjrP/VM7f/fHjx/HmzRvs27cPgwYNgpqamljcQd47vWvXLtja2kqKOcjPl927d0uqvDLlEhUVJen0kXcK7d69G7a2tpg+fTqA7PtlkSJFxCCHPEgxdOhQmJubi+eKYgXw30FiYiJcXFzg6+srWX7nzh34+vpi+fLlADi3W0Hy5s0b1K5dW3I9bNOmDbS1tcVOkpz8/PwwatQoANLv//z583B0dISBgQFmzpzJwT/GlNjHjx/FmWbya/7z58/h6+uLdu3aoVatWli0aBHevHkDQ0NDDBkyRNIunzdvHrS1tcXiLxcvXsxVSVyZnk8Z+9E4AKhAMWmsPKihmG9n7dq10NfXx/HjxwFkB3L27Nnz0/fzR/g3wadp06bB1dUVly5dApA9FVRe2Vj+kLJ3797/Yjd/GsUbQUJCAmbPno1jx46JU3M/fvyIP//8E8WLFxdzu506dQqVK1cWC1tcunQJa9euBYBcU4ALkgkTJkBXV1ccQq94Ll26dAlaWlqSfIeKQ/Pz8wPb134TY8aMQZEiRVC5cmVYWFiIv/2lS5fCxsYGO3fuBPDPA32nTp3QqFEjMagTGxubr4+ffZ8tW7bAxMQEbm5u2L17N2QyGZKSkmBnZ4emTZsCkJ733bt3h6enJw4cOAAgdyOUG6XKJykpCYIgoH///rlG886bNw8qKirw9PTE1atXIZPJ0KVLF5QuXRp37tzBx48fkZKSAldXVzGwoUgZAxnfW8Bo3759UFFRwb59+yCTyTBixAgUL14c5ubmYs5l+faZ8vjcObxo0SJxZsWrV6/Qtm1bsThYSkqK+N7Tp0/j6NGjqFu3LipVqoSLFy+K20hMTESbNm2gpaWF8PBwMa8XY0w57dq1C5qamihfvrxYTBLILsLo4+ODI0eOoG3btqhbty5evXqF6dOnw8zMTBLgCw0NRZkyZeDm5pZr5pEy3lMZ+9F+mwDgj3jwnjJlCpycnL5YIEQZfa4xnZWVhQ8fPqBx48Zo06aNuHz48OEwMDCAnZ2dGAz92raUxcCBA1G8eHHY29ujUqVKqFq1qnjuPHr0CCYmJmIF6A8fPmDBggVQUVFBnTp1IAhCrimeyjjK72uSkpLg7e2N9u3bizdS+WeUkZGBsLAweHl5SY5dJpPl689C8bw9fvw4YmJixJF6x44dw44dO1CvXj3s2LEDp0+fhp+fH2xsbLBu3Tq8fv0aTZo0Qe3atcXRXJ8+fYKTk1OeU345CKi8cl7fxowZAx0dHUyZMgX37t2TJJXetm0bBEHIVV3uxo0bqFChAsaMGaP010v2j0WLFkFdXR0PHjwAABw9ehTW1tYwNTXFgAEDYGtriz///BMymQzJyclwdnaGvr4+3N3dxfupYjJzZaV4fXv9+rWkA+hr94DU1FR06NABGhoaMDU1RZkyZbBmzZpvfj/L365cuYKXL1+K/96wYQPq1q2LkSNHokSJEqhfv76keBiQXSitU6dOqFChAjp37pxrlLSDgwNq166N69ev/5RjYIz9t2JiYsTrf40aNTBz5kzxvlKtWjXMmTMHly9fhr29PYYPHw4AqFevHpydnTF37lwsXLgQTZs2RUxMTJ5FORljv0EAMOcDlrzx8a0PXq9evcKjR4/Qr18/6OrqYu7cuQUiX1dcXBwmTJjwTesGBATAy8sL69atw4YNG+Dh4YHdu3fj1q1b//Fe/ndyfn8fP37E+PHjUatWLXHq7suXL6GlpYU+ffqI58uyZcugoqIiaWzu2LEDf/31l6QSckG3bt06ODo6itOyFH9PylqR8fLly3B1dUWlSpXQu3dvXL58GWlpaRAEAVpaWmJDAwBevHiBrl27wtXVFe/fv0dMTAysrKygr6+P9u3bo3LlyrCxsVHq3wj7so8fP8Lf3188L+S/gbS0NDGdgL+/P6ytrfH+/XskJCRg/Pjx+PTpE86fP/8L95z9F7KysmBrawtfX180bdoU2traGDx4sDhKPjw8HLVq1UJ0dDSA7JFLu3btwvDhw7Fq1apfuevfLSMjQwx4KkpPT0fnzp3FkbEhISHiiK6vOXfuHCwsLDBkyBDJcu44US6KbYJ9+/ZBX18fFStWhImJCQ4dOgQge/R0+fLloa+vL+bLlRs/frw4o+L8+fOSAkmZmZli56NiQJExpvzk+cYDAgIQHByMpk2bomXLlgCyZyDJc4BGRESgZs2auHDhAuLj49GuXTuYmJjA2NhYvHbIt8cYkyrQAUDFBuPz58/RqVMn9OrVS+yR/tJFIT09HZMnT4a3tzeqVKkCe3t7pa3um1ewMzg4GO7u7sjKyvpsMFT++Z09exY+Pj6oUKECypUrh1mzZonrKNuF9Ut5/pYsWYJz584BAE6fPg0nJycUL14chQoVwsGDBwFkj37z8PCAk5NTntvIzMxUus/ke6Snp6NVq1Zo0KCBmOcs53ErwzB7+T7PnDkTZcqUQUhICGJjYxEXFye+tnDhQgiCIOYSkdu0aRNsbGywefNmANkP9BMmTEDXrl1zVUpmBcOePXvEvI5v376Fubk5wsPDMWfOHPTt2xctW7aEjY2NWCTp/v37KFmyJOzt7SEIAlq2bCnJGcsjAAuWo0ePigVg7ty5A+Cf++i9e/fg6uqKHj16fDZooUxBrsePH6NGjRpYsGCBZPnLly/h7u4ONzc3bNmyBRMmTECJEiXQoUMH8TP5WttLPpIaUI77CMvb3bt3cfbsWQQFBWH69Ok4ffo0mjZtivLly4sdbA0bNoS7uzvi4uLE923fvh01atTApEmTcs0k4GsmYwVfXFwcPDw80LdvXzx+/Bjm5ubo06cPPDw80Lt3bwDZI4o9PDzQqVMnsYNJ8TrCGPu8Ah0ABLIfwJo0aYKBAwdCV1cXdnZ2Yu6lrwVqrl27hqioKLHHHsjfUxlz7lde+ylvWG/atAmlS5f+5m1/+vQJV65ckTyg5NfPQS5nQ1FxfxMTE7F69WpcunRJTNwuH6kxY8YMGBoaIjw8HC9fvoSHhwfc3d3FG8yePXtQtmxZSY90zu3/Do4fPw5LS0sxAKas3r17h9q1a4tJ+vNiZmaGxo0bSx7c379/jxIlSuSqKKZ4HvDDq3JRTO+Q13cnD/CsW7cOQHanQd26dWFoaIjevXvjzz//xIABA2BgYCCeF9evX8fChQtx4cKFn3MQ7Id5+PAhKlWq9K86/1q3bo3q1atLpirK70VjxoyBmZmZWEBLTlnvHfK8wIpOnTqFChUqSD6z7du3o2rVqmLe2LzIZDKugK3E8grMubi4QBAENG/eXPJdGhsbo1OnTgCyU2z4+PhAU1MTgYGBqFevHtTV1cU8woyx39O4cePg4OCAK1euID4+HpGRkRAEAbq6uuJAnlGjRsHKykqSKxDgewdjX1OgA4CXLl1ChQoV0LJlS+zcuRORkZFQU1ND586dJbmavpWyXFBy5kg5ffo02rZtK1l24sQJ2NjY5MpPlZecx63sQY1Ro0ZBU1MTTk5OMDMzg7Ozs/iZvX79Gm5ubpg0aRKA7EZt06ZNIQgC5s6dCyD78+Be6OzfTkHIr7Fv3z6UKlUKly9fFpfdvXsXN2/exIkTJwD8E/hZvHixuM7t27dhaGiYa+oSgAKRJuB3069fP/j6+kqSyD979gxv376VrBccHAwjIyOxASpfXz71/fr167CwsBDPHUU8gkX5VK1aFY0bN/7m+97du3dRtGhRzJw5U1wm/84/fvyYK8eZMlIsjvbq1SssXLhQ/B3Mnj0bhoaGyMjIkFwDAwMD4ePjI6nUKKf42T579ixXbmGWf32pU/zevXtQVVVF27ZtJde9tWvXQltbG9u3bweQfT5NmzYNo0ePxqBBg5CYmCjZPmPs9/P27Vt4eXmhXbt24j1i1KhRkqKTSUlJ4shyxti3KxABwJwNEHmDYdWqVTAyMsLz58/F18aNGwcbGxssW7bsi9vL2ehQhuBfeno6OnXqhGbNmgHIzqUzevRobNmyBSVKlEBQUJBYnfbmzZvQ19cXR6Xk1YDLOV1W2QJ/8il6s2fPFpft378f1atXx7Zt2wBk53LT0NBAYGAggOwE/YIgiCMbXr16hc6dO6NBgwZo37695LxQhnPiZ1HmYFdqairU1dXRvn17rFu3Dq1bt0adOnVgYWEBFRUVODo64vXr12jbti0EQUCHDh2wePFiWFhYwNHRkXMQKTn5ubtv3z4IgoDNmzcjKysLHz9+RLVq1eDp6SlZ7/79+yhVqlSuiq0pKSm4f/8+goKC4ObmhhcvXuT5d5hykAd4T506BRUVFWzZsuWb3/vnn39CX18fjx8//uw6yng+5BwlnZqaivnz56NChQpim+rq1asQBAGnTp0C8E+wcNeuXdDQ0JBMgc95D+3bty+KFCmCWbNm8f1VyezZswft2rXDoEGDcObMGbx//x4A0KNHDxgYGCA2Nlayvru7Oxo0aPDZwje/SzoVxtjnyfONL1myBMCXi1Yyxr6dCim5rKwsUlFRIUEQKDExkYiIVFSyD+vy5cukr69PpUqVIgBERBQWFkZ//PEHrV+/nu7fvy9ug4gIAMlkMlJRUSEVFRU6dOgQTZkyhYiIVFVVf/ah/WuFChWiwMBA2rJlC3l7e5OjoyOpqKhQkyZN6ODBg6SqqkqtW7emc+fOkbm5Oenr69OOHTvy3FZmZiYJgkCqqqr07t076tmzJ23ZskX8HPObvParWLFiVLt2bRo3bhxlZGQQEdGMGTPIxcWF/Pz86NKlS9SyZUsqVqwYeXh4kEwmo0qVKpGDgwO1aNGChgwZQrVr16bU1FTasGEDLVu2TDy3iJTjnPhZBEH41bvw3YoWLUpLliyhBw8eUJcuXSg5OZmaNm1KU6dOpejoaAJAvXr1otmzZxMR0ePHj+nixYvUqlUrOnPmDJUpU+YXHwH7X2RlZVFGRgZ5enpSo0aNaOzYsZSQkEBFihShP//8k44cOUInTpwgQRAIABkZGdHAgQNp4sSJ9PjxYyIimjdvHrVv355q1KhBb9++pb///pvKli0r+TvK/Bv5HRUqVIiIiPT19al58+Y0YcIEsY3xNQMGDKA3b97Q+PHjP7uOsp0PsbGxFB4eTjNmzKDly5eTgYEBbd++ndq2bUvW1ta0e/duunfvHllYWJCvry+FhoYSEZGamhoREV25coWsrKwoPT2dsrKyCIB4D12yZAnp6urS6dOnaefOnRQSEsL3VyWRlpZG3bt3p2bNmlGRIkVoz5491L59exo6dCgREc2cOZPevn1Ly5Yto48fP4rvmzRpEu3evZtOnz6dq/2WlZVFqqqqSvcbYYz9WP7+/lSpUiXatGkTPX36lFRUVMRndkV8rWDsX/p1scd/Tx75zzkF8+XLlwgICEDVqlXRq1cvsYrrzp07oaKiIk5TlI9gGzFiBLS0tDBx4kRxG/LefiC7YEizZs2grq6OiIgIpepZWLFiBQRBQJkyZXKNPkhJSUGHDh1gb2+PwYMHIzw8HH379pWM7MvZ6z5u3DiUKlUKbm5uuHfv3k85hu8lPycUz43bt2+jfPnyiIiIAAB07twZkZGR6NmzJzQ1NdGjRw9xhKhisvbOnTvDzc0NY8aMkfwNHpVQcCUnJ4t5HhV/E8HBwbCzswMAhISEoEqVKrhx44b4urKNjGX/ULy2v3jxAhcuXICKigpmzpyJ9PR0fPz4EY0bNxa/f7lbt25BXV0dYWFhALKvGSNHjsTJkyfFdXjqmnLbvXs3DAwMUL9+fVSrVg2CIEim9X7NoUOHClxC8k6dOqFIkSIoW7YsVq9eLS5fv349qlWrJhY/OnfuHDQ1NdG8eXMsWbIE69atQ/ny5SWV1IHs9CQ2NjYwNDTEwoUL+f6az+V1TTt79izMzc3FdDLp6emYOHEiKlSogE2bNgEApk2bBg0NDXFUqPy6u3Pnzp+054wxZVVQ8o0zlp8oTQBw1qxZYvVFRTdu3EBoaCiaNWuGqVOnwtbWFs7OzmJhB1tbWwQEBEje07FjR5ibm6Nx48a4cuWK5LXIyEhoaWmhadOmuH379n92PD/a8ePHkZiYiJs3b2Lq1KlQU1MTE9XnDFBMnz4dlpaWEARBzA2Ys2G3bds2mJiYwMLC4l9NffpVoqOjERQUJOYhUsxRtHDhQhQpUgQvXrxASEgIVFRU4OzsjJs3b4rrvH37Fn379sX169cBZDdivxQYZb+H9+/fw8fHBwMHDgSQ/TspWbIkBg4cKE5xYsrt/fv3CAwMRMmSJREcHAxBEGBhYYFr164ByA5mFC1aFIsWLRLfc/DgQejo6EimOsp9qdI4Uw6vXr2ClZUVIiIi8O7dOxw4cACtW7dGmTJlcP/+/a++X/F+qqyBYPk5LA/WfPjwAXZ2dihWrBjatWsHQNq2aNOmDTw9PcXiHwcOHED9+vVhbW0NQ0PDXJXRExMT4e7ujn79+okFuFj+snv3bgB55z2WnxcbN25EmTJlkJCQIL726NEjtGvXDnXq1BGXmZubw8fHR5LfL+e2GGMsp4KSb5yx/EQpAoAymQw7d+4UK+fJZDIkJycjJCQEenp6CAgIEKs3Hj16FE5OTujatSuA7ApjqqqqaNOmDdasWYOoqCj4+flh7dq1KFOmDA4ePAggO+Clra0NBwcH7Nmz59cc6DfK2RBLSUmBIAgYPHiwuEz+2cgb6FlZWZL3nTp1ClWrVoWhoaGYlFv+udapUwdly5bFhAkTchUUya/2798PGxubXA8Zu3fvhpmZGQRBQPfu3REXFwcdHR3JZyWTyTBp0iS4urrmqs6Yn6s+s//Gu3fv8PLlSxw4cADOzs6wtbXF5cuXxQfi2bNnQxAEnDt37hfvKfsRZsyYAWNjY8TFxeHZs2eIjo6GtrY2evfuLV7/hgwZguLFi2PdunWIi4tD9+7dsXTpUvz9999KVRmdSX1u9K48X53iQ8eLFy9gZGSEnj17fnZ7iueCsgSBc56zOdsXikU73r17h+3bt0uuf2lpaQCAM2fOoHr16hg8eLAkz9+jR48kn4XiPTVngR2Wf9y6dSvXqNcTJ05gyJAh2LNnj9jmnj9/PqytrXNVOZ8+fTqcnZ3x8OFDANk5Ah0dHTnYyxj7btzGYuzHUIoAoCLFKTVz585FxYoV0b59e3HZp0+fMH36dOjp6YmV5NasWYMmTZrA2NgYJiYmYtVONTU1LFiwAACwYMECTJ06VTIVWBnIL4aTJ09GqVKlxFEr8fHx0NHRwdChQz/73lWrVsHZ2TnX1N6JEyd+MXl5fpSVlYXg4GB4eHggKSkJz58/R7169VC6dGmMGzcOGzduhCAIuHz5MqZMmQILCwuYmZkhPDwcVatWRfny5cWKdOz3Ja865uXlBR0dHXGKZ07/Ziog+/XyKuwkX+bp6Sm5hwDZo4bV1NTEokkA0KBBA1SqVAnq6upwd3cXR5kD3ChVdqdOnZK0LS5dugQNDQ1xFoC8XTBz5kyoqanhzJkzkvfnLFgwefLkLxY4yA9ydgrmtHbtWjg5OcHd3R3du3cXi9q8efMG3t7ecHZ2BiAN6A0ePBiWlpbYuHFjru0pS0D0d5XzXPj06RMGDRqEcuXK4cOHDxg1ahQ0NTXh4OAAHR0dNGnSBED2+VC6dGmMHTtWMio+KioK+vr6YloNxhhjjOUP+ToAmLNBEhsbi+LFi4t52Z48eYL27dvD2NhY0kt969YtNGrUCF5eXpL3Kwa1VqxYAUtLSzx48CDPv5WfHThwAN7e3rkaVmZmZmjbtq3YIz9t2jSoqanhypUr+PTpE+bOnSsZ4Xbjxg2oqKiIDynK3kCPj4+Hq6srrK2toampiY4dO4rTtT58+IDmzZvDwcEBQHalwgEDBiA4OBjjx4+XbIcf5n9ve/fuxdy5cyVTmuS/DWW6Tvyucv5+Ff8dHx+PPXv2ICkpSVzeqFEjMb2EYiDH1NQULVq0wJMnTwBkj7SOjY3lkZ9KTvE3fP78eRgbG8PAwAClS5fGnDlz8PHjR9y6dQtubm7o06eP5L1Lly6FIAioX7++ODpU8b65d+9eWFhYoGLFitiwYcPPOaDvoLjP169fx/DhwzF79mycPn0amZmZaN26NcqVK4dJkyZh+vTpcHNzQ926dcXfxrFjx1C4cGHJMSYnJ+PVq1do1aqVJEcqy99yXi/j4uLE38iTJ0+gr6+Pbt26YeDAgbh58ybS0tKwc+dO/PHHH1i4cCGA7FzRhoaGiIqKwvPnz/Hw4UN4e3ujT58+udqVnDOXMcYY+7XyVQBww4YNSE1N/exD9uvXr9GvXz+UL19eDH5t374d9vb2iIyMlKy7du1aFCtWDEuXLhWXvXjxAjt37kTnzp1RvHhxDBs2LF8/0H8ul9T169chCAIWL14srgdkT3dVUVHB/v37AQCpqamoU6cOTExMUKpUKVStWhV37twRtzNp0iRYW1vn++Ie/8aECROgq6uLadOmAZA2bi9dugQtLS1ERUWJyxRf54YpyynnyB6mHHJe1zMyMhAWFgY1NTUYGRmhevXqOHToEIDs0X4VKlQQp7BlZmbiw4cPcHJyQuHChbF48eI8r8PK3mHyO3v27Bn27duHHj16YNy4cbh79y769++P8uXLY8WKFQCA4cOHo2rVqpJCBX/99Re6desGIyMjPHr0SFx+79491K9fHyVLlsTIkSOVYtSTPPdl0aJFUb9+fWhpaaFChQoYMWIERo0aJc4mSE1NRYsWLSAIgjhjIj09HWFhYShatChWrFgBHx8feHh44MOHD7/ykNi/pHidXLFiBaytrWFlZQUnJycsWbIEQPYUX0EQ4O7uLjmv+/fvL44OBLLTJOjp6aFq1aooUaIE3N3d8fTp0597QIwxxhj7qnwTALx37x4EQcCcOXPEZdu3b0efPn2wevVqMThz4cIFWFhYoFu3bgCy89NERkbC3Nxc0uv85MkTTJs2TRLcevjwIcLDw+Hl5ZWr+Ed+o/hw+ebNG7x9+1YyPVn+sCJvYMkbcm5ubvDy8sLLly8BZH8+y5cvx7Zt2yTbl+fCW7ly5X99KD9VUlISvL290b59e/GckX+W8iCAl5eXJKiTlZXFQR6WC58TykleEOjVq1fiv6dMmYKOHTvi8uXLuHr1KlxcXNCwYUPEx8eLo1Xc3NzEbdy7dw8hISFwcXHB2LFjf9WhsB8gr06+4OBgqKqqwsnJSSwcBQCNGzeGr68v7t27h6dPn6JLly5QUVFBixYt4OPjg3LlyuUa3bZ8+XIUL14crVq1EmcU5He7d++GhoYGXF1dxRxtMTEx8PT0RMWKFXH58mUAwLx581C2bFn4+vqibdu20NHREWdSpKeno02bNnB0dESLFi3EnHAAj5RWJjdu3ICNjQ10dHQwdepULF++HC4uLtDQ0MCtW7eQnp6OevXqwcXFBcA/98WnT59CT08P/fr1A5Ddzrpz5w62bt0qpt9RXJ8xxhhj+cMvCwDmDMAAwIABA1ChQgUkJCQgLCwMZcqUQd26dVG8eHEEBgYCyG50zpgxA5qammIP9fHjx+Ht7S2uk5NiY1RxqrAy6Nu3LypUqAAnJyc0adJETJqdlJSEcuXKYcCAAeK6mZmZYk/9nDlz8hzRlpGRUeAbZOvWrYOjoyOWL18OQPr98wgFxgo2eUGgWbNmISkpCcbGxihdujQmTJggWadmzZoYMmQIgOzk9rq6ujAzM0PTpk1RsmRJDBgwQOlywrJ/5JX3US4pKQlWVlZwdHSUBABPnjwJMzMzjB07VpL3Lzg4GG3atBGngwP/5AU8duyY0k0LP3jwIMzNzcUOV/nnFBERAV1dXTx48ACHDh2ClZWVOIvi2rVr+OOPPzBy5EixbfHp0ydJUQceFatcnjx5gho1akBPTw/Jycni8rNnz8LIyAghISEAsqe2q6ioiFWB5W3IhQsXQlVV9bNTvvl8YIwxxvIfFfpFBEEgAOL/ExENHjyY0tLSaOzYsSSTyejcuXO0b98+2rFjB23atIkWL15MhQoVokaNGpGDgwP16dOHiIhq1qxJtWrVops3b9L9+/clfwcAqaj8c5jFixf/SUf4v7l16xbVrFmTTp06RbNmzaKoqCi6fv06RURE0IMHD6h48eI0evRomjZtGh07dowAUEpKCuno6FD9+vXp5s2bkuOWf9Z//PGH+HkXVP7+/lSpUiVav349PX36lFRUVMTjL1asGBERZWZm/spdZIz9R+rVq0cuLi60YcMGSk9PpzFjxlBGRgbJZDJxHQ8PD3JycqKjR4/SgQMHyNnZmQ4fPkwhISFUtGhRmj17Nk2YMIEKFSpEACgrK+sXHhH7t+T3fRUVFTp58iSFhYXRtGnTKD4+noiy2wHdu3enFy9e0NGjR8X31axZk3x8fGjPnj104MABIiLq1asXzZo1i1auXEn6+vrieVSoUCEiIqpVqxbZ29v/5CP837i7u5O7uztt2LCBrl69KrYVZDIZGRsbk66uLi1atIgqVqxIrVq1IiKiK1euULFixWjEiBF069YtIiJSU1OjEiVKiL8RVVXVX3ZM7N/T19enpk2bkomJCe3atUtcbmlpSVlZWaSlpUVERC4uLtSqVSuxzS1vQwYFBZGVlRWdPHkyz+3z+cAYY4zlQ78q8njw4EEEBgaKvei7d+/Gp0+fsGLFCgiCAC8vL3z8+FFcPzQ0FIaGhuL0k02bNqFkyZJYvXo1gOzpCMqQdyenz+X5O3r0KCIjI8VpNQ8ePICxsTHKlCmD+fPniz3w3t7eYkU2Y2NjdOzYkUetIHtUqKWlJTZv3vyrd4Ux9pPduXMHzs7OiIyMhEwmg4+PD5o2bSrJgXrjxg14enqiU6dOnx0ZzlMZlVdycjLatWuH4sWLIyAgADY2NrCxscGWLVvEdWrUqIGgoCBJqpCEhATo6OhgyJAhYkEtuYJ0Pty5cweurq4YMWIEAKBnz54QBEEs7BAaGgpTU1PcvXsXt2/fRvPmzbFr1y6sX7/+V+42+0Hk5/Ljx48REBCABg0aiG3HJUuWoHjx4pLUMVevXkXJkiUxdepUyfvlxXAYY4wxphx+2QjAly9f0oMHD6hHjx6kr69PvXr1osTERGrVqhXVrl2b0tPT5QFKIiIaP348vX//nmbPnk1ERK6uruTq6ir2Wurq6pK6urpklEd+J5PJSBAEUlVVpQ8fPlBaWpo40sTIyIiCg4OpcOHCFBwcTLa2ttSyZUtycHCgefPm0dWrV4mIaPXq1TRq1CgqVqwYRURE0JIlS8SRCcr0Wfxozs7OtH37dvL39//Vu8IY+8lMTEyoYcOGtH//frpx4wZFRERQfHw8bdu2TVzHwsKCatWqRefOnaPr169L3i+/DiuOombKIysri1atWkXPnz+nc+fO0caNG+ny5cv0/v17WrJkCV26dImIiP788086duwYxcTEiN+5np4ebdiwgUaPHk2FCxeWbLcgnQ8mJibk6+tLa9euJQ0NDYqPj6cLFy5Qly5diIgoIiKC0tLSyNvbm6ysrAgA1a5dm5o3b/6L95z9W/J2tCL5uVy+fHlq3LgxvX37lgYNGkQ+Pj4UERFBM2bMID8/P3F9CwsLCg4Opr59+1JKSor4/qJFixKy0wn9nINhjDHG2P9EwE++a2dlZZGKigo9f/6catasSQ8fPqSQkBCaOXOmuM7Ro0epTp06tHPnTqpfvz4BIEEQaMGCBRQcHEwnTpygGjVq0OvXr6l06dI/c/e/i3z/P+fPP/+kTZs2kb6+PpUqVYoWLVpEGhoaREQ0a9YsWr16NU2dOlWcsubp6UlDhw6lXr16UYkSJXJtTyaT8dQLBV/7/BljBU9SUhIFBgaSvr4+LV26lDp16kRPnz6lMWPGiFM23717R69evSITE5NfvLfsRzt//jwJgkDVq1enNWvW0PDhwyktLY2KFClCrVu3pj///JNUVFSoRYsWdPfuXZo3b16uqbzy9kpBlZycTP7+/pSWlkaHDh0iNTU1ysjIIFVVVVJRUaGEhAS6ceMGlSlThmxtbX/17rJvBIBmz55NxYoVo06dOn22DSRfnpqaSuHh4bR69Wry9PSkFStWiNN/FX8DCQkJtGfPHurcufNPPR7GGGOM/Tg/pWWrOBJN3pCIi4sjb29vcnJyEkesEWU3SNzc3KhFixYUGRlJ79+/Fxsu3bp1I0tLS3r06BERkRj8y68j3fD/eXHk+6+YRyozM5NSUlLI39+fduzYQWPGjKH+/ftTbGwstWzZkm7dukXp6em0c+dOqlq1qvhgcujQIdLQ0KDly5fTw4cPJX9Pvn0O/klx8I+x34+2tjZ16dKFrl27Rrt27aLBgwfTkydPaOnSpZSRkUFERFpaWmRiYsKjVwqgqlWrUvXq1WnatGk0evRo6tGjBz169Iisra1p48aNFBMTQ0REQ4cOpRIlSlCZMmVybaMgB/+IsnMh9ujRg7KysmjdunVERGLwjyg7R5yXlxfZ2tpSVlYW58JUEk+fPqVt27bR+vXr6fnz5yQIQp7fnXx5sWLFqGXLlmRra0smJiZi8A85cmjr6+tz8I8xxhhTcv956xaAGJCKjo6mLVu20OPHj8nNzY3mzZtHnp6edPLkSdq5cycR/RPEGj9+PN27d4+WLVsmbocou1c/5xSU/Bjwkk/vVVFRoatXr1KbNm0oJCSEJk2aRETZxThu375Nz549o61bt1LTpk2pWrVqJJPJ6OHDhySTyahw4cKUlZVF9+7do5iYGNq7dy+dPXuWduzYQatWraJq1apJ/mZBf1hhjLF/w9/fn8zMzGjOnDlkYGBAzZs3p2rVqkk6nYi4k0CZfGuwtnDhwvTx40favHkztWrViiIiIogou+MwISGBli1bRomJiWRtbU379+8nQ0PD/3K38y1/f38yNjam9evXU0JCwmfbEfKiKix/un//PrVs2ZIePXpE+vr61LFjR0pJSaHFixcT0efbh/Ll7u7u5ObmRmfOnKH9+/cTEXHAlzHGGCuAfmhr7uLFixQdHS2OyJNPL7h+/TpVrVqVunXrRhEREVSnTh2aOHEiERG1bNmSSpUqRStXrqTU1FQxmGdkZEQhISEUFhZGL168EB/QChUqRFlZWfl+xIaqqiqlpKRQixYtyN7engoXLkzv3r2jAQMG0MKFC4mI6PTp06SiokJGRkbUsWNHMjExoVq1atHevXvJ0tKSiIgmT55Mr169oq5du1JgYCDVqlWLnJ2dycnJ6VceHmOM5XuFChWikJAQunv3Lh0+fJiGDx9OXbt2/dW7xb6DvF3xb4K1d+/epcTERHG2wIsXLygtLY38/PzI0dGRtLW1xbZEfp1J8F8rVKgQBQcH04MHD+js2bO/enfYd7p9+zZdvXpV7GT29/cna2tr2rdvn5jz8nMBPfnyVq1aUdGiRWnKlCniVHDGGGOMFSz/cw5AxdwiLVu2pAMHDtDp06fFnEoAqGXLliSTyWjFihV0//592r9/P/Xp04d27NhBDRo0oLlz59KqVauoZcuW1KtXL7p9+zalpaWRsbExRUdHK2XS6ejoaAoMDCRbW1tavXo1GRgYUEZGBvXo0YNu3rxJp06dou3bt1OPHj3o7du3VKdOHRo1ahQ5ODgQUXZwsFixYlS1alVKTEyku3fvkqWlJamrq//iI2OMMeUBgO7fv0/GxsaSZTzqT3kofl/R0dEUExNDERERVK5cua++t2nTpnTlyhUyMzOjs2fPUmBgIE2aNInvpQry+o0w5SD/baSlpdGUKVNo+fLltGTJEnJ2dqYDBw7Q2LFjydLSkmbNmvVN25s+fTppaGjwVF/GGGOsgPruEYDyuKHiQ9TSpUtJJpPR8uXL6dOnT0REFB8fT3v27KFOnTpR0aJFycLCgsLCwqhZs2Y0cuRIIiJq3rw5WVlZ0YQJE6hJkyZkbm5Op06dIg0NDaUM/hERqampkYGBAbVo0YIMDAyIKLun/d27d9S8eXNKSUmhKlWqUJUqVcje3p6io6PF4F9KSgrNmTOHdu/eTUREpUqVIkdHR7HKcX4f/cgYY/mFIAhiYCOv+xbLX5KTk6lnz5504MABIvonncbDhw/J3d2dOnbsSElJSfT06dMvTlGUj+ibPn06jRgxgsqVK0cLFiyguXPnkrq6OlcuVZDXb4Tlf/LgX1ZWFqmpqZGvry+ZmJiIM2w8PDyoVq1adOHChVxpdnKSLw8NDeXgH2OMMVaAfdcIQMXe+C1bttDq1atJTU2NOnXqRE+ePKHQ0FDav38/OTo6UlJSEpmamtKiRYuocePGlJaWRmpqanT79m0yNzenc+fOUfXq1en+/fu0b98+unbtGvXq1YuqVKnyww/2ZwIgjmbcsGEDpaWlUevWrSkmJoZsbGzozp07NG7cOHr16hVt2rSJatasSY0aNSJBEGj48OH0xx9/0Ny5c3NVJWSMMcYKquvXr1NISAhpaGjQrl27iIgoPT2dunfvTq9fv6bVq1eLRQq+l0wm4+mNTGnJC8zldQ7Pnz+fpk2bRkOHDqXWrVvTtWvXaPDgwaShoUFLliyhYsWK5RoBndf2CnoFbMYYY+x39V13d0EQ6N69e+Tq6kq9evUiR0dHsrGxoU+fPlH79u2pVKlSNHPmTPrw4QOlpaWRq6srrV27ljIzM0lNTY2Isqvgli9fnp48eUJERBUrVqTu3bvTrFmzqEqVKko/0k0QBOrbty+lp6eTm5sbVa5cmQwNDSk2NpZ27NhBHTt2pLFjx5KBgQFNmjSJTpw4QWPGjKE+ffqQj48PnTt3joN/jDHGfitWVlbUqVMnevDgAS1dupSIiJ49e0Y7d+6kbt26kZaWFt28eZPi4uLo8OHD9OHDh89uK2c7Qv7/HPxjyiKvdrAgCKSqqkqvX7+mESNG0PLly+no0aNERNSgQQOyt7en2bNn06dPn8ja2pq8vb3pwYMHtHLlylzbyszMFLf36tUrCgsLo8TERA7+McYYYwXUd93h379/T+Hh4WRgYEDnzp2jAQMG0IABA6hBgwZERDR79mxavXo1HT58mMqVK0eenp4UFxcnyUFy/fp10tTUpBo1auTavrwnUtmnaZmYmFDDhg0pMTGRRo4cSUuWLKFKlSpR+fLlacaMGfT69Wt68+YN+fr60qVLl2jnzp10+fJlGj9+PBH9vknJGWOM/T7kQQ75NEQPDw9ydnamuXPnUnJyMhkaGpKBgQGNHTuWatSoQQMGDKBmzZqRl5cXhYaG0oMHD3JtTz7KTxAEunnzJj179kzp2xTs95EzXUFmZqbk9dmzZ1PFihXpyJEjtHbtWgoICKCFCxeSrq4uBQUFUWpqqlgQJDAwkCpXrkxbtmyhe/fukSAIlJGRQUREf/zxBxERDR8+nCpXrkxXr15V6s53xhhjjH3ZdwUAd+zYQUePHqXg4GDS1dUVl8tz6vj6+lLdunVp7NixlJycTEFBQdSoUSPq27cveXl5UWBgIHXo0IFatGhBZcuWzdXYKEg9j927d6eqVavS5cuXJVXVrly5QhUqVCBDQ0MiIipSpAiVLVuWNDU1xVELPEqBMcZYQSYfgUT0z71fX1+fGjZsSFlZWRQVFUVE2elGateuTT4+PtS5c2fasGEDrVy5kvbu3SvOJFDcnqqqKj158oS8vb3J19eXXr58+fMPjrHvkDPNTrNmzahLly7iiNiEhARasWIFLViwgGJiYmjPnj1kZ2dHY8aMoYsXL5Kbmxt5enrSunXr6N69e1SuXDny8vKiJ0+e0OnTp4koOyc1EdH69evJ0NCQtm/fTqtXr6aYmBixajZjjDHGCp7virSdO3eO9PT0qFatWpIedXkyYiKiBQsW0OnTp2n16tVUokQJGjlyJG3YsIFcXFxIXV2dTpw4QcOGDSMVFZUC3StfvHhx6tSpE8XGxtL69euJiOjs2bPUo0cPMjIyotq1a4vryj+HgjD6kTHGGPsa+QikRYsW0fbt2+n69etEROTu7k5eXl60ZcsWunHjBhkaGtKECRNo5MiR1KRJE6pcuTKVLVuWypQpI3akKW6vX79+ZGFhQWXKlKGDBw+SjY3Nzz84xr5DXml2rKysqGTJkkSUHRQsVqwYtWzZks6ePUv16tWjixcv0pAhQ6hatWqkqalJfn5+VKZMGRoxYgQREQUFBdGmTZuoVatWRET09OlTsrCwoIiICOrbty+dOXOGfH19f9UhM8YYY+wn+eN73vTw4UMqUqQIPX36lPT09CSvyXvwjY2NqW/fvjRx4kSqXbs2WVpaUkBAAAUEBIjryoOFBWnEX178/f1p27ZttHz5ctqwYQPt2LGDgoODaebMmb961xhjjLFfZsuWLdS5c2fS09OjT58+UVJSEs2aNYuCgoIoICCATp06RVFRUbR8+XIiIrpx4wYlJibSoUOHaPr06dS9e3fS0dERt7do0SIaNmyYOKqpTp06v+jIGPs+iml21q1bl6udraGhQffu3aPQ0FBatmwZtW7dmlavXk06OjqUkZFBycnJ5OLiQrVq1aIdO3bQkydPqHz58lS5cmVxG5mZmeTn50d9+vShcuXK/exDZIwxxtgv8l2RNw8PD7px4wbFxcWJyxTzlXz8+JEmTpxIkyZNoocPH9KqVaty5S+RVxgr6ME/ouypFr169aLr169TamoqxcfHi8E/zvPHGGPsd5ScnEzjx4+nsLAwun79Oh0+fJg6duxIffr0ocOHD1P16tWpSZMmdPr0adq7dy8REV26dIlCQ0MpOjqaNmzYQH/99Zc4nTE6OppGjx5No0aNouPHj3PwjymlL6XZISIyNTUlNTU12r17N924cYPmzp1LOjo6lJmZSVOnTqVdu3aRiooK9ezZk06fPk3ly5fP9TcqVKhAf/31Fwf/GGOMsd+MgO/I9vv8+XOqWbMmOTg40LRp03L1Tu7fv5+GDBlC586do8OHD1PVqlXFqQu/KwB0//59MjY2JqLswF9Bn/7MGGPs9yPv4JNLT0+nwoUL51pvz5491KZNGzpy5AhZWFiI90M7OzuysrKiFStWUFxcHA0bNoxevHhBMTExlJmZSVeuXKHq1asTUfa9VV44jIgoJSWFNDQ0fsJRMvbf6NOnD+3du5du3ryZ5+svXryg0aNH05YtW+jUqVNUsmRJKlKkCM2fP5/mzJlDERER1LFjR/H3JC+IwxhjjDH2XcPvdHR0aNiwYbRx40YaMWIEJSUl0cePH+n9+/e0fPlyGjRoEDVq1IiysrKoTp06VLJkSXG67+9KEARJ8I/z/DHGGCtI5P2J8uDfvn37iIjE4N/58+clBTvKlClDSUlJpKmpSYIgUGpqKhERRUZG0ubNmyk5OZnMzMyobt269OzZMzp16hT98ccfYvBPJpOJBT/kOPjHlJ1imp2csrKyqFy5ctSnTx9ydHQka2tr8vX1JQcHBxo9ejSNHDmSOnXqJGlfcvCPMcYYY3LfPf+2Y8eONHDgQNq2bRvp6OiQm5sb1atXjyIiIqhXr15igQ/xD/0GU32/FTfGGGOMFRTyUXjyoMOqVauoePHitGzZMgJA69evJ319ferQoQPZ2NjQ6NGj6fHjx1SpUiWyt7ensWPHEhFRsWLFiIioVKlSVLRoUbp37x4REbVo0YJOnDhBNWvWlPxdvpeyguhLaXZUVFQoMzOT1q1bR1u2bKG///6bWrVqRSEhIfT8+XNq1qyZZH3GGGOMMUXfNQVYDgA9e/aMduzYQZmZmVSoUCHq1q2b+HrOaUCMMcYYKzgUpxfeunWLOnfuTHfu3KEhQ4ZQWFgYnTp1itq2bUs9e/akJk2a0Nq1a2nHjh1UoUIF2rBhA02fPp3GjRtHy5YtIx8fHxIEgQYPHkznz5+nvXv3StoQ3KZgv4NvSbPz559/0oYNG8jAwEDyWmZmplgJmzHGGGMsp/+5laCnp0fdu3eXLJM3QLihzhhjjBVcqqqqlJKSQl27dqV169YREdGrV6+oVKlSRES0detWUldXp4iICCIiGjp0KJmYmNDAgQNp586d1Lt3b7p9+zY1bdqUatasSVlZWXTx4kVauHBhrjYEtynY70CeZqdz586kra1NUVFRpKamRpmZmbR582aaMWMG+fv7k76+vuR9ADj4xxhjjLEv+p9a03nlsOMGCGOMMfZ7iIyMpJIlS1JSUhKtW7eOqlatKk7pTU9Pp/T0dDI1NaWMjAzxPW5ubuTk5ESrV68mFRUVmjNnDq1cuZLq1atHLi4u9OTJE2rRosWvOiTGfrmvpdkZOnRoroA455VmjDHG2Nf88EgdN0AYY4yx34OFhQWtWbNGzD32+PFjGjlyJHXv3p0qV65M6urqdOvWLbp16xZZW1sTEZG+vj4JgkAACAAJgiC+X46nMrLf3bhx46h3796cZocxxhhjP8z/lAOQMcYYY0weyIuPj6du3bqRmpoa7dmzh1JTU8nY2Jhat25NgwYNojJlyhAA8vPzo8qVK9OkSZNybYsDG4z985vKiYPjjDHGGPte3MJmjDHG2P9EHqgwMTGhnj170unTp2nr1q1UrFgxGjVqFO3Zs4e8vb1p7ty51KRJEzp//nyuUX9yHPxjjNPsMMYYY+zH4xGAjDHGGPthnj9/Tv3796cLFy7QzZs3iYjo+PHjtHDhQnrx4gVpa2vTjBkzqGzZsr94TxljjDHGGPt9cACQMcYYYz9UTEwMtW/fnsLDw6lv377i8pSUFNLQ0CAiIplMRqqqqr9qFxljjDHGGPut8DwbxhhjjP0Q8j5Fe3t7atmyJfXr149SUlLE1+XBv6ysLA7+McYYY4wx9hNxIhHGGGOM/RDyvGWamprUsmVLMjQ0JA0NjVwFDTjPH2OMMcYYYz8XTwFmjDHGGGOMMcYYY6wA4y54xhhjjP1nuJ+RMcYYY4yxX48DgIwxxhj7zyhO/WWMMcYYY4z9GhwAZIwxxhhjjDHGGGOsAOMAIGOMMcYYY4wxxhhjBRgHABljjDHGGGOMMcYYK8A4AMgYY4wxxhhjjDHGWAHGAUDGGGOMMcYYY4wxxgowDgAyxhhjjDHGGGOMMVaAcQCQMcYYY4wxxhhjjLECjAOAjDHGGGPst3b48GESBIGSkpJ+9a4wxhhjjP0nOADIGGOMMca+2fPnz6l3795kbGxMampqZGBgQI0aNaKDBw9+0/uXLVtG2tra/+1O/kvOzs707NkzKl68+K/eFcYYY4yx/8Qfv3oHGGOMMcaYcnjw4AG5uLiQtrY2RUVFUdWqVSkjI4P27t1LISEhdOvWrV+9i/9aRkYGFS5cmHR0dH71rjDGGGOM/Wd4BCBjjDHGGPsmwcHBJAgCnT17lpo1a0ZmZmZkaWlJffv2pdOnTxMR0ZQpU8ja2prU1dXJwMCAgoODKSUlhYiyp9p27NiRkpOTSRAEEgSBRowYQURE6enpNGDAANLX1yd1dXWqUaMGHT58WPL3Fy5cSAYGBlSsWDHy9/enKVOm5BpNOHfuXDIxMaHChQtT5cqVaeXKlZLXBUGgefPmUePGjUldXZ3GjBmT5xTgkydPkpubGxUtWpQMDAwoNDSUPnz4IL4+Z84cMjU1pSJFilC5cuWoWbNmP+ZDZowxxhj7D3AAkDHGGGOMfdWbN29oz549FBISQurq6rlelwfiVFRUaMaMGXT9+nVavnw5HTp0iAYMGEBE2VNtp02bRlpaWvTs2TN69uwZ9evXj4iIOnbsSCdOnKC///6brl69Ss2bNycfHx+Kj48nIqITJ05Qjx49KCwsjC5fvkyenp40duxYyT5s2bKFwsLCKCIigq5fv07du3enjh07UkxMjGS94cOHU+PGjenatWvUqVOnXMdy7do18vb2pqZNm9LVq1dp3bp1dPz4cerVqxcREZ0/f55CQ0Np1KhRdPv2bdqzZw+5ubn9bx8wY4wxxth/SACAX70TjDHGGGMsfzt79izVqFGDNm/eTP7+/t/8vg0bNlDPnj3p9evXRJSdAzA8PFwy2u7u3btkampKT548IT09PXG5h4cHOTo60rhx4ygoKIhSUlJo586d4utt2rShnTt3ittycXEhS0tLWrBggbhOYGAgffjwgXbt2kVE2SMAw8PDaerUqeI6hw8fJnd3d3r79i1pa2tTu3btqGjRojR//nxxnePHj1Pt2rXpw4cPtHv3burYsSM9efKENDU1v/mzYIwxxhj7VXgEIGOMMcYY+yp5n7EgCF9cLyYmhjw9PUlfX580NTWpXbt2lJiYKJk+m9PFixcJAJmZmZGGhob435EjR+ju3btERHT79m1ydHSUvC/nv2NjY8nFxUWyzMXFhWJjYyXL7O3tv3gMFy5coGXLlkn2xdvbm7Kysuj+/fvk6elJhoaGZGxsTG3btqXVq1dTamrqF7fJGGOMMfYrcREQxhhjjDH2VaampiQIAsXGxlKTJk3yXOfhw4dUv3596tGjB40ePZpKlixJx48fp86dO1NGRsZnt52VlUWqqqp04cIFUlVVlbymoaFBRNkByJzBx7wmsuS1Ts5leU1hzrk/3bt3p9DQ0FyvVahQgQoXLkwXL16kw4cP0759+2jYsGE0YsQIOnfuXL6rcMwYY4wxRsQjABljjDHG2DcoWbIkeXt70+zZs/MczZeUlETnz5+nzMxMmjx5Mjk5OZGZmRk9ffpUsl7hwoVJJpNJltna2pJMJqOXL19SpUqVJP/Jq/NWqVKFzp49K3nf+fPnJf82Nzen48ePS5adPHmSzM3N/9Wx2tnZ0Y0bN3LtS6VKlahw4cJERPTHH3+Qh4cHRUVF0dWrV+nBgwd06NChf/V3GGOMMcZ+Fg4AMsYYY4yxbzJnzhySyWTk6OhImzZtovj4eIqNjaUZM2ZQzZo1ycTEhDIzM2nmzJl07949WrlyJc2bN0+yDSMjI0pJSaGDBw/S69evKTU1lczMzKh169bUrl072rx5M92/f5/OnTtHEyZMoN27dxMRUe/evWn37t00ZcoUio+Pp/nz51N0dLRkdF///v1p2bJlNG/ePIqPj6cpU6bQ5s2bxUIj32rgwIF06tQpCgkJocuXL1N8fDxt376devfuTUREO3fupBkzZtDly5fp4cOHtGLFCsrKyqLKlSv/j58wY4wxxth/gwOAjDHGGGPsm1SsWJEuXrxI7u7uFBERQVZWVuTp6UkHDx6kuXPnUrVq1WjKlCk0YcIEsrKyotWrV9P48eMl23B2dqYePXpQixYtqEyZMhQVFUVEREuXLqV27dpRREQEVa5cmfz8/OjMmTNkYGBARNm5/ObNm0dTpkwhGxsb2rNnD/Xp04eKFCkibrtJkyY0ffp0mjhxIllaWtL8+fNp6dKlVKdOnX91nFWrVqUjR45QfHw8ubq6kq2tLf3555+kq6tLRNkVjzdv3kx169Ylc3NzmjdvHq1du5YsLS3/h0+XMcYYY+y/w1WAGWOMMcaYUuratSvdunWLjh079qt3hTHGGGMsX+MiIIwxxhhjTClMmjSJPD09SV1dnaKjo2n58uU0Z86cX71bjDHGGGP5Ho8AZIwxxhhjSiEwMJAOHz5M79+/J2NjY+rduzf16NHjV+8WY4wxxli+xwFAxhhjjDHGGGOMMcYKMC4CwhhjjDHGGGOMMcZYAcYBQMYYY4wxxhhjjDHGCjAOADLGGGOMMcYYY4wxVoBxAJAxxhhjjDHGGGOMsQKMA4CMMcYYY4wxxhhjjBVgHABkjDHGGGOMMcYYY6wA4wAgY4wxxhhjjDHGGGMFGAcAGWOMMcYYY4wxxhgrwP4PWozoeFAxA3YAAAAASUVORK5CYII=", |
|
"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": 18, |
|
"id": "e741d816-25d8-4372-9caa-d006b85818be", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"\n", |
|
"Minimum: 16\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": 19, |
|
"id": "75541d34-37e9-4e59-bac8-87fd1d147d62", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"text/plain": [ |
|
"421311" |
|
] |
|
}, |
|
"execution_count": 19, |
|
"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>=400:\n", |
|
" sample.extend(slot)\n", |
|
" elif len(slot) <= 900:\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=900, 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": 20, |
|
"id": "6f56ae0c-c802-436d-be42-6439143b177f", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": 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", |
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"text/plain": [ |
|
"<Figure size 1500x600 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
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} |
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], |
|
"source": [ |
|
"# Plot the distribution of prices\n", |
|
"\n", |
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"prices = [float(item.price) for item in sample]\n", |
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"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", |
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"plt.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 10))\n", |
|
"plt.show()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 21, |
|
"id": "a9bdc6d5-3766-4251-81bb-a1bcebe80ce1", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": 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", |
|
"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": 22, |
|
"id": "8d692349-6814-4b02-aa20-705279ee5295", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"<|begin_of_text|><|start_header_id|>system<|end_header_id|>\n", |
|
"\n", |
|
"You estimate prices to the nearest dollar<|eot_id|><|start_header_id|>user<|end_header_id|>\n", |
|
"\n", |
|
"How much is this?\n", |
|
"Inspired Home Monroe Blush Velvet Platform Bed Queen Size Our velvet bed frame adds a measure of modern sophistication and elegance to your bedroom. Get the feeling of laying your head down each night in a upscale five star hotel room. This stylish bed frame features exquisite velvet, a button tufted high density foam padded headboard, and tapered solid wood legs to provide a luxurious end to your day. SPECIFICATIONS DIMENSIONS 66.2 W x 87.8 D x 59.9 H DIMENSIONS 66.2 W x 87.8 D x 59.9 H FABRIC and MATERIALS Velvet, Foam, Plywood, Eucalyptus FABRIC and<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n", |
|
"\n", |
|
"Price is $740.00<|eot_id|>\n", |
|
"[78191, 128007, 271, 7117, 374, 400, 21112, 13, 410, 128009]\n", |
|
"['assistant', '<|end_header_id|>', '\\n\\n', 'Price', ' is', ' $', '740', '.', '00', '<|eot_id|>']\n" |
|
] |
|
} |
|
], |
|
"source": [ |
|
"report(sample[400000])" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 23, |
|
"id": "6a28fa68-392a-4d8d-8c72-eeea4615d937", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": 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", |
|
"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": 24, |
|
"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": 25, |
|
"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": 26, |
|
"id": "59ef7aef-b6f6-4042-a2af-ddd5ae1c9999", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"<|begin_of_text|><|start_header_id|>system<|end_header_id|>\n", |
|
"\n", |
|
"You estimate prices to the nearest dollar<|eot_id|><|start_header_id|>user<|end_header_id|>\n", |
|
"\n", |
|
"How much is this?\n", |
|
"RCF Art 915A 15-inch Active Speaker Power and Portability All in One 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 ART-915A, Rank Musical Instruments 22180, Powered Speaker Cabinets 44, Available August 26, 2021, Manufacturer R<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n", |
|
"\n", |
|
"Price is $999.00<|eot_id|>\n", |
|
"[78191, 128007, 271, 7117, 374, 400, 5500, 13, 410, 128009]\n", |
|
"['assistant', '<|end_header_id|>', '\\n\\n', 'Price', ' is', ' $', '999', '.', '00', '<|eot_id|>']\n" |
|
] |
|
} |
|
], |
|
"source": [ |
|
"report(sample[-2])" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 27, |
|
"id": "cacb9059-5f44-4601-860a-30860cebe9c2", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"Divided into a training set of 400,000 items and validation set of 10,000 items and test set of 10,000 items\n" |
|
] |
|
} |
|
], |
|
"source": [ |
|
"random.seed(42)\n", |
|
"random.shuffle(sample)\n", |
|
"train = sample[:400_000]\n", |
|
"validate = sample[400_000:410_000]\n", |
|
"test = sample[410_000:420_000]\n", |
|
"print(f\"Divided into a training set of {len(train):,} items and validation set of {len(validate):,} items and test set of {len(test):,} items\")" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 28, |
|
"id": "bf435bcd-accf-427c-82d5-02b33a56737c", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": 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", |
|
"text/plain": [ |
|
"<Figure size 1500x600 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"# Plot the distribution of prices\n", |
|
"\n", |
|
"prices = [float(item.price) for item in test[:250]]\n", |
|
"plt.figure(figsize=(15, 6))\n", |
|
"plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n", |
|
"plt.xlabel('Price ($)')\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": 29, |
|
"id": "6b26000a-e5a9-4ab7-83fc-8eb44cb12f94", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"text/plain": [ |
|
"37495" |
|
] |
|
}, |
|
"execution_count": 29, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"source": [ |
|
"del items, slots\n", |
|
"import gc\n", |
|
"gc.collect()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 46, |
|
"id": "ac79ea0f-555f-4f25-8b77-0973f757501d", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"class PhiItem:\n", |
|
" phi_tokenizer = AutoTokenizer.from_pretrained(PHI3, trust_remote_code=True)\n", |
|
" \n", |
|
" def __init__(self, item):\n", |
|
" self.item = item\n", |
|
" self.prompt = self.phi_tokenizer.apply_chat_template(self.item.messages(), tokenize=False, add_generation_prompt=False)\n", |
|
" self.prompt = self.prompt.replace(\"How much is this?\", \"Estimate price to the nearest dollar:\")\n", |
|
" self.token_count = len(self.phi_tokenizer.encode(self.prompt))\n", |
|
" \n", |
|
" def test_prompt():\n", |
|
" return self.prompt.split(self.item.PREFIX)[0] + self.item.PREFIX\n", |
|
" " |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 47, |
|
"id": "32b58f1e-fdbb-4069-8618-7ec6f6386eff", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"item = PhiItem(train[0])" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 48, |
|
"id": "c6388cc1-a341-49cf-a329-ba71f3a0cab8", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stderr", |
|
"output_type": "stream", |
|
"text": [ |
|
"100%|█████████████████████████████████| 400000/400000 [01:30<00:00, 4434.87it/s]\n" |
|
] |
|
} |
|
], |
|
"source": [ |
|
"phis = [PhiItem(t) for t in tqdm(train)]" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 49, |
|
"id": "5badec8c-9b66-4534-927f-058f2b4d7475", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"text/plain": [ |
|
"352" |
|
] |
|
}, |
|
"execution_count": 49, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"source": [ |
|
"max([phi.token_count for phi in phis])" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 60, |
|
"id": "240629d5-b6f4-42a5-870f-28936b2be521", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"smaller = [p for p in phis if p.token_count <= 220]" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 61, |
|
"id": "ed2d623b-b129-4d40-82f2-5aac12dca1e3", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"text/plain": [ |
|
"353399" |
|
] |
|
}, |
|
"execution_count": 61, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"source": [ |
|
"len(smaller)" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 65, |
|
"id": "3fab5c13-3269-4d04-b695-30c781142e5b", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"class GemmaItem:\n", |
|
" gemma_tokenizer = AutoTokenizer.from_pretrained(GEMMA, trust_remote_code=True)\n", |
|
" \n", |
|
" def __init__(self, item):\n", |
|
" self.item = item\n", |
|
" self.prompt = self.gemma_tokenizer.apply_chat_template(self.item.messages()[1:], tokenize=False, add_generation_prompt=False)\n", |
|
" self.prompt = self.prompt.replace(\"How much is this?\", \"Estimate price to the nearest dollar:\")\n", |
|
" self.token_count = len(self.gemma_tokenizer.encode(self.prompt))\n", |
|
" \n", |
|
" def test_prompt():\n", |
|
" return self.prompt.split(self.item.PREFIX)[0] + self.item.PREFIX" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 66, |
|
"id": "dac7939f-d2ee-4206-8a43-ef4795021083", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"item = GemmaItem(train[0])" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 69, |
|
"id": "d69f8934-543d-4f03-9e6c-1738b62ddcdf", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stderr", |
|
"output_type": "stream", |
|
"text": [ |
|
"100%|█████████████████████████████████| 400000/400000 [01:45<00:00, 3794.27it/s]\n" |
|
] |
|
} |
|
], |
|
"source": [ |
|
"gemmas = [GemmaItem(t) for t in tqdm(train)]" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 70, |
|
"id": "d2b6902e-be7a-46f6-9ffc-4fea208d506e", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"smaller = [g for g in gemmas if g.token_count <= 180]" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 71, |
|
"id": "ceef7278-7e86-490b-9fad-c21c7ec531ef", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"text/plain": [ |
|
"288519" |
|
] |
|
}, |
|
"execution_count": 71, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"source": [ |
|
"len(smaller)" |
|
] |
|
}, |
|
{ |
|
"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": 26, |
|
"id": "dd7c5db1-4510-4768-bef1-bdac2a7b392f", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"text/plain": [ |
|
"282.68274244966665" |
|
] |
|
}, |
|
"execution_count": 26, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"source": [ |
|
"average = sum(t.price for t in train)/len(train)\n", |
|
"average" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 30, |
|
"id": "95353e68-07ac-4f57-8d57-dd48cacb0e04", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"class TestRunner:\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 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 = RED if error>=20 else YELLOW if error>=10 else GREEN\n", |
|
" color_str = \"red\" if error>=20 else \"yellow\" if error>=10 else \"green\"\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_str)\n", |
|
" print(f\"{color}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}\")\n", |
|
"\n", |
|
" def chart(self, title):\n", |
|
" max_error = max(self.errors)\n", |
|
" plt.figure(figsize=(12, 8))\n", |
|
" plt.scatter(self.truths, self.guesses, s=3, c=self.colors)\n", |
|
" plt.xlabel('Ground Truth')\n", |
|
" plt.ylabel('Model Estimate')\n", |
|
" plt.title(title)\n", |
|
" plt.show()\n", |
|
"\n", |
|
" def report(self):\n", |
|
" average_error = sum(self.errors) / self.size\n", |
|
" rmsle = math.sqrt(sum(self.sles) / self.size)\n", |
|
" hits = [e for e in self.errors if e<20]\n", |
|
" title = f\"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={len(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": 31, |
|
"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": 32, |
|
"id": "739d2e33-55d4-4892-b42c-771131159c8d", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"\u001b[91m1: Guess: $282.68 Truth: $731.40 Error: $448.72 SLE: 0.90 Item: Bobkona Sectional Sofa Set Coffee\u001b[0m\n", |
|
"\u001b[93m2: Guess: $282.68 Truth: $269.99 Error: $12.69 SLE: 0.00 Item: MAT EXPERT Kitchen Pantry Cupboard Cabin...\u001b[0m\n", |
|
"\u001b[91m3: Guess: $282.68 Truth: $841.80 Error: $559.12 SLE: 1.19 Item: 2022 Flagship HP Pavilion 15.6\" FHD 1080...\u001b[0m\n", |
|
"\u001b[93m4: Guess: $282.68 Truth: $300.73 Error: $18.05 SLE: 0.00 Item: Five Ten Adidas Hiangle Pro Competition ...\u001b[0m\n", |
|
"\u001b[91m5: Guess: $282.68 Truth: $80.95 Error: $201.73 SLE: 1.54 Item: WOG: New York 1776, the New York Campaig...\u001b[0m\n", |
|
"\u001b[91m6: Guess: $282.68 Truth: $734.43 Error: $451.75 SLE: 0.91 Item: P3 POMPEII3 1 1/10ct Diamond Engagement ...\u001b[0m\n", |
|
"\u001b[91m7: Guess: $282.68 Truth: $77.99 Error: $204.69 SLE: 1.63 Item: NOVICA Purple Hand Painted Alebrije Wood...\u001b[0m\n", |
|
"\u001b[91m8: Guess: $282.68 Truth: $399.00 Error: $116.32 SLE: 0.12 Item: ddrum DD Beta XP Electronic Drum Kit\u001b[0m\n", |
|
"\u001b[91m9: Guess: $282.68 Truth: $592.24 Error: $309.56 SLE: 0.54 Item: Lund Hard Tri-Fold Hard Folding Truck Be...\u001b[0m\n", |
|
"\u001b[92m10: Guess: $282.68 Truth: $279.99 Error: $2.69 SLE: 0.00 Item: NUWATT 4 Pack, 2x4 FT LED Ceiling Panel,...\u001b[0m\n", |
|
"\u001b[91m11: Guess: $282.68 Truth: $219.99 Error: $62.69 SLE: 0.06 Item: 1.5'' Big Dude 10'' Height Handlebars fo...\u001b[0m\n", |
|
"\u001b[91m12: Guess: $282.68 Truth: $835.99 Error: $553.31 SLE: 1.17 Item: Seismic Audio Speakers Magnitude 3600 2 ...\u001b[0m\n", |
|
"\u001b[91m13: Guess: $282.68 Truth: $196.99 Error: $85.69 SLE: 0.13 Item: Firepro V5800 1GB Pcie Giftbox\u001b[0m\n", |
|
"\u001b[93m14: Guess: $282.68 Truth: $265.33 Error: $17.35 SLE: 0.00 Item: doTERRA - Deep Blue Rub - 32 oz\u001b[0m\n", |
|
"\u001b[91m15: Guess: $282.68 Truth: $356.50 Error: $73.82 SLE: 0.05 Item: JACKPUCK press 2 ton - Small Round Mould\u001b[0m\n", |
|
"\u001b[91m16: Guess: $282.68 Truth: $180.60 Error: $102.08 SLE: 0.20 Item: OASE Indoor Aquatics OptiMax 1420\u001b[0m\n", |
|
"\u001b[91m17: Guess: $282.68 Truth: $363.56 Error: $80.88 SLE: 0.06 Item: AKRacing Core Ex-Wide SE Sedia da Gioco,...\u001b[0m\n", |
|
"\u001b[92m18: Guess: $282.68 Truth: $284.99 Error: $2.31 SLE: 0.00 Item: Devoko Patio Furniture Set 5 Pieces Pati...\u001b[0m\n", |
|
"\u001b[91m19: Guess: $282.68 Truth: $244.12 Error: $38.56 SLE: 0.02 Item: WarmlyYours TRT120-KIT-OT-1.5x06 TempZon...\u001b[0m\n", |
|
"\u001b[91m20: Guess: $282.68 Truth: $946.25 Error: $663.57 SLE: 1.45 Item: JDBands 14K Yellow Solid Gold Hand Braid...\u001b[0m\n", |
|
"\u001b[91m21: Guess: $282.68 Truth: $39.99 Error: $242.69 SLE: 3.74 Item: SmallRig Field Monitor Mount with NATO C...\u001b[0m\n", |
|
"\u001b[91m22: Guess: $282.68 Truth: $204.14 Error: $78.54 SLE: 0.11 Item: DWK \"American Bison\" Wall Mounted Faux B...\u001b[0m\n", |
|
"\u001b[91m23: Guess: $282.68 Truth: $339.00 Error: $56.32 SLE: 0.03 Item: Echomaster FCTP-DR1304 Blind Spot Camera...\u001b[0m\n", |
|
"\u001b[91m24: Guess: $282.68 Truth: $72.49 Error: $210.19 SLE: 1.82 Item: Stanley Proto J48005LS2 Long Drive Pin P...\u001b[0m\n", |
|
"\u001b[91m25: Guess: $282.68 Truth: $1.69 Error: $280.99 SLE: 21.70 Item: Chrome Nail Powder Metallic Mirror Effec...\u001b[0m\n", |
|
"\u001b[92m26: Guess: $282.68 Truth: $289.95 Error: $7.27 SLE: 0.00 Item: Kohler 24-025-57-S Lawn & Garden Equipme...\u001b[0m\n", |
|
"\u001b[91m27: Guess: $282.68 Truth: $649.00 Error: $366.32 SLE: 0.69 Item: Lenovo 2021 Ideapad 3 Premium Laptop I 1...\u001b[0m\n", |
|
"\u001b[91m28: Guess: $282.68 Truth: $107.35 Error: $175.33 SLE: 0.93 Item: CRUX DKGM-49 Replacement Radio and Dash ...\u001b[0m\n", |
|
"\u001b[91m29: Guess: $282.68 Truth: $126.30 Error: $156.38 SLE: 0.64 Item: G-Technology G-DRIVE mobile USB Portable...\u001b[0m\n", |
|
"\u001b[91m30: Guess: $282.68 Truth: $165.50 Error: $117.18 SLE: 0.28 Item: FPV Drone with HD Camera for Adults, 5In...\u001b[0m\n", |
|
"\u001b[91m31: Guess: $282.68 Truth: $178.43 Error: $104.25 SLE: 0.21 Item: Rough Country High Steer Correction for ...\u001b[0m\n", |
|
"\u001b[91m32: Guess: $282.68 Truth: $28.99 Error: $253.69 SLE: 5.05 Item: LaDoVita 3 Pack Ceramic Plant Pots 6/5/4...\u001b[0m\n", |
|
"\u001b[91m33: Guess: $282.68 Truth: $245.95 Error: $36.73 SLE: 0.02 Item: InFocus SP-Lamp-015 Replacement Lamp for...\u001b[0m\n", |
|
"\u001b[91m34: Guess: $282.68 Truth: $380.25 Error: $97.57 SLE: 0.09 Item: Pokemon - Dark Tyranitar (11) - Neo Dest...\u001b[0m\n", |
|
"\u001b[91m35: Guess: $282.68 Truth: $82.99 Error: $199.69 SLE: 1.48 Item: Knives Of Alaska SureGrip Jaeger Boning ...\u001b[0m\n", |
|
"\u001b[91m36: Guess: $282.68 Truth: $83.76 Error: $198.92 SLE: 1.46 Item: Eminence Arctic Berry Peptide Radiance C...\u001b[0m\n", |
|
"\u001b[91m37: Guess: $282.68 Truth: $16.97 Error: $265.71 SLE: 7.61 Item: Madewell Women's Short Sleeve Harley Tee\u001b[0m\n", |
|
"\u001b[92m38: Guess: $282.68 Truth: $288.31 Error: $5.63 SLE: 0.00 Item: Wireless Earbuds, Bluetooth Earbuds with...\u001b[0m\n", |
|
"\u001b[91m39: Guess: $282.68 Truth: $171.79 Error: $110.89 SLE: 0.25 Item: Esco Equipment (ESC10436) 10 Ton Fork Li...\u001b[0m\n", |
|
"\u001b[91m40: Guess: $282.68 Truth: $176.99 Error: $105.69 SLE: 0.22 Item: for Dodge Charger 2006-2022 Car Seat Cov...\u001b[0m\n", |
|
"\u001b[91m41: Guess: $282.68 Truth: $218.75 Error: $63.93 SLE: 0.07 Item: Gin and Grace 10K Yellow Gold Natural Au...\u001b[0m\n", |
|
"\u001b[91m42: Guess: $282.68 Truth: $177.95 Error: $104.73 SLE: 0.21 Item: SAMSUNG Galaxy A23 5G A Series Cell Phon...\u001b[0m\n", |
|
"\u001b[91m43: Guess: $282.68 Truth: $216.63 Error: $66.05 SLE: 0.07 Item: Innovate Motorsports 3918 MTX Series MTX...\u001b[0m\n", |
|
"\u001b[91m44: Guess: $282.68 Truth: $68.99 Error: $213.69 SLE: 1.96 Item: Earthbath Eucalyptus and Peppermint Conc...\u001b[0m\n", |
|
"\u001b[91m45: Guess: $282.68 Truth: $89.91 Error: $192.77 SLE: 1.30 Item: Classic 1X1 Squares Gray Light Blue Glos...\u001b[0m\n", |
|
"\u001b[91m46: Guess: $282.68 Truth: $316.40 Error: $33.72 SLE: 0.01 Item: [Switchback LED] VIPMOTOZ Black Bezel OL...\u001b[0m\n", |
|
"\u001b[91m47: Guess: $282.68 Truth: $23.99 Error: $258.69 SLE: 5.90 Item: 300 Pcs Kraft Bags with Window Kraft Sta...\u001b[0m\n", |
|
"\u001b[91m48: Guess: $282.68 Truth: $169.00 Error: $113.68 SLE: 0.26 Item: Osram Sylvania QTP4X32T8/UNV ISN-SC 4994...\u001b[0m\n", |
|
"\u001b[91m49: Guess: $282.68 Truth: $361.99 Error: $79.31 SLE: 0.06 Item: CHARMMA Adjustable Swivel Chairs Recline...\u001b[0m\n", |
|
"\u001b[91m50: Guess: $282.68 Truth: $216.00 Error: $66.68 SLE: 0.07 Item: CanDo Firm Non-Slip, Dual-Textured, Weig...\u001b[0m\n", |
|
"\u001b[91m51: Guess: $282.68 Truth: $70.99 Error: $211.69 SLE: 1.88 Item: Guard Plastic Plates Box for Shoe & Boot...\u001b[0m\n", |
|
"\u001b[91m52: Guess: $282.68 Truth: $64.99 Error: $217.69 SLE: 2.13 Item: Bonnlo 3 Piece Dining Set, Small Kitchen...\u001b[0m\n", |
|
"\u001b[91m53: Guess: $282.68 Truth: $239.00 Error: $43.68 SLE: 0.03 Item: Myers Pickups The Feather-2 Concertina M...\u001b[0m\n", |
|
"\u001b[91m54: Guess: $282.68 Truth: $849.99 Error: $567.31 SLE: 1.21 Item: 66 inch DENALI Pro UTV Snow Plow Kit in ...\u001b[0m\n", |
|
"\u001b[91m55: Guess: $282.68 Truth: $69.54 Error: $213.14 SLE: 1.94 Item: Art3d Peel and Stick Mother of Pearl She...\u001b[0m\n", |
|
"\u001b[91m56: Guess: $282.68 Truth: $215.89 Error: $66.79 SLE: 0.07 Item: PAKASEPT Vanity Set with Sliding Lighted...\u001b[0m\n", |
|
"\u001b[91m57: Guess: $282.68 Truth: $349.00 Error: $66.32 SLE: 0.04 Item: Adjustable Queen Size Deluxe Murphy Bed ...\u001b[0m\n", |
|
"\u001b[91m58: Guess: $282.68 Truth: $92.26 Error: $190.42 SLE: 1.24 Item: Dell Imaging Drum\u001b[0m\n", |
|
"\u001b[91m59: Guess: $282.68 Truth: $672.76 Error: $390.08 SLE: 0.75 Item: Evan Fischer Catalytic Converter 46-Stat...\u001b[0m\n", |
|
"\u001b[91m60: Guess: $282.68 Truth: $19.00 Error: $263.68 SLE: 7.03 Item: Flip Cover for Pocketbook Era, Shiny Bei...\u001b[0m\n", |
|
"\u001b[92m61: Guess: $282.68 Truth: $279.40 Error: $3.28 SLE: 0.00 Item: Brayden Petit Silver 20 1/4\" x 30 1/4\" A...\u001b[0m\n", |
|
"\u001b[93m62: Guess: $282.68 Truth: $266.88 Error: $15.80 SLE: 0.00 Item: Bahco S138 Socket & Mechanical Set, Metr...\u001b[0m\n", |
|
"\u001b[91m63: Guess: $282.68 Truth: $123.90 Error: $158.78 SLE: 0.67 Item: Ready to Install Package : Directv HD Sa...\u001b[0m\n", |
|
"\u001b[91m64: Guess: $282.68 Truth: $527.21 Error: $244.53 SLE: 0.39 Item: iridium GO! Fixed Installation Kit\u001b[0m\n", |
|
"\u001b[91m65: Guess: $282.68 Truth: $69.00 Error: $213.68 SLE: 1.96 Item: Natori Women's Yogi Contour Convertible ...\u001b[0m\n", |
|
"\u001b[91m66: Guess: $282.68 Truth: $322.00 Error: $39.32 SLE: 0.02 Item: Oriental Furniture 6 ft. Tall Bamboo Wav...\u001b[0m\n", |
|
"\u001b[91m67: Guess: $282.68 Truth: $309.00 Error: $26.32 SLE: 0.01 Item: Corral Boots C3730\u001b[0m\n", |
|
"\u001b[91m68: Guess: $282.68 Truth: $549.99 Error: $267.31 SLE: 0.44 Item: Frigidaire Home Comfort White 10,000 BTU...\u001b[0m\n", |
|
"\u001b[91m69: Guess: $282.68 Truth: $76.05 Error: $206.63 SLE: 1.70 Item: Pillow Perfect Outdoor/Indoor in The Fra...\u001b[0m\n", |
|
"\u001b[93m70: Guess: $282.68 Truth: $268.26 Error: $14.42 SLE: 0.00 Item: Evan Fischer Catalytic Converter 46-Stat...\u001b[0m\n", |
|
"\u001b[91m71: Guess: $282.68 Truth: $567.19 Error: $284.51 SLE: 0.48 Item: Moen UT3693EPBN Voss Collection M-CORE 3...\u001b[0m\n", |
|
"\u001b[92m72: Guess: $282.68 Truth: $287.30 Error: $4.62 SLE: 0.00 Item: American Standard 7353841.002 Townsend 8...\u001b[0m\n", |
|
"\u001b[91m73: Guess: $282.68 Truth: $75.00 Error: $207.68 SLE: 1.73 Item: Elaine Coyne Wearable Art Verdigris Pati...\u001b[0m\n", |
|
"\u001b[93m74: Guess: $282.68 Truth: $302.40 Error: $19.72 SLE: 0.00 Item: Home Square 4 Drawer Chest and 2 Drawer ...\u001b[0m\n", |
|
"\u001b[91m75: Guess: $282.68 Truth: $84.99 Error: $197.69 SLE: 1.42 Item: Rite Farm Products L10 Processing KIT Dr...\u001b[0m\n", |
|
"\u001b[91m76: Guess: $282.68 Truth: $95.00 Error: $187.68 SLE: 1.17 Item: Cartier Declaration Essence Eau de Toile...\u001b[0m\n", |
|
"\u001b[91m77: Guess: $282.68 Truth: $242.64 Error: $40.04 SLE: 0.02 Item: Fit System Passenger Side Mirror for GMC...\u001b[0m\n", |
|
"\u001b[91m78: Guess: $282.68 Truth: $619.15 Error: $336.47 SLE: 0.61 Item: B&K Precision 8540 Compact DC Electronic...\u001b[0m\n", |
|
"\u001b[92m79: Guess: $282.68 Truth: $290.00 Error: $7.32 SLE: 0.00 Item: NEC Desktop E203WI-BK 20\" Screen LCD Mon...\u001b[0m\n", |
|
"\u001b[91m80: Guess: $282.68 Truth: $512.81 Error: $230.13 SLE: 0.35 Item: 1.49ct Round Cut Halo Pave Solitaire Spl...\u001b[0m\n", |
|
"\u001b[91m81: Guess: $282.68 Truth: $256.70 Error: $25.98 SLE: 0.01 Item: AUTOSAVER88 Complete Struts Compatible w...\u001b[0m\n", |
|
"\u001b[91m82: Guess: $282.68 Truth: $247.37 Error: $35.31 SLE: 0.02 Item: BJE 007600 Black Knight 99\" Liquid Level...\u001b[0m\n", |
|
"\u001b[91m83: Guess: $282.68 Truth: $432.00 Error: $149.32 SLE: 0.18 Item: Logitech ConferenceCam Connect All-in-On...\u001b[0m\n", |
|
"\u001b[91m84: Guess: $282.68 Truth: $902.60 Error: $619.92 SLE: 1.34 Item: Feiss F3932/12WOAF Avenir Industrial Far...\u001b[0m\n", |
|
"\u001b[91m85: Guess: $282.68 Truth: $374.99 Error: $92.31 SLE: 0.08 Item: Spectre Performance 765 Low Profile Dual...\u001b[0m\n", |
|
"\u001b[91m86: Guess: $282.68 Truth: $154.28 Error: $128.40 SLE: 0.36 Item: Moen 3838CP Four-Function Shower Head, C...\u001b[0m\n", |
|
"\u001b[91m87: Guess: $282.68 Truth: $229.95 Error: $52.73 SLE: 0.04 Item: Bosch Dishwasher Heat Pump 669135 006691...\u001b[0m\n", |
|
"\u001b[91m88: Guess: $282.68 Truth: $815.88 Error: $533.20 SLE: 1.12 Item: Buyers Products 1705440 XD Smooth Alumin...\u001b[0m\n", |
|
"\u001b[91m89: Guess: $282.68 Truth: $312.94 Error: $30.26 SLE: 0.01 Item: Nitto Trail Grappler M/T All-Terrain Tir...\u001b[0m\n", |
|
"\u001b[91m90: Guess: $282.68 Truth: $349.49 Error: $66.81 SLE: 0.04 Item: Linea di Liara Caserti Mid Century Moder...\u001b[0m\n", |
|
"\u001b[91m91: Guess: $282.68 Truth: $379.00 Error: $96.32 SLE: 0.09 Item: Polaris Ranger 900xp Front Bumper (2013-...\u001b[0m\n", |
|
"\u001b[91m92: Guess: $282.68 Truth: $234.80 Error: $47.88 SLE: 0.03 Item: Bulova Frank Lloyd Wright 'December Gift...\u001b[0m\n", |
|
"\u001b[91m93: Guess: $282.68 Truth: $319.00 Error: $36.32 SLE: 0.01 Item: 12\" White Round Plastic Post Top Globe -...\u001b[0m\n", |
|
"\u001b[91m94: Guess: $282.68 Truth: $498.00 Error: $215.32 SLE: 0.32 Item: Teac HA-P90SD-B Portable Hi-Resolution D...\u001b[0m\n", |
|
"\u001b[91m95: Guess: $282.68 Truth: $216.19 Error: $66.49 SLE: 0.07 Item: Dometic DI-GH120M Maroon interVac Garage...\u001b[0m\n", |
|
"\u001b[91m96: Guess: $282.68 Truth: $45.99 Error: $236.69 SLE: 3.23 Item: 1500 Pieces Bamboo Jigsaw Puzzle Board T...\u001b[0m\n", |
|
"\u001b[91m97: Guess: $282.68 Truth: $260.91 Error: $21.77 SLE: 0.01 Item: Fanimation Embrace Indoor Ceiling Fan wi...\u001b[0m\n", |
|
"\u001b[91m98: Guess: $282.68 Truth: $125.99 Error: $156.69 SLE: 0.65 Item: TCL 20 SE 6.82\" Unlocked Cellphone, 4GB ...\u001b[0m\n", |
|
"\u001b[92m99: Guess: $282.68 Truth: $279.99 Error: $2.69 SLE: 0.00 Item: BOUNTECH Inflatable Water Slide for Kids...\u001b[0m\n", |
|
"\u001b[91m100: Guess: $282.68 Truth: $75.81 Error: $206.87 SLE: 1.71 Item: ACME Silhouette Twin HB/FB Only - 02054W...\u001b[0m\n", |
|
"\u001b[91m101: Guess: $282.68 Truth: $248.37 Error: $34.31 SLE: 0.02 Item: Radiator - Pacific Best Inc. Compatible/...\u001b[0m\n", |
|
"\u001b[91m102: Guess: $282.68 Truth: $36.90 Error: $245.78 SLE: 4.05 Item: Deus Board Game\u001b[0m\n", |
|
"\u001b[91m103: Guess: $282.68 Truth: $54.50 Error: $228.18 SLE: 2.66 Item: Colorado Angler Supply KB Tool Kit\u001b[0m\n", |
|
"\u001b[91m104: Guess: $282.68 Truth: $48.00 Error: $234.68 SLE: 3.08 Item: Nantucket Home Gift for A Fireman – 15 I...\u001b[0m\n", |
|
"\u001b[91m105: Guess: $282.68 Truth: $241.15 Error: $41.53 SLE: 0.03 Item: Invicta INVICTA-9937 Men's Pro Diver Col...\u001b[0m\n", |
|
"\u001b[91m106: Guess: $282.68 Truth: $249.00 Error: $33.68 SLE: 0.02 Item: Fast88 Electric Desk Elliptical Machine ...\u001b[0m\n", |
|
"\u001b[91m107: Guess: $282.68 Truth: $569.00 Error: $286.32 SLE: 0.49 Item: Ultrak L10 Series Timer with Printer - O...\u001b[0m\n", |
|
"\u001b[91m108: Guess: $282.68 Truth: $85.69 Error: $196.99 SLE: 1.41 Item: Greenes 36 in. L x 18 in. H Wood White G...\u001b[0m\n", |
|
"\u001b[91m109: Guess: $282.68 Truth: $57.99 Error: $224.69 SLE: 2.47 Item: CHUNGEBS Motion Activated Candy Dispense...\u001b[0m\n", |
|
"\u001b[93m110: Guess: $282.68 Truth: $265.99 Error: $16.69 SLE: 0.00 Item: 255/50R19 107H XL GOODYEAR ASSUR WEATHER...\u001b[0m\n", |
|
"\u001b[91m111: Guess: $282.68 Truth: $210.65 Error: $72.03 SLE: 0.09 Item: Quality-Built 15908N Supreme Import Alte...\u001b[0m\n", |
|
"\u001b[91m112: Guess: $282.68 Truth: $812.74 Error: $530.06 SLE: 1.11 Item: S.R. Smith VOLY Swim N Spike Complete Vo...\u001b[0m\n", |
|
"\u001b[91m113: Guess: $282.68 Truth: $112.99 Error: $169.69 SLE: 0.83 Item: 2-Drawer Mirrored Nightstand for Bedroom...\u001b[0m\n", |
|
"\u001b[91m114: Guess: $282.68 Truth: $373.07 Error: $90.39 SLE: 0.08 Item: Timbren FER35092LB Suspension Enhancemen...\u001b[0m\n", |
|
"\u001b[91m115: Guess: $282.68 Truth: $311.00 Error: $28.32 SLE: 0.01 Item: Crosley Furniture Compact Kitchen Island...\u001b[0m\n", |
|
"\u001b[91m116: Guess: $282.68 Truth: $191.18 Error: $91.50 SLE: 0.15 Item: Prepac Corner Hall Tree, White\u001b[0m\n", |
|
"\u001b[91m117: Guess: $282.68 Truth: $61.99 Error: $220.69 SLE: 2.26 Item: Donnelly Sports Strada USH Tire - 700 x ...\u001b[0m\n", |
|
"\u001b[91m118: Guess: $282.68 Truth: $144.90 Error: $137.78 SLE: 0.44 Item: ELITE ECP22 Pool Cue Case\u001b[0m\n", |
|
"\u001b[91m119: Guess: $282.68 Truth: $639.99 Error: $357.31 SLE: 0.66 Item: 3760 Piece Bolt Bin Kit Grade 8 Nut Bolt...\u001b[0m\n", |
|
"\u001b[91m120: Guess: $282.68 Truth: $313.64 Error: $30.96 SLE: 0.01 Item: GDFStudio Halley Outdoor Reclining Wood ...\u001b[0m\n", |
|
"\u001b[91m121: Guess: $282.68 Truth: $221.37 Error: $61.31 SLE: 0.06 Item: Lenovo Thinkcentre M93p SFF Business Des...\u001b[0m\n", |
|
"\u001b[91m122: Guess: $282.68 Truth: $576.01 Error: $293.33 SLE: 0.50 Item: Wasp 633808551414 Wasptime RF200 RFID Ti...\u001b[0m\n", |
|
"\u001b[91m123: Guess: $282.68 Truth: $82.22 Error: $200.46 SLE: 1.50 Item: Drinking Cup, 5 oz. [Case of 2500]\u001b[0m\n", |
|
"\u001b[91m124: Guess: $282.68 Truth: $490.00 Error: $207.32 SLE: 0.30 Item: Seiko Men's SNAE57 Black Dial Watch\u001b[0m\n", |
|
"\u001b[91m125: Guess: $282.68 Truth: $362.84 Error: $80.16 SLE: 0.06 Item: Control Arm Front Upper & Lower Kit Set ...\u001b[0m\n", |
|
"\u001b[91m126: Guess: $282.68 Truth: $578.00 Error: $295.32 SLE: 0.51 Item: Truhart Street Plus Coilovers 1997-2001 ...\u001b[0m\n", |
|
"\u001b[91m127: Guess: $282.68 Truth: $479.00 Error: $196.32 SLE: 0.28 Item: Small Block Chevy Serpentine System for ...\u001b[0m\n", |
|
"\u001b[91m128: Guess: $282.68 Truth: $165.99 Error: $116.69 SLE: 0.28 Item: Diophros Power Tower Pull Up Bar, Adjust...\u001b[0m\n", |
|
"\u001b[91m129: Guess: $282.68 Truth: $174.99 Error: $107.69 SLE: 0.23 Item: Topeakmart Shoe Rack Storage Cabinet She...\u001b[0m\n", |
|
"\u001b[91m130: Guess: $282.68 Truth: $204.99 Error: $77.69 SLE: 0.10 Item: Steering Wheel, for Beetle 62-71, Ghia 6...\u001b[0m\n", |
|
"\u001b[91m131: Guess: $282.68 Truth: $137.00 Error: $145.68 SLE: 0.52 Item: Maxxis M7305 Rear 100/100-18 Maxxcross I...\u001b[0m\n", |
|
"\u001b[91m132: Guess: $282.68 Truth: $388.23 Error: $105.55 SLE: 0.10 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", |
|
"\u001b[91m133: Guess: $282.68 Truth: $325.00 Error: $42.32 SLE: 0.02 Item: HP Z640 Tower Server - Intel Xeon E5-264...\u001b[0m\n", |
|
"\u001b[91m134: Guess: $282.68 Truth: $849.00 Error: $566.32 SLE: 1.20 Item: Hanover HANGRNHSP8X6-GRN 8 x 6-Ft. Polyc...\u001b[0m\n", |
|
"\u001b[91m135: Guess: $282.68 Truth: $420.27 Error: $137.59 SLE: 0.16 Item: Movie Masterpiece : Iron Man 3 Iron Man ...\u001b[0m\n", |
|
"\u001b[91m136: Guess: $282.68 Truth: $576.95 Error: $294.27 SLE: 0.51 Item: Thumpr NSR Cam for '09+ Dodge 5.7/6.4L H...\u001b[0m\n", |
|
"\u001b[91m137: Guess: $282.68 Truth: $355.65 Error: $72.97 SLE: 0.05 Item: Office Accents 72\"W x 40\"H Rolling Rever...\u001b[0m\n", |
|
"\u001b[91m138: Guess: $282.68 Truth: $371.99 Error: $89.31 SLE: 0.07 Item: Raptor Series Running Boards Steps 5in O...\u001b[0m\n", |
|
"\u001b[91m139: Guess: $282.68 Truth: $669.99 Error: $387.31 SLE: 0.74 Item: Micro Center Intel Core i7-13700K Deskto...\u001b[0m\n", |
|
"\u001b[91m140: Guess: $282.68 Truth: $138.00 Error: $144.68 SLE: 0.51 Item: 3-5 Birthstones Family Mothers Ring 10k ...\u001b[0m\n", |
|
"\u001b[91m141: Guess: $282.68 Truth: $197.98 Error: $84.70 SLE: 0.13 Item: Standing Desk Walking Pad Treadmill with...\u001b[0m\n", |
|
"\u001b[91m142: Guess: $282.68 Truth: $869.99 Error: $587.31 SLE: 1.26 Item: Greatime Storage Bed, Eastern King Size ...\u001b[0m\n", |
|
"\u001b[91m143: Guess: $282.68 Truth: $4.29 Error: $278.39 SLE: 15.86 Item: PrimeMed Self-Adhesive Skived Dancer Pad...\u001b[0m\n", |
|
"\u001b[91m144: Guess: $282.68 Truth: $638.62 Error: $355.94 SLE: 0.66 Item: YITHOPI 2-Seater Sofa Brown Real Goat Le...\u001b[0m\n", |
|
"\u001b[91m145: Guess: $282.68 Truth: $362.75 Error: $80.07 SLE: 0.06 Item: East West Furniture Antique 5 Piece Dini...\u001b[0m\n", |
|
"\u001b[91m146: Guess: $282.68 Truth: $174.20 Error: $108.48 SLE: 0.23 Item: Mean Well SE-1000-48 AC/DC Power Supply,...\u001b[0m\n", |
|
"\u001b[93m147: Guess: $282.68 Truth: $262.99 Error: $19.69 SLE: 0.01 Item: Coaster Furniture Twin Blue Marjorie Met...\u001b[0m\n", |
|
"\u001b[91m148: Guess: $282.68 Truth: $72.59 Error: $210.09 SLE: 1.82 Item: A-Tech 8GB KIT (2 x 4GB) for HP Compaq G...\u001b[0m\n", |
|
"\u001b[91m149: Guess: $282.68 Truth: $449.99 Error: $167.31 SLE: 0.21 Item: AEM (21-8200DC) Brute Force Air Intake S...\u001b[0m\n", |
|
"\u001b[91m150: Guess: $282.68 Truth: $699.99 Error: $417.31 SLE: 0.82 Item: Gold Tone CC-100R Cripple Creek Banjo wi...\u001b[0m\n", |
|
"\u001b[91m151: Guess: $282.68 Truth: $27.99 Error: $254.69 SLE: 5.20 Item: Cestus Brutus HD, Level A7 Cut Resistant...\u001b[0m\n", |
|
"\u001b[91m152: Guess: $282.68 Truth: $72.99 Error: $209.69 SLE: 1.81 Item: Ecomerr Electric Meat Slicer for Home Us...\u001b[0m\n", |
|
"\u001b[91m153: Guess: $282.68 Truth: $206.69 Error: $75.99 SLE: 0.10 Item: LEDMyplace 22W 4ft T8 LED Tube/Bulb, 308...\u001b[0m\n", |
|
"\u001b[91m154: Guess: $282.68 Truth: $303.00 Error: $20.32 SLE: 0.00 Item: Innovative Marine Aquarium Stands APS (A...\u001b[0m\n", |
|
"\u001b[91m155: Guess: $282.68 Truth: $419.98 Error: $137.30 SLE: 0.16 Item: 33 Farmhouse Kitchen Sink - Enbol 33x21 ...\u001b[0m\n", |
|
"\u001b[91m156: Guess: $282.68 Truth: $152.50 Error: $130.18 SLE: 0.38 Item: 14 Pcs Complete Front Suspension Control...\u001b[0m\n", |
|
"\u001b[91m157: Guess: $282.68 Truth: $217.71 Error: $64.97 SLE: 0.07 Item: Sauder Shoal Creek Display Cabinet, Indi...\u001b[0m\n", |
|
"\u001b[91m158: Guess: $282.68 Truth: $34.95 Error: $247.73 SLE: 4.27 Item: SlickMod Chrome Delete Blackout Vinyl Ov...\u001b[0m\n", |
|
"\u001b[91m159: Guess: $282.68 Truth: $619.98 Error: $337.30 SLE: 0.61 Item: ZGNBSD Makeup Vanity - Vanity Desk with ...\u001b[0m\n", |
|
"\u001b[91m160: Guess: $282.68 Truth: $65.00 Error: $217.68 SLE: 2.13 Item: Brixton Women's Joanna Straw Sun Hat\u001b[0m\n", |
|
"\u001b[93m161: Guess: $282.68 Truth: $301.00 Error: $18.32 SLE: 0.00 Item: Savio Livingponds 4000 GPH Pressure Filt...\u001b[0m\n", |
|
"\u001b[91m162: Guess: $282.68 Truth: $246.90 Error: $35.78 SLE: 0.02 Item: Yealink BH72 Bluetooth Headset Wireless ...\u001b[0m\n", |
|
"\u001b[91m163: Guess: $282.68 Truth: $599.99 Error: $317.31 SLE: 0.56 Item: Mighty Mule MM372W Automatic Gate Opener...\u001b[0m\n", |
|
"\u001b[91m164: Guess: $282.68 Truth: $177.99 Error: $104.69 SLE: 0.21 Item: Wilson Electronics Single Antenna Expans...\u001b[0m\n", |
|
"\u001b[91m165: Guess: $282.68 Truth: $799.00 Error: $516.32 SLE: 1.07 Item: Electric Scooter 1000W/600W/500W, 28-34M...\u001b[0m\n", |
|
"\u001b[91m166: Guess: $282.68 Truth: $141.46 Error: $141.22 SLE: 0.47 Item: Lion Steel SR22 Framelock Black Satin LS...\u001b[0m\n", |
|
"\u001b[91m167: Guess: $282.68 Truth: $151.39 Error: $131.29 SLE: 0.39 Item: Safariland 6004 Black Sig P225, P228, P2...\u001b[0m\n", |
|
"\u001b[91m168: Guess: $282.68 Truth: $383.99 Error: $101.31 SLE: 0.09 Item: Power Stop K2260 Front and Rear Z23 Carb...\u001b[0m\n", |
|
"\u001b[91m169: Guess: $282.68 Truth: $330.99 Error: $48.31 SLE: 0.02 Item: Stetson Women's Dakota Western Boot\u001b[0m\n", |
|
"\u001b[91m170: Guess: $282.68 Truth: $16.95 Error: $265.73 SLE: 7.62 Item: South Horizon GO Away T-Shirt\u001b[0m\n", |
|
"\u001b[91m171: Guess: $282.68 Truth: $14.10 Error: $268.58 SLE: 8.60 Item: FIFA Men's Standard WWC France 2019 Wome...\u001b[0m\n", |
|
"\u001b[91m172: Guess: $282.68 Truth: $94.39 Error: $188.29 SLE: 1.19 Item: Wera BC BR 30 Universal Bit Ratchet (Zyk...\u001b[0m\n", |
|
"\u001b[91m173: Guess: $282.68 Truth: $429.99 Error: $147.31 SLE: 0.17 Item: Traxxas Rustler 4x4 VXL, Brushless RC Tr...\u001b[0m\n", |
|
"\u001b[91m174: Guess: $282.68 Truth: $705.00 Error: $422.32 SLE: 0.83 Item: Early 2016 Apple MacBook with 1,2 GHz In...\u001b[0m\n", |
|
"\u001b[91m175: Guess: $282.68 Truth: $199.00 Error: $83.68 SLE: 0.12 Item: Douchebags The Carryall 65l\u001b[0m\n", |
|
"\u001b[91m176: Guess: $282.68 Truth: $314.95 Error: $32.27 SLE: 0.01 Item: MARTHA STEWART Living and Learning Kids'...\u001b[0m\n", |
|
"\u001b[91m177: Guess: $282.68 Truth: $181.65 Error: $101.03 SLE: 0.19 Item: ClearStream 4V Indoor/Outdoor HDTV Anten...\u001b[0m\n", |
|
"\u001b[91m178: Guess: $282.68 Truth: $341.70 Error: $59.02 SLE: 0.04 Item: Callahan Front 324mm and Rear 330mm Dril...\u001b[0m\n", |
|
"\u001b[91m179: Guess: $282.68 Truth: $306.93 Error: $24.25 SLE: 0.01 Item: Innovative Mounts 50110 Traction Bar Kit...\u001b[0m\n", |
|
"\u001b[91m180: Guess: $282.68 Truth: $54.99 Error: $227.69 SLE: 2.63 Item: Nikon FM3A Case, BolinUS Handmade Genuin...\u001b[0m\n", |
|
"\u001b[91m181: Guess: $282.68 Truth: $124.90 Error: $157.78 SLE: 0.66 Item: Las Vegas \"Fabulous Las Vegas\" Padded Sw...\u001b[0m\n", |
|
"\u001b[91m182: Guess: $282.68 Truth: $165.61 Error: $117.07 SLE: 0.28 Item: D-arts Rokusho (12 cm PVC figure) Bandai...\u001b[0m\n", |
|
"\u001b[91m183: Guess: $282.68 Truth: $331.00 Error: $48.32 SLE: 0.02 Item: Crossrock Lightweight Case for 4/4 Full ...\u001b[0m\n", |
|
"\u001b[91m184: Guess: $282.68 Truth: $315.00 Error: $32.32 SLE: 0.01 Item: Genuine Mercedes-Benz Lower Cover 204-91...\u001b[0m\n", |
|
"\u001b[91m185: Guess: $282.68 Truth: $73.50 Error: $209.18 SLE: 1.79 Item: Chi Mei N133bge-l31 Replacement LAPTOP L...\u001b[0m\n", |
|
"\u001b[91m186: Guess: $282.68 Truth: $649.00 Error: $366.32 SLE: 0.69 Item: New Mustang Motorcycle Seat - 2002-2008 ...\u001b[0m\n", |
|
"\u001b[91m187: Guess: $282.68 Truth: $590.00 Error: $307.32 SLE: 0.54 Item: Bric's LIFE 22-Inch Cargo Duffle Bag - L...\u001b[0m\n", |
|
"\u001b[91m188: Guess: $282.68 Truth: $599.99 Error: $317.31 SLE: 0.56 Item: Casa AndreaMilano 3 Piece Microfiber and...\u001b[0m\n", |
|
"\u001b[91m189: Guess: $282.68 Truth: $228.22 Error: $54.46 SLE: 0.05 Item: Mountain Plumbing MT1800-NL/PVDBRN Littl...\u001b[0m\n", |
|
"\u001b[91m190: Guess: $282.68 Truth: $194.95 Error: $87.73 SLE: 0.14 Item: Durango Women's Austin 3 in 1\u001b[0m\n", |
|
"\u001b[91m191: Guess: $282.68 Truth: $329.00 Error: $46.32 SLE: 0.02 Item: QNAP TR-004U 1U 4 Bay Hard Drive Enclosu...\u001b[0m\n", |
|
"\u001b[91m192: Guess: $282.68 Truth: $22.49 Error: $260.19 SLE: 6.21 Item: Gamakatsu 25 Pack EWG Offset Worm Hook\u001b[0m\n", |
|
"\u001b[91m193: Guess: $282.68 Truth: $49.99 Error: $232.69 SLE: 2.95 Item: Benchmark Abrasives 7\" x 7/8\" Premium Hi...\u001b[0m\n", |
|
"\u001b[91m194: Guess: $282.68 Truth: $175.64 Error: $107.04 SLE: 0.22 Item: Delphi HP10017 Fuel Pump and Hanger Asse...\u001b[0m\n", |
|
"\u001b[91m195: Guess: $282.68 Truth: $114.95 Error: $167.73 SLE: 0.80 Item: YaeMarine 2 Steps Boat Out-Board Swim La...\u001b[0m\n", |
|
"\u001b[91m196: Guess: $282.68 Truth: $800.00 Error: $517.32 SLE: 1.08 Item: Karman Healthcare S-2501F16SS-TP Ergonom...\u001b[0m\n", |
|
"\u001b[91m197: Guess: $282.68 Truth: $236.27 Error: $46.41 SLE: 0.03 Item: Bme Dinkee 15 Inch Signature Bed Frame W...\u001b[0m\n", |
|
"\u001b[91m198: Guess: $282.68 Truth: $449.99 Error: $167.31 SLE: 0.21 Item: Leupold DeltaPoint Pro Reflex Sight\u001b[0m\n", |
|
"\u001b[91m199: Guess: $282.68 Truth: $839.00 Error: $556.32 SLE: 1.18 Item: Angara Natural Blue Sapphire Heart Penda...\u001b[0m\n", |
|
"\u001b[91m200: Guess: $282.68 Truth: $202.50 Error: $80.18 SLE: 0.11 Item: Outlaw Cues Pool Cue with Black Bumper W...\u001b[0m\n", |
|
"\u001b[91m201: Guess: $282.68 Truth: $532.00 Error: $249.32 SLE: 0.40 Item: Rev9 R9-HS2-089 Hyper-Street II Coilover...\u001b[0m\n", |
|
"\u001b[91m202: Guess: $282.68 Truth: $257.98 Error: $24.70 SLE: 0.01 Item: Teraflex Dana 44 HD Differential Cover C...\u001b[0m\n", |
|
"\u001b[91m203: Guess: $282.68 Truth: $451.69 Error: $169.01 SLE: 0.22 Item: Beverage Air 502-431D-03 Control - Dixel\u001b[0m\n", |
|
"\u001b[91m204: Guess: $282.68 Truth: $407.79 Error: $125.11 SLE: 0.13 Item: Dayton 1XJX7 Blower, Degrees_Fahrenheit,...\u001b[0m\n", |
|
"\u001b[91m205: Guess: $282.68 Truth: $418.34 Error: $135.66 SLE: 0.15 Item: Turning Point 31501730 Express Stainless...\u001b[0m\n", |
|
"\u001b[91m206: Guess: $282.68 Truth: $334.95 Error: $52.27 SLE: 0.03 Item: Zildjian K Custom Hybrid Crash Cymbal - ...\u001b[0m\n", |
|
"\u001b[91m207: Guess: $282.68 Truth: $119.99 Error: $162.69 SLE: 0.73 Item: Canon PowerShot SX150 IS 14.1 MP Digital...\u001b[0m\n", |
|
"\u001b[91m208: Guess: $282.68 Truth: $444.00 Error: $161.32 SLE: 0.20 Item: 26” Ukulele Black w/Freeboost Electronic...\u001b[0m\n", |
|
"\u001b[91m209: Guess: $282.68 Truth: $260.99 Error: $21.69 SLE: 0.01 Item: Nuheat F1506 Under Floor Heating Mat 120...\u001b[0m\n", |
|
"\u001b[91m210: Guess: $282.68 Truth: $235.99 Error: $46.69 SLE: 0.03 Item: Tangkula Wicker Rocking Chair, Outdoor G...\u001b[0m\n", |
|
"\u001b[91m211: Guess: $282.68 Truth: $539.99 Error: $257.31 SLE: 0.42 Item: DreamLine Visions 56-60 in. W x 58 in. H...\u001b[0m\n", |
|
"\u001b[91m212: Guess: $282.68 Truth: $86.02 Error: $196.66 SLE: 1.40 Item: Lenox RX+ Vari-Raker Band Saw Blade, Bim...\u001b[0m\n", |
|
"\u001b[91m213: Guess: $282.68 Truth: $399.90 Error: $117.22 SLE: 0.12 Item: Compatible with 2002 2003 2004 2005 2006...\u001b[0m\n", |
|
"\u001b[91m214: Guess: $282.68 Truth: $320.00 Error: $37.32 SLE: 0.02 Item: Volcom ELM Stretch Gore Bib Overall\u001b[0m\n", |
|
"\u001b[91m215: Guess: $282.68 Truth: $162.95 Error: $119.73 SLE: 0.30 Item: 5KCP39FGY563S - GE Replacement Condenser...\u001b[0m\n", |
|
"\u001b[91m216: Guess: $282.68 Truth: $4.99 Error: $277.69 SLE: 14.88 Item: BYB Jewelry Pair of 2 Dangling Skull Fak...\u001b[0m\n", |
|
"\u001b[91m217: Guess: $282.68 Truth: $200.54 Error: $82.14 SLE: 0.12 Item: Dell Optiplex 990 Desktop Computer - Int...\u001b[0m\n", |
|
"\u001b[91m218: Guess: $282.68 Truth: $183.41 Error: $99.27 SLE: 0.19 Item: AEM 21-832C Cold Air Intake System\u001b[0m\n", |
|
"\u001b[91m219: Guess: $282.68 Truth: $655.62 Error: $372.94 SLE: 0.70 Item: Erica Synths Drum Sequencer Eurorack Mod...\u001b[0m\n", |
|
"\u001b[91m220: Guess: $282.68 Truth: $596.74 Error: $314.06 SLE: 0.56 Item: Winholt WHSS-1 Table Model Film Wrappers...\u001b[0m\n", |
|
"\u001b[91m221: Guess: $282.68 Truth: $177.64 Error: $105.04 SLE: 0.21 Item: Dooney & Bourke Ostrich Continental Clut...\u001b[0m\n", |
|
"\u001b[91m222: Guess: $282.68 Truth: $343.99 Error: $61.31 SLE: 0.04 Item: Power Stop CRK6958 Coated Brake Rotor an...\u001b[0m\n", |
|
"\u001b[91m223: Guess: $282.68 Truth: $541.09 Error: $258.41 SLE: 0.42 Item: KOHLER K-8459-0 Rely Single-Threshold Sh...\u001b[0m\n", |
|
"\u001b[91m224: Guess: $282.68 Truth: $499.99 Error: $217.31 SLE: 0.32 Item: MANTELSDIRECT Titus Metal Stainless Stee...\u001b[0m\n", |
|
"\u001b[91m225: Guess: $282.68 Truth: $235.00 Error: $47.68 SLE: 0.03 Item: Body-Solid Powerline PPA13X PEC Attachme...\u001b[0m\n", |
|
"\u001b[91m226: Guess: $282.68 Truth: $244.99 Error: $37.69 SLE: 0.02 Item: Lifetime 480074 Contemporary Folding Cha...\u001b[0m\n", |
|
"\u001b[91m227: Guess: $282.68 Truth: $173.25 Error: $109.43 SLE: 0.24 Item: Fowler 54-860-211 Electronic IP54 Ball-A...\u001b[0m\n", |
|
"\u001b[91m228: Guess: $282.68 Truth: $314.00 Error: $31.32 SLE: 0.01 Item: Spyder Auto 5079985 LED Tail Lights Blac...\u001b[0m\n", |
|
"\u001b[91m229: Guess: $282.68 Truth: $468.48 Error: $185.80 SLE: 0.25 Item: Wiseco WK1313 84.50 mm 2-Stroke Watercra...\u001b[0m\n", |
|
"\u001b[91m230: Guess: $282.68 Truth: $928.47 Error: $645.79 SLE: 1.41 Item: Moen 900-002 Flo by Moen 1-1/4-Inch Smar...\u001b[0m\n", |
|
"\u001b[91m231: Guess: $282.68 Truth: $427.49 Error: $144.81 SLE: 0.17 Item: Christopher Knight Home Panama Outdoor A...\u001b[0m\n", |
|
"\u001b[91m232: Guess: $282.68 Truth: $33.99 Error: $248.69 SLE: 4.38 Item: Cranium Brain Breaks Game\u001b[0m\n", |
|
"\u001b[91m233: Guess: $282.68 Truth: $365.00 Error: $82.32 SLE: 0.06 Item: Top Case - Aluminum Top Case - BMW/KTM/Y...\u001b[0m\n", |
|
"\u001b[91m234: Guess: $282.68 Truth: $88.00 Error: $194.68 SLE: 1.34 Item: 58x84\" Rectangular Versailles Blue Cotto...\u001b[0m\n", |
|
"\u001b[91m235: Guess: $282.68 Truth: $440.00 Error: $157.32 SLE: 0.19 Item: Dell i3552-3240BLK 15.6\" HD Laptop (Inte...\u001b[0m\n", |
|
"\u001b[91m236: Guess: $282.68 Truth: $468.00 Error: $185.32 SLE: 0.25 Item: Meyda Tiffany 21211 Moravian Star Pendan...\u001b[0m\n", |
|
"\u001b[91m237: Guess: $282.68 Truth: $21.99 Error: $260.69 SLE: 6.31 Item: Cycling Jersey Men Bike Tops Bicycle Jer...\u001b[0m\n", |
|
"\u001b[91m238: Guess: $282.68 Truth: $719.00 Error: $436.32 SLE: 0.87 Item: Godox VL300 300w New LED Lights,5600K Da...\u001b[0m\n", |
|
"\u001b[91m239: Guess: $282.68 Truth: $230.02 Error: $52.66 SLE: 0.04 Item: La Sportiva Ultra Raptor Mountain Runnin...\u001b[0m\n", |
|
"\u001b[91m240: Guess: $282.68 Truth: $35.85 Error: $246.83 SLE: 4.17 Item: UpBright 2-Prong 29V AC/DC Adapter Compa...\u001b[0m\n", |
|
"\u001b[91m241: Guess: $282.68 Truth: $254.25 Error: $28.43 SLE: 0.01 Item: Ross-Simons Sterling Silver and 14kt Yel...\u001b[0m\n", |
|
"\u001b[91m242: Guess: $282.68 Truth: $96.03 Error: $186.65 SLE: 1.15 Item: RAREELECTRICAL NEW RIGHT TAIL LIGHT COMP...\u001b[0m\n", |
|
"\u001b[91m243: Guess: $282.68 Truth: $789.99 Error: $507.31 SLE: 1.05 Item: Stetsom EX 10500 EQ 2 Ohm Mono Car Audio...\u001b[0m\n", |
|
"\u001b[91m244: Guess: $282.68 Truth: $234.00 Error: $48.68 SLE: 0.04 Item: Microsoft Surface Pro 4 128 GB, 4 GB RAM...\u001b[0m\n", |
|
"\u001b[91m245: Guess: $282.68 Truth: $183.60 Error: $99.08 SLE: 0.18 Item: POOL CHLORINE GRAN 25#\u001b[0m\n", |
|
"\u001b[91m246: Guess: $282.68 Truth: $198.49 Error: $84.19 SLE: 0.12 Item: Disposable Plastic Party Package, Elegan...\u001b[0m\n", |
|
"\u001b[91m247: Guess: $282.68 Truth: $49.95 Error: $232.73 SLE: 2.95 Item: ViewMaster 3 Reel Set HORSES - 21 3D Pic...\u001b[0m\n", |
|
"\u001b[91m248: Guess: $282.68 Truth: $40.76 Error: $241.92 SLE: 3.67 Item: Aquacel Foam Dressing by Convatec ( Dres...\u001b[0m\n", |
|
"\u001b[91m249: Guess: $282.68 Truth: $312.03 Error: $29.35 SLE: 0.01 Item: FONTOI Futon Sofa Bed Memory Foam Couch ...\u001b[0m\n", |
|
"\u001b[91m250: Guess: $282.68 Truth: $584.87 Error: $302.19 SLE: 0.53 Item: Blue Ox BX1124 Base Plate for Jeep Wrang...\u001b[0m\n" |
|
] |
|
}, |
|
{ |
|
"data": { |
|
"image/png": 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", |
|
"text/plain": [ |
|
"<Figure size 1200x800 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"runner = 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": 34, |
|
"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": 35, |
|
"id": "56682e9c-46c9-48f2-baea-e943804290f6", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"text/plain": [ |
|
"[(':', 6100091),\n", |
|
" ('x', 911812),\n", |
|
" ('item', 722963),\n", |
|
" ('manufacturer', 572602),\n", |
|
" ('number', 564180),\n", |
|
" ('dimensions', 400697),\n", |
|
" ('type', 378885),\n", |
|
" ('inches', 361615),\n", |
|
" ('model', 353956),\n", |
|
" ('brand', 340658),\n", |
|
" ('weight', 339388),\n", |
|
" ('date', 338450),\n", |
|
" ('available', 334864),\n", |
|
" ('first', 333825),\n", |
|
" ('product', 319815),\n", |
|
" ('pounds', 306306),\n", |
|
" ('no', 270824),\n", |
|
" ('best', 270314),\n", |
|
" ('&', 268920),\n", |
|
" ('sellers', 268708),\n", |
|
" ('rank', 268288),\n", |
|
" ('material', 263723),\n", |
|
" ('1', 253801),\n", |
|
" ('color', 219483),\n", |
|
" ('part', 184983),\n", |
|
" ('size', 151616),\n", |
|
" ('batteries', 151329),\n", |
|
" ('package', 147824),\n", |
|
" ('discontinued', 147499),\n", |
|
" ('style', 132435)]" |
|
] |
|
}, |
|
"execution_count": 35, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"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": 124, |
|
"id": "262fc576-7606-426c-8aea-5799b3952d2c", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"text/html": [ |
|
"<style>#sk-container-id-1 {\n", |
|
" /* Definition of color scheme common for light and dark mode */\n", |
|
" --sklearn-color-text: black;\n", |
|
" --sklearn-color-line: gray;\n", |
|
" /* Definition of color scheme for unfitted estimators */\n", |
|
" --sklearn-color-unfitted-level-0: #fff5e6;\n", |
|
" --sklearn-color-unfitted-level-1: #f6e4d2;\n", |
|
" --sklearn-color-unfitted-level-2: #ffe0b3;\n", |
|
" --sklearn-color-unfitted-level-3: chocolate;\n", |
|
" /* Definition of color scheme for fitted estimators */\n", |
|
" --sklearn-color-fitted-level-0: #f0f8ff;\n", |
|
" --sklearn-color-fitted-level-1: #d4ebff;\n", |
|
" --sklearn-color-fitted-level-2: #b3dbfd;\n", |
|
" --sklearn-color-fitted-level-3: cornflowerblue;\n", |
|
"\n", |
|
" /* Specific color for light theme */\n", |
|
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", |
|
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n", |
|
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", |
|
" --sklearn-color-icon: #696969;\n", |
|
"\n", |
|
" @media (prefers-color-scheme: dark) {\n", |
|
" /* Redefinition of color scheme for dark theme */\n", |
|
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", |
|
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n", |
|
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", |
|
" --sklearn-color-icon: #878787;\n", |
|
" }\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 {\n", |
|
" color: var(--sklearn-color-text);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 pre {\n", |
|
" padding: 0;\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 input.sk-hidden--visually {\n", |
|
" border: 0;\n", |
|
" clip: rect(1px 1px 1px 1px);\n", |
|
" clip: rect(1px, 1px, 1px, 1px);\n", |
|
" height: 1px;\n", |
|
" margin: -1px;\n", |
|
" overflow: hidden;\n", |
|
" padding: 0;\n", |
|
" position: absolute;\n", |
|
" width: 1px;\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-dashed-wrapped {\n", |
|
" border: 1px dashed var(--sklearn-color-line);\n", |
|
" margin: 0 0.4em 0.5em 0.4em;\n", |
|
" box-sizing: border-box;\n", |
|
" padding-bottom: 0.4em;\n", |
|
" background-color: var(--sklearn-color-background);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-container {\n", |
|
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n", |
|
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n", |
|
" so we also need the `!important` here to be able to override the\n", |
|
" default hidden behavior on the sphinx rendered scikit-learn.org.\n", |
|
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n", |
|
" display: inline-block !important;\n", |
|
" position: relative;\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-text-repr-fallback {\n", |
|
" display: none;\n", |
|
"}\n", |
|
"\n", |
|
"div.sk-parallel-item,\n", |
|
"div.sk-serial,\n", |
|
"div.sk-item {\n", |
|
" /* draw centered vertical line to link estimators */\n", |
|
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n", |
|
" background-size: 2px 100%;\n", |
|
" background-repeat: no-repeat;\n", |
|
" background-position: center center;\n", |
|
"}\n", |
|
"\n", |
|
"/* Parallel-specific style estimator block */\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-parallel-item::after {\n", |
|
" content: \"\";\n", |
|
" width: 100%;\n", |
|
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n", |
|
" flex-grow: 1;\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-parallel {\n", |
|
" display: flex;\n", |
|
" align-items: stretch;\n", |
|
" justify-content: center;\n", |
|
" background-color: var(--sklearn-color-background);\n", |
|
" position: relative;\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-parallel-item {\n", |
|
" display: flex;\n", |
|
" flex-direction: column;\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-parallel-item:first-child::after {\n", |
|
" align-self: flex-end;\n", |
|
" width: 50%;\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-parallel-item:last-child::after {\n", |
|
" align-self: flex-start;\n", |
|
" width: 50%;\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-parallel-item:only-child::after {\n", |
|
" width: 0;\n", |
|
"}\n", |
|
"\n", |
|
"/* Serial-specific style estimator block */\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-serial {\n", |
|
" display: flex;\n", |
|
" flex-direction: column;\n", |
|
" align-items: center;\n", |
|
" background-color: var(--sklearn-color-background);\n", |
|
" padding-right: 1em;\n", |
|
" padding-left: 1em;\n", |
|
"}\n", |
|
"\n", |
|
"\n", |
|
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n", |
|
"clickable and can be expanded/collapsed.\n", |
|
"- Pipeline and ColumnTransformer use this feature and define the default style\n", |
|
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n", |
|
"*/\n", |
|
"\n", |
|
"/* Pipeline and ColumnTransformer style (default) */\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-toggleable {\n", |
|
" /* Default theme specific background. It is overwritten whether we have a\n", |
|
" specific estimator or a Pipeline/ColumnTransformer */\n", |
|
" background-color: var(--sklearn-color-background);\n", |
|
"}\n", |
|
"\n", |
|
"/* Toggleable label */\n", |
|
"#sk-container-id-1 label.sk-toggleable__label {\n", |
|
" cursor: pointer;\n", |
|
" display: block;\n", |
|
" width: 100%;\n", |
|
" margin-bottom: 0;\n", |
|
" padding: 0.5em;\n", |
|
" box-sizing: border-box;\n", |
|
" text-align: center;\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n", |
|
" /* Arrow on the left of the label */\n", |
|
" content: \"▸\";\n", |
|
" float: left;\n", |
|
" margin-right: 0.25em;\n", |
|
" color: var(--sklearn-color-icon);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n", |
|
" color: var(--sklearn-color-text);\n", |
|
"}\n", |
|
"\n", |
|
"/* Toggleable content - dropdown */\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-toggleable__content {\n", |
|
" max-height: 0;\n", |
|
" max-width: 0;\n", |
|
" overflow: hidden;\n", |
|
" text-align: left;\n", |
|
" /* unfitted */\n", |
|
" background-color: var(--sklearn-color-unfitted-level-0);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-toggleable__content.fitted {\n", |
|
" /* fitted */\n", |
|
" background-color: var(--sklearn-color-fitted-level-0);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-toggleable__content pre {\n", |
|
" margin: 0.2em;\n", |
|
" border-radius: 0.25em;\n", |
|
" color: var(--sklearn-color-text);\n", |
|
" /* unfitted */\n", |
|
" background-color: var(--sklearn-color-unfitted-level-0);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n", |
|
" /* unfitted */\n", |
|
" background-color: var(--sklearn-color-fitted-level-0);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n", |
|
" /* Expand drop-down */\n", |
|
" max-height: 200px;\n", |
|
" max-width: 100%;\n", |
|
" overflow: auto;\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", |
|
" content: \"▾\";\n", |
|
"}\n", |
|
"\n", |
|
"/* Pipeline/ColumnTransformer-specific style */\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", |
|
" color: var(--sklearn-color-text);\n", |
|
" background-color: var(--sklearn-color-unfitted-level-2);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", |
|
" background-color: var(--sklearn-color-fitted-level-2);\n", |
|
"}\n", |
|
"\n", |
|
"/* Estimator-specific style */\n", |
|
"\n", |
|
"/* Colorize estimator box */\n", |
|
"#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", |
|
" /* unfitted */\n", |
|
" background-color: var(--sklearn-color-unfitted-level-2);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", |
|
" /* fitted */\n", |
|
" background-color: var(--sklearn-color-fitted-level-2);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n", |
|
"#sk-container-id-1 div.sk-label label {\n", |
|
" /* The background is the default theme color */\n", |
|
" color: var(--sklearn-color-text-on-default-background);\n", |
|
"}\n", |
|
"\n", |
|
"/* On hover, darken the color of the background */\n", |
|
"#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n", |
|
" color: var(--sklearn-color-text);\n", |
|
" background-color: var(--sklearn-color-unfitted-level-2);\n", |
|
"}\n", |
|
"\n", |
|
"/* Label box, darken color on hover, fitted */\n", |
|
"#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n", |
|
" color: var(--sklearn-color-text);\n", |
|
" background-color: var(--sklearn-color-fitted-level-2);\n", |
|
"}\n", |
|
"\n", |
|
"/* Estimator label */\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-label label {\n", |
|
" font-family: monospace;\n", |
|
" font-weight: bold;\n", |
|
" display: inline-block;\n", |
|
" line-height: 1.2em;\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-label-container {\n", |
|
" text-align: center;\n", |
|
"}\n", |
|
"\n", |
|
"/* Estimator-specific */\n", |
|
"#sk-container-id-1 div.sk-estimator {\n", |
|
" font-family: monospace;\n", |
|
" border: 1px dotted var(--sklearn-color-border-box);\n", |
|
" border-radius: 0.25em;\n", |
|
" box-sizing: border-box;\n", |
|
" margin-bottom: 0.5em;\n", |
|
" /* unfitted */\n", |
|
" background-color: var(--sklearn-color-unfitted-level-0);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-estimator.fitted {\n", |
|
" /* fitted */\n", |
|
" background-color: var(--sklearn-color-fitted-level-0);\n", |
|
"}\n", |
|
"\n", |
|
"/* on hover */\n", |
|
"#sk-container-id-1 div.sk-estimator:hover {\n", |
|
" /* unfitted */\n", |
|
" background-color: var(--sklearn-color-unfitted-level-2);\n", |
|
"}\n", |
|
"\n", |
|
"#sk-container-id-1 div.sk-estimator.fitted:hover {\n", |
|
" /* fitted */\n", |
|
" background-color: var(--sklearn-color-fitted-level-2);\n", |
|
"}\n", |
|
"\n", |
|
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n", |
|
"\n", |
|
"/* Common style for \"i\" and \"?\" */\n", |
|
"\n", |
|
".sk-estimator-doc-link,\n", |
|
"a:link.sk-estimator-doc-link,\n", |
|
"a:visited.sk-estimator-doc-link {\n", |
|
" float: right;\n", |
|
" font-size: smaller;\n", |
|
" line-height: 1em;\n", |
|
" font-family: monospace;\n", |
|
" background-color: var(--sklearn-color-background);\n", |
|
" border-radius: 1em;\n", |
|
" height: 1em;\n", |
|
" width: 1em;\n", |
|
" text-decoration: none !important;\n", |
|
" margin-left: 1ex;\n", |
|
" /* unfitted */\n", |
|
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", |
|
" color: var(--sklearn-color-unfitted-level-1);\n", |
|
"}\n", |
|
"\n", |
|
".sk-estimator-doc-link.fitted,\n", |
|
"a:link.sk-estimator-doc-link.fitted,\n", |
|
"a:visited.sk-estimator-doc-link.fitted {\n", |
|
" /* fitted */\n", |
|
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", |
|
" color: var(--sklearn-color-fitted-level-1);\n", |
|
"}\n", |
|
"\n", |
|
"/* On hover */\n", |
|
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n", |
|
".sk-estimator-doc-link:hover,\n", |
|
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n", |
|
".sk-estimator-doc-link:hover {\n", |
|
" /* unfitted */\n", |
|
" background-color: var(--sklearn-color-unfitted-level-3);\n", |
|
" color: var(--sklearn-color-background);\n", |
|
" text-decoration: none;\n", |
|
"}\n", |
|
"\n", |
|
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n", |
|
".sk-estimator-doc-link.fitted:hover,\n", |
|
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n", |
|
".sk-estimator-doc-link.fitted:hover {\n", |
|
" /* fitted */\n", |
|
" background-color: var(--sklearn-color-fitted-level-3);\n", |
|
" color: var(--sklearn-color-background);\n", |
|
" text-decoration: none;\n", |
|
"}\n", |
|
"\n", |
|
"/* Span, style for the box shown on hovering the info icon */\n", |
|
".sk-estimator-doc-link span {\n", |
|
" display: none;\n", |
|
" z-index: 9999;\n", |
|
" position: relative;\n", |
|
" font-weight: normal;\n", |
|
" right: .2ex;\n", |
|
" padding: .5ex;\n", |
|
" margin: .5ex;\n", |
|
" width: min-content;\n", |
|
" min-width: 20ex;\n", |
|
" max-width: 50ex;\n", |
|
" color: var(--sklearn-color-text);\n", |
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" box-shadow: 2pt 2pt 4pt #999;\n", |
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" /* unfitted */\n", |
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" background: var(--sklearn-color-unfitted-level-0);\n", |
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" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n", |
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"}\n", |
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"\n", |
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".sk-estimator-doc-link.fitted span {\n", |
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" /* fitted */\n", |
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" background: var(--sklearn-color-fitted-level-0);\n", |
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" border: var(--sklearn-color-fitted-level-3);\n", |
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"}\n", |
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"\n", |
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".sk-estimator-doc-link:hover span {\n", |
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" display: block;\n", |
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"}\n", |
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"\n", |
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"/* \"?\"-specific style due to the `<a>` HTML tag */\n", |
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"\n", |
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"#sk-container-id-1 a.estimator_doc_link {\n", |
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" float: right;\n", |
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" font-size: 1rem;\n", |
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" line-height: 1em;\n", |
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" font-family: monospace;\n", |
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" background-color: var(--sklearn-color-background);\n", |
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" border-radius: 1rem;\n", |
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" height: 1rem;\n", |
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" width: 1rem;\n", |
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" text-decoration: none;\n", |
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" /* unfitted */\n", |
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" color: var(--sklearn-color-unfitted-level-1);\n", |
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" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", |
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"}\n", |
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"\n", |
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"#sk-container-id-1 a.estimator_doc_link.fitted {\n", |
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" /* fitted */\n", |
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" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", |
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" color: var(--sklearn-color-fitted-level-1);\n", |
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"}\n", |
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"\n", |
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"/* On hover */\n", |
|
"#sk-container-id-1 a.estimator_doc_link:hover {\n", |
|
" /* unfitted */\n", |
|
" background-color: var(--sklearn-color-unfitted-level-3);\n", |
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" color: var(--sklearn-color-background);\n", |
|
" text-decoration: none;\n", |
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"}\n", |
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"\n", |
|
"#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n", |
|
" /* fitted */\n", |
|
" background-color: var(--sklearn-color-fitted-level-3);\n", |
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"}\n", |
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"</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> LinearRegression<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.linear_model.LinearRegression.html\">?<span>Documentation for LinearRegression</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>LinearRegression()</pre></div> </div></div></div></div>" |
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], |
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"text/plain": [ |
|
"LinearRegression()" |
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] |
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}, |
|
"execution_count": 124, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"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": 125, |
|
"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": 126, |
|
"id": "80e77aae-0071-42e9-8e24-d3aec5256015", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
|
"\u001b[91m1: Guess: $884.04 Truth: $731.40 Error: $152.64 SLE: 0.04 Item: Bobkona Sectional Sofa Set Coffee\u001b[0m\n", |
|
"\u001b[91m2: Guess: $77.64 Truth: $269.99 Error: $192.35 SLE: 1.53 Item: MAT EXPERT Kitchen Pantry Cupboard Cabin...\u001b[0m\n", |
|
"\u001b[93m3: Guess: $828.49 Truth: $841.80 Error: $13.31 SLE: 0.00 Item: 2022 Flagship HP Pavilion 15.6\" FHD 1080...\u001b[0m\n", |
|
"\u001b[91m4: Guess: $202.25 Truth: $300.73 Error: $98.48 SLE: 0.16 Item: Five Ten Adidas Hiangle Pro Competition ...\u001b[0m\n", |
|
"\u001b[91m5: Guess: $0.00 Truth: $80.95 Error: $80.95 SLE: 19.41 Item: WOG: New York 1776, the New York Campaig...\u001b[0m\n", |
|
"\u001b[91m6: Guess: $542.37 Truth: $734.43 Error: $192.06 SLE: 0.09 Item: P3 POMPEII3 1 1/10ct Diamond Engagement ...\u001b[0m\n", |
|
"\u001b[91m7: Guess: $1.88 Truth: $77.99 Error: $76.11 SLE: 10.96 Item: NOVICA Purple Hand Painted Alebrije Wood...\u001b[0m\n", |
|
"\u001b[91m8: Guess: $196.81 Truth: $399.00 Error: $202.19 SLE: 0.50 Item: ddrum DD Beta XP Electronic Drum Kit\u001b[0m\n", |
|
"\u001b[91m9: Guess: $448.03 Truth: $592.24 Error: $144.21 SLE: 0.08 Item: Lund Hard Tri-Fold Hard Folding Truck Be...\u001b[0m\n", |
|
"\u001b[91m10: Guess: $0.00 Truth: $279.99 Error: $279.99 SLE: 31.79 Item: NUWATT 4 Pack, 2x4 FT LED Ceiling Panel,...\u001b[0m\n", |
|
"\u001b[91m11: Guess: $1,491.77 Truth: $219.99 Error: $1,271.78 SLE: 3.65 Item: 1.5'' Big Dude 10'' Height Handlebars fo...\u001b[0m\n", |
|
"\u001b[92m12: Guess: $826.33 Truth: $835.99 Error: $9.66 SLE: 0.00 Item: Seismic Audio Speakers Magnitude 3600 2 ...\u001b[0m\n", |
|
"\u001b[91m13: Guess: $364.56 Truth: $196.99 Error: $167.57 SLE: 0.38 Item: Firepro V5800 1GB Pcie Giftbox\u001b[0m\n", |
|
"\u001b[91m14: Guess: $94.07 Truth: $265.33 Error: $171.26 SLE: 1.06 Item: doTERRA - Deep Blue Rub - 32 oz\u001b[0m\n", |
|
"\u001b[92m15: Guess: $350.69 Truth: $356.50 Error: $5.81 SLE: 0.00 Item: JACKPUCK press 2 ton - Small Round Mould\u001b[0m\n", |
|
"\u001b[91m16: Guess: $308.20 Truth: $180.60 Error: $127.60 SLE: 0.28 Item: OASE Indoor Aquatics OptiMax 1420\u001b[0m\n", |
|
"\u001b[91m17: Guess: $300.68 Truth: $363.56 Error: $62.88 SLE: 0.04 Item: AKRacing Core Ex-Wide SE Sedia da Gioco,...\u001b[0m\n", |
|
"\u001b[91m18: Guess: $314.28 Truth: $284.99 Error: $29.29 SLE: 0.01 Item: Devoko Patio Furniture Set 5 Pieces Pati...\u001b[0m\n", |
|
"\u001b[91m19: Guess: $0.00 Truth: $244.12 Error: $244.12 SLE: 30.27 Item: WarmlyYours TRT120-KIT-OT-1.5x06 TempZon...\u001b[0m\n", |
|
"\u001b[91m20: Guess: $705.50 Truth: $946.25 Error: $240.75 SLE: 0.09 Item: JDBands 14K Yellow Solid Gold Hand Braid...\u001b[0m\n", |
|
"\u001b[91m21: Guess: $284.17 Truth: $39.99 Error: $244.18 SLE: 3.76 Item: SmallRig Field Monitor Mount with NATO C...\u001b[0m\n", |
|
"\u001b[91m22: Guess: $59.50 Truth: $204.14 Error: $144.64 SLE: 1.49 Item: DWK \"American Bison\" Wall Mounted Faux B...\u001b[0m\n", |
|
"\u001b[91m23: Guess: $543.90 Truth: $339.00 Error: $204.90 SLE: 0.22 Item: Echomaster FCTP-DR1304 Blind Spot Camera...\u001b[0m\n", |
|
"\u001b[91m24: Guess: $0.00 Truth: $72.49 Error: $72.49 SLE: 18.47 Item: Stanley Proto J48005LS2 Long Drive Pin P...\u001b[0m\n", |
|
"\u001b[91m25: Guess: $544.84 Truth: $1.69 Error: $543.15 SLE: 28.23 Item: Chrome Nail Powder Metallic Mirror Effec...\u001b[0m\n", |
|
"\u001b[91m26: Guess: $251.07 Truth: $289.95 Error: $38.88 SLE: 0.02 Item: Kohler 24-025-57-S Lawn & Garden Equipme...\u001b[0m\n", |
|
"\u001b[91m27: Guess: $855.81 Truth: $649.00 Error: $206.81 SLE: 0.08 Item: Lenovo 2021 Ideapad 3 Premium Laptop I 1...\u001b[0m\n", |
|
"\u001b[91m28: Guess: $657.13 Truth: $107.35 Error: $549.78 SLE: 3.25 Item: CRUX DKGM-49 Replacement Radio and Dash ...\u001b[0m\n", |
|
"\u001b[91m29: Guess: $36.27 Truth: $126.30 Error: $90.03 SLE: 1.51 Item: G-Technology G-DRIVE mobile USB Portable...\u001b[0m\n", |
|
"\u001b[91m30: Guess: $653.43 Truth: $165.50 Error: $487.93 SLE: 1.87 Item: FPV Drone with HD Camera for Adults, 5In...\u001b[0m\n", |
|
"\u001b[91m31: Guess: $528.95 Truth: $178.43 Error: $350.52 SLE: 1.17 Item: Rough Country High Steer Correction for ...\u001b[0m\n", |
|
"\u001b[91m32: Guess: $0.00 Truth: $28.99 Error: $28.99 SLE: 11.57 Item: LaDoVita 3 Pack Ceramic Plant Pots 6/5/4...\u001b[0m\n", |
|
"\u001b[91m33: Guess: $0.00 Truth: $245.95 Error: $245.95 SLE: 30.35 Item: InFocus SP-Lamp-015 Replacement Lamp for...\u001b[0m\n", |
|
"\u001b[91m34: Guess: $563.45 Truth: $380.25 Error: $183.20 SLE: 0.15 Item: Pokemon - Dark Tyranitar (11) - Neo Dest...\u001b[0m\n", |
|
"\u001b[91m35: Guess: $0.00 Truth: $82.99 Error: $82.99 SLE: 19.63 Item: Knives Of Alaska SureGrip Jaeger Boning ...\u001b[0m\n", |
|
"\u001b[91m36: Guess: $0.00 Truth: $83.76 Error: $83.76 SLE: 19.71 Item: Eminence Arctic Berry Peptide Radiance C...\u001b[0m\n", |
|
"\u001b[93m37: Guess: $0.00 Truth: $16.97 Error: $16.97 SLE: 8.34 Item: Madewell Women's Short Sleeve Harley Tee\u001b[0m\n", |
|
"\u001b[91m38: Guess: $256.49 Truth: $288.31 Error: $31.82 SLE: 0.01 Item: Wireless Earbuds, Bluetooth Earbuds with...\u001b[0m\n", |
|
"\u001b[91m39: Guess: $0.00 Truth: $171.79 Error: $171.79 SLE: 26.54 Item: Esco Equipment (ESC10436) 10 Ton Fork Li...\u001b[0m\n", |
|
"\u001b[91m40: Guess: $0.00 Truth: $176.99 Error: $176.99 SLE: 26.85 Item: for Dodge Charger 2006-2022 Car Seat Cov...\u001b[0m\n", |
|
"\u001b[91m41: Guess: $533.68 Truth: $218.75 Error: $314.93 SLE: 0.79 Item: Gin and Grace 10K Yellow Gold Natural Au...\u001b[0m\n", |
|
"\u001b[91m42: Guess: $360.56 Truth: $177.95 Error: $182.61 SLE: 0.49 Item: SAMSUNG Galaxy A23 5G A Series Cell Phon...\u001b[0m\n", |
|
"\u001b[91m43: Guess: $0.00 Truth: $216.63 Error: $216.63 SLE: 28.97 Item: Innovate Motorsports 3918 MTX Series MTX...\u001b[0m\n", |
|
"\u001b[91m44: Guess: $0.00 Truth: $68.99 Error: $68.99 SLE: 18.05 Item: Earthbath Eucalyptus and Peppermint Conc...\u001b[0m\n", |
|
"\u001b[91m45: Guess: $0.00 Truth: $89.91 Error: $89.91 SLE: 20.34 Item: Classic 1X1 Squares Gray Light Blue Glos...\u001b[0m\n", |
|
"\u001b[91m46: Guess: $0.00 Truth: $316.40 Error: $316.40 SLE: 33.18 Item: [Switchback LED] VIPMOTOZ Black Bezel OL...\u001b[0m\n", |
|
"\u001b[91m47: Guess: $0.00 Truth: $23.99 Error: $23.99 SLE: 10.36 Item: 300 Pcs Kraft Bags with Window Kraft Sta...\u001b[0m\n", |
|
"\u001b[91m48: Guess: $549.42 Truth: $169.00 Error: $380.42 SLE: 1.38 Item: Osram Sylvania QTP4X32T8/UNV ISN-SC 4994...\u001b[0m\n", |
|
"\u001b[91m49: Guess: $559.38 Truth: $361.99 Error: $197.39 SLE: 0.19 Item: CHARMMA Adjustable Swivel Chairs Recline...\u001b[0m\n", |
|
"\u001b[91m50: Guess: $165.60 Truth: $216.00 Error: $50.40 SLE: 0.07 Item: CanDo Firm Non-Slip, Dual-Textured, Weig...\u001b[0m\n", |
|
"\u001b[91m51: Guess: $209.25 Truth: $70.99 Error: $138.26 SLE: 1.15 Item: Guard Plastic Plates Box for Shoe & Boot...\u001b[0m\n", |
|
"\u001b[91m52: Guess: $0.00 Truth: $64.99 Error: $64.99 SLE: 17.55 Item: Bonnlo 3 Piece Dining Set, Small Kitchen...\u001b[0m\n", |
|
"\u001b[91m53: Guess: $295.14 Truth: $239.00 Error: $56.14 SLE: 0.04 Item: Myers Pickups The Feather-2 Concertina M...\u001b[0m\n", |
|
"\u001b[91m54: Guess: $1,359.42 Truth: $849.99 Error: $509.43 SLE: 0.22 Item: 66 inch DENALI Pro UTV Snow Plow Kit in ...\u001b[0m\n", |
|
"\u001b[91m55: Guess: $0.00 Truth: $69.54 Error: $69.54 SLE: 18.12 Item: Art3d Peel and Stick Mother of Pearl She...\u001b[0m\n", |
|
"\u001b[91m56: Guess: $0.00 Truth: $215.89 Error: $215.89 SLE: 28.94 Item: PAKASEPT Vanity Set with Sliding Lighted...\u001b[0m\n", |
|
"\u001b[91m57: Guess: $0.00 Truth: $349.00 Error: $349.00 SLE: 34.32 Item: Adjustable Queen Size Deluxe Murphy Bed ...\u001b[0m\n", |
|
"\u001b[91m58: Guess: $293.57 Truth: $92.26 Error: $201.31 SLE: 1.32 Item: Dell Imaging Drum\u001b[0m\n", |
|
"\u001b[91m59: Guess: $421.53 Truth: $672.76 Error: $251.23 SLE: 0.22 Item: Evan Fischer Catalytic Converter 46-Stat...\u001b[0m\n", |
|
"\u001b[93m60: Guess: $38.12 Truth: $19.00 Error: $19.12 SLE: 0.45 Item: Flip Cover for Pocketbook Era, Shiny Bei...\u001b[0m\n", |
|
"\u001b[91m61: Guess: $617.76 Truth: $279.40 Error: $338.36 SLE: 0.63 Item: Brayden Petit Silver 20 1/4\" x 30 1/4\" A...\u001b[0m\n", |
|
"\u001b[91m62: Guess: $102.91 Truth: $266.88 Error: $163.97 SLE: 0.90 Item: Bahco S138 Socket & Mechanical Set, Metr...\u001b[0m\n", |
|
"\u001b[91m63: Guess: $49.86 Truth: $123.90 Error: $74.04 SLE: 0.81 Item: Ready to Install Package : Directv HD Sa...\u001b[0m\n", |
|
"\u001b[91m64: Guess: $649.22 Truth: $527.21 Error: $122.01 SLE: 0.04 Item: iridium GO! Fixed Installation Kit\u001b[0m\n", |
|
"\u001b[91m65: Guess: $0.00 Truth: $69.00 Error: $69.00 SLE: 18.05 Item: Natori Women's Yogi Contour Convertible ...\u001b[0m\n", |
|
"\u001b[91m66: Guess: $369.98 Truth: $322.00 Error: $47.98 SLE: 0.02 Item: Oriental Furniture 6 ft. Tall Bamboo Wav...\u001b[0m\n", |
|
"\u001b[91m67: Guess: $333.62 Truth: $309.00 Error: $24.62 SLE: 0.01 Item: Corral Boots C3730\u001b[0m\n", |
|
"\u001b[91m68: Guess: $703.13 Truth: $549.99 Error: $153.14 SLE: 0.06 Item: Frigidaire Home Comfort White 10,000 BTU...\u001b[0m\n", |
|
"\u001b[91m69: Guess: $1,101.92 Truth: $76.05 Error: $1,025.87 SLE: 7.08 Item: Pillow Perfect Outdoor/Indoor in The Fra...\u001b[0m\n", |
|
"\u001b[91m70: Guess: $614.11 Truth: $268.26 Error: $345.85 SLE: 0.68 Item: Evan Fischer Catalytic Converter 46-Stat...\u001b[0m\n", |
|
"\u001b[91m71: Guess: $152.21 Truth: $567.19 Error: $414.98 SLE: 1.72 Item: Moen UT3693EPBN Voss Collection M-CORE 3...\u001b[0m\n", |
|
"\u001b[91m72: Guess: $384.65 Truth: $287.30 Error: $97.35 SLE: 0.08 Item: American Standard 7353841.002 Townsend 8...\u001b[0m\n", |
|
"\u001b[92m73: Guess: $68.49 Truth: $75.00 Error: $6.51 SLE: 0.01 Item: Elaine Coyne Wearable Art Verdigris Pati...\u001b[0m\n", |
|
"\u001b[91m74: Guess: $775.03 Truth: $302.40 Error: $472.63 SLE: 0.88 Item: Home Square 4 Drawer Chest and 2 Drawer ...\u001b[0m\n", |
|
"\u001b[91m75: Guess: $109.96 Truth: $84.99 Error: $24.97 SLE: 0.07 Item: Rite Farm Products L10 Processing KIT Dr...\u001b[0m\n", |
|
"\u001b[91m76: Guess: $304.45 Truth: $95.00 Error: $209.45 SLE: 1.34 Item: Cartier Declaration Essence Eau de Toile...\u001b[0m\n", |
|
"\u001b[91m77: Guess: $340.73 Truth: $242.64 Error: $98.09 SLE: 0.11 Item: Fit System Passenger Side Mirror for GMC...\u001b[0m\n", |
|
"\u001b[91m78: Guess: $983.91 Truth: $619.15 Error: $364.76 SLE: 0.21 Item: B&K Precision 8540 Compact DC Electronic...\u001b[0m\n", |
|
"\u001b[91m79: Guess: $432.13 Truth: $290.00 Error: $142.13 SLE: 0.16 Item: NEC Desktop E203WI-BK 20\" Screen LCD Mon...\u001b[0m\n", |
|
"\u001b[91m80: Guess: $385.57 Truth: $512.81 Error: $127.24 SLE: 0.08 Item: 1.49ct Round Cut Halo Pave Solitaire Spl...\u001b[0m\n", |
|
"\u001b[91m81: Guess: $0.00 Truth: $256.70 Error: $256.70 SLE: 30.82 Item: AUTOSAVER88 Complete Struts Compatible w...\u001b[0m\n", |
|
"\u001b[91m82: Guess: $282.50 Truth: $247.37 Error: $35.13 SLE: 0.02 Item: BJE 007600 Black Knight 99\" Liquid Level...\u001b[0m\n", |
|
"\u001b[93m83: Guess: $442.70 Truth: $432.00 Error: $10.70 SLE: 0.00 Item: Logitech ConferenceCam Connect All-in-On...\u001b[0m\n", |
|
"\u001b[91m84: Guess: $164.36 Truth: $902.60 Error: $738.24 SLE: 2.88 Item: Feiss F3932/12WOAF Avenir Industrial Far...\u001b[0m\n", |
|
"\u001b[91m85: Guess: $716.09 Truth: $374.99 Error: $341.10 SLE: 0.42 Item: Spectre Performance 765 Low Profile Dual...\u001b[0m\n", |
|
"\u001b[91m86: Guess: $255.47 Truth: $154.28 Error: $101.19 SLE: 0.25 Item: Moen 3838CP Four-Function Shower Head, C...\u001b[0m\n", |
|
"\u001b[91m87: Guess: $324.73 Truth: $229.95 Error: $94.78 SLE: 0.12 Item: Bosch Dishwasher Heat Pump 669135 006691...\u001b[0m\n", |
|
"\u001b[91m88: Guess: $408.20 Truth: $815.88 Error: $407.68 SLE: 0.48 Item: Buyers Products 1705440 XD Smooth Alumin...\u001b[0m\n", |
|
"\u001b[91m89: Guess: $107.59 Truth: $312.94 Error: $205.35 SLE: 1.13 Item: Nitto Trail Grappler M/T All-Terrain Tir...\u001b[0m\n", |
|
"\u001b[91m90: Guess: $377.42 Truth: $349.49 Error: $27.93 SLE: 0.01 Item: Linea di Liara Caserti Mid Century Moder...\u001b[0m\n", |
|
"\u001b[91m91: Guess: $214.48 Truth: $379.00 Error: $164.52 SLE: 0.32 Item: Polaris Ranger 900xp Front Bumper (2013-...\u001b[0m\n", |
|
"\u001b[91m92: Guess: $684.81 Truth: $234.80 Error: $450.01 SLE: 1.14 Item: Bulova Frank Lloyd Wright 'December Gift...\u001b[0m\n", |
|
"\u001b[91m93: Guess: $173.02 Truth: $319.00 Error: $145.98 SLE: 0.37 Item: 12\" White Round Plastic Post Top Globe -...\u001b[0m\n", |
|
"\u001b[91m94: Guess: $114.65 Truth: $498.00 Error: $383.35 SLE: 2.14 Item: Teac HA-P90SD-B Portable Hi-Resolution D...\u001b[0m\n", |
|
"\u001b[91m95: Guess: $84.15 Truth: $216.19 Error: $132.04 SLE: 0.88 Item: Dometic DI-GH120M Maroon interVac Garage...\u001b[0m\n", |
|
"\u001b[93m96: Guess: $63.87 Truth: $45.99 Error: $17.88 SLE: 0.10 Item: 1500 Pieces Bamboo Jigsaw Puzzle Board T...\u001b[0m\n", |
|
"\u001b[93m97: Guess: $280.42 Truth: $260.91 Error: $19.51 SLE: 0.01 Item: Fanimation Embrace Indoor Ceiling Fan wi...\u001b[0m\n", |
|
"\u001b[91m98: Guess: $889.66 Truth: $125.99 Error: $763.67 SLE: 3.79 Item: TCL 20 SE 6.82\" Unlocked Cellphone, 4GB ...\u001b[0m\n", |
|
"\u001b[91m99: Guess: $1,006.38 Truth: $279.99 Error: $726.39 SLE: 1.63 Item: BOUNTECH Inflatable Water Slide for Kids...\u001b[0m\n", |
|
"\u001b[91m100: Guess: $408.85 Truth: $75.81 Error: $333.04 SLE: 2.80 Item: ACME Silhouette Twin HB/FB Only - 02054W...\u001b[0m\n", |
|
"\u001b[91m101: Guess: $587.53 Truth: $248.37 Error: $339.16 SLE: 0.74 Item: Radiator - Pacific Best Inc. Compatible/...\u001b[0m\n", |
|
"\u001b[91m102: Guess: $792.29 Truth: $36.90 Error: $755.39 SLE: 9.25 Item: Deus Board Game\u001b[0m\n", |
|
"\u001b[91m103: Guess: $549.41 Truth: $54.50 Error: $494.91 SLE: 5.26 Item: Colorado Angler Supply KB Tool Kit\u001b[0m\n", |
|
"\u001b[91m104: Guess: $173.26 Truth: $48.00 Error: $125.26 SLE: 1.61 Item: Nantucket Home Gift for A Fireman – 15 I...\u001b[0m\n", |
|
"\u001b[93m105: Guess: $260.70 Truth: $241.15 Error: $19.55 SLE: 0.01 Item: Invicta INVICTA-9937 Men's Pro Diver Col...\u001b[0m\n", |
|
"\u001b[91m106: Guess: $344.69 Truth: $249.00 Error: $95.69 SLE: 0.11 Item: Fast88 Electric Desk Elliptical Machine ...\u001b[0m\n", |
|
"\u001b[91m107: Guess: $221.66 Truth: $569.00 Error: $347.34 SLE: 0.88 Item: Ultrak L10 Series Timer with Printer - O...\u001b[0m\n", |
|
"\u001b[91m108: Guess: $188.18 Truth: $85.69 Error: $102.49 SLE: 0.61 Item: Greenes 36 in. L x 18 in. H Wood White G...\u001b[0m\n", |
|
"\u001b[91m109: Guess: $0.00 Truth: $57.99 Error: $57.99 SLE: 16.62 Item: CHUNGEBS Motion Activated Candy Dispense...\u001b[0m\n", |
|
"\u001b[91m110: Guess: $0.00 Truth: $265.99 Error: $265.99 SLE: 31.22 Item: 255/50R19 107H XL GOODYEAR ASSUR WEATHER...\u001b[0m\n", |
|
"\u001b[91m111: Guess: $253.71 Truth: $210.65 Error: $43.06 SLE: 0.03 Item: Quality-Built 15908N Supreme Import Alte...\u001b[0m\n", |
|
"\u001b[91m112: Guess: $94.36 Truth: $812.74 Error: $718.38 SLE: 4.60 Item: S.R. Smith VOLY Swim N Spike Complete Vo...\u001b[0m\n", |
|
"\u001b[91m113: Guess: $345.59 Truth: $112.99 Error: $232.60 SLE: 1.24 Item: 2-Drawer Mirrored Nightstand for Bedroom...\u001b[0m\n", |
|
"\u001b[91m114: Guess: $250.76 Truth: $373.07 Error: $122.31 SLE: 0.16 Item: Timbren FER35092LB Suspension Enhancemen...\u001b[0m\n", |
|
"\u001b[91m115: Guess: $630.68 Truth: $311.00 Error: $319.68 SLE: 0.50 Item: Crosley Furniture Compact Kitchen Island...\u001b[0m\n", |
|
"\u001b[91m116: Guess: $154.68 Truth: $191.18 Error: $36.50 SLE: 0.04 Item: Prepac Corner Hall Tree, White\u001b[0m\n", |
|
"\u001b[91m117: Guess: $199.97 Truth: $61.99 Error: $137.98 SLE: 1.35 Item: Donnelly Sports Strada USH Tire - 700 x ...\u001b[0m\n", |
|
"\u001b[91m118: Guess: $270.66 Truth: $144.90 Error: $125.76 SLE: 0.39 Item: ELITE ECP22 Pool Cue Case\u001b[0m\n", |
|
"\u001b[91m119: Guess: $519.26 Truth: $639.99 Error: $120.73 SLE: 0.04 Item: 3760 Piece Bolt Bin Kit Grade 8 Nut Bolt...\u001b[0m\n", |
|
"\u001b[91m120: Guess: $132.83 Truth: $313.64 Error: $180.81 SLE: 0.73 Item: GDFStudio Halley Outdoor Reclining Wood ...\u001b[0m\n", |
|
"\u001b[91m121: Guess: $0.00 Truth: $221.37 Error: $221.37 SLE: 29.21 Item: Lenovo Thinkcentre M93p SFF Business Des...\u001b[0m\n", |
|
"\u001b[91m122: Guess: $94.70 Truth: $576.01 Error: $481.31 SLE: 3.23 Item: Wasp 633808551414 Wasptime RF200 RFID Ti...\u001b[0m\n", |
|
"\u001b[91m123: Guess: $0.00 Truth: $82.22 Error: $82.22 SLE: 19.55 Item: Drinking Cup, 5 oz. [Case of 2500]\u001b[0m\n", |
|
"\u001b[91m124: Guess: $132.73 Truth: $490.00 Error: $357.27 SLE: 1.69 Item: Seiko Men's SNAE57 Black Dial Watch\u001b[0m\n", |
|
"\u001b[91m125: Guess: $422.14 Truth: $362.84 Error: $59.30 SLE: 0.02 Item: Control Arm Front Upper & Lower Kit Set ...\u001b[0m\n", |
|
"\u001b[91m126: Guess: $733.38 Truth: $578.00 Error: $155.38 SLE: 0.06 Item: Truhart Street Plus Coilovers 1997-2001 ...\u001b[0m\n", |
|
"\u001b[91m127: Guess: $548.25 Truth: $479.00 Error: $69.25 SLE: 0.02 Item: Small Block Chevy Serpentine System for ...\u001b[0m\n", |
|
"\u001b[91m128: Guess: $480.35 Truth: $165.99 Error: $314.36 SLE: 1.12 Item: Diophros Power Tower Pull Up Bar, Adjust...\u001b[0m\n", |
|
"\u001b[91m129: Guess: $0.00 Truth: $174.99 Error: $174.99 SLE: 26.73 Item: Topeakmart Shoe Rack Storage Cabinet She...\u001b[0m\n", |
|
"\u001b[91m130: Guess: $535.86 Truth: $204.99 Error: $330.87 SLE: 0.92 Item: Steering Wheel, for Beetle 62-71, Ghia 6...\u001b[0m\n", |
|
"\u001b[91m131: Guess: $214.89 Truth: $137.00 Error: $77.89 SLE: 0.20 Item: Maxxis M7305 Rear 100/100-18 Maxxcross I...\u001b[0m\n", |
|
"\u001b[91m132: Guess: $324.52 Truth: $388.23 Error: $63.71 SLE: 0.03 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", |
|
"\u001b[91m133: Guess: $207.12 Truth: $325.00 Error: $117.88 SLE: 0.20 Item: HP Z640 Tower Server - Intel Xeon E5-264...\u001b[0m\n", |
|
"\u001b[91m134: Guess: $26.17 Truth: $849.00 Error: $822.83 SLE: 11.86 Item: Hanover HANGRNHSP8X6-GRN 8 x 6-Ft. Polyc...\u001b[0m\n", |
|
"\u001b[91m135: Guess: $200.59 Truth: $420.27 Error: $219.68 SLE: 0.54 Item: Movie Masterpiece : Iron Man 3 Iron Man ...\u001b[0m\n", |
|
"\u001b[91m136: Guess: $0.00 Truth: $576.95 Error: $576.95 SLE: 40.44 Item: Thumpr NSR Cam for '09+ Dodge 5.7/6.4L H...\u001b[0m\n", |
|
"\u001b[91m137: Guess: $586.83 Truth: $355.65 Error: $231.18 SLE: 0.25 Item: Office Accents 72\"W x 40\"H Rolling Rever...\u001b[0m\n", |
|
"\u001b[91m138: Guess: $0.00 Truth: $371.99 Error: $371.99 SLE: 35.06 Item: Raptor Series Running Boards Steps 5in O...\u001b[0m\n", |
|
"\u001b[91m139: Guess: $476.89 Truth: $669.99 Error: $193.10 SLE: 0.12 Item: Micro Center Intel Core i7-13700K Deskto...\u001b[0m\n", |
|
"\u001b[92m140: Guess: $133.17 Truth: $138.00 Error: $4.83 SLE: 0.00 Item: 3-5 Birthstones Family Mothers Ring 10k ...\u001b[0m\n", |
|
"\u001b[91m141: Guess: $716.24 Truth: $197.98 Error: $518.26 SLE: 1.64 Item: Standing Desk Walking Pad Treadmill with...\u001b[0m\n", |
|
"\u001b[91m142: Guess: $894.01 Truth: $869.99 Error: $24.02 SLE: 0.00 Item: Greatime Storage Bed, Eastern King Size ...\u001b[0m\n", |
|
"\u001b[91m143: Guess: $294.44 Truth: $4.29 Error: $290.15 SLE: 16.18 Item: PrimeMed Self-Adhesive Skived Dancer Pad...\u001b[0m\n", |
|
"\u001b[91m144: Guess: $531.90 Truth: $638.62 Error: $106.72 SLE: 0.03 Item: YITHOPI 2-Seater Sofa Brown Real Goat Le...\u001b[0m\n", |
|
"\u001b[91m145: Guess: $949.54 Truth: $362.75 Error: $586.79 SLE: 0.92 Item: East West Furniture Antique 5 Piece Dini...\u001b[0m\n", |
|
"\u001b[91m146: Guess: $256.67 Truth: $174.20 Error: $82.47 SLE: 0.15 Item: Mean Well SE-1000-48 AC/DC Power Supply,...\u001b[0m\n", |
|
"\u001b[91m147: Guess: $39.32 Truth: $262.99 Error: $223.67 SLE: 3.53 Item: Coaster Furniture Twin Blue Marjorie Met...\u001b[0m\n", |
|
"\u001b[91m148: Guess: $869.77 Truth: $72.59 Error: $797.18 SLE: 6.11 Item: A-Tech 8GB KIT (2 x 4GB) for HP Compaq G...\u001b[0m\n", |
|
"\u001b[91m149: Guess: $0.00 Truth: $449.99 Error: $449.99 SLE: 37.35 Item: AEM (21-8200DC) Brute Force Air Intake S...\u001b[0m\n", |
|
"\u001b[91m150: Guess: $679.86 Truth: $699.99 Error: $20.13 SLE: 0.00 Item: Gold Tone CC-100R Cripple Creek Banjo wi...\u001b[0m\n", |
|
"\u001b[91m151: Guess: $260.45 Truth: $27.99 Error: $232.46 SLE: 4.84 Item: Cestus Brutus HD, Level A7 Cut Resistant...\u001b[0m\n", |
|
"\u001b[91m152: Guess: $0.00 Truth: $72.99 Error: $72.99 SLE: 18.52 Item: Ecomerr Electric Meat Slicer for Home Us...\u001b[0m\n", |
|
"\u001b[91m153: Guess: $2,188.97 Truth: $206.69 Error: $1,982.28 SLE: 5.55 Item: LEDMyplace 22W 4ft T8 LED Tube/Bulb, 308...\u001b[0m\n", |
|
"\u001b[91m154: Guess: $422.60 Truth: $303.00 Error: $119.60 SLE: 0.11 Item: Innovative Marine Aquarium Stands APS (A...\u001b[0m\n", |
|
"\u001b[91m155: Guess: $601.51 Truth: $419.98 Error: $181.53 SLE: 0.13 Item: 33 Farmhouse Kitchen Sink - Enbol 33x21 ...\u001b[0m\n", |
|
"\u001b[91m156: Guess: $0.00 Truth: $152.50 Error: $152.50 SLE: 25.34 Item: 14 Pcs Complete Front Suspension Control...\u001b[0m\n", |
|
"\u001b[91m157: Guess: $0.00 Truth: $217.71 Error: $217.71 SLE: 29.03 Item: Sauder Shoal Creek Display Cabinet, Indi...\u001b[0m\n", |
|
"\u001b[91m158: Guess: $14.48 Truth: $34.95 Error: $20.47 SLE: 0.71 Item: SlickMod Chrome Delete Blackout Vinyl Ov...\u001b[0m\n", |
|
"\u001b[91m159: Guess: $837.33 Truth: $619.98 Error: $217.35 SLE: 0.09 Item: ZGNBSD Makeup Vanity - Vanity Desk with ...\u001b[0m\n", |
|
"\u001b[91m160: Guess: $317.08 Truth: $65.00 Error: $252.08 SLE: 2.47 Item: Brixton Women's Joanna Straw Sun Hat\u001b[0m\n", |
|
"\u001b[91m161: Guess: $0.00 Truth: $301.00 Error: $301.00 SLE: 32.61 Item: Savio Livingponds 4000 GPH Pressure Filt...\u001b[0m\n", |
|
"\u001b[91m162: Guess: $0.00 Truth: $246.90 Error: $246.90 SLE: 30.39 Item: Yealink BH72 Bluetooth Headset Wireless ...\u001b[0m\n", |
|
"\u001b[91m163: Guess: $665.39 Truth: $599.99 Error: $65.40 SLE: 0.01 Item: Mighty Mule MM372W Automatic Gate Opener...\u001b[0m\n", |
|
"\u001b[91m164: Guess: $150.28 Truth: $177.99 Error: $27.71 SLE: 0.03 Item: Wilson Electronics Single Antenna Expans...\u001b[0m\n", |
|
"\u001b[91m165: Guess: $0.00 Truth: $799.00 Error: $799.00 SLE: 44.68 Item: Electric Scooter 1000W/600W/500W, 28-34M...\u001b[0m\n", |
|
"\u001b[91m166: Guess: $82.76 Truth: $141.46 Error: $58.70 SLE: 0.28 Item: Lion Steel SR22 Framelock Black Satin LS...\u001b[0m\n", |
|
"\u001b[91m167: Guess: $65.12 Truth: $151.39 Error: $86.27 SLE: 0.70 Item: Safariland 6004 Black Sig P225, P228, P2...\u001b[0m\n", |
|
"\u001b[91m168: Guess: $485.57 Truth: $383.99 Error: $101.58 SLE: 0.05 Item: Power Stop K2260 Front and Rear Z23 Carb...\u001b[0m\n", |
|
"\u001b[91m169: Guess: $917.36 Truth: $330.99 Error: $586.37 SLE: 1.04 Item: Stetson Women's Dakota Western Boot\u001b[0m\n", |
|
"\u001b[91m170: Guess: $156.49 Truth: $16.95 Error: $139.54 SLE: 4.72 Item: South Horizon GO Away T-Shirt\u001b[0m\n", |
|
"\u001b[91m171: Guess: $518.15 Truth: $14.10 Error: $504.05 SLE: 12.51 Item: FIFA Men's Standard WWC France 2019 Wome...\u001b[0m\n", |
|
"\u001b[91m172: Guess: $182.48 Truth: $94.39 Error: $88.09 SLE: 0.43 Item: Wera BC BR 30 Universal Bit Ratchet (Zyk...\u001b[0m\n", |
|
"\u001b[91m173: Guess: $346.17 Truth: $429.99 Error: $83.82 SLE: 0.05 Item: Traxxas Rustler 4x4 VXL, Brushless RC Tr...\u001b[0m\n", |
|
"\u001b[91m174: Guess: $450.90 Truth: $705.00 Error: $254.10 SLE: 0.20 Item: Early 2016 Apple MacBook with 1,2 GHz In...\u001b[0m\n", |
|
"\u001b[91m175: Guess: $0.00 Truth: $199.00 Error: $199.00 SLE: 28.07 Item: Douchebags The Carryall 65l\u001b[0m\n", |
|
"\u001b[91m176: Guess: $205.19 Truth: $314.95 Error: $109.76 SLE: 0.18 Item: MARTHA STEWART Living and Learning Kids'...\u001b[0m\n", |
|
"\u001b[91m177: Guess: $785.76 Truth: $181.65 Error: $604.11 SLE: 2.13 Item: ClearStream 4V Indoor/Outdoor HDTV Anten...\u001b[0m\n", |
|
"\u001b[91m178: Guess: $6.29 Truth: $341.70 Error: $335.41 SLE: 14.82 Item: Callahan Front 324mm and Rear 330mm Dril...\u001b[0m\n", |
|
"\u001b[91m179: Guess: $474.01 Truth: $306.93 Error: $167.08 SLE: 0.19 Item: Innovative Mounts 50110 Traction Bar Kit...\u001b[0m\n", |
|
"\u001b[91m180: Guess: $3.12 Truth: $54.99 Error: $51.87 SLE: 6.81 Item: Nikon FM3A Case, BolinUS Handmade Genuin...\u001b[0m\n", |
|
"\u001b[91m181: Guess: $79.30 Truth: $124.90 Error: $45.60 SLE: 0.20 Item: Las Vegas \"Fabulous Las Vegas\" Padded Sw...\u001b[0m\n", |
|
"\u001b[91m182: Guess: $0.00 Truth: $165.61 Error: $165.61 SLE: 26.17 Item: D-arts Rokusho (12 cm PVC figure) Bandai...\u001b[0m\n", |
|
"\u001b[91m183: Guess: $69.07 Truth: $331.00 Error: $261.93 SLE: 2.42 Item: Crossrock Lightweight Case for 4/4 Full ...\u001b[0m\n", |
|
"\u001b[91m184: Guess: $1,017.51 Truth: $315.00 Error: $702.51 SLE: 1.37 Item: Genuine Mercedes-Benz Lower Cover 204-91...\u001b[0m\n", |
|
"\u001b[91m185: Guess: $214.52 Truth: $73.50 Error: $141.02 SLE: 1.13 Item: Chi Mei N133bge-l31 Replacement LAPTOP L...\u001b[0m\n", |
|
"\u001b[91m186: Guess: $714.80 Truth: $649.00 Error: $65.80 SLE: 0.01 Item: New Mustang Motorcycle Seat - 2002-2008 ...\u001b[0m\n", |
|
"\u001b[91m187: Guess: $550.81 Truth: $590.00 Error: $39.19 SLE: 0.00 Item: Bric's LIFE 22-Inch Cargo Duffle Bag - L...\u001b[0m\n", |
|
"\u001b[91m188: Guess: $208.47 Truth: $599.99 Error: $391.52 SLE: 1.11 Item: Casa AndreaMilano 3 Piece Microfiber and...\u001b[0m\n", |
|
"\u001b[91m189: Guess: $29.17 Truth: $228.22 Error: $199.05 SLE: 4.11 Item: Mountain Plumbing MT1800-NL/PVDBRN Littl...\u001b[0m\n", |
|
"\u001b[91m190: Guess: $66.59 Truth: $194.95 Error: $128.36 SLE: 1.13 Item: Durango Women's Austin 3 in 1\u001b[0m\n", |
|
"\u001b[91m191: Guess: $0.00 Truth: $329.00 Error: $329.00 SLE: 33.63 Item: QNAP TR-004U 1U 4 Bay Hard Drive Enclosu...\u001b[0m\n", |
|
"\u001b[91m192: Guess: $0.00 Truth: $22.49 Error: $22.49 SLE: 9.96 Item: Gamakatsu 25 Pack EWG Offset Worm Hook\u001b[0m\n", |
|
"\u001b[91m193: Guess: $285.64 Truth: $49.99 Error: $235.65 SLE: 2.98 Item: Benchmark Abrasives 7\" x 7/8\" Premium Hi...\u001b[0m\n", |
|
"\u001b[91m194: Guess: $0.00 Truth: $175.64 Error: $175.64 SLE: 26.77 Item: Delphi HP10017 Fuel Pump and Hanger Asse...\u001b[0m\n", |
|
"\u001b[91m195: Guess: $0.00 Truth: $114.95 Error: $114.95 SLE: 22.59 Item: YaeMarine 2 Steps Boat Out-Board Swim La...\u001b[0m\n", |
|
"\u001b[91m196: Guess: $658.26 Truth: $800.00 Error: $141.74 SLE: 0.04 Item: Karman Healthcare S-2501F16SS-TP Ergonom...\u001b[0m\n", |
|
"\u001b[91m197: Guess: $567.64 Truth: $236.27 Error: $331.37 SLE: 0.76 Item: Bme Dinkee 15 Inch Signature Bed Frame W...\u001b[0m\n", |
|
"\u001b[91m198: Guess: $0.00 Truth: $449.99 Error: $449.99 SLE: 37.35 Item: Leupold DeltaPoint Pro Reflex Sight\u001b[0m\n", |
|
"\u001b[91m199: Guess: $408.95 Truth: $839.00 Error: $430.05 SLE: 0.51 Item: Angara Natural Blue Sapphire Heart Penda...\u001b[0m\n", |
|
"\u001b[91m200: Guess: $0.00 Truth: $202.50 Error: $202.50 SLE: 28.26 Item: Outlaw Cues Pool Cue with Black Bumper W...\u001b[0m\n", |
|
"\u001b[91m201: Guess: $25.56 Truth: $532.00 Error: $506.44 SLE: 8.99 Item: Rev9 R9-HS2-089 Hyper-Street II Coilover...\u001b[0m\n", |
|
"\u001b[91m202: Guess: $483.03 Truth: $257.98 Error: $225.05 SLE: 0.39 Item: Teraflex Dana 44 HD Differential Cover C...\u001b[0m\n", |
|
"\u001b[91m203: Guess: $151.35 Truth: $451.69 Error: $300.34 SLE: 1.19 Item: Beverage Air 502-431D-03 Control - Dixel\u001b[0m\n", |
|
"\u001b[91m204: Guess: $462.05 Truth: $407.79 Error: $54.26 SLE: 0.02 Item: Dayton 1XJX7 Blower, Degrees_Fahrenheit,...\u001b[0m\n", |
|
"\u001b[91m205: Guess: $240.68 Truth: $418.34 Error: $177.66 SLE: 0.30 Item: Turning Point 31501730 Express Stainless...\u001b[0m\n", |
|
"\u001b[91m206: Guess: $518.50 Truth: $334.95 Error: $183.55 SLE: 0.19 Item: Zildjian K Custom Hybrid Crash Cymbal - ...\u001b[0m\n", |
|
"\u001b[91m207: Guess: $587.15 Truth: $119.99 Error: $467.16 SLE: 2.50 Item: Canon PowerShot SX150 IS 14.1 MP Digital...\u001b[0m\n", |
|
"\u001b[91m208: Guess: $255.33 Truth: $444.00 Error: $188.67 SLE: 0.30 Item: 26” Ukulele Black w/Freeboost Electronic...\u001b[0m\n", |
|
"\u001b[91m209: Guess: $0.00 Truth: $260.99 Error: $260.99 SLE: 31.01 Item: Nuheat F1506 Under Floor Heating Mat 120...\u001b[0m\n", |
|
"\u001b[91m210: Guess: $336.57 Truth: $235.99 Error: $100.58 SLE: 0.13 Item: Tangkula Wicker Rocking Chair, Outdoor G...\u001b[0m\n", |
|
"\u001b[91m211: Guess: $251.56 Truth: $539.99 Error: $288.43 SLE: 0.58 Item: DreamLine Visions 56-60 in. W x 58 in. H...\u001b[0m\n", |
|
"\u001b[91m212: Guess: $142.78 Truth: $86.02 Error: $56.76 SLE: 0.25 Item: Lenox RX+ Vari-Raker Band Saw Blade, Bim...\u001b[0m\n", |
|
"\u001b[91m213: Guess: $550.99 Truth: $399.90 Error: $151.09 SLE: 0.10 Item: Compatible with 2002 2003 2004 2005 2006...\u001b[0m\n", |
|
"\u001b[91m214: Guess: $110.76 Truth: $320.00 Error: $209.24 SLE: 1.11 Item: Volcom ELM Stretch Gore Bib Overall\u001b[0m\n", |
|
"\u001b[91m215: Guess: $251.47 Truth: $162.95 Error: $88.52 SLE: 0.19 Item: 5KCP39FGY563S - GE Replacement Condenser...\u001b[0m\n", |
|
"\u001b[91m216: Guess: $194.56 Truth: $4.99 Error: $189.57 SLE: 12.15 Item: BYB Jewelry Pair of 2 Dangling Skull Fak...\u001b[0m\n", |
|
"\u001b[91m217: Guess: $234.70 Truth: $200.54 Error: $34.16 SLE: 0.02 Item: Dell Optiplex 990 Desktop Computer - Int...\u001b[0m\n", |
|
"\u001b[91m218: Guess: $797.31 Truth: $183.41 Error: $613.90 SLE: 2.15 Item: AEM 21-832C Cold Air Intake System\u001b[0m\n", |
|
"\u001b[92m219: Guess: $652.70 Truth: $655.62 Error: $2.92 SLE: 0.00 Item: Erica Synths Drum Sequencer Eurorack Mod...\u001b[0m\n", |
|
"\u001b[92m220: Guess: $604.42 Truth: $596.74 Error: $7.68 SLE: 0.00 Item: Winholt WHSS-1 Table Model Film Wrappers...\u001b[0m\n", |
|
"\u001b[91m221: Guess: $96.00 Truth: $177.64 Error: $81.64 SLE: 0.37 Item: Dooney & Bourke Ostrich Continental Clut...\u001b[0m\n", |
|
"\u001b[91m222: Guess: $0.00 Truth: $343.99 Error: $343.99 SLE: 34.15 Item: Power Stop CRK6958 Coated Brake Rotor an...\u001b[0m\n", |
|
"\u001b[91m223: Guess: $0.00 Truth: $541.09 Error: $541.09 SLE: 39.63 Item: KOHLER K-8459-0 Rely Single-Threshold Sh...\u001b[0m\n", |
|
"\u001b[91m224: Guess: $707.70 Truth: $499.99 Error: $207.71 SLE: 0.12 Item: MANTELSDIRECT Titus Metal Stainless Stee...\u001b[0m\n", |
|
"\u001b[91m225: Guess: $984.65 Truth: $235.00 Error: $749.65 SLE: 2.04 Item: Body-Solid Powerline PPA13X PEC Attachme...\u001b[0m\n", |
|
"\u001b[91m226: Guess: $0.00 Truth: $244.99 Error: $244.99 SLE: 30.31 Item: Lifetime 480074 Contemporary Folding Cha...\u001b[0m\n", |
|
"\u001b[91m227: Guess: $529.98 Truth: $173.25 Error: $356.73 SLE: 1.24 Item: Fowler 54-860-211 Electronic IP54 Ball-A...\u001b[0m\n", |
|
"\u001b[91m228: Guess: $0.00 Truth: $314.00 Error: $314.00 SLE: 33.09 Item: Spyder Auto 5079985 LED Tail Lights Blac...\u001b[0m\n", |
|
"\u001b[91m229: Guess: $334.21 Truth: $468.48 Error: $134.27 SLE: 0.11 Item: Wiseco WK1313 84.50 mm 2-Stroke Watercra...\u001b[0m\n", |
|
"\u001b[91m230: Guess: $1,217.35 Truth: $928.47 Error: $288.88 SLE: 0.07 Item: Moen 900-002 Flo by Moen 1-1/4-Inch Smar...\u001b[0m\n", |
|
"\u001b[91m231: Guess: $535.95 Truth: $427.49 Error: $108.46 SLE: 0.05 Item: Christopher Knight Home Panama Outdoor A...\u001b[0m\n", |
|
"\u001b[93m232: Guess: $19.26 Truth: $33.99 Error: $14.73 SLE: 0.30 Item: Cranium Brain Breaks Game\u001b[0m\n", |
|
"\u001b[93m233: Guess: $379.24 Truth: $365.00 Error: $14.24 SLE: 0.00 Item: Top Case - Aluminum Top Case - BMW/KTM/Y...\u001b[0m\n", |
|
"\u001b[91m234: Guess: $48.61 Truth: $88.00 Error: $39.39 SLE: 0.34 Item: 58x84\" Rectangular Versailles Blue Cotto...\u001b[0m\n", |
|
"\u001b[91m235: Guess: $606.49 Truth: $440.00 Error: $166.49 SLE: 0.10 Item: Dell i3552-3240BLK 15.6\" HD Laptop (Inte...\u001b[0m\n", |
|
"\u001b[91m236: Guess: $0.00 Truth: $468.00 Error: $468.00 SLE: 37.83 Item: Meyda Tiffany 21211 Moravian Star Pendan...\u001b[0m\n", |
|
"\u001b[91m237: Guess: $169.55 Truth: $21.99 Error: $147.56 SLE: 4.02 Item: Cycling Jersey Men Bike Tops Bicycle Jer...\u001b[0m\n", |
|
"\u001b[91m238: Guess: $19.39 Truth: $719.00 Error: $699.61 SLE: 12.71 Item: Godox VL300 300w New LED Lights,5600K Da...\u001b[0m\n", |
|
"\u001b[91m239: Guess: $188.99 Truth: $230.02 Error: $41.03 SLE: 0.04 Item: La Sportiva Ultra Raptor Mountain Runnin...\u001b[0m\n", |
|
"\u001b[91m240: Guess: $685.44 Truth: $35.85 Error: $649.59 SLE: 8.55 Item: UpBright 2-Prong 29V AC/DC Adapter Compa...\u001b[0m\n", |
|
"\u001b[91m241: Guess: $294.28 Truth: $254.25 Error: $40.03 SLE: 0.02 Item: Ross-Simons Sterling Silver and 14kt Yel...\u001b[0m\n", |
|
"\u001b[91m242: Guess: $0.00 Truth: $96.03 Error: $96.03 SLE: 20.93 Item: RAREELECTRICAL NEW RIGHT TAIL LIGHT COMP...\u001b[0m\n", |
|
"\u001b[91m243: Guess: $113.00 Truth: $789.99 Error: $676.99 SLE: 3.75 Item: Stetsom EX 10500 EQ 2 Ohm Mono Car Audio...\u001b[0m\n", |
|
"\u001b[91m244: Guess: $70.92 Truth: $234.00 Error: $163.08 SLE: 1.40 Item: Microsoft Surface Pro 4 128 GB, 4 GB RAM...\u001b[0m\n", |
|
"\u001b[91m245: Guess: $336.95 Truth: $183.60 Error: $153.35 SLE: 0.37 Item: POOL CHLORINE GRAN 25#\u001b[0m\n", |
|
"\u001b[91m246: Guess: $505.16 Truth: $198.49 Error: $306.67 SLE: 0.87 Item: Disposable Plastic Party Package, Elegan...\u001b[0m\n", |
|
"\u001b[91m247: Guess: $378.63 Truth: $49.95 Error: $328.68 SLE: 4.03 Item: ViewMaster 3 Reel Set HORSES - 21 3D Pic...\u001b[0m\n", |
|
"\u001b[92m248: Guess: $48.04 Truth: $40.76 Error: $7.28 SLE: 0.03 Item: Aquacel Foam Dressing by Convatec ( Dres...\u001b[0m\n", |
|
"\u001b[91m249: Guess: $0.00 Truth: $312.03 Error: $312.03 SLE: 33.02 Item: FONTOI Futon Sofa Bed Memory Foam Couch ...\u001b[0m\n", |
|
"\u001b[91m250: Guess: $541.89 Truth: $584.87 Error: $42.98 SLE: 0.01 Item: Blue Ox BX1124 Base Plate for Jeep Wrang...\u001b[0m\n" |
|
] |
|
}, |
|
{ |
|
"data": { |
|
"image/png": 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", |
|
"text/plain": [ |
|
"<Figure size 1200x800 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"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": 49, |
|
"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": 50, |
|
"id": "392598d4-2deb-4935-9175-fd111616b13c", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"\u001b[91m1: Guess: $206.74 Truth: $731.40 Error: $524.66 SLE: 1.59 Item: Bobkona Sectional Sofa Set Coffee\u001b[0m\n", |
|
"\u001b[91m2: Guess: $213.31 Truth: $269.99 Error: $56.68 SLE: 0.06 Item: MAT EXPERT Kitchen Pantry Cupboard Cabin...\u001b[0m\n", |
|
"\u001b[91m3: Guess: $323.53 Truth: $841.80 Error: $518.27 SLE: 0.91 Item: 2022 Flagship HP Pavilion 15.6\" FHD 1080...\u001b[0m\n", |
|
"\u001b[91m4: Guess: $236.38 Truth: $300.73 Error: $64.35 SLE: 0.06 Item: Five Ten Adidas Hiangle Pro Competition ...\u001b[0m\n", |
|
"\u001b[91m5: Guess: $187.86 Truth: $80.95 Error: $106.91 SLE: 0.70 Item: WOG: New York 1776, the New York Campaig...\u001b[0m\n", |
|
"\u001b[91m6: Guess: $127.10 Truth: $734.43 Error: $607.33 SLE: 3.05 Item: P3 POMPEII3 1 1/10ct Diamond Engagement ...\u001b[0m\n", |
|
"\u001b[91m7: Guess: $203.43 Truth: $77.99 Error: $125.44 SLE: 0.90 Item: NOVICA Purple Hand Painted Alebrije Wood...\u001b[0m\n", |
|
"\u001b[91m8: Guess: $190.88 Truth: $399.00 Error: $208.12 SLE: 0.54 Item: ddrum DD Beta XP Electronic Drum Kit\u001b[0m\n", |
|
"\u001b[91m9: Guess: $257.89 Truth: $592.24 Error: $334.35 SLE: 0.69 Item: Lund Hard Tri-Fold Hard Folding Truck Be...\u001b[0m\n", |
|
"\u001b[92m10: Guess: $271.34 Truth: $279.99 Error: $8.65 SLE: 0.00 Item: NUWATT 4 Pack, 2x4 FT LED Ceiling Panel,...\u001b[0m\n", |
|
"\u001b[91m11: Guess: $297.12 Truth: $219.99 Error: $77.13 SLE: 0.09 Item: 1.5'' Big Dude 10'' Height Handlebars fo...\u001b[0m\n", |
|
"\u001b[91m12: Guess: $230.61 Truth: $835.99 Error: $605.38 SLE: 1.65 Item: Seismic Audio Speakers Magnitude 3600 2 ...\u001b[0m\n", |
|
"\u001b[91m13: Guess: $248.15 Truth: $196.99 Error: $51.16 SLE: 0.05 Item: Firepro V5800 1GB Pcie Giftbox\u001b[0m\n", |
|
"\u001b[91m14: Guess: $213.29 Truth: $265.33 Error: $52.04 SLE: 0.05 Item: doTERRA - Deep Blue Rub - 32 oz\u001b[0m\n", |
|
"\u001b[91m15: Guess: $282.41 Truth: $356.50 Error: $74.09 SLE: 0.05 Item: JACKPUCK press 2 ton - Small Round Mould\u001b[0m\n", |
|
"\u001b[91m16: Guess: $212.75 Truth: $180.60 Error: $32.15 SLE: 0.03 Item: OASE Indoor Aquatics OptiMax 1420\u001b[0m\n", |
|
"\u001b[91m17: Guess: $271.62 Truth: $363.56 Error: $91.94 SLE: 0.08 Item: AKRacing Core Ex-Wide SE Sedia da Gioco,...\u001b[0m\n", |
|
"\u001b[91m18: Guess: $228.63 Truth: $284.99 Error: $56.36 SLE: 0.05 Item: Devoko Patio Furniture Set 5 Pieces Pati...\u001b[0m\n", |
|
"\u001b[91m19: Guess: $209.75 Truth: $244.12 Error: $34.37 SLE: 0.02 Item: WarmlyYours TRT120-KIT-OT-1.5x06 TempZon...\u001b[0m\n", |
|
"\u001b[91m20: Guess: $205.44 Truth: $946.25 Error: $740.81 SLE: 2.32 Item: JDBands 14K Yellow Solid Gold Hand Braid...\u001b[0m\n", |
|
"\u001b[91m21: Guess: $182.39 Truth: $39.99 Error: $142.40 SLE: 2.24 Item: SmallRig Field Monitor Mount with NATO C...\u001b[0m\n", |
|
"\u001b[91m22: Guess: $227.19 Truth: $204.14 Error: $23.05 SLE: 0.01 Item: DWK \"American Bison\" Wall Mounted Faux B...\u001b[0m\n", |
|
"\u001b[91m23: Guess: $269.27 Truth: $339.00 Error: $69.73 SLE: 0.05 Item: Echomaster FCTP-DR1304 Blind Spot Camera...\u001b[0m\n", |
|
"\u001b[91m24: Guess: $175.08 Truth: $72.49 Error: $102.59 SLE: 0.76 Item: Stanley Proto J48005LS2 Long Drive Pin P...\u001b[0m\n", |
|
"\u001b[91m25: Guess: $187.92 Truth: $1.69 Error: $186.23 SLE: 18.08 Item: Chrome Nail Powder Metallic Mirror Effec...\u001b[0m\n", |
|
"\u001b[91m26: Guess: $164.02 Truth: $289.95 Error: $125.93 SLE: 0.32 Item: Kohler 24-025-57-S Lawn & Garden Equipme...\u001b[0m\n", |
|
"\u001b[91m27: Guess: $323.53 Truth: $649.00 Error: $325.47 SLE: 0.48 Item: Lenovo 2021 Ideapad 3 Premium Laptop I 1...\u001b[0m\n", |
|
"\u001b[91m28: Guess: $309.34 Truth: $107.35 Error: $201.99 SLE: 1.11 Item: CRUX DKGM-49 Replacement Radio and Dash ...\u001b[0m\n", |
|
"\u001b[91m29: Guess: $186.95 Truth: $126.30 Error: $60.65 SLE: 0.15 Item: G-Technology G-DRIVE mobile USB Portable...\u001b[0m\n", |
|
"\u001b[91m30: Guess: $194.95 Truth: $165.50 Error: $29.45 SLE: 0.03 Item: FPV Drone with HD Camera for Adults, 5In...\u001b[0m\n", |
|
"\u001b[91m31: Guess: $271.53 Truth: $178.43 Error: $93.10 SLE: 0.17 Item: Rough Country High Steer Correction for ...\u001b[0m\n", |
|
"\u001b[91m32: Guess: $237.67 Truth: $28.99 Error: $208.68 SLE: 4.30 Item: LaDoVita 3 Pack Ceramic Plant Pots 6/5/4...\u001b[0m\n", |
|
"\u001b[92m33: Guess: $249.63 Truth: $245.95 Error: $3.68 SLE: 0.00 Item: InFocus SP-Lamp-015 Replacement Lamp for...\u001b[0m\n", |
|
"\u001b[91m34: Guess: $208.36 Truth: $380.25 Error: $171.89 SLE: 0.36 Item: Pokemon - Dark Tyranitar (11) - Neo Dest...\u001b[0m\n", |
|
"\u001b[91m35: Guess: $194.26 Truth: $82.99 Error: $111.27 SLE: 0.71 Item: Knives Of Alaska SureGrip Jaeger Boning ...\u001b[0m\n", |
|
"\u001b[91m36: Guess: $183.23 Truth: $83.76 Error: $99.47 SLE: 0.60 Item: Eminence Arctic Berry Peptide Radiance C...\u001b[0m\n", |
|
"\u001b[91m37: Guess: $127.10 Truth: $16.97 Error: $110.13 SLE: 3.86 Item: Madewell Women's Short Sleeve Harley Tee\u001b[0m\n", |
|
"\u001b[93m38: Guess: $270.40 Truth: $288.31 Error: $17.91 SLE: 0.00 Item: Wireless Earbuds, Bluetooth Earbuds with...\u001b[0m\n", |
|
"\u001b[91m39: Guess: $219.51 Truth: $171.79 Error: $47.72 SLE: 0.06 Item: Esco Equipment (ESC10436) 10 Ton Fork Li...\u001b[0m\n", |
|
"\u001b[91m40: Guess: $292.26 Truth: $176.99 Error: $115.27 SLE: 0.25 Item: for Dodge Charger 2006-2022 Car Seat Cov...\u001b[0m\n", |
|
"\u001b[91m41: Guess: $113.22 Truth: $218.75 Error: $105.53 SLE: 0.43 Item: Gin and Grace 10K Yellow Gold Natural Au...\u001b[0m\n", |
|
"\u001b[91m42: Guess: $237.98 Truth: $177.95 Error: $60.03 SLE: 0.08 Item: SAMSUNG Galaxy A23 5G A Series Cell Phon...\u001b[0m\n", |
|
"\u001b[91m43: Guess: $287.84 Truth: $216.63 Error: $71.21 SLE: 0.08 Item: Innovate Motorsports 3918 MTX Series MTX...\u001b[0m\n", |
|
"\u001b[91m44: Guess: $252.27 Truth: $68.99 Error: $183.28 SLE: 1.65 Item: Earthbath Eucalyptus and Peppermint Conc...\u001b[0m\n", |
|
"\u001b[91m45: Guess: $259.90 Truth: $89.91 Error: $169.99 SLE: 1.11 Item: Classic 1X1 Squares Gray Light Blue Glos...\u001b[0m\n", |
|
"\u001b[93m46: Guess: $304.13 Truth: $316.40 Error: $12.27 SLE: 0.00 Item: [Switchback LED] VIPMOTOZ Black Bezel OL...\u001b[0m\n", |
|
"\u001b[91m47: Guess: $262.91 Truth: $23.99 Error: $238.92 SLE: 5.56 Item: 300 Pcs Kraft Bags with Window Kraft Sta...\u001b[0m\n", |
|
"\u001b[91m48: Guess: $238.50 Truth: $169.00 Error: $69.50 SLE: 0.12 Item: Osram Sylvania QTP4X32T8/UNV ISN-SC 4994...\u001b[0m\n", |
|
"\u001b[91m49: Guess: $197.64 Truth: $361.99 Error: $164.35 SLE: 0.36 Item: CHARMMA Adjustable Swivel Chairs Recline...\u001b[0m\n", |
|
"\u001b[91m50: Guess: $253.19 Truth: $216.00 Error: $37.19 SLE: 0.03 Item: CanDo Firm Non-Slip, Dual-Textured, Weig...\u001b[0m\n", |
|
"\u001b[91m51: Guess: $223.97 Truth: $70.99 Error: $152.98 SLE: 1.30 Item: Guard Plastic Plates Box for Shoe & Boot...\u001b[0m\n", |
|
"\u001b[91m52: Guess: $258.26 Truth: $64.99 Error: $193.27 SLE: 1.87 Item: Bonnlo 3 Piece Dining Set, Small Kitchen...\u001b[0m\n", |
|
"\u001b[91m53: Guess: $210.60 Truth: $239.00 Error: $28.40 SLE: 0.02 Item: Myers Pickups The Feather-2 Concertina M...\u001b[0m\n", |
|
"\u001b[91m54: Guess: $230.56 Truth: $849.99 Error: $619.43 SLE: 1.69 Item: 66 inch DENALI Pro UTV Snow Plow Kit in ...\u001b[0m\n", |
|
"\u001b[91m55: Guess: $210.56 Truth: $69.54 Error: $141.02 SLE: 1.21 Item: Art3d Peel and Stick Mother of Pearl She...\u001b[0m\n", |
|
"\u001b[91m56: Guess: $167.45 Truth: $215.89 Error: $48.44 SLE: 0.06 Item: PAKASEPT Vanity Set with Sliding Lighted...\u001b[0m\n", |
|
"\u001b[91m57: Guess: $278.71 Truth: $349.00 Error: $70.29 SLE: 0.05 Item: Adjustable Queen Size Deluxe Murphy Bed ...\u001b[0m\n", |
|
"\u001b[91m58: Guess: $220.01 Truth: $92.26 Error: $127.75 SLE: 0.74 Item: Dell Imaging Drum\u001b[0m\n", |
|
"\u001b[91m59: Guess: $248.79 Truth: $672.76 Error: $423.97 SLE: 0.98 Item: Evan Fischer Catalytic Converter 46-Stat...\u001b[0m\n", |
|
"\u001b[91m60: Guess: $218.45 Truth: $19.00 Error: $199.45 SLE: 5.74 Item: Flip Cover for Pocketbook Era, Shiny Bei...\u001b[0m\n", |
|
"\u001b[91m61: Guess: $213.76 Truth: $279.40 Error: $65.64 SLE: 0.07 Item: Brayden Petit Silver 20 1/4\" x 30 1/4\" A...\u001b[0m\n", |
|
"\u001b[91m62: Guess: $217.76 Truth: $266.88 Error: $49.12 SLE: 0.04 Item: Bahco S138 Socket & Mechanical Set, Metr...\u001b[0m\n", |
|
"\u001b[91m63: Guess: $253.89 Truth: $123.90 Error: $129.99 SLE: 0.51 Item: Ready to Install Package : Directv HD Sa...\u001b[0m\n", |
|
"\u001b[91m64: Guess: $176.67 Truth: $527.21 Error: $350.54 SLE: 1.19 Item: iridium GO! Fixed Installation Kit\u001b[0m\n", |
|
"\u001b[91m65: Guess: $205.44 Truth: $69.00 Error: $136.44 SLE: 1.17 Item: Natori Women's Yogi Contour Convertible ...\u001b[0m\n", |
|
"\u001b[91m66: Guess: $252.10 Truth: $322.00 Error: $69.90 SLE: 0.06 Item: Oriental Furniture 6 ft. Tall Bamboo Wav...\u001b[0m\n", |
|
"\u001b[91m67: Guess: $251.16 Truth: $309.00 Error: $57.84 SLE: 0.04 Item: Corral Boots C3730\u001b[0m\n", |
|
"\u001b[91m68: Guess: $236.91 Truth: $549.99 Error: $313.08 SLE: 0.71 Item: Frigidaire Home Comfort White 10,000 BTU...\u001b[0m\n", |
|
"\u001b[91m69: Guess: $252.03 Truth: $76.05 Error: $175.98 SLE: 1.41 Item: Pillow Perfect Outdoor/Indoor in The Fra...\u001b[0m\n", |
|
"\u001b[91m70: Guess: $230.56 Truth: $268.26 Error: $37.70 SLE: 0.02 Item: Evan Fischer Catalytic Converter 46-Stat...\u001b[0m\n", |
|
"\u001b[91m71: Guess: $248.45 Truth: $567.19 Error: $318.74 SLE: 0.68 Item: Moen UT3693EPBN Voss Collection M-CORE 3...\u001b[0m\n", |
|
"\u001b[91m72: Guess: $245.42 Truth: $287.30 Error: $41.88 SLE: 0.02 Item: American Standard 7353841.002 Townsend 8...\u001b[0m\n", |
|
"\u001b[91m73: Guess: $189.49 Truth: $75.00 Error: $114.49 SLE: 0.84 Item: Elaine Coyne Wearable Art Verdigris Pati...\u001b[0m\n", |
|
"\u001b[93m74: Guess: $283.42 Truth: $302.40 Error: $18.98 SLE: 0.00 Item: Home Square 4 Drawer Chest and 2 Drawer ...\u001b[0m\n", |
|
"\u001b[91m75: Guess: $215.30 Truth: $84.99 Error: $130.31 SLE: 0.85 Item: Rite Farm Products L10 Processing KIT Dr...\u001b[0m\n", |
|
"\u001b[91m76: Guess: $196.89 Truth: $95.00 Error: $101.89 SLE: 0.52 Item: Cartier Declaration Essence Eau de Toile...\u001b[0m\n", |
|
"\u001b[91m77: Guess: $282.27 Truth: $242.64 Error: $39.63 SLE: 0.02 Item: Fit System Passenger Side Mirror for GMC...\u001b[0m\n", |
|
"\u001b[91m78: Guess: $253.19 Truth: $619.15 Error: $365.96 SLE: 0.80 Item: B&K Precision 8540 Compact DC Electronic...\u001b[0m\n", |
|
"\u001b[91m79: Guess: $221.80 Truth: $290.00 Error: $68.20 SLE: 0.07 Item: NEC Desktop E203WI-BK 20\" Screen LCD Mon...\u001b[0m\n", |
|
"\u001b[91m80: Guess: $125.44 Truth: $512.81 Error: $387.37 SLE: 1.97 Item: 1.49ct Round Cut Halo Pave Solitaire Spl...\u001b[0m\n", |
|
"\u001b[91m81: Guess: $293.59 Truth: $256.70 Error: $36.89 SLE: 0.02 Item: AUTOSAVER88 Complete Struts Compatible w...\u001b[0m\n", |
|
"\u001b[91m82: Guess: $203.81 Truth: $247.37 Error: $43.56 SLE: 0.04 Item: BJE 007600 Black Knight 99\" Liquid Level...\u001b[0m\n", |
|
"\u001b[91m83: Guess: $264.77 Truth: $432.00 Error: $167.23 SLE: 0.24 Item: Logitech ConferenceCam Connect All-in-On...\u001b[0m\n", |
|
"\u001b[91m84: Guess: $243.42 Truth: $902.60 Error: $659.18 SLE: 1.71 Item: Feiss F3932/12WOAF Avenir Industrial Far...\u001b[0m\n", |
|
"\u001b[91m85: Guess: $278.01 Truth: $374.99 Error: $96.98 SLE: 0.09 Item: Spectre Performance 765 Low Profile Dual...\u001b[0m\n", |
|
"\u001b[91m86: Guess: $199.93 Truth: $154.28 Error: $45.65 SLE: 0.07 Item: Moen 3838CP Four-Function Shower Head, C...\u001b[0m\n", |
|
"\u001b[91m87: Guess: $250.53 Truth: $229.95 Error: $20.58 SLE: 0.01 Item: Bosch Dishwasher Heat Pump 669135 006691...\u001b[0m\n", |
|
"\u001b[91m88: Guess: $256.57 Truth: $815.88 Error: $559.31 SLE: 1.33 Item: Buyers Products 1705440 XD Smooth Alumin...\u001b[0m\n", |
|
"\u001b[91m89: Guess: $346.08 Truth: $312.94 Error: $33.14 SLE: 0.01 Item: Nitto Trail Grappler M/T All-Terrain Tir...\u001b[0m\n", |
|
"\u001b[91m90: Guess: $271.65 Truth: $349.49 Error: $77.84 SLE: 0.06 Item: Linea di Liara Caserti Mid Century Moder...\u001b[0m\n", |
|
"\u001b[91m91: Guess: $218.95 Truth: $379.00 Error: $160.05 SLE: 0.30 Item: Polaris Ranger 900xp Front Bumper (2013-...\u001b[0m\n", |
|
"\u001b[91m92: Guess: $189.49 Truth: $234.80 Error: $45.31 SLE: 0.05 Item: Bulova Frank Lloyd Wright 'December Gift...\u001b[0m\n", |
|
"\u001b[91m93: Guess: $257.09 Truth: $319.00 Error: $61.91 SLE: 0.05 Item: 12\" White Round Plastic Post Top Globe -...\u001b[0m\n", |
|
"\u001b[91m94: Guess: $247.23 Truth: $498.00 Error: $250.77 SLE: 0.49 Item: Teac HA-P90SD-B Portable Hi-Resolution D...\u001b[0m\n", |
|
"\u001b[91m95: Guess: $242.28 Truth: $216.19 Error: $26.09 SLE: 0.01 Item: Dometic DI-GH120M Maroon interVac Garage...\u001b[0m\n", |
|
"\u001b[91m96: Guess: $207.72 Truth: $45.99 Error: $161.73 SLE: 2.22 Item: 1500 Pieces Bamboo Jigsaw Puzzle Board T...\u001b[0m\n", |
|
"\u001b[91m97: Guess: $240.16 Truth: $260.91 Error: $20.75 SLE: 0.01 Item: Fanimation Embrace Indoor Ceiling Fan wi...\u001b[0m\n", |
|
"\u001b[91m98: Guess: $248.12 Truth: $125.99 Error: $122.13 SLE: 0.45 Item: TCL 20 SE 6.82\" Unlocked Cellphone, 4GB ...\u001b[0m\n", |
|
"\u001b[91m99: Guess: $222.57 Truth: $279.99 Error: $57.42 SLE: 0.05 Item: BOUNTECH Inflatable Water Slide for Kids...\u001b[0m\n", |
|
"\u001b[91m100: Guess: $273.96 Truth: $75.81 Error: $198.15 SLE: 1.63 Item: ACME Silhouette Twin HB/FB Only - 02054W...\u001b[0m\n", |
|
"\u001b[91m101: Guess: $226.94 Truth: $248.37 Error: $21.43 SLE: 0.01 Item: Radiator - Pacific Best Inc. Compatible/...\u001b[0m\n", |
|
"\u001b[91m102: Guess: $235.06 Truth: $36.90 Error: $198.16 SLE: 3.35 Item: Deus Board Game\u001b[0m\n", |
|
"\u001b[91m103: Guess: $185.00 Truth: $54.50 Error: $130.50 SLE: 1.46 Item: Colorado Angler Supply KB Tool Kit\u001b[0m\n", |
|
"\u001b[91m104: Guess: $198.52 Truth: $48.00 Error: $150.52 SLE: 1.97 Item: Nantucket Home Gift for A Fireman – 15 I...\u001b[0m\n", |
|
"\u001b[91m105: Guess: $178.06 Truth: $241.15 Error: $63.09 SLE: 0.09 Item: Invicta INVICTA-9937 Men's Pro Diver Col...\u001b[0m\n", |
|
"\u001b[91m106: Guess: $192.38 Truth: $249.00 Error: $56.62 SLE: 0.07 Item: Fast88 Electric Desk Elliptical Machine ...\u001b[0m\n", |
|
"\u001b[91m107: Guess: $218.08 Truth: $569.00 Error: $350.92 SLE: 0.91 Item: Ultrak L10 Series Timer with Printer - O...\u001b[0m\n", |
|
"\u001b[91m108: Guess: $229.28 Truth: $85.69 Error: $143.59 SLE: 0.95 Item: Greenes 36 in. L x 18 in. H Wood White G...\u001b[0m\n", |
|
"\u001b[91m109: Guess: $190.14 Truth: $57.99 Error: $132.15 SLE: 1.38 Item: CHUNGEBS Motion Activated Candy Dispense...\u001b[0m\n", |
|
"\u001b[91m110: Guess: $329.66 Truth: $265.99 Error: $63.67 SLE: 0.05 Item: 255/50R19 107H XL GOODYEAR ASSUR WEATHER...\u001b[0m\n", |
|
"\u001b[91m111: Guess: $254.10 Truth: $210.65 Error: $43.45 SLE: 0.03 Item: Quality-Built 15908N Supreme Import Alte...\u001b[0m\n", |
|
"\u001b[91m112: Guess: $265.67 Truth: $812.74 Error: $547.07 SLE: 1.24 Item: S.R. Smith VOLY Swim N Spike Complete Vo...\u001b[0m\n", |
|
"\u001b[91m113: Guess: $273.26 Truth: $112.99 Error: $160.27 SLE: 0.77 Item: 2-Drawer Mirrored Nightstand for Bedroom...\u001b[0m\n", |
|
"\u001b[91m114: Guess: $278.59 Truth: $373.07 Error: $94.48 SLE: 0.08 Item: Timbren FER35092LB Suspension Enhancemen...\u001b[0m\n", |
|
"\u001b[93m115: Guess: $294.89 Truth: $311.00 Error: $16.11 SLE: 0.00 Item: Crosley Furniture Compact Kitchen Island...\u001b[0m\n", |
|
"\u001b[91m116: Guess: $266.84 Truth: $191.18 Error: $75.66 SLE: 0.11 Item: Prepac Corner Hall Tree, White\u001b[0m\n", |
|
"\u001b[91m117: Guess: $191.80 Truth: $61.99 Error: $129.81 SLE: 1.25 Item: Donnelly Sports Strada USH Tire - 700 x ...\u001b[0m\n", |
|
"\u001b[91m118: Guess: $240.95 Truth: $144.90 Error: $96.05 SLE: 0.26 Item: ELITE ECP22 Pool Cue Case\u001b[0m\n", |
|
"\u001b[91m119: Guess: $204.02 Truth: $639.99 Error: $435.97 SLE: 1.30 Item: 3760 Piece Bolt Bin Kit Grade 8 Nut Bolt...\u001b[0m\n", |
|
"\u001b[91m120: Guess: $173.35 Truth: $313.64 Error: $140.29 SLE: 0.35 Item: GDFStudio Halley Outdoor Reclining Wood ...\u001b[0m\n", |
|
"\u001b[91m121: Guess: $312.11 Truth: $221.37 Error: $90.74 SLE: 0.12 Item: Lenovo Thinkcentre M93p SFF Business Des...\u001b[0m\n", |
|
"\u001b[91m122: Guess: $298.43 Truth: $576.01 Error: $277.58 SLE: 0.43 Item: Wasp 633808551414 Wasptime RF200 RFID Ti...\u001b[0m\n", |
|
"\u001b[91m123: Guess: $249.29 Truth: $82.22 Error: $167.07 SLE: 1.21 Item: Drinking Cup, 5 oz. [Case of 2500]\u001b[0m\n", |
|
"\u001b[91m124: Guess: $178.06 Truth: $490.00 Error: $311.94 SLE: 1.02 Item: Seiko Men's SNAE57 Black Dial Watch\u001b[0m\n", |
|
"\u001b[91m125: Guess: $258.16 Truth: $362.84 Error: $104.68 SLE: 0.12 Item: Control Arm Front Upper & Lower Kit Set ...\u001b[0m\n", |
|
"\u001b[91m126: Guess: $236.73 Truth: $578.00 Error: $341.27 SLE: 0.79 Item: Truhart Street Plus Coilovers 1997-2001 ...\u001b[0m\n", |
|
"\u001b[91m127: Guess: $217.48 Truth: $479.00 Error: $261.52 SLE: 0.62 Item: Small Block Chevy Serpentine System for ...\u001b[0m\n", |
|
"\u001b[91m128: Guess: $265.69 Truth: $165.99 Error: $99.70 SLE: 0.22 Item: Diophros Power Tower Pull Up Bar, Adjust...\u001b[0m\n", |
|
"\u001b[91m129: Guess: $263.43 Truth: $174.99 Error: $88.44 SLE: 0.17 Item: Topeakmart Shoe Rack Storage Cabinet She...\u001b[0m\n", |
|
"\u001b[91m130: Guess: $272.54 Truth: $204.99 Error: $67.55 SLE: 0.08 Item: Steering Wheel, for Beetle 62-71, Ghia 6...\u001b[0m\n", |
|
"\u001b[91m131: Guess: $286.51 Truth: $137.00 Error: $149.51 SLE: 0.54 Item: Maxxis M7305 Rear 100/100-18 Maxxcross I...\u001b[0m\n", |
|
"\u001b[91m132: Guess: $294.56 Truth: $388.23 Error: $93.67 SLE: 0.08 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", |
|
"\u001b[91m133: Guess: $256.46 Truth: $325.00 Error: $68.54 SLE: 0.06 Item: HP Z640 Tower Server - Intel Xeon E5-264...\u001b[0m\n", |
|
"\u001b[91m134: Guess: $231.79 Truth: $849.00 Error: $617.21 SLE: 1.68 Item: Hanover HANGRNHSP8X6-GRN 8 x 6-Ft. Polyc...\u001b[0m\n", |
|
"\u001b[91m135: Guess: $136.55 Truth: $420.27 Error: $283.72 SLE: 1.25 Item: Movie Masterpiece : Iron Man 3 Iron Man ...\u001b[0m\n", |
|
"\u001b[91m136: Guess: $294.56 Truth: $576.95 Error: $282.39 SLE: 0.45 Item: Thumpr NSR Cam for '09+ Dodge 5.7/6.4L H...\u001b[0m\n", |
|
"\u001b[91m137: Guess: $230.53 Truth: $355.65 Error: $125.12 SLE: 0.19 Item: Office Accents 72\"W x 40\"H Rolling Rever...\u001b[0m\n", |
|
"\u001b[91m138: Guess: $288.18 Truth: $371.99 Error: $83.81 SLE: 0.06 Item: Raptor Series Running Boards Steps 5in O...\u001b[0m\n", |
|
"\u001b[91m139: Guess: $239.45 Truth: $669.99 Error: $430.54 SLE: 1.05 Item: Micro Center Intel Core i7-13700K Deskto...\u001b[0m\n", |
|
"\u001b[91m140: Guess: $205.44 Truth: $138.00 Error: $67.44 SLE: 0.16 Item: 3-5 Birthstones Family Mothers Ring 10k ...\u001b[0m\n", |
|
"\u001b[91m141: Guess: $244.71 Truth: $197.98 Error: $46.73 SLE: 0.04 Item: Standing Desk Walking Pad Treadmill with...\u001b[0m\n", |
|
"\u001b[91m142: Guess: $202.62 Truth: $869.99 Error: $667.37 SLE: 2.11 Item: Greatime Storage Bed, Eastern King Size ...\u001b[0m\n", |
|
"\u001b[91m143: Guess: $153.02 Truth: $4.29 Error: $148.73 SLE: 11.37 Item: PrimeMed Self-Adhesive Skived Dancer Pad...\u001b[0m\n", |
|
"\u001b[91m144: Guess: $238.84 Truth: $638.62 Error: $399.78 SLE: 0.96 Item: YITHOPI 2-Seater Sofa Brown Real Goat Le...\u001b[0m\n", |
|
"\u001b[91m145: Guess: $322.26 Truth: $362.75 Error: $40.49 SLE: 0.01 Item: East West Furniture Antique 5 Piece Dini...\u001b[0m\n", |
|
"\u001b[91m146: Guess: $251.73 Truth: $174.20 Error: $77.53 SLE: 0.13 Item: Mean Well SE-1000-48 AC/DC Power Supply,...\u001b[0m\n", |
|
"\u001b[93m147: Guess: $245.75 Truth: $262.99 Error: $17.24 SLE: 0.00 Item: Coaster Furniture Twin Blue Marjorie Met...\u001b[0m\n", |
|
"\u001b[91m148: Guess: $202.20 Truth: $72.59 Error: $129.61 SLE: 1.03 Item: A-Tech 8GB KIT (2 x 4GB) for HP Compaq G...\u001b[0m\n", |
|
"\u001b[91m149: Guess: $257.06 Truth: $449.99 Error: $192.93 SLE: 0.31 Item: AEM (21-8200DC) Brute Force Air Intake S...\u001b[0m\n", |
|
"\u001b[91m150: Guess: $182.02 Truth: $699.99 Error: $517.97 SLE: 1.80 Item: Gold Tone CC-100R Cripple Creek Banjo wi...\u001b[0m\n", |
|
"\u001b[91m151: Guess: $200.08 Truth: $27.99 Error: $172.09 SLE: 3.75 Item: Cestus Brutus HD, Level A7 Cut Resistant...\u001b[0m\n", |
|
"\u001b[91m152: Guess: $211.01 Truth: $72.99 Error: $138.02 SLE: 1.11 Item: Ecomerr Electric Meat Slicer for Home Us...\u001b[0m\n", |
|
"\u001b[93m153: Guess: $217.09 Truth: $206.69 Error: $10.40 SLE: 0.00 Item: LEDMyplace 22W 4ft T8 LED Tube/Bulb, 308...\u001b[0m\n", |
|
"\u001b[91m154: Guess: $154.82 Truth: $303.00 Error: $148.18 SLE: 0.45 Item: Innovative Marine Aquarium Stands APS (A...\u001b[0m\n", |
|
"\u001b[91m155: Guess: $251.84 Truth: $419.98 Error: $168.14 SLE: 0.26 Item: 33 Farmhouse Kitchen Sink - Enbol 33x21 ...\u001b[0m\n", |
|
"\u001b[91m156: Guess: $227.26 Truth: $152.50 Error: $74.76 SLE: 0.16 Item: 14 Pcs Complete Front Suspension Control...\u001b[0m\n", |
|
"\u001b[91m157: Guess: $242.92 Truth: $217.71 Error: $25.21 SLE: 0.01 Item: Sauder Shoal Creek Display Cabinet, Indi...\u001b[0m\n", |
|
"\u001b[91m158: Guess: $228.62 Truth: $34.95 Error: $193.67 SLE: 3.44 Item: SlickMod Chrome Delete Blackout Vinyl Ov...\u001b[0m\n", |
|
"\u001b[91m159: Guess: $220.88 Truth: $619.98 Error: $399.10 SLE: 1.06 Item: ZGNBSD Makeup Vanity - Vanity Desk with ...\u001b[0m\n", |
|
"\u001b[91m160: Guess: $127.10 Truth: $65.00 Error: $62.10 SLE: 0.44 Item: Brixton Women's Joanna Straw Sun Hat\u001b[0m\n", |
|
"\u001b[91m161: Guess: $262.93 Truth: $301.00 Error: $38.07 SLE: 0.02 Item: Savio Livingponds 4000 GPH Pressure Filt...\u001b[0m\n", |
|
"\u001b[91m162: Guess: $293.19 Truth: $246.90 Error: $46.29 SLE: 0.03 Item: Yealink BH72 Bluetooth Headset Wireless ...\u001b[0m\n", |
|
"\u001b[91m163: Guess: $233.12 Truth: $599.99 Error: $366.87 SLE: 0.89 Item: Mighty Mule MM372W Automatic Gate Opener...\u001b[0m\n", |
|
"\u001b[91m164: Guess: $225.04 Truth: $177.99 Error: $47.05 SLE: 0.05 Item: Wilson Electronics Single Antenna Expans...\u001b[0m\n", |
|
"\u001b[91m165: Guess: $271.03 Truth: $799.00 Error: $527.97 SLE: 1.16 Item: Electric Scooter 1000W/600W/500W, 28-34M...\u001b[0m\n", |
|
"\u001b[92m166: Guess: $139.52 Truth: $141.46 Error: $1.94 SLE: 0.00 Item: Lion Steel SR22 Framelock Black Satin LS...\u001b[0m\n", |
|
"\u001b[91m167: Guess: $282.27 Truth: $151.39 Error: $130.88 SLE: 0.38 Item: Safariland 6004 Black Sig P225, P228, P2...\u001b[0m\n", |
|
"\u001b[91m168: Guess: $256.14 Truth: $383.99 Error: $127.85 SLE: 0.16 Item: Power Stop K2260 Front and Rear Z23 Carb...\u001b[0m\n", |
|
"\u001b[91m169: Guess: $205.44 Truth: $330.99 Error: $125.55 SLE: 0.23 Item: Stetson Women's Dakota Western Boot\u001b[0m\n", |
|
"\u001b[91m170: Guess: $204.44 Truth: $16.95 Error: $187.49 SLE: 5.94 Item: South Horizon GO Away T-Shirt\u001b[0m\n", |
|
"\u001b[91m171: Guess: $205.44 Truth: $14.10 Error: $191.34 SLE: 6.84 Item: FIFA Men's Standard WWC France 2019 Wome...\u001b[0m\n", |
|
"\u001b[91m172: Guess: $169.34 Truth: $94.39 Error: $74.95 SLE: 0.34 Item: Wera BC BR 30 Universal Bit Ratchet (Zyk...\u001b[0m\n", |
|
"\u001b[91m173: Guess: $240.33 Truth: $429.99 Error: $189.66 SLE: 0.34 Item: Traxxas Rustler 4x4 VXL, Brushless RC Tr...\u001b[0m\n", |
|
"\u001b[91m174: Guess: $324.72 Truth: $705.00 Error: $380.28 SLE: 0.60 Item: Early 2016 Apple MacBook with 1,2 GHz In...\u001b[0m\n", |
|
"\u001b[91m175: Guess: $161.37 Truth: $199.00 Error: $37.63 SLE: 0.04 Item: Douchebags The Carryall 65l\u001b[0m\n", |
|
"\u001b[91m176: Guess: $279.04 Truth: $314.95 Error: $35.91 SLE: 0.01 Item: MARTHA STEWART Living and Learning Kids'...\u001b[0m\n", |
|
"\u001b[91m177: Guess: $216.01 Truth: $181.65 Error: $34.36 SLE: 0.03 Item: ClearStream 4V Indoor/Outdoor HDTV Anten...\u001b[0m\n", |
|
"\u001b[91m178: Guess: $309.00 Truth: $341.70 Error: $32.70 SLE: 0.01 Item: Callahan Front 324mm and Rear 330mm Dril...\u001b[0m\n", |
|
"\u001b[93m179: Guess: $289.28 Truth: $306.93 Error: $17.65 SLE: 0.00 Item: Innovative Mounts 50110 Traction Bar Kit...\u001b[0m\n", |
|
"\u001b[91m180: Guess: $190.58 Truth: $54.99 Error: $135.59 SLE: 1.51 Item: Nikon FM3A Case, BolinUS Handmade Genuin...\u001b[0m\n", |
|
"\u001b[91m181: Guess: $218.98 Truth: $124.90 Error: $94.08 SLE: 0.31 Item: Las Vegas \"Fabulous Las Vegas\" Padded Sw...\u001b[0m\n", |
|
"\u001b[92m182: Guess: $158.55 Truth: $165.61 Error: $7.06 SLE: 0.00 Item: D-arts Rokusho (12 cm PVC figure) Bandai...\u001b[0m\n", |
|
"\u001b[91m183: Guess: $265.92 Truth: $331.00 Error: $65.08 SLE: 0.05 Item: Crossrock Lightweight Case for 4/4 Full ...\u001b[0m\n", |
|
"\u001b[91m184: Guess: $265.81 Truth: $315.00 Error: $49.19 SLE: 0.03 Item: Genuine Mercedes-Benz Lower Cover 204-91...\u001b[0m\n", |
|
"\u001b[91m185: Guess: $165.16 Truth: $73.50 Error: $91.66 SLE: 0.64 Item: Chi Mei N133bge-l31 Replacement LAPTOP L...\u001b[0m\n", |
|
"\u001b[91m186: Guess: $234.57 Truth: $649.00 Error: $414.43 SLE: 1.03 Item: New Mustang Motorcycle Seat - 2002-2008 ...\u001b[0m\n", |
|
"\u001b[91m187: Guess: $198.40 Truth: $590.00 Error: $391.60 SLE: 1.18 Item: Bric's LIFE 22-Inch Cargo Duffle Bag - L...\u001b[0m\n", |
|
"\u001b[91m188: Guess: $242.07 Truth: $599.99 Error: $357.92 SLE: 0.82 Item: Casa AndreaMilano 3 Piece Microfiber and...\u001b[0m\n", |
|
"\u001b[93m189: Guess: $247.63 Truth: $228.22 Error: $19.41 SLE: 0.01 Item: Mountain Plumbing MT1800-NL/PVDBRN Littl...\u001b[0m\n", |
|
"\u001b[93m190: Guess: $205.44 Truth: $194.95 Error: $10.49 SLE: 0.00 Item: Durango Women's Austin 3 in 1\u001b[0m\n", |
|
"\u001b[91m191: Guess: $187.19 Truth: $329.00 Error: $141.81 SLE: 0.32 Item: QNAP TR-004U 1U 4 Bay Hard Drive Enclosu...\u001b[0m\n", |
|
"\u001b[91m192: Guess: $302.66 Truth: $22.49 Error: $280.17 SLE: 6.55 Item: Gamakatsu 25 Pack EWG Offset Worm Hook\u001b[0m\n", |
|
"\u001b[91m193: Guess: $220.10 Truth: $49.99 Error: $170.11 SLE: 2.15 Item: Benchmark Abrasives 7\" x 7/8\" Premium Hi...\u001b[0m\n", |
|
"\u001b[91m194: Guess: $246.88 Truth: $175.64 Error: $71.24 SLE: 0.11 Item: Delphi HP10017 Fuel Pump and Hanger Asse...\u001b[0m\n", |
|
"\u001b[91m195: Guess: $184.84 Truth: $114.95 Error: $69.89 SLE: 0.22 Item: YaeMarine 2 Steps Boat Out-Board Swim La...\u001b[0m\n", |
|
"\u001b[91m196: Guess: $232.49 Truth: $800.00 Error: $567.51 SLE: 1.52 Item: Karman Healthcare S-2501F16SS-TP Ergonom...\u001b[0m\n", |
|
"\u001b[91m197: Guess: $263.99 Truth: $236.27 Error: $27.72 SLE: 0.01 Item: Bme Dinkee 15 Inch Signature Bed Frame W...\u001b[0m\n", |
|
"\u001b[91m198: Guess: $245.43 Truth: $449.99 Error: $204.56 SLE: 0.37 Item: Leupold DeltaPoint Pro Reflex Sight\u001b[0m\n", |
|
"\u001b[91m199: Guess: $178.20 Truth: $839.00 Error: $660.80 SLE: 2.39 Item: Angara Natural Blue Sapphire Heart Penda...\u001b[0m\n", |
|
"\u001b[93m200: Guess: $220.63 Truth: $202.50 Error: $18.13 SLE: 0.01 Item: Outlaw Cues Pool Cue with Black Bumper W...\u001b[0m\n", |
|
"\u001b[91m201: Guess: $248.79 Truth: $532.00 Error: $283.21 SLE: 0.57 Item: Rev9 R9-HS2-089 Hyper-Street II Coilover...\u001b[0m\n", |
|
"\u001b[92m202: Guess: $254.70 Truth: $257.98 Error: $3.28 SLE: 0.00 Item: Teraflex Dana 44 HD Differential Cover C...\u001b[0m\n", |
|
"\u001b[91m203: Guess: $181.08 Truth: $451.69 Error: $270.61 SLE: 0.83 Item: Beverage Air 502-431D-03 Control - Dixel\u001b[0m\n", |
|
"\u001b[91m204: Guess: $236.38 Truth: $407.79 Error: $171.41 SLE: 0.30 Item: Dayton 1XJX7 Blower, Degrees_Fahrenheit,...\u001b[0m\n", |
|
"\u001b[91m205: Guess: $271.92 Truth: $418.34 Error: $146.42 SLE: 0.18 Item: Turning Point 31501730 Express Stainless...\u001b[0m\n", |
|
"\u001b[91m206: Guess: $192.50 Truth: $334.95 Error: $142.45 SLE: 0.30 Item: Zildjian K Custom Hybrid Crash Cymbal - ...\u001b[0m\n", |
|
"\u001b[91m207: Guess: $303.04 Truth: $119.99 Error: $183.05 SLE: 0.85 Item: Canon PowerShot SX150 IS 14.1 MP Digital...\u001b[0m\n", |
|
"\u001b[91m208: Guess: $187.96 Truth: $444.00 Error: $256.04 SLE: 0.73 Item: 26” Ukulele Black w/Freeboost Electronic...\u001b[0m\n", |
|
"\u001b[91m209: Guess: $200.77 Truth: $260.99 Error: $60.22 SLE: 0.07 Item: Nuheat F1506 Under Floor Heating Mat 120...\u001b[0m\n", |
|
"\u001b[92m210: Guess: $227.26 Truth: $235.99 Error: $8.73 SLE: 0.00 Item: Tangkula Wicker Rocking Chair, Outdoor G...\u001b[0m\n", |
|
"\u001b[91m211: Guess: $190.41 Truth: $539.99 Error: $349.58 SLE: 1.08 Item: DreamLine Visions 56-60 in. W x 58 in. H...\u001b[0m\n", |
|
"\u001b[91m212: Guess: $173.42 Truth: $86.02 Error: $87.40 SLE: 0.48 Item: Lenox RX+ Vari-Raker Band Saw Blade, Bim...\u001b[0m\n", |
|
"\u001b[91m213: Guess: $267.38 Truth: $399.90 Error: $132.52 SLE: 0.16 Item: Compatible with 2002 2003 2004 2005 2006...\u001b[0m\n", |
|
"\u001b[91m214: Guess: $189.49 Truth: $320.00 Error: $130.51 SLE: 0.27 Item: Volcom ELM Stretch Gore Bib Overall\u001b[0m\n", |
|
"\u001b[91m215: Guess: $251.73 Truth: $162.95 Error: $88.78 SLE: 0.19 Item: 5KCP39FGY563S - GE Replacement Condenser...\u001b[0m\n", |
|
"\u001b[91m216: Guess: $189.98 Truth: $4.99 Error: $184.99 SLE: 11.99 Item: BYB Jewelry Pair of 2 Dangling Skull Fak...\u001b[0m\n", |
|
"\u001b[91m217: Guess: $312.48 Truth: $200.54 Error: $111.94 SLE: 0.20 Item: Dell Optiplex 990 Desktop Computer - Int...\u001b[0m\n", |
|
"\u001b[91m218: Guess: $292.25 Truth: $183.41 Error: $108.84 SLE: 0.22 Item: AEM 21-832C Cold Air Intake System\u001b[0m\n", |
|
"\u001b[91m219: Guess: $237.16 Truth: $655.62 Error: $418.46 SLE: 1.03 Item: Erica Synths Drum Sequencer Eurorack Mod...\u001b[0m\n", |
|
"\u001b[91m220: Guess: $329.41 Truth: $596.74 Error: $267.33 SLE: 0.35 Item: Winholt WHSS-1 Table Model Film Wrappers...\u001b[0m\n", |
|
"\u001b[93m221: Guess: $162.82 Truth: $177.64 Error: $14.82 SLE: 0.01 Item: Dooney & Bourke Ostrich Continental Clut...\u001b[0m\n", |
|
"\u001b[91m222: Guess: $312.47 Truth: $343.99 Error: $31.52 SLE: 0.01 Item: Power Stop CRK6958 Coated Brake Rotor an...\u001b[0m\n", |
|
"\u001b[91m223: Guess: $203.87 Truth: $541.09 Error: $337.22 SLE: 0.95 Item: KOHLER K-8459-0 Rely Single-Threshold Sh...\u001b[0m\n", |
|
"\u001b[91m224: Guess: $265.40 Truth: $499.99 Error: $234.59 SLE: 0.40 Item: MANTELSDIRECT Titus Metal Stainless Stee...\u001b[0m\n", |
|
"\u001b[93m225: Guess: $219.31 Truth: $235.00 Error: $15.69 SLE: 0.00 Item: Body-Solid Powerline PPA13X PEC Attachme...\u001b[0m\n", |
|
"\u001b[91m226: Guess: $279.10 Truth: $244.99 Error: $34.11 SLE: 0.02 Item: Lifetime 480074 Contemporary Folding Cha...\u001b[0m\n", |
|
"\u001b[93m227: Guess: $189.49 Truth: $173.25 Error: $16.24 SLE: 0.01 Item: Fowler 54-860-211 Electronic IP54 Ball-A...\u001b[0m\n", |
|
"\u001b[91m228: Guess: $238.05 Truth: $314.00 Error: $75.95 SLE: 0.08 Item: Spyder Auto 5079985 LED Tail Lights Blac...\u001b[0m\n", |
|
"\u001b[91m229: Guess: $287.84 Truth: $468.48 Error: $180.64 SLE: 0.24 Item: Wiseco WK1313 84.50 mm 2-Stroke Watercra...\u001b[0m\n", |
|
"\u001b[91m230: Guess: $149.01 Truth: $928.47 Error: $779.46 SLE: 3.33 Item: Moen 900-002 Flo by Moen 1-1/4-Inch Smar...\u001b[0m\n", |
|
"\u001b[91m231: Guess: $257.12 Truth: $427.49 Error: $170.37 SLE: 0.26 Item: Christopher Knight Home Panama Outdoor A...\u001b[0m\n", |
|
"\u001b[91m232: Guess: $191.35 Truth: $33.99 Error: $157.36 SLE: 2.90 Item: Cranium Brain Breaks Game\u001b[0m\n", |
|
"\u001b[91m233: Guess: $229.39 Truth: $365.00 Error: $135.61 SLE: 0.21 Item: Top Case - Aluminum Top Case - BMW/KTM/Y...\u001b[0m\n", |
|
"\u001b[91m234: Guess: $226.58 Truth: $88.00 Error: $138.58 SLE: 0.88 Item: 58x84\" Rectangular Versailles Blue Cotto...\u001b[0m\n", |
|
"\u001b[91m235: Guess: $323.95 Truth: $440.00 Error: $116.05 SLE: 0.09 Item: Dell i3552-3240BLK 15.6\" HD Laptop (Inte...\u001b[0m\n", |
|
"\u001b[91m236: Guess: $298.04 Truth: $468.00 Error: $169.96 SLE: 0.20 Item: Meyda Tiffany 21211 Moravian Star Pendan...\u001b[0m\n", |
|
"\u001b[91m237: Guess: $127.10 Truth: $21.99 Error: $105.11 SLE: 2.95 Item: Cycling Jersey Men Bike Tops Bicycle Jer...\u001b[0m\n", |
|
"\u001b[91m238: Guess: $260.51 Truth: $719.00 Error: $458.49 SLE: 1.03 Item: Godox VL300 300w New LED Lights,5600K Da...\u001b[0m\n", |
|
"\u001b[92m239: Guess: $233.81 Truth: $230.02 Error: $3.79 SLE: 0.00 Item: La Sportiva Ultra Raptor Mountain Runnin...\u001b[0m\n", |
|
"\u001b[91m240: Guess: $221.30 Truth: $35.85 Error: $185.45 SLE: 3.23 Item: UpBright 2-Prong 29V AC/DC Adapter Compa...\u001b[0m\n", |
|
"\u001b[91m241: Guess: $205.44 Truth: $254.25 Error: $48.81 SLE: 0.05 Item: Ross-Simons Sterling Silver and 14kt Yel...\u001b[0m\n", |
|
"\u001b[91m242: Guess: $234.50 Truth: $96.03 Error: $138.47 SLE: 0.79 Item: RAREELECTRICAL NEW RIGHT TAIL LIGHT COMP...\u001b[0m\n", |
|
"\u001b[91m243: Guess: $227.74 Truth: $789.99 Error: $562.25 SLE: 1.54 Item: Stetsom EX 10500 EQ 2 Ohm Mono Car Audio...\u001b[0m\n", |
|
"\u001b[91m244: Guess: $312.59 Truth: $234.00 Error: $78.59 SLE: 0.08 Item: Microsoft Surface Pro 4 128 GB, 4 GB RAM...\u001b[0m\n", |
|
"\u001b[91m245: Guess: $248.31 Truth: $183.60 Error: $64.71 SLE: 0.09 Item: POOL CHLORINE GRAN 25#\u001b[0m\n", |
|
"\u001b[91m246: Guess: $159.55 Truth: $198.49 Error: $38.94 SLE: 0.05 Item: Disposable Plastic Party Package, Elegan...\u001b[0m\n", |
|
"\u001b[91m247: Guess: $195.98 Truth: $49.95 Error: $146.03 SLE: 1.83 Item: ViewMaster 3 Reel Set HORSES - 21 3D Pic...\u001b[0m\n", |
|
"\u001b[91m248: Guess: $173.27 Truth: $40.76 Error: $132.51 SLE: 2.04 Item: Aquacel Foam Dressing by Convatec ( Dres...\u001b[0m\n", |
|
"\u001b[91m249: Guess: $291.49 Truth: $312.03 Error: $20.54 SLE: 0.00 Item: FONTOI Futon Sofa Bed Memory Foam Couch ...\u001b[0m\n", |
|
"\u001b[91m250: Guess: $236.97 Truth: $584.87 Error: $347.90 SLE: 0.81 Item: Blue Ox BX1124 Base Plate for Jeep Wrang...\u001b[0m\n" |
|
] |
|
}, |
|
{ |
|
"data": { |
|
"image/png": 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", |
|
"text/plain": [ |
|
"<Figure size 1200x800 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"runner2 = TestRunner(svr_predictor, test, \"SVR Accuracy\").run()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 109, |
|
"id": "60010699-d26b-4f93-a959-50272ada6a57", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"def messages_for(item):\n", |
|
" system_message = \"You estimate prices of items under $1000. Reply only with the price, no explanation\"\n", |
|
" user_prompt = item.question()\n", |
|
" return [\n", |
|
" {\"role\": \"system\", \"content\": system_message},\n", |
|
" {\"role\": \"user\", \"content\": user_prompt}\n", |
|
" ]" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 110, |
|
"id": "2d5c1a62-9c6e-4c1c-b051-95a78e6e32a7", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"def get_price(s):\n", |
|
" s = s.replace('$','').replace(',','')\n", |
|
" match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n", |
|
" return float(match.group()) if match else 0" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 111, |
|
"id": "9c845d34-1c73-4636-a6ec-cc6666bb39fa", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"def gpt_predictor(item):\n", |
|
" response = openai.chat.completions.create(\n", |
|
" model=\"gpt-4o-2024-08-06\", #OPENAI_MODEL,\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": 112, |
|
"id": "1b3eb3ef-90a8-4642-b503-c22e72c457f5", |
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"metadata": {}, |
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"outputs": [ |
|
{ |
|
"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
|
"\u001b[91m1: Guess: $699.00 Truth: $731.40 Error: $32.40 SLE: 0.00 Item: Bobkona Sectional Sofa Set Coffee\u001b[0m\n", |
|
"\u001b[93m2: Guess: $250.00 Truth: $269.99 Error: $19.99 SLE: 0.01 Item: MAT EXPERT Kitchen Pantry Cupboard Cabin...\u001b[0m\n", |
|
"\u001b[91m3: Guess: $800.00 Truth: $841.80 Error: $41.80 SLE: 0.00 Item: 2022 Flagship HP Pavilion 15.6\" FHD 1080...\u001b[0m\n", |
|
"\u001b[91m4: Guess: $200.00 Truth: $300.73 Error: $100.73 SLE: 0.17 Item: Five Ten Adidas Hiangle Pro Competition ...\u001b[0m\n", |
|
"\u001b[92m5: Guess: $85.00 Truth: $80.95 Error: $4.05 SLE: 0.00 Item: WOG: New York 1776, the New York Campaig...\u001b[0m\n", |
|
"\u001b[91m6: Guess: $850.00 Truth: $734.43 Error: $115.57 SLE: 0.02 Item: P3 POMPEII3 1 1/10ct Diamond Engagement ...\u001b[0m\n", |
|
"\u001b[93m7: Guess: $65.00 Truth: $77.99 Error: $12.99 SLE: 0.03 Item: NOVICA Purple Hand Painted Alebrije Wood...\u001b[0m\n", |
|
"\u001b[91m8: Guess: $499.00 Truth: $399.00 Error: $100.00 SLE: 0.05 Item: ddrum DD Beta XP Electronic Drum Kit\u001b[0m\n", |
|
"\u001b[91m9: Guess: $800.00 Truth: $592.24 Error: $207.76 SLE: 0.09 Item: Lund Hard Tri-Fold Hard Folding Truck Be...\u001b[0m\n", |
|
"\u001b[93m10: Guess: $299.00 Truth: $279.99 Error: $19.01 SLE: 0.00 Item: NUWATT 4 Pack, 2x4 FT LED Ceiling Panel,...\u001b[0m\n", |
|
"\u001b[93m11: Guess: $230.00 Truth: $219.99 Error: $10.01 SLE: 0.00 Item: 1.5'' Big Dude 10'' Height Handlebars fo...\u001b[0m\n", |
|
"\u001b[91m12: Guess: $299.00 Truth: $835.99 Error: $536.99 SLE: 1.05 Item: Seismic Audio Speakers Magnitude 3600 2 ...\u001b[0m\n", |
|
"\u001b[91m13: Guess: $150.00 Truth: $196.99 Error: $46.99 SLE: 0.07 Item: Firepro V5800 1GB Pcie Giftbox\u001b[0m\n", |
|
"\u001b[93m14: Guess: $250.00 Truth: $265.33 Error: $15.33 SLE: 0.00 Item: doTERRA - Deep Blue Rub - 32 oz\u001b[0m\n", |
|
"\u001b[91m15: Guess: $299.00 Truth: $356.50 Error: $57.50 SLE: 0.03 Item: JACKPUCK press 2 ton - Small Round Mould\u001b[0m\n", |
|
"\u001b[91m16: Guess: $120.00 Truth: $180.60 Error: $60.60 SLE: 0.16 Item: OASE Indoor Aquatics OptiMax 1420\u001b[0m\n", |
|
"\u001b[93m17: Guess: $349.00 Truth: $363.56 Error: $14.56 SLE: 0.00 Item: AKRacing Core Ex-Wide SE Sedia da Gioco,...\u001b[0m\n", |
|
"\u001b[91m18: Guess: $240.00 Truth: $284.99 Error: $44.99 SLE: 0.03 Item: Devoko Patio Furniture Set 5 Pieces Pati...\u001b[0m\n", |
|
"\u001b[92m19: Guess: $240.00 Truth: $244.12 Error: $4.12 SLE: 0.00 Item: WarmlyYours TRT120-KIT-OT-1.5x06 TempZon...\u001b[0m\n", |
|
"\u001b[91m20: Guess: $850.00 Truth: $946.25 Error: $96.25 SLE: 0.01 Item: JDBands 14K Yellow Solid Gold Hand Braid...\u001b[0m\n", |
|
"\u001b[92m21: Guess: $48.00 Truth: $39.99 Error: $8.01 SLE: 0.03 Item: SmallRig Field Monitor Mount with NATO C...\u001b[0m\n", |
|
"\u001b[91m22: Guess: $79.99 Truth: $204.14 Error: $124.15 SLE: 0.86 Item: DWK \"American Bison\" Wall Mounted Faux B...\u001b[0m\n", |
|
"\u001b[91m23: Guess: $499.00 Truth: $339.00 Error: $160.00 SLE: 0.15 Item: Echomaster FCTP-DR1304 Blind Spot Camera...\u001b[0m\n", |
|
"\u001b[92m24: Guess: $80.00 Truth: $72.49 Error: $7.51 SLE: 0.01 Item: Stanley Proto J48005LS2 Long Drive Pin P...\u001b[0m\n", |
|
"\u001b[93m25: Guess: $12.00 Truth: $1.69 Error: $10.31 SLE: 2.48 Item: Chrome Nail Powder Metallic Mirror Effec...\u001b[0m\n", |
|
"\u001b[91m26: Guess: $200.00 Truth: $289.95 Error: $89.95 SLE: 0.14 Item: Kohler 24-025-57-S Lawn & Garden Equipme...\u001b[0m\n", |
|
"\u001b[92m27: Guess: $650.00 Truth: $649.00 Error: $1.00 SLE: 0.00 Item: Lenovo 2021 Ideapad 3 Premium Laptop I 1...\u001b[0m\n", |
|
"\u001b[91m28: Guess: $189.00 Truth: $107.35 Error: $81.65 SLE: 0.32 Item: CRUX DKGM-49 Replacement Radio and Dash ...\u001b[0m\n", |
|
"\u001b[91m29: Guess: $85.00 Truth: $126.30 Error: $41.30 SLE: 0.15 Item: G-Technology G-DRIVE mobile USB Portable...\u001b[0m\n", |
|
"\u001b[91m30: Guess: $450.00 Truth: $165.50 Error: $284.50 SLE: 0.99 Item: FPV Drone with HD Camera for Adults, 5In...\u001b[0m\n", |
|
"\u001b[91m31: Guess: $299.95 Truth: $178.43 Error: $121.52 SLE: 0.27 Item: Rough Country High Steer Correction for ...\u001b[0m\n", |
|
"\u001b[92m32: Guess: $35.00 Truth: $28.99 Error: $6.01 SLE: 0.03 Item: LaDoVita 3 Pack Ceramic Plant Pots 6/5/4...\u001b[0m\n", |
|
"\u001b[91m33: Guess: $150.00 Truth: $245.95 Error: $95.95 SLE: 0.24 Item: InFocus SP-Lamp-015 Replacement Lamp for...\u001b[0m\n", |
|
"\u001b[91m34: Guess: $150.00 Truth: $380.25 Error: $230.25 SLE: 0.86 Item: Pokemon - Dark Tyranitar (11) - Neo Dest...\u001b[0m\n", |
|
"\u001b[91m35: Guess: $120.00 Truth: $82.99 Error: $37.01 SLE: 0.13 Item: Knives Of Alaska SureGrip Jaeger Boning ...\u001b[0m\n", |
|
"\u001b[92m36: Guess: $90.00 Truth: $83.76 Error: $6.24 SLE: 0.01 Item: Eminence Arctic Berry Peptide Radiance C...\u001b[0m\n", |
|
"\u001b[91m37: Guess: $48.00 Truth: $16.97 Error: $31.03 SLE: 1.01 Item: Madewell Women's Short Sleeve Harley Tee\u001b[0m\n", |
|
"\u001b[91m38: Guess: $600.00 Truth: $288.31 Error: $311.69 SLE: 0.53 Item: Wireless Earbuds, Bluetooth Earbuds with...\u001b[0m\n", |
|
"\u001b[91m39: Guess: $315.00 Truth: $171.79 Error: $143.21 SLE: 0.36 Item: Esco Equipment (ESC10436) 10 Ton Fork Li...\u001b[0m\n", |
|
"\u001b[91m40: Guess: $89.00 Truth: $176.99 Error: $87.99 SLE: 0.47 Item: for Dodge Charger 2006-2022 Car Seat Cov...\u001b[0m\n", |
|
"\u001b[91m41: Guess: $600.00 Truth: $218.75 Error: $381.25 SLE: 1.01 Item: Gin and Grace 10K Yellow Gold Natural Au...\u001b[0m\n", |
|
"\u001b[91m42: Guess: $200.00 Truth: $177.95 Error: $22.05 SLE: 0.01 Item: SAMSUNG Galaxy A23 5G A Series Cell Phon...\u001b[0m\n", |
|
"\u001b[93m43: Guess: $199.00 Truth: $216.63 Error: $17.63 SLE: 0.01 Item: Innovate Motorsports 3918 MTX Series MTX...\u001b[0m\n", |
|
"\u001b[93m44: Guess: $50.00 Truth: $68.99 Error: $18.99 SLE: 0.10 Item: Earthbath Eucalyptus and Peppermint Conc...\u001b[0m\n", |
|
"\u001b[92m45: Guess: $97.00 Truth: $89.91 Error: $7.09 SLE: 0.01 Item: Classic 1X1 Squares Gray Light Blue Glos...\u001b[0m\n", |
|
"\u001b[93m46: Guess: $299.00 Truth: $316.40 Error: $17.40 SLE: 0.00 Item: [Switchback LED] VIPMOTOZ Black Bezel OL...\u001b[0m\n", |
|
"\u001b[91m47: Guess: $60.00 Truth: $23.99 Error: $36.01 SLE: 0.80 Item: 300 Pcs Kraft Bags with Window Kraft Sta...\u001b[0m\n", |
|
"\u001b[91m48: Guess: $85.00 Truth: $169.00 Error: $84.00 SLE: 0.46 Item: Osram Sylvania QTP4X32T8/UNV ISN-SC 4994...\u001b[0m\n", |
|
"\u001b[91m49: Guess: $249.99 Truth: $361.99 Error: $112.00 SLE: 0.14 Item: CHARMMA Adjustable Swivel Chairs Recline...\u001b[0m\n", |
|
"\u001b[91m50: Guess: $160.00 Truth: $216.00 Error: $56.00 SLE: 0.09 Item: CanDo Firm Non-Slip, Dual-Textured, Weig...\u001b[0m\n", |
|
"\u001b[91m51: Guess: $600.00 Truth: $70.99 Error: $529.01 SLE: 4.50 Item: Guard Plastic Plates Box for Shoe & Boot...\u001b[0m\n", |
|
"\u001b[91m52: Guess: $129.00 Truth: $64.99 Error: $64.01 SLE: 0.46 Item: Bonnlo 3 Piece Dining Set, Small Kitchen...\u001b[0m\n", |
|
"\u001b[91m53: Guess: $299.00 Truth: $239.00 Error: $60.00 SLE: 0.05 Item: Myers Pickups The Feather-2 Concertina M...\u001b[0m\n", |
|
"\u001b[91m54: Guess: $650.00 Truth: $849.99 Error: $199.99 SLE: 0.07 Item: 66 inch DENALI Pro UTV Snow Plow Kit in ...\u001b[0m\n", |
|
"\u001b[91m55: Guess: $39.99 Truth: $69.54 Error: $29.55 SLE: 0.29 Item: Art3d Peel and Stick Mother of Pearl She...\u001b[0m\n", |
|
"\u001b[91m56: Guess: $259.99 Truth: $215.89 Error: $44.10 SLE: 0.03 Item: PAKASEPT Vanity Set with Sliding Lighted...\u001b[0m\n", |
|
"\u001b[91m57: Guess: $600.00 Truth: $349.00 Error: $251.00 SLE: 0.29 Item: Adjustable Queen Size Deluxe Murphy Bed ...\u001b[0m\n", |
|
"\u001b[91m58: Guess: $60.00 Truth: $92.26 Error: $32.26 SLE: 0.18 Item: Dell Imaging Drum\u001b[0m\n", |
|
"\u001b[91m59: Guess: $299.00 Truth: $672.76 Error: $373.76 SLE: 0.65 Item: Evan Fischer Catalytic Converter 46-Stat...\u001b[0m\n", |
|
"\u001b[92m60: Guess: $25.00 Truth: $19.00 Error: $6.00 SLE: 0.07 Item: Flip Cover for Pocketbook Era, Shiny Bei...\u001b[0m\n", |
|
"\u001b[91m61: Guess: $340.00 Truth: $279.40 Error: $60.60 SLE: 0.04 Item: Brayden Petit Silver 20 1/4\" x 30 1/4\" A...\u001b[0m\n", |
|
"\u001b[91m62: Guess: $340.00 Truth: $266.88 Error: $73.12 SLE: 0.06 Item: Bahco S138 Socket & Mechanical Set, Metr...\u001b[0m\n", |
|
"\u001b[91m63: Guess: $150.00 Truth: $123.90 Error: $26.10 SLE: 0.04 Item: Ready to Install Package : Directv HD Sa...\u001b[0m\n", |
|
"\u001b[91m64: Guess: $800.00 Truth: $527.21 Error: $272.79 SLE: 0.17 Item: iridium GO! Fixed Installation Kit\u001b[0m\n", |
|
"\u001b[92m65: Guess: $68.00 Truth: $69.00 Error: $1.00 SLE: 0.00 Item: Natori Women's Yogi Contour Convertible ...\u001b[0m\n", |
|
"\u001b[91m66: Guess: $600.00 Truth: $322.00 Error: $278.00 SLE: 0.39 Item: Oriental Furniture 6 ft. Tall Bamboo Wav...\u001b[0m\n", |
|
"\u001b[91m67: Guess: $270.00 Truth: $309.00 Error: $39.00 SLE: 0.02 Item: Corral Boots C3730\u001b[0m\n", |
|
"\u001b[91m68: Guess: $600.00 Truth: $549.99 Error: $50.01 SLE: 0.01 Item: Frigidaire Home Comfort White 10,000 BTU...\u001b[0m\n", |
|
"\u001b[93m69: Guess: $60.00 Truth: $76.05 Error: $16.05 SLE: 0.05 Item: Pillow Perfect Outdoor/Indoor in The Fra...\u001b[0m\n", |
|
"\u001b[93m70: Guess: $280.00 Truth: $268.26 Error: $11.74 SLE: 0.00 Item: Evan Fischer Catalytic Converter 46-Stat...\u001b[0m\n", |
|
"\u001b[91m71: Guess: $265.00 Truth: $567.19 Error: $302.19 SLE: 0.58 Item: Moen UT3693EPBN Voss Collection M-CORE 3...\u001b[0m\n", |
|
"\u001b[91m72: Guess: $200.00 Truth: $287.30 Error: $87.30 SLE: 0.13 Item: American Standard 7353841.002 Townsend 8...\u001b[0m\n", |
|
"\u001b[91m73: Guess: $150.00 Truth: $75.00 Error: $75.00 SLE: 0.47 Item: Elaine Coyne Wearable Art Verdigris Pati...\u001b[0m\n", |
|
"\u001b[91m74: Guess: $650.00 Truth: $302.40 Error: $347.60 SLE: 0.58 Item: Home Square 4 Drawer Chest and 2 Drawer ...\u001b[0m\n", |
|
"\u001b[91m75: Guess: $200.00 Truth: $84.99 Error: $115.01 SLE: 0.72 Item: Rite Farm Products L10 Processing KIT Dr...\u001b[0m\n", |
|
"\u001b[92m76: Guess: $95.00 Truth: $95.00 Error: $0.00 SLE: 0.00 Item: Cartier Declaration Essence Eau de Toile...\u001b[0m\n", |
|
"\u001b[92m77: Guess: $240.00 Truth: $242.64 Error: $2.64 SLE: 0.00 Item: Fit System Passenger Side Mirror for GMC...\u001b[0m\n", |
|
"\u001b[91m78: Guess: $399.00 Truth: $619.15 Error: $220.15 SLE: 0.19 Item: B&K Precision 8540 Compact DC Electronic...\u001b[0m\n", |
|
"\u001b[91m79: Guess: $189.00 Truth: $290.00 Error: $101.00 SLE: 0.18 Item: NEC Desktop E203WI-BK 20\" Screen LCD Mon...\u001b[0m\n", |
|
"\u001b[91m80: Guess: $850.00 Truth: $512.81 Error: $337.19 SLE: 0.25 Item: 1.49ct Round Cut Halo Pave Solitaire Spl...\u001b[0m\n", |
|
"\u001b[93m81: Guess: $240.00 Truth: $256.70 Error: $16.70 SLE: 0.00 Item: AUTOSAVER88 Complete Struts Compatible w...\u001b[0m\n", |
|
"\u001b[92m82: Guess: $240.00 Truth: $247.37 Error: $7.37 SLE: 0.00 Item: BJE 007600 Black Knight 99\" Liquid Level...\u001b[0m\n", |
|
"\u001b[91m83: Guess: $500.00 Truth: $432.00 Error: $68.00 SLE: 0.02 Item: Logitech ConferenceCam Connect All-in-On...\u001b[0m\n", |
|
"\u001b[91m84: Guess: $850.00 Truth: $902.60 Error: $52.60 SLE: 0.00 Item: Feiss F3932/12WOAF Avenir Industrial Far...\u001b[0m\n", |
|
"\u001b[91m85: Guess: $150.00 Truth: $374.99 Error: $224.99 SLE: 0.83 Item: Spectre Performance 765 Low Profile Dual...\u001b[0m\n", |
|
"\u001b[91m86: Guess: $60.00 Truth: $154.28 Error: $94.28 SLE: 0.87 Item: Moen 3838CP Four-Function Shower Head, C...\u001b[0m\n", |
|
"\u001b[91m87: Guess: $315.00 Truth: $229.95 Error: $85.05 SLE: 0.10 Item: Bosch Dishwasher Heat Pump 669135 006691...\u001b[0m\n", |
|
"\u001b[91m88: Guess: $850.00 Truth: $815.88 Error: $34.12 SLE: 0.00 Item: Buyers Products 1705440 XD Smooth Alumin...\u001b[0m\n", |
|
"\u001b[92m89: Guess: $315.00 Truth: $312.94 Error: $2.06 SLE: 0.00 Item: Nitto Trail Grappler M/T All-Terrain Tir...\u001b[0m\n", |
|
"\u001b[91m90: Guess: $329.00 Truth: $349.49 Error: $20.49 SLE: 0.00 Item: Linea di Liara Caserti Mid Century Moder...\u001b[0m\n", |
|
"\u001b[91m91: Guess: $299.00 Truth: $379.00 Error: $80.00 SLE: 0.06 Item: Polaris Ranger 900xp Front Bumper (2013-...\u001b[0m\n", |
|
"\u001b[92m92: Guess: $240.00 Truth: $234.80 Error: $5.20 SLE: 0.00 Item: Bulova Frank Lloyd Wright 'December Gift...\u001b[0m\n", |
|
"\u001b[91m93: Guess: $600.00 Truth: $319.00 Error: $281.00 SLE: 0.40 Item: 12\" White Round Plastic Post Top Globe -...\u001b[0m\n", |
|
"\u001b[92m94: Guess: $499.00 Truth: $498.00 Error: $1.00 SLE: 0.00 Item: Teac HA-P90SD-B Portable Hi-Resolution D...\u001b[0m\n", |
|
"\u001b[91m95: Guess: $299.00 Truth: $216.19 Error: $82.81 SLE: 0.10 Item: Dometic DI-GH120M Maroon interVac Garage...\u001b[0m\n", |
|
"\u001b[91m96: Guess: $95.00 Truth: $45.99 Error: $49.01 SLE: 0.51 Item: 1500 Pieces Bamboo Jigsaw Puzzle Board T...\u001b[0m\n", |
|
"\u001b[91m97: Guess: $299.00 Truth: $260.91 Error: $38.09 SLE: 0.02 Item: Fanimation Embrace Indoor Ceiling Fan wi...\u001b[0m\n", |
|
"\u001b[91m98: Guess: $189.00 Truth: $125.99 Error: $63.01 SLE: 0.16 Item: TCL 20 SE 6.82\" Unlocked Cellphone, 4GB ...\u001b[0m\n", |
|
"\u001b[91m99: Guess: $299.99 Truth: $279.99 Error: $20.00 SLE: 0.00 Item: BOUNTECH Inflatable Water Slide for Kids...\u001b[0m\n", |
|
"\u001b[92m100: Guess: $85.00 Truth: $75.81 Error: $9.19 SLE: 0.01 Item: ACME Silhouette Twin HB/FB Only - 02054W...\u001b[0m\n", |
|
"\u001b[91m101: Guess: $200.00 Truth: $248.37 Error: $48.37 SLE: 0.05 Item: Radiator - Pacific Best Inc. Compatible/...\u001b[0m\n", |
|
"\u001b[93m102: Guess: $50.00 Truth: $36.90 Error: $13.10 SLE: 0.09 Item: Deus Board Game\u001b[0m\n", |
|
"\u001b[91m103: Guess: $85.00 Truth: $54.50 Error: $30.50 SLE: 0.19 Item: Colorado Angler Supply KB Tool Kit\u001b[0m\n", |
|
"\u001b[92m104: Guess: $40.00 Truth: $48.00 Error: $8.00 SLE: 0.03 Item: Nantucket Home Gift for A Fireman – 15 I...\u001b[0m\n", |
|
"\u001b[91m105: Guess: $350.00 Truth: $241.15 Error: $108.85 SLE: 0.14 Item: Invicta INVICTA-9937 Men's Pro Diver Col...\u001b[0m\n", |
|
"\u001b[91m106: Guess: $200.00 Truth: $249.00 Error: $49.00 SLE: 0.05 Item: Fast88 Electric Desk Elliptical Machine ...\u001b[0m\n", |
|
"\u001b[91m107: Guess: $299.00 Truth: $569.00 Error: $270.00 SLE: 0.41 Item: Ultrak L10 Series Timer with Printer - O...\u001b[0m\n", |
|
"\u001b[91m108: Guess: $50.00 Truth: $85.69 Error: $35.69 SLE: 0.28 Item: Greenes 36 in. L x 18 in. H Wood White G...\u001b[0m\n", |
|
"\u001b[91m109: Guess: $35.00 Truth: $57.99 Error: $22.99 SLE: 0.24 Item: CHUNGEBS Motion Activated Candy Dispense...\u001b[0m\n", |
|
"\u001b[93m110: Guess: $250.00 Truth: $265.99 Error: $15.99 SLE: 0.00 Item: 255/50R19 107H XL GOODYEAR ASSUR WEATHER...\u001b[0m\n", |
|
"\u001b[93m111: Guess: $200.00 Truth: $210.65 Error: $10.65 SLE: 0.00 Item: Quality-Built 15908N Supreme Import Alte...\u001b[0m\n", |
|
"\u001b[91m112: Guess: $850.00 Truth: $812.74 Error: $37.26 SLE: 0.00 Item: S.R. Smith VOLY Swim N Spike Complete Vo...\u001b[0m\n", |
|
"\u001b[91m113: Guess: $189.00 Truth: $112.99 Error: $76.01 SLE: 0.26 Item: 2-Drawer Mirrored Nightstand for Bedroom...\u001b[0m\n", |
|
"\u001b[91m114: Guess: $250.00 Truth: $373.07 Error: $123.07 SLE: 0.16 Item: Timbren FER35092LB Suspension Enhancemen...\u001b[0m\n", |
|
"\u001b[92m115: Guess: $315.00 Truth: $311.00 Error: $4.00 SLE: 0.00 Item: Crosley Furniture Compact Kitchen Island...\u001b[0m\n", |
|
"\u001b[93m116: Guess: $179.00 Truth: $191.18 Error: $12.18 SLE: 0.00 Item: Prepac Corner Hall Tree, White\u001b[0m\n", |
|
"\u001b[92m117: Guess: $70.00 Truth: $61.99 Error: $8.01 SLE: 0.01 Item: Donnelly Sports Strada USH Tire - 700 x ...\u001b[0m\n", |
|
"\u001b[91m118: Guess: $120.00 Truth: $144.90 Error: $24.90 SLE: 0.04 Item: ELITE ECP22 Pool Cue Case\u001b[0m\n", |
|
"\u001b[93m119: Guess: $650.00 Truth: $639.99 Error: $10.01 SLE: 0.00 Item: 3760 Piece Bolt Bin Kit Grade 8 Nut Bolt...\u001b[0m\n", |
|
"\u001b[91m120: Guess: $349.00 Truth: $313.64 Error: $35.36 SLE: 0.01 Item: GDFStudio Halley Outdoor Reclining Wood ...\u001b[0m\n", |
|
"\u001b[91m121: Guess: $340.00 Truth: $221.37 Error: $118.63 SLE: 0.18 Item: Lenovo Thinkcentre M93p SFF Business Des...\u001b[0m\n", |
|
"\u001b[91m122: Guess: $600.00 Truth: $576.01 Error: $23.99 SLE: 0.00 Item: Wasp 633808551414 Wasptime RF200 RFID Ti...\u001b[0m\n", |
|
"\u001b[91m123: Guess: $600.00 Truth: $82.22 Error: $517.78 SLE: 3.91 Item: Drinking Cup, 5 oz. [Case of 2500]\u001b[0m\n", |
|
"\u001b[91m124: Guess: $350.00 Truth: $490.00 Error: $140.00 SLE: 0.11 Item: Seiko Men's SNAE57 Black Dial Watch\u001b[0m\n", |
|
"\u001b[93m125: Guess: $350.00 Truth: $362.84 Error: $12.84 SLE: 0.00 Item: Control Arm Front Upper & Lower Kit Set ...\u001b[0m\n", |
|
"\u001b[92m126: Guess: $580.00 Truth: $578.00 Error: $2.00 SLE: 0.00 Item: Truhart Street Plus Coilovers 1997-2001 ...\u001b[0m\n", |
|
"\u001b[91m127: Guess: $895.00 Truth: $479.00 Error: $416.00 SLE: 0.39 Item: Small Block Chevy Serpentine System for ...\u001b[0m\n", |
|
"\u001b[91m128: Guess: $200.00 Truth: $165.99 Error: $34.01 SLE: 0.03 Item: Diophros Power Tower Pull Up Bar, Adjust...\u001b[0m\n", |
|
"\u001b[91m129: Guess: $240.00 Truth: $174.99 Error: $65.01 SLE: 0.10 Item: Topeakmart Shoe Rack Storage Cabinet She...\u001b[0m\n", |
|
"\u001b[91m130: Guess: $150.00 Truth: $204.99 Error: $54.99 SLE: 0.10 Item: Steering Wheel, for Beetle 62-71, Ghia 6...\u001b[0m\n", |
|
"\u001b[91m131: Guess: $80.00 Truth: $137.00 Error: $57.00 SLE: 0.28 Item: Maxxis M7305 Rear 100/100-18 Maxxcross I...\u001b[0m\n", |
|
"\u001b[91m132: Guess: $240.00 Truth: $388.23 Error: $148.23 SLE: 0.23 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", |
|
"\u001b[91m133: Guess: $850.00 Truth: $325.00 Error: $525.00 SLE: 0.92 Item: HP Z640 Tower Server - Intel Xeon E5-264...\u001b[0m\n", |
|
"\u001b[91m134: Guess: $650.00 Truth: $849.00 Error: $199.00 SLE: 0.07 Item: Hanover HANGRNHSP8X6-GRN 8 x 6-Ft. Polyc...\u001b[0m\n", |
|
"\u001b[91m135: Guess: $400.00 Truth: $420.27 Error: $20.27 SLE: 0.00 Item: Movie Masterpiece : Iron Man 3 Iron Man ...\u001b[0m\n", |
|
"\u001b[91m136: Guess: $499.00 Truth: $576.95 Error: $77.95 SLE: 0.02 Item: Thumpr NSR Cam for '09+ Dodge 5.7/6.4L H...\u001b[0m\n", |
|
"\u001b[91m137: Guess: $299.00 Truth: $355.65 Error: $56.65 SLE: 0.03 Item: Office Accents 72\"W x 40\"H Rolling Rever...\u001b[0m\n", |
|
"\u001b[91m138: Guess: $600.00 Truth: $371.99 Error: $228.01 SLE: 0.23 Item: Raptor Series Running Boards Steps 5in O...\u001b[0m\n", |
|
"\u001b[91m139: Guess: $599.00 Truth: $669.99 Error: $70.99 SLE: 0.01 Item: Micro Center Intel Core i7-13700K Deskto...\u001b[0m\n", |
|
"\u001b[91m140: Guess: $240.00 Truth: $138.00 Error: $102.00 SLE: 0.30 Item: 3-5 Birthstones Family Mothers Ring 10k ...\u001b[0m\n", |
|
"\u001b[91m141: Guess: $499.00 Truth: $197.98 Error: $301.02 SLE: 0.85 Item: Standing Desk Walking Pad Treadmill with...\u001b[0m\n", |
|
"\u001b[93m142: Guess: $850.00 Truth: $869.99 Error: $19.99 SLE: 0.00 Item: Greatime Storage Bed, Eastern King Size ...\u001b[0m\n", |
|
"\u001b[93m143: Guess: $15.99 Truth: $4.29 Error: $11.70 SLE: 1.36 Item: PrimeMed Self-Adhesive Skived Dancer Pad...\u001b[0m\n", |
|
"\u001b[93m144: Guess: $650.00 Truth: $638.62 Error: $11.38 SLE: 0.00 Item: YITHOPI 2-Seater Sofa Brown Real Goat Le...\u001b[0m\n", |
|
"\u001b[91m145: Guess: $699.00 Truth: $362.75 Error: $336.25 SLE: 0.43 Item: East West Furniture Antique 5 Piece Dini...\u001b[0m\n", |
|
"\u001b[91m146: Guess: $240.00 Truth: $174.20 Error: $65.80 SLE: 0.10 Item: Mean Well SE-1000-48 AC/DC Power Supply,...\u001b[0m\n", |
|
"\u001b[91m147: Guess: $150.00 Truth: $262.99 Error: $112.99 SLE: 0.31 Item: Coaster Furniture Twin Blue Marjorie Met...\u001b[0m\n", |
|
"\u001b[91m148: Guess: $35.00 Truth: $72.59 Error: $37.59 SLE: 0.51 Item: A-Tech 8GB KIT (2 x 4GB) for HP Compaq G...\u001b[0m\n", |
|
"\u001b[91m149: Guess: $350.00 Truth: $449.99 Error: $99.99 SLE: 0.06 Item: AEM (21-8200DC) Brute Force Air Intake S...\u001b[0m\n", |
|
"\u001b[91m150: Guess: $600.00 Truth: $699.99 Error: $99.99 SLE: 0.02 Item: Gold Tone CC-100R Cripple Creek Banjo wi...\u001b[0m\n", |
|
"\u001b[93m151: Guess: $45.00 Truth: $27.99 Error: $17.01 SLE: 0.21 Item: Cestus Brutus HD, Level A7 Cut Resistant...\u001b[0m\n", |
|
"\u001b[91m152: Guess: $189.00 Truth: $72.99 Error: $116.01 SLE: 0.89 Item: Ecomerr Electric Meat Slicer for Home Us...\u001b[0m\n", |
|
"\u001b[91m153: Guess: $240.00 Truth: $206.69 Error: $33.31 SLE: 0.02 Item: LEDMyplace 22W 4ft T8 LED Tube/Bulb, 308...\u001b[0m\n", |
|
"\u001b[91m154: Guess: $200.00 Truth: $303.00 Error: $103.00 SLE: 0.17 Item: Innovative Marine Aquarium Stands APS (A...\u001b[0m\n", |
|
"\u001b[91m155: Guess: $450.00 Truth: $419.98 Error: $30.02 SLE: 0.00 Item: 33 Farmhouse Kitchen Sink - Enbol 33x21 ...\u001b[0m\n", |
|
"\u001b[91m156: Guess: $189.00 Truth: $152.50 Error: $36.50 SLE: 0.05 Item: 14 Pcs Complete Front Suspension Control...\u001b[0m\n", |
|
"\u001b[91m157: Guess: $600.00 Truth: $217.71 Error: $382.29 SLE: 1.02 Item: Sauder Shoal Creek Display Cabinet, Indi...\u001b[0m\n", |
|
"\u001b[91m158: Guess: $79.95 Truth: $34.95 Error: $45.00 SLE: 0.66 Item: SlickMod Chrome Delete Blackout Vinyl Ov...\u001b[0m\n", |
|
"\u001b[91m159: Guess: $299.99 Truth: $619.98 Error: $319.99 SLE: 0.52 Item: ZGNBSD Makeup Vanity - Vanity Desk with ...\u001b[0m\n", |
|
"\u001b[92m160: Guess: $65.00 Truth: $65.00 Error: $0.00 SLE: 0.00 Item: Brixton Women's Joanna Straw Sun Hat\u001b[0m\n", |
|
"\u001b[91m161: Guess: $699.00 Truth: $301.00 Error: $398.00 SLE: 0.71 Item: Savio Livingponds 4000 GPH Pressure Filt...\u001b[0m\n", |
|
"\u001b[92m162: Guess: $249.00 Truth: $246.90 Error: $2.10 SLE: 0.00 Item: Yealink BH72 Bluetooth Headset Wireless ...\u001b[0m\n", |
|
"\u001b[91m163: Guess: $650.00 Truth: $599.99 Error: $50.01 SLE: 0.01 Item: Mighty Mule MM372W Automatic Gate Opener...\u001b[0m\n", |
|
"\u001b[93m164: Guess: $189.99 Truth: $177.99 Error: $12.00 SLE: 0.00 Item: Wilson Electronics Single Antenna Expans...\u001b[0m\n", |
|
"\u001b[91m165: Guess: $699.00 Truth: $799.00 Error: $100.00 SLE: 0.02 Item: Electric Scooter 1000W/600W/500W, 28-34M...\u001b[0m\n", |
|
"\u001b[91m166: Guess: $220.00 Truth: $141.46 Error: $78.54 SLE: 0.19 Item: Lion Steel SR22 Framelock Black Satin LS...\u001b[0m\n", |
|
"\u001b[91m167: Guess: $200.00 Truth: $151.39 Error: $48.61 SLE: 0.08 Item: Safariland 6004 Black Sig P225, P228, P2...\u001b[0m\n", |
|
"\u001b[91m168: Guess: $350.00 Truth: $383.99 Error: $33.99 SLE: 0.01 Item: Power Stop K2260 Front and Rear Z23 Carb...\u001b[0m\n", |
|
"\u001b[91m169: Guess: $240.00 Truth: $330.99 Error: $90.99 SLE: 0.10 Item: Stetson Women's Dakota Western Boot\u001b[0m\n", |
|
"\u001b[92m170: Guess: $25.00 Truth: $16.95 Error: $8.05 SLE: 0.14 Item: South Horizon GO Away T-Shirt\u001b[0m\n", |
|
"\u001b[93m171: Guess: $30.00 Truth: $14.10 Error: $15.90 SLE: 0.52 Item: FIFA Men's Standard WWC France 2019 Wome...\u001b[0m\n", |
|
"\u001b[92m172: Guess: $85.00 Truth: $94.39 Error: $9.39 SLE: 0.01 Item: Wera BC BR 30 Universal Bit Ratchet (Zyk...\u001b[0m\n", |
|
"\u001b[91m173: Guess: $399.95 Truth: $429.99 Error: $30.04 SLE: 0.01 Item: Traxxas Rustler 4x4 VXL, Brushless RC Tr...\u001b[0m\n", |
|
"\u001b[91m174: Guess: $450.00 Truth: $705.00 Error: $255.00 SLE: 0.20 Item: Early 2016 Apple MacBook with 1,2 GHz In...\u001b[0m\n", |
|
"\u001b[91m175: Guess: $249.00 Truth: $199.00 Error: $50.00 SLE: 0.05 Item: Douchebags The Carryall 65l\u001b[0m\n", |
|
"\u001b[91m176: Guess: $280.00 Truth: $314.95 Error: $34.95 SLE: 0.01 Item: MARTHA STEWART Living and Learning Kids'...\u001b[0m\n", |
|
"\u001b[91m177: Guess: $150.00 Truth: $181.65 Error: $31.65 SLE: 0.04 Item: ClearStream 4V Indoor/Outdoor HDTV Anten...\u001b[0m\n", |
|
"\u001b[91m178: Guess: $240.00 Truth: $341.70 Error: $101.70 SLE: 0.12 Item: Callahan Front 324mm and Rear 330mm Dril...\u001b[0m\n", |
|
"\u001b[91m179: Guess: $600.00 Truth: $306.93 Error: $293.07 SLE: 0.45 Item: Innovative Mounts 50110 Traction Bar Kit...\u001b[0m\n", |
|
"\u001b[91m180: Guess: $95.00 Truth: $54.99 Error: $40.01 SLE: 0.29 Item: Nikon FM3A Case, BolinUS Handmade Genuin...\u001b[0m\n", |
|
"\u001b[91m181: Guess: $150.00 Truth: $124.90 Error: $25.10 SLE: 0.03 Item: Las Vegas \"Fabulous Las Vegas\" Padded Sw...\u001b[0m\n", |
|
"\u001b[91m182: Guess: $75.00 Truth: $165.61 Error: $90.61 SLE: 0.62 Item: D-arts Rokusho (12 cm PVC figure) Bandai...\u001b[0m\n", |
|
"\u001b[91m183: Guess: $200.00 Truth: $331.00 Error: $131.00 SLE: 0.25 Item: Crossrock Lightweight Case for 4/4 Full ...\u001b[0m\n", |
|
"\u001b[91m184: Guess: $350.00 Truth: $315.00 Error: $35.00 SLE: 0.01 Item: Genuine Mercedes-Benz Lower Cover 204-91...\u001b[0m\n", |
|
"\u001b[93m185: Guess: $55.00 Truth: $73.50 Error: $18.50 SLE: 0.08 Item: Chi Mei N133bge-l31 Replacement LAPTOP L...\u001b[0m\n", |
|
"\u001b[91m186: Guess: $500.00 Truth: $649.00 Error: $149.00 SLE: 0.07 Item: New Mustang Motorcycle Seat - 2002-2008 ...\u001b[0m\n", |
|
"\u001b[93m187: Guess: $575.00 Truth: $590.00 Error: $15.00 SLE: 0.00 Item: Bric's LIFE 22-Inch Cargo Duffle Bag - L...\u001b[0m\n", |
|
"\u001b[92m188: Guess: $600.00 Truth: $599.99 Error: $0.01 SLE: 0.00 Item: Casa AndreaMilano 3 Piece Microfiber and...\u001b[0m\n", |
|
"\u001b[91m189: Guess: $250.00 Truth: $228.22 Error: $21.78 SLE: 0.01 Item: Mountain Plumbing MT1800-NL/PVDBRN Littl...\u001b[0m\n", |
|
"\u001b[93m190: Guess: $180.00 Truth: $194.95 Error: $14.95 SLE: 0.01 Item: Durango Women's Austin 3 in 1\u001b[0m\n", |
|
"\u001b[92m191: Guess: $329.00 Truth: $329.00 Error: $0.00 SLE: 0.00 Item: QNAP TR-004U 1U 4 Bay Hard Drive Enclosu...\u001b[0m\n", |
|
"\u001b[92m192: Guess: $15.99 Truth: $22.49 Error: $6.50 SLE: 0.10 Item: Gamakatsu 25 Pack EWG Offset Worm Hook\u001b[0m\n", |
|
"\u001b[92m193: Guess: $48.99 Truth: $49.99 Error: $1.00 SLE: 0.00 Item: Benchmark Abrasives 7\" x 7/8\" Premium Hi...\u001b[0m\n", |
|
"\u001b[91m194: Guess: $135.00 Truth: $175.64 Error: $40.64 SLE: 0.07 Item: Delphi HP10017 Fuel Pump and Hanger Asse...\u001b[0m\n", |
|
"\u001b[91m195: Guess: $150.00 Truth: $114.95 Error: $35.05 SLE: 0.07 Item: YaeMarine 2 Steps Boat Out-Board Swim La...\u001b[0m\n", |
|
"\u001b[91m196: Guess: $759.00 Truth: $800.00 Error: $41.00 SLE: 0.00 Item: Karman Healthcare S-2501F16SS-TP Ergonom...\u001b[0m\n", |
|
"\u001b[91m197: Guess: $399.00 Truth: $236.27 Error: $162.73 SLE: 0.27 Item: Bme Dinkee 15 Inch Signature Bed Frame W...\u001b[0m\n", |
|
"\u001b[92m198: Guess: $449.00 Truth: $449.99 Error: $0.99 SLE: 0.00 Item: Leupold DeltaPoint Pro Reflex Sight\u001b[0m\n", |
|
"\u001b[93m199: Guess: $850.00 Truth: $839.00 Error: $11.00 SLE: 0.00 Item: Angara Natural Blue Sapphire Heart Penda...\u001b[0m\n", |
|
"\u001b[91m200: Guess: $240.00 Truth: $202.50 Error: $37.50 SLE: 0.03 Item: Outlaw Cues Pool Cue with Black Bumper W...\u001b[0m\n", |
|
"\u001b[91m201: Guess: $800.00 Truth: $532.00 Error: $268.00 SLE: 0.17 Item: Rev9 R9-HS2-089 Hyper-Street II Coilover...\u001b[0m\n", |
|
"\u001b[92m202: Guess: $265.00 Truth: $257.98 Error: $7.02 SLE: 0.00 Item: Teraflex Dana 44 HD Differential Cover C...\u001b[0m\n", |
|
"\u001b[91m203: Guess: $240.00 Truth: $451.69 Error: $211.69 SLE: 0.40 Item: Beverage Air 502-431D-03 Control - Dixel\u001b[0m\n", |
|
"\u001b[91m204: Guess: $350.00 Truth: $407.79 Error: $57.79 SLE: 0.02 Item: Dayton 1XJX7 Blower, Degrees_Fahrenheit,...\u001b[0m\n", |
|
"\u001b[91m205: Guess: $240.00 Truth: $418.34 Error: $178.34 SLE: 0.31 Item: Turning Point 31501730 Express Stainless...\u001b[0m\n", |
|
"\u001b[92m206: Guess: $329.00 Truth: $334.95 Error: $5.95 SLE: 0.00 Item: Zildjian K Custom Hybrid Crash Cymbal - ...\u001b[0m\n", |
|
"\u001b[91m207: Guess: $85.00 Truth: $119.99 Error: $34.99 SLE: 0.12 Item: Canon PowerShot SX150 IS 14.1 MP Digital...\u001b[0m\n", |
|
"\u001b[91m208: Guess: $600.00 Truth: $444.00 Error: $156.00 SLE: 0.09 Item: 26” Ukulele Black w/Freeboost Electronic...\u001b[0m\n", |
|
"\u001b[91m209: Guess: $189.00 Truth: $260.99 Error: $71.99 SLE: 0.10 Item: Nuheat F1506 Under Floor Heating Mat 120...\u001b[0m\n", |
|
"\u001b[91m210: Guess: $280.00 Truth: $235.99 Error: $44.01 SLE: 0.03 Item: Tangkula Wicker Rocking Chair, Outdoor G...\u001b[0m\n", |
|
"\u001b[91m211: Guess: $499.00 Truth: $539.99 Error: $40.99 SLE: 0.01 Item: DreamLine Visions 56-60 in. W x 58 in. H...\u001b[0m\n", |
|
"\u001b[91m212: Guess: $240.00 Truth: $86.02 Error: $153.98 SLE: 1.04 Item: Lenox RX+ Vari-Raker Band Saw Blade, Bim...\u001b[0m\n", |
|
"\u001b[91m213: Guess: $450.00 Truth: $399.90 Error: $50.10 SLE: 0.01 Item: Compatible with 2002 2003 2004 2005 2006...\u001b[0m\n", |
|
"\u001b[91m214: Guess: $600.00 Truth: $320.00 Error: $280.00 SLE: 0.39 Item: Volcom ELM Stretch Gore Bib Overall\u001b[0m\n", |
|
"\u001b[93m215: Guess: $150.00 Truth: $162.95 Error: $12.95 SLE: 0.01 Item: 5KCP39FGY563S - GE Replacement Condenser...\u001b[0m\n", |
|
"\u001b[93m216: Guess: $15.00 Truth: $4.99 Error: $10.01 SLE: 0.97 Item: BYB Jewelry Pair of 2 Dangling Skull Fak...\u001b[0m\n", |
|
"\u001b[91m217: Guess: $300.00 Truth: $200.54 Error: $99.46 SLE: 0.16 Item: Dell Optiplex 990 Desktop Computer - Int...\u001b[0m\n", |
|
"\u001b[91m218: Guess: $349.99 Truth: $183.41 Error: $166.58 SLE: 0.41 Item: AEM 21-832C Cold Air Intake System\u001b[0m\n", |
|
"\u001b[91m219: Guess: $816.00 Truth: $655.62 Error: $160.38 SLE: 0.05 Item: Erica Synths Drum Sequencer Eurorack Mod...\u001b[0m\n", |
|
"\u001b[91m220: Guess: $240.00 Truth: $596.74 Error: $356.74 SLE: 0.83 Item: Winholt WHSS-1 Table Model Film Wrappers...\u001b[0m\n", |
|
"\u001b[92m221: Guess: $168.00 Truth: $177.64 Error: $9.64 SLE: 0.00 Item: Dooney & Bourke Ostrich Continental Clut...\u001b[0m\n", |
|
"\u001b[91m222: Guess: $240.00 Truth: $343.99 Error: $103.99 SLE: 0.13 Item: Power Stop CRK6958 Coated Brake Rotor an...\u001b[0m\n", |
|
"\u001b[91m223: Guess: $299.00 Truth: $541.09 Error: $242.09 SLE: 0.35 Item: KOHLER K-8459-0 Rely Single-Threshold Sh...\u001b[0m\n", |
|
"\u001b[91m224: Guess: $299.00 Truth: $499.99 Error: $200.99 SLE: 0.26 Item: MANTELSDIRECT Titus Metal Stainless Stee...\u001b[0m\n", |
|
"\u001b[91m225: Guess: $199.00 Truth: $235.00 Error: $36.00 SLE: 0.03 Item: Body-Solid Powerline PPA13X PEC Attachme...\u001b[0m\n", |
|
"\u001b[91m226: Guess: $89.00 Truth: $244.99 Error: $155.99 SLE: 1.01 Item: Lifetime 480074 Contemporary Folding Cha...\u001b[0m\n", |
|
"\u001b[91m227: Guess: $240.00 Truth: $173.25 Error: $66.75 SLE: 0.11 Item: Fowler 54-860-211 Electronic IP54 Ball-A...\u001b[0m\n", |
|
"\u001b[91m228: Guess: $600.00 Truth: $314.00 Error: $286.00 SLE: 0.42 Item: Spyder Auto 5079985 LED Tail Lights Blac...\u001b[0m\n", |
|
"\u001b[91m229: Guess: $200.00 Truth: $468.48 Error: $268.48 SLE: 0.72 Item: Wiseco WK1313 84.50 mm 2-Stroke Watercra...\u001b[0m\n", |
|
"\u001b[91m230: Guess: $850.00 Truth: $928.47 Error: $78.47 SLE: 0.01 Item: Moen 900-002 Flo by Moen 1-1/4-Inch Smar...\u001b[0m\n", |
|
"\u001b[91m231: Guess: $600.00 Truth: $427.49 Error: $172.51 SLE: 0.11 Item: Christopher Knight Home Panama Outdoor A...\u001b[0m\n", |
|
"\u001b[93m232: Guess: $15.00 Truth: $33.99 Error: $18.99 SLE: 0.61 Item: Cranium Brain Breaks Game\u001b[0m\n", |
|
"\u001b[91m233: Guess: $299.00 Truth: $365.00 Error: $66.00 SLE: 0.04 Item: Top Case - Aluminum Top Case - BMW/KTM/Y...\u001b[0m\n", |
|
"\u001b[92m234: Guess: $85.00 Truth: $88.00 Error: $3.00 SLE: 0.00 Item: 58x84\" Rectangular Versailles Blue Cotto...\u001b[0m\n", |
|
"\u001b[91m235: Guess: $600.00 Truth: $440.00 Error: $160.00 SLE: 0.10 Item: Dell i3552-3240BLK 15.6\" HD Laptop (Inte...\u001b[0m\n", |
|
"\u001b[91m236: Guess: $575.00 Truth: $468.00 Error: $107.00 SLE: 0.04 Item: Meyda Tiffany 21211 Moravian Star Pendan...\u001b[0m\n", |
|
"\u001b[93m237: Guess: $35.00 Truth: $21.99 Error: $13.01 SLE: 0.20 Item: Cycling Jersey Men Bike Tops Bicycle Jer...\u001b[0m\n", |
|
"\u001b[91m238: Guess: $599.00 Truth: $719.00 Error: $120.00 SLE: 0.03 Item: Godox VL300 300w New LED Lights,5600K Da...\u001b[0m\n", |
|
"\u001b[91m239: Guess: $160.00 Truth: $230.02 Error: $70.02 SLE: 0.13 Item: La Sportiva Ultra Raptor Mountain Runnin...\u001b[0m\n", |
|
"\u001b[93m240: Guess: $25.00 Truth: $35.85 Error: $10.85 SLE: 0.12 Item: UpBright 2-Prong 29V AC/DC Adapter Compa...\u001b[0m\n", |
|
"\u001b[93m241: Guess: $240.00 Truth: $254.25 Error: $14.25 SLE: 0.00 Item: Ross-Simons Sterling Silver and 14kt Yel...\u001b[0m\n", |
|
"\u001b[93m242: Guess: $85.00 Truth: $96.03 Error: $11.03 SLE: 0.01 Item: RAREELECTRICAL NEW RIGHT TAIL LIGHT COMP...\u001b[0m\n", |
|
"\u001b[91m243: Guess: $950.00 Truth: $789.99 Error: $160.01 SLE: 0.03 Item: Stetsom EX 10500 EQ 2 Ohm Mono Car Audio...\u001b[0m\n", |
|
"\u001b[91m244: Guess: $350.00 Truth: $234.00 Error: $116.00 SLE: 0.16 Item: Microsoft Surface Pro 4 128 GB, 4 GB RAM...\u001b[0m\n", |
|
"\u001b[91m245: Guess: $150.00 Truth: $183.60 Error: $33.60 SLE: 0.04 Item: POOL CHLORINE GRAN 25#\u001b[0m\n", |
|
"\u001b[92m246: Guess: $200.00 Truth: $198.49 Error: $1.51 SLE: 0.00 Item: Disposable Plastic Party Package, Elegan...\u001b[0m\n", |
|
"\u001b[91m247: Guess: $25.00 Truth: $49.95 Error: $24.95 SLE: 0.45 Item: ViewMaster 3 Reel Set HORSES - 21 3D Pic...\u001b[0m\n", |
|
"\u001b[92m248: Guess: $45.00 Truth: $40.76 Error: $4.24 SLE: 0.01 Item: Aquacel Foam Dressing by Convatec ( Dres...\u001b[0m\n", |
|
"\u001b[93m249: Guess: $329.00 Truth: $312.03 Error: $16.97 SLE: 0.00 Item: FONTOI Futon Sofa Bed Memory Foam Couch ...\u001b[0m\n", |
|
"\u001b[91m250: Guess: $430.00 Truth: $584.87 Error: $154.87 SLE: 0.09 Item: Blue Ox BX1124 Base Plate for Jeep Wrang...\u001b[0m\n" |
|
] |
|
}, |
|
{ |
|
"data": { |
|
"image/png": 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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": 113, |
|
"id": "38c882fd-fc7b-4c01-af89-77229ef10d1d", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": 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Pn9avv/6qu+66SzVq1NB1113n1XORmpqa6T6l/TibnQ0bNig0NFRXXHGF+/P/1VdflSTde++9eu2119zv13fffVeDBw92/xAj5f05zszatWuVkpLi8Xl/9uxZ+fn5uX/gSJP2XvTmvZeZ89+PjRo1Uvny5fXss8/q5MmTeuWVV3TmzBm1bdtWJ06c0D333KOpU6cqMjIyT+0BxZZ9nfwAClp0dLSRZK677roM25KTk01SUpL7du6wtrQh5dHR0SYpKcmcOHHCzJs3z4SGhprq1at7DOVMk9vh8SkpKaZDhw7m+uuvd6/LbAjp8uXLjSQzZcoUj/Xvv/9+huGymUnbl/Nv1apVM8YY88477xhJZtiwYR6P27lzp5FkRo8e7bH++++/N5LMww8/7BG3JPP99997lG3cuLHp06eP+352w+PT4kxz4MABExAQkGGY8KlTp0yVKlU8huSmnTf49ttvZ/tcZOeGG24wAQEB5scff3Sv+/bbb40ks2DBggzlJ02a5DHEMTNvvPGGkWRefPFFj/XevvZZyW1csbGxpn///h6vf7du3cw///zjVXv169f3eB3THDp0yEgykyZNMsYYs2HDBiPJhIeHm8aNG5sPPvjArFixwlxzzTVeHavGWMORMztedd5Q1rTjJbOh0DVr1jT+/v5m165dHuuvu+46ExwcbA4cOOCx/vLLLzdhYWHm5MmTxhjrnHNJpkuXLhnqThsm7M1t9erV7sc988wzxt/f36xfvz7bc9p/+umnDPtqjDFfffWVkWSCgoKyff6yOua8kdXQ5b/++stIMpMnT86wLW3Y/rnDuzOTdnynfd4ePnzYPPbYY0aSmTlzpkfZc4dip52/PmPGDGOMNUy/du3aJjU11YwZMybDOe1Lly41FSpUcL8GkZGRZvDgweaTTz7Jso3seHs8ph0z3tzOHUIeGBjoca59mrRh6+efknK+U6dOmVq1apnx48d7xJzZkP6zZ8+aW265xSOW5s2b5zik3Rjvj/tz67rppptMzZo1PerJ6hhr2rSpGThwYLYxpP2t8uaWndjYWHPhhRea6tWrm1OnTrnXT58+3Ugy33zzjUf5//73v0aS6d27d7b1Ziar9+OSJUvcczIEBweb119/3RhjzKhRo8yll16a63aAksCz2wBAidGmTRv9/PPP7vvPPfecxo0b51GmSpUqHvc7deqkWbNmeT2U0BiToUc7rbdy6tSp+v333/XJJ59kW8eqVaskKcOszoMHD9bIkSP11Vdf6ZZbbskxli+//NJjaOT5pwpcffXVHvdXr16dabvt27fXhRdeqK+++spjWHeVKlXUvn17j7LNmzfPdKZ4b6xYsULJyckaNmyYR89JSEiIunbt6o4vu33w1n//+1/Nnz9fL7/8stq0aZNhe3az2me1bdmyZRozZoyuueYa3XnnnR7bvH3tU1NTPXqwXC6XR0+aN3ElJSXp2muv1bZt2/TGG2+oYcOG2rt3r5566in16tVLq1atUkRERLbHqrdtpcWakJCgzz//3D2UulevXmrbtq2eeOIJr47Vzp07a9q0aRnWV6tWLcO6rF7z5s2bq0GDBh7rVq1apZ49e6p69eoe64cPH65ly5Zpw4YNuuyyy7KtOyoqShs3bsxxHyRreHeaO+64QytWrFCnTp0UFRWlUqVK6cUXX1T//v1Vp04dd7kWLVqoS5cueu6559SwYUP16tVLO3bs0H/+8x/5+/tnO8Q7u2POF/LyPjjX9u3bM/Rijh8/XrfddluWj0k7LePtt9/Wbbfdprlz52rMmDFZtnfFFVfowIEDWrFihb799lv98MMP+vjjj/Xhhx9qzJgxebpihjfHY5s2bbw+Ls4/FSs/z+tDDz2kwMBAPfbYYzm2e/vtt2vJkiWaNm2aWrdurejoaD333HPq0aOHVq9e7XHqQ1buvvtuDR06NMP6efPm6cUXX8zx8Vlp37695s+fr4ceekiXXXaZOnTooNDQUI8y/fv39/o5zkpCQoIGDRqk/fv3a9WqVR6jnG644QY98cQTuvXWW/XOO++oYcOGWrZsmV566SVJuT+9Irv348CBA3X06FHt3btX1atXV6lSpfT1119rwYIF+uWXXxQfH6/7779fixYtUmBgoEaOHKnHH3+80K6wAjgRSTtQjFWoUEGhoaGZnoP+3nvvKS4uTocPH9aVV16Z6ePTEt3AwEBdcMEFuR6uNmfOHI0YMcJjnTFGBw4c0GOPPaZnnnlGQUFB7vM504YZnjx5UsHBwQoNDdU///yjgICADMNHXS6XqlSp4jF8MDstWrRQhQoVstx+/ukD2Z0fGhUVleE5zey5CQ4OVnx8vFfxne/IkSOS5D4P/nznf4EKCwvzOL/bWxMnTtRTTz2lp59+WnfccYfHtrR9yuw5Pn78uFwul/uc0HOtWLFCgwYNUq9evTR//nyPL1q5ee1HjhzpMay8a9euWrNmTa7ieuutt7Rs2TJt3LhRbdu2lSRdcskl6ty5s+rWravp06fr8ccf19q1a9W9e3ePuvbu3atatWopMjIyy7YkqXz58h7PV6NGjTwSAJfLpT59+mjy5Mk6evRojsO2IyIi3LHmJKvTXjJb/88//2R5PKdtz6mOoKAgtWzZ0qvYzv2BpVSpUlq1apU2bdqkuXPnavHixXr++ec1btw4TZo0Sffff7+77Icffqjhw4dryJAh7jbvueceffnll1nOY5HdMZdf5cqVk8vl8uoYyE7dunW1cOFCGWO0f/9+PfXUU5o8ebKaN2+e7fDsUaNGqXPnznr66ad17NixbC9LJ0mhoaEaOHCgBg4cKMl6z11++eV65ZVXdPvtt3sMifaGN8dj6dKlvT4uzv0xzNv3VmZ++OEHvfrqq1q8eLESEhLcp8SkDWE/efKkQkNDFRwcrOXLl+utt97Shx9+qGuuucZdR+/evVWrVi1NmDDBffpSdi644IJMnwtvL22alZdeekkXXHCB3n//fT377LMKCQlRnz599Nxzz6l+/fqSrOfi/HPycyMxMVFXXXWV1q1bp88++0wdOnTw2F6hQgUtX75cN910k3tOjsjISE2dOlWjRo3K9EfDrHjzfgwODlajRo0kWUPzb7vtNj366KOqW7eu/vvf/2r9+vXasmWLTp06pe7du6tmzZoZvk8AJQlJO1CM+fv7q0ePHlq5cqUOHz7s8SW8cePGkpTteY85Jbo5yapnYM+ePYqPj9fdd9+tu+++O8P2cuXK6e6779b06dMVGRmp5ORkHTt2zCNxN8YoOjo6y6Q2t87/UpGWgB0+fFgXXHCBx7ZDhw7l63nxRlr9H330kVc9QHlJUiZOnKgJEyZowoQJevjhhzNsr1u3rkJDQ7V169YM27Zu3ap69eplGHWxYsUKDRw4UF27dtWiRYsyjGjIzWs/YcIEjx8SypQpk+u4fvrpJ/n7+6t169Ye5erUqaPIyEj3+eiZ9RSmJbPNmjXTggULlJyc7JFwpLWfdn35unXrKiwsLENMktzn//p6MrCsXvfM1kdGRmZ6beZDhw5JUoZjOrM69u3bp9q1a3sV2+rVqzNcy7tNmzY6deqUYmJi9NZbb2n48OF68MEHNXToUPfnU6VKlfT555/r6NGjio6OVs2aNRUaGqpXX33VI+FKk9Mxl19p17bO6ngLDQ31GC2QlZCQEHfC165dO3Xv3l1NmjTR2LFj1a9fvyzndujUqZMaNmyoJ554Qr169cowUiInNWrU0K233qqxY8dq+/btuU7avZHZj15ZSfsxTLLeW1k9r1L6eyszO3bskDFGV111VYZtBw8eVLly5TRt2jSNHTvWPeLp/L8XZcuWVb169dyfA3YpVaqUJk6cqIkTJ+rIkSNatmyZHnroIfXv31+//vqrpMx/BM+KOW/+i8TERA0cOFCrV6/W//73vywnKm3Xrp127Nihffv26cyZM6pfv742bdokSerSpYtXbefl/Thp0iQFBAS4R/stW7ZMI0aMUJUqVVSlShUNGTJEn3/+OUk7SjSSdqCYGz9+vJYtW6b//Oc/7gnWCktkZGSmPdAtW7bMdHj32LFjFRMTo3feecedKPfs2VNTpkzRvHnzdM8997jLLlq0SGfOnMl2lvT86NGjhyRr2OO5X/Q2btyonTt36pFHHsl1nWkT+njT+96nTx8FBATojz/+yPOw9+w8+eSTmjBhgh599FE9/vjjmZYJCAhQ//79tXjxYk2ZMsWdNB84cECrV6/2eD0ka7KxgQMHqnPnzvr4448zTCYm5e61r1Wrlsfsy3mJKyoqSikpKdq4caNHz9Jvv/2mf/75x91WmTJlsuxNvOqqq/TGG29o0aJFuvbaa93r58yZo6ioKHe9AQEBGjBggD766CPt27fPHbsxRsuXL1fdunUL/Mee7PTs2VNLlizRoUOHPIYoz507V2FhYV7NeJ/X4fHGmAw/Avj7+6tLly6aN2+ejh07lqFnv1KlSu5RCS+99JLOnDmTYTSIN8ecL1x11VWaPn26Dh486E6aT506pcWLF+vKK6/MMEmhNyIjI/XMM89oxIgRevnllzV+/Pgsyz766KP66KOPNGbMmCzLnDp1Si6XK9Pkf+fOnZIyDk33lbwOj7/qqqs0evRoff/99+73UXJysubNm6cOHTpkG+9ll12W6WfJddddp9q1a2vy5MmqV6+eR5vfffedx4+g//zzj3777bcC+ztyPm9GX1WuXFnDhw/Xzz//rOnTpysuLk5hYWF5Hh6f1sO+atUqLV68WH369MnxMed+dr3wwguKiorKcPWMzOTl/bhr1y5NmTJFq1atcn8/McbozJkz7jKnT5/OdCJOoCQhaQeKuU6dOumVV17RnXfeqdatW+vWW29VkyZN5Ofnp8OHD7svoZSXodV5VbZs2Qw9cGnrk5OTPbb16tVLffr00YMPPqjY2Fh16tRJv/zyix5//HG1atVKN954Y4HE2LBhQ9166616+eWX5efnp8svv1z79u3Tf//7X1WvXj1DwuqNtB7i+fPn68ILL1Tp0qUVFRWV6RfTWrVq6YknntAjjzyiPXv26LLLLlO5cuV05MgR/fDDD+6embx44YUX9Nhjj+myyy5T37599d1333lsPzd5mzhxotq1a6d+/frpoYceUkJCgh577DFVqFBB9913n7vcunXrNHDgQFWpUkUPP/xwhnP5GzdurPDw8Fy99tnxNq4RI0Zo2rRpuvrqq/Xoo4+qYcOG2rNnjyZNmqRSpUrpP//5T45tXX755erVq5duv/12xcbGql69elqwYIGWL1+uefPmeQwDf/LJJ7Vs2TJddtllmjBhgsLDw/Xmm2/q559/1gcffODVvp08eTLDayJZX/hbtWrlVR2Zefzxx/XZZ5+pe/fueuyxx1S+fHnNnz9fS5cu1ZQpU7waehsUFOT10P1z3X333QoICFC/fv10+PBhxcbG6oMPPtCTTz6pevXq6cILL3SXfeONNyRZ75eTJ09q2bJleuuttzRp0iSPERPeHnOS9cPEyJEj9fbbb3vMVr927VodO3ZMknWFif379+ujjz6SZJ2OkTa6Z9y4cXr33XfVt29fPfHEEwoODtYzzzyjhIQE92Ub82LYsGGaOnWqnn/+eY0ZMybLz+GhQ4dmei71uXbt2qU+ffrouuuuU9euXVW1alWdOHFCS5cu1axZs9StWzd17NjR4zFbt2517++52rVr505uvTkes/vRKzsjR47UK6+8osGDB+uZZ55RpUqV9Oqrr2rXrl368ssvPcr27NlTa9eudc/xkdYLe76QkBBFRkZ6fJYMGjRIjz32mG6//Xb9+eefat26tQ4fPqznnntOcXFxmY76KQjNmjXTmjVr9Omnn6pq1aoqU6aMGjZsqA4dOqhfv35q3ry5ypUrp507d+rdd9/VxRdf7B69k9WP4Dm55pprtGzZMj3yyCOKjIz0eC3Dw8Pdo+4k6ZFHHlGzZs1UtWpVHThwQG+//ba+//57LV261OMc+7Vr16pnz5567LHH3PMJ5Ob9mMYYo1tvvVUjRozw+LvTp08fvfTSS6pfv75Onz6t9957T9OnT8/1vgPFih2z3wEofD/99JMZMWKEqV27tgkODjYhISGmXr16ZtiwYearr77yKJs2M/WxY8e8rj+3s8dnJqsZxOPj482DDz5oatasaQIDA03VqlXN7bffbk6cOJFjnTntS9qMvBs3bsywLSUlxTz77LOmQYMGJjAw0FSoUMEMHTrUHDx40Ku4M5s9eMGCBaZRo0YmMDDQSDKPP/64R5zn+/jjj0337t1NeHi4CQ4ONjVr1jTXXHON+fLLLz3ayc1znzbbfVa38/3444+mZ8+eJiwszISHh5uBAwea3bt3e5TJapb+tNu5M4lnFZO3s8fnJi5jjPn999/NjTfeaGrVqmWCg4NNjRo1zLXXXmu2b9/udVunTp0yd911l6lSpYoJCgoyzZs3z3T2emOM2bp1q+nbt68pU6aMCQkJMRdddJH59NNPvWonu9m60654YEz2x3VWs2enxda/f38TERFhgoKCTIsWLTJczSBtJvAPP/zQq5i9sWbNGnPddde5XwM/Pz9TtWpVc91115k//vjDo+zrr79uLrzwQhMWFmZKly5tLrnkEvPxxx9nqDM3x1za+/z8fc3uvXD+Mbt7924zcOBAEx4ebsLCwkzPnj3Npk2bvNr/7I7vpUuXGklm4sSJxhjvZ3Y/f/b4EydOmKeeesr06NHDVKtWzQQFBZlSpUqZli1bmqeeesrExcW5y+Y0G3ra8+Tt8Zgf0dHRZtiwYaZ8+fLu98sXX3yRoVzaa5WTrI7/w4cPmzvuuMPUq1fPhISEmKioKNO3b1+zYcOGHOvM6TV57rnnvJo9/qeffjKdOnUyYWFhRpLp2rWrMcaYhx56yLRt29aUK1fOBAcHmzp16ph77rnH/P333znGlpPsXue09tPcfvvtpkaNGiYoKMhUqFDBXH311eaXX37JUGfaZ0Ta3y9j8vY34M033zRRUVEmJibGY/3p06fNzTffbCIjI03lypXNQw89ZFJSUvL9XABFmcsYxpsAAIDCsWbNGs2ePVuzZ8+2OxQAAIoE386IAwAAAAAAfIakHQAAFJpatWq5L0cGAAByxvB4AAAAAAAcip52AAAAAAAciqQdAAAAAACHImkHAAAAAMChAuwOwAlSU1N16NAhlSlTRi6Xy+5wAAAAAADFnDFGp06dUlRUlPz8su5PJ2mXdOjQIVWvXt3uMAAAAAAAJczBgwd1wQUXZLmdpF1SmTJlJFlPVnh4uM3RAAAAAACKu9jYWFWvXt2dj2aFpF1yD4kPDw8naQcAAAAAFJqcTtFmIjoAAAAAAByKpB0AAAAAAIciaQcAAAAAwKFI2gEAAAAAcCiSdgAAAAAAHIqkHQAAAAAAhyJpBwAAAADAoUjaAQAAAABwKJJ2AAAAAAAciqQdAAAAAACHImkHAAAAAMChSNoBAAAAAHAoknYAAAAAAByKpB0AAAAAAIciaQcAAAAAwKFI2gEAAAAAcCiSdgAAAAAAHIqkHQAAAAAAhyJpBwAAAADAoUjaAQAAAABwKJJ2AAAAAAAciqQdAAAAAACHImkHAAAA4FzGSHv2SDExdkcC2IKkHQAAAIBz3XijVLeuFBUlffed3dEAhY6kHQAAAIAzRUdL8+dbywkJ0syZ9sYD2ICkHQAAAIAzlS0rRUZK/v7WMPlGjeyOCCh0AXYHAAAAAACZCgmR1q6VXntNqlNHuusuuyMCCh1JOwAAAADnatJEmjHD7igA2zA8HgAAAAAAhyJpBwAAAADAoUjaAQAAAABwKJJ2AAAAAAAciqQdAAAAAACHImkHAAAAAMChSNoBAAAAAHAoknYAAAAAAByKpB0AAAAAAIciaQcAAAAAwKFI2gEAAAAAcCiSdgAAAAAAHIqkHQAAAAAAhyJpBwAAAADAoUjaAQAAAABwKJJ2AAAAAAAciqQdAAAAAACHImkHAAAAAMChSNoBAAAAAHAoknYAAAAAAByKpB0AAAAAAIciaQcAAAAAwKFI2gEAAAAAcCiSdgAAAAAAHIqkHQAAAAAAhyJpBwAAAADAoUjaAQAAAABwKJJ2AADgO/v2SR9/LB0/bnckAAAUCwF2BwAAAIqJrVul9u2lhAQpKkratk0qV87uqAAAKNLoaQcAAL7x+edSYqK1fOiQ9MMP9sYDAEAxQNIOAAB8o0sXyeWylsPDpRYt7I0HAIBigOHxAADANy6+WNqwQfr+e6lvX6lKFbsjAgCgyCNpBwAAvtO+vXUDAAA+wfB4AAAAAAAciqQdAAAAAACHImkHAAAAAMChSNoBAAAAAHAoknYAAAAAAByKpB0AAAAAAIciaQcAAAAAwKFI2gEAAAAAcCiSdgAAAAAAHIqkHQAAAAAAhyJpBwAAAADAoUjaAQAAAABwKJJ2AAAAAAAciqQdAAAAAACHImkHAAAAAMChSNoBAAAAAHAoknYAAAAAAByKpB0AAAAAAIciaQcAAAAAwKFI2gEAAAAAcCiSdgAAAAAAHIqkHQDgnZ07palTpR9+sDsSIKP9+6Vp06RVq+yOBHCOpCRp9mzpjTekhAS7o3GO1FRp4ULp1Vel6Gjp9deluXOl5GQfNbBH0lRJX/uovpx8/W97fxRSe7K+E7zwQsF8J/jrL2n6dGnFirw9fs8e6/vK14X1/Be8ALsDAAAUAQcOSG3bSnFxkp+f9N13Urt2dkcFWGJjrePz77+t+59+KvXrZ29MgBPceaeVkErSypXShx/aG49TPPmkNGGCtfzoo9KJE9bypk3Siy/ms/J/JLWRdPLf+19IujSfdWbnq3Pqf1LS75IqFGB7yvid4Pvvrfu+EB8vtW8vHTpk3V+4ULr2Wu8f//ffUps20smT1v0vv5R69vRNbDaipx0AkLMtW6w/zpLVQ7F+vb3xAOf67bf0hN3Pr1j1rgD58tVX6curV9sXh9OcOyInLWGXPJ+vPNuh9ITdT9I3PqgzO98oPaU7+W/7BWzz5oL7TrB/f3rC7u8vrV2bu8fv2JGesPv5Sd8U9PNfOEjaAQA569xZqlLFWi5VSrriCnvjAc7VtKnUqJG17O8vDRpkbzyAU9x0U/ryjTfaF4fTDB2avly3bvryuc9XnrWWVOff5UBJA3xQZ3YG/NuO/m23TQG3J8/vBKVL+/Y7Qb16UsuW6fevuSZ3j2/dWqrz7/MfGCgNKOjnv3C4jDHG7iDsFhsbq4iICMXExCg8PNzucADAmY4flzZskFq1kqKi7I4G8HT6tNXD3qhR+hc2oKQzxjqdKSlJuuQSyeWyOyLn2LLF+rvWpYv07bdSaKjUoYOPKo+V1QPeVFJNH9WZnf2Stkm6RFIh5TIF+Z0gLs7qYa9XT6pfP/ePj421etibNpVqFsbzn3fe5qEk7SJpBwAAAAAULm/zUIbHAwAAAADgUCTtAAAAAAA4FEk7AAAAAAAORdIOAAAAAIBDkbQDAAAAAOBQJO0AAAAAADgUSTsAAAAAAA5F0g4AAAAAgEORtAMAAAAA4FAk7QAAAAAAOBRJOwAAAAAADkXSDgAAAACAQ5G0AwAAAADgUCTtAAAAAAA4FEk7AAAAirazZ6XffrP+B4BihqQdAAAARdfx41LTplLDhlLz5tLJk3ZHBAA+RdIOAACAouuzz6Tff7eWd+2SPv/c3ngAwMdI2gEAAFB0NWhg/e/nJ7lc6fcBoJgIsDsAAAAAIM8uukj6+GNp2TKpb1+pbVu7IwIAnyJpBwAAQNE2YIB1A4BiiOHxAAAAAAA4FEk7AAAAAAAOZWvSnpycrEcffVS1a9dWaGio6tSpoyeeeEKpqanuMsYYTZgwQVFRUQoNDVW3bt20fft2j3oSExN15513qkKFCipVqpSuvPJK/fnnn4W9OwAAAAAA+JStSfuzzz6rmTNnasaMGdq5c6emTJmi5557Ti+//LK7zJQpUzR16lTNmDFDGzduVJUqVdSrVy+dOnXKXWbs2LFasmSJFi5cqHXr1un06dPq16+fUlJS7NgtAAAAAAB8wmWMMXY13q9fP1WuXFlvvfWWe93VV1+tsLAwvfvuuzLGKCoqSmPHjtWDDz4oyepVr1y5sp599lnddtttiomJUcWKFfXuu+/q2muvlSQdOnRI1atX1+eff64+ffrkGEdsbKwiIiIUExOj8PDwgtlZAADgLCtWSIsXSz16SNdeK+3ZI02fLlWqJI0bJ4WE2B2hb2zbJr32mlSnjnT33VIA8xADhSI+Xnr+eenvv6WxY6Xate2OCA7jbR5q66d2586dNXPmTP32229q0KCBfv75Z61bt07Tp0+XJO3du1fR0dHq3bu3+zHBwcHq2rWr1q9fr9tuu02bNm1SUlKSR5moqCg1bdpU69evzzRpT0xMVGJiovt+bGxswe0kAABwnh07pCuusK7rPWuWFBkp3Xyz9OefUmqqdPKk9WW7qEtIkLp2lWJirP1KSpIeesjuqICSYfx46eWXrc+ZpUul33+3loFcsjVpf/DBBxUTE6NGjRrJ399fKSkpevrpp3X99ddLkqKjoyVJlStX9nhc5cqVtX//fneZoKAglStXLkOZtMefb/LkyZo4caKvdwcAABQVu3dbSWya7dulAwckY6wv1Tt32hebL504IR0/bi37+0u//mpvPEBJsmOH9ZmSmirt3SulpDDSBXli6znt77//vubNm6f33ntPmzdv1pw5c/T8889rzpw5HuVc5/0iZYzJsO582ZUZP368YmJi3LeDBw/mb0cAAEDR0rOn1KKFtVyjhnTdddbwVUkKDLSGkRcHVatKQ4dayyEh0u232xsPUJLcc096kj5uHAk78szWI+f+++/XQw89pOuuu06S1KxZM+3fv1+TJ0/WTTfdpCpVqkiyetOrVq3qftzRo0fdve9VqlTR2bNndeLECY/e9qNHj6pjx46ZthscHKzg4OCC2i0AAOB0pUpJP/5o9X7VqCEFB0tTp1qJe5ky0nkj+Iq0uXOlJ56wTgFg7h6g8Fx+uRQdLZ05I1Wvbnc0KMJs7WmPi4uTn59nCP7+/u5LvtWuXVtVqlTRF1984d5+9uxZrV271p2Qt2nTRoGBgR5lDh8+rG3btmWZtAMAACggQKpf30rY09SoUbwSdska7l+7Ngk7YIfy5UnYkW+29rT3799fTz/9tGrUqKEmTZpoy5Ytmjp1qkaOHCnJGhY/duxYTZo0SfXr11f9+vU1adIkhYWF6f/+7/8kSRERERo1apTuu+8+RUZGqnz58ho3bpyaNWumSy+91M7dAwAAAAAgX2xN2l9++WX997//1ejRo3X06FFFRUXptttu02OPPeYu88ADDyg+Pl6jR4/WiRMn1KFDB61cuVJlypRxl5k2bZoCAgI0ZMgQxcfHq2fPnpo9e7b8/f3t2C0AAAAAAHzC1uu0OwXXaQcAAAAAFCZv81Bbz2kHAAAAAABZI2kHAAAAAMChSNoBAAAAAHAoknYAAAAAAByKpB0AAAAAAIciaQcAAAAAwKFI2gEAAAAAcCiSdgAAAAAAHIqkHQAAAAAAhyJpBwAAAADAoUjaAQAAAABwKJJ2AAAAAAAciqQdAAAAAACHImkHAAAAAMChSNoBAAAAAHAoknYAAAAARZsx0p9/SvHxdkcC+BxJOwAAAICiyxjphhuk6tWlatWkrVvtjgjwKZJ2AAAAAEXX3r3SggXWcmysNHOmvfEAPkbSDgAAAKDoqlBBKlVK8veXUlKkevXsjgjwqQC7AwAAAACAPAsPl1avtnrYGzWS7rrL7ogAnyJpBwAAAFC0tWtn3YBiiOHxAAAAAAA4FEk7AAAAAAAORdIOAAAAAIBDkbQDAAAAAOBQJO0AAAAAADgUSTsAAAAAAA5F0g4AAAAAgEORtAMAAAAA4FAk7QAAAAAAOBRJOwAAAAAADkXSDgAAAACAQ5G0AwAAAADgUCTtAAAAAAA4FEk7AAAAAAAORdIOAAAAAIBDkbQDAAAAAOBQJO0AAAAAADgUSTsAAAAAAA5F0g4AAAAAgEORtAMAAAAA4FAk7QAAAAAAOBRJOwAAAAAADkXSDgAAAACAQ5G0AwAAAADgUCTtAAAAAAA4FEk7AAAAAAAORdIOAAAAAIBDkbQDAAAAAOBQJO0AAAAAADgUSTsAAAAAAA5F0g4AxdEPP0irV0upqXZH4nt790pLl0qnTtkdCQA40x9/SJ9/Lp0+bXckhSMpSVq5Uvr5Z7sjAQoESTsAFDfTpkkdOkg9eki33mp3NL61caPUqJHUr5/UurUUF2d3RADgLN9+K114odS3r9S+vZSYaHdEBW/gQKlPH6llS2n+fLujAXyOpB0Aipt3301ffu89++IoCB9/LCUnW8u7d9OrAgDnW7IkfZTVzp3Sjh32xlPQ4uKsUQVpFi60LxaggJC0A0Bx06NH+nKXLvbFURC6dEn/Mlq+vNXrDgBI17WrlJJiLVesKNWrZ288BS001OphT9O1q22hAAXFZYwxdgdht9jYWEVERCgmJkbh4eF2hwMA+ZOSIi1YIJ05I914oxQWZndEvrV2rbR5s3TVVVKtWnZHAwDOs2qV9Msv0tVXS9Wr2x1NwTtxwhpZVqWKNGiQ5HLZHRHgFW/zUJJ2kbQDAAAAAAqXt3kow+MBAAAAAHAoknYAAAAAAByKpB0AAAAAAIciaQcAAAAAwKFI2gEAAAAAcCiSdgAAAAAAHIqkHQAAAAAAhyJpBwAAAADAoUjaAQAAAABwKJJ2AAAAAAAciqQdAAAAAACHImkHAAAAAMChSNoBAAAAAHAoknYAAAAAAByKpB0AAAAAAIciaQcAAAAAwKFI2gEAAAAAcCiSdgAAAAAAHIqkHQAAAAAAhyJpBwAAAADAoUjaAQAAAABwKJJ2AAAAAAAciqQdAAAAAACHImkHgOLKGCkuzu4oADhdXJyUmmp3FJJSJZ3592ayLHXm7BkZk/V2oMg4fdq6cTwjByTtAFAc/fmnVL++VKqUdNNNfCEAkJEx0n/+Y31O1Kkj7d1rYzC7JdWQVPrfWxdJnj86JqUk6Yr5V6j05NJqPau1TiacLPQoAZ9ISpIuv1wqU8a6de0qJSTYHRUcjKQdAIqj11+X9u2zlufOlbZutTUcAA70++/WZ4Vk/dD3yis2BvOSpMPn3F8n6WOPEqv2rtKy3cskST9F/6T3tr5XWMEBvvX119Ly5en3v/lGWrbMvnjgeCTtAFAcVa0qpaRILpfk7y9FRtodEQCnKVdOCgy0PidSU63PDdtUVcYh8Z7xVC5d2XNraTvjBfKhcuWM62x9/8HpAuwOAABQAG69VTpyRPrpJ+mWW6Rq1eyOCIDTVKwoffqp9OqrUtOm0l132RjMvZJiJC2XFCJpuKTuHiVaVmmpd696V+9ve1/danXTwEYDCztIwDeaNpXmz5cmTbJ+MLv3Xumii+yOCg7mMszkodjYWEVERCgmJkbh4eF2hwMAAAAAKOa8zUMZHg8AAAAAgEORtAMAAAAA4FAk7QAAAAAAOBRJOwAAAAAADkXSDgAAAACAQ5G0AwAAAADgUCTtAAAAAAA4FEk7AAAAAAAORdIOAAAAAIBDkbQDAAAAAOBQJO0AAAAAADgUSTsAAAAAAA5F0g4AAAAAgEORtAMAAAAA4FAk7QAAAAAAOBRJOwAAAAAADkXSDgAAAACAQ5G0AwAAAADgUCTtAAAAAAA4FEk7AAAAAAAORdIOAAAAAIBDkbQDAAAAAOBQJO0AAAAAADiU7Un7X3/9paFDhyoyMlJhYWFq2bKlNm3a5N5ujNGECRMUFRWl0NBQdevWTdu3b/eoIzExUXfeeacqVKigUqVK6corr9Sff/5Z2LsCAAAAAIBP2Zq0nzhxQp06dVJgYKCWLVumHTt26IUXXlDZsmXdZaZMmaKpU6dqxowZ2rhxo6pUqaJevXrp1KlT7jJjx47VkiVLtHDhQq1bt06nT59Wv379lJKSYsNeweeOHJG2bpWMyb7csWPSL79IqamFExcKX3y8tG6d9O23UkKC3dEUrpQU6eefpb//znsdMTHSli3S2bM51x0dLX3xhbRzp3UryB9C9+2Tfv/dd/UlJVn7GRPjuzrt8M8/1uvizd+yuDhp82brf0k6cEDatatg40Pmfv/dOqYLwtGjPv87l5Kaop+jf9Y/cf/4rE5kIu27DN9RAOSFsdGDDz5oOnfunOX21NRUU6VKFfPMM8+41yUkJJiIiAgzc+ZMY4wxJ0+eNIGBgWbhwoXuMn/99Zfx8/Mzy5cv9yqOmJgYI8nExMTkcU9QYL74wpjAQGMkY66/Puty335rTEiIVa5fP2NSUwsvRhSOEyeMqVnTeo0lY2rVMubkSbujKhwpKcb07m3td2ioMd9/n/s6du82pnx5q44WLYyJi0uvu1cva31YmDE//GDMihXG+PunP9eSMX5+xnzwgU93yxhjzMyZ6W08+WT+64uPN6Z1a6u+cuWM+f33/Ndph02brNdDMqZ7d+t1ysqxY8bUqGGVrVnTmBkzjHG5rPuPPFJoIcMYM3Fi+vH8xhu+rXvtWmOCg626Bw70yd+55JRk0312d6MJMmFPh5lNhzb5INAiIjXVeo1uu82YdesKtq0vv0z/LnPddXmrIynJmClTjBk92pjt230bHwDbeJuH2trT/sknn6ht27YaPHiwKlWqpFatWumNN95wb9+7d6+io6PVu3dv97rg4GB17dpV69evlyRt2rRJSUlJHmWioqLUtGlTd5nzJSYmKjY21uMGh3rjjfRepgULpBMnMi/39ttW75okffaZ1cuE4uWLL6T9+9Pv79snffmlbeEUqj17pJUrreWzZ6XZs3Nfx/vvp79/fv5Z+u47a3n3buu5laTERKvuWbMy9u6mpkozZuQl+uxNn56+PG1a/uv74Qerx1myetoXLMh/nXaYO9d6PSRp9Wrp11+zLvv55+mfefv3S889lz4y6dznFwXv3GPY18/9W2+l/537+GPp8OF8V7nrn11avW+1JCkxOVFzf56b7zqLjIULpVtukd58U+rZ0yfPZ5bO/S6zcKF0/Hju63j2WenBB6XXX5e6ds04YgpAsWZr0r5nzx699tprql+/vlasWKH//Oc/uuuuuzR3rvVHIzo6WpJUuXJlj8dVrlzZvS06OlpBQUEqV65clmXON3nyZEVERLhv1atX9/WuwVeaN7eSBX9/6YILpDJlMi/XooX1B9HfX6pQQapUqXDjRMFr3FjyO+cjy89PuvBC++IpTFWqSOXKWcd3Sor1vsitFi2sRM7fXwoOlurXt9ZHRXnW3aJF5vW7XFLLlvnajUy1bm29ln5+vqm/Xj0pJMTan9RUa3+KoubN0z/TIiKkatWyLtukifX6nPs8ulzWY5s1K7SQIet48/e3XodWrXxfd9rfw0qVpMjIfFdZrUw1hQeHy9/lrxSTouaV8/DZUlT9+qv1OqWkWD+QFeSP/ed+l6lWTQoPz30dv/5qva9TUqxTmYr66T8AciXAzsZTU1PVtm1bTZo0SZLUqlUrbd++Xa+99pqGDRvmLudyuTweZ4zJsO582ZUZP3687r33Xvf92NhYEneneughqXx564/prbdKAVkcsmPGSKGh1rmEo0ZZyyhemjSRvvpKevll6/5dd1mJfElQurR1Hv8771g/VAwfnvs6+vaVPvpI2rBBGjLE+hEsq7pTU60vlZ98ItWpY/1YVr26dMcdvtwry6xZUtOm1pfmu+/Of31RUdI331i9WRddJF15Zf7rtMOIEdYX/O3bpZtushL3rLRpY43EWL5cuuwyqVMn631y5ox0552FFzOkxYull16yfji66y7f1j12rPV+3bNHuvlm68e3fIoIidD6kes15+c5alKxiYa1GJbzg4qLYcOkV1+1EuBu3az3UUF58EHrx9H9+6Xbbsv6u0x2br/dOr7i4qzPhIoVfR8nAMdyGZPT7F4Fp2bNmurVq5fefPNN97rXXntNTz31lP766y/t2bNHdevW1ebNm9XqnF+sBwwYoLJly2rOnDlatWqVevbsqePHj3v0trdo0UIDBw7UxIkTc4wjNjZWERERiomJUXhefv0EAABA0RIXJx06ZP046Wf7BZVyFhtrTVBZq5bV6w6gyPM2D7X1E6pTp07add7str/99ptq1qwpSapdu7aqVKmiL9LOt5R09uxZrV27Vh07dpQktWnTRoGBgR5lDh8+rG3btrnLAAAAAB7CwqxTaopCwi5ZI6Bq1yZhB0ogW4fH33PPPerYsaMmTZqkIUOG6IcfftCsWbM0a9YsSdaw+LFjx2rSpEmqX7++6tevr0mTJiksLEz/93//J0mKiIjQqFGjdN999ykyMlLly5fXuHHj1KxZM1166aV27h4AAAAAAPlia9Lerl07LVmyROPHj9cTTzyh2rVra/r06brhhhvcZR544AHFx8dr9OjROnHihDp06KCVK1eqzDkTkk2bNk0BAQEaMmSI4uPj1bNnT82ePVv+/v527BYAAAAAAD5h6zntTsE57QAAAACAwlQkzmkHAAAAAABZI2kHAAAAAMChSNoBAACKkJ+if9Lmw5vFGY4AUDKQtAMAABQRz6x7Rq1eb6U2s9powpoJdocDACgEJO0AAABFxOubXs90GQBQfJG0AwCAnJ08KX3xhXTkiN2RlGidqneS699/nap3yqH0WUmrJe0uhMgAAAXF1uu0AwCAIuD4cal5c+mvv6SICGnzZqlOHbujKpHevPJNXXTBRUo1qbq59c3ZlDSSektaK8lf0lJJfQojRACAj5G0AwCA7H3zjZWwS1JMjLR0qXTnnfbGVEKFBITojvZ3eFHyL1kJu2Ql8AtE0g4ARRPD4wEAQPZatJBCQiSXS/Lzk9q3tzsi5KiSpBqSXJJSJXW0NxwAQJ7R0w4AALJXq5b0/fdWD3uXLlKHDnZHhBwFSdogab6kupKusjccAECekbQDAICcNW9u3VCEREm63+4gAAD5xPB4AAAAAAAcKk9J+zfffKOhQ4fq4osv1l//Tkzz7rvvat26dT4NDgAAAACAkizXSfuiRYvUp08fhYaGasuWLUpMTJQknTp1SpMmTfJ5gAAAAAAAlFS5TtqfeuopzZw5U2+88YYCAwPd6zt27KjNmzf7NDgAAAAAAEqyXCftu3btUpcuXTKsDw8P18mTJ30REwAAAAAAUB6S9qpVq2r37t0Z1q9bt0516tTxSVAAAAAAACAPSfttt92mu+++W99//71cLpcOHTqk+fPna9y4cRo9enRBxAgAAAAAQImU6+u0P/DAA4qJiVH37t2VkJCgLl26KDg4WOPGjdMdd9xREDECAAAAAFAiuYwxJi8PjIuL044dO5SamqrGjRurdOnSvo6t0MTGxioiIkIxMTEKDw+3OxwAAAAAQDHnbR6a6+HxI0eO1KlTpxQWFqa2bduqffv2Kl26tM6cOaORI0fmK2gAAAAAAJAu10n7nDlzFB8fn2F9fHy85s6d65OgAAAAAABALs5pj42NlTFGxhidOnVKISEh7m0pKSn6/PPPValSpQIJEgAAAACAksjrpL1s2bJyuVxyuVxq0KBBhu0ul0sTJ070aXAAAAAAAJRkXiftq1evljFGPXr00KJFi1S+fHn3tqCgINWsWVNRUVEFEiQAAAAAACWR10l7165dJUl79+5V9erV5eeX69PhAQAAAABALuT6Ou01a9aUZF3y7cCBAzp79qzH9ubNm/smMgAAAAAASrhcJ+3Hjh3TiBEjtGzZsky3p6Sk5DsoAAAAAACQh0u+jR07VidOnNB3332n0NBQLV++XHPmzFH9+vX1ySefFESMAAAAAACUSLnuaV+1apX+97//qV27dvLz81PNmjXVq1cvhYeHa/Lkyerbt29BxAkAAAAAQImT6572M2fOuK/HXr58eR07dkyS1KxZM23evNm30QEAAAAAUILlOmlv2LChdu3aJUlq2bKlXn/9df3111+aOXOmqlat6vMAAQAAAAAoqXI9PH7s2LE6fPiwJOnxxx9Xnz59NH/+fAUFBWn27Nm+jg8AAAAAgBLLZYwx+akgLi5Ov/76q2rUqKEKFSr4Kq5CFRsbq4iICMXExCg8PNzucAAAAAAAxZy3eWiue9rPFxYWptatW+e3GgAAAAAAcJ5cJ+3GGH300UdavXq1jh49qtTUVI/tixcv9llwAAAAAACUZLlO2u+++27NmjVL3bt3V+XKleVyuQoiLgAAAAAASrxcJ+3z5s3T4sWLdcUVVxREPAAAAAAA4F+5vuRbRESE6tSpUxCxAAAAAACAc+Q6aZ8wYYImTpyo+Pj4gogHAAAAAAD8K9fD4wcPHqwFCxaoUqVKqlWrlgIDAz22b9682WfBAQAAAABQkuU6aR8+fLg2bdqkoUOHMhEdAAAAAAAFKNdJ+9KlS7VixQp17ty5IOIBAAAAAAD/yvU57dWrV1d4eHhBxAIAAAAAAM6R66T9hRde0AMPPKB9+/YVQDgAAAAAACBNrofHDx06VHFxcapbt67CwsIyTER3/PhxnwUHAAAAAEBJluukffr06QUQBgAAAAAAOF+uk/abbrqpIOIAAAAAAADn8Sppj42NdU8+Fxsbm21ZJqkDAAAAAMA3vEray5Urp8OHD6tSpUoqW7ZsptdmN8bI5XIpJSXF50ECAAAAAFASeZW0r1q1SuXLl5ckrV69ukADAgAAmfjsM2nLFunaa6UGDeyOBrDHTz9Jn3widekidetmdzQAUCi8uuRb165dFRBg5fe1a9dWly5d1LVrV49bly5dVLt27QINFkARtWSJVKOG1Lq1tGuX3dGgsGzbJjVvLtWqJX3+ud3R+M7cuVK1atLFF0sHDxZOm0uWSP37SxMmSO3bSydOFE67NohPiteQD4eo0nOV9OAXD8oYY3dIlm+/tX4sadhQ2rDBnhh++UVq1kyqXVtascKeGOy0b5900UXSxIlSjx7WawIAJUCur9Neu3ZtHTt2LMP648ePk7QDyMgY6cYbreTm55+l+++3OyIUlrFjpe3bpf37rWOgODhzRho1Sjp0SNq40UqiC8P330t+flJqqhQTI/3xR+G0a4M5P8/RRzs+0rG4Y5qyfoo2/GlTgny+W26Rdu+2brfcYk8Md90l7dhhvaeGDbMnBjtt3SolJlrvA2Os9yAAlAC5TtrTzl0/3+nTpxUSEuKToAAUM/7+kstl3QID7Y4GhSUgIP11D8j1xUqcyeWykuc0/v6F0+6QIVJwsLXcooU1gqGYCvALkJHxuO8Iacdz2nJJjcFOl1wi1axpLZctK115pa3hAEBh8foT/95775UkuVwu/fe//1VYWJh7W0pKir7//nu1bNnS5wECKOJcLun996X77pMiI6Xnn7c7IhSWl1+Whg+XYmOll16yOxrfCAuT5s+XHnnESh6eeKJw2m3d2urh/f13qUMHKSiocNq1wbAWw7T+4Hqt2bdGI1uNVPtq7e0OyfLOO1YPu8slvfGGPTG88or1njpzxnp/lTRly1q97Zs2SU2bShUq2B0RABQKl/HyZLHu3btLktauXauLL75YQed8YQgKClKtWrU0btw41a9fv2AiLUCxsbGKiIhQTEwMl6wDAAAAABQ4b/NQr3va02aNHzFihF588UWSWwAAAAAACliuz2l/5513PBL22NhYffzxx/r11199GhgAAAAAACVdrpP2IUOGaMaMGZKk+Ph4tW3bVkOGDFGzZs20aNEinwcIAAAAAEBJleuk/euvv9Yll1wiSVqyZImMMTp58qReeuklPfXUUz4PEAAAAACAkirXSXtMTIzKly8vSVq+fLmuvvpqhYWFqW/fvvr99999HiAAAAAAACVVrpP26tWra8OGDTpz5oyWL1+u3r17S5JOnDjBddoBAAAAAPAhr2ePTzN27FjdcMMNKl26tGrWrKlu3bpJsobNN2vWzNfxAQAAAABQYuU6aR89erQ6dOigAwcOqFevXvLzszrr69SpwzntAAAAAAD4kMsYY+wOwm7eXtQeAAAAAABf8DYP9fqc9saNG+v48ePu+7feequOHTvmvn/06FGFhYXlMVwAAAAAAHA+r5P2X3/9VcnJye77Cxcu1KlTp9z3jTFKSEjwbXQAAAAAAJRguZ49Pk1mo+pdLle+ggEAAAAAAOnynLQDAAAAAICC5XXS7nK5MvSk07MOAAAAAEDB8fqSb8YY9ezZUwEB1kPi4+PVv39/BQUFSZLH+e4AAAAAACD/vE7aH3/8cY/7AwYMyFDm6quvzn9EAAAAAABAEtdpl8R12gEAAAAAhcvn12kHAAAAAACFi6QdAAAAAACHImkHAAAAAMChSNoBAAAAAHAoknYAAAAAABzKq0u+vfTSS15XeNddd+U5GAAAAAAAkM6rS77Vrl3bu8pcLu3ZsyffQRU2LvkGAAAAAChM3uahXvW0792712eBAbDZzz9L06dL1atLDz8shYTYHRFQ9Hz+ubRggdSxo/Sf/0guV97q+eQT6YMPpC5dpFtuyXs9XjDGKC4pTmGBYXIVYDsAvPDNN9Ibb0hNm0r33Sf5+9sdEQAH8yppz8zZs2e1d+9e1a1bVwEBea4GQGE6e1bq2VM6eVJKTZWSk6VJk+yOCihadu+W+ve3lufNkypUkAYPzn09O3dKV11lLc+fL1WpIl15pe/iPMfJhJPqMaeHtkRv0WX1LtP/rvufgvyDCqQtADn4+2+pVy8pKcn6W1yqlDRmjN1RAXCwXE9EFxcXp1GjRiksLExNmjTRgQMHJFnnsj/zzDM+DxCAD8XFSf/8I6WkWD16jKIBcu/PP60v2qmp+XsfHTiQXo9UoO/HBVsXaEv0FknS8t3L9dWerwqsLQA5OHpUSky03vv+/vwtBpCjXCft48eP188//6w1a9Yo5JxhtZdeeqnef/99nwYHwMfKlpXGjrWWS5VKXwbgvU6dpB49rOWaNaUbb8xbPd26SZdcYi3XrStdf71PwstM1TJVPe5XKV2lwNoCkIMLL5SGDLGWy5eXbrvN3ngAOJ5XE9Gdq2bNmnr//fd10UUXqUyZMvr5559Vp04d7d69W61bt1ZsbGxBxVpgmIgOJc6xY1Lp0lJoqN2RAEWTMVJ0tFSxopSfU8SMkQ4flipVyl89OTZjNO27aVq9d7WGNBmiG1vk8YcGAL5hjHTkiJW0B3GqClBS+XQiunMdO3ZMlSpVyrD+zJkzTGwDFBUVK9odAVC0uVxS1ao5l/Omnqio/NeTYzMu3Xvxvbr34nsLvC0AXnC5rHksAMALuR4e365dOy1dutR9Py1Rf+ONN3TxxRf7LjIAAAAAAEq4XPe0T548WZdddpl27Nih5ORkvfjii9q+fbs2bNigtWvXFkSMAAAAAACUSLnuae/YsaO+/fZbxcXFqW7dulq5cqUqV66sDRs2qE2bNgURIwAAAAAAJVKuJ6IrjpiIDgAAAABQmHw6EV1uZoQn6QUAAAAAwDe8StrLli3r9czwKSkp+QoIAAAAAABYvEraV69e7V7et2+fHnroIQ0fPtw9W/yGDRs0Z84cTZ48uWCiBAAAQNZiY6Xx46XoaOv/tm3tjggA4CO5Pqe9Z8+euvnmm3X99dd7rH/vvfc0a9YsrVmzxpfxFQrOaQcAAEXamDHSzJnWcrly0pEjkr+/vTEBALLlbR6a69njN2zYoLaZ/Hrbtm1b/fDDD7mtDgAAAPl16JD1f2qqdOKElJRkbzwAAJ/JddJevXp1zUz7Jfccr7/+uqpXr+6ToAAAAJALDz8slS0r+flJkyZJISF2RwQA8BGvzmk/17Rp03T11VdrxYoVuuiiiyRJ3333nf744w8tWrTI5wECAAAgB+3aSUePWj3sJOwAUKzkuqf9iiuu0O+//64rr7xSx48f1z///KMBAwbot99+0xVXXFEQMQIAACAn/v4k7ABQDOV6IrriiInoAAAAAACFyds8NNfD4yXp5MmTeuutt7Rz5065XC41btxYI0eOVERERJ4DBgAAAAAAnnI9PP7HH39U3bp1NW3aNB0/flx///23pk6dqrp162rz5s0FESMAAAAAACVSrofHX3LJJapXr57eeOMNBQRYHfXJycm6+eabtWfPHn399dcFEmhBYng8AAAAAKAweZuH5jppDw0N1ZYtW9SoUSOP9Tt27FDbtm0VFxeXt4htRNIOAAAAAChM3uahuR4eHx4ergMHDmRYf/DgQZUpUya31QEAAAAAgCzkOmm/9tprNWrUKL3//vs6ePCg/vzzTy1cuFA333yzrr/++oKIEQAAAACAEinXs8c///zzcrlcGjZsmJKTkyVJgYGBuv322/XMM8/4PEAAAAAAAEqqPF+nPS4uTn/88YeMMapXr57CwsJ8HVuh4Zx2AAAAAEBhKtDrtEtSWFiYmjVrlteHAwAAAACAHHidtI8cOdKrcm+//XaeApk8ebIefvhh3X333Zo+fbokyRijiRMnatasWTpx4oQ6dOigV155RU2aNHE/LjExUePGjdOCBQsUHx+vnj176tVXX9UFF1yQpzgAAAAAAHAKryeimz17tlavXq2TJ0/qxIkTWd7yYuPGjZo1a5aaN2/usX7KlCmaOnWqZsyYoY0bN6pKlSrq1auXTp065S4zduxYLVmyRAsXLtS6det0+vRp9evXTykpKXmKBQAAAAAAp/A6af/Pf/6jmJgY7dmzR927d9dbb72lJUuWZLjl1unTp3XDDTfojTfeULly5dzrjTGaPn26HnnkEQ0aNEhNmzbVnDlzFBcXp/fee0+SFBMTo7feeksvvPCCLr30UrVq1Urz5s3T1q1b9eWXX+Y6FgAlwF9/STt2SHmbzgPwra++ki66SBo0SDpyJPMy06ZJHTtKTzzBcQtnMsb6XD10yO5IAKBY8jppf/XVV3X48GE9+OCD+vTTT1W9enUNGTJEK1asUB7nspMkjRkzRn379tWll17qsX7v3r2Kjo5W79693euCg4PVtWtXrV+/XpK0adMmJSUleZSJiopS06ZN3WUyk5iYqNjYWI8bgBLg44+lGjWkJk2kMWPsjgYlXXKyNHCg9MMP0iefSA89lLHMunXSvfdKGzZIjz9ulQOcZvRo63O1Rg3pf/+zOxoAKHZydZ324OBgXX/99friiy+0Y8cONWnSRKNHj1bNmjV1+vTpXDe+cOFCbd68WZMnT86wLTo6WpJUuXJlj/WVK1d2b4uOjlZQUJBHD/35ZTIzefJkRUREuG/Vq1fPdewAiqBXXpFSU63lmTOtpAmwS2qqlJho9VIaI2X2d/TkyezvA3ZLSrI+TyUpJUV67TV74wGAYihXSfu5XC6XXC6XjDFKTfsSnAsHDx7U3XffrXnz5ikkJCTbds5ljMmw7nw5lRk/frxiYmLct4MHD+YueABFU6tWkssl+ftLDRtKAXm+gAaQf0FBVoITESHVq2cNfz9fnz7SNddYx2zv3tLgwYUfJ5CdgACpQQPrGHW5pBYt7I4IAIqdXH1jTUxM1OLFi/X2229r3bp16tevn2bMmKHLLrtMfn65y/83bdqko0ePqk2bNu51KSkp+vrrrzVjxgzt2rVLktWbXrVqVXeZo0ePunvfq1SporNnz+rEiRMeve1Hjx5Vx44ds2w7ODhYwcHBuYoXQDHw9NNSVJR07BjD4+EMo0ZZt6wEBkofflh48QC55XJJq1ZJr74qVapkDZUHAPiU10n76NGjtXDhQtWoUUMjRozQwoULFRkZmeeGe/bsqa1bt3qsGzFihBo1aqQHH3xQderUUZUqVfTFF1+oVatWkqSzZ89q7dq1evbZZyVJbdq0UWBgoL744gsNGTJEknT48GFt27ZNU6ZMyXNsAIqpwEBp7Fi7owCA4qVaNetHUQBAgfA6aZ85c6Zq1Kih2rVra+3atVq7dm2m5RYvXuxVfWXKlFHTpk091pUqVUqRkZHu9WPHjtWkSZNUv3591a9fX5MmTVJYWJj+7//+T5IUERGhUaNG6b777lNkZKTKly+vcePGqVmzZhkmtgMAAAAAoKjxOmkfNmxYjueS+9oDDzyg+Ph4jR49WidOnFCHDh20cuVKlSlTxl1m2rRpCggI0JAhQxQfH6+ePXtq9uzZ8vf3L9RYAQAAAADwNZfJz/XaionY2FhFREQoJiZG4eHhdocDAAAAACjmvM1D8zx7PAAAAAAAKFgk7QAAAAAAOBRJOwAAAAAADkXSDgAAAACAQ5G0AwAAAADgUCTtAAAAAAA4FEk7AAAAAAAORdIOAAAAAIBDkbQDAAAAAOBQJO0AAAAAADgUSTsAAAAAAA5F0g4AAAAAgEORtAMAAAAA4FAk7QAAAAAAOBRJOwAAAAAADkXSDgAAAACAQ5G0AwAAAADgUCTtAAAAAAA4FEk7AAAAAAAORdIOAAAAAIBDkbQDAAAAAOBQJO0Acuedd6TISKlpU+m33+yOxjs//STVqydVqCB98EH6+uRk6f/+TypdWrr2WikpybYQbbVrl3T55dbz0Lu3dOqU3RFlI15SP0mhkvpIOpv3qmJipB49pDJlpHHjJGN8E+Kjj1p1dukiHT/umzrzKz5e6t/feo1vuUVKTbU3nj//lNq0kSIipKlT7Y0FAACHcxnjq28pRVdsbKwiIiIUExOj8PBwu8MBnCsx0UpGkpIkf39p8GBpwQK7o8pZ797SV19ZiUrp0lJsrORySUuWSIMGpZdbuNBK3kuSzZul9u2llBTrvsslvfCCdM899saVpTck3XrO/Z6SvsxbVc8+Kz38cHoCu3mz1KpV/sLbuVNq3Nha9vOTHntMevzx/NXpC2++aSXrab74Qrr0UvviueMOaebM9OPu6FGpYkX74gEAwAbe5qH0tAPwnp+fFBRkJXaSFBpqbzzeKlXKitnl8ow5LMyz3Pn3S4Lly9MTJ8nqbXb083B+bN/ko6owz951XxzPISHp7w8nPZdOO9bPfe4DAqTAQHvjAQDAwQLsDgBAERIYKH30kTX8t2pVadIkuyPyzosvSgkJ0okT0vPPpydVvXtbvaCLF0sDBkj9+tkbpx26d7dGTaSkWP/fdJM0cqTdUWXjOkkvSfrh3/t9817VrbdK27dLGzZIt98uNWqU//Bq17Z6tV9+2Rr+fccd+a/TF669Vtq0yephHzpU6tjR3ngeeUQ6eNA6xWb8eKlsWXvjAQDAwRgeL4bHAyjhtmyRfvxRuuwyqXp1u6PxQqqkTySdkXSNpGB7wwEAAMgDb/NQetoBoKRr1Sr/53IXKj9JA+0OAgAAoFBwTjuAounll61z1evXt2Y/d5rkZOn66605AC6/3Jq9OzuTJlnnVDdtKu3fXzgxAgAAwPFI2gEUPadPS2PHSnFx0t690lNP2R1RRitWWLPRJyVZk729/37WZY8csc7xTUiQfv1Veu65wosTAAAAjkbSDqDoCQy0eqXTJpRz4lwUERHZ3z9XcHD67NnGOHN/AAAAYAvOaQdQ9AQHW9dYf+IJ6YILpCeftDuijDp3tmaqf/99a4K3gQOzLlu2rDUr/7PPSg0aWLNpAwAAAGL2eEnMHg8AAAAAKFze5qEMjwcAAAAAwKFI2gGgxDor6T1JH8m69rn3jDFa+ttSzflpjs6cPeNev+PYDr3+4+vafXy395Xt3Cm9/rr022+5igEAAKAk4Jx2ACixbpK08N/leyRN9fqRL2x4Qfd/cb8k6e0tb2vtiLXacWyHWr3eSmdTziosMEzbR29XrbK1sq/o11+ta8QnJlqTC27bJtWpk5edAQAAKJboaQeAEmv5Ocuf5+6Ru9Mf+/WBr5WUkqRv9n+jsylnJUlxSXH6/s/vc67o22+thF2yrmW/YUOu4gAAACjuSNoBoMS65pzlIbl65NUXXu1evrze5Qr0D1TPOj0VFhgmSSobUlada3TOuaLu3aVSpazliAipS5dcxQEAAFDcMXu8mD0eQEmVImmFpCBJPSW5cvXobw98q7/j/tbl9S9XkH+QJGnfyX36/s/v1blGZ1ULr+ZdRQcOWD3snTpZl/ADAAAoAbzNQ0naRdIOAAAAAChcXPINAAAAAIAijqQdAAAAAACHImkHYDFGOnMm53JFRdr+cAZQlpJSknQ25azik+KVanJ3nXYAAAAUDpJ2ANKJE1Lr1lLp0lLfvlJSkt0R5c+ZM9akZqVLW7OTx8fbHZHjfLLrE0U8E6HQp0MVNilMUS9EafvR7XaHBQAAgPOQtAOQ3ntP+ukna/nzz6VVq2wNJ9+WLEm/3vfatdJnn9kbjwM99OVDik9O72H/O+5vvbDhBZujAgAAwPlI2gFIVat63q9SxZ44fOX8+M/fP6hamWryd/m77xsZVS3N8wQAAOA0AXYHAMABrrpKev55ac0a6brrpBYt7I4ofy69VHrlFWnZMunKK6XOne2OyHFmD5yth1c9rEOxh+SSS80qN9OjXR61OywAAACch+u0i+u0AwAAAAAKF9dpBwAAAACgiCNpBwAAAADAoUjaAQAAAABwKJJ2ANlLTZViY31XX3y8dPy47+orTpKSeG4AFE3GSMeOSSkpdkcCAMUOSTuArB0+LDVsKEVESFdfnf8vY998I1WsKEVGSo8/7v3jUlOlOXOkZ56Rjh7NXwxpfvlFeuIJ6auv8l9Xaqo0b540ebIUHZ23On7dKVWrYD03N19rfQEudP9ImiLpLUk2f/GOi5MmTpT69ZPmzs38+Vi+XHrySWnnTu/qPHFCeu45adYsKTnZt/HC91JTpXffzd/7ytfOnJGmT5defllKSCiYNk6flqZNs66AkZhYMG34WlKS1Lu3VKmSdOGFvvucLixHj1p/X2bPto47IC9OnZKmTpVee006e9buaFDcGJiYmBgjycTExNgdCuAsTz9tjJ+fMVbKZMyGDfmrr39/Y1wuqy4/P2MSErx73JNPpj/mwguNSU3NXxwHDhgTEpK+b2vW5K++555Lj69uXWNSUnJfx5gexvgr/bnesyN/MeVJa2OMnzFGxpiHbWj/HFdfnf5cSMa8+qrn9qVL05/z0qWNOXIk5zo7dkx/ze+5p2Dihu88+2z6a1yvXt7eV742cKD1GeZyGXPDDQXTRt++6W0MH14wbfjaV1+lv1ddLmNeeMHuiLyXmmpM48bpnw1PPGF3RCiqevWyjiOXy5jbbrM7GhQR3uah9LQDyFpUlNXr4HJJfn5WL0p+1Kpl1eXvb9UVGOjd477/3vo/NdXqVY2Pz18c27dbvWRpPSobN+avvu++s/YrNVX64w8pJib3ddQ8I6XKGv8UKql8Pvcx11IkbZEVhCRtKOT2z/Ptt573046BND/8YB2TqalWz+Rvv+Vc58aN6a/5Bpv3Dzn7/vv099Xu3VYvlt02bEj/KWn9+oJp47vvCr4NX6tWzXo/ulxW3DVr2h2R9xISpB070j8bvvvO3nhQdH33nXUcGZPxbxiQTyTtALI2bJg1NHXgQGnxYqlOnfzVN3myNG6cNHSo9OWX1pc8b9x0U3rZIUOksLD8xdGxY/q+hIdLAwbkr75hw6wvq5LUv79Urlzu6xg7SZrgJ10raWUzKaJl/mLKNX9JN/677JI0spDbP8/tt6cv+/lJN9zguf3qq6WQEGu5cWOpTZuc6xw1Kn355pvzHyMK1rnvq4EDrdN07HbbbZkv+9KttxZ8G77WsKH1N2LIEOmll6RBg+yOyHuhodK111rLLpc0fLit4aAIu+WW9OVz38eAD7iMseXESUfx9qL2AGy0e7c1yVH79lZPfX6dPi39+KPUpIl1nn1+/fGHdd7tRRflI74DkvZL6iApKP8x5VqqpB8klZPU0Ib2z7Nxo7Rtm9S9uzVK43zR0dKuXdYxERqac33GWD304eHWebdwvj/+kI4ckTp08M37Pr+MkbZssWJp0aLg2ti82RqJ1Lx5wbQBTykp1mdDhQpS/fp2R4Oiyhhp0ybrB+WmTe2OBkWEt3koSbtI2gEAAAAAhcvbPJTh8QAAAAAAOBRJOwAAAAAADkXSDgAAAACAQ5G0AwAAAADgUCTtAAAAAAA4FEk7gJLl4EHp778LsUEjaY+kmEJsMw+Sk6XffpMSEuyOBAAAAOcgaQdQcjz2mFSjhlS1qvTxx4XU6HBJdSVFSVpfSG3mUlyc1K6d1LChdY3iw4ftjggAAAD/ImkHUHI884z1f3Ky9PzzhdDgMUlz/11OkPRaIbSZB6tXSz/9ZC3/+af00Ue2hgMAAIB0JO0ASo4GDSR/f8nPT2rSpBAajJBUQZK/rGHyjQqhzTyoW9d6Tvz9rfuNHBonAABACRRgdwAAUGiWLZOmTpXKlpXuv78QGgyStFbSq5JqS7q7ENrMg0aNpOXLpUWLpG7dpF697I4IAAAA/3IZY4zdQdgtNjZWERERiomJUXh4uN3hAAAAAACKOW/zUIbHA0BJ888/0o4dUmqq3ZEAAAAgByTtAFCSfPutdMEF1jn9gwdLDLYCAABwNJJ2AChJ3nxTSkqylhcvlg4dsjceAAAAZIukHQDyKDE5UVsOb9GpxFN2h+K9pk2llBRrpvgKFaTISLsjApDmxAnr8ovJyXZHAgBwEGaPB4A8OH32tNq/0V47/96pimEVtenWTaoeUd3usHJ2zz1SWJj0xx/SLbdIISF2RwRAsuaZuOgi6dQp6eKLpbVrpcBAu6MCADgAPe0AkAdf7/9aO//eKUk6FndMi3YusjkiL/n5SbffLj3/vNSwod3RAEgzb5505oy1vGGD1eMOAIBI2gEUBcZYvVD799sdiVvDyIYK9AuUv8tfktS8cnObIwJQpLVoYV3Rwd/fGg1Tq5bdEQEAHILh8QCc7/77pRdesHqJ58yRhg61OyLVLV9Xa4av0eKdi9WlZhf1qN3D7pAAFGVDhlhJ++bN0g03SBUr2h0RAMAhXMZwvR9vL2oPwCbBwdLZs9byRRdZQ0cBAACAIszbPJTh8QCcr3lza8ioyyW1bm13NAAAAEChYXg8AOf7/HPplVek8HBpzBi7owEAAAAKDUk7AOerWFGaMMHuKAAAAIBCx/B4AMWLMdKWLdLOnTYHskvSm5LSZrw/LGmdpETbIioWEhOl9eul6Ojsy505I33zjfT334UTFwAAQAEhaQdQOLZskUaMsHrMEwswcX3gAeu898aNrSH1ebBq7yrduORGTdswTakmNQ81vC+pkaRbJNWW9LqkupIukdRJUlKe4irxkpKkTp2sW5061izbmTl1SmrZUurSRapXT9q9u1DDBAAA8CWGxwMoeImJUs+eUmysdUmj1FTpiScKpq3XX09fnjkz1+fAHzp1SJfNu0wpJkXzfpmniJAIjWw1MpdBvHrOspH0sqR/Z7/XJknbJLXKZZ3Q1q3Spk3W8tmz0sKFmU9MuH59eqIeEyMtWWJdNhAAAKAIoqcdQME7fVo6cUJKSbFmgN+7t+Daat/eup67yyVdfHGuH3741GElpSYp1aTK3+WvvSfyEmun8+5fLClF1kduWVm978i12rWliAjr9U1Jkdq1y7xc48ZSSIhVTpLati28GAEAAHyMnnYABS8yUrrzTunll6XSpaW77iq4thYtkmbNkkJDpVtuyfXDW1Zpqf4N+uvT3z5VpVKVNKr1qDwE8aSkCElfSLpG0m2S+kr6WdJ1shJ35Fq5ctJ330kLFkgtWkiDBmVernp1acMGq4e9Uyepe/fCjRMAAMCHXMYYY3cQdvP2ovYA8unoUalMGSuhdjBjjKJPRysyLFJB/kF2hwMAAIBiyNs8lOHxKJ7i4qQvv5QOHrQ7ktz79Vdp7VopObnw205MlD79VHrhBenDD6WEBN/WX6mSlbAbY513/PPP1vpCeL2SU5O1dt9a7TyWcVb5lNQUfb3/a32661Ot3bdWKSZFR88c1Y+HflTG3zV3S1ot6aCsnvSYAotZZ89Kq1dLf/xRcG3k1/mvZVaOH5e++ELas8f6/8iRwokvt3bskL7+2hp+X9C2bpXWrbPmeCgsxlijFbKaxA8lQ1KStGaN9NtvdkcCAPACw+NR/CQkWOe67tghBQdL334rtWljd1Te+egjacgQ64t1//7SJ58UXtupqdZs2z/8kL6uaVNr1vcAH39UjB5tTRInSdOnS2++KW3bZr1e33yT9bnK+TDkwyFa8usSueTSwmsWakiTIe5t1y+6Xh/u+NB9v0XlFvr5iJWEjm43Wq9ckTYL/TJJ/SSlSvKXdZ56dUm/yOdD3lNTpUsvtZ4Pf39p2TKpVy/ftuELd96ZPkv/Sy9Z988XHS01by4dO2bNNWCMFB5uHVt16hRuvNlZsEC64QYrvmuusX64KihvvCHdequ1PHKk9NZbBdfWuR54QHr+eWv52Wet+yhZ0v6+rFhhzfuwZIl05ZV2RwUAyAY97Sh+fvnFStglqzdh0SJ748mN+fOtL1SS1eN96lThtb1vn2fCLlmJ9O+/+76tOXPSl2fOtNqRrNEFH33k8+bOnD2jJb8ukSQZGc37ZZ57W2JyokfCLsmdsEvS7J9mn7NlwTnLaT2xB2Vdf93H/vzTStgl65hYsCD78naZPTt9+e23My/z1VdWwi6lH9+xsdJnnxVoaLn27rvp8X30ke9Hmpzr3Odt7tyCa+d877yTvlxYPxTAWf75x0rYJet4nz/f3ngAADkiaUfxU7++NWGVy2X1VuZhBnHbdOxo/e9ySRdeaE3aVliioqTKlT3XlS0r1ajh+7YuvtjaR0nq1k0qX966n5KS/hz4UFhgmJpUbCKXrDY7Vk9vI8g/SC0qt/AoXz60vCTJJZc6XnBuPB1l9bK7zlkXKqm5z2NWlSrSBRekH8cF8Lz4RMeO6a/lJZdkXqZ1aykwMP2+y2X18HXoUPDx5Uanf2f9d7mskQHBwQXXVtpz5XIV7vPQqVP669WlS+G1C+coV06qVy991ItTP1sAAG5MRCcmoiuW/vjDGtraqpXUp4/d0XjPGOva04cOScOGSRUrFm77f/4pTZtmXQu7QQPpkUekmjV9386pU1aPX+nS1n7u32/1bLZsWWCv199xf2vOT3NUtUxVXdf0Ovm50n+z/CfuH83+abb2nNij2uVqa2jzoVr621KdSTqjES1HqExwmX9LGkmLJe2RVE/Sr7KGyzcrkJj111/Se+9ZX7AHDkxPtpzk9Gmrh71UKemmm7I+lWLTJmnlSut42r/fShg7nX9pPJulplojGo4csfYlMrLg2kpJsXr2T56URoywLmVXGOLirNcrKEgaPtz6HyXPkSPW8VejhjR4sDM/WwCgBPA2DyVpF0k7AAAAAKBwMXs8gGLsuKTPJP1pdyAAAABAgWL2eABFzD+yhqMfllRK0iZJDW2NCAAAACgo9LQDKGLWy0rYJemMpM9tjAUAAAAoWCTtAIqYVpLC/l32k+SwycwAAAAAH2J4PIAi5gJZQ+I/l5Wwt7c3HAAAAKAAkbQDKIIa/XsDAAAAijeGxwNOtnWrtGSJdS1sAAAAACUOPe2AUy1fLvXtK6WmSk2bSps3S4GBdkcFAAAAoBDR0w441f/+J7lc1vK2bdKePfbGAwAAAKDQkbQDTtWzp5SSYi3XrCnVqmVrOAAAAAAKH8PjAae65hpp9Wpp1y5p0CApONjuiAAAAAAUMpJ2wMm6dbNuAAAAAEokhscDAAAAAOBQJO0AAAAAADgUSTsAAAAAAA5F0g4AAAAAgEORtAMAAAAA4FC2Ju2TJ09Wu3btVKZMGVWqVEkDBw7Url27PMoYYzRhwgRFRUUpNDRU3bp10/bt2z3KJCYm6s4771SFChVUqlQpXXnllfrzzz8Lc1cAAAAAAPA5W5P2tWvXasyYMfruu+/0xRdfKDk5Wb1799aZM2fcZaZMmaKpU6dqxowZ2rhxo6pUqaJevXrp1KlT7jJjx47VkiVLtHDhQq1bt06nT59Wv379lJKSYsduwW4nTkizZ0vffmt3JIXjiy+kd9+Vznnf5Ojrr6U5c6SYmOzLJSVJ778v/e9/UmpqvsLc+NdGvb3lbR09c9SL0mskzZUUm6828yU5WXrlFWnMGGnHDvvikKTTp63X+KuvpFWrrOXTp7Muf+aMNG+e9Nln1v/Ll0vGFExsZ89ax8gnnxRcG3CG5GTpo4+kxYsl/r4CAFB4jIMcPXrUSDJr1641xhiTmppqqlSpYp555hl3mYSEBBMREWFmzpxpjDHm5MmTJjAw0CxcuNBd5q+//jJ+fn5m+fLlmbaTkJBgYmJi3LeDBw8aSSYmJqYA9w6F4uxZY+rXN8ZKH4z58EO7IypYL7+cvq8dOxqTmprzY+bPT39M48bGJCdnXfbaa9PLPvhgnsNcuXulcU1wGU2QqfZCNXM68XQ2pd82xujfW0tjTMq/6583xrQyxtxvjMkm5qzs2GFMjx7GdO9uzLZtOZe/+ur0fffzM2b79ty36QupqcZ06JAeS9qtbdusX+/OnTOWf/bZgolv8OD0NsaPL5g24Aw335z+Wo8ebXc0AAAUeTExMV7loY46pz3m316/8uXLS5L27t2r6Oho9e7d210mODhYXbt21fr16yVJmzZtUlJSkkeZqKgoNW3a1F3mfJMnT1ZERIT7Vr169YLaJRS2Awek33+3lv38pBUr7I2noC1blr68fr0UH+/dY/z+fevv2CEdPpx12c8/T1/+9NO8xShp5R8r5XK5JEl/nfpLv/79azall0ty/bv8k6R/JG2QNE7SFknPSfog90EMGyatWSOtXSvdeKMXQa9MX05NtUYn2OHUKen77zOu//HHzEdKJCRI69ZlXL90qe9jkzyPwXwcIygCPvss82UAAFCgHJO0G2N07733qnPnzmratKkkKTo6WpJUuXJlj7KVK1d2b4uOjlZQUJDKlSuXZZnzjR8/XjExMe7bwYMHfb07sEvNmlLjxtayMVK/fvbGU9AGDEhf7tZNCgvL+TFXXpk+1L1lS6lq1azLXnVV+vLVV+clQknSFfWvcC/XKltLF1a8MLsAJaUNs24nqYKk84f+5+JUgDSnT6f3O2c3tDzNuc9tQIDUvXvu2/SFMmWkLl0yru/USYqIyLg+JETq0SPj+nNfS18693nKxzGCIuDc13fQIPviAACghAmwO4A0d9xxh3755Rety6SHKK2HLo0xJsO682VXJjg4WMHBwXkPFs4VECBt2GD1ENerJ7Vta3dEBevWW6ULL5SOHJH69vXuMYMHWz23e/daj/H3z7rsW29ZX85DQqRzRrPkVvfa3bXlti3afnS7+tTro7DA7H5cuEFSHUkHJfWV1eveQ9JISQskdfu3TC698op0ww1W0v7KKzmXnz3bSn537pRuu02qWzf3bfqCy2Wdk/7ZZ1JUlHX/r7+s1y6rz8GlS63y5cpJJ09KkZHWjzoFYfZs65gKDZV69SqYNuAML70kXXaZNVLnssvsjgYAgBLDZYz9Mwfdeeed+vjjj/X111+rdu3a7vV79uxR3bp1tXnzZrVq1cq9fsCAASpbtqzmzJmjVatWqWfPnjp+/LhHb3uLFi00cOBATZw4Mcf2Y2NjFRERoZiYGIWHh/t25wAAAAAAOI+3eaitw+ONMbrjjju0ePFirVq1yiNhl6TatWurSpUq+uKLL9zrzp49q7Vr16pjx46SpDZt2igwMNCjzOHDh7Vt2zZ3GQB5lSRpvqSFkpgtGgAAAChstibtY8aM0bx58/Tee++pTJkyio6OVnR0tOL/nUzL5XJp7NixmjRpkpYsWaJt27Zp+PDhCgsL0//93/9JkiIiIjRq1Cjdd999+uqrr7RlyxYNHTpUzZo106WXXmrn7sGXfv5ZuvhiqWNH6ZdfCrfthQulZs2s8zlPnLDW/e9/UosWUv/+0tEcLmGWnCzdeac1jH3SJN9fFuvQIenyy6VWraxh1D41UtJQSddLutPHdRcjMTHWEPGmTaX58wuunePHrdMVmjWTPvyw4NoBAACAY9g6PD6rc87feecdDR8+XJLVGz9x4kS9/vrrOnHihDp06KBXXnnFPVmdJCUkJOj+++/Xe++9p/j4ePXs2VOvvvqq17PCMzy+CGjRQtq2LX158+bCaffECaliReuaxP7+0j33SE88IZUta12f2t9fuuUW6bXXsq5j3jzP2cq//db68cFXhg2T3nvPmlwuLMw6hznAV9NVVJJ07N/l2pL2+KjeYubhh6UpU6zjxM9Pio62jhtfu+ce6eWXrXYCA6W//5b4zAIAACiSvM1DbZ2IzpvfC1wulyZMmKAJEyZkWSYkJEQvv/yyXn75ZR9GB0dJTEzvoU5MLLx2k5PTZ1qXrMtppaRYt3PXZef87TmVz62058MYKSnJxz3510qa8e/ydT6st5g59zVNTbWOm4JuJyWl4NoBAACAYzjmkm9Atl5/XapeXapRI/tebV+rWFGaPt2afbttW2n8eKl0aWnmTKlCBal5c+nxx7OvY+hQaeBA6/Jco0f7fhbvJ5+0LnNXqZI123tgoA8rf1HWddO/lPS0D+stZh54QGrfXipfXnrhhewvo5cfjzwitW5tHY8vvWS1BwAAgGLNEbPH243h8QAAAACAwlQkZo8HUJwZSR/KGl5/0t5QAAAAgCLK1nPaARQ3CyU9JmvSunZKH1L/jqQfJWU++SQAAACAzJG0A/CR05KGybq2+x5JO8/ZtllSoqQQG+ICAAAAii6GxwPwESPpnJn2Veec5QEiYQcAAAByj552AD5SRtKbkh6VVEvSfEl/Szoqqbt9YQEAAABFGEk7AB8a/u8tTTV7wgAAAACKCYbHAwAAAADgUCTtALJ05uwZrdi9QvtO7rM7FAAAAKBEYng8gEwlJCeo3RvttPPvnQryD9I3I75R+2rt7Q4LAAAAKFHoaQeQqa1Htmrn39Zl25JTk7VoxyKbIwIAAABKHpJ2AJmqH1lfkaGRcsmlVJOqzjU62x0SAAAAUOIwPB5ApsqGlNXGWzZq0c5FalmlpS6tc6ndIQEAAAAljssYY+wOwm6xsbGKiIhQTEyMwsPD7Q4HwPnOnJFef91avu02qVSpnB/zww/SZ59J3btbNwAAAMBBvM1D6WkH4HzDh0uL/j2nfsMG6cMPsy//++9S585SSor01FPS+vXSRRcVeJgAAACAr3FOOwDn++47yRjr9t13OZffulVKSpJSU63HbNpU8DECAAAABYCkHYDzjR6d+XJWuneXata0liMjpSuvLJi4AAAAgALGOe3inHagSNi2zfq/aVPvyp8+Lf30k9SkiVSuXIGFBQAAAOQF57QDKF68TdbTlC5tndcOAAAAFGEk7Sha9u+XZs2SatSQbr5Z8ve3N55vv5X+9z+pRw/psssybl+/Xpo+3Tq3euxYm5PINZI+l9RbUh4u35aaKs2eLW3fbt2vUEG64w6pTJnsHxcbK738svVa3XGHlUynSUqSZs6Ujh2Tbr9dqlo193H52oED1jF2wQXSLbfk7hiLj5dmzLD+v+MOqXz5gosTOTNGeu89a46DYcOkxo2tERgzZliTFN55p8ToKgAA4HAMjxfD44uM5GSpdm3p8GHrC/fkydJDD9kXz65dVu9vaqp1++Ybz6R8926pUSMrVslK/rZts9YVul8ktfp32Uj6QVLb3FUxY4aV5KTx85P695c+/jj7x/XrJy1bZi0PGuQ58/tDD0lTplh1NWgg7diRu5h8LSVFqltX+vNPa/nJJ6VHH/X+8cOHS3PnSi6X1KWLtHp1gYUKL8ydK910k/XeK13a+tHv5pulxYut7Zdfbl0WEAAAwAbe5qFMRIeiIyYmPZny87POV7bTjh3WDwmpqdb9X37JuD0tYZesZduS0m2SUv+9GUlbc1/Fli2evc6pqdLmzTk/btOm9B82zp/FfdMmqzc0JUXaudN6Pu10+rSV2KWkWIl3bo+xH3+09ic11Xq+YK+0YzYlxfr8OHjQeo3Sjkdvjl8AAACbkbSj6IiMlAYPtpb9/aVRo+yNp0cPqV49a7lSJWnAAM/t3bpZIwPS1Kgh9exZaOF56iOpxr/LUZL65r6KESOkgPPOqLn77pwfN3Zs1uVvv936AUaSbr01Y/2FLSJCuv56a9nf3+qVzY1z9++uu3wXF/Lmxhul4GBr+ZJLpAsvzP54BAAAcCCGx4vh8UVKaqrVo125sjPOf46Pt87xbtAg83Nj4+OlH36wel87dJBCQws/RrczknZKaiSpdA5ls3DkiHTokLUf/v5S/frePe6336zkPO1HjnMdPCidPGmdauBy5S0uX0pNtc6BrlhRiorK/eP37JESE60EEfb7+29r9ESLFuk/Cu3ebb3ODRrYGxsAACjRvM1DSdpF0g4AAAAAKFyc0w4AAAAAQBFH0g4AAAAAgEORtAMAAAAA4FAk7QAyOnhQuu8+6emnpYQEu6MBAAAASiybr68EwJF695Z+/92aYfvwYWnGDLsjAgAAAEokknYAnlJTrYQ9JcW6v22bvfEAAAAAJRjD4+EsqanWNc1hHz8/6d57reWAAOmee+yNBwAAACjBSNrhHC+9JIWGStWqST//bHc0JduUKdKePdKhQ9KAAXZHAwAAAJRYJO1whsREq3f37FnpyBHpiSfsjgi1a0sVK9odBQAAAFCikbTDGQICpDJlJJfLulWoYHdEAAAAAGA7JqKDM/j7S599ZvWwV60qTZ5sd0QAAAAAYDuSdjhHp07SihV2RwEAAAAAjsHweBQff/0l3XGHNG6cdOKE3dH4ljHSK69II0ZIq1cXfvupqdK0adLIkdK33xZ++wAAAEAJRU87io+rrpI2b7aW9+2TPvrI1nB8av586wcJPz9rec8e6YILCq/9WbOsiQL9/aUFC6SDB5l3AAAAACgE9LSj+PjjDyklxbr9/rvd0fjWH39YCXtqqpSUZI0qKOz2/f2t5zYhwZrhHwAAAECBI2lH8fH449bM8wEB0iOP2B2Nb910k1SpkrXcu7fUpk3htn/zzVL58tbyVVdJF15YuO0DAAAAJZTLGGPsDsJusbGxioiIUExMjMLDw+0OB/nx999W0l62rN2R+F5ionT0qDUs3uUq/PYTEqznt1o1e9oHAAAAihFv81DOaUfxUpzPsw4OlqpXt6/9kJDCPY8eAAAAAMPjAQAAAABwKpJ2AAAAAAAciqQdAAAAAACHImkHAAAAAMChSNoBAAAAAHAoknYAAAAAAByKpB0AAAAAAIciaQcAAAAAwKFI2lHs/f7P72ozq41qTKuhxTsX2x0OAAAAAHiNpB2+sXGjdPXV0pgxUmxsxu1bt0qDB0u33ir980+hhvbglw/q5+ifdTD2oG5ccqNSTaqW716uKxdcqUe+ekRJKUmFGg8AAAAAeCvA7gBQDKSkSJddJp08ad13uaQZMzzL9O0r/fWXtS0+Xnr33UILL8DPOsxdcsnP5aejZ47qygVXKjk1WZ/99pkiwyJ178X3Flo8AAAAAOAtknbkX1KSlbCnpkp+flJ0tOd2Y6SjR63tLpd0+HChhvdcr+d05MwRHTtzTC/0fkExCTFKSrV61/1d/oo+HZ1DDQAAAABgD4bHI/9CQqSnnrIS9nLlpIce8tzucknPPy/5+0tlykiPP15goXy4/UNdPv9yPb76caWkpkiSapatqbXD12rHmB26vP7lahDZQLe2vlWSdEH4BRrdbnSBxVPknTwpHTtmdxSF6++/pRMn7I4CAAAAkCS5jDHG7iDsFhsbq4iICMXExCg8PNzucIquhAQpMNBKzjOTmGhtCyiYAR5/HP9DDWY0UKpJlSS90f8N3dz65izLxyXFKTQgVC6Xq0DiKfKWLJGuvdYaSTFlinT//XZHVPBeekkaO9Y6TufNs/YfAAAAKADe5qH0tMN3QkKyTtglKTi4wBJ2Sfon/h93wp527np2wgLDSNizM3mylbBL0hNP2BtLYXniCet0juRka/QIAAAAYDOSdhQ8Y6wEsGdPadasfFc344cZ6jm3p15Y/4KMMTp25piGLRmmiWsm6or6V0iSGlVopFGtRumpr59Sz7k99dbmt9yPPx5/XCP+N0LPfdtSMQntJf1XUkq+45JkTbZ3/fXSwIHSjh3p6z/7TOrVS7rnHmtEglNs3y4NGGDFfOiQ57b69a0fYfz9pbp17YmvsNWtm77PDRvaHQ0AAADA8HiJ4fEFbskSadCg9Pvffy+1b5+nqr7e/7W6zu7qvr/shmWa+/NcfbD9AxkZVS5VWXvu2qPggGB9tOMjDfloiLvspls3qXXV1hr5v5H6/s852jo6VS5Zp9xLb0sakaeYPFxxhbRypfVDRYMG0v+3d+fRUVTp/8c/3elsRAiSQBY2wx7ZJImKhFUhLjCCgIIooOCCgiYiCogOjAgBERVBQGZER2V+4G8ERx23gIAiMmAQRYwgKotMMsiWBAPZ+n7/aGjohIQkhHR38n55+th161bVU3AP5zx9n7qVluZ4JrxhQ8fsrSTNmCFNnnzh16oMrVtLu3c7/hBuvFF6//0z+zIzpZkzpePHpYkTpSZN3BdnVTlwQJo1y1EVMmWKY40GAAAA4CIoax7K6vG4+A4dct2+gPe0H8o5VGz795zfZWRkN3YdPXlU/jZ/WSyWYn0P5xx2HlM30Mh6qjLeGKssliIxVtTvvztWyTfmzH0fP36mzNzHp/ifhzsdOnRmVf+DRR4nCA6WZs92T1zu0rChNH++u6MAAAAAnCiPR+l27pQGD5aGDy9ePl1WQ4dKXbo4vg8YIPXuXe5TvLz5ZXV/rbu++993uqH5DZKkXpf10sDogZrea7rqBdSTn9VP826Y53xO/Y4Od6hzo86SpEHRg9QrqpckaWqPqdp9OERvfefoZ7F0lDSqYvdW1OzZUp06juf7581ztEVFSePHO1bXj4qSHn743MeeOCGNGyf17Cn961+VE8/5zJvniLVOHccMc1UqLJSefFLq1Ut6882qvTYAAADgJSiPF+XxpWrXzlHibbFICQnShx9W/FwFBRVaiO6r/V+py9Iuzu1VQ1apX6t+slnPnMsYx0y7j7X4QngF9gKXvq79jSq94OT0THvRRfkKChxtJS1+N2OG9NRTjmNtNsePJPXrV25s51JY6IjJWsW/4S1dKo0efWY7LU1q06ZqYwAAAADchNXjUTkOHnQkoXa7lJFxYeeq4MrxR04ccdk+nHO4WBJusVjOmbBLKtbXtf9FeELEaj33Kvo2W8kJuyQdOXImcS4ocJTVVwUfn6pP2CXHYxJn/3nwbnQAAACgGJJ2lO6FFyQ/PykoqOrLp09JaJ6ggW0GymqxqmfTnhrabqhb4rjokpLOrNj++OOOUvqLYcsWxyMKgwZV/JGHyjB6tBQT40jcR4yQrr7afbEAAAAAHoryeFEef14FBY7EqrR3sFcBu7HLaqkBvzPZ7Rd35rtRIyk93fF32r+/9M47F+9aZVFY6PaxBQAAAFQ1Vo9H5algWXtlqxEJu3TxS9UzM8/8MOAJJekk7AAAAECJakgWBE/1v+P/0+C3B6v7a931+d7P3R1OzbBwoeNxh7AwKTnZ3dEAAAAAKAXl8aI83p1GrhqpZduXyW7sCg4I1uHHDztn1Fd8v0Kf7/1cgy8f7HxdGwAAAABUB5THwytk5mbKnPovJy/H+dz6J7s/0dB3hsrH4qNXUl9R2tg0tQxp6e5wAQAAAKBKUR4Pt5rea7qaBDfRJX6X6KGrH1K3pd10y/Jb9J/f/iNJKjSFKjSF2n1kd5Ej7ZKelNRJUrKkGl8wAgAAAKAaYqYdbtU+rL1+TfxVhfZCXTr7Uh3POy6rxSqb1aaISyKUfjxdV4RfoR6X9Shy5L8kzTj1fZukzpIooQcAAABQvZC0wyPYjV25BbnOUnm77Pr54Z+159getQxpKZu16FD94zzbAAAAAOD9KI+vqQ4ckG66SbrqKmntWndHI18fXy3qt0jB/sFqfmlzTe81XYG+gYquH32OhH2FpDmSGkoKkDRM0g3nv8ixY9KQIVJMjPvfTX4xvPOO496GDHHcKwAAAACvx+rxqqGrxw8dKv3zn473dQcHS0eOSBaLu6Mqg8OSwiQVyvGb00RJM8t26IQJ0osvSoWFkq+v9PvvjnuvDo4dk+rXlwoKHO89f+QRac4cd0cFAAAAoARlzUOZaa+pcnIkYxyfkycd//cKeXIk7JJkkXSi7IeeOKtvQYGUn1+JcblZQYHjx4jTcnLcFwsAAACASkPSXlMlJ0stW0ohIdKrr0pWTx8KhZKSJF0rqY+kOpJiJD1W9lNMmiR17OiYXX/+eSk09CLE6SahoY57Cg523OPkye6OCAAAAEAloDxeNbQ83ussl3T7WdvrJBVdUR4AAAAAvAPl8ahmcs+zDQAAAADVD0k7ymiJpNaSbpOUfd7eh3MO68t9Xyonv6LPVudLuk9SSzkWmhsqabCk4FPtvUs+9MQJacQIqVUrx8JzAAAAAOClKI9XNS+P//FHxyri9etLTz0lBQVV4CT7JTU59d2qren99fxXtXRLm1s06PJBxXrvPrJbcUvilJmbqVYhrZR6X6ou8buknNd8VdI9Z21vknR12Q598UVp/Pgzi+vt2CFdfnk5rw8AAAAAF09Z89CiL8BGdWKM1Lu3lJHh+H78uLRgQQVOVOByyn//tEr/73urlm1fpq33bVWniE4uvVemrVRWbpYkadfhXfpy35e6vsX15bxmvhyrw5uztst6aL7j9XWnk/bqtEo8AAAAgBqF8vjqrKBASk93vArMGOmXX0rp/DdJLSTdLOlYkX1RkmZJqq8D2a303EbJbuySpHfS3il2prjIOBkZWS1WBdgCdHn9isxyj5R0i6QQSeMlxZf90DFjpBtucKyo/tRTjtXUAQAAAMALUR6val4eP22a9Je/SLVqSR98IPXqdY5O6ZIayjGr7SNpkqRnznm6IyeO6LIXL1N2nuO59iDfIGVOypSP1cel3ye7P9GX+7/ULW1uKTYTDwAAAAA1HeXxcJg2TRo3TgoMLOV5drvOlKFLZ5fDF1UvsJ76NOujd3e+K7uxy+jcv/lc3+L6CpTEAwAAAADORnl8TRAaep4F6BpKmicpQlIvSY+VerrZfWYrJjxGjes01hsD3nCZZZ/5xUw1eaGJhv5zqE7kn7iwuFevdiwgd/XV0s6dF3YuAAAAAPBClMermpfHV6Hv/vedOi52PD9ukUUvXP+CEjsnVvyEDRpIhw5JVqt03XXSJ59UUqQAAAAA4F5lzUOZaUelKfr7T0ml82Vmt58+8ZnvAAAAAFCDkLTXONmS+stREj/b2WqM0bR109Tw+YYa8v+HVKi0vWN4Rz3d82lF1o7UoOhBui/2vuKdjJEmTpQiI6Xhw6W8vJJP+NZbUlSU1KGDo0y+YUNp4EDpjz/KHRsAAAAAeCPK41XTyuNnS3pCjsXnJClNUhul/jdVcX+Nk+QobX/pxpc07qpxlX/5zz+XevQ4s710qXT33aUfs327I3GXHO9fnzNHevTRyo8NAAAAAKoI5fEogeWc2xaLpUhr0X6VdXlL6dtlOcbKsAUAAABQM5D9VEuHJF0rx2rwLxXZ96CkgZKaSHpOUmtJUkxEjKb3mq4mwU10e7vbNTpm9MUJrWtX6YknpMaNpbvuku644/zHtGsnzZolNWki3XqrdP/9Fyc2AAAAAPAwlMerOpbHT5IjIS88tf2bHM+wAwAAAAA8AeXxNZrPWd8t4q8ZAAAAALwT2Vy19JikfpJaaNP+0YqYG6OIuRGqN6ue+rzRR8dOHivn+V6WFCapi6T083fPzpb69pVCQ6UpUxwrxgMAAAAAyo2kvVqqK+ld5RXuUI+/v6GM4xnKOJ6ho7lH9dmezzT/P/PLca5Dkh6SdFDSZknJ5z9kyRLpo4+kw4elmTOlbdvKfwsAAAAAAJL26sxqscpmtRVbCd7Px688Z5HrMCnDsX5F+vj6luN6AAAAAIDTbO4OABePzWrT24Pf1qQ1k1RoL1RuQa46N+pczvev15P0hqRnJLWS4x3v53HvvVJqqvTVV9KYMY7V3wEAAAAA5cbq8aqOq8cDAAAAADwZq8dXa+vkeK3b2godvffYXj312VNakrpEdmOvzMAAAAAAAJWI8nivs03StZKMpNmSZqhMJeunFNgL1O21bjqQfUB2Y9fRE0c1sevEEnqnSrpVUrakJZJuuZDAAQAAAADlxEy7Vzkq6TM5EvbT/iKp7LPlmScztT9rv+zGLqus2pqxtZTe4yXtlWMF+XsqEC8AAAAA4EKQtHuNNZIiJD0qyees9lpSkdXhSxNSK0SDLx8sSfKx+mh0p9Gl9A46dW6rpMByxgsAAAAAuFCUx3uNBZLyTn0vlNRZUr6kuSpP0i5JKwav0LcZ36pBUAM1rNOwlJ4vSxojR3n88+WOGAAAAABwYUjavUYbSf+SY5Y9XNKXqmihhNViVaeITmXoGSXpkwpdAwAAAABw4UjavcY0SXUkpUt6WDzZAAAAAADVH0m71/CXNNndQQAAAAAAqlC1ma5duHChoqKiFBAQoNjYWH3xxRfuDgkAAAAAgAtSLZL2FStWKCkpSVOmTNE333yjbt266cYbb9S+ffvcHRoAAAAAABVmMcaY83fzbFdffbViYmK0aNEiZ1t0dLQGDBig5OTk8x6flZWl4OBgZWZmqk6dOhczVAAAAAAAypyHev1Me15enlJTU5WQkODSnpCQoI0bN57zmNzcXGVlZbl8AAAAAADwNF6ftB86dEiFhYUKCwtzaQ8LC1NGRsY5j0lOTlZwcLDz07hx46oIFQAAAACAcvH6pP00i8Xism2MKdZ22uTJk5WZmen87N+/vypCBAAAAACgXLz+lW+hoaHy8fEpNqt+8ODBYrPvp/n7+8vf378qwgMAAAAAoMK8fqbdz89PsbGxSklJcWlPSUlRly5d3BQVAAAAAAAXzutn2iVp/PjxGj58uOLi4nTNNddoyZIl2rdvn8aMGePu0AAAAAAAqLBqkbQPGTJEhw8f1tNPP6309HS1a9dOH374oZo2beru0AAAAAAAqLBq8Z72C8V72gEAAAAAVanGvKcdAAAAAIDqiqQdAAAAAAAPRdIOAAAAAICHImkHAAAAAMBDkbQDAAAAAOChSNoBAAAAAPBQJO0AAAAAAHgoknYAAAAAADwUSTsAAAAAAB6KpB0AAAAAAA9F0g4AAAAAgIciaQcAAAAAwEORtAMAAAAA4KFs7g7AExhjJElZWVlujgQAAAAAUBOczj9P56MlIWmXlJ2dLUlq3LixmyMBAAAAANQk2dnZCg4OLnG/xZwvra8B7Ha7/vvf/6p27dqyWCzuDuecsrKy1LhxY+3fv1916tRxdzhAhTGWUV0wllFdMJZRXTCW4W2MMcrOzlZkZKSs1pKfXGemXZLValWjRo3cHUaZ1KlTh3+EUC0wllFdMJZRXTCWUV0wluFNSpthP42F6AAAAAAA8FAk7QAAAAAAeCiSdi/h7++vqVOnyt/f392hABeEsYzqgrGM6oKxjOqCsYzqioXoAAAAAADwUMy0AwAAAADgoUjaAQAAAADwUCTtAAAAAAB4KJJ2AAAAAAA8FEm7F1i4cKGioqIUEBCg2NhYffHFF+4OCXBKTk7WlVdeqdq1a6tBgwYaMGCAdu7c6dLHGKNp06YpMjJSgYGB6tmzp3bs2OHSJzc3Vw899JBCQ0MVFBSkm2++Wb/99ltV3grgIjk5WRaLRUlJSc42xjK8xYEDB3TnnXcqJCREtWrV0hVXXKHU1FTnfsYyvEFBQYGefPJJRUVFKTAwUM2aNdPTTz8tu93u7MNYRk1A0u7hVqxYoaSkJE2ZMkXffPONunXrphtvvFH79u1zd2iAJGn9+vUaO3asNm3apJSUFBUUFCghIUF//PGHs8+zzz6r559/XgsWLNCWLVsUHh6uPn36KDs729knKSlJq1at0vLly7VhwwYdP35c/fr1U2FhoTtuCzXcli1btGTJEnXo0MGlnbEMb3D06FHFx8fL19dXH330kX744QfNnTtXdevWdfZhLMMbzJ49W4sXL9aCBQuUlpamZ599VnPmzNH8+fOdfRjLqBEMPNpVV11lxowZ49LWpk0bM2nSJDdFBJTu4MGDRpJZv369McYYu91uwsPDzaxZs5x9Tp48aYKDg83ixYuNMcYcO3bM+Pr6muXLlzv7HDhwwFitVvPxxx9X7Q2gxsvOzjYtW7Y0KSkppkePHiYxMdEYw1iG95g4caLp2rVrifsZy/AWffv2NaNGjXJpGzhwoLnzzjuNMYxl1BzMtHuwvLw8paamKiEhwaU9ISFBGzdudFNUQOkyMzMlSfXq1ZMk/frrr8rIyHAZx/7+/urRo4dzHKempio/P9+lT2RkpNq1a8dYR5UbO3as+vbtq969e7u0M5bhLd577z3FxcXp1ltvVYMGDdSpUyf99a9/de5nLMNbdO3aVWvWrNGuXbskSd9++602bNigm266SRJjGTWHzd0BoGSHDh1SYWGhwsLCXNrDwsKUkZHhpqiAkhljNH78eHXt2lXt2rWTJOdYPdc43rt3r7OPn5+fLr300mJ9GOuoSsuXL9fWrVu1ZcuWYvsYy/AWv/zyixYtWqTx48friSee0ObNm/Xwww/L399fI0aMYCzDa0ycOFGZmZlq06aNfHx8VFhYqBkzZuj222+XxL/LqDlI2r2AxWJx2TbGFGsDPMG4ceP03XffacOGDcX2VWQcM9ZRlfbv36/ExER9+umnCggIKLEfYxmezm63Ky4uTjNnzpQkderUSTt27NCiRYs0YsQIZz/GMjzdihUr9NZbb+kf//iH2rZtq23btikpKUmRkZEaOXKksx9jGdUd5fEeLDQ0VD4+PsV+BTx48GCxXxQBd3vooYf03nvvae3atWrUqJGzPTw8XJJKHcfh4eHKy8vT0aNHS+wDXGypqak6ePCgYmNjZbPZZLPZtH79er300kuy2WzOschYhqeLiIjQ5Zdf7tIWHR3tXMSWf5fhLR577DFNmjRJQ4cOVfv27TV8+HA98sgjSk5OlsRYRs1B0u7B/Pz8FBsbq5SUFJf2lJQUdenSxU1RAa6MMRo3bpxWrlypzz77TFFRUS77o6KiFB4e7jKO8/LytH79euc4jo2Nla+vr0uf9PR0ff/994x1VJnrrrtO27dv17Zt25yfuLg43XHHHdq2bZuaNWvGWIZXiI+PL/bqzV27dqlp06aS+HcZ3iMnJ0dWq2u64uPj43zlG2MZNYabFsBDGS1fvtz4+vqaV1991fzwww8mKSnJBAUFmT179rg7NMAYY8wDDzxggoODzbp160x6errzk5OT4+wza9YsExwcbFauXGm2b99ubr/9dhMREWGysrKcfcaMGWMaNWpkVq9ebbZu3WquvfZa07FjR1NQUOCO2wKMMcZl9XhjGMvwDps3bzY2m83MmDHD/PTTT2bZsmWmVq1a5q233nL2YSzDG4wcOdI0bNjQfPDBB+bXX381K1euNKGhoebxxx939mEsoyYgafcCL7/8smnatKnx8/MzMTExzldpAZ5A0jk/r732mrOP3W43U6dONeHh4cbf3990797dbN++3eU8J06cMOPGjTP16tUzgYGBpl+/fmbfvn1VfDeAq6JJO2MZ3uL999837dq1M/7+/qZNmzZmyZIlLvsZy/AGWVlZJjEx0TRp0sQEBASYZs2amSlTppjc3FxnH8YyagKLMca4c6YfAAAAAACcG8+0AwAAAADgoUjaAQAAAADwUCTtAAAAAAB4KJJ2AAAAAAA8FEk7AAAAAAAeiqQdAAAAAAAPRdIOAAAAAICHImkHAAAAAMBDkbQDAIBKMW3aNF1xxRXuDkOSdNddd2nAgAHuDgMAgAtG0g4AgIfJyMhQYmKiWrRooYCAAIWFhalr165avHixcnJy3B1ehUybNk0Wi6XUz549e8p93j179shisWjbtm2VHjMAAJ7A5u4AAADAGb/88ovi4+NVt25dzZw5U+3bt1dBQYF27dqlpUuXKjIyUjfffPM5j83Pz5evr28VR1w2EyZM0JgxY5zbV155pe677z7de++9zrb69es7v+fl5cnPz69KYwQAwBMx0w4AgAd58MEHZbPZ9PXXX+u2225TdHS02rdvr0GDBunf//63/vSnPzn7WiwWLV68WP3791dQUJCeeeYZSdKiRYvUvHlz+fn5qXXr1nrzzTedx5xrZvrYsWOyWCxat26dJGndunWyWCxas2aN4uLiVKtWLXXp0kU7d+50iXXWrFkKCwtT7dq1NXr0aJ08ebLE+7rkkksUHh7u/Pj4+Kh27drO7UmTJmnQoEFKTk5WZGSkWrVq5bzHd9991+VcdevW1euvvy5JioqKkiR16tRJFotFPXv2dOn73HPPKSIiQiEhIRo7dqzy8/PP+3cAAIAnIWkHAMBDHD58WJ9++qnGjh2roKCgc/axWCwu21OnTlX//v21fft2jRo1SqtWrVJiYqIeffRRff/997r//vt19913a+3ateWOZ8qUKZo7d66+/vpr2Ww2jRo1yrnv7bff1tSpUzVjxgx9/fXXioiI0MKFC8t9jbOtWbNGaWlpSklJ0QcffFCmYzZv3ixJWr16tdLT07Vy5UrnvrVr1+rnn3/W2rVr9fe//12vv/66M9kHAMBbUB4PAICH2L17t4wxat26tUt7aGiocxZ77Nixmj17tnPfsGHDXJLpYcOG6a677tKDDz4oSRo/frw2bdqk5557Tr169SpXPDNmzFCPHj0kSZMmTVLfvn118uRJBQQE6MUXX9SoUaN0zz33SJKeeeYZrV69utTZ9vMJCgrS3/72t3KVxZ8uqQ8JCVF4eLjLvksvvVQLFiyQj4+P2rRpo759+2rNmjUuJfkAAHg6ZtoBAPAwRWfTN2/erG3btqlt27bKzc112RcXF+eynZaWpvj4eJe2+Ph4paWllTuODh06OL9HRERIkg4ePOi8zjXXXOPSv+h2ebVv375Sn2Nv27atfHx8nNsRERHO+AEA8BbMtAMA4CFatGghi8WiH3/80aW9WbNmkqTAwMBix5yrjL5o0m+McbZZrVZn22klPed99qJ2p4+32+3nvY+KKulezo5VKjneooouymexWC5q/AAAXAzMtAMA4CFCQkLUp08fLViwQH/88UeFzhEdHa0NGza4tG3cuFHR0dGSzpSTp6enO/dX5HVp0dHR2rRpk0tb0e3KUL9+fZdYf/rpJ5fX3p2emS8sLKz0awMA4AmYaQcAwIMsXLhQ8fHxiouL07Rp09ShQwdZrVZt2bJFP/74o2JjY0s9/rHHHtNtt92mmJgYXXfddXr//fe1cuVKrV69WpJjtr5z586aNWuWLrvsMh06dEhPPvlkueNMTEzUyJEjFRcXp65du2rZsmXasWOHsyqgslx77bVasGCBOnfuLLvdrokTJ7rMoDdo0ECBgYH6+OOP1ahRIwUEBCg4OLhSYwAAwJ2YaQcAwIM0b95c33zzjXr37q3JkyerY8eOiouL0/z58zVhwgRNnz691OMHDBigefPmac6cOWrbtq1eeeUVvfbaay6vQlu6dKny8/MVFxenxMRE56viymPIkCH685//rIkTJyo2NlZ79+7VAw88UO7znM/cuXPVuHFjde/eXcOGDdOECRNUq1Yt536bzaaXXnpJr7zyiiIjI9W/f/9KjwEAAHeymKIPigEAAAAAAI/ATDsAAAAAAB6KpB0AAAAAAA9F0g4AAAAAgIciaQcAAAAAwEORtAMAAAAA4KFI2gEAAAAA8FAk7QAAAAAAeCiSdgAAAAAAPBRJOwAAAAAAHoqkHQAAAAAAD0XSDgAAAACAh/o/4gPq2na19yMAAAAASUVORK5CYII=", |
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"text/plain": [ |
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"<Figure size 1200x800 with 1 Axes>" |
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] |
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}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
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} |
|
], |
|
"source": [ |
|
"runner.title = \"GPT-4o Frontier 2024-08-06\"\n", |
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"runner.report()" |
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] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": null, |
|
"id": "f7e24d6b-59a2-464a-95a9-14a9fbfadd4d", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"report(train[1])" |
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] |
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}, |
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{ |
|
"cell_type": "code", |
|
"execution_count": 114, |
|
"id": "059b6c74-917f-4cb1-b810-ce70735a57be", |
|
"metadata": {}, |
|
"outputs": [], |
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"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]" |
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] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 116, |
|
"id": "b8ba48cb-da5e-4ddb-8955-8a94e62ea8e0", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"text/plain": [ |
|
"'<|begin_of_text|><|start_header_id|>system<|end_header_id|>\\n\\nYou estimate prices to the nearest dollar<|eot_id|><|start_header_id|>user<|end_header_id|>\\n\\nHow much is this?\\nEast West Furniture ESPO3-OAK-W Eden 3 Piece Room Furniture Set Contains a Round Kitchen Table with Pedestal and 2 Dining Chairs, 30x30 Inch, Oak EAST WEST FURNITURE - ESPO3-OAK-W - 3-PC DINETTE SET This dinette set includes 2 wooden dining room chairs and 1 Round table. This dining room table has a Round table top and Pedestal Legs. The solid wood frame and back ensure that these mid century wooden chairs sturdiness and offers decent support to your back, in addition to their ideal size these Urban Style chairs are trouble free to assemble and easy to rearrange. These simple but charming<|eot_id|><|start_header_id|>assistant<|end_header_id|>\\n\\nPrice is $277.00<|eot_id|>'" |
|
] |
|
}, |
|
"execution_count": 116, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"source": [ |
|
"train_prompts[1]" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 117, |
|
"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": 119, |
|
"id": "e69e26a5-4b24-4e0f-8944-731c534b285b", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"application/vnd.jupyter.widget-view+json": { |
|
"model_id": "64ded3d4b7d74888bcb8168b5f7e9f6d", |
|
"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": { |
|
"application/vnd.jupyter.widget-view+json": { |
|
"model_id": "deaa73b24c8546cabc6c867127543bb8", |
|
"version_major": 2, |
|
"version_minor": 0 |
|
}, |
|
"text/plain": [ |
|
"Creating parquet from Arrow format: 0%| | 0/400 [00:00<?, ?ba/s]" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
}, |
|
{ |
|
"data": { |
|
"application/vnd.jupyter.widget-view+json": { |
|
"model_id": "ce28a681790a4d4ab4a9d3c2ed33759b", |
|
"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": { |
|
"application/vnd.jupyter.widget-view+json": { |
|
"model_id": "282c9682132a445999fe086999c59726", |
|
"version_major": 2, |
|
"version_minor": 0 |
|
}, |
|
"text/plain": [ |
|
"Creating parquet from Arrow format: 0%| | 0/10 [00:00<?, ?ba/s]" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
}, |
|
{ |
|
"data": { |
|
"text/plain": [ |
|
"CommitInfo(commit_url='https://huggingface.co/datasets/ed-donner/pricer-dataset/commit/b040a07650013a11ae2533566643d094d6711841', commit_message='Upload dataset', commit_description='', oid='b040a07650013a11ae2533566643d094d6711841', pr_url=None, pr_revision=None, pr_num=None)" |
|
] |
|
}, |
|
"execution_count": 119, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"source": [ |
|
"DATASET_NAME = \"ed-donner/pricer-dataset\"\n", |
|
"dataset.push_to_hub(DATASET_NAME, private=True)" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": null, |
|
"id": "0282b9c5-019b-4e1c-910c-3f86b46b35dd", |
|
"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" |
|
} |
|
}, |
|
"nbformat": 4, |
|
"nbformat_minor": 5 |
|
}
|