week6/day4-results.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "db8736a7-ed94-441c-9556-831fa57b5a10",
   "metadata": {},
   "source": [
    "# The Product Pricer Continued\n",
    "\n",
    "A model that can estimate how much something costs, from its description.\n",
    "\n",
    "## Enter The Frontier!\n",
    "\n",
    "And now - we put Frontier Models to the test.\n",
    "\n",
    "### 2 important points:\n",
    "\n",
    "It's important to appreciate that we aren't Training the frontier models. We're only providing them with the Test dataset to see how they perform. They don't gain the benefit of the 400,000 training examples that we provided to the Traditional ML models.\n",
    "\n",
    "HAVING SAID THAT...\n",
    "\n",
    "It's entirely possible that in their monstrously large training data, they've already been exposed to all the products in the training AND the test set. So there could be test \"contamination\" here which gives them an unfair advantage. We should keep that in mind."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "681c717b-4c24-4ac3-a5f3-3c5881d6e70a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# imports\n",
    "\n",
    "import os\n",
    "import re\n",
    "import math\n",
    "import json\n",
    "import random\n",
    "from dotenv import load_dotenv\n",
    "from huggingface_hub import login\n",
    "from items import Item\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pickle\n",
    "from collections import Counter\n",
    "from openai import OpenAI\n",
    "from anthropic import Anthropic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "21a3833e-4093-43b0-8f7b-839c50b911ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "# moved our Tester into a separate package\n",
    "# call it with Tester.test(function_name, test_dataset)\n",
    "\n",
    "from testing import Tester"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "36d05bdc-0155-4c72-a7ee-aa4e614ffd3c",
   "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": 4,
   "id": "4dd3aad2-6f99-433c-8792-e461d2f06622",
   "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": [
    "# Log in to HuggingFace\n",
    "\n",
    "hf_token = os.environ['HF_TOKEN']\n",
    "login(hf_token, add_to_git_credential=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b0a6fb86-74a4-403c-ab25-6db2d74e9d2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "openai = OpenAI()\n",
    "claude = Anthropic()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c830ed3e-24ee-4af6-a07b-a1bfdcd39278",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5c9b05f4-c9eb-462c-8d86-de9140a2d985",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's avoid curating all our data again! Load in the pickle files:\n",
    "\n",
    "with open('train.pkl', 'rb') as file:\n",
    "    train = pickle.load(file)\n",
    "\n",
    "with open('test.pkl', 'rb') as file:\n",
    "    test = pickle.load(file)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5856173-e68c-4975-a769-5f1736e227a5",
   "metadata": {},
   "source": [
    "# Before we look at the Frontier\n",
    "\n",
    "## There is one more model we could consider"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f3e81ee0-828a-4af8-9ccf-177af6c78a0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Write the test set to a CSV\n",
    "\n",
    "import csv\n",
    "with open('human_input.csv', 'w') as csvfile:\n",
    "    writer = csv.writer(csvfile)\n",
    "    for t in test[:250]:\n",
    "        writer.writerow([t.test_prompt(), 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "aeafac31-1a10-4029-b190-030378e2fe01",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read it back in\n",
    "\n",
    "human_predictions = []\n",
    "with open('human_output.csv', 'r') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    for row in reader:\n",
    "        human_predictions.append(float(row[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a9709da2-28f0-419e-af71-4ef6c02246ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "def human_pricer(item):\n",
    "    idx = test.index(item)\n",
    "    return human_predictions[idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e1ba3b3e-4b08-4f0b-9e51-ebb03a86085d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "\u001b[91m2: Guess: $80.00 Truth: $225.11 Error: $145.11 SLE: 1.05 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n",
      "\u001b[92m3: Guess: $35.00 Truth: $61.68 Error: $26.68 SLE: 0.31 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n",
      "\u001b[91m4: Guess: $350.00 Truth: $599.99 Error: $249.99 SLE: 0.29 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n",
      "\u001b[93m5: Guess: $75.00 Truth: $16.99 Error: $58.01 SLE: 2.08 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n",
      "\u001b[92m6: Guess: $12.00 Truth: $31.99 Error: $19.99 SLE: 0.87 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n",
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      "\u001b[91m8: Guess: $100.00 Truth: $289.00 Error: $189.00 SLE: 1.11 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n",
      "\u001b[91m9: Guess: $300.00 Truth: $635.86 Error: $335.86 SLE: 0.56 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n",
      "\u001b[92m10: Guess: $80.00 Truth: $65.99 Error: $14.01 SLE: 0.04 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n",
      "\u001b[91m11: Guess: $90.00 Truth: $254.21 Error: $164.21 SLE: 1.06 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n",
      "\u001b[91m12: Guess: $120.00 Truth: $412.99 Error: $292.99 SLE: 1.51 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n",
      "\u001b[91m13: Guess: $300.00 Truth: $205.50 Error: $94.50 SLE: 0.14 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n",
      "\u001b[91m14: Guess: $450.00 Truth: $248.23 Error: $201.77 SLE: 0.35 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n",
      "\u001b[93m15: Guess: $280.00 Truth: $399.00 Error: $119.00 SLE: 0.12 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n",
      "\u001b[91m16: Guess: $140.00 Truth: $373.94 Error: $233.94 SLE: 0.96 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n",
      "\u001b[93m17: Guess: $19.99 Truth: $92.89 Error: $72.90 SLE: 2.24 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n",
      "\u001b[92m18: Guess: $85.00 Truth: $51.99 Error: $33.01 SLE: 0.23 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n",
      "\u001b[91m19: Guess: $450.00 Truth: $179.00 Error: $271.00 SLE: 0.84 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n",
      "\u001b[92m20: Guess: $7.00 Truth: $19.42 Error: $12.42 SLE: 0.88 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n",
      "\u001b[91m21: Guess: $320.00 Truth: $539.95 Error: $219.95 SLE: 0.27 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n",
      "\u001b[92m22: Guess: $110.00 Truth: $147.67 Error: $37.67 SLE: 0.09 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n",
      "\u001b[93m23: Guess: $65.00 Truth: $24.99 Error: $40.01 SLE: 0.87 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n",
      "\u001b[92m24: Guess: $185.00 Truth: $149.00 Error: $36.00 SLE: 0.05 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n",
      "\u001b[92m25: Guess: $6.00 Truth: $16.99 Error: $10.99 SLE: 0.89 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n",
      "\u001b[92m26: Guess: $33.00 Truth: $7.99 Error: $25.01 SLE: 1.77 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n",
      "\u001b[91m27: Guess: $65.00 Truth: $199.99 Error: $134.99 SLE: 1.24 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n",
      "\u001b[93m28: Guess: $199.00 Truth: $251.45 Error: $52.45 SLE: 0.05 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n",
      "\u001b[93m29: Guess: $310.00 Truth: $231.62 Error: $78.38 SLE: 0.08 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n",
      "\u001b[93m30: Guess: $180.00 Truth: $135.00 Error: $45.00 SLE: 0.08 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n",
      "\u001b[91m31: Guess: $110.00 Truth: $356.62 Error: $246.62 SLE: 1.37 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n",
      "\u001b[91m32: Guess: $85.00 Truth: $257.99 Error: $172.99 SLE: 1.22 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n",
      "\u001b[92m33: Guess: $65.00 Truth: $27.99 Error: $37.01 SLE: 0.68 Item: Alnicov 63.5MM Brass Tremolo Block，Tremo...\u001b[0m\n",
      "\u001b[91m34: Guess: $350.00 Truth: $171.20 Error: $178.80 SLE: 0.51 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n",
      "\u001b[92m35: Guess: $260.00 Truth: $225.00 Error: $35.00 SLE: 0.02 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n",
      "\u001b[91m36: Guess: $200.00 Truth: $105.00 Error: $95.00 SLE: 0.41 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n",
      "\u001b[91m37: Guess: $95.00 Truth: $299.99 Error: $204.99 SLE: 1.31 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n",
      "\u001b[92m38: Guess: $499.00 Truth: $535.09 Error: $36.09 SLE: 0.00 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n",
      "\u001b[92m39: Guess: $18.00 Truth: $12.33 Error: $5.67 SLE: 0.13 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n",
      "\u001b[91m40: Guess: $299.00 Truth: $84.99 Error: $214.01 SLE: 1.56 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n",
      "\u001b[93m41: Guess: $88.00 Truth: $15.99 Error: $72.01 SLE: 2.74 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n",
      "\u001b[92m42: Guess: $32.00 Truth: $62.44 Error: $30.44 SLE: 0.43 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n",
      "\u001b[93m43: Guess: $25.00 Truth: $82.99 Error: $57.99 SLE: 1.37 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n",
      "\u001b[91m44: Guess: $95.00 Truth: $599.95 Error: $504.95 SLE: 3.36 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n",
      "\u001b[91m45: Guess: $440.00 Truth: $194.99 Error: $245.01 SLE: 0.66 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n",
      "\u001b[91m46: Guess: $60.00 Truth: $344.95 Error: $284.95 SLE: 3.01 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n",
      "\u001b[92m47: Guess: $45.00 Truth: $37.99 Error: $7.01 SLE: 0.03 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n",
      "\u001b[91m48: Guess: $65.00 Truth: $224.35 Error: $159.35 SLE: 1.51 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n",
      "\u001b[91m49: Guess: $260.00 Truth: $814.00 Error: $554.00 SLE: 1.30 Item: Street Series Stainless Performance Cat-...\u001b[0m\n",
      "\u001b[92m50: Guess: $360.00 Truth: $439.88 Error: $79.88 SLE: 0.04 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n",
      "\u001b[91m51: Guess: $55.00 Truth: $341.43 Error: $286.43 SLE: 3.28 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n",
      "\u001b[92m52: Guess: $29.00 Truth: $46.78 Error: $17.78 SLE: 0.22 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n",
      "\u001b[91m53: Guess: $65.00 Truth: $171.44 Error: $106.44 SLE: 0.92 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n",
      "\u001b[91m54: Guess: $250.00 Truth: $458.00 Error: $208.00 SLE: 0.36 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n",
      "\u001b[91m55: Guess: $39.00 Truth: $130.75 Error: $91.75 SLE: 1.42 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n",
      "\u001b[93m56: Guess: $35.00 Truth: $83.81 Error: $48.81 SLE: 0.73 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n",
      "\u001b[91m57: Guess: $65.00 Truth: $386.39 Error: $321.39 SLE: 3.13 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n",
      "\u001b[91m58: Guess: $75.00 Truth: $169.00 Error: $94.00 SLE: 0.65 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n",
      "\u001b[92m59: Guess: $35.00 Truth: $17.95 Error: $17.05 SLE: 0.41 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n",
      "\u001b[91m60: Guess: $125.00 Truth: $269.00 Error: $144.00 SLE: 0.58 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n",
      "\u001b[91m61: Guess: $180.00 Truth: $77.77 Error: $102.23 SLE: 0.69 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n",
      "\u001b[92m62: Guess: $110.00 Truth: $88.99 Error: $21.01 SLE: 0.04 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n",
      "\u001b[91m63: Guess: $90.00 Truth: $364.41 Error: $274.41 SLE: 1.93 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n",
      "\u001b[92m64: Guess: $110.00 Truth: $127.03 Error: $17.03 SLE: 0.02 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n",
      "\u001b[91m65: Guess: $50.00 Truth: $778.95 Error: $728.95 SLE: 7.44 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n",
      "\u001b[91m66: Guess: $350.00 Truth: $206.66 Error: $143.34 SLE: 0.28 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n",
      "\u001b[93m67: Guess: $89.00 Truth: $35.94 Error: $53.06 SLE: 0.79 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n",
      "\u001b[92m68: Guess: $155.00 Truth: $149.00 Error: $6.00 SLE: 0.00 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n",
      "\u001b[93m69: Guess: $350.00 Truth: $251.98 Error: $98.02 SLE: 0.11 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n",
      "\u001b[93m70: Guess: $200.00 Truth: $160.00 Error: $40.00 SLE: 0.05 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n",
      "\u001b[92m71: Guess: $29.99 Truth: $39.99 Error: $10.00 SLE: 0.08 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n",
      "\u001b[91m72: Guess: $160.00 Truth: $362.41 Error: $202.41 SLE: 0.66 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n",
      "\u001b[91m73: Guess: $40.00 Truth: $344.00 Error: $304.00 SLE: 4.54 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n",
      "\u001b[92m74: Guess: $60.00 Truth: $25.09 Error: $34.91 SLE: 0.72 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n",
      "\u001b[91m75: Guess: $80.00 Truth: $175.95 Error: $95.95 SLE: 0.61 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n",
      "\u001b[91m76: Guess: $45.00 Truth: $132.64 Error: $87.64 SLE: 1.14 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n",
      "\u001b[91m77: Guess: $60.00 Truth: $422.99 Error: $362.99 SLE: 3.76 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n",
      "\u001b[93m78: Guess: $80.00 Truth: $146.48 Error: $66.48 SLE: 0.36 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n",
      "\u001b[93m79: Guess: $110.00 Truth: $156.83 Error: $46.83 SLE: 0.12 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n",
      "\u001b[93m80: Guess: $160.00 Truth: $251.99 Error: $91.99 SLE: 0.20 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n",
      "\u001b[91m81: Guess: $300.00 Truth: $940.33 Error: $640.33 SLE: 1.30 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n",
      "\u001b[93m82: Guess: $120.00 Truth: $52.99 Error: $67.01 SLE: 0.65 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n",
      "\u001b[91m83: Guess: $100.00 Truth: $219.95 Error: $119.95 SLE: 0.61 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n",
      "\u001b[93m84: Guess: $300.00 Truth: $441.03 Error: $141.03 SLE: 0.15 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n",
      "\u001b[93m85: Guess: $110.00 Truth: $168.98 Error: $58.98 SLE: 0.18 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n",
      "\u001b[92m86: Guess: $6.00 Truth: $2.49 Error: $3.51 SLE: 0.48 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n",
      "\u001b[93m87: Guess: $19.99 Truth: $98.62 Error: $78.63 SLE: 2.43 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n",
      "\u001b[91m88: Guess: $110.00 Truth: $256.95 Error: $146.95 SLE: 0.71 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n",
      "\u001b[92m89: Guess: $35.00 Truth: $30.99 Error: $4.01 SLE: 0.01 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n",
      "\u001b[91m90: Guess: $220.00 Truth: $569.84 Error: $349.84 SLE: 0.90 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n",
      "\u001b[92m91: Guess: $199.00 Truth: $177.99 Error: $21.01 SLE: 0.01 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n",
      "\u001b[91m92: Guess: $160.00 Truth: $997.99 Error: $837.99 SLE: 3.33 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n",
      "\u001b[91m93: Guess: $99.00 Truth: $219.00 Error: $120.00 SLE: 0.62 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n",
      "\u001b[91m94: Guess: $60.00 Truth: $225.55 Error: $165.55 SLE: 1.72 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n",
      "\u001b[92m95: Guess: $399.00 Truth: $495.95 Error: $96.95 SLE: 0.05 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n",
      "\u001b[91m96: Guess: $89.00 Truth: $942.37 Error: $853.37 SLE: 5.52 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n",
      "\u001b[92m97: Guess: $35.00 Truth: $1.94 Error: $33.06 SLE: 6.28 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n",
      "\u001b[91m98: Guess: $55.00 Truth: $284.34 Error: $229.34 SLE: 2.65 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n",
      "\u001b[93m99: Guess: $120.00 Truth: $171.90 Error: $51.90 SLE: 0.13 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n",
      "\u001b[93m100: Guess: $100.00 Truth: $144.99 Error: $44.99 SLE: 0.14 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n",
      "\u001b[91m101: Guess: $110.00 Truth: $470.47 Error: $360.47 SLE: 2.09 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n",
      "\u001b[92m102: Guess: $50.00 Truth: $66.95 Error: $16.95 SLE: 0.08 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n",
      "\u001b[91m103: Guess: $15.00 Truth: $117.00 Error: $102.00 SLE: 3.99 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n",
      "\u001b[91m104: Guess: $88.00 Truth: $172.14 Error: $84.14 SLE: 0.44 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n",
      "\u001b[91m105: Guess: $70.00 Truth: $392.74 Error: $322.74 SLE: 2.93 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n",
      "\u001b[92m106: Guess: $30.00 Truth: $16.99 Error: $13.01 SLE: 0.30 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n",
      "\u001b[92m107: Guess: $39.00 Truth: $1.34 Error: $37.66 SLE: 8.06 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n",
      "\u001b[91m108: Guess: $200.00 Truth: $349.98 Error: $149.98 SLE: 0.31 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n",
      "\u001b[92m109: Guess: $400.00 Truth: $370.71 Error: $29.29 SLE: 0.01 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n",
      "\u001b[92m110: Guess: $50.00 Truth: $65.88 Error: $15.88 SLE: 0.07 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n",
      "\u001b[93m111: Guess: $299.00 Truth: $229.99 Error: $69.01 SLE: 0.07 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n",
      "\u001b[91m112: Guess: $99.00 Truth: $9.14 Error: $89.86 SLE: 5.24 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n",
      "\u001b[91m113: Guess: $299.00 Truth: $199.00 Error: $100.00 SLE: 0.16 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n",
      "\u001b[92m114: Guess: $100.00 Truth: $109.99 Error: $9.99 SLE: 0.01 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n",
      "\u001b[91m115: Guess: $100.00 Truth: $570.42 Error: $470.42 SLE: 3.00 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n",
      "\u001b[91m116: Guess: $70.00 Truth: $279.99 Error: $209.99 SLE: 1.89 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n",
      "\u001b[92m117: Guess: $60.00 Truth: $30.99 Error: $29.01 SLE: 0.42 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n",
      "\u001b[92m118: Guess: $30.00 Truth: $31.99 Error: $1.99 SLE: 0.00 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n",
      "\u001b[93m119: Guess: $60.00 Truth: $15.90 Error: $44.10 SLE: 1.65 Item: G9 LED Light Bulbs，8W，75W 100W replaceme...\u001b[0m\n",
      "\u001b[92m120: Guess: $50.00 Truth: $45.99 Error: $4.01 SLE: 0.01 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n",
      "\u001b[93m121: Guess: $60.00 Truth: $113.52 Error: $53.52 SLE: 0.40 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n",
      "\u001b[91m122: Guess: $70.00 Truth: $516.99 Error: $446.99 SLE: 3.95 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n",
      "\u001b[91m123: Guess: $70.00 Truth: $196.99 Error: $126.99 SLE: 1.05 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n",
      "\u001b[92m124: Guess: $50.00 Truth: $46.55 Error: $3.45 SLE: 0.00 Item: Technical Precision Replacement for GE G...\u001b[0m\n",
      "\u001b[91m125: Guess: $99.00 Truth: $356.99 Error: $257.99 SLE: 1.63 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n",
      "\u001b[91m126: Guess: $80.00 Truth: $319.95 Error: $239.95 SLE: 1.90 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n",
      "\u001b[92m127: Guess: $120.00 Truth: $96.06 Error: $23.94 SLE: 0.05 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n",
      "\u001b[91m128: Guess: $300.00 Truth: $190.99 Error: $109.01 SLE: 0.20 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n",
      "\u001b[91m129: Guess: $45.00 Truth: $257.95 Error: $212.95 SLE: 2.99 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n",
      "\u001b[92m130: Guess: $66.00 Truth: $62.95 Error: $3.05 SLE: 0.00 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n",
      "\u001b[92m131: Guess: $60.00 Truth: $47.66 Error: $12.34 SLE: 0.05 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n",
      "\u001b[91m132: Guess: $100.00 Truth: $226.99 Error: $126.99 SLE: 0.66 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n",
      "\u001b[91m133: Guess: $99.00 Truth: $359.95 Error: $260.95 SLE: 1.65 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n",
      "\u001b[92m134: Guess: $60.00 Truth: $78.40 Error: $18.40 SLE: 0.07 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n",
      "\u001b[91m135: Guess: $300.00 Truth: $172.77 Error: $127.23 SLE: 0.30 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n",
      "\u001b[92m136: Guess: $300.00 Truth: $316.45 Error: $16.45 SLE: 0.00 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n",
      "\u001b[91m137: Guess: $300.00 Truth: $87.99 Error: $212.01 SLE: 1.48 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n",
      "\u001b[93m138: Guess: $310.00 Truth: $226.63 Error: $83.37 SLE: 0.10 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n",
      "\u001b[92m139: Guess: $40.00 Truth: $31.49 Error: $8.51 SLE: 0.05 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n",
      "\u001b[91m140: Guess: $60.00 Truth: $196.00 Error: $136.00 SLE: 1.37 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n",
      "\u001b[92m141: Guess: $70.00 Truth: $78.40 Error: $8.40 SLE: 0.01 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n",
      "\u001b[93m142: Guess: $60.00 Truth: $116.25 Error: $56.25 SLE: 0.43 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n",
      "\u001b[93m143: Guess: $70.00 Truth: $112.78 Error: $42.78 SLE: 0.22 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n",
      "\u001b[93m144: Guess: $70.00 Truth: $27.32 Error: $42.68 SLE: 0.84 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n",
      "\u001b[93m145: Guess: $99.00 Truth: $145.91 Error: $46.91 SLE: 0.15 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n",
      "\u001b[91m146: Guess: $80.00 Truth: $171.09 Error: $91.09 SLE: 0.57 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n",
      "\u001b[91m147: Guess: $40.00 Truth: $167.95 Error: $127.95 SLE: 2.01 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n",
      "\u001b[92m148: Guess: $40.00 Truth: $28.49 Error: $11.51 SLE: 0.11 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n",
      "\u001b[93m149: Guess: $50.00 Truth: $122.23 Error: $72.23 SLE: 0.78 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n",
      "\u001b[92m150: Guess: $60.00 Truth: $32.99 Error: $27.01 SLE: 0.34 Item: Learning Resources Coding Critters Range...\u001b[0m\n",
      "\u001b[92m151: Guess: $70.00 Truth: $71.20 Error: $1.20 SLE: 0.00 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n",
      "\u001b[93m152: Guess: $70.00 Truth: $112.75 Error: $42.75 SLE: 0.22 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n",
      "\u001b[92m153: Guess: $110.00 Truth: $142.43 Error: $32.43 SLE: 0.07 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n",
      "\u001b[91m154: Guess: $100.00 Truth: $398.99 Error: $298.99 SLE: 1.89 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n",
      "\u001b[93m155: Guess: $350.00 Truth: $449.00 Error: $99.00 SLE: 0.06 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n",
      "\u001b[91m156: Guess: $360.00 Truth: $189.00 Error: $171.00 SLE: 0.41 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n",
      "\u001b[93m157: Guess: $200.00 Truth: $120.91 Error: $79.09 SLE: 0.25 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n",
      "\u001b[91m158: Guess: $350.00 Truth: $203.53 Error: $146.47 SLE: 0.29 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n",
      "\u001b[91m159: Guess: $200.00 Truth: $349.99 Error: $149.99 SLE: 0.31 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n",
      "\u001b[91m160: Guess: $120.00 Truth: $34.35 Error: $85.65 SLE: 1.51 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n",
      "\u001b[91m161: Guess: $80.00 Truth: $384.99 Error: $304.99 SLE: 2.44 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n",
      "\u001b[91m162: Guess: $100.00 Truth: $211.00 Error: $111.00 SLE: 0.55 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n",
      "\u001b[93m163: Guess: $199.00 Truth: $129.00 Error: $70.00 SLE: 0.19 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n",
      "\u001b[93m164: Guess: $40.00 Truth: $111.45 Error: $71.45 SLE: 1.02 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n",
      "\u001b[93m165: Guess: $10.00 Truth: $81.12 Error: $71.12 SLE: 4.04 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n",
      "\u001b[91m166: Guess: $80.00 Truth: $457.08 Error: $377.08 SLE: 3.00 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n",
      "\u001b[93m167: Guess: $99.00 Truth: $49.49 Error: $49.51 SLE: 0.47 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n",
      "\u001b[93m168: Guess: $30.00 Truth: $80.56 Error: $50.56 SLE: 0.94 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n",
      "\u001b[92m169: Guess: $300.00 Truth: $278.39 Error: $21.61 SLE: 0.01 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n",
      "\u001b[92m170: Guess: $350.00 Truth: $364.50 Error: $14.50 SLE: 0.00 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n",
      "\u001b[91m171: Guess: $200.00 Truth: $378.99 Error: $178.99 SLE: 0.41 Item: Torklift C3212 Rear Tie Down\u001b[0m\n",
      "\u001b[92m172: Guess: $199.00 Truth: $165.28 Error: $33.72 SLE: 0.03 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n",
      "\u001b[93m173: Guess: $99.00 Truth: $56.74 Error: $42.26 SLE: 0.30 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n",
      "\u001b[91m174: Guess: $20.00 Truth: $307.95 Error: $287.95 SLE: 7.23 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n",
      "\u001b[92m175: Guess: $40.00 Truth: $38.00 Error: $2.00 SLE: 0.00 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n",
      "\u001b[92m176: Guess: $85.00 Truth: $53.00 Error: $32.00 SLE: 0.22 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n",
      "\u001b[92m177: Guess: $450.00 Truth: $498.00 Error: $48.00 SLE: 0.01 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n",
      "\u001b[93m178: Guess: $120.00 Truth: $53.99 Error: $66.01 SLE: 0.62 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n",
      "\u001b[91m179: Guess: $60.00 Truth: $350.00 Error: $290.00 SLE: 3.06 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n",
      "\u001b[91m180: Guess: $29.00 Truth: $299.95 Error: $270.95 SLE: 5.32 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n",
      "\u001b[93m181: Guess: $35.00 Truth: $94.93 Error: $59.93 SLE: 0.96 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n",
      "\u001b[91m182: Guess: $200.00 Truth: $379.00 Error: $179.00 SLE: 0.41 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n",
      "\u001b[92m183: Guess: $300.00 Truth: $299.95 Error: $0.05 SLE: 0.00 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n",
      "\u001b[92m184: Guess: $30.00 Truth: $24.99 Error: $5.01 SLE: 0.03 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n",
      "\u001b[92m185: Guess: $40.00 Truth: $41.04 Error: $1.04 SLE: 0.00 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n",
      "\u001b[91m186: Guess: $100.00 Truth: $327.90 Error: $227.90 SLE: 1.39 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n",
      "\u001b[92m187: Guess: $40.00 Truth: $10.99 Error: $29.01 SLE: 1.51 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n",
      "\u001b[92m188: Guess: $19.00 Truth: $14.99 Error: $4.01 SLE: 0.05 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n",
      "\u001b[93m189: Guess: $40.00 Truth: $84.95 Error: $44.95 SLE: 0.55 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n",
      "\u001b[93m190: Guess: $40.00 Truth: $111.00 Error: $71.00 SLE: 1.01 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n",
      "\u001b[92m191: Guess: $110.00 Truth: $123.73 Error: $13.73 SLE: 0.01 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n",
      "\u001b[93m192: Guess: $399.00 Truth: $557.38 Error: $158.38 SLE: 0.11 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n",
      "\u001b[93m193: Guess: $166.00 Truth: $95.55 Error: $70.45 SLE: 0.30 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n",
      "\u001b[93m194: Guess: $99.00 Truth: $154.00 Error: $55.00 SLE: 0.19 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n",
      "\u001b[92m195: Guess: $220.00 Truth: $198.99 Error: $21.01 SLE: 0.01 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n",
      "\u001b[91m196: Guess: $50.00 Truth: $430.44 Error: $380.44 SLE: 4.56 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n",
      "\u001b[92m197: Guess: $40.00 Truth: $45.67 Error: $5.67 SLE: 0.02 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n",
      "\u001b[91m198: Guess: $110.00 Truth: $249.00 Error: $139.00 SLE: 0.66 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n",
      "\u001b[93m199: Guess: $120.00 Truth: $42.99 Error: $77.01 SLE: 1.02 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n",
      "\u001b[91m200: Guess: $100.00 Truth: $181.33 Error: $81.33 SLE: 0.35 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n",
      "\u001b[92m201: Guess: $25.00 Truth: $6.03 Error: $18.97 SLE: 1.71 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n",
      "\u001b[92m202: Guess: $20.00 Truth: $29.99 Error: $9.99 SLE: 0.15 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n",
      "\u001b[91m203: Guess: $500.00 Truth: $899.00 Error: $399.00 SLE: 0.34 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n",
      "\u001b[92m204: Guess: $400.00 Truth: $399.99 Error: $0.01 SLE: 0.00 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n",
      "\u001b[92m205: Guess: $20.00 Truth: $4.66 Error: $15.34 SLE: 1.72 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n",
      "\u001b[93m206: Guess: $200.00 Truth: $261.41 Error: $61.41 SLE: 0.07 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n",
      "\u001b[91m207: Guess: $300.00 Truth: $136.97 Error: $163.03 SLE: 0.61 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n",
      "\u001b[92m208: Guess: $100.00 Truth: $79.00 Error: $21.00 SLE: 0.05 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n",
      "\u001b[91m209: Guess: $150.00 Truth: $444.99 Error: $294.99 SLE: 1.17 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n",
      "\u001b[93m210: Guess: $250.00 Truth: $411.94 Error: $161.94 SLE: 0.25 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n",
      "\u001b[91m211: Guess: $50.00 Truth: $148.40 Error: $98.40 SLE: 1.16 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n",
      "\u001b[91m212: Guess: $30.00 Truth: $244.99 Error: $214.99 SLE: 4.29 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n",
      "\u001b[92m213: Guess: $60.00 Truth: $86.50 Error: $26.50 SLE: 0.13 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n",
      "\u001b[91m214: Guess: $150.00 Truth: $297.95 Error: $147.95 SLE: 0.47 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n",
      "\u001b[92m215: Guess: $400.00 Truth: $399.99 Error: $0.01 SLE: 0.00 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n",
      "\u001b[91m216: Guess: $60.00 Truth: $599.00 Error: $539.00 SLE: 5.23 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n",
      "\u001b[93m217: Guess: $60.00 Truth: $105.99 Error: $45.99 SLE: 0.32 Item: Barbie Top Model Doll\u001b[0m\n",
      "\u001b[91m218: Guess: $200.00 Truth: $689.00 Error: $489.00 SLE: 1.52 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n",
      "\u001b[93m219: Guess: $250.00 Truth: $404.99 Error: $154.99 SLE: 0.23 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n",
      "\u001b[92m220: Guess: $200.00 Truth: $207.76 Error: $7.76 SLE: 0.00 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n",
      "\u001b[93m221: Guess: $220.00 Truth: $171.82 Error: $48.18 SLE: 0.06 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n",
      "\u001b[91m222: Guess: $99.00 Truth: $293.24 Error: $194.24 SLE: 1.16 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n",
      "\u001b[91m223: Guess: $200.00 Truth: $374.95 Error: $174.95 SLE: 0.39 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n",
      "\u001b[91m224: Guess: $250.00 Truth: $111.99 Error: $138.01 SLE: 0.64 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n",
      "\u001b[92m225: Guess: $10.00 Truth: $42.99 Error: $32.99 SLE: 1.92 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n",
      "\u001b[92m226: Guess: $80.00 Truth: $116.71 Error: $36.71 SLE: 0.14 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n",
      "\u001b[93m227: Guess: $60.00 Truth: $118.61 Error: $58.61 SLE: 0.45 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n",
      "\u001b[93m228: Guess: $200.00 Truth: $147.12 Error: $52.88 SLE: 0.09 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n",
      "\u001b[93m229: Guess: $50.00 Truth: $119.99 Error: $69.99 SLE: 0.75 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n",
      "\u001b[91m230: Guess: $200.00 Truth: $369.98 Error: $169.98 SLE: 0.38 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n",
      "\u001b[91m231: Guess: $180.00 Truth: $315.55 Error: $135.55 SLE: 0.31 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n",
      "\u001b[91m232: Guess: $100.00 Truth: $190.99 Error: $90.99 SLE: 0.41 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n",
      "\u001b[91m233: Guess: $50.00 Truth: $155.00 Error: $105.00 SLE: 1.25 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n",
      "\u001b[91m234: Guess: $150.00 Truth: $349.99 Error: $199.99 SLE: 0.71 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n",
      "\u001b[91m235: Guess: $100.00 Truth: $249.99 Error: $149.99 SLE: 0.83 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n",
      "\u001b[93m236: Guess: $100.00 Truth: $42.99 Error: $57.01 SLE: 0.69 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n",
      "\u001b[92m237: Guess: $20.00 Truth: $17.99 Error: $2.01 SLE: 0.01 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n",
      "\u001b[91m238: Guess: $80.00 Truth: $425.00 Error: $345.00 SLE: 2.76 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n",
      "\u001b[92m239: Guess: $250.00 Truth: $249.99 Error: $0.01 SLE: 0.00 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n",
      "\u001b[91m240: Guess: $30.00 Truth: $138.23 Error: $108.23 SLE: 2.26 Item: Schmidt Spiele - Manhattan\u001b[0m\n",
      "\u001b[91m241: Guess: $80.00 Truth: $414.99 Error: $334.99 SLE: 2.68 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n",
      "\u001b[91m242: Guess: $80.00 Truth: $168.28 Error: $88.28 SLE: 0.54 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n",
      "\u001b[91m243: Guess: $280.00 Truth: $199.99 Error: $80.01 SLE: 0.11 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n",
      "\u001b[92m244: Guess: $100.00 Truth: $126.70 Error: $26.70 SLE: 0.06 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n",
      "\u001b[92m245: Guess: $30.00 Truth: $5.91 Error: $24.09 SLE: 2.25 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n",
      "\u001b[91m246: Guess: $100.00 Truth: $193.06 Error: $93.06 SLE: 0.43 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n",
      "\u001b[93m247: Guess: $199.00 Truth: $249.99 Error: $50.99 SLE: 0.05 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n",
      "\u001b[92m248: Guess: $40.00 Truth: $64.12 Error: $24.12 SLE: 0.21 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n",
      "\u001b[92m249: Guess: $100.00 Truth: $114.99 Error: $14.99 SLE: 0.02 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n",
      "\u001b[91m250: Guess: $250.00 Truth: $926.00 Error: $676.00 SLE: 1.71 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Tester.test(human_pricer, test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "066fef03-8338-4526-9df3-89b649ad4f0a",
   "metadata": {},
   "source": [
    "## First, the humble but mighty GPT-4o-mini\n",
    "\n",
    "It's called mini, but it packs a punch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "66ea68e8-ab1b-4f0d-aba4-a59574d8f85e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# First let's work on a good prompt for a Frontier model\n",
    "# Notice that I'm removing the \" to the nearest dollar\"\n",
    "# When we train our own models, we'll need to make the problem as easy as possible, \n",
    "# but a Frontier model needs no such simplification.\n",
    "\n",
    "def messages_for(item):\n",
    "    system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n",
    "    user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n",
    "    return [\n",
    "        {\"role\": \"system\", \"content\": system_message},\n",
    "        {\"role\": \"user\", \"content\": user_prompt},\n",
    "        {\"role\": \"assistant\", \"content\": \"Price is $\"}\n",
    "    ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "add7bc0a-71fb-49cc-a49b-9548fd0fe949",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4ff92d61-0d27-4b0d-8b32-c9891016509b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'role': 'system',\n",
       "  'content': 'You estimate prices of items. Reply only with the price, no explanation'},\n",
       " {'role': 'user',\n",
       "  'content': \"How much does this cost?\\n\\nOEM AC Compressor w/A/C Repair Kit For Ford F150 F-150 V8 & Lincoln Mark LT 2007 2008 - BuyAutoParts NEW\\nAs one of the world's largest automotive parts suppliers, our parts are trusted every day by mechanics and vehicle owners worldwide. This A/C Compressor and Components Kit is manufactured and tested to the strictest OE standards for unparalleled performance. Built for trouble-free ownership and 100% visually inspected and quality tested, this A/C Compressor and Components Kit is backed by our 100% satisfaction guarantee. Guaranteed Exact Fit for easy installation 100% BRAND NEW, premium ISO/TS 16949 quality - tested to meet or exceed OEM specifications Engineered for superior durability, backed by industry-leading unlimited-mileage warranty Included in this K\"},\n",
       " {'role': 'assistant', 'content': 'Price is $'}]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Try this out\n",
    "\n",
    "messages_for(test[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b1af1888-f94a-4106-b0d8-8a70939eec4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# A utility function to extract the price from a string\n",
    "\n",
    "def get_price(s):\n",
    "    s = s.replace('$','').replace(',','')\n",
    "    match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
    "    return float(match.group()) if match else 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f138c5b7-bcc1-4085-aced-68dad1bf36b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "99.99"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_price(\"The price is roughly $99.99 because blah blah\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "501a2a7a-69c8-451b-bbc0-398bcb9e1612",
   "metadata": {},
   "outputs": [],
   "source": [
    "# The function for gpt-4o-mini\n",
    "\n",
    "def gpt_4o_mini(item):\n",
    "    response = openai.chat.completions.create(\n",
    "        model=\"gpt-4o-mini\", \n",
    "        messages=messages_for(item),\n",
    "        seed=42,\n",
    "        max_tokens=5\n",
    "    )\n",
    "    reply = response.choices[0].message.content\n",
    "    return get_price(reply)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "843d88b4-364a-431b-b48b-8a7c1f68b786",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "374.41"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test[0].price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "36bdd2c9-1859-4f99-a09f-3ec83b845b30",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[93m1: Guess: $260.00 Truth: $374.41 Error: $114.41 SLE: 0.13 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n",
      "\u001b[91m2: Guess: $75.00 Truth: $225.11 Error: $150.11 SLE: 1.19 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n",
      "\u001b[92m3: Guess: $45.99 Truth: $61.68 Error: $15.69 SLE: 0.08 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n",
      "\u001b[93m4: Guess: $399.99 Truth: $599.99 Error: $200.00 SLE: 0.16 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n",
      "\u001b[92m5: Guess: $29.99 Truth: $16.99 Error: $13.00 SLE: 0.30 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n",
      "\u001b[92m6: Guess: $15.99 Truth: $31.99 Error: $16.00 SLE: 0.44 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n",
      "\u001b[93m7: Guess: $49.99 Truth: $101.79 Error: $51.80 SLE: 0.49 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n",
      "\u001b[91m8: Guess: $599.00 Truth: $289.00 Error: $310.00 SLE: 0.53 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n",
      "\u001b[93m9: Guess: $499.99 Truth: $635.86 Error: $135.87 SLE: 0.06 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n",
      "\u001b[92m10: Guess: $47.99 Truth: $65.99 Error: $18.00 SLE: 0.10 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n",
      "\u001b[93m11: Guess: $180.00 Truth: $254.21 Error: $74.21 SLE: 0.12 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n",
      "\u001b[91m12: Guess: $110.47 Truth: $412.99 Error: $302.52 SLE: 1.72 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n",
      "\u001b[91m13: Guess: $29.99 Truth: $205.50 Error: $175.51 SLE: 3.60 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n",
      "\u001b[93m14: Guess: $299.99 Truth: $248.23 Error: $51.76 SLE: 0.04 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n",
      "\u001b[91m15: Guess: $199.99 Truth: $399.00 Error: $199.01 SLE: 0.47 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n",
      "\u001b[93m16: Guess: $499.99 Truth: $373.94 Error: $126.05 SLE: 0.08 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n",
      "\u001b[92m17: Guess: $79.99 Truth: $92.89 Error: $12.90 SLE: 0.02 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n",
      "\u001b[92m18: Guess: $47.99 Truth: $51.99 Error: $4.00 SLE: 0.01 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n",
      "\u001b[93m19: Guess: $99.99 Truth: $179.00 Error: $79.01 SLE: 0.33 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n",
      "\u001b[92m20: Guess: $12.99 Truth: $19.42 Error: $6.43 SLE: 0.14 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n",
      "\u001b[92m21: Guess: $599.00 Truth: $539.95 Error: $59.05 SLE: 0.01 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n",
      "\u001b[93m22: Guess: $75.99 Truth: $147.67 Error: $71.68 SLE: 0.43 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n",
      "\u001b[92m23: Guess: $30.99 Truth: $24.99 Error: $6.00 SLE: 0.04 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n",
      "\u001b[91m24: Guess: $30.00 Truth: $149.00 Error: $119.00 SLE: 2.49 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n",
      "\u001b[92m25: Guess: $10.99 Truth: $16.99 Error: $6.00 SLE: 0.16 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n",
      "\u001b[92m26: Guess: $8.99 Truth: $7.99 Error: $1.00 SLE: 0.01 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n",
      "\u001b[93m27: Guess: $150.00 Truth: $199.99 Error: $49.99 SLE: 0.08 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n",
      "\u001b[93m28: Guess: $199.99 Truth: $251.45 Error: $51.46 SLE: 0.05 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n",
      "\u001b[91m29: Guess: $89.99 Truth: $231.62 Error: $141.63 SLE: 0.88 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n",
      "\u001b[91m30: Guess: $350.00 Truth: $135.00 Error: $215.00 SLE: 0.90 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n",
      "\u001b[93m31: Guess: $262.47 Truth: $356.62 Error: $94.15 SLE: 0.09 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n",
      "\u001b[93m32: Guess: $199.99 Truth: $257.99 Error: $58.00 SLE: 0.06 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n",
      "\u001b[92m33: Guess: $29.99 Truth: $27.99 Error: $2.00 SLE: 0.00 Item: Alnicov 63.5MM Brass Tremolo Block，Tremo...\u001b[0m\n",
      "\u001b[91m34: Guess: $85.00 Truth: $171.20 Error: $86.20 SLE: 0.48 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n",
      "\u001b[93m35: Guess: $299.99 Truth: $225.00 Error: $74.99 SLE: 0.08 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n",
      "\u001b[92m36: Guess: $110.00 Truth: $105.00 Error: $5.00 SLE: 0.00 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n",
      "\u001b[92m37: Guess: $299.99 Truth: $299.99 Error: $0.00 SLE: 0.00 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n",
      "\u001b[93m38: Guess: $699.00 Truth: $535.09 Error: $163.91 SLE: 0.07 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n",
      "\u001b[92m39: Guess: $14.99 Truth: $12.33 Error: $2.66 SLE: 0.03 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n",
      "\u001b[92m40: Guess: $99.99 Truth: $84.99 Error: $15.00 SLE: 0.03 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n",
      "\u001b[92m41: Guess: $19.99 Truth: $15.99 Error: $4.00 SLE: 0.04 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n",
      "\u001b[93m42: Guess: $15.99 Truth: $62.44 Error: $46.45 SLE: 1.74 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n",
      "\u001b[92m43: Guess: $99.99 Truth: $82.99 Error: $17.00 SLE: 0.03 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n",
      "\u001b[91m44: Guess: $348.00 Truth: $599.95 Error: $251.95 SLE: 0.30 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n",
      "\u001b[93m45: Guess: $239.99 Truth: $194.99 Error: $45.00 SLE: 0.04 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n",
      "\u001b[92m46: Guess: $349.99 Truth: $344.95 Error: $5.04 SLE: 0.00 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n",
      "\u001b[92m47: Guess: $47.99 Truth: $37.99 Error: $10.00 SLE: 0.05 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n",
      "\u001b[92m48: Guess: $180.00 Truth: $224.35 Error: $44.35 SLE: 0.05 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n",
      "\u001b[92m49: Guess: $972.00 Truth: $814.00 Error: $158.00 SLE: 0.03 Item: Street Series Stainless Performance Cat-...\u001b[0m\n",
      "\u001b[92m50: Guess: $399.99 Truth: $439.88 Error: $39.89 SLE: 0.01 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n",
      "\u001b[92m51: Guess: $349.99 Truth: $341.43 Error: $8.56 SLE: 0.00 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n",
      "\u001b[92m52: Guess: $30.00 Truth: $46.78 Error: $16.78 SLE: 0.19 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n",
      "\u001b[91m53: Guess: $315.00 Truth: $171.44 Error: $143.56 SLE: 0.37 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n",
      "\u001b[92m54: Guess: $499.99 Truth: $458.00 Error: $41.99 SLE: 0.01 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n",
      "\u001b[92m55: Guess: $99.99 Truth: $130.75 Error: $30.76 SLE: 0.07 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n",
      "\u001b[93m56: Guess: $24.99 Truth: $83.81 Error: $58.82 SLE: 1.40 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n",
      "\u001b[91m57: Guess: $110.00 Truth: $386.39 Error: $276.39 SLE: 1.56 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n",
      "\u001b[93m58: Guess: $120.00 Truth: $169.00 Error: $49.00 SLE: 0.12 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n",
      "\u001b[92m59: Guess: $15.99 Truth: $17.95 Error: $1.96 SLE: 0.01 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n",
      "\u001b[93m60: Guess: $199.99 Truth: $269.00 Error: $69.01 SLE: 0.09 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n",
      "\u001b[93m61: Guess: $30.99 Truth: $77.77 Error: $46.78 SLE: 0.81 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n",
      "\u001b[93m62: Guess: $150.00 Truth: $88.99 Error: $61.01 SLE: 0.27 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n",
      "\u001b[93m63: Guess: $250.00 Truth: $364.41 Error: $114.41 SLE: 0.14 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n",
      "\u001b[92m64: Guess: $120.00 Truth: $127.03 Error: $7.03 SLE: 0.00 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n",
      "\u001b[92m65: Guess: $800.00 Truth: $778.95 Error: $21.05 SLE: 0.00 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n",
      "\u001b[93m66: Guess: $250.00 Truth: $206.66 Error: $43.34 SLE: 0.04 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n",
      "\u001b[92m67: Guess: $29.99 Truth: $35.94 Error: $5.95 SLE: 0.03 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n",
      "\u001b[93m68: Guess: $99.99 Truth: $149.00 Error: $49.01 SLE: 0.16 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n",
      "\u001b[91m69: Guess: $150.00 Truth: $251.98 Error: $101.98 SLE: 0.27 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n",
      "\u001b[92m70: Guess: $150.00 Truth: $160.00 Error: $10.00 SLE: 0.00 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n",
      "\u001b[92m71: Guess: $49.99 Truth: $39.99 Error: $10.00 SLE: 0.05 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n",
      "\u001b[91m72: Guess: $174.99 Truth: $362.41 Error: $187.42 SLE: 0.53 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n",
      "\u001b[92m73: Guess: $350.00 Truth: $344.00 Error: $6.00 SLE: 0.00 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n",
      "\u001b[92m74: Guess: $47.99 Truth: $25.09 Error: $22.90 SLE: 0.40 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n",
      "\u001b[91m75: Guess: $75.99 Truth: $175.95 Error: $99.96 SLE: 0.69 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n",
      "\u001b[92m76: Guess: $129.99 Truth: $132.64 Error: $2.65 SLE: 0.00 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n",
      "\u001b[93m77: Guess: $299.99 Truth: $422.99 Error: $123.00 SLE: 0.12 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n",
      "\u001b[92m78: Guess: $179.99 Truth: $146.48 Error: $33.51 SLE: 0.04 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n",
      "\u001b[93m79: Guess: $110.00 Truth: $156.83 Error: $46.83 SLE: 0.12 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n",
      "\u001b[91m80: Guess: $99.99 Truth: $251.99 Error: $152.00 SLE: 0.84 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n",
      "\u001b[91m81: Guess: $299.99 Truth: $940.33 Error: $640.34 SLE: 1.30 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n",
      "\u001b[92m82: Guess: $49.99 Truth: $52.99 Error: $3.00 SLE: 0.00 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n",
      "\u001b[92m83: Guess: $199.99 Truth: $219.95 Error: $19.96 SLE: 0.01 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n",
      "\u001b[93m84: Guess: $320.00 Truth: $441.03 Error: $121.03 SLE: 0.10 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n",
      "\u001b[92m85: Guess: $149.99 Truth: $168.98 Error: $18.99 SLE: 0.01 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n",
      "\u001b[92m86: Guess: $4.99 Truth: $2.49 Error: $2.50 SLE: 0.29 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n",
      "\u001b[92m87: Guess: $89.99 Truth: $98.62 Error: $8.63 SLE: 0.01 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n",
      "\u001b[91m88: Guess: $66.99 Truth: $256.95 Error: $189.96 SLE: 1.78 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n",
      "\u001b[92m89: Guess: $19.99 Truth: $30.99 Error: $11.00 SLE: 0.18 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n",
      "\u001b[92m90: Guess: $499.99 Truth: $569.84 Error: $69.85 SLE: 0.02 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n",
      "\u001b[91m91: Guess: $79.99 Truth: $177.99 Error: $98.00 SLE: 0.63 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n",
      "\u001b[93m92: Guess: $599.99 Truth: $997.99 Error: $398.00 SLE: 0.26 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n",
      "\u001b[92m93: Guess: $199.00 Truth: $219.00 Error: $20.00 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n",
      "\u001b[92m94: Guess: $210.00 Truth: $225.55 Error: $15.55 SLE: 0.01 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n",
      "\u001b[91m95: Guess: $1,299.00 Truth: $495.95 Error: $803.05 SLE: 0.92 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n",
      "\u001b[93m96: Guess: $699.99 Truth: $942.37 Error: $242.38 SLE: 0.09 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n",
      "\u001b[92m97: Guess: $8.99 Truth: $1.94 Error: $7.05 SLE: 1.50 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n",
      "\u001b[93m98: Guess: $199.95 Truth: $284.34 Error: $84.39 SLE: 0.12 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n",
      "\u001b[91m99: Guess: $85.99 Truth: $171.90 Error: $85.91 SLE: 0.47 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n",
      "\u001b[93m100: Guess: $99.99 Truth: $144.99 Error: $45.00 SLE: 0.14 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n",
      "\u001b[91m101: Guess: $799.00 Truth: $470.47 Error: $328.53 SLE: 0.28 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n",
      "\u001b[92m102: Guess: $30.99 Truth: $66.95 Error: $35.96 SLE: 0.57 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n",
      "\u001b[93m103: Guess: $47.00 Truth: $117.00 Error: $70.00 SLE: 0.81 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n",
      "\u001b[92m104: Guess: $135.99 Truth: $172.14 Error: $36.15 SLE: 0.05 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n",
      "\u001b[92m105: Guess: $349.99 Truth: $392.74 Error: $42.75 SLE: 0.01 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n",
      "\u001b[92m106: Guess: $29.99 Truth: $16.99 Error: $13.00 SLE: 0.30 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n",
      "\u001b[92m107: Guess: $1.00 Truth: $1.34 Error: $0.34 SLE: 0.02 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n",
      "\u001b[91m108: Guess: $199.99 Truth: $349.98 Error: $149.99 SLE: 0.31 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n",
      "\u001b[91m109: Guess: $1,600.00 Truth: $370.71 Error: $1,229.29 SLE: 2.13 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n",
      "\u001b[92m110: Guess: $49.99 Truth: $65.88 Error: $15.89 SLE: 0.07 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n",
      "\u001b[91m111: Guess: $120.00 Truth: $229.99 Error: $109.99 SLE: 0.42 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n",
      "\u001b[92m112: Guess: $10.99 Truth: $9.14 Error: $1.85 SLE: 0.03 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n",
      "\u001b[91m113: Guess: $350.00 Truth: $199.00 Error: $151.00 SLE: 0.32 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n",
      "\u001b[92m114: Guess: $129.99 Truth: $109.99 Error: $20.00 SLE: 0.03 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n",
      "\u001b[91m115: Guess: $320.00 Truth: $570.42 Error: $250.42 SLE: 0.33 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n",
      "\u001b[91m116: Guess: $129.99 Truth: $279.99 Error: $150.00 SLE: 0.58 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n",
      "\u001b[92m117: Guess: $25.99 Truth: $30.99 Error: $5.00 SLE: 0.03 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n",
      "\u001b[92m118: Guess: $15.99 Truth: $31.99 Error: $16.00 SLE: 0.44 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n",
      "\u001b[92m119: Guess: $25.99 Truth: $15.90 Error: $10.09 SLE: 0.22 Item: G9 LED Light Bulbs，8W，75W 100W replaceme...\u001b[0m\n",
      "\u001b[93m120: Guess: $89.99 Truth: $45.99 Error: $44.00 SLE: 0.44 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n",
      "\u001b[91m121: Guess: $199.99 Truth: $113.52 Error: $86.47 SLE: 0.32 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n",
      "\u001b[92m122: Guess: $594.99 Truth: $516.99 Error: $78.00 SLE: 0.02 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n",
      "\u001b[91m123: Guess: $100.00 Truth: $196.99 Error: $96.99 SLE: 0.45 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n",
      "\u001b[92m124: Guess: $12.99 Truth: $46.55 Error: $33.56 SLE: 1.50 Item: Technical Precision Replacement for GE G...\u001b[0m\n",
      "\u001b[93m125: Guess: $239.99 Truth: $356.99 Error: $117.00 SLE: 0.16 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n",
      "\u001b[92m126: Guess: $329.00 Truth: $319.95 Error: $9.05 SLE: 0.00 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n",
      "\u001b[92m127: Guess: $120.00 Truth: $96.06 Error: $23.94 SLE: 0.05 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n",
      "\u001b[92m128: Guess: $179.99 Truth: $190.99 Error: $11.00 SLE: 0.00 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n",
      "\u001b[91m129: Guess: $85.99 Truth: $257.95 Error: $171.96 SLE: 1.19 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n",
      "\u001b[92m130: Guess: $49.99 Truth: $62.95 Error: $12.96 SLE: 0.05 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n",
      "\u001b[92m131: Guess: $29.99 Truth: $47.66 Error: $17.67 SLE: 0.20 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n",
      "\u001b[91m132: Guess: $349.99 Truth: $226.99 Error: $123.00 SLE: 0.19 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n",
      "\u001b[92m133: Guess: $349.99 Truth: $359.95 Error: $9.96 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n",
      "\u001b[93m134: Guess: $30.99 Truth: $78.40 Error: $47.41 SLE: 0.83 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n",
      "\u001b[92m135: Guess: $150.00 Truth: $172.77 Error: $22.77 SLE: 0.02 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n",
      "\u001b[92m136: Guess: $349.99 Truth: $316.45 Error: $33.54 SLE: 0.01 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n",
      "\u001b[93m137: Guess: $150.99 Truth: $87.99 Error: $63.00 SLE: 0.29 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n",
      "\u001b[92m138: Guess: $199.99 Truth: $226.63 Error: $26.64 SLE: 0.02 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n",
      "\u001b[92m139: Guess: $25.99 Truth: $31.49 Error: $5.50 SLE: 0.03 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n",
      "\u001b[93m140: Guess: $120.00 Truth: $196.00 Error: $76.00 SLE: 0.24 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n",
      "\u001b[92m141: Guess: $49.99 Truth: $78.40 Error: $28.41 SLE: 0.20 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n",
      "\u001b[92m142: Guess: $150.00 Truth: $116.25 Error: $33.75 SLE: 0.06 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n",
      "\u001b[92m143: Guess: $120.00 Truth: $112.78 Error: $7.22 SLE: 0.00 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n",
      "\u001b[92m144: Guess: $24.99 Truth: $27.32 Error: $2.33 SLE: 0.01 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n",
      "\u001b[91m145: Guess: $54.99 Truth: $145.91 Error: $90.92 SLE: 0.93 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n",
      "\u001b[92m146: Guess: $150.00 Truth: $171.09 Error: $21.09 SLE: 0.02 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n",
      "\u001b[91m147: Guess: $30.99 Truth: $167.95 Error: $136.96 SLE: 2.77 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n",
      "\u001b[92m148: Guess: $49.99 Truth: $28.49 Error: $21.50 SLE: 0.30 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n",
      "\u001b[92m149: Guess: $110.00 Truth: $122.23 Error: $12.23 SLE: 0.01 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n",
      "\u001b[92m150: Guess: $49.99 Truth: $32.99 Error: $17.00 SLE: 0.16 Item: Learning Resources Coding Critters Range...\u001b[0m\n",
      "\u001b[92m151: Guess: $75.00 Truth: $71.20 Error: $3.80 SLE: 0.00 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n",
      "\u001b[93m152: Guess: $35.99 Truth: $112.75 Error: $76.76 SLE: 1.26 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n",
      "\u001b[92m153: Guess: $120.00 Truth: $142.43 Error: $22.43 SLE: 0.03 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n",
      "\u001b[93m154: Guess: $299.99 Truth: $398.99 Error: $99.00 SLE: 0.08 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n",
      "\u001b[91m155: Guess: $799.99 Truth: $449.00 Error: $350.99 SLE: 0.33 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n",
      "\u001b[93m156: Guess: $139.99 Truth: $189.00 Error: $49.01 SLE: 0.09 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n",
      "\u001b[92m157: Guess: $99.95 Truth: $120.91 Error: $20.96 SLE: 0.04 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n",
      "\u001b[92m158: Guess: $199.99 Truth: $203.53 Error: $3.54 SLE: 0.00 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n",
      "\u001b[92m159: Guess: $299.99 Truth: $349.99 Error: $50.00 SLE: 0.02 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n",
      "\u001b[92m160: Guess: $15.99 Truth: $34.35 Error: $18.36 SLE: 0.54 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n",
      "\u001b[92m161: Guess: $349.99 Truth: $384.99 Error: $35.00 SLE: 0.01 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n",
      "\u001b[92m162: Guess: $199.99 Truth: $211.00 Error: $11.01 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n",
      "\u001b[92m163: Guess: $120.00 Truth: $129.00 Error: $9.00 SLE: 0.01 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n",
      "\u001b[91m164: Guess: $15.99 Truth: $111.45 Error: $95.46 SLE: 3.57 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n",
      "\u001b[93m165: Guess: $15.99 Truth: $81.12 Error: $65.13 SLE: 2.48 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n",
      "\u001b[91m166: Guess: $199.99 Truth: $457.08 Error: $257.09 SLE: 0.68 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n",
      "\u001b[93m167: Guess: $89.99 Truth: $49.49 Error: $40.50 SLE: 0.35 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n",
      "\u001b[93m168: Guess: $30.99 Truth: $80.56 Error: $49.57 SLE: 0.88 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n",
      "\u001b[92m169: Guess: $239.99 Truth: $278.39 Error: $38.40 SLE: 0.02 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n",
      "\u001b[93m170: Guess: $250.00 Truth: $364.50 Error: $114.50 SLE: 0.14 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n",
      "\u001b[93m171: Guess: $260.00 Truth: $378.99 Error: $118.99 SLE: 0.14 Item: Torklift C3212 Rear Tie Down\u001b[0m\n",
      "\u001b[91m172: Guess: $250.00 Truth: $165.28 Error: $84.72 SLE: 0.17 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n",
      "\u001b[92m173: Guess: $49.99 Truth: $56.74 Error: $6.75 SLE: 0.02 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n",
      "\u001b[91m174: Guess: $179.99 Truth: $307.95 Error: $127.96 SLE: 0.29 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n",
      "\u001b[92m175: Guess: $47.99 Truth: $38.00 Error: $9.99 SLE: 0.05 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n",
      "\u001b[92m176: Guess: $49.99 Truth: $53.00 Error: $3.01 SLE: 0.00 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n",
      "\u001b[91m177: Guess: $699.00 Truth: $498.00 Error: $201.00 SLE: 0.11 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n",
      "\u001b[93m178: Guess: $120.00 Truth: $53.99 Error: $66.01 SLE: 0.62 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n",
      "\u001b[93m179: Guess: $249.99 Truth: $350.00 Error: $100.01 SLE: 0.11 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n",
      "\u001b[93m180: Guess: $199.99 Truth: $299.95 Error: $99.96 SLE: 0.16 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n",
      "\u001b[92m181: Guess: $99.99 Truth: $94.93 Error: $5.06 SLE: 0.00 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n",
      "\u001b[93m182: Guess: $299.00 Truth: $379.00 Error: $80.00 SLE: 0.06 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n",
      "\u001b[93m183: Guess: $199.99 Truth: $299.95 Error: $99.96 SLE: 0.16 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n",
      "\u001b[92m184: Guess: $24.99 Truth: $24.99 Error: $0.00 SLE: 0.00 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n",
      "\u001b[92m185: Guess: $79.99 Truth: $41.04 Error: $38.95 SLE: 0.43 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n",
      "\u001b[93m186: Guess: $199.99 Truth: $327.90 Error: $127.91 SLE: 0.24 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n",
      "\u001b[92m187: Guess: $15.99 Truth: $10.99 Error: $5.00 SLE: 0.12 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n",
      "\u001b[92m188: Guess: $15.99 Truth: $14.99 Error: $1.00 SLE: 0.00 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n",
      "\u001b[93m189: Guess: $10.99 Truth: $84.95 Error: $73.96 SLE: 3.88 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n",
      "\u001b[92m190: Guess: $99.99 Truth: $111.00 Error: $11.01 SLE: 0.01 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n",
      "\u001b[93m191: Guess: $47.99 Truth: $123.73 Error: $75.74 SLE: 0.87 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n",
      "\u001b[92m192: Guess: $499.99 Truth: $557.38 Error: $57.39 SLE: 0.01 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n",
      "\u001b[93m193: Guess: $150.00 Truth: $95.55 Error: $54.45 SLE: 0.20 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n",
      "\u001b[91m194: Guess: $299.99 Truth: $154.00 Error: $145.99 SLE: 0.44 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n",
      "\u001b[93m195: Guess: $150.00 Truth: $198.99 Error: $48.99 SLE: 0.08 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n",
      "\u001b[91m196: Guess: $199.99 Truth: $430.44 Error: $230.45 SLE: 0.58 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n",
      "\u001b[92m197: Guess: $25.99 Truth: $45.67 Error: $19.68 SLE: 0.30 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n",
      "\u001b[92m198: Guess: $199.99 Truth: $249.00 Error: $49.01 SLE: 0.05 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n",
      "\u001b[92m199: Guess: $35.99 Truth: $42.99 Error: $7.00 SLE: 0.03 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n",
      "\u001b[93m200: Guess: $239.99 Truth: $181.33 Error: $58.66 SLE: 0.08 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n",
      "\u001b[92m201: Guess: $8.99 Truth: $6.03 Error: $2.96 SLE: 0.12 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n",
      "\u001b[92m202: Guess: $39.95 Truth: $29.99 Error: $9.96 SLE: 0.08 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n",
      "\u001b[93m203: Guess: $600.00 Truth: $899.00 Error: $299.00 SLE: 0.16 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n",
      "\u001b[93m204: Guess: $299.99 Truth: $399.99 Error: $100.00 SLE: 0.08 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n",
      "\u001b[92m205: Guess: $10.99 Truth: $4.66 Error: $6.33 SLE: 0.56 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n",
      "\u001b[91m206: Guess: $129.99 Truth: $261.41 Error: $131.42 SLE: 0.48 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n",
      "\u001b[92m207: Guess: $100.99 Truth: $136.97 Error: $35.98 SLE: 0.09 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n",
      "\u001b[92m208: Guess: $109.00 Truth: $79.00 Error: $30.00 SLE: 0.10 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n",
      "\u001b[91m209: Guess: $199.99 Truth: $444.99 Error: $245.00 SLE: 0.64 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n",
      "\u001b[92m210: Guess: $349.99 Truth: $411.94 Error: $61.95 SLE: 0.03 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n",
      "\u001b[92m211: Guess: $149.99 Truth: $148.40 Error: $1.59 SLE: 0.00 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n",
      "\u001b[91m212: Guess: $90.00 Truth: $244.99 Error: $154.99 SLE: 0.99 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n",
      "\u001b[92m213: Guess: $99.99 Truth: $86.50 Error: $13.49 SLE: 0.02 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n",
      "\u001b[91m214: Guess: $99.99 Truth: $297.95 Error: $197.96 SLE: 1.18 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n",
      "\u001b[93m215: Guess: $499.99 Truth: $399.99 Error: $100.00 SLE: 0.05 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n",
      "\u001b[91m216: Guess: $180.00 Truth: $599.00 Error: $419.00 SLE: 1.44 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n",
      "\u001b[91m217: Guess: $24.99 Truth: $105.99 Error: $81.00 SLE: 2.00 Item: Barbie Top Model Doll\u001b[0m\n",
      "\u001b[92m218: Guess: $699.99 Truth: $689.00 Error: $10.99 SLE: 0.00 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n",
      "\u001b[92m219: Guess: $399.99 Truth: $404.99 Error: $5.00 SLE: 0.00 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n",
      "\u001b[91m220: Guess: $120.00 Truth: $207.76 Error: $87.76 SLE: 0.30 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n",
      "\u001b[91m221: Guess: $299.99 Truth: $171.82 Error: $128.17 SLE: 0.31 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n",
      "\u001b[92m222: Guess: $239.99 Truth: $293.24 Error: $53.25 SLE: 0.04 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n",
      "\u001b[91m223: Guess: $599.95 Truth: $374.95 Error: $225.00 SLE: 0.22 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n",
      "\u001b[93m224: Guess: $49.99 Truth: $111.99 Error: $62.00 SLE: 0.63 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n",
      "\u001b[92m225: Guess: $24.99 Truth: $42.99 Error: $18.00 SLE: 0.28 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n",
      "\u001b[92m226: Guess: $120.00 Truth: $116.71 Error: $3.29 SLE: 0.00 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n",
      "\u001b[91m227: Guess: $210.00 Truth: $118.61 Error: $91.39 SLE: 0.32 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n",
      "\u001b[92m228: Guess: $150.00 Truth: $147.12 Error: $2.88 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n",
      "\u001b[92m229: Guess: $99.99 Truth: $119.99 Error: $20.00 SLE: 0.03 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n",
      "\u001b[93m230: Guess: $239.00 Truth: $369.98 Error: $130.98 SLE: 0.19 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n",
      "\u001b[92m231: Guess: $359.99 Truth: $315.55 Error: $44.44 SLE: 0.02 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n",
      "\u001b[92m232: Guess: $199.99 Truth: $190.99 Error: $9.00 SLE: 0.00 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n",
      "\u001b[92m233: Guess: $120.00 Truth: $155.00 Error: $35.00 SLE: 0.06 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n",
      "\u001b[92m234: Guess: $299.99 Truth: $349.99 Error: $50.00 SLE: 0.02 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n",
      "\u001b[93m235: Guess: $199.99 Truth: $249.99 Error: $50.00 SLE: 0.05 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n",
      "\u001b[92m236: Guess: $47.99 Truth: $42.99 Error: $5.00 SLE: 0.01 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n",
      "\u001b[92m237: Guess: $14.99 Truth: $17.99 Error: $3.00 SLE: 0.03 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n",
      "\u001b[92m238: Guess: $350.00 Truth: $425.00 Error: $75.00 SLE: 0.04 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n",
      "\u001b[93m239: Guess: $299.99 Truth: $249.99 Error: $50.00 SLE: 0.03 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n",
      "\u001b[91m240: Guess: $30.00 Truth: $138.23 Error: $108.23 SLE: 2.26 Item: Schmidt Spiele - Manhattan\u001b[0m\n",
      "\u001b[91m241: Guess: $199.99 Truth: $414.99 Error: $215.00 SLE: 0.53 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n",
      "\u001b[93m242: Guess: $210.00 Truth: $168.28 Error: $41.72 SLE: 0.05 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n",
      "\u001b[92m243: Guess: $199.99 Truth: $199.99 Error: $0.00 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n",
      "\u001b[92m244: Guess: $100.00 Truth: $126.70 Error: $26.70 SLE: 0.06 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n",
      "\u001b[92m245: Guess: $10.99 Truth: $5.91 Error: $5.08 SLE: 0.30 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n",
      "\u001b[92m246: Guess: $199.99 Truth: $193.06 Error: $6.93 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n",
      "\u001b[92m247: Guess: $249.99 Truth: $249.99 Error: $0.00 SLE: 0.00 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n",
      "\u001b[92m248: Guess: $49.99 Truth: $64.12 Error: $14.13 SLE: 0.06 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n",
      "\u001b[92m249: Guess: $149.99 Truth: $114.99 Error: $35.00 SLE: 0.07 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n",
      "\u001b[93m250: Guess: $699.00 Truth: $926.00 Error: $227.00 SLE: 0.08 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Tester.test(gpt_4o_mini, test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f49e90d6-6749-4eb8-9347-5922b189d379",
   "metadata": {},
   "outputs": [],
   "source": [
    "# The function for gpt-4o - the August model\n",
    "\n",
    "def gpt_4o_frontier(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=5\n",
    "    )\n",
    "    reply = response.choices[0].message.content\n",
    "    return get_price(reply)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "766e697e-55bf-4521-b301-3b07d20045e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[93m1: Guess: $280.99 Truth: $374.41 Error: $93.42 SLE: 0.08 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n",
      "\u001b[91m2: Guess: $75.00 Truth: $225.11 Error: $150.11 SLE: 1.19 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n",
      "\u001b[92m3: Guess: $30.00 Truth: $61.68 Error: $31.68 SLE: 0.50 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n",
      "\u001b[93m4: Guess: $450.00 Truth: $599.99 Error: $149.99 SLE: 0.08 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n",
      "\u001b[92m5: Guess: $15.00 Truth: $16.99 Error: $1.99 SLE: 0.01 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n",
      "\u001b[92m6: Guess: $15.00 Truth: $31.99 Error: $16.99 SLE: 0.52 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n",
      "\u001b[92m7: Guess: $110.47 Truth: $101.79 Error: $8.68 SLE: 0.01 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n",
      "\u001b[92m8: Guess: $329.00 Truth: $289.00 Error: $40.00 SLE: 0.02 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n",
      "\u001b[93m9: Guess: $500.00 Truth: $635.86 Error: $135.86 SLE: 0.06 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n",
      "\u001b[92m10: Guess: $47.99 Truth: $65.99 Error: $18.00 SLE: 0.10 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n",
      "\u001b[92m11: Guess: $230.99 Truth: $254.21 Error: $23.22 SLE: 0.01 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n",
      "\u001b[91m12: Guess: $221.99 Truth: $412.99 Error: $191.00 SLE: 0.38 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n",
      "\u001b[91m13: Guess: $35.00 Truth: $205.50 Error: $170.50 SLE: 3.05 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n",
      "\u001b[92m14: Guess: $239.00 Truth: $248.23 Error: $9.23 SLE: 0.00 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n",
      "\u001b[91m15: Guess: $239.00 Truth: $399.00 Error: $160.00 SLE: 0.26 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n",
      "\u001b[92m16: Guess: $349.00 Truth: $373.94 Error: $24.94 SLE: 0.00 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n",
      "\u001b[92m17: Guess: $79.99 Truth: $92.89 Error: $12.90 SLE: 0.02 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n",
      "\u001b[92m18: Guess: $47.99 Truth: $51.99 Error: $4.00 SLE: 0.01 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n",
      "\u001b[91m19: Guess: $75.00 Truth: $179.00 Error: $104.00 SLE: 0.74 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n",
      "\u001b[92m20: Guess: $12.99 Truth: $19.42 Error: $6.43 SLE: 0.14 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n",
      "\u001b[92m21: Guess: $579.00 Truth: $539.95 Error: $39.05 SLE: 0.00 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n",
      "\u001b[92m22: Guess: $180.00 Truth: $147.67 Error: $32.33 SLE: 0.04 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n",
      "\u001b[92m23: Guess: $35.99 Truth: $24.99 Error: $11.00 SLE: 0.12 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n",
      "\u001b[91m24: Guess: $35.99 Truth: $149.00 Error: $113.01 SLE: 1.96 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n",
      "\u001b[92m25: Guess: $13.99 Truth: $16.99 Error: $3.00 SLE: 0.03 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n",
      "\u001b[92m26: Guess: $12.99 Truth: $7.99 Error: $5.00 SLE: 0.20 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n",
      "\u001b[92m27: Guess: $180.00 Truth: $199.99 Error: $19.99 SLE: 0.01 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n",
      "\u001b[92m28: Guess: $250.00 Truth: $251.45 Error: $1.45 SLE: 0.00 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n",
      "\u001b[91m29: Guess: $80.00 Truth: $231.62 Error: $151.62 SLE: 1.11 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n",
      "\u001b[91m30: Guess: $1,100.00 Truth: $135.00 Error: $965.00 SLE: 4.37 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n",
      "\u001b[93m31: Guess: $250.00 Truth: $356.62 Error: $106.62 SLE: 0.13 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n",
      "\u001b[91m32: Guess: $120.00 Truth: $257.99 Error: $137.99 SLE: 0.58 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n",
      "\u001b[92m33: Guess: $25.99 Truth: $27.99 Error: $2.00 SLE: 0.01 Item: Alnicov 63.5MM Brass Tremolo Block，Tremo...\u001b[0m\n",
      "\u001b[91m34: Guess: $55.00 Truth: $171.20 Error: $116.20 SLE: 1.26 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n",
      "\u001b[92m35: Guess: $210.00 Truth: $225.00 Error: $15.00 SLE: 0.00 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n",
      "\u001b[92m36: Guess: $99.00 Truth: $105.00 Error: $6.00 SLE: 0.00 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n",
      "\u001b[92m37: Guess: $299.99 Truth: $299.99 Error: $0.00 SLE: 0.00 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n",
      "\u001b[92m38: Guess: $500.00 Truth: $535.09 Error: $35.09 SLE: 0.00 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n",
      "\u001b[92m39: Guess: $25.00 Truth: $12.33 Error: $12.67 SLE: 0.45 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n",
      "\u001b[93m40: Guess: $129.99 Truth: $84.99 Error: $45.00 SLE: 0.18 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n",
      "\u001b[92m41: Guess: $18.99 Truth: $15.99 Error: $3.00 SLE: 0.03 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n",
      "\u001b[93m42: Guess: $15.00 Truth: $62.44 Error: $47.44 SLE: 1.90 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n",
      "\u001b[92m43: Guess: $79.99 Truth: $82.99 Error: $3.00 SLE: 0.00 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n",
      "\u001b[91m44: Guess: $299.99 Truth: $599.95 Error: $299.96 SLE: 0.48 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n",
      "\u001b[92m45: Guess: $229.99 Truth: $194.99 Error: $35.00 SLE: 0.03 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n",
      "\u001b[92m46: Guess: $350.00 Truth: $344.95 Error: $5.05 SLE: 0.00 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n",
      "\u001b[92m47: Guess: $49.99 Truth: $37.99 Error: $12.00 SLE: 0.07 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n",
      "\u001b[92m48: Guess: $180.00 Truth: $224.35 Error: $44.35 SLE: 0.05 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n",
      "\u001b[93m49: Guess: $1,000.00 Truth: $814.00 Error: $186.00 SLE: 0.04 Item: Street Series Stainless Performance Cat-...\u001b[0m\n",
      "\u001b[93m50: Guess: $349.00 Truth: $439.88 Error: $90.88 SLE: 0.05 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n",
      "\u001b[92m51: Guess: $315.00 Truth: $341.43 Error: $26.43 SLE: 0.01 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n",
      "\u001b[92m52: Guess: $10.00 Truth: $46.78 Error: $36.78 SLE: 2.16 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n",
      "\u001b[91m53: Guess: $350.00 Truth: $171.44 Error: $178.56 SLE: 0.51 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n",
      "\u001b[92m54: Guess: $490.00 Truth: $458.00 Error: $32.00 SLE: 0.00 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n",
      "\u001b[92m55: Guess: $130.00 Truth: $130.75 Error: $0.75 SLE: 0.00 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n",
      "\u001b[92m56: Guess: $50.00 Truth: $83.81 Error: $33.81 SLE: 0.26 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n",
      "\u001b[91m57: Guess: $99.99 Truth: $386.39 Error: $286.40 SLE: 1.81 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n",
      "\u001b[93m58: Guess: $110.47 Truth: $169.00 Error: $58.53 SLE: 0.18 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n",
      "\u001b[92m59: Guess: $10.00 Truth: $17.95 Error: $7.95 SLE: 0.30 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n",
      "\u001b[93m60: Guess: $180.00 Truth: $269.00 Error: $89.00 SLE: 0.16 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n",
      "\u001b[93m61: Guess: $30.00 Truth: $77.77 Error: $47.77 SLE: 0.87 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n",
      "\u001b[92m62: Guess: $100.00 Truth: $88.99 Error: $11.01 SLE: 0.01 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n",
      "\u001b[92m63: Guess: $320.00 Truth: $364.41 Error: $44.41 SLE: 0.02 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n",
      "\u001b[92m64: Guess: $110.00 Truth: $127.03 Error: $17.03 SLE: 0.02 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n",
      "\u001b[92m65: Guess: $800.00 Truth: $778.95 Error: $21.05 SLE: 0.00 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n",
      "\u001b[93m66: Guess: $250.00 Truth: $206.66 Error: $43.34 SLE: 0.04 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n",
      "\u001b[92m67: Guess: $30.99 Truth: $35.94 Error: $4.95 SLE: 0.02 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n",
      "\u001b[92m68: Guess: $150.00 Truth: $149.00 Error: $1.00 SLE: 0.00 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n",
      "\u001b[93m69: Guess: $315.00 Truth: $251.98 Error: $63.02 SLE: 0.05 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n",
      "\u001b[92m70: Guess: $150.00 Truth: $160.00 Error: $10.00 SLE: 0.00 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n",
      "\u001b[92m71: Guess: $49.99 Truth: $39.99 Error: $10.00 SLE: 0.05 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n",
      "\u001b[91m72: Guess: $180.00 Truth: $362.41 Error: $182.41 SLE: 0.49 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n",
      "\u001b[93m73: Guess: $250.00 Truth: $344.00 Error: $94.00 SLE: 0.10 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n",
      "\u001b[92m74: Guess: $15.00 Truth: $25.09 Error: $10.09 SLE: 0.24 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n",
      "\u001b[91m75: Guess: $65.00 Truth: $175.95 Error: $110.95 SLE: 0.97 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n",
      "\u001b[92m76: Guess: $129.99 Truth: $132.64 Error: $2.65 SLE: 0.00 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n",
      "\u001b[93m77: Guess: $572.47 Truth: $422.99 Error: $149.48 SLE: 0.09 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n",
      "\u001b[91m78: Guess: $250.00 Truth: $146.48 Error: $103.52 SLE: 0.28 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n",
      "\u001b[92m79: Guess: $180.00 Truth: $156.83 Error: $23.17 SLE: 0.02 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n",
      "\u001b[91m80: Guess: $99.00 Truth: $251.99 Error: $152.99 SLE: 0.86 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n",
      "\u001b[91m81: Guess: $490.00 Truth: $940.33 Error: $450.33 SLE: 0.42 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n",
      "\u001b[92m82: Guess: $49.99 Truth: $52.99 Error: $3.00 SLE: 0.00 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n",
      "\u001b[93m83: Guess: $299.00 Truth: $219.95 Error: $79.05 SLE: 0.09 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n",
      "\u001b[92m84: Guess: $425.00 Truth: $441.03 Error: $16.03 SLE: 0.00 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n",
      "\u001b[92m85: Guess: $179.99 Truth: $168.98 Error: $11.01 SLE: 0.00 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n",
      "\u001b[92m86: Guess: $5.99 Truth: $2.49 Error: $3.50 SLE: 0.48 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n",
      "\u001b[92m87: Guess: $89.99 Truth: $98.62 Error: $8.63 SLE: 0.01 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n",
      "\u001b[93m88: Guess: $179.99 Truth: $256.95 Error: $76.96 SLE: 0.13 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n",
      "\u001b[92m89: Guess: $23.95 Truth: $30.99 Error: $7.04 SLE: 0.06 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n",
      "\u001b[92m90: Guess: $650.00 Truth: $569.84 Error: $80.16 SLE: 0.02 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n",
      "\u001b[91m91: Guess: $50.00 Truth: $177.99 Error: $127.99 SLE: 1.58 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n",
      "\u001b[93m92: Guess: $700.00 Truth: $997.99 Error: $297.99 SLE: 0.13 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n",
      "\u001b[93m93: Guess: $174.00 Truth: $219.00 Error: $45.00 SLE: 0.05 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n",
      "\u001b[93m94: Guess: $180.00 Truth: $225.55 Error: $45.55 SLE: 0.05 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n",
      "\u001b[91m95: Guess: $1,600.00 Truth: $495.95 Error: $1,104.05 SLE: 1.37 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n",
      "\u001b[92m96: Guess: $799.00 Truth: $942.37 Error: $143.37 SLE: 0.03 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n",
      "\u001b[92m97: Guess: $5.00 Truth: $1.94 Error: $3.06 SLE: 0.51 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n",
      "\u001b[92m98: Guess: $315.00 Truth: $284.34 Error: $30.66 SLE: 0.01 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n",
      "\u001b[92m99: Guess: $150.00 Truth: $171.90 Error: $21.90 SLE: 0.02 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n",
      "\u001b[93m100: Guess: $99.99 Truth: $144.99 Error: $45.00 SLE: 0.14 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n",
      "\u001b[91m101: Guess: $1,200.00 Truth: $470.47 Error: $729.53 SLE: 0.87 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n",
      "\u001b[92m102: Guess: $35.00 Truth: $66.95 Error: $31.95 SLE: 0.40 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n",
      "\u001b[93m103: Guess: $70.00 Truth: $117.00 Error: $47.00 SLE: 0.26 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n",
      "\u001b[91m104: Guess: $80.00 Truth: $172.14 Error: $92.14 SLE: 0.58 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n",
      "\u001b[92m105: Guess: $350.00 Truth: $392.74 Error: $42.74 SLE: 0.01 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n",
      "\u001b[92m106: Guess: $23.99 Truth: $16.99 Error: $7.00 SLE: 0.11 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n",
      "\u001b[92m107: Guess: $1.50 Truth: $1.34 Error: $0.16 SLE: 0.00 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n",
      "\u001b[93m108: Guess: $250.00 Truth: $349.98 Error: $99.98 SLE: 0.11 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n",
      "\u001b[91m109: Guess: $800.00 Truth: $370.71 Error: $429.29 SLE: 0.59 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n",
      "\u001b[92m110: Guess: $30.00 Truth: $65.88 Error: $35.88 SLE: 0.59 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n",
      "\u001b[92m111: Guess: $199.99 Truth: $229.99 Error: $30.00 SLE: 0.02 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n",
      "\u001b[92m112: Guess: $6.99 Truth: $9.14 Error: $2.15 SLE: 0.06 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n",
      "\u001b[93m113: Guess: $250.00 Truth: $199.00 Error: $51.00 SLE: 0.05 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n",
      "\u001b[92m114: Guess: $134.99 Truth: $109.99 Error: $25.00 SLE: 0.04 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n",
      "\u001b[93m115: Guess: $350.00 Truth: $570.42 Error: $220.42 SLE: 0.24 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n",
      "\u001b[93m116: Guess: $180.00 Truth: $279.99 Error: $99.99 SLE: 0.19 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n",
      "\u001b[92m117: Guess: $23.99 Truth: $30.99 Error: $7.00 SLE: 0.06 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n",
      "\u001b[92m118: Guess: $32.00 Truth: $31.99 Error: $0.01 SLE: 0.00 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n",
      "\u001b[92m119: Guess: $13.99 Truth: $15.90 Error: $1.91 SLE: 0.01 Item: G9 LED Light Bulbs，8W，75W 100W replaceme...\u001b[0m\n",
      "\u001b[93m120: Guess: $99.99 Truth: $45.99 Error: $54.00 SLE: 0.59 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n",
      "\u001b[92m121: Guess: $150.47 Truth: $113.52 Error: $36.95 SLE: 0.08 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n",
      "\u001b[92m122: Guess: $450.00 Truth: $516.99 Error: $66.99 SLE: 0.02 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n",
      "\u001b[91m123: Guess: $100.00 Truth: $196.99 Error: $96.99 SLE: 0.45 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n",
      "\u001b[92m124: Guess: $18.99 Truth: $46.55 Error: $27.56 SLE: 0.75 Item: Technical Precision Replacement for GE G...\u001b[0m\n",
      "\u001b[93m125: Guess: $260.00 Truth: $356.99 Error: $96.99 SLE: 0.10 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n",
      "\u001b[92m126: Guess: $300.00 Truth: $319.95 Error: $19.95 SLE: 0.00 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n",
      "\u001b[92m127: Guess: $100.00 Truth: $96.06 Error: $3.94 SLE: 0.00 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n",
      "\u001b[93m128: Guess: $239.99 Truth: $190.99 Error: $49.00 SLE: 0.05 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n",
      "\u001b[91m129: Guess: $80.00 Truth: $257.95 Error: $177.95 SLE: 1.35 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n",
      "\u001b[93m130: Guess: $110.00 Truth: $62.95 Error: $47.05 SLE: 0.30 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n",
      "\u001b[92m131: Guess: $49.99 Truth: $47.66 Error: $2.33 SLE: 0.00 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n",
      "\u001b[92m132: Guess: $239.99 Truth: $226.99 Error: $13.00 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n",
      "\u001b[91m133: Guess: $750.00 Truth: $359.95 Error: $390.05 SLE: 0.54 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n",
      "\u001b[93m134: Guess: $35.00 Truth: $78.40 Error: $43.40 SLE: 0.63 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n",
      "\u001b[92m135: Guess: $180.00 Truth: $172.77 Error: $7.23 SLE: 0.00 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n",
      "\u001b[93m136: Guess: $250.00 Truth: $316.45 Error: $66.45 SLE: 0.06 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n",
      "\u001b[92m137: Guess: $110.00 Truth: $87.99 Error: $22.01 SLE: 0.05 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n",
      "\u001b[93m138: Guess: $280.00 Truth: $226.63 Error: $53.37 SLE: 0.04 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n",
      "\u001b[92m139: Guess: $30.47 Truth: $31.49 Error: $1.02 SLE: 0.00 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n",
      "\u001b[91m140: Guess: $110.00 Truth: $196.00 Error: $86.00 SLE: 0.33 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n",
      "\u001b[93m141: Guess: $30.47 Truth: $78.40 Error: $47.93 SLE: 0.86 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n",
      "\u001b[92m142: Guess: $150.00 Truth: $116.25 Error: $33.75 SLE: 0.06 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n",
      "\u001b[92m143: Guess: $120.00 Truth: $112.78 Error: $7.22 SLE: 0.00 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n",
      "\u001b[92m144: Guess: $24.99 Truth: $27.32 Error: $2.33 SLE: 0.01 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n",
      "\u001b[92m145: Guess: $128.99 Truth: $145.91 Error: $16.92 SLE: 0.01 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n",
      "\u001b[91m146: Guess: $315.99 Truth: $171.09 Error: $144.90 SLE: 0.37 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n",
      "\u001b[93m147: Guess: $99.99 Truth: $167.95 Error: $67.96 SLE: 0.26 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n",
      "\u001b[92m148: Guess: $30.47 Truth: $28.49 Error: $1.98 SLE: 0.00 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n",
      "\u001b[92m149: Guess: $99.99 Truth: $122.23 Error: $22.24 SLE: 0.04 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n",
      "\u001b[92m150: Guess: $30.47 Truth: $32.99 Error: $2.52 SLE: 0.01 Item: Learning Resources Coding Critters Range...\u001b[0m\n",
      "\u001b[92m151: Guess: $47.99 Truth: $71.20 Error: $23.21 SLE: 0.15 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n",
      "\u001b[92m152: Guess: $150.00 Truth: $112.75 Error: $37.25 SLE: 0.08 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n",
      "\u001b[92m153: Guess: $110.00 Truth: $142.43 Error: $32.43 SLE: 0.07 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n",
      "\u001b[91m154: Guess: $209.99 Truth: $398.99 Error: $189.00 SLE: 0.41 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n",
      "\u001b[92m155: Guess: $450.00 Truth: $449.00 Error: $1.00 SLE: 0.00 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n",
      "\u001b[92m156: Guess: $199.00 Truth: $189.00 Error: $10.00 SLE: 0.00 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n",
      "\u001b[92m157: Guess: $150.00 Truth: $120.91 Error: $29.09 SLE: 0.05 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n",
      "\u001b[92m158: Guess: $180.00 Truth: $203.53 Error: $23.53 SLE: 0.01 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n",
      "\u001b[92m159: Guess: $349.99 Truth: $349.99 Error: $0.00 SLE: 0.00 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n",
      "\u001b[92m160: Guess: $12.99 Truth: $34.35 Error: $21.36 SLE: 0.86 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n",
      "\u001b[92m161: Guess: $399.00 Truth: $384.99 Error: $14.01 SLE: 0.00 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n",
      "\u001b[93m162: Guess: $150.00 Truth: $211.00 Error: $61.00 SLE: 0.12 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n",
      "\u001b[92m163: Guess: $110.00 Truth: $129.00 Error: $19.00 SLE: 0.02 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n",
      "\u001b[91m164: Guess: $25.99 Truth: $111.45 Error: $85.46 SLE: 2.04 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n",
      "\u001b[93m165: Guess: $15.00 Truth: $81.12 Error: $66.12 SLE: 2.68 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n",
      "\u001b[91m166: Guess: $219.95 Truth: $457.08 Error: $237.13 SLE: 0.53 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n",
      "\u001b[93m167: Guess: $120.00 Truth: $49.49 Error: $70.51 SLE: 0.76 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n",
      "\u001b[92m168: Guess: $54.99 Truth: $80.56 Error: $25.57 SLE: 0.14 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n",
      "\u001b[92m169: Guess: $315.00 Truth: $278.39 Error: $36.61 SLE: 0.02 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n",
      "\u001b[92m170: Guess: $320.00 Truth: $364.50 Error: $44.50 SLE: 0.02 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n",
      "\u001b[92m171: Guess: $367.99 Truth: $378.99 Error: $11.00 SLE: 0.00 Item: Torklift C3212 Rear Tie Down\u001b[0m\n",
      "\u001b[92m172: Guess: $150.00 Truth: $165.28 Error: $15.28 SLE: 0.01 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n",
      "\u001b[92m173: Guess: $30.47 Truth: $56.74 Error: $26.27 SLE: 0.37 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n",
      "\u001b[93m174: Guess: $210.00 Truth: $307.95 Error: $97.95 SLE: 0.15 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n",
      "\u001b[93m175: Guess: $80.00 Truth: $38.00 Error: $42.00 SLE: 0.53 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n",
      "\u001b[92m176: Guess: $59.99 Truth: $53.00 Error: $6.99 SLE: 0.01 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n",
      "\u001b[93m177: Guess: $600.00 Truth: $498.00 Error: $102.00 SLE: 0.03 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n",
      "\u001b[93m178: Guess: $110.00 Truth: $53.99 Error: $56.01 SLE: 0.49 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n",
      "\u001b[92m179: Guess: $280.99 Truth: $350.00 Error: $69.01 SLE: 0.05 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n",
      "\u001b[93m180: Guess: $199.99 Truth: $299.95 Error: $99.96 SLE: 0.16 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n",
      "\u001b[92m181: Guess: $85.00 Truth: $94.93 Error: $9.93 SLE: 0.01 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n",
      "\u001b[92m182: Guess: $349.00 Truth: $379.00 Error: $30.00 SLE: 0.01 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n",
      "\u001b[92m183: Guess: $315.00 Truth: $299.95 Error: $15.05 SLE: 0.00 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n",
      "\u001b[92m184: Guess: $25.00 Truth: $24.99 Error: $0.01 SLE: 0.00 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n",
      "\u001b[92m185: Guess: $50.00 Truth: $41.04 Error: $8.96 SLE: 0.04 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n",
      "\u001b[92m186: Guess: $320.00 Truth: $327.90 Error: $7.90 SLE: 0.00 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n",
      "\u001b[92m187: Guess: $16.99 Truth: $10.99 Error: $6.00 SLE: 0.16 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n",
      "\u001b[92m188: Guess: $15.99 Truth: $14.99 Error: $1.00 SLE: 0.00 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n",
      "\u001b[93m189: Guess: $15.00 Truth: $84.95 Error: $69.95 SLE: 2.83 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n",
      "\u001b[92m190: Guess: $75.00 Truth: $111.00 Error: $36.00 SLE: 0.15 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n",
      "\u001b[93m191: Guess: $80.00 Truth: $123.73 Error: $43.73 SLE: 0.19 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n",
      "\u001b[91m192: Guess: $800.00 Truth: $557.38 Error: $242.62 SLE: 0.13 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n",
      "\u001b[91m193: Guess: $180.00 Truth: $95.55 Error: $84.45 SLE: 0.39 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n",
      "\u001b[91m194: Guess: $490.00 Truth: $154.00 Error: $336.00 SLE: 1.33 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n",
      "\u001b[93m195: Guess: $150.00 Truth: $198.99 Error: $48.99 SLE: 0.08 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n",
      "\u001b[91m196: Guess: $110.47 Truth: $430.44 Error: $319.97 SLE: 1.83 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n",
      "\u001b[92m197: Guess: $15.99 Truth: $45.67 Error: $29.68 SLE: 1.02 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n",
      "\u001b[93m198: Guess: $150.00 Truth: $249.00 Error: $99.00 SLE: 0.25 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n",
      "\u001b[92m199: Guess: $35.00 Truth: $42.99 Error: $7.99 SLE: 0.04 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n",
      "\u001b[92m200: Guess: $180.00 Truth: $181.33 Error: $1.33 SLE: 0.00 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n",
      "\u001b[92m201: Guess: $1.95 Truth: $6.03 Error: $4.08 SLE: 0.75 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n",
      "\u001b[92m202: Guess: $47.95 Truth: $29.99 Error: $17.96 SLE: 0.21 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n",
      "\u001b[91m203: Guess: $500.00 Truth: $899.00 Error: $399.00 SLE: 0.34 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n",
      "\u001b[93m204: Guess: $490.00 Truth: $399.99 Error: $90.01 SLE: 0.04 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n",
      "\u001b[92m205: Guess: $13.99 Truth: $4.66 Error: $9.33 SLE: 0.95 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n",
      "\u001b[92m206: Guess: $250.00 Truth: $261.41 Error: $11.41 SLE: 0.00 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n",
      "\u001b[92m207: Guess: $130.00 Truth: $136.97 Error: $6.97 SLE: 0.00 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n",
      "\u001b[92m208: Guess: $110.47 Truth: $79.00 Error: $31.47 SLE: 0.11 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n",
      "\u001b[93m209: Guess: $600.00 Truth: $444.99 Error: $155.01 SLE: 0.09 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n",
      "\u001b[92m210: Guess: $349.99 Truth: $411.94 Error: $61.95 SLE: 0.03 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n",
      "\u001b[93m211: Guess: $209.00 Truth: $148.40 Error: $60.60 SLE: 0.12 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n",
      "\u001b[91m212: Guess: $70.00 Truth: $244.99 Error: $174.99 SLE: 1.54 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n",
      "\u001b[93m213: Guess: $150.00 Truth: $86.50 Error: $63.50 SLE: 0.30 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n",
      "\u001b[91m214: Guess: $150.00 Truth: $297.95 Error: $147.95 SLE: 0.47 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n",
      "\u001b[93m215: Guess: $499.00 Truth: $399.99 Error: $99.01 SLE: 0.05 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n",
      "\u001b[92m216: Guess: $525.99 Truth: $599.00 Error: $73.01 SLE: 0.02 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n",
      "\u001b[91m217: Guess: $25.99 Truth: $105.99 Error: $80.00 SLE: 1.90 Item: Barbie Top Model Doll\u001b[0m\n",
      "\u001b[93m218: Guess: $500.00 Truth: $689.00 Error: $189.00 SLE: 0.10 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n",
      "\u001b[93m219: Guess: $280.99 Truth: $404.99 Error: $124.00 SLE: 0.13 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n",
      "\u001b[93m220: Guess: $150.00 Truth: $207.76 Error: $57.76 SLE: 0.10 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n",
      "\u001b[93m221: Guess: $250.00 Truth: $171.82 Error: $78.18 SLE: 0.14 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n",
      "\u001b[92m222: Guess: $299.00 Truth: $293.24 Error: $5.76 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n",
      "\u001b[92m223: Guess: $329.95 Truth: $374.95 Error: $45.00 SLE: 0.02 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n",
      "\u001b[92m224: Guess: $110.47 Truth: $111.99 Error: $1.52 SLE: 0.00 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n",
      "\u001b[92m225: Guess: $32.99 Truth: $42.99 Error: $10.00 SLE: 0.07 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n",
      "\u001b[92m226: Guess: $120.00 Truth: $116.71 Error: $3.29 SLE: 0.00 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n",
      "\u001b[91m227: Guess: $239.00 Truth: $118.61 Error: $120.39 SLE: 0.48 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n",
      "\u001b[92m228: Guess: $150.00 Truth: $147.12 Error: $2.88 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n",
      "\u001b[92m229: Guess: $120.00 Truth: $119.99 Error: $0.01 SLE: 0.00 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n",
      "\u001b[93m230: Guess: $239.99 Truth: $369.98 Error: $129.99 SLE: 0.19 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n",
      "\u001b[93m231: Guess: $249.95 Truth: $315.55 Error: $65.60 SLE: 0.05 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n",
      "\u001b[93m232: Guess: $239.99 Truth: $190.99 Error: $49.00 SLE: 0.05 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n",
      "\u001b[93m233: Guess: $110.47 Truth: $155.00 Error: $44.53 SLE: 0.11 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n",
      "\u001b[92m234: Guess: $400.00 Truth: $349.99 Error: $50.01 SLE: 0.02 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n",
      "\u001b[92m235: Guess: $250.00 Truth: $249.99 Error: $0.01 SLE: 0.00 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n",
      "\u001b[92m236: Guess: $47.99 Truth: $42.99 Error: $5.00 SLE: 0.01 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n",
      "\u001b[92m237: Guess: $15.99 Truth: $17.99 Error: $2.00 SLE: 0.01 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n",
      "\u001b[92m238: Guess: $450.00 Truth: $425.00 Error: $25.00 SLE: 0.00 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n",
      "\u001b[93m239: Guess: $299.99 Truth: $249.99 Error: $50.00 SLE: 0.03 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n",
      "\u001b[91m240: Guess: $30.00 Truth: $138.23 Error: $108.23 SLE: 2.26 Item: Schmidt Spiele - Manhattan\u001b[0m\n",
      "\u001b[92m241: Guess: $350.00 Truth: $414.99 Error: $64.99 SLE: 0.03 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n",
      "\u001b[92m242: Guess: $150.00 Truth: $168.28 Error: $18.28 SLE: 0.01 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n",
      "\u001b[91m243: Guess: $0.00 Truth: $199.99 Error: $199.99 SLE: 28.12 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n",
      "\u001b[92m244: Guess: $150.00 Truth: $126.70 Error: $23.30 SLE: 0.03 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n",
      "\u001b[92m245: Guess: $8.99 Truth: $5.91 Error: $3.08 SLE: 0.14 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n",
      "\u001b[92m246: Guess: $199.99 Truth: $193.06 Error: $6.93 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n",
      "\u001b[93m247: Guess: $320.00 Truth: $249.99 Error: $70.01 SLE: 0.06 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n",
      "\u001b[92m248: Guess: $30.47 Truth: $64.12 Error: $33.65 SLE: 0.53 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n",
      "\u001b[92m249: Guess: $100.00 Truth: $114.99 Error: $14.99 SLE: 0.02 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n",
      "\u001b[91m250: Guess: $1.00 Truth: $926.00 Error: $925.00 SLE: 37.68 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Tester.test(gpt_4o_frontier, test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "53d941cb-5b73-44ea-b893-3a0ce9997066",
   "metadata": {},
   "outputs": [],
   "source": [
    "def claude_3_point_5_sonnet(item):\n",
    "    messages = messages_for(item)\n",
    "    system_message = messages[0]['content']\n",
    "    messages = messages[1:]\n",
    "    response = claude.messages.create(\n",
    "        model=\"claude-3-5-sonnet-20240620\",\n",
    "        max_tokens=5,\n",
    "        system=system_message,\n",
    "        messages=messages\n",
    "    )\n",
    "    reply = response.content[0].text\n",
    "    return get_price(reply)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "11dba25d-f562-40f9-9855-40b715b7fc86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[91m1: Guess: $209.99 Truth: $374.41 Error: $164.42 SLE: 0.33 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n",
      "\u001b[91m2: Guess: $79.99 Truth: $225.11 Error: $145.12 SLE: 1.05 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n",
      "\u001b[92m3: Guess: $38.99 Truth: $61.68 Error: $22.69 SLE: 0.20 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n",
      "\u001b[92m4: Guess: $499.99 Truth: $599.99 Error: $100.00 SLE: 0.03 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n",
      "\u001b[92m5: Guess: $19.99 Truth: $16.99 Error: $3.00 SLE: 0.02 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n",
      "\u001b[92m6: Guess: $21.99 Truth: $31.99 Error: $10.00 SLE: 0.13 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n",
      "\u001b[92m7: Guess: $89.99 Truth: $101.79 Error: $11.80 SLE: 0.01 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n",
      "\u001b[92m8: Guess: $319.00 Truth: $289.00 Error: $30.00 SLE: 0.01 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n",
      "\u001b[93m9: Guess: $399.99 Truth: $635.86 Error: $235.87 SLE: 0.21 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n",
      "\u001b[92m10: Guess: $59.99 Truth: $65.99 Error: $6.00 SLE: 0.01 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n",
      "\u001b[93m11: Guess: $159.99 Truth: $254.21 Error: $94.22 SLE: 0.21 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n",
      "\u001b[91m12: Guess: $595.99 Truth: $412.99 Error: $183.00 SLE: 0.13 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n",
      "\u001b[91m13: Guess: $39.99 Truth: $205.50 Error: $165.51 SLE: 2.61 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n",
      "\u001b[92m14: Guess: $199.99 Truth: $248.23 Error: $48.24 SLE: 0.05 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n",
      "\u001b[91m15: Guess: $199.99 Truth: $399.00 Error: $199.01 SLE: 0.47 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n",
      "\u001b[93m16: Guess: $285.99 Truth: $373.94 Error: $87.95 SLE: 0.07 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n",
      "\u001b[92m17: Guess: $70.00 Truth: $92.89 Error: $22.89 SLE: 0.08 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n",
      "\u001b[92m18: Guess: $79.99 Truth: $51.99 Error: $28.00 SLE: 0.18 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n",
      "\u001b[92m19: Guess: $200.00 Truth: $179.00 Error: $21.00 SLE: 0.01 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n",
      "\u001b[92m20: Guess: $12.99 Truth: $19.42 Error: $6.43 SLE: 0.14 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n",
      "\u001b[93m21: Guess: $699.00 Truth: $539.95 Error: $159.05 SLE: 0.07 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n",
      "\u001b[92m22: Guess: $149.99 Truth: $147.67 Error: $2.32 SLE: 0.00 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n",
      "\u001b[92m23: Guess: $59.99 Truth: $24.99 Error: $35.00 SLE: 0.73 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n",
      "\u001b[91m24: Guess: $24.99 Truth: $149.00 Error: $124.01 SLE: 3.07 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n",
      "\u001b[92m25: Guess: $14.99 Truth: $16.99 Error: $2.00 SLE: 0.01 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n",
      "\u001b[92m26: Guess: $9.99 Truth: $7.99 Error: $2.00 SLE: 0.04 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n",
      "\u001b[92m27: Guess: $179.99 Truth: $199.99 Error: $20.00 SLE: 0.01 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n",
      "\u001b[92m28: Guess: $249.99 Truth: $251.45 Error: $1.46 SLE: 0.00 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n",
      "\u001b[91m29: Guess: $65.99 Truth: $231.62 Error: $165.63 SLE: 1.55 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n",
      "\u001b[91m30: Guess: $279.99 Truth: $135.00 Error: $144.99 SLE: 0.53 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n",
      "\u001b[91m31: Guess: $199.99 Truth: $356.62 Error: $156.63 SLE: 0.33 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n",
      "\u001b[92m32: Guess: $289.99 Truth: $257.99 Error: $32.00 SLE: 0.01 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n",
      "\u001b[92m33: Guess: $19.99 Truth: $27.99 Error: $8.00 SLE: 0.10 Item: Alnicov 63.5MM Brass Tremolo Block，Tremo...\u001b[0m\n",
      "\u001b[91m34: Guess: $47.99 Truth: $171.20 Error: $123.21 SLE: 1.58 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n",
      "\u001b[91m35: Guess: $329.99 Truth: $225.00 Error: $104.99 SLE: 0.15 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n",
      "\u001b[93m36: Guess: $179.99 Truth: $105.00 Error: $74.99 SLE: 0.29 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n",
      "\u001b[93m37: Guess: $399.99 Truth: $299.99 Error: $100.00 SLE: 0.08 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n",
      "\u001b[92m38: Guess: $599.99 Truth: $535.09 Error: $64.90 SLE: 0.01 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n",
      "\u001b[92m39: Guess: $15.99 Truth: $12.33 Error: $3.66 SLE: 0.06 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n",
      "\u001b[93m40: Guess: $149.99 Truth: $84.99 Error: $65.00 SLE: 0.32 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n",
      "\u001b[92m41: Guess: $14.99 Truth: $15.99 Error: $1.00 SLE: 0.00 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n",
      "\u001b[93m42: Guess: $19.99 Truth: $62.44 Error: $42.45 SLE: 1.22 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n",
      "\u001b[92m43: Guess: $99.99 Truth: $82.99 Error: $17.00 SLE: 0.03 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n",
      "\u001b[93m44: Guess: $450.00 Truth: $599.95 Error: $149.95 SLE: 0.08 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n",
      "\u001b[92m45: Guess: $199.99 Truth: $194.99 Error: $5.00 SLE: 0.00 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n",
      "\u001b[91m46: Guess: $499.99 Truth: $344.95 Error: $155.04 SLE: 0.14 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n",
      "\u001b[92m47: Guess: $39.99 Truth: $37.99 Error: $2.00 SLE: 0.00 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n",
      "\u001b[92m48: Guess: $249.99 Truth: $224.35 Error: $25.64 SLE: 0.01 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n",
      "\u001b[91m49: Guess: $1,199.99 Truth: $814.00 Error: $385.99 SLE: 0.15 Item: Street Series Stainless Performance Cat-...\u001b[0m\n",
      "\u001b[92m50: Guess: $459.99 Truth: $439.88 Error: $20.11 SLE: 0.00 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n",
      "\u001b[92m51: Guess: $349.99 Truth: $341.43 Error: $8.56 SLE: 0.00 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n",
      "\u001b[92m52: Guess: $19.99 Truth: $46.78 Error: $26.79 SLE: 0.68 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n",
      "\u001b[91m53: Guess: $495.00 Truth: $171.44 Error: $323.56 SLE: 1.12 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n",
      "\u001b[92m54: Guess: $399.99 Truth: $458.00 Error: $58.01 SLE: 0.02 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n",
      "\u001b[92m55: Guess: $149.99 Truth: $130.75 Error: $19.24 SLE: 0.02 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n",
      "\u001b[92m56: Guess: $69.99 Truth: $83.81 Error: $13.82 SLE: 0.03 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n",
      "\u001b[91m57: Guess: $95.99 Truth: $386.39 Error: $290.40 SLE: 1.92 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n",
      "\u001b[93m58: Guess: $119.99 Truth: $169.00 Error: $49.01 SLE: 0.12 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n",
      "\u001b[92m59: Guess: $24.99 Truth: $17.95 Error: $7.04 SLE: 0.10 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n",
      "\u001b[93m60: Guess: $199.99 Truth: $269.00 Error: $69.01 SLE: 0.09 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n",
      "\u001b[92m61: Guess: $42.99 Truth: $77.77 Error: $34.78 SLE: 0.34 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n",
      "\u001b[92m62: Guess: $89.99 Truth: $88.99 Error: $1.00 SLE: 0.00 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n",
      "\u001b[91m63: Guess: $166.99 Truth: $364.41 Error: $197.42 SLE: 0.60 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n",
      "\u001b[93m64: Guess: $69.99 Truth: $127.03 Error: $57.04 SLE: 0.35 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n",
      "\u001b[92m65: Guess: $639.99 Truth: $778.95 Error: $138.96 SLE: 0.04 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n",
      "\u001b[91m66: Guess: $299.99 Truth: $206.66 Error: $93.33 SLE: 0.14 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n",
      "\u001b[92m67: Guess: $29.99 Truth: $35.94 Error: $5.95 SLE: 0.03 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n",
      "\u001b[93m68: Guess: $99.99 Truth: $149.00 Error: $49.01 SLE: 0.16 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n",
      "\u001b[92m69: Guess: $279.99 Truth: $251.98 Error: $28.01 SLE: 0.01 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n",
      "\u001b[92m70: Guess: $199.99 Truth: $160.00 Error: $39.99 SLE: 0.05 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n",
      "\u001b[92m71: Guess: $29.99 Truth: $39.99 Error: $10.00 SLE: 0.08 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n",
      "\u001b[91m72: Guess: $169.99 Truth: $362.41 Error: $192.42 SLE: 0.57 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n",
      "\u001b[91m73: Guess: $159.99 Truth: $344.00 Error: $184.01 SLE: 0.58 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n",
      "\u001b[92m74: Guess: $20.99 Truth: $25.09 Error: $4.10 SLE: 0.03 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n",
      "\u001b[91m75: Guess: $60.99 Truth: $175.95 Error: $114.96 SLE: 1.10 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n",
      "\u001b[92m76: Guess: $119.99 Truth: $132.64 Error: $12.65 SLE: 0.01 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n",
      "\u001b[93m77: Guess: $329.99 Truth: $422.99 Error: $93.00 SLE: 0.06 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n",
      "\u001b[91m78: Guess: $229.99 Truth: $146.48 Error: $83.51 SLE: 0.20 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n",
      "\u001b[92m79: Guess: $119.99 Truth: $156.83 Error: $36.84 SLE: 0.07 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n",
      "\u001b[91m80: Guess: $129.99 Truth: $251.99 Error: $122.00 SLE: 0.43 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n",
      "\u001b[91m81: Guess: $289.99 Truth: $940.33 Error: $650.34 SLE: 1.38 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n",
      "\u001b[92m82: Guess: $36.99 Truth: $52.99 Error: $16.00 SLE: 0.12 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n",
      "\u001b[93m83: Guess: $299.95 Truth: $219.95 Error: $80.00 SLE: 0.10 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n",
      "\u001b[92m84: Guess: $515.00 Truth: $441.03 Error: $73.97 SLE: 0.02 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n",
      "\u001b[92m85: Guess: $179.99 Truth: $168.98 Error: $11.01 SLE: 0.00 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n",
      "\u001b[92m86: Guess: $4.99 Truth: $2.49 Error: $2.50 SLE: 0.29 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n",
      "\u001b[92m87: Guess: $69.99 Truth: $98.62 Error: $28.63 SLE: 0.11 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n",
      "\u001b[91m88: Guess: $99.99 Truth: $256.95 Error: $156.96 SLE: 0.88 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n",
      "\u001b[92m89: Guess: $24.99 Truth: $30.99 Error: $6.00 SLE: 0.04 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n",
      "\u001b[91m90: Guess: $899.99 Truth: $569.84 Error: $330.15 SLE: 0.21 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n",
      "\u001b[91m91: Guess: $49.99 Truth: $177.99 Error: $128.00 SLE: 1.58 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n",
      "\u001b[91m92: Guess: $399.99 Truth: $997.99 Error: $598.00 SLE: 0.83 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n",
      "\u001b[93m93: Guess: $169.99 Truth: $219.00 Error: $49.01 SLE: 0.06 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n",
      "\u001b[93m94: Guess: $149.99 Truth: $225.55 Error: $75.56 SLE: 0.16 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n",
      "\u001b[91m95: Guess: $4,999.99 Truth: $495.95 Error: $4,504.04 SLE: 5.33 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n",
      "\u001b[92m96: Guess: $839.99 Truth: $942.37 Error: $102.38 SLE: 0.01 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n",
      "\u001b[92m97: Guess: $4.99 Truth: $1.94 Error: $3.05 SLE: 0.51 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n",
      "\u001b[92m98: Guess: $239.95 Truth: $284.34 Error: $44.39 SLE: 0.03 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n",
      "\u001b[93m99: Guess: $219.99 Truth: $171.90 Error: $48.09 SLE: 0.06 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n",
      "\u001b[91m100: Guess: $249.00 Truth: $144.99 Error: $104.01 SLE: 0.29 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n",
      "\u001b[93m101: Guess: $599.99 Truth: $470.47 Error: $129.52 SLE: 0.06 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n",
      "\u001b[92m102: Guess: $49.99 Truth: $66.95 Error: $16.96 SLE: 0.08 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n",
      "\u001b[92m103: Guess: $79.99 Truth: $117.00 Error: $37.01 SLE: 0.14 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n",
      "\u001b[91m104: Guess: $299.99 Truth: $172.14 Error: $127.85 SLE: 0.31 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n",
      "\u001b[93m105: Guess: $299.99 Truth: $392.74 Error: $92.75 SLE: 0.07 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n",
      "\u001b[92m106: Guess: $19.99 Truth: $16.99 Error: $3.00 SLE: 0.02 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n",
      "\u001b[92m107: Guess: $0.99 Truth: $1.34 Error: $0.35 SLE: 0.03 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n",
      "\u001b[91m108: Guess: $199.99 Truth: $349.98 Error: $149.99 SLE: 0.31 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n",
      "\u001b[91m109: Guess: $600.00 Truth: $370.71 Error: $229.29 SLE: 0.23 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n",
      "\u001b[92m110: Guess: $49.99 Truth: $65.88 Error: $15.89 SLE: 0.07 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n",
      "\u001b[92m111: Guess: $199.99 Truth: $229.99 Error: $30.00 SLE: 0.02 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n",
      "\u001b[92m112: Guess: $9.99 Truth: $9.14 Error: $0.85 SLE: 0.01 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n",
      "\u001b[91m113: Guess: $399.99 Truth: $199.00 Error: $200.99 SLE: 0.48 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n",
      "\u001b[92m114: Guess: $132.99 Truth: $109.99 Error: $23.00 SLE: 0.04 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n",
      "\u001b[93m115: Guess: $399.99 Truth: $570.42 Error: $170.43 SLE: 0.13 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n",
      "\u001b[93m116: Guess: $169.99 Truth: $279.99 Error: $110.00 SLE: 0.25 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n",
      "\u001b[92m117: Guess: $22.99 Truth: $30.99 Error: $8.00 SLE: 0.08 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n",
      "\u001b[92m118: Guess: $29.99 Truth: $31.99 Error: $2.00 SLE: 0.00 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n",
      "\u001b[92m119: Guess: $14.99 Truth: $15.90 Error: $0.91 SLE: 0.00 Item: G9 LED Light Bulbs，8W，75W 100W replaceme...\u001b[0m\n",
      "\u001b[91m120: Guess: $169.99 Truth: $45.99 Error: $124.00 SLE: 1.67 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n",
      "\u001b[92m121: Guess: $149.99 Truth: $113.52 Error: $36.47 SLE: 0.08 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n",
      "\u001b[91m122: Guess: $849.99 Truth: $516.99 Error: $333.00 SLE: 0.25 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n",
      "\u001b[91m123: Guess: $89.99 Truth: $196.99 Error: $107.00 SLE: 0.60 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n",
      "\u001b[92m124: Guess: $10.99 Truth: $46.55 Error: $35.56 SLE: 1.90 Item: Technical Precision Replacement for GE G...\u001b[0m\n",
      "\u001b[93m125: Guess: $249.99 Truth: $356.99 Error: $107.00 SLE: 0.13 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n",
      "\u001b[91m126: Guess: $449.95 Truth: $319.95 Error: $130.00 SLE: 0.12 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n",
      "\u001b[92m127: Guess: $119.99 Truth: $96.06 Error: $23.93 SLE: 0.05 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n",
      "\u001b[93m128: Guess: $129.99 Truth: $190.99 Error: $61.00 SLE: 0.15 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n",
      "\u001b[91m129: Guess: $79.99 Truth: $257.95 Error: $177.96 SLE: 1.35 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n",
      "\u001b[92m130: Guess: $89.99 Truth: $62.95 Error: $27.04 SLE: 0.12 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n",
      "\u001b[92m131: Guess: $39.99 Truth: $47.66 Error: $7.67 SLE: 0.03 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n",
      "\u001b[91m132: Guess: $599.99 Truth: $226.99 Error: $373.00 SLE: 0.94 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n",
      "\u001b[91m133: Guess: $799.99 Truth: $359.95 Error: $440.04 SLE: 0.64 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n",
      "\u001b[93m134: Guess: $24.99 Truth: $78.40 Error: $53.41 SLE: 1.25 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n",
      "\u001b[92m135: Guess: $139.99 Truth: $172.77 Error: $32.78 SLE: 0.04 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n",
      "\u001b[93m136: Guess: $399.99 Truth: $316.45 Error: $83.54 SLE: 0.05 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n",
      "\u001b[93m137: Guess: $149.99 Truth: $87.99 Error: $62.00 SLE: 0.28 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n",
      "\u001b[92m138: Guess: $259.99 Truth: $226.63 Error: $33.36 SLE: 0.02 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n",
      "\u001b[92m139: Guess: $19.99 Truth: $31.49 Error: $11.50 SLE: 0.19 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n",
      "\u001b[92m140: Guess: $169.99 Truth: $196.00 Error: $26.01 SLE: 0.02 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n",
      "\u001b[93m141: Guess: $12.99 Truth: $78.40 Error: $65.41 SLE: 3.01 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n",
      "\u001b[92m142: Guess: $79.99 Truth: $116.25 Error: $36.26 SLE: 0.14 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n",
      "\u001b[92m143: Guess: $117.99 Truth: $112.78 Error: $5.21 SLE: 0.00 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n",
      "\u001b[92m144: Guess: $39.99 Truth: $27.32 Error: $12.67 SLE: 0.14 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n",
      "\u001b[93m145: Guess: $89.99 Truth: $145.91 Error: $55.92 SLE: 0.23 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n",
      "\u001b[91m146: Guess: $399.99 Truth: $171.09 Error: $228.90 SLE: 0.72 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n",
      "\u001b[91m147: Guess: $59.99 Truth: $167.95 Error: $107.96 SLE: 1.04 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n",
      "\u001b[92m148: Guess: $59.99 Truth: $28.49 Error: $31.50 SLE: 0.53 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n",
      "\u001b[91m149: Guess: $37.99 Truth: $122.23 Error: $84.24 SLE: 1.32 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n",
      "\u001b[92m150: Guess: $39.99 Truth: $32.99 Error: $7.00 SLE: 0.04 Item: Learning Resources Coding Critters Range...\u001b[0m\n",
      "\u001b[92m151: Guess: $49.99 Truth: $71.20 Error: $21.21 SLE: 0.12 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n",
      "\u001b[92m152: Guess: $129.99 Truth: $112.75 Error: $17.24 SLE: 0.02 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n",
      "\u001b[92m153: Guess: $149.99 Truth: $142.43 Error: $7.56 SLE: 0.00 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n",
      "\u001b[93m154: Guess: $299.99 Truth: $398.99 Error: $99.00 SLE: 0.08 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n",
      "\u001b[93m155: Guess: $599.99 Truth: $449.00 Error: $150.99 SLE: 0.08 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n",
      "\u001b[92m156: Guess: $179.99 Truth: $189.00 Error: $9.01 SLE: 0.00 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n",
      "\u001b[92m157: Guess: $89.95 Truth: $120.91 Error: $30.96 SLE: 0.09 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n",
      "\u001b[93m158: Guess: $139.95 Truth: $203.53 Error: $63.58 SLE: 0.14 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n",
      "\u001b[92m159: Guess: $349.99 Truth: $349.99 Error: $0.00 SLE: 0.00 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n",
      "\u001b[92m160: Guess: $11.99 Truth: $34.35 Error: $22.36 SLE: 1.00 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n",
      "\u001b[92m161: Guess: $399.99 Truth: $384.99 Error: $15.00 SLE: 0.00 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n",
      "\u001b[92m162: Guess: $179.99 Truth: $211.00 Error: $31.01 SLE: 0.03 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n",
      "\u001b[92m163: Guess: $159.99 Truth: $129.00 Error: $30.99 SLE: 0.05 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n",
      "\u001b[91m164: Guess: $24.99 Truth: $111.45 Error: $86.46 SLE: 2.15 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n",
      "\u001b[93m165: Guess: $14.99 Truth: $81.12 Error: $66.13 SLE: 2.68 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n",
      "\u001b[91m166: Guess: $229.99 Truth: $457.08 Error: $227.09 SLE: 0.47 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n",
      "\u001b[92m167: Guess: $69.99 Truth: $49.49 Error: $20.50 SLE: 0.12 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n",
      "\u001b[93m168: Guess: $39.99 Truth: $80.56 Error: $40.57 SLE: 0.47 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n",
      "\u001b[93m169: Guess: $179.99 Truth: $278.39 Error: $98.40 SLE: 0.19 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n",
      "\u001b[92m170: Guess: $320.00 Truth: $364.50 Error: $44.50 SLE: 0.02 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n",
      "\u001b[92m171: Guess: $329.99 Truth: $378.99 Error: $49.00 SLE: 0.02 Item: Torklift C3212 Rear Tie Down\u001b[0m\n",
      "\u001b[92m172: Guess: $149.99 Truth: $165.28 Error: $15.29 SLE: 0.01 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n",
      "\u001b[92m173: Guess: $69.99 Truth: $56.74 Error: $13.25 SLE: 0.04 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n",
      "\u001b[93m174: Guess: $389.99 Truth: $307.95 Error: $82.04 SLE: 0.06 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n",
      "\u001b[92m175: Guess: $35.99 Truth: $38.00 Error: $2.01 SLE: 0.00 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n",
      "\u001b[92m176: Guess: $59.99 Truth: $53.00 Error: $6.99 SLE: 0.01 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n",
      "\u001b[93m177: Guess: $599.00 Truth: $498.00 Error: $101.00 SLE: 0.03 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n",
      "\u001b[91m178: Guess: $149.99 Truth: $53.99 Error: $96.00 SLE: 1.02 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n",
      "\u001b[91m179: Guess: $174.99 Truth: $350.00 Error: $175.01 SLE: 0.48 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n",
      "\u001b[93m180: Guess: $199.99 Truth: $299.95 Error: $99.96 SLE: 0.16 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n",
      "\u001b[92m181: Guess: $129.99 Truth: $94.93 Error: $35.06 SLE: 0.10 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n",
      "\u001b[93m182: Guess: $499.99 Truth: $379.00 Error: $120.99 SLE: 0.08 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n",
      "\u001b[93m183: Guess: $200.00 Truth: $299.95 Error: $99.95 SLE: 0.16 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n",
      "\u001b[92m184: Guess: $29.99 Truth: $24.99 Error: $5.00 SLE: 0.03 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n",
      "\u001b[92m185: Guess: $39.99 Truth: $41.04 Error: $1.05 SLE: 0.00 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n",
      "\u001b[93m186: Guess: $199.99 Truth: $327.90 Error: $127.91 SLE: 0.24 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n",
      "\u001b[92m187: Guess: $14.99 Truth: $10.99 Error: $4.00 SLE: 0.08 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n",
      "\u001b[92m188: Guess: $14.99 Truth: $14.99 Error: $0.00 SLE: 0.00 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n",
      "\u001b[93m189: Guess: $20.99 Truth: $84.95 Error: $63.96 SLE: 1.86 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n",
      "\u001b[93m190: Guess: $69.99 Truth: $111.00 Error: $41.01 SLE: 0.21 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n",
      "\u001b[93m191: Guess: $69.99 Truth: $123.73 Error: $53.74 SLE: 0.32 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n",
      "\u001b[91m192: Guess: $229.99 Truth: $557.38 Error: $327.39 SLE: 0.78 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n",
      "\u001b[92m193: Guess: $89.99 Truth: $95.55 Error: $5.56 SLE: 0.00 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n",
      "\u001b[92m194: Guess: $159.99 Truth: $154.00 Error: $5.99 SLE: 0.00 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n",
      "\u001b[91m195: Guess: $799.99 Truth: $198.99 Error: $601.00 SLE: 1.93 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n",
      "\u001b[91m196: Guess: $99.99 Truth: $430.44 Error: $330.45 SLE: 2.11 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n",
      "\u001b[92m197: Guess: $29.99 Truth: $45.67 Error: $15.68 SLE: 0.17 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n",
      "\u001b[91m198: Guess: $127.99 Truth: $249.00 Error: $121.01 SLE: 0.44 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n",
      "\u001b[92m199: Guess: $39.99 Truth: $42.99 Error: $3.00 SLE: 0.00 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n",
      "\u001b[92m200: Guess: $172.00 Truth: $181.33 Error: $9.33 SLE: 0.00 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n",
      "\u001b[92m201: Guess: $2.99 Truth: $6.03 Error: $3.04 SLE: 0.32 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n",
      "\u001b[92m202: Guess: $59.95 Truth: $29.99 Error: $29.96 SLE: 0.46 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n",
      "\u001b[93m203: Guess: $1,099.99 Truth: $899.00 Error: $200.99 SLE: 0.04 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n",
      "\u001b[93m204: Guess: $499.99 Truth: $399.99 Error: $100.00 SLE: 0.05 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n",
      "\u001b[92m205: Guess: $16.99 Truth: $4.66 Error: $12.33 SLE: 1.34 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n",
      "\u001b[93m206: Guess: $199.99 Truth: $261.41 Error: $61.42 SLE: 0.07 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n",
      "\u001b[93m207: Guess: $93.99 Truth: $136.97 Error: $42.98 SLE: 0.14 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n",
      "\u001b[93m208: Guess: $139.99 Truth: $79.00 Error: $60.99 SLE: 0.32 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n",
      "\u001b[93m209: Guess: $299.99 Truth: $444.99 Error: $145.00 SLE: 0.15 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n",
      "\u001b[93m210: Guess: $299.99 Truth: $411.94 Error: $111.95 SLE: 0.10 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n",
      "\u001b[93m211: Guess: $199.99 Truth: $148.40 Error: $51.59 SLE: 0.09 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n",
      "\u001b[91m212: Guess: $49.99 Truth: $244.99 Error: $195.00 SLE: 2.48 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n",
      "\u001b[92m213: Guess: $89.99 Truth: $86.50 Error: $3.49 SLE: 0.00 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n",
      "\u001b[91m214: Guess: $149.99 Truth: $297.95 Error: $147.96 SLE: 0.47 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n",
      "\u001b[92m215: Guess: $399.99 Truth: $399.99 Error: $0.00 SLE: 0.00 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n",
      "\u001b[91m216: Guess: $129.99 Truth: $599.00 Error: $469.01 SLE: 2.32 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n",
      "\u001b[91m217: Guess: $24.99 Truth: $105.99 Error: $81.00 SLE: 2.00 Item: Barbie Top Model Doll\u001b[0m\n",
      "\u001b[93m218: Guess: $479.99 Truth: $689.00 Error: $209.01 SLE: 0.13 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n",
      "\u001b[93m219: Guess: $299.99 Truth: $404.99 Error: $105.00 SLE: 0.09 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n",
      "\u001b[93m220: Guess: $159.99 Truth: $207.76 Error: $47.77 SLE: 0.07 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n",
      "\u001b[91m221: Guess: $379.99 Truth: $171.82 Error: $208.17 SLE: 0.62 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n",
      "\u001b[92m222: Guess: $259.99 Truth: $293.24 Error: $33.25 SLE: 0.01 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n",
      "\u001b[93m223: Guess: $499.95 Truth: $374.95 Error: $125.00 SLE: 0.08 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n",
      "\u001b[93m224: Guess: $69.99 Truth: $111.99 Error: $42.00 SLE: 0.22 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n",
      "\u001b[92m225: Guess: $38.99 Truth: $42.99 Error: $4.00 SLE: 0.01 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n",
      "\u001b[92m226: Guess: $149.99 Truth: $116.71 Error: $33.28 SLE: 0.06 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n",
      "\u001b[92m227: Guess: $149.99 Truth: $118.61 Error: $31.38 SLE: 0.05 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n",
      "\u001b[92m228: Guess: $160.00 Truth: $147.12 Error: $12.88 SLE: 0.01 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n",
      "\u001b[93m229: Guess: $49.99 Truth: $119.99 Error: $70.00 SLE: 0.75 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n",
      "\u001b[93m230: Guess: $289.99 Truth: $369.98 Error: $79.99 SLE: 0.06 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n",
      "\u001b[93m231: Guess: $249.99 Truth: $315.55 Error: $65.56 SLE: 0.05 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n",
      "\u001b[93m232: Guess: $139.99 Truth: $190.99 Error: $51.00 SLE: 0.10 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n",
      "\u001b[92m233: Guess: $149.99 Truth: $155.00 Error: $5.01 SLE: 0.00 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n",
      "\u001b[92m234: Guess: $399.99 Truth: $349.99 Error: $50.00 SLE: 0.02 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n",
      "\u001b[92m235: Guess: $219.99 Truth: $249.99 Error: $30.00 SLE: 0.02 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n",
      "\u001b[92m236: Guess: $34.99 Truth: $42.99 Error: $8.00 SLE: 0.04 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n",
      "\u001b[92m237: Guess: $18.99 Truth: $17.99 Error: $1.00 SLE: 0.00 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n",
      "\u001b[93m238: Guess: $269.99 Truth: $425.00 Error: $155.01 SLE: 0.20 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n",
      "\u001b[92m239: Guess: $279.99 Truth: $249.99 Error: $30.00 SLE: 0.01 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n",
      "\u001b[91m240: Guess: $35.99 Truth: $138.23 Error: $102.24 SLE: 1.76 Item: Schmidt Spiele - Manhattan\u001b[0m\n",
      "\u001b[93m241: Guess: $299.99 Truth: $414.99 Error: $115.00 SLE: 0.10 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n",
      "\u001b[91m242: Guess: $265.99 Truth: $168.28 Error: $97.71 SLE: 0.21 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n",
      "\u001b[92m243: Guess: $189.99 Truth: $199.99 Error: $10.00 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n",
      "\u001b[93m244: Guess: $189.99 Truth: $126.70 Error: $63.29 SLE: 0.16 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n",
      "\u001b[92m245: Guess: $12.99 Truth: $5.91 Error: $7.08 SLE: 0.50 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n",
      "\u001b[92m246: Guess: $169.95 Truth: $193.06 Error: $23.11 SLE: 0.02 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n",
      "\u001b[92m247: Guess: $289.99 Truth: $249.99 Error: $40.00 SLE: 0.02 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n",
      "\u001b[92m248: Guess: $39.99 Truth: $64.12 Error: $24.13 SLE: 0.21 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n",
      "\u001b[92m249: Guess: $99.99 Truth: $114.99 Error: $15.00 SLE: 0.02 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n",
      "\u001b[91m250: Guess: $1,399.99 Truth: $926.00 Error: $473.99 SLE: 0.17 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Tester.test(claude_3_point_5_sonnet, test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "77428dfb-d8f4-4477-8265-77b4b0badd39",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}