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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "9491dd8f-8124-4a51-be3a-8f678c149dcf",
"metadata": {},
"outputs": [],
"source": [
"# imports\n",
"\n",
"import os\n",
"import re\n",
"import math\n",
"import random\n",
"from datetime import datetime\n",
"import numpy as np\n",
"from typing import Optional\n",
"from dotenv import load_dotenv\n",
"from openai import OpenAI\n",
"import anthropic\n",
"from huggingface_hub import login\n",
"from tqdm import tqdm\n",
"import matplotlib.pyplot as plt\n",
"from datasets import load_dataset, Dataset, DatasetDict\n",
"from concurrent.futures import ProcessPoolExecutor\n",
"from transformers import AutoTokenizer\n",
"from items import Item, read_dataset\n",
"import pickle"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "9cd394a2-d8e6-4e8f-a120-50c0ee12620d",
"metadata": {},
"outputs": [],
"source": [
"# environment\n",
"\n",
"load_dotenv()\n",
"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "846ded5d-b7f5-4581-8f56-d9650ff329c1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Token is valid (permission: write).\n",
"Your token has been saved in your configured git credential helpers (osxkeychain).\n",
"Your token has been saved to /Users/ed/.cache/huggingface/token\n",
"Login successful\n"
]
}
],
"source": [
"# initialize\n",
"\n",
"openai = OpenAI()\n",
"claude = anthropic.Anthropic()\n",
"OPENAI_MODEL = \"gpt-4o-mini\"\n",
"CLAUDE_MODEL = \"claude-3-5-sonnet-20240620\"\n",
"hf_token = os.environ['HF_TOKEN']\n",
"login(hf_token, add_to_git_credential=True)\n",
"PHI3 = \"microsoft/Phi-3-medium-4k-instruct\"\n",
"GEMMA = \"google/gemma-2-9b-it\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e81b23f7-8aa3-4590-ae5c-2d1bebd2f7c9",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8a45e4f9-4fcf-4f72-8db2-54cbb1889901",
"metadata": {},
"outputs": [],
"source": [
"# Constants\n",
"\n",
"BASE_MODEL = \"meta-llama/Meta-Llama-3.1-8B-Instruct\"\n",
"\n",
"# Used for writing to output in color\n",
"\n",
"GREEN = \"\\033[92m\"\n",
"YELLOW = \"\\033[93m\"\n",
"RED = \"\\033[91m\"\n",
"RESET = \"\\033[0m\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "fb2ed609-a00a-4ff8-9f4d-8f2ff8ea26dd",
"metadata": {},
"outputs": [],
"source": [
"dataset_names = [\n",
" \"Clothing_Shoes_and_Jewelry\",\n",
" \"Beauty_and_Personal_Care\",\n",
" \"Health_and_Household\",\n",
" \"Home_and_Kitchen\",\n",
" \"Sports_and_Outdoors\",\n",
" \"Automotive\",\n",
" \"Electronics\",\n",
" \"Industrial_and_Scientific\",\n",
" \"Office_Products\",\n",
" \"Tools_and_Home_Improvement\",\n",
" \"Patio_Lawn_and_Garden\",\n",
" \"Cell_Phones_and_Accessories\",\n",
" \"Pet_Supplies\",\n",
" \"Toys_and_Games\",\n",
" \"Appliances\",\n",
" \"Musical_Instruments\",\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "dd11853b-9e21-4b14-9a08-9d9f63636e1a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading dataset Electronics\n",
"Loading dataset Health_and_Household\n",
"Loading dataset Beauty_and_Personal_Care\n",
"Loading dataset Home_and_Kitchen\n",
"Loading dataset Sports_and_Outdoors\n",
"Loading dataset Clothing_Shoes_and_Jewelry\n",
"Loading dataset Automotive\n",
"Completed loading Health_and_Household with 228,837 datapoints\n",
"Loading dataset Industrial_and_Scientific\n",
"Completed loading Beauty_and_Personal_Care with 232,785 datapoints\n",
"Loading dataset Office_Products\n",
"Completed loading Sports_and_Outdoors with 328,634 datapoints\n",
"Loading dataset Tools_and_Home_Improvement\n",
"Completed loading Industrial_and_Scientific with 138,854 datapoints\n",
"Loading dataset Patio_Lawn_and_Garden\n",
"Completed loading Electronics with 403,002 datapoints\n",
"Loading dataset Cell_Phones_and_Accessories\n",
"Completed loading Office_Products with 205,498 datapoints\n",
"Loading dataset Pet_Supplies\n",
"Completed loading Pet_Supplies with 117,657 datapoints\n",
"Loading dataset Toys_and_Games\n",
"Completed loading Patio_Lawn_and_Garden with 258,605 datapoints\n",
"Loading dataset Appliances\n",
"Completed loading Appliances with 29,907 datapoints\n",
"Loading dataset Musical_Instruments\n",
"Completed loading Cell_Phones_and_Accessories with 223,699 datapoints\n",
"Completed loading Musical_Instruments with 53,450 datapoints\n",
"Completed loading Automotive with 785,102 datapoints\n",
"Completed loading Tools_and_Home_Improvement with 478,366 datapoints\n",
"Completed loading Toys_and_Games with 281,792 datapoints\n",
"Completed loading Clothing_Shoes_and_Jewelry with 760,824 datapoints\n",
"Completed loading Home_and_Kitchen with 982,762 datapoints\n",
"Completed in 37.8 mins\n"
]
}
],
"source": [
"start = datetime.now()\n",
"items = []\n",
"with ProcessPoolExecutor(max_workers=7) as pool:\n",
" for results in pool.map(read_dataset, dataset_names):\n",
" items.extend(results)\n",
"finish = datetime.now()\n",
"print(f\"Completed in {(finish-start).total_seconds()/60:.1f} mins\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "7af95a63-2116-4b62-9d99-1808721410c6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5509774"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(items)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "3d7ab348-3708-4357-b96f-65839f897223",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"351"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max(item.token_count for item in items)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b01322eb-d84d-46de-a12b-c2b027bac66d",
"metadata": {},
"outputs": [],
"source": [
"with open('items2.pkl', 'wb') as file:\n",
" pickle.dump(items, file)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cecfb43d-3692-475d-b80d-512e6b9b55c2",
"metadata": {},
"outputs": [],
"source": [
"with open('items2.pkl', 'rb') as file:\n",
" items = pickle.load(file)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "3cb17e3a-7cbd-4d9c-bdc0-f89c51a1dba9",
"metadata": {},
"outputs": [],
"source": [
"items = [i for i in items if i.token_count<=350]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d9949f7f-81d6-45d9-8f8f-d3690a8ffa85",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5509772"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(items)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "011bffcf-03f8-4f0d-8999-b53d1ac88624",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 5,509,772 items with prices\n",
"\n",
"<|begin_of_text|>Question: how much does this cost to the nearest dollar?\n",
"\n",
"Title: Tan Sand Beige - Butterfly Boho Insect Flower PopSockets Swappable PopGrip\n",
"Details: PopGrip with swappable top; switch out your PopTop for another design or remove it completely for wireless charging capabilities. (Not compatible with Apple MagSafe wireless charger or MagSafe wallet.) Expandable stand to watch videos, take group photos, FaceTime, and Skype handsfree. Advanced adhesive allows you to remove and reposition on most devices and cases. Note Will not stick to some silicone, waterproof, or highly textured cases. Works best with smooth, hard plastic cases. Will adhere to iPhone 11, but not to the iPhone 11 Pro nor the iPhone 11 ProMax without a suitable case. Dimensions 4.3 x 3.4 x 0.3 inches, Weight 0.48 ounces, model number 260027, Rank Cell Phones & Accessories 764029, Cell Phone Stands 79752, Special features Expandable,Waterproof,Wireless Charger,Wireless Charging, Other display features Wireless, Color Black, Whats in the box PopSockets, Manufacturer PopSockets, Available July 24, 2022, Brand Tan Sand Beige Butterfly Boho Floral, Special Feature Expandable,Waterproof,Wireless Charger,Wireless Charging, Installation Type Swappable Top, Grip Type Pop Grip\n",
"\n",
"Answer: Price is $15.00<|end_of_text|>\n"
]
}
],
"source": [
"# Let's investigate:\n",
"\n",
"print(f\"There are {len(items):,} items with prices\\n\")\n",
"print(items[5000000].prompt)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "fcf74830-1e97-4543-b454-eefd314fc106",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average length is 1,404.6 and highest length is 2,307\n",
"\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distribution of character count\n",
"\n",
"lengths = [len(item.prompt) for item in items]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Length')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(lengths, rwidth=0.7, color=\"lightblue\", bins=range(0, 1000, 50))\n",
"\n",
"print(f\"Average length is {sum(lengths)/len(lengths):,.1f} and highest length is {max(lengths):,}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d5dde349-610a-4e96-a2ea-9178a9c1fa2a",
"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 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": 16,
"id": "da0a20b4-8926-4eff-bf83-11c4f6b40455",
"metadata": {},
"outputs": [],
"source": [
"def report(item):\n",
" prompt = item.prompt\n",
" tokens = Item.tokenizer.encode(item.prompt)\n",
" print(prompt)\n",
" print(tokens[-10:])\n",
" print(Item.tokenizer.batch_decode(tokens[-10:]))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "2378cb92-305a-49d0-8193-4ae09a0cccf8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<|begin_of_text|>Question: how much does this cost to the nearest dollar?\n",
"\n",
"Title: SAS Women's, Relaxed Sandal\n",
"Details: Unwind, leave your worries behind, and simply relax and enjoy the comfort of the versatile Relaxed sandal. Premium leather uppers in a casual sandal silhouette. Offers three-point adjustability with durable buckles at each strap. Features Ultra-Puff(TM) cushioned linings that protect the foot with Super Soft topline construction that eliminates harsh edges against the foot Made in the USA Suede sole Heel measures approximately 1.5 inches COMFY FOOTWEAR Unwind, leave your worries behind, and simply relax and enjoy the comfort of the versatile SAS Relaxed sandal with pemium leather uppers in a casual sandal silhouette CUSHION LININGS It features Ultra-Puff cushioned linings that protect the foot with Super Soft topline construction eliminating harsh edges against the foot SHOCK ABSORPTION A broad, contoured footbed features soft Super Suede linings that molds to the natural arches and curves of your foot for maximum comfort and shock absorption QUALITY BUILD It offers multi-layered Tripad cushions designed to comfort all three pressure points the inside ball, outside ball and heel for all-day support ADJUSTABLE CLOSURE SAS sandal features three-point adjustability with durable buckles at each strap while a shock-absorbing wide outsole contours and rebounds with every step Dimensions 10 x 15 x 6 inches; 2 Pounds, model number 1570-891, Department womens, Available March 22, 2017, Manufacturer SAS\n",
"\n",
"Answer: Price is $189.00<|end_of_text|>\n",
"[271, 16533, 25, 8650, 374, 400, 9378, 13, 410, 128001]\n",
"['\\n\\n', 'Answer', ':', ' Price', ' is', ' $', '189', '.', '00', '<|end_of_text|>']\n"
]
}
],
"source": [
"report(items[0])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "50d88feb-d0ee-4abf-a013-7d11a7e4e2cd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average price is $51.13 and highest price is $999.49\n",
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in items]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Price ($)')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 20))\n",
"\n",
"print(f\"Average price is ${sum(prices)/len(prices):.2f} and highest price is ${max(prices):,.2f}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "3718a8e6-6c87-4351-8c27-9e61745b0991",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from collections import Counter\n",
"category_counts = Counter()\n",
"for item in items:\n",
" category_counts[item.category]+=1\n",
"\n",
"categories = category_counts.keys()\n",
"counts = [category_counts[category] for category in categories]\n",
"\n",
"# Create bar chart\n",
"plt.figure(figsize=(15, 6))\n",
"plt.bar(categories, counts, color=\"purple\")\n",
"\n",
"# Customize the chart\n",
"plt.title('How many in each category')\n",
"plt.xlabel('Categories')\n",
"plt.ylabel('Count')\n",
"\n",
"plt.xticks(rotation=30, ha='right')\n",
"\n",
"# Add value labels on top of each bar\n",
"for i, v in enumerate(counts):\n",
" plt.text(i, v, f\"{v:,}\", ha='center', va='bottom')\n",
"\n",
"# Display the chart\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "e741d816-25d8-4372-9caa-d006b85818be",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Minimum: 8\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": 43,
"id": "75541d34-37e9-4e59-bac8-87fd1d147d62",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"404011"
]
},
"execution_count": 43,
"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>=350:\n",
" sample.extend(slot)\n",
" elif len(slot) <= 960:\n",
" sample.extend(slot)\n",
" else:\n",
" weights = np.array([1 if item.category=='Automotive' else 3 if item.category=='Home_and_Kitchen' else 8 for item in slot])\n",
" weights = weights / np.sum(weights)\n",
" selected_indices = np.random.choice(len(slot), size=960, 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": 44,
"id": "6f56ae0c-c802-436d-be42-6439143b177f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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R/wDAwgnoAIAl6uqrr05RFPnd736XDh06VD577LFHkuS6666rPNB+//33T3V1da699trMnTs3N9xwQ/bee+906NChcrxOnTrlrbfeanSepr6U4PTTT8/gwYMzePDgnHLKKY22b7DBBg0edv/vPgkkPj0j6IEHHsjee++d3r175/bbb0/r1q2b1NM111yTH/7whxkwYEAuu+yyRuHeiy++mKIo8p3vfKfBbzlp0qQ88MAD6dChQy699NIFHv+RRx7Jm2++mauvvjo//OEPs/3222fLLbdM+/btm9Tnv1tS/3s0l3N/8pKKcePGzfdzySWXVGq32267/P73v099fX2eeuqp9OrVKwMHDsyIESMW+/y77bZbXnvttbzyyit58cUX8+qrr1bCy+23375S17JlywwdOjTvvvtunn322bz55pu599578/rrr6dbt25Za621KrVf+tKXMmbMmLzxxht59tlnM3Xq1Oy777555513Ghxzfp5//vlMnDgxdXV1lb+3T2YhDhgwIB06dEh9fX2l/sQTT8w777yT5557LhMnTsyTTz6ZadOmpV27do1efgEALFjLshsAAJYfc+fOzXXXXZcNNtggV155ZaPt9957by688MLcf//96du3bzp06JC99947119/fXr16pUpU6Y0WN6aJL17984FF1yQF198scEy16aEIr/4xS8yePDgnHbaafn5z38+35qWLVtmr732yu9+97tMnDgx6623XpJ/hXMjR47MBhtskM6dO1fqH3zwwey999755je/mbvuumu+D8tfmGuvvTY//OEPc+CBB+bKK6+c78y7XXfdNY8++mij8e9///vp1q1bzj777HzpS19a4Dk+Oeane/vNb37TpF7/3be+9a3cdtttueeeexosU7355psX+5iLqnfv3rntttty//33Z7fddquMf56ArG/fvhkxYkTmzp2brbbaapH2adGiRbbaaqtstNFGuemmm/LMM8/k+9///iLNApyfqqqqyoy4OXPm5Je//GU233zz+YZpq6yySjbddNMkyTPPPJOHH364MuPu09Zcc83KLLbTTjst7dq1yyGHHLLQXi6++OJMnz69wdiECRPyox/9KIMHD07v3r2zyiqrNNheXV1dWQ77+uuv59Zbb82hhx6atm3bfvbFAwBJBHQAwBJ0//33580338y5556bHXbYodH2Hj16ZPjw4bnqqqvSt2/fJP9aJnfrrbfm6KOPzlprrZWddtqpwT4DBw7M1Vdfnd122y1nnHFGamtrc/PNN1eWxX7Wc64uvPDC/OxnP8uuu+6aPfbYI0899VSD7VtvvXXlv//iF7/I/fffn1133TWDBw/OqquumiuvvDJ//vOfc9ttt1Xqnnjiiey9996pq6vLKaeckgkTJjQ45iabbJJVV101SXL99dfn4IMPztVXX52DDjooSfLb3/42hxxySDbffPMcfvjhGTt2bIP9t9hii1RXV6eurm6+S0fbtGmTTp06zfc3/nfbbLNNOnTokCOOOCI///nP06pVq9x0003585//vND9Fuaggw7KRRddlIMOOihnnXVWunfvnj/84Q954IEHFvuYi2rAgAG56KKLcuCBB+bMM8/Ml770pdx///2Vcy/OM8++//3v56abbsruu++e4447Lt/4xjfSqlWrvPHGG3n00Uez11575Tvf+U4uu+yyPPLII9ljjz2yzjrr5MMPP6ws1/7kb7Z9+/ZZd911c/fdd2fHHXdMx44d07lz50rYOz/HHHNMdthhh3Tq1Cl///vf86tf/SpvvPFGRo8e3aDuk+XJm222WYqiyNixY3Puuedm1113bbRc+7zzzktdXV3WWWedvPXWW7ntttty11135YYbbmiw7PS1117LBhtskAEDBuSqq65K8q9n7S3IV77ylQZ/c88//3xuv/32bLnllqmurs6f//znnHPOOenevXt+8YtfLMrPDwD8/wR0AMASc9VVV6V169aV52J9WufOnfOd73wnv/vd7/LWW2+ltrY2O+20U9Zee+1MmjQpp556aqOQpWvXrhk9enQGDhyYI444IiuvvHK+853v5IwzzsiAAQOy2mqrLbSn3//+90mSkSNHZuTIkY22f7J8NfnXMtfHH388J510Ug477LB89NFH2XzzzXPPPfdUAsUkeeihhzJr1qxMnDgx//Ef/9HomI8++mglyJg3b17mzp1beQlFktx3332ZN29ennnmmWy77baN9n/11VcXGuosqk6dOuW+++7L8ccfnwMPPDDt2rXLXnvtlVtvvTVf+9rXFuuYK6+8ch555JEcd9xxOemkk1JVVZU+ffpkxIgR2WabbT53zwvTrl27PPLIIxk4cGBOOOGEyrkvueSS7L777p/5tzA/LVq0yD333JNf/vKXueGGG3L22WenZcuWWWuttdK7d+/KbLXNN988Dz74YH7+859nypQpWWWVVdKjR4/cc8896dOnT+V4V111VX7yk59kzz33zOzZszNgwIBce+21Czz/pEmTcswxx+Sdd95Jp06dsuuuu+buu+9u8BzE5F/Plrv99ttz5plnZvbs2enevXvOOOOMHHvssWnRokWD2g8//DBnnHFG3njjjbRt2zZbb711HnvssWy33XYN6oqiyNy5cytLzpuqdevWeeSRR/KrX/0q7733XtZZZ50cccQROemkk9KuXbvFOiYArKiqin//f6UAAF8Qhx12WG655Za8++67TX72G8uXIUOG5LTTTsvrr7/e4FlsAABfFGbQAQDN3hlnnJGuXbtm/fXXz3vvvZd77703V155ZU477TTh3Apm+PDhSf71tt2PPvqoMoPrwAMPFM4BAF9YAjoAoNlr1apVzj///Lzxxhv5+OOP07179wwdOjTHHXdc2a2xjK288sq56KKLMnHixMyePTvrrLNOTjzxxJx22mlltwYAsNgscQUAAACAEjX9VVcAAAAAwBIjoAMAAACAEgnoAAAAAKBEAjoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRAI6AAAAACiRgA4AAAAASiSgAwAAAIASCegAAAAAoEQCOgAAAAAokYAOAAAAAEokoAMAAACAEgnoAAAAAKBEAjoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRAI6AAAAACiRgA4AAAAAStSy7AaWJ/Pmzcubb76Z9u3bp6qqqux2AAAAAChJURSZOXNmunbtmpVWWvgcOQHdEvTmm29m7bXXLrsNAAAAAJqJSZMmZa211lpoTakB3f/8z//k/PPPz/jx4zN58uTceeed2XvvvSvbi6LI6aefnssvvzzTpk3LVlttlV//+tf5yle+UqmZPXt2Bg0alFtuuSWzZs3KjjvumEsuuaTBhU+bNi3HHnts7rnnniTJnnvumWHDhmW11Var1Lz++us56qij8sgjj6Rt27bp169fLrjggrRu3XqRr6d9+/ZJ/vXDr7rqqov5qwAAAADwRTdjxoysvfbalbxoYUoN6N5///189atfzX/913/lP//zPxttP++88zJ06NBce+21+fKXv5wzzzwzO++8c15++eXKxQ0cODC///3vM2LEiHTq1CnHH398+vbtm/Hjx6dFixZJkn79+uWNN97IyJEjkySHHXZY+vfvn9///vdJkrlz52aPPfbI6quvnieeeCLvvvtuBgwYkKIoMmzYsEW+nk+Wta666qoCOgAAAAAW6TFoVUVRFMugl89UVVXVYAZdURTp2rVrBg4cmBNPPDHJv2bL1dbW5txzz83hhx+e+vr6rL766rnhhhvyve99L8n/W2b6hz/8IbvsskteeumlbLLJJnnqqaey1VZbJUmeeuqp9OrVK3/5y1+y4YYb5v7770/fvn0zadKkdO3aNUkyYsSI/OAHP8jUqVMXOWybMWNGampqUl9fL6ADAAAAWIE1JSdqtm9xffXVVzNlypT06dOnMlZdXZ3evXvnySefTJKMHz8+H330UYOarl27pkePHpWaMWPGpKamphLOJcnWW2+dmpqaBjU9evSohHNJsssuu2T27NkZP378AnucPXt2ZsyY0eADAAAAAE3RbAO6KVOmJElqa2sbjNfW1la2TZkyJa1bt06HDh0WWtOlS5dGx+/SpUuDmk+fp0OHDmndunWlZn7OPvvs1NTUVD5eEAEAAABAUzXbgO4Tn16nWxTFZ67d/XTN/OoXp+bTTj755NTX11c+kyZNWmhfAAAAAPBpzTagq6urS5JGM9imTp1ame1WV1eXOXPmZNq0aQuteeuttxod/+23325Q8+nzTJs2LR999FGjmXX/rrq6uvJCCC+GAAAAAGBxNNuArlu3bqmrq8uoUaMqY3PmzMno0aOzzTbbJEl69uyZVq1aNaiZPHlynn/++UpNr169Ul9fn7Fjx1Zqnn766dTX1zeoef755zN58uRKzYMPPpjq6ur07NlzqV4nAAAAACu2lmWe/L333svf/va3yvdXX301EyZMSMeOHbPOOutk4MCBGTJkSLp3757u3btnyJAhWXnlldOvX78kSU1NTQ455JAcf/zx6dSpUzp27JhBgwZl0003zU477ZQk2XjjjbPrrrvm0EMPzW9+85skyWGHHZa+fftmww03TJL06dMnm2yySfr375/zzz8///znPzNo0KAceuihZsUBAAAAsFSVGtD98Y9/zLe+9a3K9x//+MdJkgEDBuTaa6/NCSeckFmzZuXII4/MtGnTstVWW+XBBx9M+/btK/tcdNFFadmyZfbbb7/MmjUrO+64Y6699tq0aNGiUnPTTTfl2GOPrbztdc8998zw4cMr21u0aJH77rsvRx55ZLbddtu0bds2/fr1ywUXXLC0fwIAAAAAVnBVRVEUZTexvJgxY0ZqampSX19v5h0AAADACqwpOVGzfQYdAAAAAKwIBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiQR0AAAAAFAiAR0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQopZlNwAsXFXVBQvcVhSDlvvzf5H4rQAAAFgcAjqWmIWFE8niBxSLGnosrfMvj75Iv1VTehWQAQAA8EUkoKMUZQcpZYc+X6SArCm+SGHqF6lXAAAAlm8COlhCBDkAAADA4vCSCAAAAAAokRl0sBwpe+kwAAAA0HQCOhbKsk0AAACApcsSVwAAAAAokYAOAAAAAEokoAMAAACAEgnoAAAAAKBEAjoAAAAAKJGADgAAAABK1LLsBgBWRFVVFyxwW1EMWoadAAAAUDYz6AAAAACgRAI6AAAAACiRJa4AzdjClsImlsMCAAAsD8ygAwAAAIASCegAAAAAoEQCOgAAAAAokYAOAAAAAEokoAMAAACAEgnoAAAAAKBEAjoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRC3LbgCAJaOq6oKFbi+KQcuoEwAAAJrCDDoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRAI6AAAAACiRgA4AAAAASiSgAwAAAIASCegAAAAAoEQCOgAAAAAokYAOAAAAAEokoAMAAACAEgnoAAAAAKBEAjoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRAI6AAAAACiRgA4AAAAASiSgAwAAAIAStSy7AQCWvaqqCxa4rSgGLcNOAAAAMIMOAAAAAEokoAMAAACAEgnoAAAAAKBEAjoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRAI6AAAAACiRgA4AAAAASiSgAwAAAIASCegAAAAAoEQCOgAAAAAokYAOAAAAAEokoAMAAACAEgnoAAAAAKBEAjoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRAI6AAAAACiRgA4AAAAASiSgAwAAAIASNeuA7uOPP85pp52Wbt26pW3btll//fVzxhlnZN68eZWaoigyePDgdO3aNW3bts0OO+yQF154ocFxZs+enWOOOSadO3dOu3btsueee+aNN95oUDNt2rT0798/NTU1qampSf/+/TN9+vRlcZkAAAAArMCadUB37rnn5rLLLsvw4cPz0ksv5bzzzsv555+fYcOGVWrOO++8DB06NMOHD8+4ceNSV1eXnXfeOTNnzqzUDBw4MHfeeWdGjBiRJ554Iu+991769u2buXPnVmr69euXCRMmZOTIkRk5cmQmTJiQ/v37L9PrBQAAAGDF07LsBhZmzJgx2WuvvbLHHnskSdZbb73ccsst+eMf/5jkX7PnLr744px66qnZZ599kiTXXXddamtrc/PNN+fwww9PfX19rrrqqtxwww3ZaaedkiQ33nhj1l577Tz00EPZZZdd8tJLL2XkyJF56qmnstVWWyVJrrjiivTq1Ssvv/xyNtxwwxKuHgAAAIAVQbOeQffNb34zDz/8cF555ZUkyZ///Oc88cQT2X333ZMkr776aqZMmZI+ffpU9qmurk7v3r3z5JNPJknGjx+fjz76qEFN165d06NHj0rNmDFjUlNTUwnnkmTrrbdOTU1NpQZgRVRVdcFCPwAAAHx+zXoG3Yknnpj6+vpstNFGadGiRebOnZuzzjor+++/f5JkypQpSZLa2toG+9XW1ua1116r1LRu3TodOnRoVPPJ/lOmTEmXLl0anb9Lly6VmvmZPXt2Zs+eXfk+Y8aMxbhKAAAAAFZkzXoG3a233pobb7wxN998c5555plcd911ueCCC3Ldddc1qKuqqmrwvSiKRmOf9uma+dV/1nHOPvvsykslampqsvbaay/KZQEAAABARbMO6H7yk5/kpJNOyve///1suumm6d+/f370ox/l7LPPTpLU1dUlSaNZblOnTq3Mqqurq8ucOXMybdq0hda89dZbjc7/9ttvN5qd9+9OPvnk1NfXVz6TJk1a/IsFAAAAYIXUrAO6Dz74ICut1LDFFi1aZN68eUmSbt26pa6uLqNGjapsnzNnTkaPHp1tttkmSdKzZ8+0atWqQc3kyZPz/PPPV2p69eqV+vr6jB07tlLz9NNPp76+vlIzP9XV1Vl11VUbfAAAAACgKZr1M+i+/e1v56yzzso666yTr3zlK/nTn/6UoUOH5uCDD07yr2WpAwcOzJAhQ9K9e/d07949Q4YMycorr5x+/folSWpqanLIIYfk+OOPT6dOndKxY8cMGjQom266aeWtrhtvvHF23XXXHHroofnNb36TJDnssMPSt29fb3AFAAAAYKlq1gHdsGHD8tOf/jRHHnlkpk6dmq5du+bwww/Pz372s0rNCSeckFmzZuXII4/MtGnTstVWW+XBBx9M+/btKzUXXXRRWrZsmf322y+zZs3KjjvumGuvvTYtWrSo1Nx000059thjK2973XPPPTN8+PBld7EAAAAArJCadUDXvn37XHzxxbn44osXWFNVVZXBgwdn8ODBC6xp06ZNhg0blmHDhi2wpmPHjrnxxhs/R7cAAAAA0HTN+hl0AAAAALC8E9ABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUKKWZTcAALAgVVUXLHR7UQxaRp0AAMDSYwYdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUyFtcAVgivG0TAABg8ZhBBwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiQR0AAAAAFAiAR0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiVqW3QAAK56qqgsWuK0oBi3DTgAAAMpnBh0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUKKWZTcAAAtTVXXBArcVxaBl2AkAAMDSYQYdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUyFtcAVjhLOzNsIm3wwIAAMuWGXQAAAAAUCIz6ABgObGwmYFmBQIAQPNlBh0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiQR0AAAAAFAiAR0AAAAAlKhl2Q0AwJJQVXXBQrcXxaBl1AkAAEDTmEEHAAAAACUS0AEAAABAiQR0AAAAAFAiAR0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUqNkHdP/4xz9y4IEHplOnTll55ZWz+eabZ/z48ZXtRVFk8ODB6dq1a9q2bZsddtghL7zwQoNjzJ49O8ccc0w6d+6cdu3aZc8998wbb7zRoGbatGnp379/ampqUlNTk/79+2f69OnL4hIBAAAAWIE164Bu2rRp2XbbbdOqVavcf//9efHFF3PhhRdmtdVWq9Scd955GTp0aIYPH55x48alrq4uO++8c2bOnFmpGThwYO68886MGDEiTzzxRN5777307ds3c+fOrdT069cvEyZMyMiRIzNy5MhMmDAh/fv3X5aXCwAAAMAKqGXZDSzMueeem7XXXjvXXHNNZWy99dar/PeiKHLxxRfn1FNPzT777JMkue6661JbW5ubb745hx9+eOrr63PVVVflhhtuyE477ZQkufHGG7P22mvnoYceyi677JKXXnopI0eOzFNPPZWtttoqSXLFFVekV69eefnll7Phhhsuu4sGAAAAYIXSrGfQ3XPPPdlyyy2z7777pkuXLtliiy1yxRVXVLa/+uqrmTJlSvr06VMZq66uTu/evfPkk08mScaPH5+PPvqoQU3Xrl3To0ePSs2YMWNSU1NTCeeSZOutt05NTU2lBgAAAACWhmYd0P3973/PpZdemu7du+eBBx7IEUcckWOPPTbXX399kmTKlClJktra2gb71dbWVrZNmTIlrVu3TocOHRZa06VLl0bn79KlS6VmfmbPnp0ZM2Y0+AAAAABAUzTrJa7z5s3LlltumSFDhiRJtthii7zwwgu59NJLc9BBB1XqqqqqGuxXFEWjsU/7dM386j/rOGeffXZOP/30RboWAAAAAJifZj2Dbo011sgmm2zSYGzjjTfO66+/niSpq6tLkkaz3KZOnVqZVVdXV5c5c+Zk2rRpC6156623Gp3/7bffbjQ779+dfPLJqa+vr3wmTZrUxCsEAAAAYEXXrAO6bbfdNi+//HKDsVdeeSXrrrtukqRbt26pq6vLqFGjKtvnzJmT0aNHZ5tttkmS9OzZM61atWpQM3ny5Dz//POVml69eqW+vj5jx46t1Dz99NOpr6+v1MxPdXV1Vl111QYfAAAAAGiKZr3E9Uc/+lG22WabDBkyJPvtt1/Gjh2byy+/PJdffnmSfy1LHThwYIYMGZLu3bune/fuGTJkSFZeeeX069cvSVJTU5NDDjkkxx9/fDp16pSOHTtm0KBB2XTTTStvdd14442z66675tBDD81vfvObJMlhhx2Wvn37eoMrAAAAAEtVsw7ovv71r+fOO+/MySefnDPOOCPdunXLxRdfnAMOOKBSc8IJJ2TWrFk58sgjM23atGy11VZ58MEH0759+0rNRRddlJYtW2a//fbLrFmzsuOOO+baa69NixYtKjU33XRTjj322MrbXvfcc88MHz582V0sAAAAACukZh3QJUnfvn3Tt2/fBW6vqqrK4MGDM3jw4AXWtGnTJsOGDcuwYcMWWNOxY8fceOONn6dVAAAAAGiyZv0MOgAAAABY3gnoAAAAAKBEAjoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRAI6AAAAACiRgA4AAAAASiSgAwAAAIASCegAAAAAoEQCOgAAAAAokYAOAAAAAEokoAMAAACAEgnoAAAAAKBEAjoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRIsV0K2//vp59913G41Pnz4966+//uduCgAAAABWFIsV0E2cODFz585tND579uz84x//+NxNAQAAAMCKomVTiu+5557Kf3/ggQdSU1NT+T537tw8/PDDWW+99ZZYcwAAAACwvGtSQLf33nsnSaqqqjJgwIAG21q1apX11lsvF1544RJrDgAAAACWd00K6ObNm5ck6datW8aNG5fOnTsvlaYAAAAAYEXRpIDuE6+++uqS7gMAAAAAVkiLFdAlycMPP5yHH344U6dOrcys+8TVV1/9uRsDgOVVVdUFC91eFIOWUScAAEBzsFgB3emnn54zzjgjW265ZdZYY41UVVUt6b4A4AtF6AYAACyuxQroLrvsslx77bXp37//ku4HAAAAAFYoKy3OTnPmzMk222yzpHsBAAAAgBXOYgV0P/zhD3PzzTcv6V4AAAAAYIWzWEtcP/zww1x++eV56KGHstlmm6VVq1YNtg8dOnSJNAcAAAAAy7vFCuieffbZbL755kmS559/vsE2L4wAAAAAgEW3WAHdo48+uqT7AAAAAIAV0mI9gw4AAAAAWDIWawbdt771rYUuZX3kkUcWuyEAAAAAWJEsVkD3yfPnPvHRRx9lwoQJef755zNgwIAl0RcAAAAArBAWK6C76KKL5js+ePDgvPfee5+rIQAAAABYkSzRZ9AdeOCBufrqq5fkIQEAAABgubZEA7oxY8akTZs2S/KQAAAAALBcW6wlrvvss0+D70VRZPLkyfnjH/+Yn/70p0ukMQBg6aiqumCh24ti0DLqBAAASBYzoKupqWnwfaWVVsqGG26YM844I3369FkijQEAAADAimCxArprrrlmSfcBAAAAACukxQroPjF+/Pi89NJLqaqqyiabbJIttthiSfUFAAAAACuExQropk6dmu9///t57LHHstpqq6UoitTX1+db3/pWRowYkdVXX31J9wkAAAAAy6XFeovrMccckxkzZuSFF17IP//5z0ybNi3PP/98ZsyYkWOPPXZJ9wgAAAAAy63FmkE3cuTIPPTQQ9l4440rY5tsskl+/etfe0kEAAAAADTBYs2gmzdvXlq1atVovFWrVpk3b97nbgoAAAAAVhSLFdD9x3/8R4477ri8+eablbF//OMf+dGPfpQdd9xxiTUHAAAAAMu7xQrohg8fnpkzZ2a99dbLBhtskC996Uvp1q1bZs6cmWHDhi3pHgEAAABgubVYz6Bbe+2188wzz2TUqFH5y1/+kqIosskmm2SnnXZa0v0BAAAAwHKtSTPoHnnkkWyyySaZMWNGkmTnnXfOMccck2OPPTZf//rX85WvfCWPP/74UmkUAAAAAJZHTZpBd/HFF+fQQw/Nqquu2mhbTU1NDj/88AwdOjTbbbfdEmsQAMpUVXXBArcVxaBl2Ak0bwu7VxL3CwDAwjRpBt2f//zn7Lrrrgvc3qdPn4wfP/5zNwUAAAAAK4omBXRvvfVWWrVqtcDtLVu2zNtvv/25mwIAAACAFUWTAro111wzzz333AK3P/vss1ljjTU+d1MAAAAAsKJo0jPodt999/zsZz/LbrvtljZt2jTYNmvWrPz85z9P3759l2iDAEB5PIMPAACWviYFdKeddlruuOOOfPnLX87RRx+dDTfcMFVVVXnppZfy61//OnPnzs2pp566tHoFAJoxYR4AACyeJgV0tbW1efLJJ/Pf//3fOfnkk1MURZKkqqoqu+yySy655JLU1tYulUYBAAAAYHnUpIAuSdZdd9384Q9/yLRp0/K3v/0tRVGke/fu6dChw9LoDwAAAACWa00O6D7RoUOHfP3rX1+SvQAAAADACmexAzoAYOnzXDcAAFj+rVR2AwAAAACwIhPQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiQR0AAAAAFAiAR0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiQR0AAAAAFAiAR0AAAAAlEhABwAAAAAl+kIFdGeffXaqqqoycODAylhRFBk8eHC6du2atm3bZocddsgLL7zQYL/Zs2fnmGOOSefOndOuXbvsueeeeeONNxrUTJs2Lf37909NTU1qamrSv3//TJ8+fRlcFQAAAAArsi9MQDdu3Lhcfvnl2WyzzRqMn3feeRk6dGiGDx+ecePGpa6uLjvvvHNmzpxZqRk4cGDuvPPOjBgxIk888UTee++99O3bN3Pnzq3U9OvXLxMmTMjIkSMzcuTITJgwIf37919m1wcAAADAiukLEdC99957OeCAA3LFFVekQ4cOlfGiKHLxxRfn1FNPzT777JMePXrkuuuuywcffJCbb745SVJfX5+rrroqF154YXbaaadsscUWufHGG/Pcc8/loYceSpK89NJLGTlyZK688sr06tUrvXr1yhVXXJF77703L7/8cinXDAAAAMCK4QsR0B111FHZY489stNOOzUYf/XVVzNlypT06dOnMlZdXZ3evXvnySefTJKMHz8+H330UYOarl27pkePHpWaMWPGpKamJltttVWlZuutt05NTU2lZn5mz56dGTNmNPgAAAAAQFO0LLuBzzJixIg888wzGTduXKNtU6ZMSZLU1tY2GK+trc1rr71WqWndunWDmXef1Hyy/5QpU9KlS5dGx+/SpUulZn7OPvvsnH766U27IABYwVVVXbDQ7UUxaBl1AgAAzUOznkE3adKkHHfccbnxxhvTpk2bBdZVVVU1+F4URaOxT/t0zfzqP+s4J598curr6yufSZMmLfScAAAAAPBpzTqgGz9+fKZOnZqePXumZcuWadmyZUaPHp1f/epXadmyZWXm3KdnuU2dOrWyra6uLnPmzMm0adMWWvPWW281Ov/bb7/daHbev6uurs6qq67a4AMAAAAATdGsA7odd9wxzz33XCZMmFD5bLnlljnggAMyYcKErL/++qmrq8uoUaMq+8yZMyejR4/ONttskyTp2bNnWrVq1aBm8uTJef755ys1vXr1Sn19fcaOHVupefrpp1NfX1+pAQAAAICloVk/g659+/bp0aNHg7F27dqlU6dOlfGBAwdmyJAh6d69e7p3754hQ4Zk5ZVXTr9+/ZIkNTU1OeSQQ3L88cenU6dO6dixYwYNGpRNN9208tKJjTfeOLvuumsOPfTQ/OY3v0mSHHbYYenbt2823HDDZXjFAAAAAKxomnVAtyhOOOGEzJo1K0ceeWSmTZuWrbbaKg8++GDat29fqbnooovSsmXL7Lfffpk1a1Z23HHHXHvttWnRokWl5qabbsqxxx5bedvrnnvumeHDhy/z6wEAAABgxfKFC+gee+yxBt+rqqoyePDgDB48eIH7tGnTJsOGDcuwYcMWWNOxY8fceOONS6hLAAAAAFg0zfoZdAAAAACwvBPQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiQR0AAAAAFAiAR0AAAAAlKhl2Q0AAKxoqqouWOC2ohi0DDsBAKA5MIMOAAAAAEokoAMAAACAEgnoAAAAAKBEAjoAAAAAKJGXRAAAwApkYS8pSbyoBADKYAYdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiQR0AAAAAFAiAR0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQopZlNwAA0FxVVV2w0O1FMWgZdQIAwPLMDDoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRAI6AAAAACiRgA4AAAAASiSgAwAAAIASCegAAAAAoEQCOgAAAAAokYAOAAAAAEokoAMAAACAEgnoAAAAAKBEAjoAAAAAKFHLshsAAFiWqqouWOj2ohi0jDoBAIB/MYMOAAAAAEokoAMAAACAEgnoAAAAAKBEAjoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRAI6AAAAACiRgA4AAAAASiSgAwAAAIAStSy7AQCA5UFV1QUL3FYUg5ZhJwAAfNGYQQcAAAAAJRLQAQAAAECJLHEFAJYLlpgCAPBFZQYdAAAAAJRIQAcAAAAAJbLEFQCgmVrYst3E0l0AgOWFGXQAAAAAUCIBHQAAAACUSEAHAAAAACXyDDoAgBXMwp5t57l2AADLnoAOAACgGfKiGIAVhyWuAAAAAFAiAR0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJWpZdgMAANBcVVVdsMBtRTFoGXYCACzPzKADAAAAgBKZQQcAsBxY2EyvxGwvAIDmzAw6AAAAACiRgA4AAAAASiSgAwAAAIASCegAAAAAoEQCOgAAAAAokYAOAAAAAEokoAMAAACAEjXrgO7ss8/O17/+9bRv3z5dunTJ3nvvnZdffrlBTVEUGTx4cLp27Zq2bdtmhx12yAsvvNCgZvbs2TnmmGPSuXPntGvXLnvuuWfeeOONBjXTpk1L//79U1NTk5qamvTv3z/Tp09f2pcIAAAAwAquWQd0o0ePzlFHHZWnnnoqo0aNyscff5w+ffrk/fffr9Scd955GTp0aIYPH55x48alrq4uO++8c2bOnFmpGThwYO68886MGDEiTzzxRN5777307ds3c+fOrdT069cvEyZMyMiRIzNy5MhMmDAh/fv3X6bXCwAAAMCKp2XZDSzMyJEjG3y/5ppr0qVLl4wfPz7bb799iqLIxRdfnFNPPTX77LNPkuS6665LbW1tbr755hx++OGpr6/PVVddlRtuuCE77bRTkuTGG2/M2muvnYceeii77LJLXnrppYwcOTJPPfVUttpqqyTJFVdckV69euXll1/OhhtuuGwvHACgGaiqumCh24ti0DLqBABg+dasZ9B9Wn19fZKkY8eOSZJXX301U6ZMSZ8+fSo11dXV6d27d5588skkyfjx4/PRRx81qOnatWt69OhRqRkzZkxqamoq4VySbL311qmpqanUzM/s2bMzY8aMBh8AAAAAaIpmPYPu3xVFkR//+Mf55je/mR49eiRJpkyZkiSpra1tUFtbW5vXXnutUtO6det06NChUc0n+0+ZMiVdunRpdM4uXbpUaubn7LPPzumnn774FwUAAMAXnhnHwOf1hZlBd/TRR+fZZ5/NLbfc0mhbVVVVg+9FUTQa+7RP18yv/rOOc/LJJ6e+vr7ymTRp0mddBgAAAAA08IUI6I455pjcc889efTRR7PWWmtVxuvq6pKk0Sy3qVOnVmbV1dXVZc6cOZk2bdpCa956661G53377bcbzc77d9XV1Vl11VUbfAAAAACgKZp1QFcURY4++ujccccdeeSRR9KtW7cG27t165a6urqMGjWqMjZnzpyMHj0622yzTZKkZ8+eadWqVYOayZMn5/nnn6/U9OrVK/X19Rk7dmyl5umnn059fX2lBgAAAACWhmb9DLqjjjoqN998c+6+++60b9++MlOupqYmbdu2TVVVVQYOHJghQ4ake/fu6d69e4YMGZKVV145/fr1q9QecsghOf7449OpU6d07NgxgwYNyqabblp5q+vGG2+cXXfdNYceemh+85vfJEkOO+yw9O3b1xtcAQC+ADz/CQD4ImvWAd2ll16aJNlhhx0ajF9zzTX5wQ9+kCQ54YQTMmvWrBx55JGZNm1attpqqzz44INp3759pf6iiy5Ky5Yts99++2XWrFnZcccdc+2116ZFixaVmptuuinHHnts5W2ve+65Z4YPH750LxAAAACAFV6zDuiKovjMmqqqqgwePDiDBw9eYE2bNm0ybNiwDBs2bIE1HTt2zI033rg4bQIAAADAYmvWz6ADAAAAgOWdgA4AAAAASiSgAwAAAIASCegAAAAAoEQCOgAAAAAokYAOAAAAAEokoAMAAACAEgnoAAAAAKBEAjoAAAAAKFHLshsAAAAAWBaqqi5Y6PaiGLSMOoGGBHQAAKxQFvYvZ/7F7IvL/64AfJFZ4goAAAAAJTKDDgCAZsusKABgRWAGHQAAAACUSEAHAAAAACWyxBUAAJopS3wBYMVgBh0AAAAAlMgMOgAAlqnlcVbYwq4p+eJeFwCwbJhBBwAAAAAlEtABAAAAQIkscQUAgGXIclgA4NPMoAMAAACAEgnoAAAAAKBEAjoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRC3LbgAAAPj8qqouWOC2ohi0DDsBAJrKDDoAAAAAKJEZdAAAwDKzsJl+idl+AKyYzKADAAAAgBKZQQcAAPA5eQbgovNbATRmBh0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJTIW1wBAIDPzZs5AWDxCegAAIBmaWGhX7J4wd/SOCYAfF6WuAIAAABAiQR0AAAAAFAiS1wBAID58lw5AFg2zKADAAAAgBIJ6AAAAACgRJa4AgAAAI1Y5g7LjoAOAABgPhYWTiQCCgCWHEtcAQAAAKBEZtABAAAsQ5YNAvBpAjoAAAAascQXYNmxxBUAAAAASiSgAwAAAIASWeIKAACwAvkiPQPvi9QrwOchoAMAAOALrSnPyxP6Ac2RgA4AAIDPxQsloFyC5y8+z6ADAAAAgBIJ6AAAAACgRJa4AgAAfMFZYgrwxSagAwAAgPnwXC9gWbHEFQAAAABKZAYdAAAAfIFZ4gxffAI6AAAA4HOxHBg+HwEdAAAArCDMtoPmSUAHAAAAzdCKPitNmMiKREAHAAAAy8iKHjqt6NcPCyKgAwAAAFhGyp4ZWfb5mT8BHQAAAPCFJnTii05ABwAAAMAyIUydPwEdAAAAAIvNswU/PwEdAAAAwKc0JXQyK4zPa6WyGwAAAACAFZkZdAAAAADNTNnLRss+/4rGDDoAAAAAKJGADgAAAABKJKADAAAAgBIJ6AAAAACgRAI6AAAAACiRgA4AAAAASiSgAwAAAIASCegAAAAAoEQCOgAAAAAokYDuUy655JJ069Ytbdq0Sc+ePfP444+X3RIAAAAAyzEB3b+59dZbM3DgwJx66qn505/+lO222y677bZbXn/99bJbAwAAAGA5JaD7N0OHDs0hhxySH/7wh9l4441z8cUXZ+21186ll15admsAAAAALKcEdP+/OXPmZPz48enTp0+D8T59+uTJJ58sqSsAAAAAlncty26guXjnnXcyd+7c1NbWNhivra3NlClT5rvP7NmzM3v27Mr3+vr6JMmMGTOWXqPL3IcL3drwWpdMbePfb1Fry+617PM3pXb5OH9TasvutezzN6W2eZ2/KbVl91r2+ZtSu3ycvym1zev8Taktu9eyz9+U2uXj/E2pLbvXss/flNrmdf6m1Jbda9nnb0rt8nH+ptQ2r/M3pbbsXss+f1Nql4/zN6V2+cpT/t/1FEXxmbVVxaJUrQDefPPNrLnmmnnyySfTq1evyvhZZ52VG264IX/5y18a7TN48OCcfvrpy7JNAAAAAL5AJk2alLXWWmuhNWbQ/f86d+6cFi1aNJotN3Xq1Eaz6j5x8skn58c//nHl+7x58/LPf/4znTp1SlVV1VLtd2mbMWNG1l577UyaNCmrrrpq2e3AcsF9BUue+wqWPPcVLHnuK1g6mvu9VRRFZs6cma5du35mrYDu/9e6dev07Nkzo0aNyne+853K+KhRo7LXXnvNd5/q6upUV1c3GFtttdWWZpvL3Kqrrtos/8jhi8x9BUue+wqWPPcVLHnuK1g6mvO9VVNTs0h1Arp/8+Mf/zj9+/fPlltumV69euXyyy/P66+/niOOOKLs1gAAAABYTgno/s33vve9vPvuuznjjDMyefLk9OjRI3/4wx+y7rrrlt0aAAAAAMspAd2nHHnkkTnyyCPLbqN01dXV+fnPf95oCS+w+NxXsOS5r2DJc1/Bkue+gqVjebq3vMUVAAAAAEq0UtkNAAAAAMCKTEAHAAAAACUS0AEAAABAiQR0NHLJJZekW7duadOmTXr27JnHH3+87Jag2Tr77LPz9a9/Pe3bt0+XLl2y99575+WXX25QUxRFBg8enK5du6Zt27bZYYcd8sILLzSomT17do455ph07tw57dq1y5577pk33nhjWV4KNFtnn312qqqqMnDgwMqY+wqa7h//+EcOPPDAdOrUKSuvvHI233zzjB8/vrLdfQVN8/HHH+e0005Lt27d0rZt26y//vo544wzMm/evEqN+woW7n/+53/y7W9/O127dk1VVVXuuuuuBtuX1D00bdq09O/fPzU1NampqUn//v0zffr0pXx1TSOgo4Fbb701AwcOzKmnnpo//elP2W677bLbbrvl9ddfL7s1aJZGjx6do446Kk899VRGjRqVjz/+OH369Mn7779fqTnvvPMydOjQDB8+POPGjUtdXV123nnnzJw5s1IzcODA3HnnnRkxYkSeeOKJvPfee+nbt2/mzp1bxmVBszFu3Lhcfvnl2WyzzRqMu6+gaaZNm5Ztt902rVq1yv33358XX3wxF154YVZbbbVKjfsKmubcc8/NZZddluHDh+ell17Keeedl/PPPz/Dhg2r1LivYOHef//9fPWrX83w4cPnu31J3UP9+vXLhAkTMnLkyIwcOTITJkxI//79l/r1NUkB/+Yb3/hGccQRRzQY22ijjYqTTjqppI7gi2Xq1KlFkmL06NFFURTFvHnzirq6uuKcc86p1Hz44YdFTU1NcdlllxVFURTTp08vWrVqVYwYMaJS849//KNYaaWVipEjRy7bC4BmZObMmUX37t2LUaNGFb179y6OO+64oijcV7A4TjzxxOKb3/zmAre7r6Dp9thjj+Lggw9uMLbPPvsUBx54YFEU7itoqiTFnXfeWfm+pO6hF198sUhSPPXUU5WaMWPGFEmKv/zlL0v5qhadGXRUzJkzJ+PHj0+fPn0ajPfp0ydPPvlkSV3BF0t9fX2SpGPHjkmSV199NVOmTGlwX1VXV6d3796V+2r8+PH56KOPGtR07do1PXr0cO+xQjvqqKOyxx57ZKeddmow7r6Cprvnnnuy5ZZbZt99902XLl2yxRZb5Iorrqhsd19B033zm9/Mww8/nFdeeSVJ8uc//zlPPPFEdt999yTuK/i8ltQ9NGbMmNTU1GSrrbaq1Gy99dapqalpVvdZy7IboPl45513Mnfu3NTW1jYYr62tzZQpU0rqCr44iqLIj3/843zzm99Mjx49kqRy78zvvnrttdcqNa1bt06HDh0a1bj3WFGNGDEizzzzTMaNG9dom/sKmu7vf/97Lr300vz4xz/OKaeckrFjx+bYY49NdXV1DjroIPcVLIYTTzwx9fX12WijjdKiRYvMnTs3Z511Vvbff/8k/nkFn9eSuoemTJmSLl26NDp+ly5dmtV9JqCjkaqqqgbfi6JoNAY0dvTRR+fZZ5/NE0880Wjb4txX7j1WVJMmTcpxxx2XBx98MG3atFlgnfsKFt28efOy5ZZbZsiQIUmSLbbYIi+88EIuvfTSHHTQQZU69xUsultvvTU33nhjbr755nzlK1/JhAkTMnDgwHTt2jUDBgyo1Lmv4PNZEvfQ/Oqb231miSsVnTt3TosWLRolyFOnTm2UWAMNHXPMMbnnnnvy6KOPZq211qqM19XVJclC76u6urrMmTMn06ZNW2ANrEjGjx+fqVOnpmfPnmnZsmVatmyZ0aNH51e/+lVatmxZuS/cV7Do1lhjjWyyySYNxjbeeOPKi8D88wqa7ic/+UlOOumkfP/738+mm26a/v3750c/+lHOPvvsJO4r+LyW1D1UV1eXt956q9Hx33777WZ1nwnoqGjdunV69uyZUaNGNRgfNWpUttlmm5K6guatKIocffTRueOOO/LII4+kW7duDbZ369YtdXV1De6rOXPmZPTo0ZX7qmfPnmnVqlWDmsmTJ+f5559377FC2nHHHfPcc89lwoQJlc+WW26ZAw44IBMmTMj666/vvoIm2nbbbfPyyy83GHvllVey7rrrJvHPK1gcH3zwQVZaqeG/Urdo0SLz5s1L4r6Cz2tJ3UO9evVKfX19xo4dW6l5+umnU19f37zuszLeTEHzNWLEiKJVq1bFVVddVbz44ovFwIEDi3bt2hUTJ04suzVolv77v/+7qKmpKR577LFi8uTJlc8HH3xQqTnnnHOKmpqa4o477iiee+65Yv/99y/WWGONYsaMGZWaI444olhrrbWKhx56qHjmmWeK//iP/yi++tWvFh9//HEZlwXNzr+/xbUo3FfQVGPHji1atmxZnHXWWcVf//rX4qabbipWXnnl4sYbb6zUuK+gaQYMGFCsueaaxb333lu8+uqrxR133FF07ty5OOGEEyo17itYuJkzZxZ/+tOfij/96U9FkmLo0KHFn/70p+K1114rimLJ3UO77rprsdlmmxVjxowpxowZU2y66aZF3759l/n1LoyAjkZ+/etfF+uuu27RunXr4mtf+1oxevTosluCZivJfD/XXHNNpWbevHnFz3/+86Kurq6orq4utt9+++K5555rcJxZs2YVRx99dNGxY8eibdu2Rd++fYvXX399GV8NNF+fDujcV9B0v//974sePXoU1dXVxUYbbVRcfvnlDba7r6BpZsyYURx33HHFOuusU7Rp06ZYf/31i1NPPbWYPXt2pcZ9BQv36KOPzvffpwYMGFAUxZK7h959993igAMOKNq3b1+0b9++OOCAA4pp06Yto6tcNFVFURTlzN0DAAAAADyDDgAAAABKJKADAAAAgBIJ6AAAAACgRAI6AAAAACiRgA4AAAAASiSgAwAAAIASCegAAAAAoEQCOgAAAAAokYAOAIAF2mGHHTJw4MClfp7+/ftnyJAhjcYnTpyYwYMHNxqfPXt21llnnYwfP36p9wYAsLQJ6AAAVgA/+MEPUlVVlaqqqrRq1Srrr79+Bg0alPfff3+h+91xxx35xS9+sVR7e/bZZ3PfffflmGOOWeR9qqurM2jQoJx44olLsTMAgGVDQAcAsILYddddM3ny5Pz973/PmWeemUsuuSSDBg2ab+1HH32UJOnYsWPat2+/VPsaPnx49t133wbnefXVV/Od73wnW2+9dc4777xstNFGOeKIIxrsd8ABB+Txxx/PSy+9tFT7AwBY2gR0AAAriOrq6tTV1WXttddOv379csABB+Suu+5KkgwePDibb755rr766qy//vqprq5OURSNlrjOnj07J5xwQtZee+1UV1ene/fuueqqqyrbX3zxxey+++5ZZZVVUltbm/79++edd95ZYE/z5s3Lb3/72+y5554Nxg866KC89dZbufTSS/ODH/wgv/zlL9OpU6cGNZ06dco222yTW2655fP/OAAAJRLQAQCsoNq2bVuZKZckf/vb33Lbbbfl9ttvz4QJE+a7z0EHHZQRI0bkV7/6VV566aVcdtllWWWVVZIkkydPTu/evbP55pvnj3/8Y0aOHJm33nor++233wJ7ePbZZzN9+vRsueWWDcb/9Kc/5aijjsoWW2yRLl26ZJdddslZZ53VaP9vfOMbefzxxxfj6gEAmo+WZTcAAMCyN3bs2Nx8883ZcccdK2Nz5szJDTfckNVXX32++7zyyiu57bbbMmrUqOy0005JkvXXX7+y/dJLL83Xvva1Bi97uPrqq7P22mvnlVdeyZe//OVGx5w4cWJatGiRLl26NBjfdtttc/HFF2fevHkLvY4111wzEydO/MzrBQBozsygAwBYQdx7771ZZZVV0qZNm/Tq1Svbb799hg0bVtm+7rrrLjCcS5IJEyakRYsW6d2793y3jx8/Po8++mhWWWWVymejjTZKkvzf//3ffPeZNWtWqqurU1VV1WD8pptuytZbb51TTjklZ511Vnr16pXf/e53jfZv27ZtPvjgg8+8dgCA5swMOgCAFcS3vvWtXHrppWnVqlW6du2aVq1aNdjerl27he7ftm3bhW6fN29evv3tb+fcc89ttG2NNdaY7z6dO3fOBx98kDlz5qR169YNxocNG5bjjz8+55xzTtZbb71873vfy/33358+ffpU6v75z38uNFQEAPgiMIMOAGAF0a5du3zpS1/Kuuuu2yicWxSbbrpp5s2bl9GjR893+9e+9rW88MILWW+99fKlL32pwWdB4d/mm2+e5F8vl1iQurq6nHTSSdl8880bPW/u+eefzxZbbNHkawEAaE4EdAAALJL11lsvAwYMyMEHH5y77rorr776ah577LHcdtttSZKjjjoq//znP7P//vtn7Nix+fvf/54HH3wwBx98cObOnTvfY66++ur52te+lieeeKLB+CGHHJKxY8fm/fffz+zZs3PHHXfkhRdeSM+ePRvUPf744w1m1AEAfBEJ6AAAWGSXXnppvvvd7+bII4/MRhttlEMPPTTvv/9+kqRr16753//938ydOze77LJLevTokeOOOy41NTVZaaUF/9/Oww47LDfddFODsS5duuTggw/ON77xjZx//vkZNGhQfvGLX2Tvvfeu1IwZMyb19fX57ne/u1SuFQBgWakqiqIouwkAAFZcH374YTbccMOMGDEivXr1arBt4sSJufbaazN48OBG++27777ZYostcsoppyyjTgEAlg4z6AAAKFWbNm1y/fXX55133lnkfWbPnp2vfvWr+dGPfrQUOwMAWDbMoAMAAACAEplBBwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAif4/D4tEphiNscUAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1500x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in sample]\n",
"plt.figure(figsize=(15, 6))\n",
"plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n",
"plt.xlabel('Price ($)')\n",
"plt.ylabel('Count')\n",
"plt.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 10))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"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": 46,
"id": "8d692349-6814-4b02-aa20-705279ee5295",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<|begin_of_text|>Question: how much does this cost to the nearest dollar?\n",
"\n",
"Title: Classic Hoyer Lift C-HLA\n",
"Details: The Classic Hoyer Lift is an economical homecare patient lift with a 400-lb weight capacity. The narrow 24 leg width makes getting into tight spots easier than other Patient Lifts. For more than 50 years, Hoyer lifters have defined the lifter category. From Ted Hoyer's early designs in the 1950's to more efficient models built with modern designs and materials, the Hoyer name has always stood for innovation. Today's lifters use state-of-the-art ergonomic design and quality components. The result's a lifter that you can always depend on. The Classic Hoyer Lift has proven to be a durable patient lifter that has assisted patient transferring for over forty years. The Classic Hoyer Lift's chrome finish and adjustable U-base has set the standard for lifters in both clinical and homecare settings. This easy to operate hydraulic pump lifter enhances smooth transferring that surpasses quality throughout the industry. The basic cradle configuration of the C-HLA uses a 2-point sling and requires use of chains and sling combinations appropriate for patient requirements. Uses 4 caster wheels so low base clears most beds. Spreader-bar is easy to operate, base opens up to 39.5 when legs are spread. Features Innovative 6-point cradle works with an array of Hoyer slings, including 2, 4, and 6-point slings Extended reach for floor pick-up capabilities Adjustable legs 400 lb. resident capacity Long-wearing chrome finish maintains appearance Mast and base separate for\n",
"\n",
"Answer: Price is $924.00<|end_of_text|>\n",
"[271, 16533, 25, 8650, 374, 400, 23890, 13, 410, 128001]\n",
"['\\n\\n', 'Answer', ':', ' Price', ' is', ' $', '924', '.', '00', '<|end_of_text|>']\n"
]
}
],
"source": [
"report(sample[400000])"
]
},
{
"cell_type": "code",
"execution_count": 47,
"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": 48,
"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": 49,
"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": 50,
"id": "59ef7aef-b6f6-4042-a2af-ddd5ae1c9999",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<|begin_of_text|>Question: how much does this cost to the nearest dollar?\n",
"\n",
"Title: LAVA ME 3 38 Carbon Fiber Lightweight Guitar for Right Hand with Effects Acoustic Guitar Soft | Support Wi-Fi Bluetooth | with Space Bag, Bundle with HogoR Guitar Pick\n",
"Details: The FreeBoost Technology uses the back of the LAVA ME 3 guitar as a speaker Multi-touch Screen & HILAVA System with powerful built-in apps (including Tuner, Metronome, various Effects, Trainer, Rhythm Tracks, Looper & Recorder) WIFI & Bluetooth connectivity; Top HPL (high pressure laminate); Back & Sides HPL (high pressure laminate) Neck HPL (high pressure laminate); Fingerboard HPL (high pressure laminate); 18 Frets Nut TUSQ; Nut Width 42,9 mm (1,69 ); Scale 597 mm (23,5 ); Bridge Material High Performance Fiber Composite ; Pre-Amp L3 Smart Preamp w. Freeboost 2.2 Technology Effects App and Loops App You can start playing instantly with the quick access to Tuner, Tempo, Effects, and Loops apps on the lock- screen. The Effects app features FreeBoost 2.0 technology and incorporates a series of rich sound effects that can be used without external equipment. The Loops app contains diverse grooves from R&B to electronic to classic, enabling you to play every role in a band just by yourself. Weight 13.82 pounds, Dimensions 42.5 x 18.2 x 8.5 inches, Rank Musical Instruments 88359, Acoustic Guitar Beginner Kits 217, Available\n",
"\n",
"Answer: Price is $999.00<|end_of_text|>\n",
"[271, 16533, 25, 8650, 374, 400, 5500, 13, 410, 128001]\n",
"['\\n\\n', 'Answer', ':', ' Price', ' is', ' $', '999', '.', '00', '<|end_of_text|>']\n"
]
}
],
"source": [
"report(sample[-2])"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "cacb9059-5f44-4601-860a-30860cebe9c2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Divided into a training set of 400,000 items and test set of 2,000 items\n"
]
}
],
"source": [
"random.seed(42)\n",
"random.shuffle(sample)\n",
"train = sample[:400_000]\n",
"test = sample[400_000:402_000]\n",
"print(f\"Divided into a training set of {len(train):,} items and test set of {len(test):,} items\")"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "bf435bcd-accf-427c-82d5-02b33a56737c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in test[:250]]\n",
"plt.figure(figsize=(15, 6))\n",
"plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n",
"plt.xlabel('Price ($)')\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": null,
"id": "6b26000a-e5a9-4ab7-83fc-8eb44cb12f94",
"metadata": {},
"outputs": [],
"source": [
"del items, slots\n",
"import gc\n",
"gc.collect()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3615bfdd-f23e-4005-96d8-7b52a1a439be",
"metadata": {},
"outputs": [],
"source": [
"import csv\n",
"with open('test.csv', 'w') as csvfile:\n",
" writer = csv.writer(csvfile)\n",
" for t in test[:200]:\n",
" writer.writerow([t.title, t.details, 0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cb6907e9-37d7-4283-b1a9-8124f9f3439b",
"metadata": {},
"outputs": [],
"source": [
"human_predictions = []\n",
"with open('human.csv', 'r') as csvfile:\n",
" reader = csv.reader(csvfile)\n",
" for row in reader:\n",
" human_predictions.append(float(row[2]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dd7c5db1-4510-4768-bef1-bdac2a7b392f",
"metadata": {},
"outputs": [],
"source": [
"average = sum(t.price for t in train)/len(train)\n",
"average"
]
},
{
"cell_type": "code",
"execution_count": 53,
"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>=40 else YELLOW if error>=20 else GREEN\n",
" color_str = \"red\" if error>=40 else \"yellow\" if error>=20 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": 54,
"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": 55,
"id": "739d2e33-55d4-4892-b42c-771131159c8d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[93m1: Guess: $262.18 Truth: $225.66 Error: $36.52 SLE: 0.02 Item: Generation Lighting 6639003-962 Three Li...\u001b[0m\n",
"\u001b[91m2: Guess: $262.18 Truth: $82.99 Error: $179.19 SLE: 1.30 Item: Paradise Found Men's Bamboo Paradise Shi...\u001b[0m\n",
"\u001b[91m3: Guess: $262.18 Truth: $799.99 Error: $537.81 SLE: 1.24 Item: Dell Latitude 3420 3000 14\" FHD IPS (Int...\u001b[0m\n",
"\u001b[91m4: Guess: $262.18 Truth: $419.66 Error: $157.48 SLE: 0.22 Item: Delta Faucet T17T238-RB Lahara Tempassur...\u001b[0m\n",
"\u001b[91m5: Guess: $262.18 Truth: $116.94 Error: $145.24 SLE: 0.64 Item: 1 3/4\" Smooth A153-D HOT DIP Coil Roofin...\u001b[0m\n",
"\u001b[91m6: Guess: $262.18 Truth: $666.30 Error: $404.12 SLE: 0.87 Item: TOTO TLG02307U#CP Single Handle Vessel B...\u001b[0m\n",
"\u001b[91m7: Guess: $262.18 Truth: $191.99 Error: $70.19 SLE: 0.10 Item: DELSEY Paris Chatelet 2.0 Weekender Trav...\u001b[0m\n",
"\u001b[92m8: Guess: $262.18 Truth: $243.53 Error: $18.65 SLE: 0.01 Item: Yellow Jacket 46010 Brute II 4-Valve Man...\u001b[0m\n",
"\u001b[91m9: Guess: $262.18 Truth: $89.64 Error: $172.54 SLE: 1.14 Item: éS Stylus Mid\u001b[0m\n",
"\u001b[91m10: Guess: $262.18 Truth: $458.56 Error: $196.38 SLE: 0.31 Item: Lokar ATS6727BN Nostalgia Black 16\" Auto...\u001b[0m\n",
"\u001b[91m11: Guess: $262.18 Truth: $399.00 Error: $136.82 SLE: 0.18 Item: T654DN Mono Laser Printer\u001b[0m\n",
"\u001b[91m12: Guess: $262.18 Truth: $5.48 Error: $256.70 SLE: 13.72 Item: Orbit 54492 Plastic Shrub Adapter, Pack ...\u001b[0m\n",
"\u001b[91m13: Guess: $262.18 Truth: $350.00 Error: $87.82 SLE: 0.08 Item: Fabulous-Furs Donna Salyers Faux-Fur Thr...\u001b[0m\n",
"\u001b[91m14: Guess: $262.18 Truth: $316.00 Error: $53.82 SLE: 0.03 Item: Waterford Lismore 6.5\" Large Clock\u001b[0m\n",
"\u001b[91m15: Guess: $262.18 Truth: $37.95 Error: $224.23 SLE: 3.65 Item: WORLDS BEST CABLES 6 Foot RCA Cable Pair...\u001b[0m\n",
"\u001b[91m16: Guess: $262.18 Truth: $78.97 Error: $183.21 SLE: 1.42 Item: Design Toscano KY50094 Lion and Lioness ...\u001b[0m\n",
"\u001b[91m17: Guess: $262.18 Truth: $512.00 Error: $249.82 SLE: 0.45 Item: CGOLDENWALL New Automatic Seeds Counter ...\u001b[0m\n",
"\u001b[91m18: Guess: $262.18 Truth: $445.31 Error: $183.13 SLE: 0.28 Item: Metabo HPT Coil Siding Nailer, Siding Na...\u001b[0m\n",
"\u001b[91m19: Guess: $262.18 Truth: $72.62 Error: $189.56 SLE: 1.62 Item: Allied Brass RD-72/36-ORB 36-Inch Double...\u001b[0m\n",
"\u001b[91m20: Guess: $262.18 Truth: $846.33 Error: $584.15 SLE: 1.37 Item: Arnott C-2518 Coil Spring Conversion Kit\u001b[0m\n",
"\u001b[91m21: Guess: $262.18 Truth: $210.00 Error: $52.18 SLE: 0.05 Item: Columbia Men's Patrol Parka\u001b[0m\n",
"\u001b[91m22: Guess: $262.18 Truth: $75.00 Error: $187.18 SLE: 1.54 Item: SRW Laboratories Skl¹ Mobility | Joint S...\u001b[0m\n",
"\u001b[91m23: Guess: $262.18 Truth: $163.99 Error: $98.19 SLE: 0.22 Item: SHA CERLIN Queen Size Bed Frame with Woo...\u001b[0m\n",
"\u001b[91m24: Guess: $262.18 Truth: $200.95 Error: $61.23 SLE: 0.07 Item: AmGood 18\" x 30\" Stainless Steel Work Ta...\u001b[0m\n",
"\u001b[91m25: Guess: $262.18 Truth: $172.32 Error: $89.86 SLE: 0.17 Item: Detroit Axle - Brake Kit for 2005 Subaru...\u001b[0m\n",
"\u001b[91m26: Guess: $262.18 Truth: $56.99 Error: $205.19 SLE: 2.29 Item: XCCOCO Hair Dark Brown Straight Lace Clo...\u001b[0m\n",
"\u001b[91m27: Guess: $262.18 Truth: $56.27 Error: $205.91 SLE: 2.33 Item: DEWALT Accessory Socket Set, 15-Piece (D...\u001b[0m\n",
"\u001b[91m28: Guess: $262.18 Truth: $699.99 Error: $437.81 SLE: 0.96 Item: ExpertPower 3000W Pure Sine Wave Inverte...\u001b[0m\n",
"\u001b[91m29: Guess: $262.18 Truth: $49.00 Error: $213.18 SLE: 2.76 Item: High Grade Multi-Coated, Multi-Threaded,...\u001b[0m\n",
"\u001b[91m30: Guess: $262.18 Truth: $210.00 Error: $52.18 SLE: 0.05 Item: CHOW SANG SANG 999 24K Solid Gold Monkey...\u001b[0m\n",
"\u001b[91m31: Guess: $262.18 Truth: $125.67 Error: $136.51 SLE: 0.53 Item: BUD Industries NBA-10172 Style A Plastic...\u001b[0m\n",
"\u001b[91m32: Guess: $262.18 Truth: $38.97 Error: $223.21 SLE: 3.55 Item: Healthycell Focus + Recall, Brain Boost ...\u001b[0m\n",
"\u001b[92m33: Guess: $262.18 Truth: $269.99 Error: $7.81 SLE: 0.00 Item: Outdoor Storage Shed 6 x 4 Feet Utility ...\u001b[0m\n",
"\u001b[91m34: Guess: $262.18 Truth: $72.98 Error: $189.20 SLE: 1.61 Item: 2\" Boring Head R8 Shank Holder Boring He...\u001b[0m\n",
"\u001b[91m35: Guess: $262.18 Truth: $562.49 Error: $300.31 SLE: 0.58 Item: FMF Factory 4.1 RCT Slip-On Exhaust (Blu...\u001b[0m\n",
"\u001b[93m36: Guess: $262.18 Truth: $232.72 Error: $29.46 SLE: 0.01 Item: R&L Racing Black Heavy Duty Bull Bar Bru...\u001b[0m\n",
"\u001b[91m37: Guess: $262.18 Truth: $65.99 Error: $196.19 SLE: 1.87 Item: DOGENKE 26 PCS Alphabet Lore Plush Toy,P...\u001b[0m\n",
"\u001b[91m38: Guess: $262.18 Truth: $188.23 Error: $73.95 SLE: 0.11 Item: Cubitron II Scotch-Brite EXL Unitized Wh...\u001b[0m\n",
"\u001b[91m39: Guess: $262.18 Truth: $569.24 Error: $307.06 SLE: 0.60 Item: Zuri Furniture Gates Genuine Leather Alu...\u001b[0m\n",
"\u001b[91m40: Guess: $262.18 Truth: $4.99 Error: $257.19 SLE: 14.31 Item: Anjusok Camera Protective Lens Screen Pr...\u001b[0m\n",
"\u001b[91m41: Guess: $262.18 Truth: $5.94 Error: $256.24 SLE: 13.22 Item: 3M Mounting Tape, 03410, 1/2 in x 75 in\u001b[0m\n",
"\u001b[92m42: Guess: $262.18 Truth: $246.99 Error: $15.19 SLE: 0.00 Item: Power Stop KOE8268 Autospecialty Front a...\u001b[0m\n",
"\u001b[91m43: Guess: $262.18 Truth: $521.47 Error: $259.29 SLE: 0.47 Item: Corning PC-220 Hot Plate/Stirrer, 110V/6...\u001b[0m\n",
"\u001b[91m44: Guess: $262.18 Truth: $303.57 Error: $41.39 SLE: 0.02 Item: Detroit Axle - Brake Kit for 2010 2011 F...\u001b[0m\n",
"\u001b[91m45: Guess: $262.18 Truth: $124.45 Error: $137.73 SLE: 0.55 Item: ICE CARATS 10k Yellow Gold Citrine Birth...\u001b[0m\n",
"\u001b[91m46: Guess: $262.18 Truth: $379.99 Error: $117.81 SLE: 0.14 Item: WAVESTORM 8ft Junior Stand Up Paddleboar...\u001b[0m\n",
"\u001b[91m47: Guess: $262.18 Truth: $73.21 Error: $188.97 SLE: 1.60 Item: Pelz Golf DP4011 Truth Putting Board, 3'...\u001b[0m\n",
"\u001b[91m48: Guess: $262.18 Truth: $42.99 Error: $219.19 SLE: 3.20 Item: ScudoPro Nicaragua Flag Short Sleeve Cyc...\u001b[0m\n",
"\u001b[92m49: Guess: $262.18 Truth: $269.00 Error: $6.82 SLE: 0.00 Item: SUMBIN Commercial Heavy Duty Mortise Loc...\u001b[0m\n",
"\u001b[91m50: Guess: $262.18 Truth: $116.90 Error: $145.28 SLE: 0.64 Item: Ore International LB-1713 LB-1713 Plant ...\u001b[0m\n",
"\u001b[91m51: Guess: $262.18 Truth: $0.82 Error: $261.36 SLE: 24.74 Item: Fashion Bracelet Necklaces for Women Men...\u001b[0m\n",
"\u001b[91m52: Guess: $262.18 Truth: $52.12 Error: $210.06 SLE: 2.56 Item: FoxFarm Fox Farm FX14071 1-Gallon Bushdo...\u001b[0m\n",
"\u001b[91m53: Guess: $262.18 Truth: $598.12 Error: $335.94 SLE: 0.68 Item: KOHLER 26293-BL Statement 12 Inch Single...\u001b[0m\n",
"\u001b[91m54: Guess: $262.18 Truth: $49.95 Error: $212.23 SLE: 2.70 Item: Seeking Health Optimal Prenatal Powder, ...\u001b[0m\n",
"\u001b[91m55: Guess: $262.18 Truth: $469.99 Error: $207.81 SLE: 0.34 Item: Covercraft Custom Fit Car Cover for Ford...\u001b[0m\n",
"\u001b[93m56: Guess: $262.18 Truth: $237.47 Error: $24.71 SLE: 0.01 Item: AlphaRex (650020) 09-14 Ford F-150 (Excl...\u001b[0m\n",
"\u001b[91m57: Guess: $262.18 Truth: $127.88 Error: $134.30 SLE: 0.51 Item: Marmot Ironwood 30 degree Down Lightweig...\u001b[0m\n",
"\u001b[91m58: Guess: $262.18 Truth: $859.00 Error: $596.82 SLE: 1.40 Item: HP 17.3\" IPS Laptop, Intel Iris Xe Graph...\u001b[0m\n",
"\u001b[91m59: Guess: $262.18 Truth: $580.95 Error: $318.77 SLE: 0.63 Item: Gibson 65510 Super Truck Stainless Dual ...\u001b[0m\n",
"\u001b[91m60: Guess: $262.18 Truth: $684.18 Error: $422.00 SLE: 0.92 Item: August Schwer Cuckoo Clock Owl, Bird, Ne...\u001b[0m\n",
"\u001b[91m61: Guess: $262.18 Truth: $167.39 Error: $94.79 SLE: 0.20 Item: SMARTLINER Custom Fit 3 Row Liner Set Co...\u001b[0m\n",
"\u001b[91m62: Guess: $262.18 Truth: $418.00 Error: $155.82 SLE: 0.22 Item: Alexander Taron Importer 0-463 Christian...\u001b[0m\n",
"\u001b[91m63: Guess: $262.18 Truth: $217.00 Error: $45.18 SLE: 0.04 Item: Signature Design by Ashley Visola Outdoo...\u001b[0m\n",
"\u001b[91m64: Guess: $262.18 Truth: $28.95 Error: $233.23 SLE: 4.72 Item: ToBeInStyle Women's Long Sleeve Zip-Up a...\u001b[0m\n",
"\u001b[91m65: Guess: $262.18 Truth: $90.66 Error: $171.52 SLE: 1.11 Item: Renzexs 1620634 Storage Tray with Charge...\u001b[0m\n",
"\u001b[91m66: Guess: $262.18 Truth: $456.28 Error: $194.10 SLE: 0.31 Item: Pavement Ends by Bestop 51148-15 Black D...\u001b[0m\n",
"\u001b[91m67: Guess: $262.18 Truth: $489.99 Error: $227.81 SLE: 0.39 Item: ASUS 2022 VivoBook 15 15.6\" FHD Touchscr...\u001b[0m\n",
"\u001b[91m68: Guess: $262.18 Truth: $203.99 Error: $58.19 SLE: 0.06 Item: Continental PureContact LS All_Season Ra...\u001b[0m\n",
"\u001b[91m69: Guess: $262.18 Truth: $45.99 Error: $216.19 SLE: 2.97 Item: Tractor Mirror Head 5126233 Fits Fiat 66...\u001b[0m\n",
"\u001b[91m70: Guess: $262.18 Truth: $136.99 Error: $125.19 SLE: 0.42 Item: The ROP Shop Compatible Power Pressure W...\u001b[0m\n",
"\u001b[91m71: Guess: $262.18 Truth: $196.99 Error: $65.19 SLE: 0.08 Item: ZUIBESCHOS Chunky Knit Blanket Soft Warm...\u001b[0m\n",
"\u001b[91m72: Guess: $262.18 Truth: $468.98 Error: $206.80 SLE: 0.34 Item: Acer Aspire 5 15.6\" FHD Intel i3-7100U 2...\u001b[0m\n",
"\u001b[91m73: Guess: $262.18 Truth: $50.99 Error: $211.19 SLE: 2.63 Item: PROYA Skincare Collagen Peptides Face Mo...\u001b[0m\n",
"\u001b[91m74: Guess: $262.18 Truth: $149.88 Error: $112.30 SLE: 0.31 Item: Antiqued Eagle Head Ring, Sterling Silve...\u001b[0m\n",
"\u001b[91m75: Guess: $262.18 Truth: $86.97 Error: $175.21 SLE: 1.20 Item: Hitachi 13367 2-1/4-Inch x 0.092-Inch Fu...\u001b[0m\n",
"\u001b[91m76: Guess: $262.18 Truth: $164.99 Error: $97.19 SLE: 0.21 Item: Kelly Kettle Ultimate Scout Kit 41 oz. S...\u001b[0m\n",
"\u001b[91m77: Guess: $262.18 Truth: $459.00 Error: $196.82 SLE: 0.31 Item: Saddlemen Step-Up LS 806-04-172\u001b[0m\n",
"\u001b[91m78: Guess: $262.18 Truth: $72.99 Error: $189.19 SLE: 1.61 Item: GYMAX Tanning Chair, Beach Lounge Chair ...\u001b[0m\n",
"\u001b[91m79: Guess: $262.18 Truth: $549.00 Error: $286.82 SLE: 0.54 Item: Enginetech AFM DOD Remove KIT Compatible...\u001b[0m\n",
"\u001b[91m80: Guess: $262.18 Truth: $110.69 Error: $151.49 SLE: 0.73 Item: MELLCOM Wood Wall Storage Cabinet with T...\u001b[0m\n",
"\u001b[93m81: Guess: $262.18 Truth: $236.15 Error: $26.03 SLE: 0.01 Item: Rear Air Suspension Shock Struts Compati...\u001b[0m\n",
"\u001b[91m82: Guess: $262.18 Truth: $1.43 Error: $260.75 SLE: 21.95 Item: Zoo Med Laboratories AZMBB8 Pleco Banque...\u001b[0m\n",
"\u001b[92m83: Guess: $262.18 Truth: $255.00 Error: $7.18 SLE: 0.00 Item: Cubii JR1 Bundles, Under Desk Elliptical...\u001b[0m\n",
"\u001b[92m84: Guess: $262.18 Truth: $245.48 Error: $16.70 SLE: 0.00 Item: Parco Scientific 50-CXTT Trinocular Comp...\u001b[0m\n",
"\u001b[91m85: Guess: $262.18 Truth: $87.48 Error: $174.70 SLE: 1.19 Item: Sera O-nip Nature 3.1 lb.\u001b[0m\n",
"\u001b[91m86: Guess: $262.18 Truth: $67.96 Error: $194.22 SLE: 1.79 Item: ESP 66\" Sportsman Expedition Sled - Incl...\u001b[0m\n",
"\u001b[91m87: Guess: $262.18 Truth: $8.99 Error: $253.19 SLE: 10.70 Item: IMPRESA [2-Pack] Drill Dust Collector fo...\u001b[0m\n",
"\u001b[92m88: Guess: $262.18 Truth: $257.44 Error: $4.74 SLE: 0.00 Item: For Mercedes Benz Sprinter 2500 3500 Hea...\u001b[0m\n",
"\u001b[91m89: Guess: $262.18 Truth: $419.29 Error: $157.11 SLE: 0.22 Item: Abbey Avenue Millie Accent Chair in in, ...\u001b[0m\n",
"\u001b[91m90: Guess: $262.18 Truth: $55.00 Error: $207.18 SLE: 2.39 Item: Artist Unknown 1.2m 4ft Compatible with ...\u001b[0m\n",
"\u001b[91m91: Guess: $262.18 Truth: $25.75 Error: $236.43 SLE: 5.23 Item: Cash Acme 22397-0000LF VR-801 Vacuum Rel...\u001b[0m\n",
"\u001b[91m92: Guess: $262.18 Truth: $26.59 Error: $235.59 SLE: 5.09 Item: A-Premium Power Steering Pressure Line H...\u001b[0m\n",
"\u001b[91m93: Guess: $262.18 Truth: $912.99 Error: $650.81 SLE: 1.55 Item: Bandai Tamashii Nations Saint Cloth Myth...\u001b[0m\n",
"\u001b[91m94: Guess: $262.18 Truth: $529.99 Error: $267.81 SLE: 0.49 Item: YITAHOME Electric Power Lift Recliner Ch...\u001b[0m\n",
"\u001b[91m95: Guess: $262.18 Truth: $188.38 Error: $73.80 SLE: 0.11 Item: Front Buckets Seats, CalTrend DuraPlus S...\u001b[0m\n",
"\u001b[92m96: Guess: $262.18 Truth: $275.95 Error: $13.77 SLE: 0.00 Item: Arctic Cat 2004-2009 Atv 500 Auto Trans ...\u001b[0m\n",
"\u001b[91m97: Guess: $262.18 Truth: $349.99 Error: $87.81 SLE: 0.08 Item: Dell Inspiron i5547-15001sLV 15.6-Inch T...\u001b[0m\n",
"\u001b[91m98: Guess: $262.18 Truth: $71.99 Error: $190.19 SLE: 1.64 Item: Deconovo Table Cloth Pad 1.5mm Thick 42 ...\u001b[0m\n",
"\u001b[91m99: Guess: $262.18 Truth: $360.99 Error: $98.81 SLE: 0.10 Item: MBI AUTO - Painted to Match, Front Bumpe...\u001b[0m\n",
"\u001b[91m100: Guess: $262.18 Truth: $332.00 Error: $69.82 SLE: 0.06 Item: Rhino-Rack Roof Rack Compatible with Jee...\u001b[0m\n",
"\u001b[91m101: Guess: $262.18 Truth: $184.59 Error: $77.59 SLE: 0.12 Item: NAHANCO K30 Three Roll Poly Bag Dispense...\u001b[0m\n",
"\u001b[91m102: Guess: $262.18 Truth: $154.95 Error: $107.23 SLE: 0.27 Item: Naot Footwear Women's Cymbal Sandal\u001b[0m\n",
"\u001b[91m103: Guess: $262.18 Truth: $177.09 Error: $85.09 SLE: 0.15 Item: CST CSE-C16-3 Coil Spring Spacer (3\" s -...\u001b[0m\n",
"\u001b[91m104: Guess: $262.18 Truth: $147.48 Error: $114.70 SLE: 0.33 Item: 3M Automotive Refinish Masking Tape, 066...\u001b[0m\n",
"\u001b[93m105: Guess: $262.18 Truth: $283.50 Error: $21.32 SLE: 0.01 Item: Howard Elliott Collection Carlton Oval M...\u001b[0m\n",
"\u001b[91m106: Guess: $262.18 Truth: $115.99 Error: $146.19 SLE: 0.66 Item: Saint Seiya Saint Cloth Myth New Cygnus\u001b[0m\n",
"\u001b[93m107: Guess: $262.18 Truth: $236.98 Error: $25.20 SLE: 0.01 Item: Evonavi |2GB+32GB| Car Radio for Jeep Wr...\u001b[0m\n",
"\u001b[91m108: Guess: $262.18 Truth: $118.78 Error: $143.40 SLE: 0.62 Item: Dorman 602-508AS Windshield Wiper Motor ...\u001b[0m\n",
"\u001b[91m109: Guess: $262.18 Truth: $217.75 Error: $44.43 SLE: 0.03 Item: WEN LA3421 3.2-Amp 8-Inch by 13-Inch Var...\u001b[0m\n",
"\u001b[91m110: Guess: $262.18 Truth: $319.00 Error: $56.82 SLE: 0.04 Item: Universal Audio UAFX Golden Reverb Pedal\u001b[0m\n",
"\u001b[91m111: Guess: $262.18 Truth: $34.99 Error: $227.19 SLE: 3.96 Item: Luxe Fur Throw Pillows for Couch and Bed...\u001b[0m\n",
"\u001b[91m112: Guess: $262.18 Truth: $195.99 Error: $66.19 SLE: 0.08 Item: Dheridy 180% Density 13x6 30 Inch 613 La...\u001b[0m\n",
"\u001b[91m113: Guess: $262.18 Truth: $575.07 Error: $312.89 SLE: 0.61 Item: ASUS ROG Swift 360Hz PG259QN 24.5” HDR G...\u001b[0m\n",
"\u001b[91m114: Guess: $262.18 Truth: $489.95 Error: $227.77 SLE: 0.39 Item: Rough Country 3\" Lift Kit w/N3 Shocks fo...\u001b[0m\n",
"\u001b[91m115: Guess: $262.18 Truth: $430.89 Error: $168.71 SLE: 0.25 Item: Le Pera Cobra Pleated Seat LK-079PT\u001b[0m\n",
"\u001b[92m116: Guess: $262.18 Truth: $255.99 Error: $6.19 SLE: 0.00 Item: ACANII - For Blk 1999-2004 Jeep Grand Ch...\u001b[0m\n",
"\u001b[91m117: Guess: $262.18 Truth: $700.00 Error: $437.82 SLE: 0.96 Item: Apple MacBook Pro MGXA2LL/A 15-Inch Lapt...\u001b[0m\n",
"\u001b[91m118: Guess: $262.18 Truth: $50.99 Error: $211.19 SLE: 2.63 Item: IDIFU Women's IN2 Pedazo Dress Shoes Low...\u001b[0m\n",
"\u001b[91m119: Guess: $262.18 Truth: $708.00 Error: $445.82 SLE: 0.98 Item: Extreme Dimensions Compatible with 2018-...\u001b[0m\n",
"\u001b[91m120: Guess: $262.18 Truth: $2.49 Error: $259.69 SLE: 18.69 Item: Pink Banana Jumbo Winter Squash Garden S...\u001b[0m\n",
"\u001b[91m121: Guess: $262.18 Truth: $367.95 Error: $105.77 SLE: 0.11 Item: Pelican 1610 Case With Padded Dividers (...\u001b[0m\n",
"\u001b[91m122: Guess: $262.18 Truth: $178.61 Error: $83.57 SLE: 0.15 Item: Fluke 80PK-3A Surface Probe\u001b[0m\n",
"\u001b[92m123: Guess: $262.18 Truth: $277.54 Error: $15.36 SLE: 0.00 Item: WECO Tiny Compact Undersink Reverse Osmo...\u001b[0m\n",
"\u001b[92m124: Guess: $262.18 Truth: $252.99 Error: $9.19 SLE: 0.00 Item: Magic The Gathering - MTG: Mirrodin Besi...\u001b[0m\n",
"\u001b[91m125: Guess: $262.18 Truth: $201.98 Error: $60.20 SLE: 0.07 Item: Pair of 2 SunF Warrior AT 25x10-12 ATV U...\u001b[0m\n",
"\u001b[91m126: Guess: $262.18 Truth: $566.50 Error: $304.32 SLE: 0.59 Item: Nike Mens Air Jordan 6 Retro Low Seahawk...\u001b[0m\n",
"\u001b[91m127: Guess: $262.18 Truth: $152.00 Error: $110.18 SLE: 0.29 Item: Millennium Chess Genius Pro Electronic C...\u001b[0m\n",
"\u001b[91m128: Guess: $262.18 Truth: $811.14 Error: $548.96 SLE: 1.27 Item: Fabtech FTS21061BK Suspension Lift Kit C...\u001b[0m\n",
"\u001b[93m129: Guess: $262.18 Truth: $299.99 Error: $37.81 SLE: 0.02 Item: Ibanez Performance Series PF28ECE Acoust...\u001b[0m\n",
"\u001b[91m130: Guess: $262.18 Truth: $220.75 Error: $41.43 SLE: 0.03 Item: Schaeffler LuK RepSet 03-063 Clutch Kit,...\u001b[0m\n",
"\u001b[91m131: Guess: $262.18 Truth: $50.79 Error: $211.39 SLE: 2.64 Item: Primos Hunting Jackpot Slate Turkey Hunt...\u001b[0m\n",
"\u001b[91m132: Guess: $262.18 Truth: $429.95 Error: $167.77 SLE: 0.24 Item: BedRug ILT19CCK Impact Bed Liner For Use...\u001b[0m\n",
"\u001b[91m133: Guess: $262.18 Truth: $42.00 Error: $220.18 SLE: 3.28 Item: VAST Soft Bucket Hat, Reversible, Cool B...\u001b[0m\n",
"\u001b[92m134: Guess: $262.18 Truth: $251.19 Error: $10.99 SLE: 0.00 Item: Fine Fixtures LUXURY VESSEL OVAL 20 X 15...\u001b[0m\n",
"\u001b[91m135: Guess: $262.18 Truth: $206.49 Error: $55.69 SLE: 0.06 Item: Kohler K-6235-NA, 4.00 x 12.63 x 18.69 i...\u001b[0m\n",
"\u001b[93m136: Guess: $262.18 Truth: $227.99 Error: $34.19 SLE: 0.02 Item: Power Stop EBR1453XPR Rear Evolution Dri...\u001b[0m\n",
"\u001b[91m137: Guess: $262.18 Truth: $419.90 Error: $157.72 SLE: 0.22 Item: Lenovo ThinkPad P50 Workstation Laptop -...\u001b[0m\n",
"\u001b[91m138: Guess: $262.18 Truth: $147.26 Error: $114.92 SLE: 0.33 Item: Thrashin Supply 1\" Handlebar (Mid-Bend) ...\u001b[0m\n",
"\u001b[91m139: Guess: $262.18 Truth: $429.00 Error: $166.82 SLE: 0.24 Item: HP - Pavilion x360 2-in-1 11.6\" Touch-Sc...\u001b[0m\n",
"\u001b[91m140: Guess: $262.18 Truth: $359.99 Error: $97.81 SLE: 0.10 Item: Airmax ClearPAC Plus Complete Pond Care ...\u001b[0m\n",
"\u001b[91m141: Guess: $262.18 Truth: $78.00 Error: $184.18 SLE: 1.45 Item: Werner 55-1 Attic Ladder Replacement Hin...\u001b[0m\n",
"\u001b[92m142: Guess: $262.18 Truth: $279.00 Error: $16.82 SLE: 0.00 Item: CoolingSky 3 Row Core Aluminum Radiator ...\u001b[0m\n",
"\u001b[91m143: Guess: $262.18 Truth: $214.97 Error: $47.21 SLE: 0.04 Item: AMD FX 8-Core Black Edition FX-8350 Proc...\u001b[0m\n",
"\u001b[91m144: Guess: $262.18 Truth: $509.99 Error: $247.81 SLE: 0.44 Item: Sole Designs Marie Collection Modern Uph...\u001b[0m\n",
"\u001b[91m145: Guess: $262.18 Truth: $899.99 Error: $637.81 SLE: 1.51 Item: Tama Drum Set (IE52CCPM)\u001b[0m\n",
"\u001b[91m146: Guess: $262.18 Truth: $135.99 Error: $126.19 SLE: 0.43 Item: Wall or 9ft Ceiling Mount Pull Up Bar by...\u001b[0m\n",
"\u001b[91m147: Guess: $262.18 Truth: $176.50 Error: $85.68 SLE: 0.16 Item: Delta -faucet 59799-CZ-PR-PK Universal S...\u001b[0m\n",
"\u001b[91m148: Guess: $262.18 Truth: $617.37 Error: $355.19 SLE: 0.73 Item: New Generation 05-101-SR100 Premium Clut...\u001b[0m\n",
"\u001b[91m149: Guess: $262.18 Truth: $79.99 Error: $182.19 SLE: 1.39 Item: Samsung HLT7288W Rear Projector TV Assem...\u001b[0m\n",
"\u001b[91m150: Guess: $262.18 Truth: $136.99 Error: $125.19 SLE: 0.42 Item: 2xhome EMRocker(Black) Rocking Chair\u001b[0m\n",
"\u001b[91m151: Guess: $262.18 Truth: $72.53 Error: $189.65 SLE: 1.63 Item: FOOTMASTER GDR-80S Nylon Wheel and NBR P...\u001b[0m\n",
"\u001b[91m152: Guess: $262.18 Truth: $589.99 Error: $327.81 SLE: 0.65 Item: MBRP S5259409 4\" Cat Back, Single Exhaus...\u001b[0m\n",
"\u001b[91m153: Guess: $262.18 Truth: $69.99 Error: $192.19 SLE: 1.72 Item: MaxAuto 11x4.00-5\" Flat Free Zero Turn M...\u001b[0m\n",
"\u001b[91m154: Guess: $262.18 Truth: $469.99 Error: $207.81 SLE: 0.34 Item: Delta Faucet 5-Spray Slide Bar Hand Held...\u001b[0m\n",
"\u001b[91m155: Guess: $262.18 Truth: $152.31 Error: $109.87 SLE: 0.29 Item: GEARWRENCH 9 Pc. 12 Pt. XL X-Beam Flex H...\u001b[0m\n",
"\u001b[91m156: Guess: $262.18 Truth: $32.99 Error: $229.19 SLE: 4.19 Item: CLUCI Shoulder Bag,Purses for Women Dump...\u001b[0m\n",
"\u001b[93m157: Guess: $262.18 Truth: $225.88 Error: $36.30 SLE: 0.02 Item: Woodbridge Lighting 13424STN-M10IRI 3-Li...\u001b[0m\n",
"\u001b[91m158: Guess: $262.18 Truth: $815.05 Error: $552.87 SLE: 1.28 Item: Apple MacBook Pro 15\" Retina Core i7 2.7...\u001b[0m\n",
"\u001b[91m159: Guess: $262.18 Truth: $74.99 Error: $187.19 SLE: 1.54 Item: Meike 25mm F1.8 Large Aperture Wide Angl...\u001b[0m\n",
"\u001b[91m160: Guess: $262.18 Truth: $52.99 Error: $209.19 SLE: 2.51 Item: Gorsenia K357 Women's Blanca Floral Lace...\u001b[0m\n",
"\u001b[91m161: Guess: $262.18 Truth: $519.99 Error: $257.81 SLE: 0.47 Item: TCMT 13.7\" King Tour Pack Trunk Backrest...\u001b[0m\n",
"\u001b[93m162: Guess: $262.18 Truth: $299.00 Error: $36.82 SLE: 0.02 Item: Rockin' Wood Extra Wide Real Wood Nail U...\u001b[0m\n",
"\u001b[91m163: Guess: $262.18 Truth: $147.36 Error: $114.82 SLE: 0.33 Item: A.O. Smith 5 5/8 Inch Diameter Motor 208...\u001b[0m\n",
"\u001b[91m164: Guess: $262.18 Truth: $356.99 Error: $94.81 SLE: 0.09 Item: Toshiba 17.3-Inch HD Laptop PC (Intel Co...\u001b[0m\n",
"\u001b[91m165: Guess: $262.18 Truth: $159.03 Error: $103.15 SLE: 0.25 Item: Davis & Sanford TR654C-36 Traverse Carbo...\u001b[0m\n",
"\u001b[91m166: Guess: $262.18 Truth: $159.99 Error: $102.19 SLE: 0.24 Item: JYLH JOYSEEKER Mobile Standing Desk, 28 ...\u001b[0m\n",
"\u001b[91m167: Guess: $262.18 Truth: $599.00 Error: $336.82 SLE: 0.68 Item: illy X1 Espresso Machine, 13 x 9.8 x 10....\u001b[0m\n",
"\u001b[91m168: Guess: $262.18 Truth: $176.79 Error: $85.39 SLE: 0.15 Item: SAFAVIEH Aspen Collection 7' Round Light...\u001b[0m\n",
"\u001b[91m169: Guess: $262.18 Truth: $91.77 Error: $170.41 SLE: 1.09 Item: Stealth Cam STC-E28 7.0 Megapixel Digita...\u001b[0m\n",
"\u001b[91m170: Guess: $262.18 Truth: $323.89 Error: $61.71 SLE: 0.04 Item: HONLM7236PNC - HON Foundation Desk Shell...\u001b[0m\n",
"\u001b[91m171: Guess: $262.18 Truth: $382.93 Error: $120.75 SLE: 0.14 Item: ABCCANOPY Patio Pop Up Canopy Tent with ...\u001b[0m\n",
"\u001b[91m172: Guess: $262.18 Truth: $153.95 Error: $108.23 SLE: 0.28 Item: Cosmas 25 Pack 702-4ORB Oil Rubbed Bronz...\u001b[0m\n",
"\u001b[91m173: Guess: $262.18 Truth: $317.73 Error: $55.55 SLE: 0.04 Item: AirDog (R3SBD100) Raptor Lift Pump\u001b[0m\n",
"\u001b[91m174: Guess: $262.18 Truth: $191.99 Error: $70.19 SLE: 0.10 Item: Petra ULV500 Hypochlorous Acid 500PPM (4...\u001b[0m\n",
"\u001b[91m175: Guess: $262.18 Truth: $352.70 Error: $90.52 SLE: 0.09 Item: GM Genuine Parts 172-2522 Yellow Front P...\u001b[0m\n",
"\u001b[91m176: Guess: $262.18 Truth: $32.99 Error: $229.19 SLE: 4.19 Item: WEIXUERO Women Gold Leather Belts Sparkl...\u001b[0m\n",
"\u001b[91m177: Guess: $262.18 Truth: $114.04 Error: $148.14 SLE: 0.68 Item: Reebok Women's Fusion Flexweave Safety T...\u001b[0m\n",
"\u001b[91m178: Guess: $262.18 Truth: $113.00 Error: $149.18 SLE: 0.70 Item: Tonerider TRS4-SET Guitar Pickup Set\u001b[0m\n",
"\u001b[91m179: Guess: $262.18 Truth: $76.99 Error: $185.19 SLE: 1.48 Item: SVBONY SV132 Telescope Filter, 2 inches ...\u001b[0m\n",
"\u001b[91m180: Guess: $262.18 Truth: $399.67 Error: $137.49 SLE: 0.18 Item: Trans Globe Lighting TG4719 BRZ Traditio...\u001b[0m\n",
"\u001b[91m181: Guess: $262.18 Truth: $90.54 Error: $171.64 SLE: 1.12 Item: HP Elite Desktop Computer, Intel Core i5...\u001b[0m\n",
"\u001b[93m182: Guess: $262.18 Truth: $235.99 Error: $26.19 SLE: 0.01 Item: Bumble Bee Cable Protector - 5 Channel\u001b[0m\n",
"\u001b[91m183: Guess: $262.18 Truth: $428.73 Error: $166.55 SLE: 0.24 Item: Scotsman 12-2586-21 Pump Water\u001b[0m\n",
"\u001b[91m184: Guess: $262.18 Truth: $399.38 Error: $137.20 SLE: 0.18 Item: Fowler 54-100-024-1, Xtra-Range Digital ...\u001b[0m\n",
"\u001b[91m185: Guess: $262.18 Truth: $613.45 Error: $351.27 SLE: 0.72 Item: Armordillo USA 7168466 AR Pre-Runner Sty...\u001b[0m\n",
"\u001b[91m186: Guess: $262.18 Truth: $192.40 Error: $69.78 SLE: 0.09 Item: HP Z240 Workstation SFF Desktop PC, Inte...\u001b[0m\n",
"\u001b[91m187: Guess: $262.18 Truth: $549.00 Error: $286.82 SLE: 0.54 Item: Twotrees CNC Router Machine, 3-Axis CNC ...\u001b[0m\n",
"\u001b[91m188: Guess: $262.18 Truth: $372.82 Error: $110.64 SLE: 0.12 Item: MSI Gaming GeForce RTX 2060 6GB GDRR6 19...\u001b[0m\n",
"\u001b[91m189: Guess: $262.18 Truth: $742.00 Error: $479.82 SLE: 1.08 Item: Elinchrom Indirect Litemotiv Octa Softbo...\u001b[0m\n",
"\u001b[91m190: Guess: $262.18 Truth: $114.98 Error: $147.20 SLE: 0.67 Item: Vintage Foundry Co. Wilfred Men’s Fashio...\u001b[0m\n",
"\u001b[91m191: Guess: $262.18 Truth: $130.00 Error: $132.18 SLE: 0.49 Item: Jawa Fashion 10K Yellow Gold Men Women's...\u001b[0m\n",
"\u001b[91m192: Guess: $262.18 Truth: $64.99 Error: $197.19 SLE: 1.91 Item: Gourmia GCM6850 Automatic Digital Cold B...\u001b[0m\n",
"\u001b[92m193: Guess: $262.18 Truth: $243.34 Error: $18.84 SLE: 0.01 Item: Lenovo ThinkStation P300 Small Form Desk...\u001b[0m\n",
"\u001b[91m194: Guess: $262.18 Truth: $48.00 Error: $214.18 SLE: 2.83 Item: Speedo Men's Xtra Life Lycra Fractal Poi...\u001b[0m\n",
"\u001b[91m195: Guess: $262.18 Truth: $190.99 Error: $71.19 SLE: 0.10 Item: Valmont Professional Energy Ritual Prime...\u001b[0m\n",
"\u001b[91m196: Guess: $262.18 Truth: $143.64 Error: $118.54 SLE: 0.36 Item: Lucida Surfaces Luxury Vinyl Floor Tiles...\u001b[0m\n",
"\u001b[91m197: Guess: $262.18 Truth: $968.99 Error: $706.81 SLE: 1.70 Item: AmScope 7X-45X Black Trinocular Stereo Z...\u001b[0m\n",
"\u001b[91m198: Guess: $262.18 Truth: $17.99 Error: $244.19 SLE: 6.91 Item: Chen Miranda Great Dane Dog Double-Sided...\u001b[0m\n",
"\u001b[91m199: Guess: $262.18 Truth: $162.99 Error: $99.19 SLE: 0.22 Item: TOREAD CCP420 Pool Filter Replaces Penta...\u001b[0m\n",
"\u001b[91m200: Guess: $262.18 Truth: $135.99 Error: $126.19 SLE: 0.43 Item: 4K Night Vision Goggles, 4.5'' Large Scr...\u001b[0m\n",
"\u001b[91m201: Guess: $262.18 Truth: $829.00 Error: $566.82 SLE: 1.32 Item: Scubapro Seahawk2 BCD with Balanced Infl...\u001b[0m\n",
"\u001b[91m202: Guess: $262.18 Truth: $466.89 Error: $204.71 SLE: 0.33 Item: OSP Home Furnishings Country Meadows L-S...\u001b[0m\n",
"\u001b[91m203: Guess: $262.18 Truth: $729.99 Error: $467.81 SLE: 1.04 Item: Dell U4320Q 43 Inch 2160p 4K UltraSharp,...\u001b[0m\n",
"\u001b[91m204: Guess: $262.18 Truth: $56.00 Error: $206.18 SLE: 2.34 Item: SOUL Naturalizer Women's, Sing 2 Thong S...\u001b[0m\n",
"\u001b[93m205: Guess: $262.18 Truth: $234.95 Error: $27.23 SLE: 0.01 Item: Dakine D.100.4761.964.OS Concourse Hards...\u001b[0m\n",
"\u001b[91m206: Guess: $262.18 Truth: $119.99 Error: $142.19 SLE: 0.60 Item: Maxzzz 4 Inch Memory Foam Mattress Toppe...\u001b[0m\n",
"\u001b[91m207: Guess: $262.18 Truth: $329.95 Error: $67.77 SLE: 0.05 Item: Diamond2Deal Platinum 2mm Half-Round Wed...\u001b[0m\n",
"\u001b[92m208: Guess: $262.18 Truth: $244.99 Error: $17.19 SLE: 0.00 Item: Good Directions Blue Heron Weathervane, ...\u001b[0m\n",
"\u001b[91m209: Guess: $262.18 Truth: $650.00 Error: $387.82 SLE: 0.82 Item: DY'ON Anatomic Bridle, Brown\u001b[0m\n",
"\u001b[91m210: Guess: $262.18 Truth: $899.00 Error: $636.82 SLE: 1.51 Item: LifeYard 46\" Steel Square Picnic Table,E...\u001b[0m\n",
"\u001b[91m211: Guess: $262.18 Truth: $22.99 Error: $239.19 SLE: 5.74 Item: Women’s Corgi And Pizza Printed Zip Wall...\u001b[0m\n",
"\u001b[91m212: Guess: $262.18 Truth: $875.96 Error: $613.78 SLE: 1.45 Item: Power Stop KC2443-36 Front & Rear Z36 Tr...\u001b[0m\n",
"\u001b[91m213: Guess: $262.18 Truth: $328.37 Error: $66.19 SLE: 0.05 Item: Progressive Furniture Midori Counter Tab...\u001b[0m\n",
"\u001b[91m214: Guess: $262.18 Truth: $200.53 Error: $61.65 SLE: 0.07 Item: Genuine Hyundai 92101-1R010 Left-Hand He...\u001b[0m\n",
"\u001b[91m215: Guess: $262.18 Truth: $329.00 Error: $66.82 SLE: 0.05 Item: HP 2021 Chromebook 14 Inch FHD 1080P Lap...\u001b[0m\n",
"\u001b[91m216: Guess: $262.18 Truth: $146.93 Error: $115.25 SLE: 0.33 Item: Medi-Pak Performance Conforming Gauze Ba...\u001b[0m\n",
"\u001b[91m217: Guess: $262.18 Truth: $63.00 Error: $199.18 SLE: 2.00 Item: I Dig Crystals Angelite Bracelet Boutiqu...\u001b[0m\n",
"\u001b[91m218: Guess: $262.18 Truth: $357.00 Error: $94.82 SLE: 0.09 Item: Dell P2721Q 27 Inch 4K FHD, IP Ultra-Thi...\u001b[0m\n",
"\u001b[91m219: Guess: $262.18 Truth: $61.99 Error: $200.19 SLE: 2.04 Item: 20 Pc Set Pack Blu-MOL Xtreme Bi Metal R...\u001b[0m\n",
"\u001b[93m220: Guess: $262.18 Truth: $296.99 Error: $34.81 SLE: 0.02 Item: Twin Over Twin Bunk Beds with 2 Drawers ...\u001b[0m\n",
"\u001b[91m221: Guess: $262.18 Truth: $335.00 Error: $72.82 SLE: 0.06 Item: Drill Bit Sharpener Tormek DBS-22 - The ...\u001b[0m\n",
"\u001b[93m222: Guess: $262.18 Truth: $284.00 Error: $21.82 SLE: 0.01 Item: Lenovo ThinkServer 4GB DDR3L-1600MHz (1R...\u001b[0m\n",
"\u001b[91m223: Guess: $262.18 Truth: $770.99 Error: $508.81 SLE: 1.16 Item: Recessed Wall Ventless Bio Ethanol Firep...\u001b[0m\n",
"\u001b[91m224: Guess: $262.18 Truth: $350.41 Error: $88.23 SLE: 0.08 Item: Garage-Pro Rear Step Bumper Compatible w...\u001b[0m\n",
"\u001b[92m225: Guess: $262.18 Truth: $254.99 Error: $7.19 SLE: 0.00 Item: Dell 7050 SFF Desktop Intel i7-6700 UP t...\u001b[0m\n",
"\u001b[91m226: Guess: $262.18 Truth: $92.50 Error: $169.68 SLE: 1.07 Item: Barski - European Glass -Crystalline - V...\u001b[0m\n",
"\u001b[91m227: Guess: $262.18 Truth: $157.99 Error: $104.19 SLE: 0.25 Item: Lutema Platinum Bulb for JVC LX-WX50 Pro...\u001b[0m\n",
"\u001b[91m228: Guess: $262.18 Truth: $323.19 Error: $61.01 SLE: 0.04 Item: Outdoor Research Men's Skyward Jacket\u001b[0m\n",
"\u001b[91m229: Guess: $262.18 Truth: $123.19 Error: $138.99 SLE: 0.56 Item: Jensen Speaker, Green, 8-Inch (P8R8)\u001b[0m\n",
"\u001b[91m230: Guess: $262.18 Truth: $150.99 Error: $111.19 SLE: 0.30 Item: Peora Solid 14K White Gold Peridot and D...\u001b[0m\n",
"\u001b[91m231: Guess: $262.18 Truth: $17.99 Error: $244.19 SLE: 6.91 Item: FLNA Nail Kit Ingrown Toenail Clippers T...\u001b[0m\n",
"\u001b[91m232: Guess: $262.18 Truth: $160.00 Error: $102.18 SLE: 0.24 Item: J JINPEI Heated Thermal Underwear for Me...\u001b[0m\n",
"\u001b[91m233: Guess: $262.18 Truth: $120.89 Error: $141.29 SLE: 0.59 Item: Eureka Lightweight Powerful Upright Vacu...\u001b[0m\n",
"\u001b[91m234: Guess: $262.18 Truth: $900.00 Error: $637.82 SLE: 1.51 Item: Lexmark CX510DE Color Multifunction - Pr...\u001b[0m\n",
"\u001b[91m235: Guess: $262.18 Truth: $16.90 Error: $245.28 SLE: 7.23 Item: Vermont SKI Mountains Winter Sport Famil...\u001b[0m\n",
"\u001b[91m236: Guess: $262.18 Truth: $349.95 Error: $87.77 SLE: 0.08 Item: Rough Country 6\" Loaded N3 Lifted Struts...\u001b[0m\n",
"\u001b[91m237: Guess: $262.18 Truth: $45.99 Error: $216.19 SLE: 2.97 Item: Schwinn Thrasher Adult Lightweight Bike ...\u001b[0m\n",
"\u001b[91m238: Guess: $262.18 Truth: $92.15 Error: $170.03 SLE: 1.08 Item: Creative Co-Op Round Framed Decor with V...\u001b[0m\n",
"\u001b[92m239: Guess: $262.18 Truth: $279.00 Error: $16.82 SLE: 0.00 Item: 2TB NVME PCle Gen 5 (5x4) SSD E26 Speed ...\u001b[0m\n",
"\u001b[92m240: Guess: $262.18 Truth: $245.99 Error: $16.19 SLE: 0.00 Item: FEELWORLD LIVEPRO L1 4 x HDMI Inputs Mul...\u001b[0m\n",
"\u001b[91m241: Guess: $262.18 Truth: $609.98 Error: $347.80 SLE: 0.71 Item: GForce Portable Dual Motor 1500 Watt Who...\u001b[0m\n",
"\u001b[93m242: Guess: $262.18 Truth: $228.95 Error: $33.23 SLE: 0.02 Item: B&M 11314 Differential Cover\u001b[0m\n",
"\u001b[91m243: Guess: $262.18 Truth: $990.43 Error: $728.25 SLE: 1.76 Item: Minn Kota 1358733 PowerDrive Freshwater ...\u001b[0m\n",
"\u001b[91m244: Guess: $262.18 Truth: $536.50 Error: $274.32 SLE: 0.51 Item: Amazon Brand – Rivet Charlotte Mid-Centu...\u001b[0m\n",
"\u001b[93m245: Guess: $262.18 Truth: $225.00 Error: $37.18 SLE: 0.02 Item: Horse First Supplements RelaxMe\u001b[0m\n",
"\u001b[93m246: Guess: $262.18 Truth: $283.83 Error: $21.65 SLE: 0.01 Item: Sherman Replacement Part Compatible with...\u001b[0m\n",
"\u001b[91m247: Guess: $262.18 Truth: $464.89 Error: $202.71 SLE: 0.33 Item: Putco Pop Up Locker Rails Fits Chevy Sil...\u001b[0m\n",
"\u001b[93m248: Guess: $262.18 Truth: $291.99 Error: $29.81 SLE: 0.01 Item: Pertronix D131800 Flame-Thrower Plug and...\u001b[0m\n",
"\u001b[91m249: Guess: $262.18 Truth: $349.00 Error: $86.82 SLE: 0.08 Item: Powerblanket EH0304 Ground Thawing Blank...\u001b[0m\n",
"\u001b[91m250: Guess: $262.18 Truth: $209.99 Error: $52.19 SLE: 0.05 Item: PAOLFOX 4 Piece Patio Porch Furniture Se...\u001b[0m\n"
]
},
{
"data": {
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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": null,
"id": "d6a6c4a5-e817-46b8-99d2-9c4ecf9c8685",
"metadata": {},
"outputs": [],
"source": [
"stop = set(['the', 'and', 'for', 'is', 'to', 'this', 'with', 'a', 'of', 'your', 'are', 'in','from', 'you', 'or', 'an', 'on', 'by'])\n",
"\n",
"def words(item):\n",
" text = f\"{item.title} {item.details}\"\n",
" text = re.sub(r'[\\(\\)\\[\\]\\{\\},\\'\"\\- \\s]+', ' ', text)\n",
" words = text.strip().lower().split(' ')\n",
" filtered = [word for word in words if word not in stop]\n",
" return \" \".join(filtered)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "56682e9c-46c9-48f2-baea-e943804290f6",
"metadata": {},
"outputs": [],
"source": [
"documents = [words(item) for item in train]\n",
"from collections import Counter\n",
"count = Counter()\n",
"for doc in documents:\n",
" ws = doc.split(\" \")\n",
" for w in ws:\n",
" count[w]+=1\n",
"count.most_common(30)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "262fc576-7606-426c-8aea-5799b3952d2c",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import CountVectorizer\n",
"from sklearn.linear_model import LinearRegression\n",
"import numpy as np\n",
"\n",
"np.random.seed(42)\n",
"\n",
"labels = np.array([float(item.price) for item in train])\n",
"\n",
"vectorizer = CountVectorizer()\n",
"X = vectorizer.fit_transform(documents)\n",
"\n",
"regressor = LinearRegression()\n",
"regressor.fit(X, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bd782b21-8e44-409d-a7b6-f136974958b4",
"metadata": {},
"outputs": [],
"source": [
"def linear_regression_predictor(item):\n",
" np.random.seed(42)\n",
" x = vectorizer.transform([words(item)])\n",
" return max(regressor.predict(x)[0], 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "80e77aae-0071-42e9-8e24-d3aec5256015",
"metadata": {},
"outputs": [],
"source": [
"runner1 = TestRunner(linear_regression_predictor, test, \"Linear Regression\").run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a70d16ce-bdf1-4071-8c5a-5bddc2aa37e4",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"from sklearn.svm import SVR\n",
"\n",
"np.random.seed(42)\n",
"\n",
"labels = np.array([float(item.price) for item in train])\n",
"\n",
"vectorizer = TfidfVectorizer(max_features=20)\n",
"X = vectorizer.fit_transform(documents)\n",
"\n",
"regressor = SVR(kernel='linear')\n",
"regressor.fit(X, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "64560112-3bfb-45cc-b489-de619a2eca20",
"metadata": {},
"outputs": [],
"source": [
"def svr_predictor(item):\n",
" np.random.seed(42)\n",
" x = vectorizer.transform([words(item)])\n",
" return max(regressor.predict(x)[0], 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "392598d4-2deb-4935-9175-fd111616b13c",
"metadata": {},
"outputs": [],
"source": [
"runner2 = TestRunner(svr_predictor, test, \"SVR Accuracy\").run()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "60010699-d26b-4f93-a959-50272ada6a57",
"metadata": {},
"outputs": [],
"source": [
"def messages_for(item):\n",
" system_message = \"You estimate prices of items under $1000. Reply only with the price, no explanation\"\n",
" user_prompt = item.test_prompt().split('>')[1]\n",
" return [\n",
" {\"role\": \"system\", \"content\": system_message},\n",
" {\"role\": \"user\", \"content\": user_prompt}\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "2d5c1a62-9c6e-4c1c-b051-95a78e6e32a7",
"metadata": {},
"outputs": [],
"source": [
"def get_price(s):\n",
" s = s.replace('$','').replace(',','')\n",
" match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
" return float(match.group()) if match else 0"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "9c845d34-1c73-4636-a6ec-cc6666bb39fa",
"metadata": {},
"outputs": [],
"source": [
"def gpt_predictor(item):\n",
" response = openai.chat.completions.create(\n",
" model=OPENAI_MODEL, #\"gpt-4o-2024-08-06\", \n",
" messages=messages_for(item),\n",
" seed=42,\n",
" max_tokens=6\n",
" )\n",
" reply = response.choices[0].message.content\n",
" return get_price(reply)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "1b3eb3ef-90a8-4642-b503-c22e72c457f5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[91m1: Guess: $290.00 Truth: $225.66 Error: $64.34 SLE: 0.06 Item: Generation Lighting 6639003-962 Three Li...\u001b[0m\n",
"\u001b[92m2: Guess: $85.00 Truth: $82.99 Error: $2.01 SLE: 0.00 Item: Paradise Found Men's Bamboo Paradise Shi...\u001b[0m\n",
"\u001b[91m3: Guess: $899.00 Truth: $799.99 Error: $99.01 SLE: 0.01 Item: Dell Latitude 3420 3000 14\" FHD IPS (Int...\u001b[0m\n",
"\u001b[91m4: Guess: $290.00 Truth: $419.66 Error: $129.66 SLE: 0.14 Item: Delta Faucet T17T238-RB Lahara Tempassur...\u001b[0m\n",
"\u001b[91m5: Guess: $25.00 Truth: $116.94 Error: $91.94 SLE: 2.29 Item: 1 3/4\" Smooth A153-D HOT DIP Coil Roofin...\u001b[0m\n",
"\u001b[91m6: Guess: $329.00 Truth: $666.30 Error: $337.30 SLE: 0.50 Item: TOTO TLG02307U#CP Single Handle Vessel B...\u001b[0m\n",
"\u001b[93m7: Guess: $160.00 Truth: $191.99 Error: $31.99 SLE: 0.03 Item: DELSEY Paris Chatelet 2.0 Weekender Trav...\u001b[0m\n",
"\u001b[93m8: Guess: $279.00 Truth: $243.53 Error: $35.47 SLE: 0.02 Item: Yellow Jacket 46010 Brute II 4-Valve Man...\u001b[0m\n",
"\u001b[92m9: Guess: $90.00 Truth: $89.64 Error: $0.36 SLE: 0.00 Item: éS Stylus Mid\u001b[0m\n",
"\u001b[91m10: Guess: $309.00 Truth: $458.56 Error: $149.56 SLE: 0.15 Item: Lokar ATS6727BN Nostalgia Black 16\" Auto...\u001b[0m\n",
"\u001b[91m11: Guess: $899.00 Truth: $399.00 Error: $500.00 SLE: 0.66 Item: T654DN Mono Laser Printer\u001b[0m\n",
"\u001b[92m12: Guess: $8.00 Truth: $5.48 Error: $2.52 SLE: 0.11 Item: Orbit 54492 Plastic Shrub Adapter, Pack ...\u001b[0m\n",
"\u001b[91m13: Guess: $299.00 Truth: $350.00 Error: $51.00 SLE: 0.02 Item: Fabulous-Furs Donna Salyers Faux-Fur Thr...\u001b[0m\n",
"\u001b[91m14: Guess: $795.00 Truth: $316.00 Error: $479.00 SLE: 0.85 Item: Waterford Lismore 6.5\" Large Clock\u001b[0m\n",
"\u001b[91m15: Guess: $80.00 Truth: $37.95 Error: $42.05 SLE: 0.54 Item: WORLDS BEST CABLES 6 Foot RCA Cable Pair...\u001b[0m\n",
"\u001b[92m16: Guess: $80.00 Truth: $78.97 Error: $1.03 SLE: 0.00 Item: Design Toscano KY50094 Lion and Lioness ...\u001b[0m\n",
"\u001b[91m17: Guess: $399.00 Truth: $512.00 Error: $113.00 SLE: 0.06 Item: CGOLDENWALL New Automatic Seeds Counter ...\u001b[0m\n",
"\u001b[91m18: Guess: $319.00 Truth: $445.31 Error: $126.31 SLE: 0.11 Item: Metabo HPT Coil Siding Nailer, Siding Na...\u001b[0m\n",
"\u001b[91m19: Guess: $125.00 Truth: $72.62 Error: $52.38 SLE: 0.29 Item: Allied Brass RD-72/36-ORB 36-Inch Double...\u001b[0m\n",
"\u001b[91m20: Guess: $499.00 Truth: $846.33 Error: $347.33 SLE: 0.28 Item: Arnott C-2518 Coil Spring Conversion Kit\u001b[0m\n",
"\u001b[92m21: Guess: $200.00 Truth: $210.00 Error: $10.00 SLE: 0.00 Item: Columbia Men's Patrol Parka\u001b[0m\n",
"\u001b[93m22: Guess: $40.00 Truth: $75.00 Error: $35.00 SLE: 0.38 Item: SRW Laboratories Skl¹ Mobility | Joint S...\u001b[0m\n",
"\u001b[91m23: Guess: $240.00 Truth: $163.99 Error: $76.01 SLE: 0.14 Item: SHA CERLIN Queen Size Bed Frame with Woo...\u001b[0m\n",
"\u001b[92m24: Guess: $199.00 Truth: $200.95 Error: $1.95 SLE: 0.00 Item: AmGood 18\" x 30\" Stainless Steel Work Ta...\u001b[0m\n",
"\u001b[92m25: Guess: $175.00 Truth: $172.32 Error: $2.68 SLE: 0.00 Item: Detroit Axle - Brake Kit for 2005 Subaru...\u001b[0m\n",
"\u001b[92m26: Guess: $70.00 Truth: $56.99 Error: $13.01 SLE: 0.04 Item: XCCOCO Hair Dark Brown Straight Lace Clo...\u001b[0m\n",
"\u001b[92m27: Guess: $70.00 Truth: $56.27 Error: $13.73 SLE: 0.05 Item: DEWALT Accessory Socket Set, 15-Piece (D...\u001b[0m\n",
"\u001b[91m28: Guess: $795.00 Truth: $699.99 Error: $95.01 SLE: 0.02 Item: ExpertPower 3000W Pure Sine Wave Inverte...\u001b[0m\n",
"\u001b[92m29: Guess: $49.00 Truth: $49.00 Error: $0.00 SLE: 0.00 Item: High Grade Multi-Coated, Multi-Threaded,...\u001b[0m\n",
"\u001b[91m30: Guess: $1,365.00 Truth: $210.00 Error: $1,155.00 SLE: 3.49 Item: CHOW SANG SANG 999 24K Solid Gold Monkey...\u001b[0m\n",
"\u001b[91m31: Guess: $60.00 Truth: $125.67 Error: $65.67 SLE: 0.53 Item: BUD Industries NBA-10172 Style A Plastic...\u001b[0m\n",
"\u001b[92m32: Guess: $39.00 Truth: $38.97 Error: $0.03 SLE: 0.00 Item: Healthycell Focus + Recall, Brain Boost ...\u001b[0m\n",
"\u001b[91m33: Guess: $399.00 Truth: $269.99 Error: $129.01 SLE: 0.15 Item: Outdoor Storage Shed 6 x 4 Feet Utility ...\u001b[0m\n",
"\u001b[91m34: Guess: $199.00 Truth: $72.98 Error: $126.02 SLE: 0.99 Item: 2\" Boring Head R8 Shank Holder Boring He...\u001b[0m\n",
"\u001b[92m35: Guess: $579.00 Truth: $562.49 Error: $16.51 SLE: 0.00 Item: FMF Factory 4.1 RCT Slip-On Exhaust (Blu...\u001b[0m\n",
"\u001b[92m36: Guess: $220.00 Truth: $232.72 Error: $12.72 SLE: 0.00 Item: R&L Racing Black Heavy Duty Bull Bar Bru...\u001b[0m\n",
"\u001b[92m37: Guess: $50.00 Truth: $65.99 Error: $15.99 SLE: 0.07 Item: DOGENKE 26 PCS Alphabet Lore Plush Toy,P...\u001b[0m\n",
"\u001b[91m38: Guess: $60.00 Truth: $188.23 Error: $128.23 SLE: 1.28 Item: Cubitron II Scotch-Brite EXL Unitized Wh...\u001b[0m\n",
"\u001b[91m39: Guess: $899.00 Truth: $569.24 Error: $329.76 SLE: 0.21 Item: Zuri Furniture Gates Genuine Leather Alu...\u001b[0m\n",
"\u001b[92m40: Guess: $10.00 Truth: $4.99 Error: $5.01 SLE: 0.37 Item: Anjusok Camera Protective Lens Screen Pr...\u001b[0m\n",
"\u001b[92m41: Guess: $10.00 Truth: $5.94 Error: $4.06 SLE: 0.21 Item: 3M Mounting Tape, 03410, 1/2 in x 75 in\u001b[0m\n",
"\u001b[91m42: Guess: $290.00 Truth: $246.99 Error: $43.01 SLE: 0.03 Item: Power Stop KOE8268 Autospecialty Front a...\u001b[0m\n",
"\u001b[91m43: Guess: $420.00 Truth: $521.47 Error: $101.47 SLE: 0.05 Item: Corning PC-220 Hot Plate/Stirrer, 110V/6...\u001b[0m\n",
"\u001b[91m44: Guess: $240.00 Truth: $303.57 Error: $63.57 SLE: 0.05 Item: Detroit Axle - Brake Kit for 2010 2011 F...\u001b[0m\n",
"\u001b[91m45: Guess: $250.00 Truth: $124.45 Error: $125.55 SLE: 0.48 Item: ICE CARATS 10k Yellow Gold Citrine Birth...\u001b[0m\n",
"\u001b[91m46: Guess: $299.00 Truth: $379.99 Error: $80.99 SLE: 0.06 Item: WAVESTORM 8ft Junior Stand Up Paddleboar...\u001b[0m\n",
"\u001b[91m47: Guess: $159.00 Truth: $73.21 Error: $85.79 SLE: 0.59 Item: Pelz Golf DP4011 Truth Putting Board, 3'...\u001b[0m\n",
"\u001b[92m48: Guess: $54.00 Truth: $42.99 Error: $11.01 SLE: 0.05 Item: ScudoPro Nicaragua Flag Short Sleeve Cyc...\u001b[0m\n",
"\u001b[91m49: Guess: $160.00 Truth: $269.00 Error: $109.00 SLE: 0.27 Item: SUMBIN Commercial Heavy Duty Mortise Loc...\u001b[0m\n",
"\u001b[93m50: Guess: $85.00 Truth: $116.90 Error: $31.90 SLE: 0.10 Item: Ore International LB-1713 LB-1713 Plant ...\u001b[0m\n",
"\u001b[93m51: Guess: $25.00 Truth: $0.82 Error: $24.18 SLE: 7.07 Item: Fashion Bracelet Necklaces for Women Men...\u001b[0m\n",
"\u001b[93m52: Guess: $25.00 Truth: $52.12 Error: $27.12 SLE: 0.51 Item: FoxFarm Fox Farm FX14071 1-Gallon Bushdo...\u001b[0m\n",
"\u001b[91m53: Guess: $175.00 Truth: $598.12 Error: $423.12 SLE: 1.50 Item: KOHLER 26293-BL Statement 12 Inch Single...\u001b[0m\n",
"\u001b[92m54: Guess: $49.00 Truth: $49.95 Error: $0.95 SLE: 0.00 Item: Seeking Health Optimal Prenatal Powder, ...\u001b[0m\n",
"\u001b[91m55: Guess: $269.00 Truth: $469.99 Error: $200.99 SLE: 0.31 Item: Covercraft Custom Fit Car Cover for Ford...\u001b[0m\n",
"\u001b[92m56: Guess: $250.00 Truth: $237.47 Error: $12.53 SLE: 0.00 Item: AlphaRex (650020) 09-14 Ford F-150 (Excl...\u001b[0m\n",
"\u001b[91m57: Guess: $299.00 Truth: $127.88 Error: $171.12 SLE: 0.71 Item: Marmot Ironwood 30 degree Down Lightweig...\u001b[0m\n",
"\u001b[91m58: Guess: $750.00 Truth: $859.00 Error: $109.00 SLE: 0.02 Item: HP 17.3\" IPS Laptop, Intel Iris Xe Graph...\u001b[0m\n",
"\u001b[91m59: Guess: $790.00 Truth: $580.95 Error: $209.05 SLE: 0.09 Item: Gibson 65510 Super Truck Stainless Dual ...\u001b[0m\n",
"\u001b[91m60: Guess: $750.00 Truth: $684.18 Error: $65.82 SLE: 0.01 Item: August Schwer Cuckoo Clock Owl, Bird, Ne...\u001b[0m\n",
"\u001b[92m61: Guess: $175.00 Truth: $167.39 Error: $7.61 SLE: 0.00 Item: SMARTLINER Custom Fit 3 Row Liner Set Co...\u001b[0m\n",
"\u001b[91m62: Guess: $350.00 Truth: $418.00 Error: $68.00 SLE: 0.03 Item: Alexander Taron Importer 0-463 Christian...\u001b[0m\n",
"\u001b[91m63: Guess: $269.00 Truth: $217.00 Error: $52.00 SLE: 0.05 Item: Signature Design by Ashley Visola Outdoo...\u001b[0m\n",
"\u001b[93m64: Guess: $50.00 Truth: $28.95 Error: $21.05 SLE: 0.28 Item: ToBeInStyle Women's Long Sleeve Zip-Up a...\u001b[0m\n",
"\u001b[91m65: Guess: $36.00 Truth: $90.66 Error: $54.66 SLE: 0.82 Item: Renzexs 1620634 Storage Tray with Charge...\u001b[0m\n",
"\u001b[93m66: Guess: $486.00 Truth: $456.28 Error: $29.72 SLE: 0.00 Item: Pavement Ends by Bestop 51148-15 Black D...\u001b[0m\n",
"\u001b[92m67: Guess: $499.00 Truth: $489.99 Error: $9.01 SLE: 0.00 Item: ASUS 2022 VivoBook 15 15.6\" FHD Touchscr...\u001b[0m\n",
"\u001b[91m68: Guess: $150.00 Truth: $203.99 Error: $53.99 SLE: 0.09 Item: Continental PureContact LS All_Season Ra...\u001b[0m\n",
"\u001b[93m69: Guess: $25.00 Truth: $45.99 Error: $20.99 SLE: 0.35 Item: Tractor Mirror Head 5126233 Fits Fiat 66...\u001b[0m\n",
"\u001b[92m70: Guess: $129.00 Truth: $136.99 Error: $7.99 SLE: 0.00 Item: The ROP Shop Compatible Power Pressure W...\u001b[0m\n",
"\u001b[91m71: Guess: $56.00 Truth: $196.99 Error: $140.99 SLE: 1.55 Item: ZUIBESCHOS Chunky Knit Blanket Soft Warm...\u001b[0m\n",
"\u001b[93m72: Guess: $499.00 Truth: $468.98 Error: $30.02 SLE: 0.00 Item: Acer Aspire 5 15.6\" FHD Intel i3-7100U 2...\u001b[0m\n",
"\u001b[93m73: Guess: $29.00 Truth: $50.99 Error: $21.99 SLE: 0.30 Item: PROYA Skincare Collagen Peptides Face Mo...\u001b[0m\n",
"\u001b[91m74: Guess: $249.00 Truth: $149.88 Error: $99.12 SLE: 0.26 Item: Antiqued Eagle Head Ring, Sterling Silve...\u001b[0m\n",
"\u001b[92m75: Guess: $85.00 Truth: $86.97 Error: $1.97 SLE: 0.00 Item: Hitachi 13367 2-1/4-Inch x 0.092-Inch Fu...\u001b[0m\n",
"\u001b[91m76: Guess: $80.00 Truth: $164.99 Error: $84.99 SLE: 0.51 Item: Kelly Kettle Ultimate Scout Kit 41 oz. S...\u001b[0m\n",
"\u001b[93m77: Guess: $429.00 Truth: $459.00 Error: $30.00 SLE: 0.00 Item: Saddlemen Step-Up LS 806-04-172\u001b[0m\n",
"\u001b[92m78: Guess: $80.00 Truth: $72.99 Error: $7.01 SLE: 0.01 Item: GYMAX Tanning Chair, Beach Lounge Chair ...\u001b[0m\n",
"\u001b[91m79: Guess: $175.00 Truth: $549.00 Error: $374.00 SLE: 1.30 Item: Enginetech AFM DOD Remove KIT Compatible...\u001b[0m\n",
"\u001b[93m80: Guess: $89.00 Truth: $110.69 Error: $21.69 SLE: 0.05 Item: MELLCOM Wood Wall Storage Cabinet with T...\u001b[0m\n",
"\u001b[92m81: Guess: $249.00 Truth: $236.15 Error: $12.85 SLE: 0.00 Item: Rear Air Suspension Shock Struts Compati...\u001b[0m\n",
"\u001b[92m82: Guess: $5.00 Truth: $1.43 Error: $3.57 SLE: 0.82 Item: Zoo Med Laboratories AZMBB8 Pleco Banque...\u001b[0m\n",
"\u001b[91m83: Guess: $329.00 Truth: $255.00 Error: $74.00 SLE: 0.06 Item: Cubii JR1 Bundles, Under Desk Elliptical...\u001b[0m\n",
"\u001b[91m84: Guess: $899.00 Truth: $245.48 Error: $653.52 SLE: 1.68 Item: Parco Scientific 50-CXTT Trinocular Comp...\u001b[0m\n",
"\u001b[91m85: Guess: $15.00 Truth: $87.48 Error: $72.48 SLE: 2.92 Item: Sera O-nip Nature 3.1 lb.\u001b[0m\n",
"\u001b[91m86: Guess: $160.00 Truth: $67.96 Error: $92.04 SLE: 0.72 Item: ESP 66\" Sportsman Expedition Sled - Incl...\u001b[0m\n",
"\u001b[92m87: Guess: $27.00 Truth: $8.99 Error: $18.01 SLE: 1.06 Item: IMPRESA [2-Pack] Drill Dust Collector fo...\u001b[0m\n",
"\u001b[91m88: Guess: $150.00 Truth: $257.44 Error: $107.44 SLE: 0.29 Item: For Mercedes Benz Sprinter 2500 3500 Hea...\u001b[0m\n",
"\u001b[91m89: Guess: $289.00 Truth: $419.29 Error: $130.29 SLE: 0.14 Item: Abbey Avenue Millie Accent Chair in in, ...\u001b[0m\n",
"\u001b[92m90: Guess: $57.00 Truth: $55.00 Error: $2.00 SLE: 0.00 Item: Artist Unknown 1.2m 4ft Compatible with ...\u001b[0m\n",
"\u001b[92m91: Guess: $29.00 Truth: $25.75 Error: $3.25 SLE: 0.01 Item: Cash Acme 22397-0000LF VR-801 Vacuum Rel...\u001b[0m\n",
"\u001b[91m92: Guess: $70.00 Truth: $26.59 Error: $43.41 SLE: 0.89 Item: A-Premium Power Steering Pressure Line H...\u001b[0m\n",
"\u001b[91m93: Guess: $130.00 Truth: $912.99 Error: $782.99 SLE: 3.77 Item: Bandai Tamashii Nations Saint Cloth Myth...\u001b[0m\n",
"\u001b[91m94: Guess: $300.00 Truth: $529.99 Error: $229.99 SLE: 0.32 Item: YITAHOME Electric Power Lift Recliner Ch...\u001b[0m\n",
"\u001b[91m95: Guess: $239.00 Truth: $188.38 Error: $50.62 SLE: 0.06 Item: Front Buckets Seats, CalTrend DuraPlus S...\u001b[0m\n",
"\u001b[91m96: Guess: $150.00 Truth: $275.95 Error: $125.95 SLE: 0.37 Item: Arctic Cat 2004-2009 Atv 500 Auto Trans ...\u001b[0m\n",
"\u001b[91m97: Guess: $300.00 Truth: $349.99 Error: $49.99 SLE: 0.02 Item: Dell Inspiron i5547-15001sLV 15.6-Inch T...\u001b[0m\n",
"\u001b[91m98: Guess: $25.00 Truth: $71.99 Error: $46.99 SLE: 1.07 Item: Deconovo Table Cloth Pad 1.5mm Thick 42 ...\u001b[0m\n",
"\u001b[91m99: Guess: $250.00 Truth: $360.99 Error: $110.99 SLE: 0.13 Item: MBI AUTO - Painted to Match, Front Bumpe...\u001b[0m\n",
"\u001b[91m100: Guess: $499.00 Truth: $332.00 Error: $167.00 SLE: 0.17 Item: Rhino-Rack Roof Rack Compatible with Jee...\u001b[0m\n",
"\u001b[92m101: Guess: $200.00 Truth: $184.59 Error: $15.41 SLE: 0.01 Item: NAHANCO K30 Three Roll Poly Bag Dispense...\u001b[0m\n",
"\u001b[92m102: Guess: $145.00 Truth: $154.95 Error: $9.95 SLE: 0.00 Item: Naot Footwear Women's Cymbal Sandal\u001b[0m\n",
"\u001b[91m103: Guess: $120.00 Truth: $177.09 Error: $57.09 SLE: 0.15 Item: CST CSE-C16-3 Coil Spring Spacer (3\" s -...\u001b[0m\n",
"\u001b[91m104: Guess: $10.00 Truth: $147.48 Error: $137.48 SLE: 6.77 Item: 3M Automotive Refinish Masking Tape, 066...\u001b[0m\n",
"\u001b[92m105: Guess: $290.00 Truth: $283.50 Error: $6.50 SLE: 0.00 Item: Howard Elliott Collection Carlton Oval M...\u001b[0m\n",
"\u001b[92m106: Guess: $120.00 Truth: $115.99 Error: $4.01 SLE: 0.00 Item: Saint Seiya Saint Cloth Myth New Cygnus\u001b[0m\n",
"\u001b[91m107: Guess: $129.00 Truth: $236.98 Error: $107.98 SLE: 0.37 Item: Evonavi |2GB+32GB| Car Radio for Jeep Wr...\u001b[0m\n",
"\u001b[93m108: Guess: $80.00 Truth: $118.78 Error: $38.78 SLE: 0.15 Item: Dorman 602-508AS Windshield Wiper Motor ...\u001b[0m\n",
"\u001b[91m109: Guess: $265.00 Truth: $217.75 Error: $47.25 SLE: 0.04 Item: WEN LA3421 3.2-Amp 8-Inch by 13-Inch Var...\u001b[0m\n",
"\u001b[93m110: Guess: $299.00 Truth: $319.00 Error: $20.00 SLE: 0.00 Item: Universal Audio UAFX Golden Reverb Pedal\u001b[0m\n",
"\u001b[91m111: Guess: $80.00 Truth: $34.99 Error: $45.01 SLE: 0.66 Item: Luxe Fur Throw Pillows for Couch and Bed...\u001b[0m\n",
"\u001b[93m112: Guess: $175.00 Truth: $195.99 Error: $20.99 SLE: 0.01 Item: Dheridy 180% Density 13x6 30 Inch 613 La...\u001b[0m\n",
"\u001b[91m113: Guess: $699.00 Truth: $575.07 Error: $123.93 SLE: 0.04 Item: ASUS ROG Swift 360Hz PG259QN 24.5” HDR G...\u001b[0m\n",
"\u001b[93m114: Guess: $459.00 Truth: $489.95 Error: $30.95 SLE: 0.00 Item: Rough Country 3\" Lift Kit w/N3 Shocks fo...\u001b[0m\n",
"\u001b[93m115: Guess: $399.00 Truth: $430.89 Error: $31.89 SLE: 0.01 Item: Le Pera Cobra Pleated Seat LK-079PT\u001b[0m\n",
"\u001b[93m116: Guess: $280.00 Truth: $255.99 Error: $24.01 SLE: 0.01 Item: ACANII - For Blk 1999-2004 Jeep Grand Ch...\u001b[0m\n",
"\u001b[91m117: Guess: $600.00 Truth: $700.00 Error: $100.00 SLE: 0.02 Item: Apple MacBook Pro MGXA2LL/A 15-Inch Lapt...\u001b[0m\n",
"\u001b[92m118: Guess: $50.00 Truth: $50.99 Error: $0.99 SLE: 0.00 Item: IDIFU Women's IN2 Pedazo Dress Shoes Low...\u001b[0m\n",
"\u001b[91m119: Guess: $420.00 Truth: $708.00 Error: $288.00 SLE: 0.27 Item: Extreme Dimensions Compatible with 2018-...\u001b[0m\n",
"\u001b[92m120: Guess: $5.00 Truth: $2.49 Error: $2.51 SLE: 0.29 Item: Pink Banana Jumbo Winter Squash Garden S...\u001b[0m\n",
"\u001b[91m121: Guess: $230.00 Truth: $367.95 Error: $137.95 SLE: 0.22 Item: Pelican 1610 Case With Padded Dividers (...\u001b[0m\n",
"\u001b[91m122: Guess: $80.00 Truth: $178.61 Error: $98.61 SLE: 0.63 Item: Fluke 80PK-3A Surface Probe\u001b[0m\n",
"\u001b[91m123: Guess: $399.00 Truth: $277.54 Error: $121.46 SLE: 0.13 Item: WECO Tiny Compact Undersink Reverse Osmo...\u001b[0m\n",
"\u001b[91m124: Guess: $40.00 Truth: $252.99 Error: $212.99 SLE: 3.33 Item: Magic The Gathering - MTG: Mirrodin Besi...\u001b[0m\n",
"\u001b[93m125: Guess: $175.00 Truth: $201.98 Error: $26.98 SLE: 0.02 Item: Pair of 2 SunF Warrior AT 25x10-12 ATV U...\u001b[0m\n",
"\u001b[91m126: Guess: $150.00 Truth: $566.50 Error: $416.50 SLE: 1.75 Item: Nike Mens Air Jordan 6 Retro Low Seahawk...\u001b[0m\n",
"\u001b[91m127: Guess: $99.00 Truth: $152.00 Error: $53.00 SLE: 0.18 Item: Millennium Chess Genius Pro Electronic C...\u001b[0m\n",
"\u001b[93m128: Guess: $785.00 Truth: $811.14 Error: $26.14 SLE: 0.00 Item: Fabtech FTS21061BK Suspension Lift Kit C...\u001b[0m\n",
"\u001b[91m129: Guess: $399.00 Truth: $299.99 Error: $99.01 SLE: 0.08 Item: Ibanez Performance Series PF28ECE Acoust...\u001b[0m\n",
"\u001b[91m130: Guess: $175.00 Truth: $220.75 Error: $45.75 SLE: 0.05 Item: Schaeffler LuK RepSet 03-063 Clutch Kit,...\u001b[0m\n",
"\u001b[92m131: Guess: $53.00 Truth: $50.79 Error: $2.21 SLE: 0.00 Item: Primos Hunting Jackpot Slate Turkey Hunt...\u001b[0m\n",
"\u001b[91m132: Guess: $329.00 Truth: $429.95 Error: $100.95 SLE: 0.07 Item: BedRug ILT19CCK Impact Bed Liner For Use...\u001b[0m\n",
"\u001b[92m133: Guess: $35.00 Truth: $42.00 Error: $7.00 SLE: 0.03 Item: VAST Soft Bucket Hat, Reversible, Cool B...\u001b[0m\n",
"\u001b[92m134: Guess: $269.00 Truth: $251.19 Error: $17.81 SLE: 0.00 Item: Fine Fixtures LUXURY VESSEL OVAL 20 X 15...\u001b[0m\n",
"\u001b[91m135: Guess: $45.00 Truth: $206.49 Error: $161.49 SLE: 2.27 Item: Kohler K-6235-NA, 4.00 x 12.63 x 18.69 i...\u001b[0m\n",
"\u001b[93m136: Guess: $200.00 Truth: $227.99 Error: $27.99 SLE: 0.02 Item: Power Stop EBR1453XPR Rear Evolution Dri...\u001b[0m\n",
"\u001b[91m137: Guess: $600.00 Truth: $419.90 Error: $180.10 SLE: 0.13 Item: Lenovo ThinkPad P50 Workstation Laptop -...\u001b[0m\n",
"\u001b[91m138: Guess: $199.00 Truth: $147.26 Error: $51.74 SLE: 0.09 Item: Thrashin Supply 1\" Handlebar (Mid-Bend) ...\u001b[0m\n",
"\u001b[93m139: Guess: $399.00 Truth: $429.00 Error: $30.00 SLE: 0.01 Item: HP - Pavilion x360 2-in-1 11.6\" Touch-Sc...\u001b[0m\n",
"\u001b[91m140: Guess: $289.00 Truth: $359.99 Error: $70.99 SLE: 0.05 Item: Airmax ClearPAC Plus Complete Pond Care ...\u001b[0m\n",
"\u001b[93m141: Guess: $50.00 Truth: $78.00 Error: $28.00 SLE: 0.19 Item: Werner 55-1 Attic Ladder Replacement Hin...\u001b[0m\n",
"\u001b[93m142: Guess: $249.00 Truth: $279.00 Error: $30.00 SLE: 0.01 Item: CoolingSky 3 Row Core Aluminum Radiator ...\u001b[0m\n",
"\u001b[91m143: Guess: $150.00 Truth: $214.97 Error: $64.97 SLE: 0.13 Item: AMD FX 8-Core Black Edition FX-8350 Proc...\u001b[0m\n",
"\u001b[91m144: Guess: $399.00 Truth: $509.99 Error: $110.99 SLE: 0.06 Item: Sole Designs Marie Collection Modern Uph...\u001b[0m\n",
"\u001b[91m145: Guess: $700.00 Truth: $899.99 Error: $199.99 SLE: 0.06 Item: Tama Drum Set (IE52CCPM)\u001b[0m\n",
"\u001b[91m146: Guess: $199.00 Truth: $135.99 Error: $63.01 SLE: 0.14 Item: Wall or 9ft Ceiling Mount Pull Up Bar by...\u001b[0m\n",
"\u001b[93m147: Guess: $199.00 Truth: $176.50 Error: $22.50 SLE: 0.01 Item: Delta -faucet 59799-CZ-PR-PK Universal S...\u001b[0m\n",
"\u001b[91m148: Guess: $450.00 Truth: $617.37 Error: $167.37 SLE: 0.10 Item: New Generation 05-101-SR100 Premium Clut...\u001b[0m\n",
"\u001b[91m149: Guess: $481.00 Truth: $79.99 Error: $401.01 SLE: 3.18 Item: Samsung HLT7288W Rear Projector TV Assem...\u001b[0m\n",
"\u001b[92m150: Guess: $150.00 Truth: $136.99 Error: $13.01 SLE: 0.01 Item: 2xhome EMRocker(Black) Rocking Chair\u001b[0m\n",
"\u001b[92m151: Guess: $75.00 Truth: $72.53 Error: $2.47 SLE: 0.00 Item: FOOTMASTER GDR-80S Nylon Wheel and NBR P...\u001b[0m\n",
"\u001b[91m152: Guess: $795.00 Truth: $589.99 Error: $205.01 SLE: 0.09 Item: MBRP S5259409 4\" Cat Back, Single Exhaus...\u001b[0m\n",
"\u001b[92m153: Guess: $80.00 Truth: $69.99 Error: $10.01 SLE: 0.02 Item: MaxAuto 11x4.00-5\" Flat Free Zero Turn M...\u001b[0m\n",
"\u001b[91m154: Guess: $60.00 Truth: $469.99 Error: $409.99 SLE: 4.18 Item: Delta Faucet 5-Spray Slide Bar Hand Held...\u001b[0m\n",
"\u001b[91m155: Guess: $85.00 Truth: $152.31 Error: $67.31 SLE: 0.33 Item: GEARWRENCH 9 Pc. 12 Pt. XL X-Beam Flex H...\u001b[0m\n",
"\u001b[92m156: Guess: $45.00 Truth: $32.99 Error: $12.01 SLE: 0.09 Item: CLUCI Shoulder Bag,Purses for Women Dump...\u001b[0m\n",
"\u001b[91m157: Guess: $290.00 Truth: $225.88 Error: $64.12 SLE: 0.06 Item: Woodbridge Lighting 13424STN-M10IRI 3-Li...\u001b[0m\n",
"\u001b[91m158: Guess: $700.00 Truth: $815.05 Error: $115.05 SLE: 0.02 Item: Apple MacBook Pro 15\" Retina Core i7 2.7...\u001b[0m\n",
"\u001b[92m159: Guess: $80.00 Truth: $74.99 Error: $5.01 SLE: 0.00 Item: Meike 25mm F1.8 Large Aperture Wide Angl...\u001b[0m\n",
"\u001b[92m160: Guess: $45.00 Truth: $52.99 Error: $7.99 SLE: 0.03 Item: Gorsenia K357 Women's Blanca Floral Lace...\u001b[0m\n",
"\u001b[91m161: Guess: $199.00 Truth: $519.99 Error: $320.99 SLE: 0.92 Item: TCMT 13.7\" King Tour Pack Trunk Backrest...\u001b[0m\n",
"\u001b[92m162: Guess: $299.00 Truth: $299.00 Error: $0.00 SLE: 0.00 Item: Rockin' Wood Extra Wide Real Wood Nail U...\u001b[0m\n",
"\u001b[92m163: Guess: $150.00 Truth: $147.36 Error: $2.64 SLE: 0.00 Item: A.O. Smith 5 5/8 Inch Diameter Motor 208...\u001b[0m\n",
"\u001b[91m164: Guess: $400.00 Truth: $356.99 Error: $43.01 SLE: 0.01 Item: Toshiba 17.3-Inch HD Laptop PC (Intel Co...\u001b[0m\n",
"\u001b[91m165: Guess: $240.00 Truth: $159.03 Error: $80.97 SLE: 0.17 Item: Davis & Sanford TR654C-36 Traverse Carbo...\u001b[0m\n",
"\u001b[91m166: Guess: $85.00 Truth: $159.99 Error: $74.99 SLE: 0.39 Item: JYLH JOYSEEKER Mobile Standing Desk, 28 ...\u001b[0m\n",
"\u001b[91m167: Guess: $999.00 Truth: $599.00 Error: $400.00 SLE: 0.26 Item: illy X1 Espresso Machine, 13 x 9.8 x 10....\u001b[0m\n",
"\u001b[91m168: Guess: $320.00 Truth: $176.79 Error: $143.21 SLE: 0.35 Item: SAFAVIEH Aspen Collection 7' Round Light...\u001b[0m\n",
"\u001b[93m169: Guess: $69.00 Truth: $91.77 Error: $22.77 SLE: 0.08 Item: Stealth Cam STC-E28 7.0 Megapixel Digita...\u001b[0m\n",
"\u001b[91m170: Guess: $389.00 Truth: $323.89 Error: $65.11 SLE: 0.03 Item: HONLM7236PNC - HON Foundation Desk Shell...\u001b[0m\n",
"\u001b[91m171: Guess: $199.00 Truth: $382.93 Error: $183.93 SLE: 0.43 Item: ABCCANOPY Patio Pop Up Canopy Tent with ...\u001b[0m\n",
"\u001b[91m172: Guess: $109.00 Truth: $153.95 Error: $44.95 SLE: 0.12 Item: Cosmas 25 Pack 702-4ORB Oil Rubbed Bronz...\u001b[0m\n",
"\u001b[91m173: Guess: $399.00 Truth: $317.73 Error: $81.27 SLE: 0.05 Item: AirDog (R3SBD100) Raptor Lift Pump\u001b[0m\n",
"\u001b[91m174: Guess: $89.00 Truth: $191.99 Error: $102.99 SLE: 0.58 Item: Petra ULV500 Hypochlorous Acid 500PPM (4...\u001b[0m\n",
"\u001b[91m175: Guess: $115.00 Truth: $352.70 Error: $237.70 SLE: 1.24 Item: GM Genuine Parts 172-2522 Yellow Front P...\u001b[0m\n",
"\u001b[92m176: Guess: $25.00 Truth: $32.99 Error: $7.99 SLE: 0.07 Item: WEIXUERO Women Gold Leather Belts Sparkl...\u001b[0m\n",
"\u001b[93m177: Guess: $90.00 Truth: $114.04 Error: $24.04 SLE: 0.05 Item: Reebok Women's Fusion Flexweave Safety T...\u001b[0m\n",
"\u001b[91m178: Guess: $199.00 Truth: $113.00 Error: $86.00 SLE: 0.32 Item: Tonerider TRS4-SET Guitar Pickup Set\u001b[0m\n",
"\u001b[92m179: Guess: $80.00 Truth: $76.99 Error: $3.01 SLE: 0.00 Item: SVBONY SV132 Telescope Filter, 2 inches ...\u001b[0m\n",
"\u001b[91m180: Guess: $165.00 Truth: $399.67 Error: $234.67 SLE: 0.78 Item: Trans Globe Lighting TG4719 BRZ Traditio...\u001b[0m\n",
"\u001b[91m181: Guess: $300.00 Truth: $90.54 Error: $209.46 SLE: 1.42 Item: HP Elite Desktop Computer, Intel Core i5...\u001b[0m\n",
"\u001b[91m182: Guess: $399.00 Truth: $235.99 Error: $163.01 SLE: 0.27 Item: Bumble Bee Cable Protector - 5 Channel\u001b[0m\n",
"\u001b[91m183: Guess: $150.00 Truth: $428.73 Error: $278.73 SLE: 1.09 Item: Scotsman 12-2586-21 Pump Water\u001b[0m\n",
"\u001b[91m184: Guess: $109.00 Truth: $399.38 Error: $290.38 SLE: 1.67 Item: Fowler 54-100-024-1, Xtra-Range Digital ...\u001b[0m\n",
"\u001b[91m185: Guess: $481.00 Truth: $613.45 Error: $132.45 SLE: 0.06 Item: Armordillo USA 7168466 AR Pre-Runner Sty...\u001b[0m\n",
"\u001b[91m186: Guess: $400.00 Truth: $192.40 Error: $207.60 SLE: 0.53 Item: HP Z240 Workstation SFF Desktop PC, Inte...\u001b[0m\n",
"\u001b[91m187: Guess: $399.00 Truth: $549.00 Error: $150.00 SLE: 0.10 Item: Twotrees CNC Router Machine, 3-Axis CNC ...\u001b[0m\n",
"\u001b[91m188: Guess: $289.00 Truth: $372.82 Error: $83.82 SLE: 0.06 Item: MSI Gaming GeForce RTX 2060 6GB GDRR6 19...\u001b[0m\n",
"\u001b[91m189: Guess: $899.00 Truth: $742.00 Error: $157.00 SLE: 0.04 Item: Elinchrom Indirect Litemotiv Octa Softbo...\u001b[0m\n",
"\u001b[91m190: Guess: $160.00 Truth: $114.98 Error: $45.02 SLE: 0.11 Item: Vintage Foundry Co. Wilfred Men’s Fashio...\u001b[0m\n",
"\u001b[91m191: Guess: $250.00 Truth: $130.00 Error: $120.00 SLE: 0.42 Item: Jawa Fashion 10K Yellow Gold Men Women's...\u001b[0m\n",
"\u001b[92m192: Guess: $80.00 Truth: $64.99 Error: $15.01 SLE: 0.04 Item: Gourmia GCM6850 Automatic Digital Cold B...\u001b[0m\n",
"\u001b[91m193: Guess: $481.00 Truth: $243.34 Error: $237.66 SLE: 0.46 Item: Lenovo ThinkStation P300 Small Form Desk...\u001b[0m\n",
"\u001b[92m194: Guess: $60.00 Truth: $48.00 Error: $12.00 SLE: 0.05 Item: Speedo Men's Xtra Life Lycra Fractal Poi...\u001b[0m\n",
"\u001b[91m195: Guess: $350.00 Truth: $190.99 Error: $159.01 SLE: 0.36 Item: Valmont Professional Energy Ritual Prime...\u001b[0m\n",
"\u001b[92m196: Guess: $149.00 Truth: $143.64 Error: $5.36 SLE: 0.00 Item: Lucida Surfaces Luxury Vinyl Floor Tiles...\u001b[0m\n",
"\u001b[91m197: Guess: $479.00 Truth: $968.99 Error: $489.99 SLE: 0.49 Item: AmScope 7X-45X Black Trinocular Stereo Z...\u001b[0m\n",
"\u001b[92m198: Guess: $29.00 Truth: $17.99 Error: $11.01 SLE: 0.21 Item: Chen Miranda Great Dane Dog Double-Sided...\u001b[0m\n",
"\u001b[91m199: Guess: $80.00 Truth: $162.99 Error: $82.99 SLE: 0.50 Item: TOREAD CCP420 Pool Filter Replaces Penta...\u001b[0m\n",
"\u001b[91m200: Guess: $399.00 Truth: $135.99 Error: $263.01 SLE: 1.15 Item: 4K Night Vision Goggles, 4.5'' Large Scr...\u001b[0m\n",
"\u001b[91m201: Guess: $479.00 Truth: $829.00 Error: $350.00 SLE: 0.30 Item: Scubapro Seahawk2 BCD with Balanced Infl...\u001b[0m\n",
"\u001b[93m202: Guess: $499.00 Truth: $466.89 Error: $32.11 SLE: 0.00 Item: OSP Home Furnishings Country Meadows L-S...\u001b[0m\n",
"\u001b[91m203: Guess: $795.00 Truth: $729.99 Error: $65.01 SLE: 0.01 Item: Dell U4320Q 43 Inch 2160p 4K UltraSharp,...\u001b[0m\n",
"\u001b[92m204: Guess: $50.00 Truth: $56.00 Error: $6.00 SLE: 0.01 Item: SOUL Naturalizer Women's, Sing 2 Thong S...\u001b[0m\n",
"\u001b[92m205: Guess: $250.00 Truth: $234.95 Error: $15.05 SLE: 0.00 Item: Dakine D.100.4761.964.OS Concourse Hards...\u001b[0m\n",
"\u001b[93m206: Guess: $80.00 Truth: $119.99 Error: $39.99 SLE: 0.16 Item: Maxzzz 4 Inch Memory Foam Mattress Toppe...\u001b[0m\n",
"\u001b[91m207: Guess: $679.00 Truth: $329.95 Error: $349.05 SLE: 0.52 Item: Diamond2Deal Platinum 2mm Half-Round Wed...\u001b[0m\n",
"\u001b[91m208: Guess: $199.00 Truth: $244.99 Error: $45.99 SLE: 0.04 Item: Good Directions Blue Heron Weathervane, ...\u001b[0m\n",
"\u001b[91m209: Guess: $450.00 Truth: $650.00 Error: $200.00 SLE: 0.13 Item: DY'ON Anatomic Bridle, Brown\u001b[0m\n",
"\u001b[91m210: Guess: $450.00 Truth: $899.00 Error: $449.00 SLE: 0.48 Item: LifeYard 46\" Steel Square Picnic Table,E...\u001b[0m\n",
"\u001b[92m211: Guess: $24.00 Truth: $22.99 Error: $1.01 SLE: 0.00 Item: Women’s Corgi And Pizza Printed Zip Wall...\u001b[0m\n",
"\u001b[91m212: Guess: $819.00 Truth: $875.96 Error: $56.96 SLE: 0.00 Item: Power Stop KC2443-36 Front & Rear Z36 Tr...\u001b[0m\n",
"\u001b[91m213: Guess: $450.00 Truth: $328.37 Error: $121.63 SLE: 0.10 Item: Progressive Furniture Midori Counter Tab...\u001b[0m\n",
"\u001b[93m214: Guess: $180.00 Truth: $200.53 Error: $20.53 SLE: 0.01 Item: Genuine Hyundai 92101-1R010 Left-Hand He...\u001b[0m\n",
"\u001b[91m215: Guess: $199.00 Truth: $329.00 Error: $130.00 SLE: 0.25 Item: HP 2021 Chromebook 14 Inch FHD 1080P Lap...\u001b[0m\n",
"\u001b[91m216: Guess: $45.00 Truth: $146.93 Error: $101.93 SLE: 1.36 Item: Medi-Pak Performance Conforming Gauze Ba...\u001b[0m\n",
"\u001b[92m217: Guess: $45.00 Truth: $63.00 Error: $18.00 SLE: 0.11 Item: I Dig Crystals Angelite Bracelet Boutiqu...\u001b[0m\n",
"\u001b[91m218: Guess: $399.00 Truth: $357.00 Error: $42.00 SLE: 0.01 Item: Dell P2721Q 27 Inch 4K FHD, IP Ultra-Thi...\u001b[0m\n",
"\u001b[92m219: Guess: $79.00 Truth: $61.99 Error: $17.01 SLE: 0.06 Item: 20 Pc Set Pack Blu-MOL Xtreme Bi Metal R...\u001b[0m\n",
"\u001b[91m220: Guess: $399.00 Truth: $296.99 Error: $102.01 SLE: 0.09 Item: Twin Over Twin Bunk Beds with 2 Drawers ...\u001b[0m\n",
"\u001b[91m221: Guess: $199.00 Truth: $335.00 Error: $136.00 SLE: 0.27 Item: Drill Bit Sharpener Tormek DBS-22 - The ...\u001b[0m\n",
"\u001b[91m222: Guess: $25.00 Truth: $284.00 Error: $259.00 SLE: 5.73 Item: Lenovo ThinkServer 4GB DDR3L-1600MHz (1R...\u001b[0m\n",
"\u001b[91m223: Guess: $699.00 Truth: $770.99 Error: $71.99 SLE: 0.01 Item: Recessed Wall Ventless Bio Ethanol Firep...\u001b[0m\n",
"\u001b[91m224: Guess: $250.00 Truth: $350.41 Error: $100.41 SLE: 0.11 Item: Garage-Pro Rear Step Bumper Compatible w...\u001b[0m\n",
"\u001b[91m225: Guess: $600.00 Truth: $254.99 Error: $345.01 SLE: 0.73 Item: Dell 7050 SFF Desktop Intel i7-6700 UP t...\u001b[0m\n",
"\u001b[92m226: Guess: $75.00 Truth: $92.50 Error: $17.50 SLE: 0.04 Item: Barski - European Glass -Crystalline - V...\u001b[0m\n",
"\u001b[92m227: Guess: $175.00 Truth: $157.99 Error: $17.01 SLE: 0.01 Item: Lutema Platinum Bulb for JVC LX-WX50 Pro...\u001b[0m\n",
"\u001b[91m228: Guess: $599.00 Truth: $323.19 Error: $275.81 SLE: 0.38 Item: Outdoor Research Men's Skyward Jacket\u001b[0m\n",
"\u001b[93m229: Guess: $99.00 Truth: $123.19 Error: $24.19 SLE: 0.05 Item: Jensen Speaker, Green, 8-Inch (P8R8)\u001b[0m\n",
"\u001b[91m230: Guess: $399.00 Truth: $150.99 Error: $248.01 SLE: 0.94 Item: Peora Solid 14K White Gold Peridot and D...\u001b[0m\n",
"\u001b[92m231: Guess: $25.00 Truth: $17.99 Error: $7.01 SLE: 0.10 Item: FLNA Nail Kit Ingrown Toenail Clippers T...\u001b[0m\n",
"\u001b[91m232: Guess: $99.00 Truth: $160.00 Error: $61.00 SLE: 0.23 Item: J JINPEI Heated Thermal Underwear for Me...\u001b[0m\n",
"\u001b[93m233: Guess: $90.00 Truth: $120.89 Error: $30.89 SLE: 0.09 Item: Eureka Lightweight Powerful Upright Vacu...\u001b[0m\n",
"\u001b[92m234: Guess: $899.00 Truth: $900.00 Error: $1.00 SLE: 0.00 Item: Lexmark CX510DE Color Multifunction - Pr...\u001b[0m\n",
"\u001b[92m235: Guess: $24.00 Truth: $16.90 Error: $7.10 SLE: 0.11 Item: Vermont SKI Mountains Winter Sport Famil...\u001b[0m\n",
"\u001b[91m236: Guess: $400.00 Truth: $349.95 Error: $50.05 SLE: 0.02 Item: Rough Country 6\" Loaded N3 Lifted Struts...\u001b[0m\n",
"\u001b[93m237: Guess: $24.00 Truth: $45.99 Error: $21.99 SLE: 0.40 Item: Schwinn Thrasher Adult Lightweight Bike ...\u001b[0m\n",
"\u001b[93m238: Guess: $60.00 Truth: $92.15 Error: $32.15 SLE: 0.18 Item: Creative Co-Op Round Framed Decor with V...\u001b[0m\n",
"\u001b[91m239: Guess: $159.00 Truth: $279.00 Error: $120.00 SLE: 0.31 Item: 2TB NVME PCle Gen 5 (5x4) SSD E26 Speed ...\u001b[0m\n",
"\u001b[91m240: Guess: $549.00 Truth: $245.99 Error: $303.01 SLE: 0.64 Item: FEELWORLD LIVEPRO L1 4 x HDMI Inputs Mul...\u001b[0m\n",
"\u001b[91m241: Guess: $299.00 Truth: $609.98 Error: $310.98 SLE: 0.51 Item: GForce Portable Dual Motor 1500 Watt Who...\u001b[0m\n",
"\u001b[93m242: Guess: $249.00 Truth: $228.95 Error: $20.05 SLE: 0.01 Item: B&M 11314 Differential Cover\u001b[0m\n",
"\u001b[91m243: Guess: $799.00 Truth: $990.43 Error: $191.43 SLE: 0.05 Item: Minn Kota 1358733 PowerDrive Freshwater ...\u001b[0m\n",
"\u001b[91m244: Guess: $299.00 Truth: $536.50 Error: $237.50 SLE: 0.34 Item: Amazon Brand – Rivet Charlotte Mid-Centu...\u001b[0m\n",
"\u001b[91m245: Guess: $25.00 Truth: $225.00 Error: $200.00 SLE: 4.68 Item: Horse First Supplements RelaxMe\u001b[0m\n",
"\u001b[91m246: Guess: $190.00 Truth: $283.83 Error: $93.83 SLE: 0.16 Item: Sherman Replacement Part Compatible with...\u001b[0m\n",
"\u001b[91m247: Guess: $175.00 Truth: $464.89 Error: $289.89 SLE: 0.95 Item: Putco Pop Up Locker Rails Fits Chevy Sil...\u001b[0m\n",
"\u001b[92m248: Guess: $300.00 Truth: $291.99 Error: $8.01 SLE: 0.00 Item: Pertronix D131800 Flame-Thrower Plug and...\u001b[0m\n",
"\u001b[91m249: Guess: $399.00 Truth: $349.00 Error: $50.00 SLE: 0.02 Item: Powerblanket EH0304 Ground Thawing Blank...\u001b[0m\n",
"\u001b[91m250: Guess: $269.00 Truth: $209.99 Error: $59.01 SLE: 0.06 Item: PAOLFOX 4 Piece Patio Porch Furniture Se...\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": null,
"id": "38c882fd-fc7b-4c01-af89-77229ef10d1d",
"metadata": {},
"outputs": [],
"source": [
"runner.title = \"GPT-4o Frontier 2024-08-06\"\n",
"runner.report()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "c43e2865-ac54-4ea8-9d2c-bbbeedf89029",
"metadata": {},
"outputs": [],
"source": [
"def frontier_predictor(item):\n",
" response = openai.chat.completions.create(\n",
" model=\"gpt-4o-2024-08-06\", \n",
" messages=messages_for(item),\n",
" seed=42,\n",
" max_tokens=6\n",
" )\n",
" reply = response.choices[0].message.content\n",
" return get_price(reply)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "4bf517b2-9a7e-4def-93ba-f728f16d91e2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[93m1: Guess: $195.00 Truth: $225.66 Error: $30.66 SLE: 0.02 Item: Generation Lighting 6639003-962 Three Li...\u001b[0m\n",
"\u001b[92m2: Guess: $85.00 Truth: $82.99 Error: $2.01 SLE: 0.00 Item: Paradise Found Men's Bamboo Paradise Shi...\u001b[0m\n",
"\u001b[91m3: Guess: $850.00 Truth: $799.99 Error: $50.01 SLE: 0.00 Item: Dell Latitude 3420 3000 14\" FHD IPS (Int...\u001b[0m\n",
"\u001b[91m4: Guess: $290.00 Truth: $419.66 Error: $129.66 SLE: 0.14 Item: Delta Faucet T17T238-RB Lahara Tempassur...\u001b[0m\n",
"\u001b[91m5: Guess: $42.00 Truth: $116.94 Error: $74.94 SLE: 1.02 Item: 1 3/4\" Smooth A153-D HOT DIP Coil Roofin...\u001b[0m\n",
"\u001b[91m6: Guess: $250.00 Truth: $666.30 Error: $416.30 SLE: 0.96 Item: TOTO TLG02307U#CP Single Handle Vessel B...\u001b[0m\n",
"\u001b[93m7: Guess: $220.00 Truth: $191.99 Error: $28.01 SLE: 0.02 Item: DELSEY Paris Chatelet 2.0 Weekender Trav...\u001b[0m\n",
"\u001b[93m8: Guess: $215.00 Truth: $243.53 Error: $28.53 SLE: 0.02 Item: Yellow Jacket 46010 Brute II 4-Valve Man...\u001b[0m\n",
"\u001b[92m9: Guess: $80.00 Truth: $89.64 Error: $9.64 SLE: 0.01 Item: éS Stylus Mid\u001b[0m\n",
"\u001b[91m10: Guess: $309.00 Truth: $458.56 Error: $149.56 SLE: 0.15 Item: Lokar ATS6727BN Nostalgia Black 16\" Auto...\u001b[0m\n",
"\u001b[91m11: Guess: $599.00 Truth: $399.00 Error: $200.00 SLE: 0.16 Item: T654DN Mono Laser Printer\u001b[0m\n",
"\u001b[92m12: Guess: $5.00 Truth: $5.48 Error: $0.48 SLE: 0.01 Item: Orbit 54492 Plastic Shrub Adapter, Pack ...\u001b[0m\n",
"\u001b[91m13: Guess: $269.00 Truth: $350.00 Error: $81.00 SLE: 0.07 Item: Fabulous-Furs Donna Salyers Faux-Fur Thr...\u001b[0m\n",
"\u001b[92m14: Guess: $300.00 Truth: $316.00 Error: $16.00 SLE: 0.00 Item: Waterford Lismore 6.5\" Large Clock\u001b[0m\n",
"\u001b[92m15: Guess: $36.00 Truth: $37.95 Error: $1.95 SLE: 0.00 Item: WORLDS BEST CABLES 6 Foot RCA Cable Pair...\u001b[0m\n",
"\u001b[92m16: Guess: $74.00 Truth: $78.97 Error: $4.97 SLE: 0.00 Item: Design Toscano KY50094 Lion and Lioness ...\u001b[0m\n",
"\u001b[91m17: Guess: $399.00 Truth: $512.00 Error: $113.00 SLE: 0.06 Item: CGOLDENWALL New Automatic Seeds Counter ...\u001b[0m\n",
"\u001b[91m18: Guess: $279.00 Truth: $445.31 Error: $166.31 SLE: 0.22 Item: Metabo HPT Coil Siding Nailer, Siding Na...\u001b[0m\n",
"\u001b[91m19: Guess: $122.00 Truth: $72.62 Error: $49.38 SLE: 0.26 Item: Allied Brass RD-72/36-ORB 36-Inch Double...\u001b[0m\n",
"\u001b[91m20: Guess: $258.00 Truth: $846.33 Error: $588.33 SLE: 1.40 Item: Arnott C-2518 Coil Spring Conversion Kit\u001b[0m\n",
"\u001b[91m21: Guess: $250.00 Truth: $210.00 Error: $40.00 SLE: 0.03 Item: Columbia Men's Patrol Parka\u001b[0m\n",
"\u001b[93m22: Guess: $50.00 Truth: $75.00 Error: $25.00 SLE: 0.16 Item: SRW Laboratories Skl¹ Mobility | Joint S...\u001b[0m\n",
"\u001b[93m23: Guess: $199.00 Truth: $163.99 Error: $35.01 SLE: 0.04 Item: SHA CERLIN Queen Size Bed Frame with Woo...\u001b[0m\n",
"\u001b[91m24: Guess: $109.00 Truth: $200.95 Error: $91.95 SLE: 0.37 Item: AmGood 18\" x 30\" Stainless Steel Work Ta...\u001b[0m\n",
"\u001b[92m25: Guess: $153.00 Truth: $172.32 Error: $19.32 SLE: 0.01 Item: Detroit Axle - Brake Kit for 2005 Subaru...\u001b[0m\n",
"\u001b[93m26: Guess: $25.00 Truth: $56.99 Error: $31.99 SLE: 0.64 Item: XCCOCO Hair Dark Brown Straight Lace Clo...\u001b[0m\n",
"\u001b[92m27: Guess: $75.00 Truth: $56.27 Error: $18.73 SLE: 0.08 Item: DEWALT Accessory Socket Set, 15-Piece (D...\u001b[0m\n",
"\u001b[91m28: Guess: $479.00 Truth: $699.99 Error: $220.99 SLE: 0.14 Item: ExpertPower 3000W Pure Sine Wave Inverte...\u001b[0m\n",
"\u001b[93m29: Guess: $25.00 Truth: $49.00 Error: $24.00 SLE: 0.43 Item: High Grade Multi-Coated, Multi-Threaded,...\u001b[0m\n",
"\u001b[91m30: Guess: $550.00 Truth: $210.00 Error: $340.00 SLE: 0.92 Item: CHOW SANG SANG 999 24K Solid Gold Monkey...\u001b[0m\n",
"\u001b[93m31: Guess: $160.00 Truth: $125.67 Error: $34.33 SLE: 0.06 Item: BUD Industries NBA-10172 Style A Plastic...\u001b[0m\n",
"\u001b[93m32: Guess: $74.00 Truth: $38.97 Error: $35.03 SLE: 0.40 Item: Healthycell Focus + Recall, Brain Boost ...\u001b[0m\n",
"\u001b[91m33: Guess: $329.00 Truth: $269.99 Error: $59.01 SLE: 0.04 Item: Outdoor Storage Shed 6 x 4 Feet Utility ...\u001b[0m\n",
"\u001b[92m34: Guess: $85.00 Truth: $72.98 Error: $12.02 SLE: 0.02 Item: 2\" Boring Head R8 Shank Holder Boring He...\u001b[0m\n",
"\u001b[91m35: Guess: $799.00 Truth: $562.49 Error: $236.51 SLE: 0.12 Item: FMF Factory 4.1 RCT Slip-On Exhaust (Blu...\u001b[0m\n",
"\u001b[91m36: Guess: $180.00 Truth: $232.72 Error: $52.72 SLE: 0.07 Item: R&L Racing Black Heavy Duty Bull Bar Bru...\u001b[0m\n",
"\u001b[92m37: Guess: $50.00 Truth: $65.99 Error: $15.99 SLE: 0.07 Item: DOGENKE 26 PCS Alphabet Lore Plush Toy,P...\u001b[0m\n",
"\u001b[93m38: Guess: $160.00 Truth: $188.23 Error: $28.23 SLE: 0.03 Item: Cubitron II Scotch-Brite EXL Unitized Wh...\u001b[0m\n",
"\u001b[91m39: Guess: $699.00 Truth: $569.24 Error: $129.76 SLE: 0.04 Item: Zuri Furniture Gates Genuine Leather Alu...\u001b[0m\n",
"\u001b[92m40: Guess: $8.00 Truth: $4.99 Error: $3.01 SLE: 0.17 Item: Anjusok Camera Protective Lens Screen Pr...\u001b[0m\n",
"\u001b[92m41: Guess: $5.00 Truth: $5.94 Error: $0.94 SLE: 0.02 Item: 3M Mounting Tape, 03410, 1/2 in x 75 in\u001b[0m\n",
"\u001b[91m42: Guess: $300.00 Truth: $246.99 Error: $53.01 SLE: 0.04 Item: Power Stop KOE8268 Autospecialty Front a...\u001b[0m\n",
"\u001b[91m43: Guess: $450.00 Truth: $521.47 Error: $71.47 SLE: 0.02 Item: Corning PC-220 Hot Plate/Stirrer, 110V/6...\u001b[0m\n",
"\u001b[91m44: Guess: $220.00 Truth: $303.57 Error: $83.57 SLE: 0.10 Item: Detroit Axle - Brake Kit for 2010 2011 F...\u001b[0m\n",
"\u001b[91m45: Guess: $380.00 Truth: $124.45 Error: $255.55 SLE: 1.23 Item: ICE CARATS 10k Yellow Gold Citrine Birth...\u001b[0m\n",
"\u001b[91m46: Guess: $299.00 Truth: $379.99 Error: $80.99 SLE: 0.06 Item: WAVESTORM 8ft Junior Stand Up Paddleboar...\u001b[0m\n",
"\u001b[92m47: Guess: $57.00 Truth: $73.21 Error: $16.21 SLE: 0.06 Item: Pelz Golf DP4011 Truth Putting Board, 3'...\u001b[0m\n",
"\u001b[92m48: Guess: $45.00 Truth: $42.99 Error: $2.01 SLE: 0.00 Item: ScudoPro Nicaragua Flag Short Sleeve Cyc...\u001b[0m\n",
"\u001b[91m49: Guess: $120.00 Truth: $269.00 Error: $149.00 SLE: 0.64 Item: SUMBIN Commercial Heavy Duty Mortise Loc...\u001b[0m\n",
"\u001b[91m50: Guess: $54.00 Truth: $116.90 Error: $62.90 SLE: 0.58 Item: Ore International LB-1713 LB-1713 Plant ...\u001b[0m\n",
"\u001b[93m51: Guess: $25.00 Truth: $0.82 Error: $24.18 SLE: 7.07 Item: Fashion Bracelet Necklaces for Women Men...\u001b[0m\n",
"\u001b[92m52: Guess: $53.00 Truth: $52.12 Error: $0.88 SLE: 0.00 Item: FoxFarm Fox Farm FX14071 1-Gallon Bushdo...\u001b[0m\n",
"\u001b[91m53: Guess: $240.00 Truth: $598.12 Error: $358.12 SLE: 0.83 Item: KOHLER 26293-BL Statement 12 Inch Single...\u001b[0m\n",
"\u001b[92m54: Guess: $52.00 Truth: $49.95 Error: $2.05 SLE: 0.00 Item: Seeking Health Optimal Prenatal Powder, ...\u001b[0m\n",
"\u001b[91m55: Guess: $350.00 Truth: $469.99 Error: $119.99 SLE: 0.09 Item: Covercraft Custom Fit Car Cover for Ford...\u001b[0m\n",
"\u001b[92m56: Guess: $250.00 Truth: $237.47 Error: $12.53 SLE: 0.00 Item: AlphaRex (650020) 09-14 Ford F-150 (Excl...\u001b[0m\n",
"\u001b[92m57: Guess: $129.00 Truth: $127.88 Error: $1.12 SLE: 0.00 Item: Marmot Ironwood 30 degree Down Lightweig...\u001b[0m\n",
"\u001b[91m58: Guess: $750.00 Truth: $859.00 Error: $109.00 SLE: 0.02 Item: HP 17.3\" IPS Laptop, Intel Iris Xe Graph...\u001b[0m\n",
"\u001b[92m59: Guess: $598.00 Truth: $580.95 Error: $17.05 SLE: 0.00 Item: Gibson 65510 Super Truck Stainless Dual ...\u001b[0m\n",
"\u001b[91m60: Guess: $899.00 Truth: $684.18 Error: $214.82 SLE: 0.07 Item: August Schwer Cuckoo Clock Owl, Bird, Ne...\u001b[0m\n",
"\u001b[91m61: Guess: $240.00 Truth: $167.39 Error: $72.61 SLE: 0.13 Item: SMARTLINER Custom Fit 3 Row Liner Set Co...\u001b[0m\n",
"\u001b[91m62: Guess: $460.00 Truth: $418.00 Error: $42.00 SLE: 0.01 Item: Alexander Taron Importer 0-463 Christian...\u001b[0m\n",
"\u001b[91m63: Guess: $279.00 Truth: $217.00 Error: $62.00 SLE: 0.06 Item: Signature Design by Ashley Visola Outdoo...\u001b[0m\n",
"\u001b[92m64: Guess: $30.00 Truth: $28.95 Error: $1.05 SLE: 0.00 Item: ToBeInStyle Women's Long Sleeve Zip-Up a...\u001b[0m\n",
"\u001b[91m65: Guess: $45.00 Truth: $90.66 Error: $45.66 SLE: 0.48 Item: Renzexs 1620634 Storage Tray with Charge...\u001b[0m\n",
"\u001b[91m66: Guess: $299.00 Truth: $456.28 Error: $157.28 SLE: 0.18 Item: Pavement Ends by Bestop 51148-15 Black D...\u001b[0m\n",
"\u001b[92m67: Guess: $499.00 Truth: $489.99 Error: $9.01 SLE: 0.00 Item: ASUS 2022 VivoBook 15 15.6\" FHD Touchscr...\u001b[0m\n",
"\u001b[93m68: Guess: $180.00 Truth: $203.99 Error: $23.99 SLE: 0.02 Item: Continental PureContact LS All_Season Ra...\u001b[0m\n",
"\u001b[93m69: Guess: $25.00 Truth: $45.99 Error: $20.99 SLE: 0.35 Item: Tractor Mirror Head 5126233 Fits Fiat 66...\u001b[0m\n",
"\u001b[91m70: Guess: $95.00 Truth: $136.99 Error: $41.99 SLE: 0.13 Item: The ROP Shop Compatible Power Pressure W...\u001b[0m\n",
"\u001b[91m71: Guess: $145.00 Truth: $196.99 Error: $51.99 SLE: 0.09 Item: ZUIBESCHOS Chunky Knit Blanket Soft Warm...\u001b[0m\n",
"\u001b[91m72: Guess: $400.00 Truth: $468.98 Error: $68.98 SLE: 0.03 Item: Acer Aspire 5 15.6\" FHD Intel i3-7100U 2...\u001b[0m\n",
"\u001b[93m73: Guess: $29.00 Truth: $50.99 Error: $21.99 SLE: 0.30 Item: PROYA Skincare Collagen Peptides Face Mo...\u001b[0m\n",
"\u001b[93m74: Guess: $175.00 Truth: $149.88 Error: $25.12 SLE: 0.02 Item: Antiqued Eagle Head Ring, Sterling Silve...\u001b[0m\n",
"\u001b[93m75: Guess: $109.00 Truth: $86.97 Error: $22.03 SLE: 0.05 Item: Hitachi 13367 2-1/4-Inch x 0.092-Inch Fu...\u001b[0m\n",
"\u001b[93m76: Guess: $129.00 Truth: $164.99 Error: $35.99 SLE: 0.06 Item: Kelly Kettle Ultimate Scout Kit 41 oz. S...\u001b[0m\n",
"\u001b[91m77: Guess: $399.00 Truth: $459.00 Error: $60.00 SLE: 0.02 Item: Saddlemen Step-Up LS 806-04-172\u001b[0m\n",
"\u001b[92m78: Guess: $80.00 Truth: $72.99 Error: $7.01 SLE: 0.01 Item: GYMAX Tanning Chair, Beach Lounge Chair ...\u001b[0m\n",
"\u001b[91m79: Guess: $399.00 Truth: $549.00 Error: $150.00 SLE: 0.10 Item: Enginetech AFM DOD Remove KIT Compatible...\u001b[0m\n",
"\u001b[92m80: Guess: $125.00 Truth: $110.69 Error: $14.31 SLE: 0.01 Item: MELLCOM Wood Wall Storage Cabinet with T...\u001b[0m\n",
"\u001b[91m81: Guess: $280.00 Truth: $236.15 Error: $43.85 SLE: 0.03 Item: Rear Air Suspension Shock Struts Compati...\u001b[0m\n",
"\u001b[92m82: Guess: $3.00 Truth: $1.43 Error: $1.57 SLE: 0.25 Item: Zoo Med Laboratories AZMBB8 Pleco Banque...\u001b[0m\n",
"\u001b[92m83: Guess: $250.00 Truth: $255.00 Error: $5.00 SLE: 0.00 Item: Cubii JR1 Bundles, Under Desk Elliptical...\u001b[0m\n",
"\u001b[91m84: Guess: $619.00 Truth: $245.48 Error: $373.52 SLE: 0.85 Item: Parco Scientific 50-CXTT Trinocular Comp...\u001b[0m\n",
"\u001b[92m85: Guess: $95.00 Truth: $87.48 Error: $7.52 SLE: 0.01 Item: Sera O-nip Nature 3.1 lb.\u001b[0m\n",
"\u001b[92m86: Guess: $80.00 Truth: $67.96 Error: $12.04 SLE: 0.03 Item: ESP 66\" Sportsman Expedition Sled - Incl...\u001b[0m\n",
"\u001b[92m87: Guess: $12.00 Truth: $8.99 Error: $3.01 SLE: 0.07 Item: IMPRESA [2-Pack] Drill Dust Collector fo...\u001b[0m\n",
"\u001b[91m88: Guess: $215.00 Truth: $257.44 Error: $42.44 SLE: 0.03 Item: For Mercedes Benz Sprinter 2500 3500 Hea...\u001b[0m\n",
"\u001b[91m89: Guess: $320.00 Truth: $419.29 Error: $99.29 SLE: 0.07 Item: Abbey Avenue Millie Accent Chair in in, ...\u001b[0m\n",
"\u001b[92m90: Guess: $45.00 Truth: $55.00 Error: $10.00 SLE: 0.04 Item: Artist Unknown 1.2m 4ft Compatible with ...\u001b[0m\n",
"\u001b[92m91: Guess: $28.00 Truth: $25.75 Error: $2.25 SLE: 0.01 Item: Cash Acme 22397-0000LF VR-801 Vacuum Rel...\u001b[0m\n",
"\u001b[93m92: Guess: $54.00 Truth: $26.59 Error: $27.41 SLE: 0.48 Item: A-Premium Power Steering Pressure Line H...\u001b[0m\n",
"\u001b[91m93: Guess: $175.00 Truth: $912.99 Error: $737.99 SLE: 2.71 Item: Bandai Tamashii Nations Saint Cloth Myth...\u001b[0m\n",
"\u001b[91m94: Guess: $489.00 Truth: $529.99 Error: $40.99 SLE: 0.01 Item: YITAHOME Electric Power Lift Recliner Ch...\u001b[0m\n",
"\u001b[91m95: Guess: $249.00 Truth: $188.38 Error: $60.62 SLE: 0.08 Item: Front Buckets Seats, CalTrend DuraPlus S...\u001b[0m\n",
"\u001b[91m96: Guess: $550.00 Truth: $275.95 Error: $274.05 SLE: 0.47 Item: Arctic Cat 2004-2009 Atv 500 Auto Trans ...\u001b[0m\n",
"\u001b[91m97: Guess: $450.00 Truth: $349.99 Error: $100.01 SLE: 0.06 Item: Dell Inspiron i5547-15001sLV 15.6-Inch T...\u001b[0m\n",
"\u001b[91m98: Guess: $25.00 Truth: $71.99 Error: $46.99 SLE: 1.07 Item: Deconovo Table Cloth Pad 1.5mm Thick 42 ...\u001b[0m\n",
"\u001b[93m99: Guess: $324.00 Truth: $360.99 Error: $36.99 SLE: 0.01 Item: MBI AUTO - Painted to Match, Front Bumpe...\u001b[0m\n",
"\u001b[91m100: Guess: $399.00 Truth: $332.00 Error: $67.00 SLE: 0.03 Item: Rhino-Rack Roof Rack Compatible with Jee...\u001b[0m\n",
"\u001b[91m101: Guess: $130.00 Truth: $184.59 Error: $54.59 SLE: 0.12 Item: NAHANCO K30 Three Roll Poly Bag Dispense...\u001b[0m\n",
"\u001b[92m102: Guess: $149.00 Truth: $154.95 Error: $5.95 SLE: 0.00 Item: Naot Footwear Women's Cymbal Sandal\u001b[0m\n",
"\u001b[91m103: Guess: $135.00 Truth: $177.09 Error: $42.09 SLE: 0.07 Item: CST CSE-C16-3 Coil Spring Spacer (3\" s -...\u001b[0m\n",
"\u001b[91m104: Guess: $56.00 Truth: $147.48 Error: $91.48 SLE: 0.92 Item: 3M Automotive Refinish Masking Tape, 066...\u001b[0m\n",
"\u001b[92m105: Guess: $290.00 Truth: $283.50 Error: $6.50 SLE: 0.00 Item: Howard Elliott Collection Carlton Oval M...\u001b[0m\n",
"\u001b[93m106: Guess: $85.00 Truth: $115.99 Error: $30.99 SLE: 0.09 Item: Saint Seiya Saint Cloth Myth New Cygnus\u001b[0m\n",
"\u001b[91m107: Guess: $175.00 Truth: $236.98 Error: $61.98 SLE: 0.09 Item: Evonavi |2GB+32GB| Car Radio for Jeep Wr...\u001b[0m\n",
"\u001b[93m108: Guess: $142.00 Truth: $118.78 Error: $23.22 SLE: 0.03 Item: Dorman 602-508AS Windshield Wiper Motor ...\u001b[0m\n",
"\u001b[92m109: Guess: $199.00 Truth: $217.75 Error: $18.75 SLE: 0.01 Item: WEN LA3421 3.2-Amp 8-Inch by 13-Inch Var...\u001b[0m\n",
"\u001b[91m110: Guess: $399.00 Truth: $319.00 Error: $80.00 SLE: 0.05 Item: Universal Audio UAFX Golden Reverb Pedal\u001b[0m\n",
"\u001b[93m111: Guess: $60.00 Truth: $34.99 Error: $25.01 SLE: 0.28 Item: Luxe Fur Throw Pillows for Couch and Bed...\u001b[0m\n",
"\u001b[91m112: Guess: $240.00 Truth: $195.99 Error: $44.01 SLE: 0.04 Item: Dheridy 180% Density 13x6 30 Inch 613 La...\u001b[0m\n",
"\u001b[91m113: Guess: $699.00 Truth: $575.07 Error: $123.93 SLE: 0.04 Item: ASUS ROG Swift 360Hz PG259QN 24.5” HDR G...\u001b[0m\n",
"\u001b[91m114: Guess: $319.00 Truth: $489.95 Error: $170.95 SLE: 0.18 Item: Rough Country 3\" Lift Kit w/N3 Shocks fo...\u001b[0m\n",
"\u001b[91m115: Guess: $290.00 Truth: $430.89 Error: $140.89 SLE: 0.16 Item: Le Pera Cobra Pleated Seat LK-079PT\u001b[0m\n",
"\u001b[92m116: Guess: $240.00 Truth: $255.99 Error: $15.99 SLE: 0.00 Item: ACANII - For Blk 1999-2004 Jeep Grand Ch...\u001b[0m\n",
"\u001b[91m117: Guess: $550.00 Truth: $700.00 Error: $150.00 SLE: 0.06 Item: Apple MacBook Pro MGXA2LL/A 15-Inch Lapt...\u001b[0m\n",
"\u001b[92m118: Guess: $48.00 Truth: $50.99 Error: $2.99 SLE: 0.00 Item: IDIFU Women's IN2 Pedazo Dress Shoes Low...\u001b[0m\n",
"\u001b[91m119: Guess: $450.00 Truth: $708.00 Error: $258.00 SLE: 0.20 Item: Extreme Dimensions Compatible with 2018-...\u001b[0m\n",
"\u001b[92m120: Guess: $5.00 Truth: $2.49 Error: $2.51 SLE: 0.29 Item: Pink Banana Jumbo Winter Squash Garden S...\u001b[0m\n",
"\u001b[93m121: Guess: $340.00 Truth: $367.95 Error: $27.95 SLE: 0.01 Item: Pelican 1610 Case With Padded Dividers (...\u001b[0m\n",
"\u001b[93m122: Guess: $199.00 Truth: $178.61 Error: $20.39 SLE: 0.01 Item: Fluke 80PK-3A Surface Probe\u001b[0m\n",
"\u001b[91m123: Guess: $199.00 Truth: $277.54 Error: $78.54 SLE: 0.11 Item: WECO Tiny Compact Undersink Reverse Osmo...\u001b[0m\n",
"\u001b[91m124: Guess: $80.00 Truth: $252.99 Error: $172.99 SLE: 1.31 Item: Magic The Gathering - MTG: Mirrodin Besi...\u001b[0m\n",
"\u001b[91m125: Guess: $131.00 Truth: $201.98 Error: $70.98 SLE: 0.19 Item: Pair of 2 SunF Warrior AT 25x10-12 ATV U...\u001b[0m\n",
"\u001b[91m126: Guess: $220.00 Truth: $566.50 Error: $346.50 SLE: 0.89 Item: Nike Mens Air Jordan 6 Retro Low Seahawk...\u001b[0m\n",
"\u001b[93m127: Guess: $175.00 Truth: $152.00 Error: $23.00 SLE: 0.02 Item: Millennium Chess Genius Pro Electronic C...\u001b[0m\n",
"\u001b[91m128: Guess: $400.00 Truth: $811.14 Error: $411.14 SLE: 0.50 Item: Fabtech FTS21061BK Suspension Lift Kit C...\u001b[0m\n",
"\u001b[91m129: Guess: $349.00 Truth: $299.99 Error: $49.01 SLE: 0.02 Item: Ibanez Performance Series PF28ECE Acoust...\u001b[0m\n",
"\u001b[91m130: Guess: $175.00 Truth: $220.75 Error: $45.75 SLE: 0.05 Item: Schaeffler LuK RepSet 03-063 Clutch Kit,...\u001b[0m\n",
"\u001b[92m131: Guess: $36.00 Truth: $50.79 Error: $14.79 SLE: 0.11 Item: Primos Hunting Jackpot Slate Turkey Hunt...\u001b[0m\n",
"\u001b[93m132: Guess: $399.00 Truth: $429.95 Error: $30.95 SLE: 0.01 Item: BedRug ILT19CCK Impact Bed Liner For Use...\u001b[0m\n",
"\u001b[92m133: Guess: $25.00 Truth: $42.00 Error: $17.00 SLE: 0.25 Item: VAST Soft Bucket Hat, Reversible, Cool B...\u001b[0m\n",
"\u001b[91m134: Guess: $175.00 Truth: $251.19 Error: $76.19 SLE: 0.13 Item: Fine Fixtures LUXURY VESSEL OVAL 20 X 15...\u001b[0m\n",
"\u001b[91m135: Guess: $150.00 Truth: $206.49 Error: $56.49 SLE: 0.10 Item: Kohler K-6235-NA, 4.00 x 12.63 x 18.69 i...\u001b[0m\n",
"\u001b[91m136: Guess: $168.00 Truth: $227.99 Error: $59.99 SLE: 0.09 Item: Power Stop EBR1453XPR Rear Evolution Dri...\u001b[0m\n",
"\u001b[91m137: Guess: $750.00 Truth: $419.90 Error: $330.10 SLE: 0.34 Item: Lenovo ThinkPad P50 Workstation Laptop -...\u001b[0m\n",
"\u001b[92m138: Guess: $129.00 Truth: $147.26 Error: $18.26 SLE: 0.02 Item: Thrashin Supply 1\" Handlebar (Mid-Bend) ...\u001b[0m\n",
"\u001b[93m139: Guess: $399.00 Truth: $429.00 Error: $30.00 SLE: 0.01 Item: HP - Pavilion x360 2-in-1 11.6\" Touch-Sc...\u001b[0m\n",
"\u001b[91m140: Guess: $299.00 Truth: $359.99 Error: $60.99 SLE: 0.03 Item: Airmax ClearPAC Plus Complete Pond Care ...\u001b[0m\n",
"\u001b[92m141: Guess: $60.00 Truth: $78.00 Error: $18.00 SLE: 0.07 Item: Werner 55-1 Attic Ladder Replacement Hin...\u001b[0m\n",
"\u001b[91m142: Guess: $175.00 Truth: $279.00 Error: $104.00 SLE: 0.22 Item: CoolingSky 3 Row Core Aluminum Radiator ...\u001b[0m\n",
"\u001b[91m143: Guess: $125.00 Truth: $214.97 Error: $89.97 SLE: 0.29 Item: AMD FX 8-Core Black Edition FX-8350 Proc...\u001b[0m\n",
"\u001b[91m144: Guess: $350.00 Truth: $509.99 Error: $159.99 SLE: 0.14 Item: Sole Designs Marie Collection Modern Uph...\u001b[0m\n",
"\u001b[91m145: Guess: $699.00 Truth: $899.99 Error: $200.99 SLE: 0.06 Item: Tama Drum Set (IE52CCPM)\u001b[0m\n",
"\u001b[93m146: Guess: $109.00 Truth: $135.99 Error: $26.99 SLE: 0.05 Item: Wall or 9ft Ceiling Mount Pull Up Bar by...\u001b[0m\n",
"\u001b[93m147: Guess: $199.00 Truth: $176.50 Error: $22.50 SLE: 0.01 Item: Delta -faucet 59799-CZ-PR-PK Universal S...\u001b[0m\n",
"\u001b[91m148: Guess: $375.00 Truth: $617.37 Error: $242.37 SLE: 0.25 Item: New Generation 05-101-SR100 Premium Clut...\u001b[0m\n",
"\u001b[93m149: Guess: $109.00 Truth: $79.99 Error: $29.01 SLE: 0.09 Item: Samsung HLT7288W Rear Projector TV Assem...\u001b[0m\n",
"\u001b[91m150: Guess: $89.00 Truth: $136.99 Error: $47.99 SLE: 0.18 Item: 2xhome EMRocker(Black) Rocking Chair\u001b[0m\n",
"\u001b[92m151: Guess: $85.00 Truth: $72.53 Error: $12.47 SLE: 0.02 Item: FOOTMASTER GDR-80S Nylon Wheel and NBR P...\u001b[0m\n",
"\u001b[91m152: Guess: $479.00 Truth: $589.99 Error: $110.99 SLE: 0.04 Item: MBRP S5259409 4\" Cat Back, Single Exhaus...\u001b[0m\n",
"\u001b[92m153: Guess: $76.00 Truth: $69.99 Error: $6.01 SLE: 0.01 Item: MaxAuto 11x4.00-5\" Flat Free Zero Turn M...\u001b[0m\n",
"\u001b[91m154: Guess: $160.00 Truth: $469.99 Error: $309.99 SLE: 1.15 Item: Delta Faucet 5-Spray Slide Bar Hand Held...\u001b[0m\n",
"\u001b[92m155: Guess: $154.00 Truth: $152.31 Error: $1.69 SLE: 0.00 Item: GEARWRENCH 9 Pc. 12 Pt. XL X-Beam Flex H...\u001b[0m\n",
"\u001b[92m156: Guess: $32.00 Truth: $32.99 Error: $0.99 SLE: 0.00 Item: CLUCI Shoulder Bag,Purses for Women Dump...\u001b[0m\n",
"\u001b[91m157: Guess: $299.00 Truth: $225.88 Error: $73.12 SLE: 0.08 Item: Woodbridge Lighting 13424STN-M10IRI 3-Li...\u001b[0m\n",
"\u001b[93m158: Guess: $780.00 Truth: $815.05 Error: $35.05 SLE: 0.00 Item: Apple MacBook Pro 15\" Retina Core i7 2.7...\u001b[0m\n",
"\u001b[92m159: Guess: $59.00 Truth: $74.99 Error: $15.99 SLE: 0.06 Item: Meike 25mm F1.8 Large Aperture Wide Angl...\u001b[0m\n",
"\u001b[92m160: Guess: $45.00 Truth: $52.99 Error: $7.99 SLE: 0.03 Item: Gorsenia K357 Women's Blanca Floral Lace...\u001b[0m\n",
"\u001b[91m161: Guess: $412.00 Truth: $519.99 Error: $107.99 SLE: 0.05 Item: TCMT 13.7\" King Tour Pack Trunk Backrest...\u001b[0m\n",
"\u001b[91m162: Guess: $132.00 Truth: $299.00 Error: $167.00 SLE: 0.66 Item: Rockin' Wood Extra Wide Real Wood Nail U...\u001b[0m\n",
"\u001b[92m163: Guess: $135.00 Truth: $147.36 Error: $12.36 SLE: 0.01 Item: A.O. Smith 5 5/8 Inch Diameter Motor 208...\u001b[0m\n",
"\u001b[92m164: Guess: $350.00 Truth: $356.99 Error: $6.99 SLE: 0.00 Item: Toshiba 17.3-Inch HD Laptop PC (Intel Co...\u001b[0m\n",
"\u001b[93m165: Guess: $199.00 Truth: $159.03 Error: $39.97 SLE: 0.05 Item: Davis & Sanford TR654C-36 Traverse Carbo...\u001b[0m\n",
"\u001b[91m166: Guess: $109.00 Truth: $159.99 Error: $50.99 SLE: 0.15 Item: JYLH JOYSEEKER Mobile Standing Desk, 28 ...\u001b[0m\n",
"\u001b[91m167: Guess: $795.00 Truth: $599.00 Error: $196.00 SLE: 0.08 Item: illy X1 Espresso Machine, 13 x 9.8 x 10....\u001b[0m\n",
"\u001b[91m168: Guess: $425.00 Truth: $176.79 Error: $248.21 SLE: 0.76 Item: SAFAVIEH Aspen Collection 7' Round Light...\u001b[0m\n",
"\u001b[92m169: Guess: $75.00 Truth: $91.77 Error: $16.77 SLE: 0.04 Item: Stealth Cam STC-E28 7.0 Megapixel Digita...\u001b[0m\n",
"\u001b[91m170: Guess: $245.00 Truth: $323.89 Error: $78.89 SLE: 0.08 Item: HONLM7236PNC - HON Foundation Desk Shell...\u001b[0m\n",
"\u001b[91m171: Guess: $249.00 Truth: $382.93 Error: $133.93 SLE: 0.18 Item: ABCCANOPY Patio Pop Up Canopy Tent with ...\u001b[0m\n",
"\u001b[91m172: Guess: $49.00 Truth: $153.95 Error: $104.95 SLE: 1.28 Item: Cosmas 25 Pack 702-4ORB Oil Rubbed Bronz...\u001b[0m\n",
"\u001b[91m173: Guess: $425.00 Truth: $317.73 Error: $107.27 SLE: 0.08 Item: AirDog (R3SBD100) Raptor Lift Pump\u001b[0m\n",
"\u001b[91m174: Guess: $90.00 Truth: $191.99 Error: $101.99 SLE: 0.57 Item: Petra ULV500 Hypochlorous Acid 500PPM (4...\u001b[0m\n",
"\u001b[91m175: Guess: $175.00 Truth: $352.70 Error: $177.70 SLE: 0.49 Item: GM Genuine Parts 172-2522 Yellow Front P...\u001b[0m\n",
"\u001b[92m176: Guess: $14.00 Truth: $32.99 Error: $18.99 SLE: 0.67 Item: WEIXUERO Women Gold Leather Belts Sparkl...\u001b[0m\n",
"\u001b[92m177: Guess: $108.00 Truth: $114.04 Error: $6.04 SLE: 0.00 Item: Reebok Women's Fusion Flexweave Safety T...\u001b[0m\n",
"\u001b[92m178: Guess: $95.00 Truth: $113.00 Error: $18.00 SLE: 0.03 Item: Tonerider TRS4-SET Guitar Pickup Set\u001b[0m\n",
"\u001b[93m179: Guess: $99.00 Truth: $76.99 Error: $22.01 SLE: 0.06 Item: SVBONY SV132 Telescope Filter, 2 inches ...\u001b[0m\n",
"\u001b[93m180: Guess: $425.00 Truth: $399.67 Error: $25.33 SLE: 0.00 Item: Trans Globe Lighting TG4719 BRZ Traditio...\u001b[0m\n",
"\u001b[91m181: Guess: $150.00 Truth: $90.54 Error: $59.46 SLE: 0.25 Item: HP Elite Desktop Computer, Intel Core i5...\u001b[0m\n",
"\u001b[93m182: Guess: $199.00 Truth: $235.99 Error: $36.99 SLE: 0.03 Item: Bumble Bee Cable Protector - 5 Channel\u001b[0m\n",
"\u001b[91m183: Guess: $150.00 Truth: $428.73 Error: $278.73 SLE: 1.09 Item: Scotsman 12-2586-21 Pump Water\u001b[0m\n",
"\u001b[92m184: Guess: $412.00 Truth: $399.38 Error: $12.62 SLE: 0.00 Item: Fowler 54-100-024-1, Xtra-Range Digital ...\u001b[0m\n",
"\u001b[91m185: Guess: $420.00 Truth: $613.45 Error: $193.45 SLE: 0.14 Item: Armordillo USA 7168466 AR Pre-Runner Sty...\u001b[0m\n",
"\u001b[91m186: Guess: $459.00 Truth: $192.40 Error: $266.60 SLE: 0.75 Item: HP Z240 Workstation SFF Desktop PC, Inte...\u001b[0m\n",
"\u001b[91m187: Guess: $499.00 Truth: $549.00 Error: $50.00 SLE: 0.01 Item: Twotrees CNC Router Machine, 3-Axis CNC ...\u001b[0m\n",
"\u001b[91m188: Guess: $225.00 Truth: $372.82 Error: $147.82 SLE: 0.25 Item: MSI Gaming GeForce RTX 2060 6GB GDRR6 19...\u001b[0m\n",
"\u001b[91m189: Guess: $899.00 Truth: $742.00 Error: $157.00 SLE: 0.04 Item: Elinchrom Indirect Litemotiv Octa Softbo...\u001b[0m\n",
"\u001b[92m190: Guess: $130.00 Truth: $114.98 Error: $15.02 SLE: 0.01 Item: Vintage Foundry Co. Wilfred Men’s Fashio...\u001b[0m\n",
"\u001b[91m191: Guess: $175.00 Truth: $130.00 Error: $45.00 SLE: 0.09 Item: Jawa Fashion 10K Yellow Gold Men Women's...\u001b[0m\n",
"\u001b[91m192: Guess: $129.00 Truth: $64.99 Error: $64.01 SLE: 0.46 Item: Gourmia GCM6850 Automatic Digital Cold B...\u001b[0m\n",
"\u001b[91m193: Guess: $420.00 Truth: $243.34 Error: $176.66 SLE: 0.30 Item: Lenovo ThinkStation P300 Small Form Desk...\u001b[0m\n",
"\u001b[92m194: Guess: $50.00 Truth: $48.00 Error: $2.00 SLE: 0.00 Item: Speedo Men's Xtra Life Lycra Fractal Poi...\u001b[0m\n",
"\u001b[91m195: Guess: $365.00 Truth: $190.99 Error: $174.01 SLE: 0.42 Item: Valmont Professional Energy Ritual Prime...\u001b[0m\n",
"\u001b[91m196: Guess: $85.00 Truth: $143.64 Error: $58.64 SLE: 0.27 Item: Lucida Surfaces Luxury Vinyl Floor Tiles...\u001b[0m\n",
"\u001b[92m197: Guess: $950.00 Truth: $968.99 Error: $18.99 SLE: 0.00 Item: AmScope 7X-45X Black Trinocular Stereo Z...\u001b[0m\n",
"\u001b[92m198: Guess: $29.00 Truth: $17.99 Error: $11.01 SLE: 0.21 Item: Chen Miranda Great Dane Dog Double-Sided...\u001b[0m\n",
"\u001b[92m199: Guess: $175.00 Truth: $162.99 Error: $12.01 SLE: 0.00 Item: TOREAD CCP420 Pool Filter Replaces Penta...\u001b[0m\n",
"\u001b[91m200: Guess: $399.00 Truth: $135.99 Error: $263.01 SLE: 1.15 Item: 4K Night Vision Goggles, 4.5'' Large Scr...\u001b[0m\n",
"\u001b[91m201: Guess: $649.00 Truth: $829.00 Error: $180.00 SLE: 0.06 Item: Scubapro Seahawk2 BCD with Balanced Infl...\u001b[0m\n",
"\u001b[91m202: Guess: $795.00 Truth: $466.89 Error: $328.11 SLE: 0.28 Item: OSP Home Furnishings Country Meadows L-S...\u001b[0m\n",
"\u001b[91m203: Guess: $799.00 Truth: $729.99 Error: $69.01 SLE: 0.01 Item: Dell U4320Q 43 Inch 2160p 4K UltraSharp,...\u001b[0m\n",
"\u001b[92m204: Guess: $40.00 Truth: $56.00 Error: $16.00 SLE: 0.11 Item: SOUL Naturalizer Women's, Sing 2 Thong S...\u001b[0m\n",
"\u001b[92m205: Guess: $250.00 Truth: $234.95 Error: $15.05 SLE: 0.00 Item: Dakine D.100.4761.964.OS Concourse Hards...\u001b[0m\n",
"\u001b[93m206: Guess: $89.00 Truth: $119.99 Error: $30.99 SLE: 0.09 Item: Maxzzz 4 Inch Memory Foam Mattress Toppe...\u001b[0m\n",
"\u001b[91m207: Guess: $700.00 Truth: $329.95 Error: $370.05 SLE: 0.56 Item: Diamond2Deal Platinum 2mm Half-Round Wed...\u001b[0m\n",
"\u001b[91m208: Guess: $412.00 Truth: $244.99 Error: $167.01 SLE: 0.27 Item: Good Directions Blue Heron Weathervane, ...\u001b[0m\n",
"\u001b[91m209: Guess: $550.00 Truth: $650.00 Error: $100.00 SLE: 0.03 Item: DY'ON Anatomic Bridle, Brown\u001b[0m\n",
"\u001b[91m210: Guess: $620.00 Truth: $899.00 Error: $279.00 SLE: 0.14 Item: LifeYard 46\" Steel Square Picnic Table,E...\u001b[0m\n",
"\u001b[92m211: Guess: $24.00 Truth: $22.99 Error: $1.01 SLE: 0.00 Item: Women’s Corgi And Pizza Printed Zip Wall...\u001b[0m\n",
"\u001b[91m212: Guess: $699.00 Truth: $875.96 Error: $176.96 SLE: 0.05 Item: Power Stop KC2443-36 Front & Rear Z36 Tr...\u001b[0m\n",
"\u001b[91m213: Guess: $449.00 Truth: $328.37 Error: $120.63 SLE: 0.10 Item: Progressive Furniture Midori Counter Tab...\u001b[0m\n",
"\u001b[91m214: Guess: $293.00 Truth: $200.53 Error: $92.47 SLE: 0.14 Item: Genuine Hyundai 92101-1R010 Left-Hand He...\u001b[0m\n",
"\u001b[91m215: Guess: $249.00 Truth: $329.00 Error: $80.00 SLE: 0.08 Item: HP 2021 Chromebook 14 Inch FHD 1080P Lap...\u001b[0m\n",
"\u001b[91m216: Guess: $85.00 Truth: $146.93 Error: $61.93 SLE: 0.29 Item: Medi-Pak Performance Conforming Gauze Ba...\u001b[0m\n",
"\u001b[93m217: Guess: $42.00 Truth: $63.00 Error: $21.00 SLE: 0.16 Item: I Dig Crystals Angelite Bracelet Boutiqu...\u001b[0m\n",
"\u001b[91m218: Guess: $435.00 Truth: $357.00 Error: $78.00 SLE: 0.04 Item: Dell P2721Q 27 Inch 4K FHD, IP Ultra-Thi...\u001b[0m\n",
"\u001b[93m219: Guess: $38.00 Truth: $61.99 Error: $23.99 SLE: 0.23 Item: 20 Pc Set Pack Blu-MOL Xtreme Bi Metal R...\u001b[0m\n",
"\u001b[91m220: Guess: $459.00 Truth: $296.99 Error: $162.01 SLE: 0.19 Item: Twin Over Twin Bunk Beds with 2 Drawers ...\u001b[0m\n",
"\u001b[91m221: Guess: $290.00 Truth: $335.00 Error: $45.00 SLE: 0.02 Item: Drill Bit Sharpener Tormek DBS-22 - The ...\u001b[0m\n",
"\u001b[91m222: Guess: $45.00 Truth: $284.00 Error: $239.00 SLE: 3.33 Item: Lenovo ThinkServer 4GB DDR3L-1600MHz (1R...\u001b[0m\n",
"\u001b[91m223: Guess: $599.00 Truth: $770.99 Error: $171.99 SLE: 0.06 Item: Recessed Wall Ventless Bio Ethanol Firep...\u001b[0m\n",
"\u001b[91m224: Guess: $175.00 Truth: $350.41 Error: $175.41 SLE: 0.48 Item: Garage-Pro Rear Step Bumper Compatible w...\u001b[0m\n",
"\u001b[91m225: Guess: $450.00 Truth: $254.99 Error: $195.01 SLE: 0.32 Item: Dell 7050 SFF Desktop Intel i7-6700 UP t...\u001b[0m\n",
"\u001b[92m226: Guess: $75.00 Truth: $92.50 Error: $17.50 SLE: 0.04 Item: Barski - European Glass -Crystalline - V...\u001b[0m\n",
"\u001b[92m227: Guess: $175.00 Truth: $157.99 Error: $17.01 SLE: 0.01 Item: Lutema Platinum Bulb for JVC LX-WX50 Pro...\u001b[0m\n",
"\u001b[93m228: Guess: $299.00 Truth: $323.19 Error: $24.19 SLE: 0.01 Item: Outdoor Research Men's Skyward Jacket\u001b[0m\n",
"\u001b[91m229: Guess: $69.00 Truth: $123.19 Error: $54.19 SLE: 0.33 Item: Jensen Speaker, Green, 8-Inch (P8R8)\u001b[0m\n",
"\u001b[91m230: Guess: $290.00 Truth: $150.99 Error: $139.01 SLE: 0.42 Item: Peora Solid 14K White Gold Peridot and D...\u001b[0m\n",
"\u001b[92m231: Guess: $15.00 Truth: $17.99 Error: $2.99 SLE: 0.03 Item: FLNA Nail Kit Ingrown Toenail Clippers T...\u001b[0m\n",
"\u001b[93m232: Guess: $129.00 Truth: $160.00 Error: $31.00 SLE: 0.05 Item: J JINPEI Heated Thermal Underwear for Me...\u001b[0m\n",
"\u001b[92m233: Guess: $110.00 Truth: $120.89 Error: $10.89 SLE: 0.01 Item: Eureka Lightweight Powerful Upright Vacu...\u001b[0m\n",
"\u001b[91m234: Guess: $750.00 Truth: $900.00 Error: $150.00 SLE: 0.03 Item: Lexmark CX510DE Color Multifunction - Pr...\u001b[0m\n",
"\u001b[92m235: Guess: $24.00 Truth: $16.90 Error: $7.10 SLE: 0.11 Item: Vermont SKI Mountains Winter Sport Famil...\u001b[0m\n",
"\u001b[91m236: Guess: $299.00 Truth: $349.95 Error: $50.95 SLE: 0.02 Item: Rough Country 6\" Loaded N3 Lifted Struts...\u001b[0m\n",
"\u001b[93m237: Guess: $25.00 Truth: $45.99 Error: $20.99 SLE: 0.35 Item: Schwinn Thrasher Adult Lightweight Bike ...\u001b[0m\n",
"\u001b[93m238: Guess: $60.00 Truth: $92.15 Error: $32.15 SLE: 0.18 Item: Creative Co-Op Round Framed Decor with V...\u001b[0m\n",
"\u001b[91m239: Guess: $399.00 Truth: $279.00 Error: $120.00 SLE: 0.13 Item: 2TB NVME PCle Gen 5 (5x4) SSD E26 Speed ...\u001b[0m\n",
"\u001b[91m240: Guess: $299.00 Truth: $245.99 Error: $53.01 SLE: 0.04 Item: FEELWORLD LIVEPRO L1 4 x HDMI Inputs Mul...\u001b[0m\n",
"\u001b[91m241: Guess: $399.00 Truth: $609.98 Error: $210.98 SLE: 0.18 Item: GForce Portable Dual Motor 1500 Watt Who...\u001b[0m\n",
"\u001b[91m242: Guess: $275.00 Truth: $228.95 Error: $46.05 SLE: 0.03 Item: B&M 11314 Differential Cover\u001b[0m\n",
"\u001b[91m243: Guess: $899.00 Truth: $990.43 Error: $91.43 SLE: 0.01 Item: Minn Kota 1358733 PowerDrive Freshwater ...\u001b[0m\n",
"\u001b[91m244: Guess: $374.00 Truth: $536.50 Error: $162.50 SLE: 0.13 Item: Amazon Brand – Rivet Charlotte Mid-Centu...\u001b[0m\n",
"\u001b[91m245: Guess: $53.00 Truth: $225.00 Error: $172.00 SLE: 2.05 Item: Horse First Supplements RelaxMe\u001b[0m\n",
"\u001b[91m246: Guess: $203.00 Truth: $283.83 Error: $80.83 SLE: 0.11 Item: Sherman Replacement Part Compatible with...\u001b[0m\n",
"\u001b[91m247: Guess: $399.00 Truth: $464.89 Error: $65.89 SLE: 0.02 Item: Putco Pop Up Locker Rails Fits Chevy Sil...\u001b[0m\n",
"\u001b[92m248: Guess: $293.00 Truth: $291.99 Error: $1.01 SLE: 0.00 Item: Pertronix D131800 Flame-Thrower Plug and...\u001b[0m\n",
"\u001b[91m249: Guess: $290.00 Truth: $349.00 Error: $59.00 SLE: 0.03 Item: Powerblanket EH0304 Ground Thawing Blank...\u001b[0m\n",
"\u001b[92m250: Guess: $199.00 Truth: $209.99 Error: $10.99 SLE: 0.00 Item: PAOLFOX 4 Piece Patio Porch Furniture Se...\u001b[0m\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"runner = TestRunner(frontier_predictor, test, \"GPT-4o Frontier Prediction\").run()"
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "f7e24d6b-59a2-464a-95a9-14a9fbfadd4d",
"metadata": {},
"outputs": [],
"source": [
"bos = \"<|begin_of_text|>\"\n",
"eos = \"<|end_of_text|>\"\n",
"def clean(text):\n",
" return text.replace(bos, \"\").replace(eos, \"\")"
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "059b6c74-917f-4cb1-b810-ce70735a57be",
"metadata": {},
"outputs": [],
"source": [
"train_prompts = [clean(item.prompt) for item in train]\n",
"train_prices = [item.price for item in train]\n",
"test_prompts = [clean(item.test_prompt()) for item in test]\n",
"test_prices = [item.price for item in test]"
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "b8ba48cb-da5e-4ddb-8955-8a94e62ea8e0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"Question: how much does this cost to the nearest dollar?\\n\\nTitle: IRON COMPANY Body-Solid Commercial Bench/Squat Rack Combo Package\\nDetails: Designed with an extra-wide 4-point stance, the SDIB370 is a rock-solid performer that features a 7 degree reverse pitch that accommodates your body's natural lifting path. Lift-off and safety positions are right where you want the so racking the bar is always comfortable and predictable. Perform squats, calf raises, lunges, dead-lifts, upright rows, and many, many more power building exercises. Weight plates, bar, and collars as shown in manufacturer stock photo are for demonstration purposes only and are NOT included. 14-position gun rack can handle over 1,000 lbs. and gives the user the ability to walk the bar up and down without removing plates. Features 4 Olympic storage posts that suspend weight plates for quick and easy access while keeping your workout area organized. Back pad adjusts flat, incline (15, 30, 45, 60 and 80 degrees) and decline (-18 degrees) Seat pad adjusts flat, 10, and 18 degrees Total footprint 78 L x65 w x 74 H. Bar, weight plates, and collars NOT included. Weight 1 Pounds, Brand Name IRON COMPANY, Manufacturer Ironcompany.com, Part SDIB370, Available December 14, 2013\\n\\nAnswer: Price is $995.00\""
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_prompts[1]"
]
},
{
"cell_type": "code",
"execution_count": 86,
"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": 87,
"id": "e69e26a5-4b24-4e0f-8944-731c534b285b",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8d83a161841b4e36aec2df3c55a2ce39",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Uploading the dataset shards: 0%| | 0/2 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "927b9c39a9574b36a5efa726a6c74e79",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Creating parquet from Arrow format: 0%| | 0/200 [00:00<?, ?ba/s]"
]
},
"metadata": {},
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},
{
"data": {
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"text/plain": [
"Uploading the dataset shards: 0%| | 0/1 [00:00<?, ?it/s]"
]
},
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},
{
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{
"data": {
"text/plain": [
"CommitInfo(commit_url='https://huggingface.co/datasets/ed-donner/pricer-large-dataset/commit/a448c676365e4c1df467dfc5d10e38b76743def5', commit_message='Upload dataset', commit_description='', oid='a448c676365e4c1df467dfc5d10e38b76743def5', pr_url=None, pr_revision=None, pr_num=None)"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DATASET_NAME = \"ed-donner/pricer-large-dataset\"\n",
"dataset.push_to_hub(DATASET_NAME, private=True)"
]
},
{
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"execution_count": null,
"id": "0282b9c5-019b-4e1c-910c-3f86b46b35dd",
"metadata": {},
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"source": []
}
],
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