{ "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", "## Baseline Models\n", "\n", "Today we work on the simplest models to act as a starting point that we will beat." ] }, { "cell_type": "code", "execution_count": 17, "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" ] }, { "cell_type": "code", "execution_count": 10, "id": "6c01ee5f-c4fc-44fe-9d3a-907e8a0426d2", "metadata": {}, "outputs": [], "source": [ "# Constants - used for printing to stdout in color\n", "\n", "GREEN = \"\\033[92m\"\n", "YELLOW = \"\\033[93m\"\n", "RED = \"\\033[91m\"\n", "RESET = \"\\033[0m\"\n", "COLOR_MAP = {\"red\":RED, \"orange\": YELLOW, \"green\": GREEN}" ] }, { "cell_type": "code", "execution_count": 5, "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": 6, "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": 7, "id": "b0a6fb86-74a4-403c-ab25-6db2d74e9d2b", "metadata": {}, "outputs": [], "source": [ "openai = OpenAI()" ] }, { "cell_type": "code", "execution_count": 8, "id": "c830ed3e-24ee-4af6-a07b-a1bfdcd39278", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 9, "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": "bcccf130-125a-4958-bac3-f46dfcb29b3f", "metadata": {}, "source": [ "## Unveiling a mighty script that we will use a lot!\n", "\n", "A rather pleasing Test Harness that will evaluate any model against 250 items from the Test set\n", "\n", "And show us the results in a visually satisfying way.\n", "\n", "You write a function of this form:\n", "\n", "```\n", "def my_prediction_function(item):\n", " # my code here\n", " return my_estimate\n", "```\n", "\n", "And then you call:\n", "\n", "`TestRunner(my_prediction_function).run()`\n", "\n", "To evaluate your model." ] }, { "cell_type": "code", "execution_count": 18, "id": "b5793f5c-e23e-4a74-9496-1e30dd1e8935", "metadata": {}, "outputs": [], "source": [ "class TestRunner:\n", "\n", " def __init__(self, predictor, title=None, data=test, size=250):\n", " self.predictor = predictor\n", " self.data = data\n", " self.title = title or predictor.__name__\n", " self.size = size\n", " self.guesses = []\n", " self.truths = []\n", " self.errors = []\n", " self.sles = []\n", " self.colors = []\n", "\n", " def color_for(self, error, truth):\n", " if error<40 or error/truth < 0.2:\n", " return \"green\"\n", " elif error<80 or error/truth < 0.4:\n", " return \"orange\"\n", " else:\n", " return \"red\"\n", " \n", " def run_datapoint(self, i):\n", " datapoint = self.data[i]\n", " guess = self.predictor(datapoint)\n", " truth = datapoint.price\n", " error = abs(guess - truth)\n", " log_error = math.log(truth+1) - math.log(guess+1)\n", " sle = log_error ** 2\n", " color = self.color_for(error, truth)\n", " title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+\"...\"\n", " self.guesses.append(guess)\n", " self.truths.append(truth)\n", " self.errors.append(error)\n", " self.sles.append(sle)\n", " self.colors.append(color)\n", " print(f\"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}\")\n", "\n", " def chart(self, title):\n", " max_error = max(self.errors)\n", " plt.figure(figsize=(12, 8))\n", " max_val = max(max(self.truths), max(self.guesses))\n", " plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6)\n", " plt.scatter(self.truths, self.guesses, s=3, c=self.colors)\n", " plt.xlabel('Ground Truth')\n", " plt.ylabel('Model Estimate')\n", " plt.xlim(0, max_val)\n", " plt.ylim(0, max_val)\n", " plt.title(title)\n", " plt.show()\n", "\n", " def report(self):\n", " average_error = sum(self.errors) / self.size\n", " rmsle = math.sqrt(sum(self.sles) / self.size)\n", " hits = sum(1 for color in self.colors if color==\"green\")\n", " title = f\"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%\"\n", " self.chart(title)\n", "\n", " def run(self):\n", " self.error = 0\n", " for i in range(self.size):\n", " self.run_datapoint(i)\n", " self.report()" ] }, { "cell_type": "markdown", "id": "066fef03-8338-4526-9df3-89b649ad4f0a", "metadata": {}, "source": [ "# Now for something basic\n", "\n", "What's the very simplest model you could imagine?\n", "\n", "Let's start with a random number generator!" ] }, { "cell_type": "code", "execution_count": 19, "id": "66ea68e8-ab1b-4f0d-aba4-a59574d8f85e", "metadata": {}, "outputs": [], "source": [ "def messages_for(item):\n", " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n", " user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\")\n", " return [\n", " {\"role\": \"system\", \"content\": system_message},\n", " {\"role\": \"user\", \"content\": user_prompt}\n", " ]" ] }, { "cell_type": "code", "execution_count": 20, "id": "b1af1888-f94a-4106-b0d8-8a70939eec4e", "metadata": {}, "outputs": [], "source": [ "def get_price(s):\n", " s = s.replace('$','').replace(',','')\n", " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n", " return float(match.group()) if match else 0" ] }, { "cell_type": "code", "execution_count": 21, "id": "f49e90d6-6749-4eb8-9347-5922b189d379", "metadata": {}, "outputs": [], "source": [ "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": 22, "id": "766e697e-55bf-4521-b301-3b07d20045e0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[91m1: Guess: $209.95 Truth: $374.41 Error: $164.46 SLE: 0.33 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[91m2: Guess: $74.99 Truth: $225.11 Error: $150.12 SLE: 1.19 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[92m3: Guess: $50.00 Truth: $61.68 Error: $11.68 SLE: 0.04 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[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: $15.99 Truth: $16.99 Error: $1.00 SLE: 0.00 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[92m6: Guess: $15.99 Truth: $31.99 Error: $16.00 SLE: 0.44 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[92m7: Guess: $129.99 Truth: $101.79 Error: $28.20 SLE: 0.06 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[92m8: Guess: $299.00 Truth: $289.00 Error: $10.00 SLE: 0.00 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[93m9: Guess: $450.00 Truth: $635.86 Error: $185.86 SLE: 0.12 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[92m10: Guess: $59.99 Truth: $65.99 Error: $6.00 SLE: 0.01 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[92m11: Guess: $209.99 Truth: $254.21 Error: $44.22 SLE: 0.04 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[92m12: Guess: $367.99 Truth: $412.99 Error: $45.00 SLE: 0.01 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[91m13: Guess: $59.99 Truth: $205.50 Error: $145.51 SLE: 1.49 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[93m14: Guess: $299.99 Truth: $248.23 Error: $51.76 SLE: 0.04 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[93m15: Guess: $299.99 Truth: $399.00 Error: $99.01 SLE: 0.08 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[92m16: Guess: $350.00 Truth: $373.94 Error: $23.94 SLE: 0.00 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[92m17: Guess: $99.99 Truth: $92.89 Error: $7.10 SLE: 0.01 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[92m18: Guess: $43.99 Truth: $51.99 Error: $8.00 SLE: 0.03 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[93m19: Guess: $100.00 Truth: $179.00 Error: $79.00 SLE: 0.33 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[92m20: Guess: $12.99 Truth: $19.42 Error: $6.43 SLE: 0.14 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[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[92m22: Guess: $150.00 Truth: $147.67 Error: $2.33 SLE: 0.00 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[92m23: Guess: $37.99 Truth: $24.99 Error: $13.00 SLE: 0.16 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[91m24: Guess: $25.99 Truth: $149.00 Error: $123.01 SLE: 2.94 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", "\u001b[92m25: Guess: $15.99 Truth: $16.99 Error: $1.00 SLE: 0.00 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", "\u001b[92m26: Guess: $13.99 Truth: $7.99 Error: $6.00 SLE: 0.26 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", "\u001b[92m27: Guess: $229.99 Truth: $199.99 Error: $30.00 SLE: 0.02 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", "\u001b[92m28: Guess: $239.00 Truth: $251.45 Error: $12.45 SLE: 0.00 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", "\u001b[91m29: Guess: $125.00 Truth: $231.62 Error: $106.62 SLE: 0.38 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", "\u001b[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[93m31: Guess: $280.00 Truth: $356.62 Error: $76.62 SLE: 0.06 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", "\u001b[91m32: Guess: $150.00 Truth: $257.99 Error: $107.99 SLE: 0.29 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", "\u001b[92m33: Guess: $25.99 Truth: $27.99 Error: $2.00 SLE: 0.01 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", "\u001b[91m34: Guess: $50.00 Truth: $171.20 Error: $121.20 SLE: 1.48 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", "\u001b[93m35: Guess: $299.99 Truth: $225.00 Error: $74.99 SLE: 0.08 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", "\u001b[92m36: Guess: $100.00 Truth: $105.00 Error: $5.00 SLE: 0.00 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", "\u001b[92m37: Guess: $299.99 Truth: $299.99 Error: $0.00 SLE: 0.00 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", "\u001b[92m38: Guess: $625.00 Truth: $535.09 Error: $89.91 SLE: 0.02 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", "\u001b[92m39: Guess: $14.00 Truth: $12.33 Error: $1.67 SLE: 0.01 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", "\u001b[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: $19.99 Truth: $15.99 Error: $4.00 SLE: 0.04 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", "\u001b[93m42: Guess: $18.99 Truth: $62.44 Error: $43.45 SLE: 1.33 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", "\u001b[92m43: Guess: $79.99 Truth: $82.99 Error: $3.00 SLE: 0.00 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", "\u001b[93m44: Guess: $399.99 Truth: $599.95 Error: $199.96 SLE: 0.16 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", "\u001b[92m45: Guess: $229.00 Truth: $194.99 Error: $34.01 SLE: 0.03 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", "\u001b[92m46: Guess: $399.99 Truth: $344.95 Error: $55.04 SLE: 0.02 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", "\u001b[92m47: Guess: $49.99 Truth: $37.99 Error: $12.00 SLE: 0.07 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", "\u001b[92m48: Guess: $250.00 Truth: $224.35 Error: $25.65 SLE: 0.01 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", "\u001b[93m49: Guess: $1,000.00 Truth: $814.00 Error: $186.00 SLE: 0.04 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", "\u001b[92m50: Guess: $400.00 Truth: $439.88 Error: $39.88 SLE: 0.01 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", "\u001b[92m51: Guess: $299.99 Truth: $341.43 Error: $41.44 SLE: 0.02 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", "\u001b[92m52: Guess: $25.99 Truth: $46.78 Error: $20.79 SLE: 0.33 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", "\u001b[93m53: Guess: $250.00 Truth: $171.44 Error: $78.56 SLE: 0.14 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", "\u001b[92m54: Guess: $450.00 Truth: $458.00 Error: $8.00 SLE: 0.00 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", "\u001b[92m55: Guess: $129.99 Truth: $130.75 Error: $0.76 SLE: 0.00 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", "\u001b[92m56: Guess: $75.00 Truth: $83.81 Error: $8.81 SLE: 0.01 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", "\u001b[91m57: Guess: $100.00 Truth: $386.39 Error: $286.39 SLE: 1.81 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", "\u001b[92m58: Guess: $180.00 Truth: $169.00 Error: $11.00 SLE: 0.00 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", "\u001b[92m59: Guess: $25.99 Truth: $17.95 Error: $8.04 SLE: 0.13 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", "\u001b[92m60: Guess: $239.99 Truth: $269.00 Error: $29.01 SLE: 0.01 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", "\u001b[92m61: Guess: $49.99 Truth: $77.77 Error: $27.78 SLE: 0.19 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", "\u001b[93m62: Guess: $149.99 Truth: $88.99 Error: $61.00 SLE: 0.27 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", "\u001b[92m63: Guess: $300.00 Truth: $364.41 Error: $64.41 SLE: 0.04 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", "\u001b[92m64: Guess: $150.00 Truth: $127.03 Error: $22.97 SLE: 0.03 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", "\u001b[92m65: Guess: $650.00 Truth: $778.95 Error: $128.95 SLE: 0.03 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", "\u001b[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: $50.99 Truth: $35.94 Error: $15.05 SLE: 0.12 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", "\u001b[92m68: Guess: $149.99 Truth: $149.00 Error: $0.99 SLE: 0.00 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", "\u001b[92m69: Guess: $250.00 Truth: $251.98 Error: $1.98 SLE: 0.00 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", "\u001b[92m70: Guess: $150.00 Truth: $160.00 Error: $10.00 SLE: 0.00 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", "\u001b[92m71: Guess: $39.99 Truth: $39.99 Error: $0.00 SLE: 0.00 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", "\u001b[93m72: Guess: $250.00 Truth: $362.41 Error: $112.41 SLE: 0.14 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", "\u001b[91m73: Guess: $180.00 Truth: $344.00 Error: $164.00 SLE: 0.42 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", "\u001b[92m74: Guess: $15.00 Truth: $25.09 Error: $10.09 SLE: 0.24 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", "\u001b[91m75: Guess: $75.00 Truth: $175.95 Error: $100.95 SLE: 0.71 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[92m76: Guess: $169.99 Truth: $132.64 Error: $37.35 SLE: 0.06 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[91m77: Guess: $599.99 Truth: $422.99 Error: $177.00 SLE: 0.12 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[91m78: Guess: $250.00 Truth: $146.48 Error: $103.52 SLE: 0.28 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[92m79: Guess: $135.99 Truth: $156.83 Error: $20.84 SLE: 0.02 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[91m80: Guess: $80.00 Truth: $251.99 Error: $171.99 SLE: 1.30 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $525.00 Truth: $940.33 Error: $415.33 SLE: 0.34 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[92m82: Guess: $29.99 Truth: $52.99 Error: $23.00 SLE: 0.31 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: $370.00 Truth: $441.03 Error: $71.03 SLE: 0.03 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[92m85: Guess: $199.99 Truth: $168.98 Error: $31.01 SLE: 0.03 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[92m86: Guess: $3.99 Truth: $2.49 Error: $1.50 SLE: 0.13 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[92m87: Guess: $79.99 Truth: $98.62 Error: $18.63 SLE: 0.04 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[91m88: Guess: $150.00 Truth: $256.95 Error: $106.95 SLE: 0.29 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[92m89: Guess: $24.99 Truth: $30.99 Error: $6.00 SLE: 0.04 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[92m90: Guess: $490.00 Truth: $569.84 Error: $79.84 SLE: 0.02 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[91m91: Guess: $59.99 Truth: $177.99 Error: $118.00 SLE: 1.16 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[92m92: Guess: $800.00 Truth: $997.99 Error: $197.99 SLE: 0.05 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[92m93: Guess: $199.99 Truth: $219.00 Error: $19.01 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[93m94: Guess: $175.00 Truth: $225.55 Error: $50.55 SLE: 0.06 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[91m95: Guess: $1,500.00 Truth: $495.95 Error: $1,004.05 SLE: 1.22 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[93m96: Guess: $749.99 Truth: $942.37 Error: $192.38 SLE: 0.05 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[92m97: Guess: $5.99 Truth: $1.94 Error: $4.05 SLE: 0.75 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[92m98: Guess: $274.95 Truth: $284.34 Error: $9.39 SLE: 0.00 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[92m99: Guess: $150.00 Truth: $171.90 Error: $21.90 SLE: 0.02 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[92m100: Guess: $149.99 Truth: $144.99 Error: $5.00 SLE: 0.00 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[92m101: Guess: $499.99 Truth: $470.47 Error: $29.52 SLE: 0.00 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[93m102: Guess: $25.99 Truth: $66.95 Error: $40.96 SLE: 0.85 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[93m103: Guess: $60.00 Truth: $117.00 Error: $57.00 SLE: 0.44 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[93m104: Guess: $125.00 Truth: $172.14 Error: $47.14 SLE: 0.10 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: $19.99 Truth: $16.99 Error: $3.00 SLE: 0.02 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[92m107: Guess: $0.50 Truth: $1.34 Error: $0.84 SLE: 0.20 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[93m108: Guess: $249.00 Truth: $349.98 Error: $100.98 SLE: 0.12 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[91m109: Guess: $650.00 Truth: $370.71 Error: $279.29 SLE: 0.31 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[92m110: Guess: $50.00 Truth: $65.88 Error: $15.88 SLE: 0.07 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[92m111: Guess: $229.99 Truth: $229.99 Error: $0.00 SLE: 0.00 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[92m112: Guess: $6.99 Truth: $9.14 Error: $2.15 SLE: 0.06 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[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[93m114: Guess: $149.99 Truth: $109.99 Error: $40.00 SLE: 0.09 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[93m115: Guess: $450.00 Truth: $570.42 Error: $120.42 SLE: 0.06 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: $25.99 Truth: $30.99 Error: $5.00 SLE: 0.03 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[92m118: Guess: $24.95 Truth: $31.99 Error: $7.04 SLE: 0.06 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[92m119: Guess: $15.99 Truth: $15.90 Error: $0.09 SLE: 0.00 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[91m120: Guess: $129.99 Truth: $45.99 Error: $84.00 SLE: 1.05 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[93m121: Guess: $169.99 Truth: $113.52 Error: $56.47 SLE: 0.16 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[92m122: Guess: $500.00 Truth: $516.99 Error: $16.99 SLE: 0.00 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[93m123: Guess: $120.00 Truth: $196.99 Error: $76.99 SLE: 0.24 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[92m124: Guess: $15.99 Truth: $46.55 Error: $30.56 SLE: 1.06 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[93m125: Guess: $274.99 Truth: $356.99 Error: $82.00 SLE: 0.07 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[92m126: Guess: $329.00 Truth: $319.95 Error: $9.05 SLE: 0.00 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[92m127: Guess: $100.00 Truth: $96.06 Error: $3.94 SLE: 0.00 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[92m128: Guess: $179.99 Truth: $190.99 Error: $11.00 SLE: 0.00 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[91m129: Guess: $75.00 Truth: $257.95 Error: $182.95 SLE: 1.50 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[92m130: Guess: $75.00 Truth: $62.95 Error: $12.05 SLE: 0.03 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[93m132: Guess: $299.99 Truth: $226.99 Error: $73.00 SLE: 0.08 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[92m133: Guess: $350.00 Truth: $359.95 Error: $9.95 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[93m134: Guess: $25.99 Truth: $78.40 Error: $52.41 SLE: 1.16 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[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[93m136: Guess: $239.66 Truth: $316.45 Error: $76.79 SLE: 0.08 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[93m137: Guess: $129.99 Truth: $87.99 Error: $42.00 SLE: 0.15 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[92m138: Guess: $250.00 Truth: $226.63 Error: $23.37 SLE: 0.01 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[92m139: Guess: $32.99 Truth: $31.49 Error: $1.50 SLE: 0.00 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[92m140: Guess: $180.00 Truth: $196.00 Error: $16.00 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[93m141: Guess: $32.99 Truth: $78.40 Error: $45.41 SLE: 0.72 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: $129.99 Truth: $112.78 Error: $17.21 SLE: 0.02 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[92m144: Guess: $32.99 Truth: $27.32 Error: $5.67 SLE: 0.03 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[93m145: Guess: $100.99 Truth: $145.91 Error: $44.92 SLE: 0.13 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[93m146: Guess: $250.00 Truth: $171.09 Error: $78.91 SLE: 0.14 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[92m147: Guess: $149.99 Truth: $167.95 Error: $17.96 SLE: 0.01 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[92m148: Guess: $45.99 Truth: $28.49 Error: $17.50 SLE: 0.22 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[92m149: Guess: $100.00 Truth: $122.23 Error: $22.23 SLE: 0.04 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[92m150: Guess: $34.99 Truth: $32.99 Error: $2.00 SLE: 0.00 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[92m151: Guess: $59.99 Truth: $71.20 Error: $11.21 SLE: 0.03 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[92m152: Guess: $80.00 Truth: $112.75 Error: $32.75 SLE: 0.12 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[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[92m154: Guess: $350.00 Truth: $398.99 Error: $48.99 SLE: 0.02 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[92m155: Guess: $480.00 Truth: $449.00 Error: $31.00 SLE: 0.00 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[92m156: Guess: $169.99 Truth: $189.00 Error: $19.01 SLE: 0.01 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[92m157: Guess: $149.95 Truth: $120.91 Error: $29.04 SLE: 0.05 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[92m158: Guess: $189.99 Truth: $203.53 Error: $13.54 SLE: 0.00 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[92m159: Guess: $349.99 Truth: $349.99 Error: $0.00 SLE: 0.00 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[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: $399.99 Truth: $384.99 Error: $15.00 SLE: 0.00 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $180.00 Truth: $211.00 Error: $31.00 SLE: 0.02 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[92m163: Guess: $150.00 Truth: $129.00 Error: $21.00 SLE: 0.02 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[93m164: Guess: $32.99 Truth: $111.45 Error: $78.46 SLE: 1.43 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[93m165: Guess: $32.99 Truth: $81.12 Error: $48.13 SLE: 0.78 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[93m166: Guess: $329.99 Truth: $457.08 Error: $127.09 SLE: 0.11 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $129.99 Truth: $49.49 Error: $80.50 SLE: 0.91 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[92m168: Guess: $45.99 Truth: $80.56 Error: $34.57 SLE: 0.30 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[93m169: Guess: $370.00 Truth: $278.39 Error: $91.61 SLE: 0.08 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[93m170: Guess: $280.00 Truth: $364.50 Error: $84.50 SLE: 0.07 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[93m171: Guess: $296.99 Truth: $378.99 Error: $82.00 SLE: 0.06 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[92m172: Guess: $200.00 Truth: $165.28 Error: $34.72 SLE: 0.04 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[92m173: Guess: $45.99 Truth: $56.74 Error: $10.75 SLE: 0.04 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[91m174: Guess: $175.00 Truth: $307.95 Error: $132.95 SLE: 0.32 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[92m175: Guess: $65.00 Truth: $38.00 Error: $27.00 SLE: 0.28 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[92m176: Guess: $59.99 Truth: $53.00 Error: $6.99 SLE: 0.01 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[92m177: Guess: $500.00 Truth: $498.00 Error: $2.00 SLE: 0.00 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[93m178: Guess: $100.00 Truth: $53.99 Error: $46.01 SLE: 0.37 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[93m179: Guess: $280.00 Truth: $350.00 Error: $70.00 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: $80.00 Truth: $94.93 Error: $14.93 SLE: 0.03 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[92m182: Guess: $399.00 Truth: $379.00 Error: $20.00 SLE: 0.00 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[92m183: Guess: $250.00 Truth: $299.95 Error: $49.95 SLE: 0.03 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[92m184: Guess: $29.99 Truth: $24.99 Error: $5.00 SLE: 0.03 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[92m185: Guess: $32.99 Truth: $41.04 Error: $8.05 SLE: 0.05 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[92m186: Guess: $299.99 Truth: $327.90 Error: $27.91 SLE: 0.01 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[92m187: Guess: $10.99 Truth: $10.99 Error: $0.00 SLE: 0.00 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: $15.99 Truth: $84.95 Error: $68.96 SLE: 2.63 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[92m190: Guess: $79.99 Truth: $111.00 Error: $31.01 SLE: 0.11 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[92m191: Guess: $85.99 Truth: $123.73 Error: $37.74 SLE: 0.13 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[92m192: Guess: $500.00 Truth: $557.38 Error: $57.38 SLE: 0.01 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $250.00 Truth: $95.55 Error: $154.45 SLE: 0.91 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[92m194: Guess: $149.99 Truth: $154.00 Error: $4.01 SLE: 0.00 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[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: $129.99 Truth: $430.44 Error: $300.45 SLE: 1.42 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: $45.99 Truth: $42.99 Error: $3.00 SLE: 0.00 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[92m200: Guess: $150.00 Truth: $181.33 Error: $31.33 SLE: 0.04 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[92m201: Guess: $2.99 Truth: $6.03 Error: $3.04 SLE: 0.32 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[92m202: Guess: $30.00 Truth: $29.99 Error: $0.01 SLE: 0.00 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $500.00 Truth: $899.00 Error: $399.00 SLE: 0.34 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[92m204: Guess: $399.99 Truth: $399.99 Error: $0.00 SLE: 0.00 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[92m205: Guess: $32.99 Truth: $4.66 Error: $28.33 SLE: 3.21 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[93m206: Guess: $315.00 Truth: $261.41 Error: $53.59 SLE: 0.03 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[92m207: Guess: $134.99 Truth: $136.97 Error: $1.98 SLE: 0.00 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[91m208: Guess: $180.00 Truth: $79.00 Error: $101.00 SLE: 0.67 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[92m209: Guess: $400.00 Truth: $444.99 Error: $44.99 SLE: 0.01 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[92m210: Guess: $399.99 Truth: $411.94 Error: $11.95 SLE: 0.00 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[92m211: Guess: $165.00 Truth: $148.40 Error: $16.60 SLE: 0.01 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[91m212: Guess: $65.00 Truth: $244.99 Error: $179.99 SLE: 1.73 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[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: $100.00 Truth: $297.95 Error: $197.95 SLE: 1.18 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[93m215: Guess: $490.00 Truth: $399.99 Error: $90.01 SLE: 0.04 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[93m216: Guess: $450.00 Truth: $599.00 Error: $149.00 SLE: 0.08 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[92m217: Guess: $75.00 Truth: $105.99 Error: $30.99 SLE: 0.12 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[93m218: Guess: $550.00 Truth: $689.00 Error: $139.00 SLE: 0.05 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[92m219: Guess: $399.00 Truth: $404.99 Error: $5.99 SLE: 0.00 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[93m220: Guess: $150.00 Truth: $207.76 Error: $57.76 SLE: 0.10 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[91m221: Guess: $275.00 Truth: $171.82 Error: $103.18 SLE: 0.22 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[92m222: Guess: $299.99 Truth: $293.24 Error: $6.75 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[92m223: Guess: $399.95 Truth: $374.95 Error: $25.00 SLE: 0.00 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[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: $32.99 Truth: $42.99 Error: $10.00 SLE: 0.07 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[93m226: Guess: $180.00 Truth: $116.71 Error: $63.29 SLE: 0.19 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[93m227: Guess: $175.99 Truth: $118.61 Error: $57.38 SLE: 0.15 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[92m228: Guess: $150.00 Truth: $147.12 Error: $2.88 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[92m229: Guess: $129.99 Truth: $119.99 Error: $10.00 SLE: 0.01 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[92m230: Guess: $299.99 Truth: $369.98 Error: $69.99 SLE: 0.04 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[92m232: Guess: $179.99 Truth: $190.99 Error: $11.00 SLE: 0.00 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[92m233: Guess: $180.00 Truth: $155.00 Error: $25.00 SLE: 0.02 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[93m235: Guess: $329.99 Truth: $249.99 Error: $80.00 SLE: 0.08 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[92m236: Guess: $35.99 Truth: $42.99 Error: $7.00 SLE: 0.03 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[92m237: Guess: $16.99 Truth: $17.99 Error: $1.00 SLE: 0.00 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[92m238: Guess: $350.00 Truth: $425.00 Error: $75.00 SLE: 0.04 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[92m239: Guess: $229.99 Truth: $249.99 Error: $20.00 SLE: 0.01 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[91m240: Guess: $30.00 Truth: $138.23 Error: $108.23 SLE: 2.26 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[92m241: Guess: $399.99 Truth: $414.99 Error: $15.00 SLE: 0.00 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[92m242: Guess: $150.00 Truth: $168.28 Error: $18.28 SLE: 0.01 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[91m243: Guess: $299.99 Truth: $199.99 Error: $100.00 SLE: 0.16 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[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: $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: $229.99 Truth: $193.06 Error: $36.93 SLE: 0.03 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[93m247: Guess: $299.99 Truth: $249.99 Error: $50.00 SLE: 0.03 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[92m248: Guess: $50.00 Truth: $64.12 Error: $14.12 SLE: 0.06 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[92m249: Guess: $150.00 Truth: $114.99 Error: $35.01 SLE: 0.07 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[92m250: Guess: $999.00 Truth: $926.00 Error: $73.00 SLE: 0.01 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "TestRunner(gpt_4o_frontier).run()" ] }, { "cell_type": "code", "execution_count": 51, "id": "53d941cb-5b73-44ea-b893-3a0ce9997066", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[91m1: Guess: $655.00 Truth: $374.41 Error: $280.59 SLE: 0.31 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[91m2: Guess: $115.00 Truth: $225.11 Error: $110.11 SLE: 0.45 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[92m3: Guess: $26.00 Truth: $61.68 Error: $35.68 SLE: 0.71 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[93m4: Guess: $760.00 Truth: $599.99 Error: $160.01 SLE: 0.06 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[91m5: Guess: $282.00 Truth: $16.99 Error: $265.01 SLE: 7.59 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[91m6: Guess: $251.00 Truth: $31.99 Error: $219.01 SLE: 4.13 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[91m7: Guess: $229.00 Truth: $101.79 Error: $127.21 SLE: 0.65 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[91m8: Guess: $143.00 Truth: $289.00 Error: $146.00 SLE: 0.49 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[92m9: Guess: $755.00 Truth: $635.86 Error: $119.14 SLE: 0.03 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[92m10: Guess: $105.00 Truth: $65.99 Error: $39.01 SLE: 0.21 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[91m11: Guess: $693.00 Truth: $254.21 Error: $438.79 SLE: 1.00 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[91m12: Guess: $759.00 Truth: $412.99 Error: $346.01 SLE: 0.37 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[91m13: Guess: $914.00 Truth: $205.50 Error: $708.50 SLE: 2.22 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[91m14: Guess: $559.00 Truth: $248.23 Error: $310.77 SLE: 0.66 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[91m15: Guess: $90.00 Truth: $399.00 Error: $309.00 SLE: 2.19 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[91m16: Guess: $605.00 Truth: $373.94 Error: $231.06 SLE: 0.23 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[91m17: Guess: $433.00 Truth: $92.89 Error: $340.11 SLE: 2.34 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[92m18: Guess: $33.00 Truth: $51.99 Error: $18.99 SLE: 0.20 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[91m19: Guess: $31.00 Truth: $179.00 Error: $148.00 SLE: 2.98 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[93m20: Guess: $96.00 Truth: $19.42 Error: $76.58 SLE: 2.43 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[91m21: Guess: $224.00 Truth: $539.95 Error: $315.95 SLE: 0.77 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[91m22: Guess: $239.00 Truth: $147.67 Error: $91.33 SLE: 0.23 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[91m23: Guess: $518.00 Truth: $24.99 Error: $493.01 SLE: 8.97 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[91m24: Guess: $617.00 Truth: $149.00 Error: $468.00 SLE: 2.00 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", "\u001b[92m25: Guess: $28.00 Truth: $16.99 Error: $11.01 SLE: 0.23 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", "\u001b[91m26: Guess: $575.00 Truth: $7.99 Error: $567.01 SLE: 17.31 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", "\u001b[92m27: Guess: $204.00 Truth: $199.99 Error: $4.01 SLE: 0.00 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", "\u001b[91m28: Guess: $734.00 Truth: $251.45 Error: $482.55 SLE: 1.14 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", "\u001b[91m29: Guess: $666.00 Truth: $231.62 Error: $434.38 SLE: 1.11 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", "\u001b[91m30: Guess: $719.00 Truth: $135.00 Error: $584.00 SLE: 2.78 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", "\u001b[91m31: Guess: $559.00 Truth: $356.62 Error: $202.38 SLE: 0.20 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", "\u001b[91m32: Guess: $430.00 Truth: $257.99 Error: $172.01 SLE: 0.26 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", "\u001b[91m33: Guess: $226.00 Truth: $27.99 Error: $198.01 SLE: 4.24 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", "\u001b[91m34: Guess: $460.00 Truth: $171.20 Error: $288.80 SLE: 0.97 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", "\u001b[91m35: Guess: $604.00 Truth: $225.00 Error: $379.00 SLE: 0.97 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", "\u001b[91m36: Guess: $285.00 Truth: $105.00 Error: $180.00 SLE: 0.99 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", "\u001b[91m37: Guess: $829.00 Truth: $299.99 Error: $529.01 SLE: 1.03 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", "\u001b[91m38: Guess: $891.00 Truth: $535.09 Error: $355.91 SLE: 0.26 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", "\u001b[92m39: Guess: $7.00 Truth: $12.33 Error: $5.33 SLE: 0.26 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", "\u001b[91m40: Guess: $778.00 Truth: $84.99 Error: $693.01 SLE: 4.86 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", "\u001b[91m41: Guess: $826.00 Truth: $15.99 Error: $810.01 SLE: 15.09 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", "\u001b[91m42: Guess: $164.00 Truth: $62.44 Error: $101.56 SLE: 0.91 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", "\u001b[91m43: Guess: $715.00 Truth: $82.99 Error: $632.01 SLE: 4.59 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", "\u001b[93m44: Guess: $433.00 Truth: $599.95 Error: $166.95 SLE: 0.11 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", "\u001b[91m45: Guess: $349.00 Truth: $194.99 Error: $154.01 SLE: 0.34 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", "\u001b[92m46: Guess: $285.00 Truth: $344.95 Error: $59.95 SLE: 0.04 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", "\u001b[91m47: Guess: $160.00 Truth: $37.99 Error: $122.01 SLE: 2.01 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", "\u001b[92m48: Guess: $221.00 Truth: $224.35 Error: $3.35 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", "\u001b[93m49: Guess: $981.00 Truth: $814.00 Error: $167.00 SLE: 0.03 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", "\u001b[91m50: Guess: $782.00 Truth: $439.88 Error: $342.12 SLE: 0.33 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", "\u001b[92m51: Guess: $345.00 Truth: $341.43 Error: $3.57 SLE: 0.00 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", "\u001b[93m52: Guess: $105.00 Truth: $46.78 Error: $58.22 SLE: 0.63 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", "\u001b[93m53: Guess: $95.00 Truth: $171.44 Error: $76.44 SLE: 0.34 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", "\u001b[92m54: Guess: $390.00 Truth: $458.00 Error: $68.00 SLE: 0.03 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", "\u001b[92m55: Guess: $100.00 Truth: $130.75 Error: $30.75 SLE: 0.07 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", "\u001b[91m56: Guess: $368.00 Truth: $83.81 Error: $284.19 SLE: 2.16 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", "\u001b[91m57: Guess: $868.00 Truth: $386.39 Error: $481.61 SLE: 0.65 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", "\u001b[91m58: Guess: $353.00 Truth: $169.00 Error: $184.00 SLE: 0.54 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", "\u001b[91m59: Guess: $619.00 Truth: $17.95 Error: $601.05 SLE: 12.17 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", "\u001b[92m60: Guess: $271.00 Truth: $269.00 Error: $2.00 SLE: 0.00 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", "\u001b[91m61: Guess: $827.00 Truth: $77.77 Error: $749.23 SLE: 5.53 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", "\u001b[93m62: Guess: $45.00 Truth: $88.99 Error: $43.99 SLE: 0.45 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", "\u001b[91m63: Guess: $748.00 Truth: $364.41 Error: $383.59 SLE: 0.52 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", "\u001b[91m64: Guess: $471.00 Truth: $127.03 Error: $343.97 SLE: 1.70 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", "\u001b[93m65: Guess: $550.00 Truth: $778.95 Error: $228.95 SLE: 0.12 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", "\u001b[93m66: Guess: $128.00 Truth: $206.66 Error: $78.66 SLE: 0.23 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", "\u001b[91m67: Guess: $997.00 Truth: $35.94 Error: $961.06 SLE: 10.87 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", "\u001b[91m68: Guess: $945.00 Truth: $149.00 Error: $796.00 SLE: 3.39 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", "\u001b[91m69: Guess: $388.00 Truth: $251.98 Error: $136.02 SLE: 0.19 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", "\u001b[93m70: Guess: $81.00 Truth: $160.00 Error: $79.00 SLE: 0.46 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", "\u001b[91m71: Guess: $566.00 Truth: $39.99 Error: $526.01 SLE: 6.90 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", "\u001b[92m72: Guess: $301.00 Truth: $362.41 Error: $61.41 SLE: 0.03 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", "\u001b[91m73: Guess: $850.00 Truth: $344.00 Error: $506.00 SLE: 0.82 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", "\u001b[91m74: Guess: $644.00 Truth: $25.09 Error: $618.91 SLE: 10.29 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", "\u001b[91m75: Guess: $634.00 Truth: $175.95 Error: $458.05 SLE: 1.63 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[91m76: Guess: $907.00 Truth: $132.64 Error: $774.36 SLE: 3.67 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[91m77: Guess: $883.00 Truth: $422.99 Error: $460.01 SLE: 0.54 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[91m78: Guess: $371.00 Truth: $146.48 Error: $224.52 SLE: 0.86 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[91m79: Guess: $592.00 Truth: $156.83 Error: $435.17 SLE: 1.75 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[93m80: Guess: $197.00 Truth: $251.99 Error: $54.99 SLE: 0.06 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[93m81: Guess: $722.00 Truth: $940.33 Error: $218.33 SLE: 0.07 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[92m82: Guess: $72.00 Truth: $52.99 Error: $19.01 SLE: 0.09 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[91m83: Guess: $47.00 Truth: $219.95 Error: $172.95 SLE: 2.33 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[91m84: Guess: $678.00 Truth: $441.03 Error: $236.97 SLE: 0.18 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[93m85: Guess: $234.00 Truth: $168.98 Error: $65.02 SLE: 0.10 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[91m86: Guess: $792.00 Truth: $2.49 Error: $789.51 SLE: 29.44 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[91m87: Guess: $297.00 Truth: $98.62 Error: $198.38 SLE: 1.20 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[91m88: Guess: $82.00 Truth: $256.95 Error: $174.95 SLE: 1.29 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[91m89: Guess: $876.00 Truth: $30.99 Error: $845.01 SLE: 10.96 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[91m90: Guess: $239.00 Truth: $569.84 Error: $330.84 SLE: 0.75 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[91m91: Guess: $888.00 Truth: $177.99 Error: $710.01 SLE: 2.57 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $104.00 Truth: $997.99 Error: $893.99 SLE: 5.08 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[91m93: Guess: $390.00 Truth: $219.00 Error: $171.00 SLE: 0.33 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[93m94: Guess: $285.00 Truth: $225.55 Error: $59.45 SLE: 0.05 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[92m95: Guess: $465.00 Truth: $495.95 Error: $30.95 SLE: 0.00 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[93m96: Guess: $651.00 Truth: $942.37 Error: $291.37 SLE: 0.14 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[91m97: Guess: $855.00 Truth: $1.94 Error: $853.06 SLE: 32.19 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[93m98: Guess: $374.00 Truth: $284.34 Error: $89.66 SLE: 0.07 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[92m99: Guess: $167.00 Truth: $171.90 Error: $4.90 SLE: 0.00 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[91m100: Guess: $380.00 Truth: $144.99 Error: $235.01 SLE: 0.92 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[93m101: Guess: $364.00 Truth: $470.47 Error: $106.47 SLE: 0.07 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[91m102: Guess: $215.00 Truth: $66.95 Error: $148.05 SLE: 1.34 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[91m103: Guess: $687.00 Truth: $117.00 Error: $570.00 SLE: 3.11 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[91m104: Guess: $274.00 Truth: $172.14 Error: $101.86 SLE: 0.21 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[91m105: Guess: $719.00 Truth: $392.74 Error: $326.26 SLE: 0.36 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[91m106: Guess: $960.00 Truth: $16.99 Error: $943.01 SLE: 15.83 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[91m107: Guess: $700.00 Truth: $1.34 Error: $698.66 SLE: 32.52 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[91m108: Guess: $664.00 Truth: $349.98 Error: $314.02 SLE: 0.41 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[91m109: Guess: $74.00 Truth: $370.71 Error: $296.71 SLE: 2.56 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[91m110: Guess: $624.00 Truth: $65.88 Error: $558.12 SLE: 4.99 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[91m111: Guess: $651.00 Truth: $229.99 Error: $421.01 SLE: 1.08 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[91m112: Guess: $176.00 Truth: $9.14 Error: $166.86 SLE: 8.18 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[91m113: Guess: $547.00 Truth: $199.00 Error: $348.00 SLE: 1.02 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[91m114: Guess: $747.00 Truth: $109.99 Error: $637.01 SLE: 3.64 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[91m115: Guess: $251.00 Truth: $570.42 Error: $319.42 SLE: 0.67 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[93m116: Guess: $168.00 Truth: $279.99 Error: $111.99 SLE: 0.26 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[91m117: Guess: $474.00 Truth: $30.99 Error: $443.01 SLE: 7.28 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[91m118: Guess: $389.00 Truth: $31.99 Error: $357.01 SLE: 6.10 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[91m119: Guess: $277.00 Truth: $15.90 Error: $261.10 SLE: 7.84 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[91m120: Guess: $948.00 Truth: $45.99 Error: $902.01 SLE: 9.03 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[91m121: Guess: $656.00 Truth: $113.52 Error: $542.48 SLE: 3.05 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[93m122: Guess: $705.00 Truth: $516.99 Error: $188.01 SLE: 0.10 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[91m123: Guess: $571.00 Truth: $196.99 Error: $374.01 SLE: 1.13 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[91m124: Guess: $225.00 Truth: $46.55 Error: $178.45 SLE: 2.43 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[91m125: Guess: $702.00 Truth: $356.99 Error: $345.01 SLE: 0.46 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[92m126: Guess: $333.00 Truth: $319.95 Error: $13.05 SLE: 0.00 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[91m127: Guess: $864.00 Truth: $96.06 Error: $767.94 SLE: 4.78 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[91m128: Guess: $787.00 Truth: $190.99 Error: $596.01 SLE: 1.99 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[91m129: Guess: $795.00 Truth: $257.95 Error: $537.05 SLE: 1.26 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[92m130: Guess: $58.00 Truth: $62.95 Error: $4.95 SLE: 0.01 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[91m131: Guess: $235.00 Truth: $47.66 Error: $187.34 SLE: 2.49 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[91m132: Guess: $842.00 Truth: $226.99 Error: $615.01 SLE: 1.71 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[91m133: Guess: $33.00 Truth: $359.95 Error: $326.95 SLE: 5.58 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $825.00 Truth: $78.40 Error: $746.60 SLE: 5.49 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[91m135: Guess: $324.00 Truth: $172.77 Error: $151.23 SLE: 0.39 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[93m136: Guess: $411.00 Truth: $316.45 Error: $94.55 SLE: 0.07 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[91m137: Guess: $275.00 Truth: $87.99 Error: $187.01 SLE: 1.28 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[91m138: Guess: $68.00 Truth: $226.63 Error: $158.63 SLE: 1.42 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[91m139: Guess: $217.00 Truth: $31.49 Error: $185.51 SLE: 3.62 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[91m140: Guess: $936.00 Truth: $196.00 Error: $740.00 SLE: 2.43 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[91m141: Guess: $966.00 Truth: $78.40 Error: $887.60 SLE: 6.25 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[91m142: Guess: $581.00 Truth: $116.25 Error: $464.75 SLE: 2.57 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[91m143: Guess: $898.00 Truth: $112.78 Error: $785.22 SLE: 4.27 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[91m144: Guess: $736.00 Truth: $27.32 Error: $708.68 SLE: 10.62 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[91m145: Guess: $323.00 Truth: $145.91 Error: $177.09 SLE: 0.63 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[93m146: Guess: $218.00 Truth: $171.09 Error: $46.91 SLE: 0.06 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[91m147: Guess: $672.00 Truth: $167.95 Error: $504.05 SLE: 1.91 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[91m148: Guess: $512.00 Truth: $28.49 Error: $483.51 SLE: 8.16 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[91m149: Guess: $406.00 Truth: $122.23 Error: $283.77 SLE: 1.43 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[91m150: Guess: $906.00 Truth: $32.99 Error: $873.01 SLE: 10.79 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[91m151: Guess: $937.00 Truth: $71.20 Error: $865.80 SLE: 6.58 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[91m152: Guess: $659.00 Truth: $112.75 Error: $546.25 SLE: 3.09 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[91m153: Guess: $470.00 Truth: $142.43 Error: $327.57 SLE: 1.41 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[91m154: Guess: $147.00 Truth: $398.99 Error: $251.99 SLE: 0.99 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[93m155: Guess: $272.00 Truth: $449.00 Error: $177.00 SLE: 0.25 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[93m156: Guess: $143.00 Truth: $189.00 Error: $46.00 SLE: 0.08 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[91m157: Guess: $253.00 Truth: $120.91 Error: $132.09 SLE: 0.54 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[91m158: Guess: $763.00 Truth: $203.53 Error: $559.47 SLE: 1.74 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[91m159: Guess: $575.00 Truth: $349.99 Error: $225.01 SLE: 0.25 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[91m160: Guess: $552.00 Truth: $34.35 Error: $517.65 SLE: 7.56 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[93m161: Guess: $270.00 Truth: $384.99 Error: $114.99 SLE: 0.13 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[91m162: Guess: $765.00 Truth: $211.00 Error: $554.00 SLE: 1.65 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[91m163: Guess: $599.00 Truth: $129.00 Error: $470.00 SLE: 2.34 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[91m164: Guess: $439.00 Truth: $111.45 Error: $327.55 SLE: 1.86 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $920.00 Truth: $81.12 Error: $838.88 SLE: 5.84 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[93m166: Guess: $598.00 Truth: $457.08 Error: $140.92 SLE: 0.07 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $409.00 Truth: $49.49 Error: $359.51 SLE: 4.39 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[91m168: Guess: $371.00 Truth: $80.56 Error: $290.44 SLE: 2.30 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[92m169: Guess: $225.00 Truth: $278.39 Error: $53.39 SLE: 0.04 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[91m170: Guess: $142.00 Truth: $364.50 Error: $222.50 SLE: 0.88 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[93m171: Guess: $522.00 Truth: $378.99 Error: $143.01 SLE: 0.10 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[91m172: Guess: $506.00 Truth: $165.28 Error: $340.72 SLE: 1.24 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[92m173: Guess: $94.00 Truth: $56.74 Error: $37.26 SLE: 0.25 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[91m174: Guess: $774.00 Truth: $307.95 Error: $466.05 SLE: 0.85 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[92m175: Guess: $49.00 Truth: $38.00 Error: $11.00 SLE: 0.06 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[91m176: Guess: $882.00 Truth: $53.00 Error: $829.00 SLE: 7.81 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[91m177: Guess: $113.00 Truth: $498.00 Error: $385.00 SLE: 2.18 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $157.00 Truth: $53.99 Error: $103.01 SLE: 1.11 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[91m179: Guess: $643.00 Truth: $350.00 Error: $293.00 SLE: 0.37 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[91m180: Guess: $164.00 Truth: $299.95 Error: $135.95 SLE: 0.36 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[91m181: Guess: $812.00 Truth: $94.93 Error: $717.07 SLE: 4.57 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[91m182: Guess: $697.00 Truth: $379.00 Error: $318.00 SLE: 0.37 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[91m183: Guess: $433.00 Truth: $299.95 Error: $133.05 SLE: 0.13 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[91m184: Guess: $611.00 Truth: $24.99 Error: $586.01 SLE: 9.98 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[92m185: Guess: $66.00 Truth: $41.04 Error: $24.96 SLE: 0.22 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[93m186: Guess: $395.00 Truth: $327.90 Error: $67.10 SLE: 0.03 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[91m187: Guess: $391.00 Truth: $10.99 Error: $380.01 SLE: 12.16 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[91m188: Guess: $611.00 Truth: $14.99 Error: $596.01 SLE: 13.28 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[91m189: Guess: $480.00 Truth: $84.95 Error: $395.05 SLE: 2.97 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[91m190: Guess: $542.00 Truth: $111.00 Error: $431.00 SLE: 2.49 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[91m191: Guess: $258.00 Truth: $123.73 Error: $134.27 SLE: 0.53 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $995.00 Truth: $557.38 Error: $437.62 SLE: 0.33 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $567.00 Truth: $95.55 Error: $471.45 SLE: 3.14 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[91m194: Guess: $882.00 Truth: $154.00 Error: $728.00 SLE: 3.03 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[91m195: Guess: $966.00 Truth: $198.99 Error: $767.01 SLE: 2.48 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[91m196: Guess: $12.00 Truth: $430.44 Error: $418.44 SLE: 12.27 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[91m197: Guess: $697.00 Truth: $45.67 Error: $651.33 SLE: 7.32 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[91m198: Guess: $739.00 Truth: $249.00 Error: $490.00 SLE: 1.18 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[93m199: Guess: $118.00 Truth: $42.99 Error: $75.01 SLE: 0.99 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[91m200: Guess: $699.00 Truth: $181.33 Error: $517.67 SLE: 1.81 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[91m201: Guess: $907.00 Truth: $6.03 Error: $900.97 SLE: 23.63 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[91m202: Guess: $550.00 Truth: $29.99 Error: $520.01 SLE: 8.28 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[92m203: Guess: $769.00 Truth: $899.00 Error: $130.00 SLE: 0.02 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[93m204: Guess: $274.00 Truth: $399.99 Error: $125.99 SLE: 0.14 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[91m205: Guess: $788.00 Truth: $4.66 Error: $783.34 SLE: 24.38 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[91m206: Guess: $657.00 Truth: $261.41 Error: $395.59 SLE: 0.85 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[91m207: Guess: $349.00 Truth: $136.97 Error: $212.03 SLE: 0.87 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[92m208: Guess: $115.00 Truth: $79.00 Error: $36.00 SLE: 0.14 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[93m209: Guess: $301.00 Truth: $444.99 Error: $143.99 SLE: 0.15 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[92m210: Guess: $446.00 Truth: $411.94 Error: $34.06 SLE: 0.01 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[92m211: Guess: $162.00 Truth: $148.40 Error: $13.60 SLE: 0.01 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[91m212: Guess: $465.00 Truth: $244.99 Error: $220.01 SLE: 0.41 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $4.00 Truth: $86.50 Error: $82.50 SLE: 8.19 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[91m214: Guess: $977.00 Truth: $297.95 Error: $679.05 SLE: 1.40 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[91m215: Guess: $740.00 Truth: $399.99 Error: $340.01 SLE: 0.38 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $897.00 Truth: $599.00 Error: $298.00 SLE: 0.16 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[91m217: Guess: $737.00 Truth: $105.99 Error: $631.01 SLE: 3.73 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $270.00 Truth: $689.00 Error: $419.00 SLE: 0.87 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[91m219: Guess: $996.00 Truth: $404.99 Error: $591.01 SLE: 0.81 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[91m220: Guess: $513.00 Truth: $207.76 Error: $305.24 SLE: 0.81 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[91m221: Guess: $781.00 Truth: $171.82 Error: $609.18 SLE: 2.28 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[93m222: Guess: $183.00 Truth: $293.24 Error: $110.24 SLE: 0.22 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[93m223: Guess: $520.00 Truth: $374.95 Error: $145.05 SLE: 0.11 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[91m224: Guess: $935.00 Truth: $111.99 Error: $823.01 SLE: 4.47 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[93m225: Guess: $109.00 Truth: $42.99 Error: $66.01 SLE: 0.84 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[91m226: Guess: $892.00 Truth: $116.71 Error: $775.29 SLE: 4.11 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[91m227: Guess: $641.00 Truth: $118.61 Error: $522.39 SLE: 2.82 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[91m228: Guess: $306.00 Truth: $147.12 Error: $158.88 SLE: 0.53 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[91m229: Guess: $862.00 Truth: $119.99 Error: $742.01 SLE: 3.86 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $655.00 Truth: $369.98 Error: $285.02 SLE: 0.32 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[91m231: Guess: $520.00 Truth: $315.55 Error: $204.45 SLE: 0.25 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[91m232: Guess: $624.00 Truth: $190.99 Error: $433.01 SLE: 1.39 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[93m233: Guess: $204.00 Truth: $155.00 Error: $49.00 SLE: 0.07 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[91m234: Guess: $157.00 Truth: $349.99 Error: $192.99 SLE: 0.64 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[91m235: Guess: $383.00 Truth: $249.99 Error: $133.01 SLE: 0.18 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[91m236: Guess: $781.00 Truth: $42.99 Error: $738.01 SLE: 8.28 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[91m237: Guess: $166.00 Truth: $17.99 Error: $148.01 SLE: 4.73 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[93m238: Guess: $553.00 Truth: $425.00 Error: $128.00 SLE: 0.07 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[91m239: Guess: $977.00 Truth: $249.99 Error: $727.01 SLE: 1.85 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[91m240: Guess: $798.00 Truth: $138.23 Error: $659.77 SLE: 3.05 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[91m241: Guess: $945.00 Truth: $414.99 Error: $530.01 SLE: 0.67 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[91m242: Guess: $544.00 Truth: $168.28 Error: $375.72 SLE: 1.37 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[91m243: Guess: $941.00 Truth: $199.99 Error: $741.01 SLE: 2.39 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[91m244: Guess: $1.00 Truth: $126.70 Error: $125.70 SLE: 17.28 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[91m245: Guess: $614.00 Truth: $5.91 Error: $608.09 SLE: 20.15 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[91m246: Guess: $332.00 Truth: $193.06 Error: $138.94 SLE: 0.29 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[91m247: Guess: $501.00 Truth: $249.99 Error: $251.01 SLE: 0.48 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[93m248: Guess: $20.00 Truth: $64.12 Error: $44.12 SLE: 1.28 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[92m249: Guess: $115.00 Truth: $114.99 Error: $0.01 SLE: 0.00 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[92m250: Guess: $952.00 Truth: $926.00 Error: $26.00 SLE: 0.00 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set the random seed\n", "\n", "random.seed(42)\n", "\n", "# Run our TestRunner\n", "\n", "TestRunner(random_predictor).run()" ] }, { "cell_type": "code", "execution_count": 52, "id": "97451c73-9c1b-43a8-b3b9-9c41942e48a2", "metadata": {}, "outputs": [], "source": [ "# That was fun!\n", "# We can do better - here's another rather trivial model\n", "\n", "training_prices = [item.price for item in train]\n", "training_average = sum(training_prices) / len(training_prices)\n", "\n", "def constant_predictor(prompt):\n", " return training_average" ] }, { "cell_type": "code", "execution_count": 53, "id": "8cf384eb-30c2-40d8-b7e5-48942ac6a969", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[91m1: Guess: $220.46 Truth: $374.41 Error: $153.95 SLE: 0.28 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[92m2: Guess: $220.46 Truth: $225.11 Error: $4.65 SLE: 0.00 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[91m3: Guess: $220.46 Truth: $61.68 Error: $158.78 SLE: 1.59 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[91m4: Guess: $220.46 Truth: $599.99 Error: $379.53 SLE: 1.00 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[91m5: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[91m6: Guess: $220.46 Truth: $31.99 Error: $188.47 SLE: 3.63 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[91m7: Guess: $220.46 Truth: $101.79 Error: $118.67 SLE: 0.59 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[93m8: Guess: $220.46 Truth: $289.00 Error: $68.54 SLE: 0.07 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[91m9: Guess: $220.46 Truth: $635.86 Error: $415.40 SLE: 1.12 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[91m10: Guess: $220.46 Truth: $65.99 Error: $154.47 SLE: 1.43 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[92m11: Guess: $220.46 Truth: $254.21 Error: $33.75 SLE: 0.02 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[91m12: Guess: $220.46 Truth: $412.99 Error: $192.53 SLE: 0.39 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[92m13: Guess: $220.46 Truth: $205.50 Error: $14.96 SLE: 0.00 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[92m14: Guess: $220.46 Truth: $248.23 Error: $27.77 SLE: 0.01 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[91m15: Guess: $220.46 Truth: $399.00 Error: $178.54 SLE: 0.35 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[91m16: Guess: $220.46 Truth: $373.94 Error: $153.48 SLE: 0.28 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[91m17: Guess: $220.46 Truth: $92.89 Error: $127.57 SLE: 0.74 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[91m18: Guess: $220.46 Truth: $51.99 Error: $168.47 SLE: 2.05 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[93m19: Guess: $220.46 Truth: $179.00 Error: $41.46 SLE: 0.04 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[91m20: Guess: $220.46 Truth: $19.42 Error: $201.04 SLE: 5.68 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[91m21: Guess: $220.46 Truth: $539.95 Error: $319.49 SLE: 0.80 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[93m22: Guess: $220.46 Truth: $147.67 Error: $72.79 SLE: 0.16 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[91m23: Guess: $220.46 Truth: $24.99 Error: $195.47 SLE: 4.59 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[93m24: Guess: $220.46 Truth: $149.00 Error: $71.46 SLE: 0.15 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", "\u001b[91m25: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", "\u001b[91m26: Guess: $220.46 Truth: $7.99 Error: $212.47 SLE: 10.27 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", "\u001b[92m27: Guess: $220.46 Truth: $199.99 Error: $20.47 SLE: 0.01 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", "\u001b[92m28: Guess: $220.46 Truth: $251.45 Error: $30.99 SLE: 0.02 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", "\u001b[92m29: Guess: $220.46 Truth: $231.62 Error: $11.16 SLE: 0.00 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", "\u001b[91m30: Guess: $220.46 Truth: $135.00 Error: $85.46 SLE: 0.24 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", "\u001b[93m31: Guess: $220.46 Truth: $356.62 Error: $136.16 SLE: 0.23 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", "\u001b[92m32: Guess: $220.46 Truth: $257.99 Error: $37.53 SLE: 0.02 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", "\u001b[91m33: Guess: $220.46 Truth: $27.99 Error: $192.47 SLE: 4.13 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", "\u001b[93m34: Guess: $220.46 Truth: $171.20 Error: $49.26 SLE: 0.06 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", "\u001b[92m35: Guess: $220.46 Truth: $225.00 Error: $4.54 SLE: 0.00 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", "\u001b[91m36: Guess: $220.46 Truth: $105.00 Error: $115.46 SLE: 0.54 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", "\u001b[93m37: Guess: $220.46 Truth: $299.99 Error: $79.53 SLE: 0.09 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", "\u001b[91m38: Guess: $220.46 Truth: $535.09 Error: $314.63 SLE: 0.78 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", "\u001b[91m39: Guess: $220.46 Truth: $12.33 Error: $208.13 SLE: 7.90 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", "\u001b[91m40: Guess: $220.46 Truth: $84.99 Error: $135.47 SLE: 0.89 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", "\u001b[91m41: Guess: $220.46 Truth: $15.99 Error: $204.47 SLE: 6.59 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", "\u001b[91m42: Guess: $220.46 Truth: $62.44 Error: $158.02 SLE: 1.56 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", "\u001b[91m43: Guess: $220.46 Truth: $82.99 Error: $137.47 SLE: 0.94 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", "\u001b[91m44: Guess: $220.46 Truth: $599.95 Error: $379.49 SLE: 1.00 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", "\u001b[92m45: Guess: $220.46 Truth: $194.99 Error: $25.47 SLE: 0.01 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", "\u001b[93m46: Guess: $220.46 Truth: $344.95 Error: $124.49 SLE: 0.20 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", "\u001b[91m47: Guess: $220.46 Truth: $37.99 Error: $182.47 SLE: 3.02 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", "\u001b[92m48: Guess: $220.46 Truth: $224.35 Error: $3.89 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", "\u001b[91m49: Guess: $220.46 Truth: $814.00 Error: $593.54 SLE: 1.70 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", "\u001b[91m50: Guess: $220.46 Truth: $439.88 Error: $219.42 SLE: 0.47 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", "\u001b[93m51: Guess: $220.46 Truth: $341.43 Error: $120.97 SLE: 0.19 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", "\u001b[91m52: Guess: $220.46 Truth: $46.78 Error: $173.68 SLE: 2.35 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", "\u001b[93m53: Guess: $220.46 Truth: $171.44 Error: $49.02 SLE: 0.06 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", "\u001b[91m54: Guess: $220.46 Truth: $458.00 Error: $237.54 SLE: 0.53 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", "\u001b[91m55: Guess: $220.46 Truth: $130.75 Error: $89.71 SLE: 0.27 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", "\u001b[91m56: Guess: $220.46 Truth: $83.81 Error: $136.65 SLE: 0.92 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", "\u001b[91m57: Guess: $220.46 Truth: $386.39 Error: $165.93 SLE: 0.31 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", "\u001b[93m58: Guess: $220.46 Truth: $169.00 Error: $51.46 SLE: 0.07 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", "\u001b[91m59: Guess: $220.46 Truth: $17.95 Error: $202.51 SLE: 6.04 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", "\u001b[92m60: Guess: $220.46 Truth: $269.00 Error: $48.54 SLE: 0.04 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", "\u001b[91m61: Guess: $220.46 Truth: $77.77 Error: $142.69 SLE: 1.07 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", "\u001b[91m62: Guess: $220.46 Truth: $88.99 Error: $131.47 SLE: 0.81 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", "\u001b[93m63: Guess: $220.46 Truth: $364.41 Error: $143.95 SLE: 0.25 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", "\u001b[91m64: Guess: $220.46 Truth: $127.03 Error: $93.43 SLE: 0.30 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", "\u001b[91m65: Guess: $220.46 Truth: $778.95 Error: $558.49 SLE: 1.59 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", "\u001b[92m66: Guess: $220.46 Truth: $206.66 Error: $13.80 SLE: 0.00 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", "\u001b[91m67: Guess: $220.46 Truth: $35.94 Error: $184.52 SLE: 3.21 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", "\u001b[93m68: Guess: $220.46 Truth: $149.00 Error: $71.46 SLE: 0.15 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", "\u001b[92m69: Guess: $220.46 Truth: $251.98 Error: $31.52 SLE: 0.02 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", "\u001b[93m70: Guess: $220.46 Truth: $160.00 Error: $60.46 SLE: 0.10 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", "\u001b[91m71: Guess: $220.46 Truth: $39.99 Error: $180.47 SLE: 2.85 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", "\u001b[93m72: Guess: $220.46 Truth: $362.41 Error: $141.95 SLE: 0.25 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", "\u001b[93m73: Guess: $220.46 Truth: $344.00 Error: $123.54 SLE: 0.20 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", "\u001b[91m74: Guess: $220.46 Truth: $25.09 Error: $195.37 SLE: 4.57 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", "\u001b[93m75: Guess: $220.46 Truth: $175.95 Error: $44.51 SLE: 0.05 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[91m76: Guess: $220.46 Truth: $132.64 Error: $87.82 SLE: 0.26 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[91m77: Guess: $220.46 Truth: $422.99 Error: $202.53 SLE: 0.42 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[93m78: Guess: $220.46 Truth: $146.48 Error: $73.98 SLE: 0.17 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[93m79: Guess: $220.46 Truth: $156.83 Error: $63.63 SLE: 0.11 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[92m80: Guess: $220.46 Truth: $251.99 Error: $31.53 SLE: 0.02 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $220.46 Truth: $940.33 Error: $719.87 SLE: 2.09 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[91m82: Guess: $220.46 Truth: $52.99 Error: $167.47 SLE: 1.99 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[92m83: Guess: $220.46 Truth: $219.95 Error: $0.51 SLE: 0.00 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[91m84: Guess: $220.46 Truth: $441.03 Error: $220.57 SLE: 0.48 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[93m85: Guess: $220.46 Truth: $168.98 Error: $51.48 SLE: 0.07 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[91m86: Guess: $220.46 Truth: $2.49 Error: $217.97 SLE: 17.23 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[91m87: Guess: $220.46 Truth: $98.62 Error: $121.84 SLE: 0.64 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[92m88: Guess: $220.46 Truth: $256.95 Error: $36.49 SLE: 0.02 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[91m89: Guess: $220.46 Truth: $30.99 Error: $189.47 SLE: 3.74 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[91m90: Guess: $220.46 Truth: $569.84 Error: $349.38 SLE: 0.90 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[93m91: Guess: $220.46 Truth: $177.99 Error: $42.47 SLE: 0.05 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $220.46 Truth: $997.99 Error: $777.53 SLE: 2.27 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[92m93: Guess: $220.46 Truth: $219.00 Error: $1.46 SLE: 0.00 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[92m94: Guess: $220.46 Truth: $225.55 Error: $5.09 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[91m95: Guess: $220.46 Truth: $495.95 Error: $275.49 SLE: 0.65 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[91m96: Guess: $220.46 Truth: $942.37 Error: $721.91 SLE: 2.10 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[91m97: Guess: $220.46 Truth: $1.94 Error: $218.52 SLE: 18.68 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[93m98: Guess: $220.46 Truth: $284.34 Error: $63.88 SLE: 0.06 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[93m99: Guess: $220.46 Truth: $171.90 Error: $48.56 SLE: 0.06 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[93m100: Guess: $220.46 Truth: $144.99 Error: $75.47 SLE: 0.17 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[91m101: Guess: $220.46 Truth: $470.47 Error: $250.01 SLE: 0.57 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[91m102: Guess: $220.46 Truth: $66.95 Error: $153.51 SLE: 1.40 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[91m103: Guess: $220.46 Truth: $117.00 Error: $103.46 SLE: 0.40 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[93m104: Guess: $220.46 Truth: $172.14 Error: $48.32 SLE: 0.06 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[91m105: Guess: $220.46 Truth: $392.74 Error: $172.28 SLE: 0.33 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[91m106: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[91m107: Guess: $220.46 Truth: $1.34 Error: $219.12 SLE: 20.70 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[93m108: Guess: $220.46 Truth: $349.98 Error: $129.52 SLE: 0.21 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[91m109: Guess: $220.46 Truth: $370.71 Error: $150.25 SLE: 0.27 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[91m110: Guess: $220.46 Truth: $65.88 Error: $154.58 SLE: 1.43 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[92m111: Guess: $220.46 Truth: $229.99 Error: $9.53 SLE: 0.00 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[91m112: Guess: $220.46 Truth: $9.14 Error: $211.32 SLE: 9.51 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[92m113: Guess: $220.46 Truth: $199.00 Error: $21.46 SLE: 0.01 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[91m114: Guess: $220.46 Truth: $109.99 Error: $110.47 SLE: 0.48 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[91m115: Guess: $220.46 Truth: $570.42 Error: $349.96 SLE: 0.90 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[93m116: Guess: $220.46 Truth: $279.99 Error: $59.53 SLE: 0.06 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[91m117: Guess: $220.46 Truth: $30.99 Error: $189.47 SLE: 3.74 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[91m118: Guess: $220.46 Truth: $31.99 Error: $188.47 SLE: 3.63 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[91m119: Guess: $220.46 Truth: $15.90 Error: $204.56 SLE: 6.62 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[91m120: Guess: $220.46 Truth: $45.99 Error: $174.47 SLE: 2.40 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[91m121: Guess: $220.46 Truth: $113.52 Error: $106.94 SLE: 0.43 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[91m122: Guess: $220.46 Truth: $516.99 Error: $296.53 SLE: 0.72 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[92m123: Guess: $220.46 Truth: $196.99 Error: $23.47 SLE: 0.01 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[91m124: Guess: $220.46 Truth: $46.55 Error: $173.91 SLE: 2.37 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[93m125: Guess: $220.46 Truth: $356.99 Error: $136.53 SLE: 0.23 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[93m126: Guess: $220.46 Truth: $319.95 Error: $99.49 SLE: 0.14 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[91m127: Guess: $220.46 Truth: $96.06 Error: $124.40 SLE: 0.68 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[92m128: Guess: $220.46 Truth: $190.99 Error: $29.47 SLE: 0.02 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[92m129: Guess: $220.46 Truth: $257.95 Error: $37.49 SLE: 0.02 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[91m130: Guess: $220.46 Truth: $62.95 Error: $157.51 SLE: 1.54 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[91m131: Guess: $220.46 Truth: $47.66 Error: $172.80 SLE: 2.30 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[92m132: Guess: $220.46 Truth: $226.99 Error: $6.53 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[93m133: Guess: $220.46 Truth: $359.95 Error: $139.49 SLE: 0.24 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $220.46 Truth: $78.40 Error: $142.06 SLE: 1.05 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[93m135: Guess: $220.46 Truth: $172.77 Error: $47.69 SLE: 0.06 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[93m136: Guess: $220.46 Truth: $316.45 Error: $95.99 SLE: 0.13 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[91m137: Guess: $220.46 Truth: $87.99 Error: $132.47 SLE: 0.83 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[92m138: Guess: $220.46 Truth: $226.63 Error: $6.17 SLE: 0.00 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[91m139: Guess: $220.46 Truth: $31.49 Error: $188.97 SLE: 3.68 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[92m140: Guess: $220.46 Truth: $196.00 Error: $24.46 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[91m141: Guess: $220.46 Truth: $78.40 Error: $142.06 SLE: 1.05 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[91m142: Guess: $220.46 Truth: $116.25 Error: $104.21 SLE: 0.40 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[91m143: Guess: $220.46 Truth: $112.78 Error: $107.68 SLE: 0.44 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[91m144: Guess: $220.46 Truth: $27.32 Error: $193.14 SLE: 4.23 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[93m145: Guess: $220.46 Truth: $145.91 Error: $74.55 SLE: 0.17 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[93m146: Guess: $220.46 Truth: $171.09 Error: $49.37 SLE: 0.06 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[93m147: Guess: $220.46 Truth: $167.95 Error: $52.51 SLE: 0.07 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[91m148: Guess: $220.46 Truth: $28.49 Error: $191.97 SLE: 4.06 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[91m149: Guess: $220.46 Truth: $122.23 Error: $98.23 SLE: 0.34 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[91m150: Guess: $220.46 Truth: $32.99 Error: $187.47 SLE: 3.51 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[91m151: Guess: $220.46 Truth: $71.20 Error: $149.26 SLE: 1.26 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[91m152: Guess: $220.46 Truth: $112.75 Error: $107.71 SLE: 0.44 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[93m153: Guess: $220.46 Truth: $142.43 Error: $78.03 SLE: 0.19 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[91m154: Guess: $220.46 Truth: $398.99 Error: $178.53 SLE: 0.35 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[91m155: Guess: $220.46 Truth: $449.00 Error: $228.54 SLE: 0.50 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[92m156: Guess: $220.46 Truth: $189.00 Error: $31.46 SLE: 0.02 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[91m157: Guess: $220.46 Truth: $120.91 Error: $99.55 SLE: 0.36 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[92m158: Guess: $220.46 Truth: $203.53 Error: $16.93 SLE: 0.01 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[93m159: Guess: $220.46 Truth: $349.99 Error: $129.53 SLE: 0.21 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[91m160: Guess: $220.46 Truth: $34.35 Error: $186.11 SLE: 3.37 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[91m161: Guess: $220.46 Truth: $384.99 Error: $164.53 SLE: 0.31 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $220.46 Truth: $211.00 Error: $9.46 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[91m163: Guess: $220.46 Truth: $129.00 Error: $91.46 SLE: 0.28 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[91m164: Guess: $220.46 Truth: $111.45 Error: $109.01 SLE: 0.46 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $220.46 Truth: $81.12 Error: $139.34 SLE: 0.98 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[91m166: Guess: $220.46 Truth: $457.08 Error: $236.62 SLE: 0.53 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $220.46 Truth: $49.49 Error: $170.97 SLE: 2.19 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[91m168: Guess: $220.46 Truth: $80.56 Error: $139.90 SLE: 1.00 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[93m169: Guess: $220.46 Truth: $278.39 Error: $57.93 SLE: 0.05 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[93m170: Guess: $220.46 Truth: $364.50 Error: $144.04 SLE: 0.25 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[91m171: Guess: $220.46 Truth: $378.99 Error: $158.53 SLE: 0.29 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[93m172: Guess: $220.46 Truth: $165.28 Error: $55.18 SLE: 0.08 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[91m173: Guess: $220.46 Truth: $56.74 Error: $163.72 SLE: 1.81 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[93m174: Guess: $220.46 Truth: $307.95 Error: $87.49 SLE: 0.11 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[91m175: Guess: $220.46 Truth: $38.00 Error: $182.46 SLE: 3.02 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[91m176: Guess: $220.46 Truth: $53.00 Error: $167.46 SLE: 1.99 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[91m177: Guess: $220.46 Truth: $498.00 Error: $277.54 SLE: 0.66 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $220.46 Truth: $53.99 Error: $166.47 SLE: 1.94 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[93m179: Guess: $220.46 Truth: $350.00 Error: $129.54 SLE: 0.21 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[93m180: Guess: $220.46 Truth: $299.95 Error: $79.49 SLE: 0.09 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[91m181: Guess: $220.46 Truth: $94.93 Error: $125.53 SLE: 0.70 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[91m182: Guess: $220.46 Truth: $379.00 Error: $158.54 SLE: 0.29 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[93m183: Guess: $220.46 Truth: $299.95 Error: $79.49 SLE: 0.09 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[91m184: Guess: $220.46 Truth: $24.99 Error: $195.47 SLE: 4.59 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[91m185: Guess: $220.46 Truth: $41.04 Error: $179.42 SLE: 2.76 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[93m186: Guess: $220.46 Truth: $327.90 Error: $107.44 SLE: 0.16 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[91m187: Guess: $220.46 Truth: $10.99 Error: $209.47 SLE: 8.50 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[91m188: Guess: $220.46 Truth: $14.99 Error: $205.47 SLE: 6.91 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[91m189: Guess: $220.46 Truth: $84.95 Error: $135.51 SLE: 0.90 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[91m190: Guess: $220.46 Truth: $111.00 Error: $109.46 SLE: 0.46 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[91m191: Guess: $220.46 Truth: $123.73 Error: $96.73 SLE: 0.33 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $220.46 Truth: $557.38 Error: $336.92 SLE: 0.86 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $220.46 Truth: $95.55 Error: $124.91 SLE: 0.69 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[93m194: Guess: $220.46 Truth: $154.00 Error: $66.46 SLE: 0.13 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[92m195: Guess: $220.46 Truth: $198.99 Error: $21.47 SLE: 0.01 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[91m196: Guess: $220.46 Truth: $430.44 Error: $209.98 SLE: 0.44 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[91m197: Guess: $220.46 Truth: $45.67 Error: $174.79 SLE: 2.42 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[92m198: Guess: $220.46 Truth: $249.00 Error: $28.54 SLE: 0.01 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[91m199: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[92m200: Guess: $220.46 Truth: $181.33 Error: $39.13 SLE: 0.04 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[91m201: Guess: $220.46 Truth: $6.03 Error: $214.43 SLE: 11.90 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[91m202: Guess: $220.46 Truth: $29.99 Error: $190.47 SLE: 3.87 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $220.46 Truth: $899.00 Error: $678.54 SLE: 1.97 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[91m204: Guess: $220.46 Truth: $399.99 Error: $179.53 SLE: 0.35 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[91m205: Guess: $220.46 Truth: $4.66 Error: $215.80 SLE: 13.45 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[92m206: Guess: $220.46 Truth: $261.41 Error: $40.95 SLE: 0.03 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[91m207: Guess: $220.46 Truth: $136.97 Error: $83.49 SLE: 0.22 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[91m208: Guess: $220.46 Truth: $79.00 Error: $141.46 SLE: 1.04 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $220.46 Truth: $444.99 Error: $224.53 SLE: 0.49 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[91m210: Guess: $220.46 Truth: $411.94 Error: $191.48 SLE: 0.39 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[93m211: Guess: $220.46 Truth: $148.40 Error: $72.06 SLE: 0.15 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[92m212: Guess: $220.46 Truth: $244.99 Error: $24.53 SLE: 0.01 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $220.46 Truth: $86.50 Error: $133.96 SLE: 0.86 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[93m214: Guess: $220.46 Truth: $297.95 Error: $77.49 SLE: 0.09 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[91m215: Guess: $220.46 Truth: $399.99 Error: $179.53 SLE: 0.35 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $220.46 Truth: $599.00 Error: $378.54 SLE: 0.99 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[91m217: Guess: $220.46 Truth: $105.99 Error: $114.47 SLE: 0.53 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $220.46 Truth: $689.00 Error: $468.54 SLE: 1.29 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[91m219: Guess: $220.46 Truth: $404.99 Error: $184.53 SLE: 0.37 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[92m220: Guess: $220.46 Truth: $207.76 Error: $12.70 SLE: 0.00 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[93m221: Guess: $220.46 Truth: $171.82 Error: $48.64 SLE: 0.06 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[93m222: Guess: $220.46 Truth: $293.24 Error: $72.78 SLE: 0.08 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[91m223: Guess: $220.46 Truth: $374.95 Error: $154.49 SLE: 0.28 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[91m224: Guess: $220.46 Truth: $111.99 Error: $108.47 SLE: 0.45 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[91m225: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[91m226: Guess: $220.46 Truth: $116.71 Error: $103.75 SLE: 0.40 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[91m227: Guess: $220.46 Truth: $118.61 Error: $101.85 SLE: 0.38 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[93m228: Guess: $220.46 Truth: $147.12 Error: $73.34 SLE: 0.16 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[91m229: Guess: $220.46 Truth: $119.99 Error: $100.47 SLE: 0.37 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $220.46 Truth: $369.98 Error: $149.52 SLE: 0.27 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[93m231: Guess: $220.46 Truth: $315.55 Error: $95.09 SLE: 0.13 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[92m232: Guess: $220.46 Truth: $190.99 Error: $29.47 SLE: 0.02 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[93m233: Guess: $220.46 Truth: $155.00 Error: $65.46 SLE: 0.12 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[93m234: Guess: $220.46 Truth: $349.99 Error: $129.53 SLE: 0.21 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[92m235: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[91m236: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[91m237: Guess: $220.46 Truth: $17.99 Error: $202.47 SLE: 6.03 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $220.46 Truth: $425.00 Error: $204.54 SLE: 0.43 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[92m239: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[91m240: Guess: $220.46 Truth: $138.23 Error: $82.23 SLE: 0.22 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[91m241: Guess: $220.46 Truth: $414.99 Error: $194.53 SLE: 0.40 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[93m242: Guess: $220.46 Truth: $168.28 Error: $52.18 SLE: 0.07 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[92m243: Guess: $220.46 Truth: $199.99 Error: $20.47 SLE: 0.01 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[91m244: Guess: $220.46 Truth: $126.70 Error: $93.76 SLE: 0.30 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[91m245: Guess: $220.46 Truth: $5.91 Error: $214.55 SLE: 12.02 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[92m246: Guess: $220.46 Truth: $193.06 Error: $27.40 SLE: 0.02 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[92m247: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[91m248: Guess: $220.46 Truth: $64.12 Error: $156.34 SLE: 1.50 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[91m249: Guess: $220.46 Truth: $114.99 Error: $105.47 SLE: 0.42 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $220.46 Truth: $926.00 Error: $705.54 SLE: 2.05 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Run our constant predictor\n", "\n", "TestRunner(constant_predictor).run()" ] }, { "cell_type": "code", "execution_count": 14, "id": "ce16eee8-bb34-4914-9aa5-57e30a567842", "metadata": {}, "outputs": [], "source": [ "# Create a new \"features\" field on items, and populate it with json parsed from the details dict\n", "\n", "for item in train:\n", " item.features = json.loads(item.details)\n", "for item in test:\n", " item.features = json.loads(item.details)\n", "\n", "# Look at one" ] }, { "cell_type": "code", "execution_count": 15, "id": "fd7a41c5-0c51-41be-a61d-8e80c3e90930", "metadata": {}, "outputs": [], "source": [ "# Look at 20 most common features in training set\n", "\n", "import json\n", "feature_count = Counter()\n", "for item in train:\n", " for f in item.features.keys():\n", " feature_count[f]+=1\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "3cef84a9-4932-48fd-9f7a-51cfc06e3216", "metadata": {}, "outputs": [], "source": [ "# Now some janky code to pluck out the Item Weight\n", "# Don't worry too much about this: spoiler alert, it's not going to be much use in training!\n", "\n", "def get_weight(item):\n", " weight_str = item.features.get('Item Weight')\n", " if weight_str:\n", " parts = weight_str.split(' ')\n", " amount = float(parts[0])\n", " unit = parts[1].lower()\n", " if unit==\"pounds\":\n", " return amount\n", " elif unit==\"ounces\":\n", " return amount / 16\n", " elif unit==\"grams\":\n", " return amount / 453.592\n", " elif unit==\"milligrams\":\n", " return amount / 453592\n", " elif unit==\"kilograms\":\n", " return amount / 0.453592\n", " elif unit==\"hundredths\" and parts[2].lower()==\"pounds\":\n", " return amount / 100\n", " else:\n", " print(weight_str)\n", " return None" ] }, { "cell_type": "code", "execution_count": 17, "id": "f4848b4a-3c5a-4168-83a5-57a1f3ff270d", "metadata": {}, "outputs": [], "source": [ "weights = [get_weight(t) for t in train]\n", "weights = [w for w in weights if w]" ] }, { "cell_type": "code", "execution_count": 18, "id": "0cd11cc8-f16e-4991-b531-482189ddc4b6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "13.57055237029551" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "average_weight = sum(weights)/len(weights)\n", "average_weight" ] }, { "cell_type": "code", "execution_count": 19, "id": "efe8ec7f-9777-464f-a809-b06b7033bdb2", "metadata": {}, "outputs": [], "source": [ "def get_weight_with_default(item):\n", " weight = get_weight(item)\n", " return weight or average_weight" ] }, { "cell_type": "code", "execution_count": 20, "id": "c2659fef-a455-431a-9a0e-59342b80084b", "metadata": {}, "outputs": [], "source": [ "def get_rank(item):\n", " rank_dict = item.features.get(\"Best Sellers Rank\")\n", " if rank_dict:\n", " ranks = rank_dict.values()\n", " return sum(ranks)/len(ranks)\n", " return None" ] }, { "cell_type": "code", "execution_count": 21, "id": "20b9b5be-30bc-4d3a-8492-fbae119421a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "380638.258828069" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ranks = [get_rank(t) for t in train]\n", "ranks = [r for r in ranks if r]\n", "average_rank = sum(ranks)/len(ranks)\n", "average_rank" ] }, { "cell_type": "code", "execution_count": 22, "id": "081e646a-ea50-4ec3-9512-6d5f96f8aef6", "metadata": {}, "outputs": [], "source": [ "def get_rank_with_default(item):\n", " rank = get_rank(item)\n", " return rank or average_rank" ] }, { "cell_type": "code", "execution_count": 23, "id": "afd5daf7-cb2b-47af-bf17-dd71a9db65d0", "metadata": {}, "outputs": [], "source": [ "def get_text_length(item):\n", " return len(item.test_prompt())" ] }, { "cell_type": "code", "execution_count": 24, "id": "85c89012-a922-401b-8a3b-94af641bf27a", "metadata": {}, "outputs": [], "source": [ "# investigate the brands\n", "\n", "brands = Counter()\n", "for t in train:\n", " brand = t.features.get(\"Brand\")\n", " if brand:\n", " brands[brand]+=1\n", "\n", "# Look at most common 40 brands" ] }, { "cell_type": "code", "execution_count": 25, "id": "386dde54-e028-4a6d-b291-cce889ac1fa3", "metadata": {}, "outputs": [], "source": [ "TOP_ELECTRONICS_BRANDS = [\"hp\", \"dell\", \"lenovo\", \"samsung\", \"asus\", \"sony\", \"canon\", \"apple\", \"intel\"]\n", "def is_top_electronics_brand(item):\n", " brand = item.features.get(\"Brand\")\n", " return brand and brand.lower() in TOP_ELECTRONICS_BRANDS" ] }, { "cell_type": "code", "execution_count": 26, "id": "c31c9c59-9d0d-47a8-a046-f20ed8d38d4c", "metadata": {}, "outputs": [], "source": [ "def get_features(item):\n", " return {\n", " \"weight\": get_weight_with_default(item),\n", " \"rank\": get_rank_with_default(item),\n", " \"text_length\": get_text_length(item),\n", " \"is_top_electronics_brand\": 1 if is_top_electronics_brand(item) else 0\n", " }" ] }, { "cell_type": "code", "execution_count": 27, "id": "88850855-f5bd-4be2-9d7c-75bf8a21609b", "metadata": {}, "outputs": [], "source": [ "# Look at features in training ite," ] }, { "cell_type": "code", "execution_count": 28, "id": "ee9b5298-68b7-497d-8b2e-875287bb25b2", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error, r2_score\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "def list_to_dataframe(items):\n", " features = [get_features(item) for item in items]\n", " df = pd.DataFrame(features)\n", " df['price'] = [item.price for item in items]\n", " return df\n", "\n", "train_df = list_to_dataframe(train)\n", "test_df = list_to_dataframe(test[:250])" ] }, { "cell_type": "code", "execution_count": 29, "id": "cc1d68e0-ab33-40f4-9334-461d426af25c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "weight: 0.26423218629576695\n", "rank: 5.197480233116636e-05\n", "text_length: 0.007609328351322259\n", "is_top_electronics_brand: 198.14254283207853\n", "Intercept: 182.18661987897224\n", "Mean Squared Error: 33034.336771967886\n", "R-squared Score: 0.09091571194865511\n" ] } ], "source": [ "np.random.seed(42)\n", "\n", "# Separate features and target\n", "feature_columns = [col for col in train_df.columns if col != 'price']\n", "X_train = train_df[feature_columns]\n", "y_train = train_df['price']\n", "X_test = test_df[feature_columns]\n", "y_test = test_df['price']\n", "\n", "feature_columns = ['weight', 'rank', 'text_length', 'is_top_electronics_brand']\n", "\n", "X_train = train_df[feature_columns]\n", "y_train = train_df['price']\n", "X_test = test_df[feature_columns]\n", "y_test = test_df['price']\n", "\n", "# Create and train the model\n", "model = LinearRegression()\n", "model.fit(X_train, y_train)\n", "\n", "# Print coefficients\n", "for feature, coef in zip(feature_columns, model.coef_):\n", " print(f\"{feature}: {coef}\")\n", "print(f\"Intercept: {model.intercept_}\")\n", "\n", "# Make predictions\n", "y_pred = model.predict(X_test)\n", "\n", "# Evaluate the model\n", "mse = mean_squared_error(y_test, y_pred)\n", "r2 = r2_score(y_test, y_pred)\n", "\n", "print(f\"Mean Squared Error: {mse}\")\n", "print(f\"R-squared Score: {r2}\")\n" ] }, { "cell_type": "code", "execution_count": 30, "id": "6561c3c7-ac7f-458b-983c-4a164b9d02c3", "metadata": {}, "outputs": [], "source": [ "# Function to predict price for a new item\n", "def linear_regression_predictor(item):\n", " features = get_features(item)\n", " features_df = pd.DataFrame([features])\n", " return model.predict(features_df)[0]" ] }, { "cell_type": "code", "execution_count": 54, "id": "9bf2caa4-657a-4fc6-9dcb-bed7eaf8dd65", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[93m1: Guess: $228.68 Truth: $374.41 Error: $145.73 SLE: 0.24 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[92m2: Guess: $214.45 Truth: $225.11 Error: $10.66 SLE: 0.00 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[91m3: Guess: $191.46 Truth: $61.68 Error: $129.78 SLE: 1.26 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[93m4: Guess: $389.92 Truth: $599.99 Error: $210.07 SLE: 0.18 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[91m5: Guess: $211.35 Truth: $16.99 Error: $194.36 SLE: 6.09 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[91m6: Guess: $211.42 Truth: $31.99 Error: $179.43 SLE: 3.47 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[91m7: Guess: $190.88 Truth: $101.79 Error: $89.09 SLE: 0.39 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[93m8: Guess: $190.14 Truth: $289.00 Error: $98.86 SLE: 0.17 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[91m9: Guess: $220.89 Truth: $635.86 Error: $414.97 SLE: 1.11 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[91m10: Guess: $199.88 Truth: $65.99 Error: $133.89 SLE: 1.21 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[92m11: Guess: $214.57 Truth: $254.21 Error: $39.64 SLE: 0.03 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[91m12: Guess: $216.59 Truth: $412.99 Error: $196.40 SLE: 0.41 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[92m13: Guess: $211.27 Truth: $205.50 Error: $5.77 SLE: 0.00 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[93m14: Guess: $190.61 Truth: $248.23 Error: $57.62 SLE: 0.07 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[91m15: Guess: $194.48 Truth: $399.00 Error: $204.52 SLE: 0.51 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[91m16: Guess: $205.67 Truth: $373.94 Error: $168.27 SLE: 0.35 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[91m17: Guess: $201.32 Truth: $92.89 Error: $108.43 SLE: 0.59 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[91m18: Guess: $191.13 Truth: $51.99 Error: $139.14 SLE: 1.66 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[92m19: Guess: $189.00 Truth: $179.00 Error: $10.00 SLE: 0.00 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[91m20: Guess: $206.85 Truth: $19.42 Error: $187.43 SLE: 5.38 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[91m21: Guess: $187.25 Truth: $539.95 Error: $352.70 SLE: 1.11 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[93m22: Guess: $195.82 Truth: $147.67 Error: $48.15 SLE: 0.08 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[91m23: Guess: $187.94 Truth: $24.99 Error: $162.95 SLE: 3.94 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[93m24: Guess: $194.94 Truth: $149.00 Error: $45.94 SLE: 0.07 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", "\u001b[91m25: Guess: $196.15 Truth: $16.99 Error: $179.16 SLE: 5.73 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", "\u001b[91m26: Guess: $191.93 Truth: $7.99 Error: $183.94 SLE: 9.40 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", "\u001b[92m27: Guess: $198.12 Truth: $199.99 Error: $1.87 SLE: 0.00 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", "\u001b[91m28: Guess: $386.59 Truth: $251.45 Error: $135.14 SLE: 0.18 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", "\u001b[92m29: Guess: $228.22 Truth: $231.62 Error: $3.40 SLE: 0.00 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", "\u001b[93m30: Guess: $191.91 Truth: $135.00 Error: $56.91 SLE: 0.12 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", "\u001b[91m31: Guess: $210.66 Truth: $356.62 Error: $145.96 SLE: 0.28 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", "\u001b[92m32: Guess: $240.31 Truth: $257.99 Error: $17.68 SLE: 0.00 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", "\u001b[91m33: Guess: $207.97 Truth: $27.99 Error: $179.98 SLE: 3.90 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", "\u001b[93m34: Guess: $229.18 Truth: $171.20 Error: $57.98 SLE: 0.08 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", "\u001b[93m35: Guess: $277.23 Truth: $225.00 Error: $52.23 SLE: 0.04 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", "\u001b[91m36: Guess: $213.50 Truth: $105.00 Error: $108.50 SLE: 0.50 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", "\u001b[93m37: Guess: $200.01 Truth: $299.99 Error: $99.98 SLE: 0.16 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", "\u001b[91m38: Guess: $249.60 Truth: $535.09 Error: $285.49 SLE: 0.58 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", "\u001b[91m39: Guess: $189.67 Truth: $12.33 Error: $177.34 SLE: 7.08 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", "\u001b[91m40: Guess: $192.85 Truth: $84.99 Error: $107.86 SLE: 0.66 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", "\u001b[91m41: Guess: $192.46 Truth: $15.99 Error: $176.47 SLE: 5.92 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", "\u001b[91m42: Guess: $199.85 Truth: $62.44 Error: $137.41 SLE: 1.33 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", "\u001b[91m43: Guess: $193.96 Truth: $82.99 Error: $110.97 SLE: 0.71 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", "\u001b[93m44: Guess: $393.43 Truth: $599.95 Error: $206.52 SLE: 0.18 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", "\u001b[91m45: Guess: $387.50 Truth: $194.99 Error: $192.51 SLE: 0.47 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", "\u001b[91m46: Guess: $204.85 Truth: $344.95 Error: $140.10 SLE: 0.27 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", "\u001b[91m47: Guess: $190.01 Truth: $37.99 Error: $152.02 SLE: 2.52 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", "\u001b[92m48: Guess: $200.74 Truth: $224.35 Error: $23.61 SLE: 0.01 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", "\u001b[91m49: Guess: $248.02 Truth: $814.00 Error: $565.98 SLE: 1.41 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", "\u001b[92m50: Guess: $407.63 Truth: $439.88 Error: $32.25 SLE: 0.01 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", "\u001b[92m51: Guess: $298.17 Truth: $341.43 Error: $43.26 SLE: 0.02 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", "\u001b[91m52: Guess: $204.81 Truth: $46.78 Error: $158.03 SLE: 2.13 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", "\u001b[92m53: Guess: $210.37 Truth: $171.44 Error: $38.93 SLE: 0.04 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", "\u001b[91m54: Guess: $215.55 Truth: $458.00 Error: $242.45 SLE: 0.56 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", "\u001b[91m55: Guess: $387.14 Truth: $130.75 Error: $256.39 SLE: 1.17 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", "\u001b[91m56: Guess: $186.73 Truth: $83.81 Error: $102.92 SLE: 0.63 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", "\u001b[91m57: Guess: $209.47 Truth: $386.39 Error: $176.92 SLE: 0.37 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", "\u001b[92m58: Guess: $188.43 Truth: $169.00 Error: $19.43 SLE: 0.01 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", "\u001b[91m59: Guess: $265.72 Truth: $17.95 Error: $247.77 SLE: 6.99 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", "\u001b[93m60: Guess: $212.88 Truth: $269.00 Error: $56.12 SLE: 0.05 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", "\u001b[91m61: Guess: $198.77 Truth: $77.77 Error: $121.00 SLE: 0.87 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", "\u001b[91m62: Guess: $211.88 Truth: $88.99 Error: $122.89 SLE: 0.74 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", "\u001b[91m63: Guess: $213.43 Truth: $364.41 Error: $150.98 SLE: 0.28 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", "\u001b[91m64: Guess: $216.97 Truth: $127.03 Error: $89.94 SLE: 0.28 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", "\u001b[91m65: Guess: $250.39 Truth: $778.95 Error: $528.56 SLE: 1.28 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", "\u001b[91m66: Guess: $389.46 Truth: $206.66 Error: $182.80 SLE: 0.40 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", "\u001b[91m67: Guess: $191.03 Truth: $35.94 Error: $155.09 SLE: 2.72 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", "\u001b[93m68: Guess: $204.82 Truth: $149.00 Error: $55.82 SLE: 0.10 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", "\u001b[92m69: Guess: $215.79 Truth: $251.98 Error: $36.19 SLE: 0.02 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", "\u001b[91m70: Guess: $288.82 Truth: $160.00 Error: $128.82 SLE: 0.35 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", "\u001b[91m71: Guess: $189.29 Truth: $39.99 Error: $149.30 SLE: 2.36 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", "\u001b[93m72: Guess: $263.46 Truth: $362.41 Error: $98.95 SLE: 0.10 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", "\u001b[93m73: Guess: $210.03 Truth: $344.00 Error: $133.97 SLE: 0.24 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", "\u001b[91m74: Guess: $195.16 Truth: $25.09 Error: $170.07 SLE: 4.07 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", "\u001b[93m75: Guess: $254.35 Truth: $175.95 Error: $78.40 SLE: 0.13 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[93m76: Guess: $190.05 Truth: $132.64 Error: $57.41 SLE: 0.13 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[91m77: Guess: $223.57 Truth: $422.99 Error: $199.42 SLE: 0.40 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[93m78: Guess: $210.12 Truth: $146.48 Error: $63.64 SLE: 0.13 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[91m79: Guess: $271.94 Truth: $156.83 Error: $115.11 SLE: 0.30 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[93m80: Guess: $193.44 Truth: $251.99 Error: $58.55 SLE: 0.07 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $243.85 Truth: $940.33 Error: $696.48 SLE: 1.81 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[91m82: Guess: $191.18 Truth: $52.99 Error: $138.19 SLE: 1.61 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[92m83: Guess: $191.58 Truth: $219.95 Error: $28.37 SLE: 0.02 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[91m84: Guess: $230.02 Truth: $441.03 Error: $211.01 SLE: 0.42 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[93m85: Guess: $211.58 Truth: $168.98 Error: $42.60 SLE: 0.05 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[91m86: Guess: $198.06 Truth: $2.49 Error: $195.57 SLE: 16.35 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[91m87: Guess: $193.60 Truth: $98.62 Error: $94.98 SLE: 0.45 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[93m88: Guess: $198.38 Truth: $256.95 Error: $58.57 SLE: 0.07 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[91m89: Guess: $211.35 Truth: $30.99 Error: $180.36 SLE: 3.58 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[93m90: Guess: $409.34 Truth: $569.84 Error: $160.50 SLE: 0.11 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[92m91: Guess: $210.35 Truth: $177.99 Error: $32.36 SLE: 0.03 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $224.92 Truth: $997.99 Error: $773.07 SLE: 2.21 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[92m93: Guess: $212.10 Truth: $219.00 Error: $6.90 SLE: 0.00 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[92m94: Guess: $210.44 Truth: $225.55 Error: $15.11 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[91m95: Guess: $191.34 Truth: $495.95 Error: $304.61 SLE: 0.90 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[91m96: Guess: $259.07 Truth: $942.37 Error: $683.30 SLE: 1.66 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[91m97: Guess: $189.10 Truth: $1.94 Error: $187.16 SLE: 17.38 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[93m98: Guess: $194.96 Truth: $284.34 Error: $89.38 SLE: 0.14 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[93m99: Guess: $227.02 Truth: $171.90 Error: $55.12 SLE: 0.08 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[93m100: Guess: $188.63 Truth: $144.99 Error: $43.64 SLE: 0.07 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[91m101: Guess: $198.08 Truth: $470.47 Error: $272.39 SLE: 0.74 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[91m102: Guess: $210.63 Truth: $66.95 Error: $143.68 SLE: 1.29 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[91m103: Guess: $206.61 Truth: $117.00 Error: $89.61 SLE: 0.32 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[93m104: Guess: $234.24 Truth: $172.14 Error: $62.10 SLE: 0.09 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[93m105: Guess: $283.94 Truth: $392.74 Error: $108.80 SLE: 0.10 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[91m106: Guess: $188.56 Truth: $16.99 Error: $171.57 SLE: 5.55 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[91m107: Guess: $213.67 Truth: $1.34 Error: $212.33 SLE: 20.42 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[91m108: Guess: $191.37 Truth: $349.98 Error: $158.61 SLE: 0.36 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[93m109: Guess: $237.69 Truth: $370.71 Error: $133.02 SLE: 0.20 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[91m110: Guess: $266.81 Truth: $65.88 Error: $200.93 SLE: 1.92 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[92m111: Guess: $211.85 Truth: $229.99 Error: $18.14 SLE: 0.01 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[91m112: Guess: $211.37 Truth: $9.14 Error: $202.23 SLE: 9.25 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[92m113: Guess: $191.44 Truth: $199.00 Error: $7.56 SLE: 0.00 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[91m114: Guess: $194.86 Truth: $109.99 Error: $84.87 SLE: 0.32 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[91m115: Guess: $284.30 Truth: $570.42 Error: $286.12 SLE: 0.48 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[93m116: Guess: $193.05 Truth: $279.99 Error: $86.94 SLE: 0.14 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[91m117: Guess: $191.68 Truth: $30.99 Error: $160.69 SLE: 3.22 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[91m118: Guess: $189.34 Truth: $31.99 Error: $157.35 SLE: 3.07 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[91m119: Guess: $189.10 Truth: $15.90 Error: $173.20 SLE: 5.86 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[91m120: Guess: $193.83 Truth: $45.99 Error: $147.84 SLE: 2.02 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[93m121: Guess: $188.47 Truth: $113.52 Error: $74.95 SLE: 0.25 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[91m122: Guess: $219.12 Truth: $516.99 Error: $297.87 SLE: 0.73 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[93m123: Guess: $256.40 Truth: $196.99 Error: $59.41 SLE: 0.07 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[91m124: Guess: $190.78 Truth: $46.55 Error: $144.23 SLE: 1.94 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[93m125: Guess: $252.99 Truth: $356.99 Error: $104.00 SLE: 0.12 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[91m126: Guess: $190.40 Truth: $319.95 Error: $129.55 SLE: 0.27 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[91m127: Guess: $204.17 Truth: $96.06 Error: $108.11 SLE: 0.56 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[92m128: Guess: $192.74 Truth: $190.99 Error: $1.75 SLE: 0.00 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[92m129: Guess: $233.53 Truth: $257.95 Error: $24.42 SLE: 0.01 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[91m130: Guess: $192.95 Truth: $62.95 Error: $130.00 SLE: 1.23 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[91m131: Guess: $211.81 Truth: $47.66 Error: $164.15 SLE: 2.18 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[92m132: Guess: $215.27 Truth: $226.99 Error: $11.72 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[91m133: Guess: $208.95 Truth: $359.95 Error: $151.00 SLE: 0.29 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $207.14 Truth: $78.40 Error: $128.74 SLE: 0.93 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[92m135: Guess: $209.12 Truth: $172.77 Error: $36.35 SLE: 0.04 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[92m136: Guess: $277.95 Truth: $316.45 Error: $38.50 SLE: 0.02 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[91m137: Guess: $230.64 Truth: $87.99 Error: $142.65 SLE: 0.92 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[91m138: Guess: $388.29 Truth: $226.63 Error: $161.66 SLE: 0.29 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[91m139: Guess: $263.49 Truth: $31.49 Error: $232.00 SLE: 4.40 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[92m140: Guess: $211.73 Truth: $196.00 Error: $15.73 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[91m141: Guess: $201.96 Truth: $78.40 Error: $123.56 SLE: 0.88 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[91m142: Guess: $223.45 Truth: $116.25 Error: $107.20 SLE: 0.42 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[91m143: Guess: $203.75 Truth: $112.78 Error: $90.97 SLE: 0.35 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[91m144: Guess: $190.13 Truth: $27.32 Error: $162.81 SLE: 3.65 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[93m145: Guess: $196.56 Truth: $145.91 Error: $50.65 SLE: 0.09 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[93m146: Guess: $211.85 Truth: $171.09 Error: $40.76 SLE: 0.05 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[92m147: Guess: $190.55 Truth: $167.95 Error: $22.60 SLE: 0.02 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[91m148: Guess: $212.36 Truth: $28.49 Error: $183.87 SLE: 3.92 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[93m149: Guess: $199.69 Truth: $122.23 Error: $77.46 SLE: 0.24 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[91m150: Guess: $190.24 Truth: $32.99 Error: $157.25 SLE: 2.98 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[91m151: Guess: $261.33 Truth: $71.20 Error: $190.13 SLE: 1.66 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[91m152: Guess: $201.32 Truth: $112.75 Error: $88.57 SLE: 0.33 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[91m153: Guess: $259.99 Truth: $142.43 Error: $117.56 SLE: 0.36 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[93m154: Guess: $257.40 Truth: $398.99 Error: $141.59 SLE: 0.19 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[91m155: Guess: $191.41 Truth: $449.00 Error: $257.59 SLE: 0.72 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[92m156: Guess: $190.24 Truth: $189.00 Error: $1.24 SLE: 0.00 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[93m157: Guess: $191.14 Truth: $120.91 Error: $70.23 SLE: 0.21 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[92m158: Guess: $237.07 Truth: $203.53 Error: $33.54 SLE: 0.02 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[91m159: Guess: $188.56 Truth: $349.99 Error: $161.43 SLE: 0.38 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[91m160: Guess: $208.46 Truth: $34.35 Error: $174.11 SLE: 3.17 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[91m161: Guess: $191.22 Truth: $384.99 Error: $193.77 SLE: 0.49 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $210.15 Truth: $211.00 Error: $0.85 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[93m163: Guess: $207.87 Truth: $129.00 Error: $78.87 SLE: 0.22 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[91m164: Guess: $210.44 Truth: $111.45 Error: $98.99 SLE: 0.40 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $203.56 Truth: $81.12 Error: $122.44 SLE: 0.83 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[91m166: Guess: $212.01 Truth: $457.08 Error: $245.07 SLE: 0.59 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $190.96 Truth: $49.49 Error: $141.47 SLE: 1.78 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[91m168: Guess: $214.57 Truth: $80.56 Error: $134.01 SLE: 0.94 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[92m169: Guess: $223.84 Truth: $278.39 Error: $54.55 SLE: 0.05 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[91m170: Guess: $204.93 Truth: $364.50 Error: $159.57 SLE: 0.33 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[93m171: Guess: $234.26 Truth: $378.99 Error: $144.73 SLE: 0.23 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[93m172: Guess: $209.73 Truth: $165.28 Error: $44.45 SLE: 0.06 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[91m173: Guess: $201.48 Truth: $56.74 Error: $144.74 SLE: 1.57 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[93m174: Guess: $209.41 Truth: $307.95 Error: $98.54 SLE: 0.15 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[91m175: Guess: $187.78 Truth: $38.00 Error: $149.78 SLE: 2.49 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[91m176: Guess: $189.06 Truth: $53.00 Error: $136.06 SLE: 1.58 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[91m177: Guess: $207.80 Truth: $498.00 Error: $290.20 SLE: 0.76 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $210.03 Truth: $53.99 Error: $156.04 SLE: 1.81 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[93m179: Guess: $253.12 Truth: $350.00 Error: $96.88 SLE: 0.10 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[93m180: Guess: $209.99 Truth: $299.95 Error: $89.96 SLE: 0.13 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[91m181: Guess: $196.77 Truth: $94.93 Error: $101.84 SLE: 0.52 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[91m182: Guess: $193.96 Truth: $379.00 Error: $185.04 SLE: 0.45 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[93m183: Guess: $212.42 Truth: $299.95 Error: $87.53 SLE: 0.12 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[91m184: Guess: $197.08 Truth: $24.99 Error: $172.09 SLE: 4.12 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[91m185: Guess: $244.68 Truth: $41.04 Error: $203.64 SLE: 3.12 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[93m186: Guess: $207.27 Truth: $327.90 Error: $120.63 SLE: 0.21 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[91m187: Guess: $211.83 Truth: $10.99 Error: $200.84 SLE: 8.27 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[91m188: Guess: $197.58 Truth: $14.99 Error: $182.59 SLE: 6.35 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[91m189: Guess: $194.77 Truth: $84.95 Error: $109.82 SLE: 0.68 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[91m190: Guess: $192.83 Truth: $111.00 Error: $81.83 SLE: 0.30 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[91m191: Guess: $207.32 Truth: $123.73 Error: $83.59 SLE: 0.26 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $193.53 Truth: $557.38 Error: $363.85 SLE: 1.11 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $208.37 Truth: $95.55 Error: $112.82 SLE: 0.60 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[91m194: Guess: $255.01 Truth: $154.00 Error: $101.01 SLE: 0.25 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[92m195: Guess: $208.11 Truth: $198.99 Error: $9.12 SLE: 0.00 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[91m196: Guess: $226.06 Truth: $430.44 Error: $204.38 SLE: 0.41 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[91m197: Guess: $196.46 Truth: $45.67 Error: $150.79 SLE: 2.08 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[93m198: Guess: $188.66 Truth: $249.00 Error: $60.34 SLE: 0.08 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[91m199: Guess: $209.96 Truth: $42.99 Error: $166.97 SLE: 2.46 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[92m200: Guess: $194.19 Truth: $181.33 Error: $12.86 SLE: 0.00 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[91m201: Guess: $188.04 Truth: $6.03 Error: $182.01 SLE: 10.84 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[91m202: Guess: $189.03 Truth: $29.99 Error: $159.04 SLE: 3.29 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $397.17 Truth: $899.00 Error: $501.83 SLE: 0.67 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[91m204: Guess: $197.96 Truth: $399.99 Error: $202.03 SLE: 0.49 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[91m205: Guess: $189.57 Truth: $4.66 Error: $184.91 SLE: 12.37 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[92m206: Guess: $217.83 Truth: $261.41 Error: $43.58 SLE: 0.03 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[93m207: Guess: $208.80 Truth: $136.97 Error: $71.83 SLE: 0.18 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[91m208: Guess: $187.65 Truth: $79.00 Error: $108.65 SLE: 0.74 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $189.95 Truth: $444.99 Error: $255.04 SLE: 0.72 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[91m210: Guess: $214.79 Truth: $411.94 Error: $197.15 SLE: 0.42 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[93m211: Guess: $212.15 Truth: $148.40 Error: $63.75 SLE: 0.13 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[92m212: Guess: $207.27 Truth: $244.99 Error: $37.72 SLE: 0.03 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $262.45 Truth: $86.50 Error: $175.95 SLE: 1.21 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[93m214: Guess: $406.83 Truth: $297.95 Error: $108.88 SLE: 0.10 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[91m215: Guess: $209.91 Truth: $399.99 Error: $190.08 SLE: 0.41 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $212.34 Truth: $599.00 Error: $386.66 SLE: 1.07 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[91m217: Guess: $210.49 Truth: $105.99 Error: $104.50 SLE: 0.46 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $213.76 Truth: $689.00 Error: $475.24 SLE: 1.36 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[91m219: Guess: $212.42 Truth: $404.99 Error: $192.57 SLE: 0.41 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[93m220: Guess: $258.95 Truth: $207.76 Error: $51.19 SLE: 0.05 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[93m221: Guess: $218.28 Truth: $171.82 Error: $46.46 SLE: 0.06 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[93m222: Guess: $208.47 Truth: $293.24 Error: $84.77 SLE: 0.12 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[91m223: Guess: $203.27 Truth: $374.95 Error: $171.68 SLE: 0.37 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[91m224: Guess: $258.22 Truth: $111.99 Error: $146.23 SLE: 0.69 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[91m225: Guess: $192.94 Truth: $42.99 Error: $149.95 SLE: 2.20 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[91m226: Guess: $294.53 Truth: $116.71 Error: $177.82 SLE: 0.85 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[91m227: Guess: $201.96 Truth: $118.61 Error: $83.35 SLE: 0.28 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[93m228: Guess: $197.23 Truth: $147.12 Error: $50.11 SLE: 0.08 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[93m229: Guess: $187.79 Truth: $119.99 Error: $67.80 SLE: 0.20 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $214.58 Truth: $369.98 Error: $155.40 SLE: 0.29 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[93m231: Guess: $228.56 Truth: $315.55 Error: $86.99 SLE: 0.10 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[92m232: Guess: $202.42 Truth: $190.99 Error: $11.43 SLE: 0.00 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[92m233: Guess: $187.76 Truth: $155.00 Error: $32.76 SLE: 0.04 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[93m234: Guess: $212.05 Truth: $349.99 Error: $137.94 SLE: 0.25 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[93m235: Guess: $195.15 Truth: $249.99 Error: $54.84 SLE: 0.06 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[91m236: Guess: $191.20 Truth: $42.99 Error: $148.21 SLE: 2.17 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[91m237: Guess: $189.38 Truth: $17.99 Error: $171.39 SLE: 5.31 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $197.20 Truth: $425.00 Error: $227.80 SLE: 0.59 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[93m239: Guess: $190.62 Truth: $249.99 Error: $59.37 SLE: 0.07 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[93m240: Guess: $207.46 Truth: $138.23 Error: $69.23 SLE: 0.16 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[91m241: Guess: $221.32 Truth: $414.99 Error: $193.67 SLE: 0.39 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[92m242: Guess: $205.85 Truth: $168.28 Error: $37.57 SLE: 0.04 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[92m243: Guess: $200.98 Truth: $199.99 Error: $0.99 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[93m244: Guess: $195.78 Truth: $126.70 Error: $69.08 SLE: 0.19 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[91m245: Guess: $211.41 Truth: $5.91 Error: $205.50 SLE: 11.73 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[92m246: Guess: $192.01 Truth: $193.06 Error: $1.05 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[93m247: Guess: $192.94 Truth: $249.99 Error: $57.05 SLE: 0.07 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[91m248: Guess: $207.64 Truth: $64.12 Error: $143.52 SLE: 1.36 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[91m249: Guess: $202.20 Truth: $114.99 Error: $87.21 SLE: 0.31 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $195.34 Truth: $926.00 Error: $730.66 SLE: 2.41 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# test it\n", "\n", "TestRunner(linear_regression_predictor).run()" ] }, { "cell_type": "code", "execution_count": 33, "id": "e126c22e-53e7-4967-9ebb-6b7dd7fe4ade", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
LinearRegression()
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" ], "text/plain": [ "LinearRegression()" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.feature_extraction.text import CountVectorizer\n", "\n", "np.random.seed(42)\n", "\n", "prices = np.array([float(item.price) for item in train])\n", "documents = [item.test_prompt() for item in train]\n", "vectorizer = CountVectorizer(max_features=1000, stop_words='english')\n", "X = vectorizer.fit_transform(documents)\n", "regressor = LinearRegression()\n", "regressor.fit(X, prices)" ] }, { "cell_type": "code", "execution_count": 34, "id": "4b7148d3-3202-4536-a75c-1627495c51d3", "metadata": {}, "outputs": [], "source": [ "def linear_regression_nlp_predictor(item):\n", " x = vectorizer.transform([item.test_prompt()])\n", " return max(regressor.predict(x)[0], 0)" ] }, { "cell_type": "code", "execution_count": 55, "id": "38f7f7d0-d22c-4282-92e5-9666a7b8535d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[93m1: Guess: $296.58 Truth: $374.41 Error: $77.83 SLE: 0.05 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[93m2: Guess: $165.14 Truth: $225.11 Error: $59.97 SLE: 0.09 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[91m3: Guess: $162.26 Truth: $61.68 Error: $100.58 SLE: 0.92 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[91m4: Guess: $326.14 Truth: $599.99 Error: $273.85 SLE: 0.37 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[92m5: Guess: $51.69 Truth: $16.99 Error: $34.70 SLE: 1.15 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[93m6: Guess: $74.06 Truth: $31.99 Error: $42.07 SLE: 0.68 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[91m7: Guess: $344.82 Truth: $101.79 Error: $243.03 SLE: 1.47 Item: SK6241 - 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for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[91m76: Guess: $228.51 Truth: $132.64 Error: $95.87 SLE: 0.29 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[93m77: Guess: $327.05 Truth: $422.99 Error: $95.94 SLE: 0.07 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[93m78: Guess: $201.04 Truth: $146.48 Error: $54.56 SLE: 0.10 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[91m79: Guess: $320.96 Truth: $156.83 Error: $164.13 SLE: 0.51 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[92m80: Guess: $227.20 Truth: $251.99 Error: $24.79 SLE: 0.01 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $151.75 Truth: $940.33 Error: $788.58 SLE: 3.31 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[91m82: Guess: $211.82 Truth: $52.99 Error: $158.83 SLE: 1.88 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[91m83: Guess: $75.14 Truth: $219.95 Error: $144.81 SLE: 1.13 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[91m84: Guess: $241.86 Truth: $441.03 Error: $199.17 SLE: 0.36 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[91m85: Guess: $316.55 Truth: $168.98 Error: $147.57 SLE: 0.39 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[93m86: Guess: $80.51 Truth: $2.49 Error: $78.02 SLE: 9.93 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[93m87: Guess: $177.39 Truth: $98.62 Error: $78.77 SLE: 0.34 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[92m88: Guess: $256.24 Truth: $256.95 Error: $0.71 SLE: 0.00 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[92m89: Guess: $21.27 Truth: $30.99 Error: $9.72 SLE: 0.13 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[93m90: Guess: $356.27 Truth: $569.84 Error: $213.57 SLE: 0.22 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[92m91: Guess: $165.47 Truth: $177.99 Error: $12.52 SLE: 0.01 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $505.02 Truth: $997.99 Error: $492.97 SLE: 0.46 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[92m93: Guess: $242.10 Truth: $219.00 Error: $23.10 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[92m94: Guess: $222.99 Truth: $225.55 Error: $2.56 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[91m95: Guess: $279.94 Truth: $495.95 Error: $216.01 SLE: 0.33 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[91m96: Guess: $345.71 Truth: $942.37 Error: $596.66 SLE: 1.00 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[91m97: Guess: $159.50 Truth: $1.94 Error: $157.56 SLE: 16.00 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[91m98: Guess: $166.28 Truth: $284.34 Error: $118.06 SLE: 0.29 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[93m99: Guess: $224.55 Truth: $171.90 Error: $52.65 SLE: 0.07 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[93m100: Guess: $93.78 Truth: $144.99 Error: $51.21 SLE: 0.19 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[91m101: Guess: $259.73 Truth: $470.47 Error: $210.74 SLE: 0.35 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[92m102: Guess: $77.39 Truth: $66.95 Error: $10.44 SLE: 0.02 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[93m103: Guess: $45.28 Truth: $117.00 Error: $71.72 SLE: 0.88 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[91m104: Guess: $268.58 Truth: $172.14 Error: $96.44 SLE: 0.20 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[91m105: Guess: $218.92 Truth: $392.74 Error: $173.82 SLE: 0.34 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[92m106: Guess: $22.51 Truth: $16.99 Error: $5.52 SLE: 0.07 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[93m107: Guess: $46.78 Truth: $1.34 Error: $45.44 SLE: 9.10 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[93m108: Guess: $256.04 Truth: $349.98 Error: $93.94 SLE: 0.10 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[93m109: Guess: $255.82 Truth: $370.71 Error: $114.89 SLE: 0.14 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[91m110: Guess: $185.73 Truth: $65.88 Error: $119.85 SLE: 1.05 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[92m111: Guess: $270.29 Truth: $229.99 Error: $40.30 SLE: 0.03 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[93m112: Guess: $83.80 Truth: $9.14 Error: $74.66 SLE: 4.51 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[91m113: Guess: $485.39 Truth: $199.00 Error: $286.39 SLE: 0.79 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[91m114: Guess: $279.62 Truth: $109.99 Error: $169.63 SLE: 0.86 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[93m115: Guess: $359.09 Truth: $570.42 Error: $211.33 SLE: 0.21 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[93m116: Guess: $204.85 Truth: $279.99 Error: $75.14 SLE: 0.10 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[91m117: Guess: $132.76 Truth: $30.99 Error: $101.77 SLE: 2.05 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[91m118: Guess: $124.75 Truth: $31.99 Error: $92.76 SLE: 1.79 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[93m119: Guess: $78.44 Truth: $15.90 Error: $62.54 SLE: 2.40 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[93m120: Guess: $118.26 Truth: $45.99 Error: $72.27 SLE: 0.87 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[92m121: Guess: $105.69 Truth: $113.52 Error: $7.83 SLE: 0.01 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[93m122: Guess: $353.03 Truth: $516.99 Error: $163.96 SLE: 0.14 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[93m123: Guess: $262.23 Truth: $196.99 Error: $65.24 SLE: 0.08 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[92m124: Guess: $74.66 Truth: $46.55 Error: $28.11 SLE: 0.22 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[93m125: Guess: $259.26 Truth: $356.99 Error: $97.73 SLE: 0.10 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[93m126: Guess: $195.84 Truth: $319.95 Error: $124.11 SLE: 0.24 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[91m127: Guess: $221.73 Truth: $96.06 Error: $125.67 SLE: 0.69 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[92m128: Guess: $227.91 Truth: $190.99 Error: $36.92 SLE: 0.03 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[92m129: Guess: $271.48 Truth: $257.95 Error: $13.53 SLE: 0.00 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[93m130: Guess: $132.58 Truth: $62.95 Error: $69.63 SLE: 0.54 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[92m131: Guess: $19.46 Truth: $47.66 Error: $28.20 SLE: 0.75 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[91m132: Guess: $339.20 Truth: $226.99 Error: $112.21 SLE: 0.16 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[93m133: Guess: $278.09 Truth: $359.95 Error: $81.86 SLE: 0.07 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $200.77 Truth: $78.40 Error: $122.37 SLE: 0.87 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[91m135: Guess: $282.35 Truth: $172.77 Error: $109.58 SLE: 0.24 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[93m136: Guess: $247.77 Truth: $316.45 Error: $68.68 SLE: 0.06 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[91m137: Guess: $192.76 Truth: $87.99 Error: $104.77 SLE: 0.61 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[93m138: Guess: $281.20 Truth: $226.63 Error: $54.57 SLE: 0.05 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[91m139: Guess: $222.78 Truth: $31.49 Error: $191.29 SLE: 3.72 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[92m140: Guess: $213.61 Truth: $196.00 Error: $17.61 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[92m141: Guess: $96.89 Truth: $78.40 Error: $18.49 SLE: 0.04 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[93m142: Guess: $194.39 Truth: $116.25 Error: $78.14 SLE: 0.26 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[91m143: Guess: $263.61 Truth: $112.78 Error: $150.83 SLE: 0.71 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[91m144: Guess: $151.33 Truth: $27.32 Error: $124.01 SLE: 2.83 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[92m145: Guess: $152.80 Truth: $145.91 Error: $6.89 SLE: 0.00 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[92m146: Guess: $149.96 Truth: $171.09 Error: $21.13 SLE: 0.02 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[93m147: Guess: $210.42 Truth: $167.95 Error: $42.47 SLE: 0.05 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[91m148: Guess: $140.96 Truth: $28.49 Error: $112.47 SLE: 2.47 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[91m149: Guess: $235.92 Truth: $122.23 Error: $113.69 SLE: 0.43 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[91m150: Guess: $171.83 Truth: $32.99 Error: $138.84 SLE: 2.64 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[91m151: Guess: $163.76 Truth: $71.20 Error: $92.56 SLE: 0.68 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[93m152: Guess: $58.53 Truth: $112.75 Error: $54.22 SLE: 0.42 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[93m153: Guess: $218.31 Truth: $142.43 Error: $75.88 SLE: 0.18 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[93m154: Guess: $282.25 Truth: $398.99 Error: $116.74 SLE: 0.12 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[93m155: Guess: $302.86 Truth: $449.00 Error: $146.14 SLE: 0.15 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[91m156: Guess: $391.64 Truth: $189.00 Error: $202.64 SLE: 0.53 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[91m157: Guess: $228.64 Truth: $120.91 Error: $107.73 SLE: 0.40 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[91m158: Guess: $288.50 Truth: $203.53 Error: $84.97 SLE: 0.12 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[93m159: Guess: $246.48 Truth: $349.99 Error: $103.51 SLE: 0.12 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[92m160: Guess: $44.74 Truth: $34.35 Error: $10.39 SLE: 0.07 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[93m161: Guess: $237.98 Truth: $384.99 Error: $147.01 SLE: 0.23 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $247.85 Truth: $211.00 Error: $36.85 SLE: 0.03 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[91m163: Guess: $392.86 Truth: $129.00 Error: $263.86 SLE: 1.23 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[91m164: Guess: $212.95 Truth: $111.45 Error: $101.50 SLE: 0.41 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $251.81 Truth: $81.12 Error: $170.69 SLE: 1.26 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[91m166: Guess: $246.36 Truth: $457.08 Error: $210.72 SLE: 0.38 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $213.16 Truth: $49.49 Error: $163.67 SLE: 2.09 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[93m168: Guess: $150.56 Truth: $80.56 Error: $70.00 SLE: 0.38 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[93m169: Guess: $335.11 Truth: $278.39 Error: $56.72 SLE: 0.03 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[93m170: Guess: $262.32 Truth: $364.50 Error: $102.18 SLE: 0.11 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[92m171: Guess: $331.71 Truth: $378.99 Error: $47.28 SLE: 0.02 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[93m172: Guess: $205.37 Truth: $165.28 Error: $40.09 SLE: 0.05 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[91m173: Guess: $163.48 Truth: $56.74 Error: $106.74 SLE: 1.10 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[93m174: Guess: $208.04 Truth: $307.95 Error: $99.91 SLE: 0.15 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[91m175: Guess: $139.91 Truth: $38.00 Error: $101.91 SLE: 1.65 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[91m176: Guess: $182.46 Truth: $53.00 Error: $129.46 SLE: 1.50 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[92m177: Guess: $425.16 Truth: $498.00 Error: $72.84 SLE: 0.02 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[93m178: Guess: $130.02 Truth: $53.99 Error: $76.03 SLE: 0.75 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[93m179: Guess: $231.02 Truth: $350.00 Error: $118.98 SLE: 0.17 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[93m180: Guess: $215.97 Truth: $299.95 Error: $83.98 SLE: 0.11 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[91m181: Guess: $204.17 Truth: $94.93 Error: $109.24 SLE: 0.58 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[93m182: Guess: $267.22 Truth: $379.00 Error: $111.78 SLE: 0.12 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[92m183: Guess: $275.83 Truth: $299.95 Error: $24.12 SLE: 0.01 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[93m184: Guess: $88.00 Truth: $24.99 Error: $63.01 SLE: 1.52 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[91m185: Guess: $240.87 Truth: $41.04 Error: $199.83 SLE: 3.06 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[91m186: Guess: $97.60 Truth: $327.90 Error: $230.30 SLE: 1.45 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[91m187: Guess: $204.80 Truth: $10.99 Error: $193.81 SLE: 8.08 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[92m188: Guess: $36.23 Truth: $14.99 Error: $21.24 SLE: 0.71 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[91m189: Guess: $209.54 Truth: $84.95 Error: $124.59 SLE: 0.80 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[91m190: Guess: $196.07 Truth: $111.00 Error: $85.07 SLE: 0.32 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[93m191: Guess: $195.32 Truth: $123.73 Error: $71.59 SLE: 0.21 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $188.61 Truth: $557.38 Error: $368.77 SLE: 1.17 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $210.68 Truth: $95.55 Error: $115.13 SLE: 0.62 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[92m194: Guess: $181.51 Truth: $154.00 Error: $27.51 SLE: 0.03 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[91m195: Guess: $346.23 Truth: $198.99 Error: $147.24 SLE: 0.30 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[91m196: Guess: $255.54 Truth: $430.44 Error: $174.90 SLE: 0.27 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[93m197: Guess: $0.00 Truth: $45.67 Error: $45.67 SLE: 14.77 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[92m198: Guess: $220.49 Truth: $249.00 Error: $28.51 SLE: 0.01 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[92m199: Guess: $63.52 Truth: $42.99 Error: $20.53 SLE: 0.15 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[92m200: Guess: $173.71 Truth: $181.33 Error: $7.62 SLE: 0.00 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[91m201: Guess: $109.21 Truth: $6.03 Error: $103.18 SLE: 7.57 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[91m202: Guess: $110.06 Truth: $29.99 Error: $80.07 SLE: 1.63 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $395.83 Truth: $899.00 Error: $503.17 SLE: 0.67 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[92m204: Guess: $413.81 Truth: $399.99 Error: $13.82 SLE: 0.00 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[91m205: Guess: $178.44 Truth: $4.66 Error: $173.78 SLE: 11.95 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[93m206: Guess: $183.03 Truth: $261.41 Error: $78.38 SLE: 0.13 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[91m207: Guess: $312.93 Truth: $136.97 Error: $175.96 SLE: 0.68 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[93m208: Guess: $145.74 Truth: $79.00 Error: $66.74 SLE: 0.37 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $166.98 Truth: $444.99 Error: $278.01 SLE: 0.95 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[93m210: Guess: $248.28 Truth: $411.94 Error: $163.66 SLE: 0.25 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[92m211: Guess: $148.51 Truth: $148.40 Error: $0.11 SLE: 0.00 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[91m212: Guess: $89.95 Truth: $244.99 Error: $155.04 SLE: 0.99 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $323.49 Truth: $86.50 Error: $236.99 SLE: 1.72 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[92m214: Guess: $332.80 Truth: $297.95 Error: $34.85 SLE: 0.01 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[91m215: Guess: $598.74 Truth: $399.99 Error: $198.75 SLE: 0.16 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $127.95 Truth: $599.00 Error: $471.05 SLE: 2.36 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[91m217: Guess: $235.11 Truth: $105.99 Error: $129.12 SLE: 0.63 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $401.45 Truth: $689.00 Error: $287.55 SLE: 0.29 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[93m219: Guess: $247.40 Truth: $404.99 Error: $157.59 SLE: 0.24 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[92m220: Guess: $189.46 Truth: $207.76 Error: $18.30 SLE: 0.01 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[91m221: Guess: $267.65 Truth: $171.82 Error: $95.83 SLE: 0.19 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[93m222: Guess: $221.85 Truth: $293.24 Error: $71.39 SLE: 0.08 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[91m223: Guess: $213.19 Truth: $374.95 Error: $161.76 SLE: 0.32 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[92m224: Guess: $124.39 Truth: $111.99 Error: $12.40 SLE: 0.01 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[93m225: Guess: $86.85 Truth: $42.99 Error: $43.86 SLE: 0.48 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[91m226: Guess: $248.36 Truth: $116.71 Error: $131.65 SLE: 0.56 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[91m227: Guess: $310.35 Truth: $118.61 Error: $191.74 SLE: 0.92 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[91m228: Guess: $241.37 Truth: $147.12 Error: $94.25 SLE: 0.24 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[91m229: Guess: $242.05 Truth: $119.99 Error: $122.06 SLE: 0.49 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[93m230: Guess: $247.50 Truth: $369.98 Error: $122.48 SLE: 0.16 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[92m231: Guess: $274.61 Truth: $315.55 Error: $40.94 SLE: 0.02 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[93m232: Guess: $255.65 Truth: $190.99 Error: $64.66 SLE: 0.08 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[93m233: Guess: $83.32 Truth: $155.00 Error: $71.68 SLE: 0.38 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[92m234: Guess: $331.34 Truth: $349.99 Error: $18.65 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[92m235: Guess: $236.16 Truth: $249.99 Error: $13.83 SLE: 0.00 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[91m236: Guess: $128.41 Truth: $42.99 Error: $85.42 SLE: 1.16 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[93m237: Guess: $63.43 Truth: $17.99 Error: $45.44 SLE: 1.49 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $252.08 Truth: $425.00 Error: $172.92 SLE: 0.27 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[93m239: Guess: $343.13 Truth: $249.99 Error: $93.14 SLE: 0.10 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[91m240: Guess: $21.15 Truth: $138.23 Error: $117.08 SLE: 3.38 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[92m241: Guess: $395.59 Truth: $414.99 Error: $19.40 SLE: 0.00 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[92m242: Guess: $193.62 Truth: $168.28 Error: $25.34 SLE: 0.02 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[93m243: Guess: $268.18 Truth: $199.99 Error: $68.19 SLE: 0.09 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[91m244: Guess: $252.22 Truth: $126.70 Error: $125.52 SLE: 0.47 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[91m245: Guess: $120.28 Truth: $5.91 Error: $114.37 SLE: 8.21 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[92m246: Guess: $201.22 Truth: $193.06 Error: $8.16 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[93m247: Guess: $313.24 Truth: $249.99 Error: $63.25 SLE: 0.05 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[91m248: Guess: $188.60 Truth: $64.12 Error: $124.48 SLE: 1.14 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[91m249: Guess: $299.09 Truth: $114.99 Error: $184.10 SLE: 0.90 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $177.13 Truth: $926.00 Error: $748.87 SLE: 2.72 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# test it\n", "TestRunner(linear_regression_nlp_predictor).run()" ] }, { "cell_type": "code", "execution_count": 70, "id": "b623079e-54fa-418f-b209-7d54ebbcc23a", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from sklearn.linear_model import LinearRegression\n", "from gensim.models import Word2Vec\n", "from gensim.utils import simple_preprocess\n", "from sklearn.metrics import mean_squared_error, r2_score\n", "\n", "np.random.seed(42)\n", "\n", "# Preprocess the documents\n", "processed_docs = [simple_preprocess(doc) for doc in documents]\n", "\n", "# Train Word2Vec model\n", "w2v_model = Word2Vec(sentences=processed_docs, vector_size=300, window=5, min_count=1, workers=8)" ] }, { "cell_type": "code", "execution_count": 71, "id": "3de4efc7-68a6-4443-b9fd-70ee9d722362", "metadata": {}, "outputs": [], "source": [ "def document_vector(doc):\n", " doc_words = simple_preprocess(doc)\n", " word_vectors = [w2v_model.wv[word] for word in doc_words if word in w2v_model.wv]\n", " return np.mean(word_vectors, axis=0) if word_vectors else np.zeros(w2v_model.vector_size)\n", "\n", "# Create feature matrix\n", "X = np.array([document_vector(doc) for doc in documents])" ] }, { "cell_type": "code", "execution_count": 38, "id": "9f05eeec-dab8-4007-8e8c-dcf4175b8861", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" ], "text/plain": [ "LinearRegression()" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "word2vec_lr_regressor = LinearRegression()\n", "word2vec_lr_regressor.fit(X, prices)" ] }, { "cell_type": "code", "execution_count": 56, "id": "e43d3fb9-e013-4573-90bf-9a522132b555", "metadata": {}, "outputs": [], "source": [ "def word2vec_lr_predictor(item):\n", " doc = item.test_prompt()\n", " doc_vector = document_vector(doc)\n", " return max(0, word2vec_lr_regressor.predict([doc_vector])[0])" ] }, { "cell_type": "code", "execution_count": 57, "id": "6740319d-5c8e-4125-9106-97e2e8ab72c7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[93m1: Guess: $249.71 Truth: $374.41 Error: $124.70 SLE: 0.16 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[93m2: Guess: $165.39 Truth: $225.11 Error: $59.72 SLE: 0.09 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[93m3: Guess: $132.55 Truth: $61.68 Error: $70.87 SLE: 0.57 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[91m4: Guess: $354.64 Truth: $599.99 Error: $245.35 SLE: 0.28 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[91m5: Guess: $119.04 Truth: $16.99 Error: $102.05 SLE: 3.60 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[92m6: Guess: $0.00 Truth: $31.99 Error: $31.99 SLE: 12.22 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[91m7: Guess: $307.87 Truth: $101.79 Error: $206.08 SLE: 1.21 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[92m8: Guess: $247.31 Truth: $289.00 Error: $41.69 SLE: 0.02 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[91m9: Guess: $346.95 Truth: $635.86 Error: $288.91 SLE: 0.37 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[93m10: Guess: $127.51 Truth: $65.99 Error: $61.52 SLE: 0.42 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[91m11: Guess: $359.78 Truth: $254.21 Error: $105.57 SLE: 0.12 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[92m12: Guess: $370.39 Truth: $412.99 Error: $42.60 SLE: 0.01 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[92m13: Guess: $172.62 Truth: $205.50 Error: $32.88 SLE: 0.03 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[92m14: Guess: $250.72 Truth: $248.23 Error: $2.49 SLE: 0.00 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[93m15: Guess: $256.72 Truth: $399.00 Error: $142.28 SLE: 0.19 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[93m16: Guess: $266.70 Truth: $373.94 Error: $107.24 SLE: 0.11 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[91m17: Guess: $289.11 Truth: $92.89 Error: $196.22 SLE: 1.27 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[93m18: Guess: $100.58 Truth: $51.99 Error: $48.59 SLE: 0.42 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[91m19: Guess: $307.31 Truth: $179.00 Error: $128.31 SLE: 0.29 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[93m20: Guess: $89.80 Truth: $19.42 Error: $70.38 SLE: 2.23 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[91m21: Guess: $322.86 Truth: $539.95 Error: $217.09 SLE: 0.26 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[93m22: Guess: $200.50 Truth: $147.67 Error: $52.83 SLE: 0.09 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[93m23: Guess: $80.72 Truth: $24.99 Error: $55.73 SLE: 1.31 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[91m24: Guess: $275.09 Truth: $149.00 Error: $126.09 SLE: 0.37 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", "\u001b[92m25: Guess: $0.00 Truth: $16.99 Error: $16.99 SLE: 8.35 Item: Fun Express Insect Finger Puppets - 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for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[91m76: Guess: $284.54 Truth: $132.64 Error: $151.90 SLE: 0.58 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[93m77: Guess: $315.51 Truth: $422.99 Error: $107.48 SLE: 0.09 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[91m78: Guess: $253.01 Truth: $146.48 Error: $106.53 SLE: 0.30 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[92m79: Guess: $119.28 Truth: $156.83 Error: $37.55 SLE: 0.07 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[92m80: Guess: $251.69 Truth: $251.99 Error: $0.30 SLE: 0.00 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $249.72 Truth: $940.33 Error: $690.61 SLE: 1.75 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[91m82: Guess: $185.75 Truth: $52.99 Error: $132.76 SLE: 1.54 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[91m83: Guess: $108.13 Truth: $219.95 Error: $111.82 SLE: 0.50 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[93m84: Guess: $329.24 Truth: $441.03 Error: $111.79 SLE: 0.09 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[91m85: Guess: $300.70 Truth: $168.98 Error: $131.72 SLE: 0.33 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[91m86: Guess: $104.71 Truth: $2.49 Error: $102.22 SLE: 11.63 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[91m87: Guess: $289.21 Truth: $98.62 Error: $190.59 SLE: 1.14 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[93m88: Guess: $199.40 Truth: $256.95 Error: $57.55 SLE: 0.06 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[91m89: Guess: $163.95 Truth: $30.99 Error: $132.96 SLE: 2.69 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[93m90: Guess: $453.21 Truth: $569.84 Error: $116.63 SLE: 0.05 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[93m91: Guess: $131.84 Truth: $177.99 Error: $46.15 SLE: 0.09 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $379.24 Truth: $997.99 Error: $618.75 SLE: 0.93 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[93m93: Guess: $297.05 Truth: $219.00 Error: $78.05 SLE: 0.09 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[92m94: Guess: $263.87 Truth: $225.55 Error: $38.32 SLE: 0.02 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[93m95: Guess: $362.08 Truth: $495.95 Error: $133.87 SLE: 0.10 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[91m96: Guess: $330.73 Truth: $942.37 Error: $611.64 SLE: 1.09 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[91m97: Guess: $139.30 Truth: $1.94 Error: $137.36 SLE: 14.94 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[91m98: Guess: $152.91 Truth: $284.34 Error: $131.43 SLE: 0.38 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[92m99: Guess: $205.73 Truth: $171.90 Error: $33.83 SLE: 0.03 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[92m100: Guess: $129.63 Truth: $144.99 Error: $15.36 SLE: 0.01 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[93m101: Guess: $307.94 Truth: $470.47 Error: $162.53 SLE: 0.18 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[91m102: Guess: $202.17 Truth: $66.95 Error: $135.22 SLE: 1.20 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[91m103: Guess: $25.64 Truth: $117.00 Error: $91.36 SLE: 2.22 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[91m104: Guess: $357.20 Truth: $172.14 Error: $185.06 SLE: 0.53 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[93m105: Guess: $257.84 Truth: $392.74 Error: $134.90 SLE: 0.18 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[92m106: Guess: $19.76 Truth: $16.99 Error: $2.77 SLE: 0.02 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[93m107: Guess: $54.40 Truth: $1.34 Error: $53.06 SLE: 10.01 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[92m108: Guess: $319.83 Truth: $349.98 Error: $30.15 SLE: 0.01 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[93m109: Guess: $265.53 Truth: $370.71 Error: $105.18 SLE: 0.11 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[91m110: Guess: $154.13 Truth: $65.88 Error: $88.25 SLE: 0.71 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[93m111: Guess: $176.32 Truth: $229.99 Error: $53.67 SLE: 0.07 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[93m112: Guess: $85.82 Truth: $9.14 Error: $76.68 SLE: 4.61 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[91m113: Guess: $393.53 Truth: $199.00 Error: $194.53 SLE: 0.46 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[91m114: Guess: $267.96 Truth: $109.99 Error: $157.97 SLE: 0.78 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[91m115: Guess: $329.30 Truth: $570.42 Error: $241.12 SLE: 0.30 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[92m116: Guess: $245.60 Truth: $279.99 Error: $34.39 SLE: 0.02 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[91m117: Guess: $118.62 Truth: $30.99 Error: $87.63 SLE: 1.74 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[91m118: Guess: $217.37 Truth: $31.99 Error: $185.38 SLE: 3.57 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[93m119: Guess: $80.30 Truth: $15.90 Error: $64.40 SLE: 2.47 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[92m120: Guess: $80.08 Truth: $45.99 Error: $34.09 SLE: 0.30 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[91m121: Guess: $249.52 Truth: $113.52 Error: $136.00 SLE: 0.61 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[93m122: Guess: $320.61 Truth: $516.99 Error: $196.38 SLE: 0.23 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[92m123: Guess: $208.16 Truth: $196.99 Error: $11.17 SLE: 0.00 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[92m124: Guess: $46.54 Truth: $46.55 Error: $0.01 SLE: 0.00 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[93m125: Guess: $238.88 Truth: $356.99 Error: $118.11 SLE: 0.16 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[91m126: Guess: $110.85 Truth: $319.95 Error: $209.10 SLE: 1.11 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[91m127: Guess: $215.39 Truth: $96.06 Error: $119.33 SLE: 0.64 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[91m128: Guess: $322.20 Truth: $190.99 Error: $131.21 SLE: 0.27 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[91m129: Guess: $154.01 Truth: $257.95 Error: $103.94 SLE: 0.26 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[93m130: Guess: $141.50 Truth: $62.95 Error: $78.55 SLE: 0.64 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[92m131: Guess: $48.38 Truth: $47.66 Error: $0.72 SLE: 0.00 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[92m132: Guess: $236.45 Truth: $226.99 Error: $9.46 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[92m133: Guess: $324.45 Truth: $359.95 Error: $35.50 SLE: 0.01 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $244.14 Truth: $78.40 Error: $165.74 SLE: 1.27 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[91m135: Guess: $357.98 Truth: $172.77 Error: $185.21 SLE: 0.53 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[91m136: Guess: $177.86 Truth: $316.45 Error: $138.59 SLE: 0.33 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[93m137: Guess: $131.63 Truth: $87.99 Error: $43.64 SLE: 0.16 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[91m138: Guess: $329.47 Truth: $226.63 Error: $102.84 SLE: 0.14 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[91m139: Guess: $143.41 Truth: $31.49 Error: $111.92 SLE: 2.23 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[92m140: Guess: $199.91 Truth: $196.00 Error: $3.91 SLE: 0.00 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[91m141: Guess: $193.90 Truth: $78.40 Error: $115.50 SLE: 0.81 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[91m142: Guess: $230.95 Truth: $116.25 Error: $114.70 SLE: 0.47 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[91m143: Guess: $276.53 Truth: $112.78 Error: $163.75 SLE: 0.80 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[91m144: Guess: $175.15 Truth: $27.32 Error: $147.83 SLE: 3.34 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[91m145: Guess: $236.13 Truth: $145.91 Error: $90.22 SLE: 0.23 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[92m146: Guess: $185.19 Truth: $171.09 Error: $14.10 SLE: 0.01 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[93m147: Guess: $228.41 Truth: $167.95 Error: $60.46 SLE: 0.09 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[93m148: Guess: $103.96 Truth: $28.49 Error: $75.47 SLE: 1.61 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[91m149: Guess: $236.69 Truth: $122.23 Error: $114.46 SLE: 0.43 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[91m150: Guess: $119.21 Truth: $32.99 Error: $86.22 SLE: 1.60 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[91m151: Guess: $224.46 Truth: $71.20 Error: $153.26 SLE: 1.30 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[93m152: Guess: $43.20 Truth: $112.75 Error: $69.55 SLE: 0.89 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[92m153: Guess: $136.55 Truth: $142.43 Error: $5.88 SLE: 0.00 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[91m154: Guess: $189.50 Truth: $398.99 Error: $209.49 SLE: 0.55 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[92m155: Guess: $386.64 Truth: $449.00 Error: $62.36 SLE: 0.02 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[91m156: Guess: $303.75 Truth: $189.00 Error: $114.75 SLE: 0.22 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[91m157: Guess: $227.45 Truth: $120.91 Error: $106.54 SLE: 0.39 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[91m158: Guess: $286.72 Truth: $203.53 Error: $83.19 SLE: 0.12 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[92m159: Guess: $302.61 Truth: $349.99 Error: $47.38 SLE: 0.02 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[92m160: Guess: $36.71 Truth: $34.35 Error: $2.36 SLE: 0.00 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[91m161: Guess: $222.15 Truth: $384.99 Error: $162.84 SLE: 0.30 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $215.61 Truth: $211.00 Error: $4.61 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[91m163: Guess: $452.82 Truth: $129.00 Error: $323.82 SLE: 1.56 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[92m164: Guess: $147.21 Truth: $111.45 Error: $35.76 SLE: 0.08 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $222.60 Truth: $81.12 Error: $141.48 SLE: 1.00 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[91m166: Guess: $256.45 Truth: $457.08 Error: $200.63 SLE: 0.33 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $156.62 Truth: $49.49 Error: $107.13 SLE: 1.30 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[93m168: Guess: $131.84 Truth: $80.56 Error: $51.28 SLE: 0.24 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[92m169: Guess: $263.40 Truth: $278.39 Error: $14.99 SLE: 0.00 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[93m170: Guess: $241.80 Truth: $364.50 Error: $122.70 SLE: 0.17 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[92m171: Guess: $452.28 Truth: $378.99 Error: $73.29 SLE: 0.03 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[93m172: Guess: $241.45 Truth: $165.28 Error: $76.17 SLE: 0.14 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[91m173: Guess: $245.23 Truth: $56.74 Error: $188.49 SLE: 2.10 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[93m174: Guess: $189.51 Truth: $307.95 Error: $118.44 SLE: 0.23 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[91m175: Guess: $156.63 Truth: $38.00 Error: $118.63 SLE: 1.95 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[91m176: Guess: $203.58 Truth: $53.00 Error: $150.58 SLE: 1.77 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[93m177: Guess: $348.93 Truth: $498.00 Error: $149.07 SLE: 0.13 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $212.27 Truth: $53.99 Error: $158.28 SLE: 1.84 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[93m179: Guess: $257.40 Truth: $350.00 Error: $92.60 SLE: 0.09 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[93m180: Guess: $222.60 Truth: $299.95 Error: $77.35 SLE: 0.09 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[91m181: Guess: $282.33 Truth: $94.93 Error: $187.40 SLE: 1.17 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[92m182: Guess: $320.44 Truth: $379.00 Error: $58.56 SLE: 0.03 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[92m183: Guess: $252.59 Truth: $299.95 Error: $47.36 SLE: 0.03 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[92m184: Guess: $36.39 Truth: $24.99 Error: $11.40 SLE: 0.13 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[91m185: Guess: $235.50 Truth: $41.04 Error: $194.46 SLE: 2.98 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[91m186: Guess: $147.46 Truth: $327.90 Error: $180.44 SLE: 0.63 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[93m187: Guess: $73.53 Truth: $10.99 Error: $62.54 SLE: 3.34 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[92m188: Guess: $15.68 Truth: $14.99 Error: $0.69 SLE: 0.00 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[91m189: Guess: $181.11 Truth: $84.95 Error: $96.16 SLE: 0.56 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[91m190: Guess: $270.00 Truth: $111.00 Error: $159.00 SLE: 0.78 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[91m191: Guess: $220.38 Truth: $123.73 Error: $96.65 SLE: 0.33 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $177.97 Truth: $557.38 Error: $379.41 SLE: 1.29 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $213.51 Truth: $95.55 Error: $117.96 SLE: 0.64 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[93m194: Guess: $220.50 Truth: $154.00 Error: $66.50 SLE: 0.13 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[91m195: Guess: $306.84 Truth: $198.99 Error: $107.85 SLE: 0.19 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[93m196: Guess: $259.58 Truth: $430.44 Error: $170.86 SLE: 0.25 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[92m197: Guess: $62.05 Truth: $45.67 Error: $16.38 SLE: 0.09 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[92m198: Guess: $257.00 Truth: $249.00 Error: $8.00 SLE: 0.00 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[91m199: Guess: $164.86 Truth: $42.99 Error: $121.87 SLE: 1.76 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[92m200: Guess: $168.62 Truth: $181.33 Error: $12.71 SLE: 0.01 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[92m201: Guess: $13.86 Truth: $6.03 Error: $7.83 SLE: 0.56 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[91m202: Guess: $137.33 Truth: $29.99 Error: $107.34 SLE: 2.24 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $480.61 Truth: $899.00 Error: $418.39 SLE: 0.39 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[91m204: Guess: $228.45 Truth: $399.99 Error: $171.54 SLE: 0.31 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[91m205: Guess: $140.72 Truth: $4.66 Error: $136.06 SLE: 10.37 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[92m206: Guess: $254.93 Truth: $261.41 Error: $6.48 SLE: 0.00 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[91m207: Guess: $258.13 Truth: $136.97 Error: $121.16 SLE: 0.40 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[91m208: Guess: $210.23 Truth: $79.00 Error: $131.23 SLE: 0.94 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $237.58 Truth: $444.99 Error: $207.41 SLE: 0.39 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[93m210: Guess: $259.37 Truth: $411.94 Error: $152.57 SLE: 0.21 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[91m211: Guess: $248.87 Truth: $148.40 Error: $100.47 SLE: 0.26 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[91m212: Guess: $54.89 Truth: $244.99 Error: $190.10 SLE: 2.20 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $195.50 Truth: $86.50 Error: $109.00 SLE: 0.65 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[91m214: Guess: $421.53 Truth: $297.95 Error: $123.58 SLE: 0.12 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[91m215: Guess: $567.22 Truth: $399.99 Error: $167.23 SLE: 0.12 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $279.97 Truth: $599.00 Error: $319.03 SLE: 0.58 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[91m217: Guess: $187.88 Truth: $105.99 Error: $81.89 SLE: 0.32 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $293.06 Truth: $689.00 Error: $395.94 SLE: 0.73 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[93m219: Guess: $294.58 Truth: $404.99 Error: $110.41 SLE: 0.10 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[92m220: Guess: $199.09 Truth: $207.76 Error: $8.67 SLE: 0.00 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[91m221: Guess: $288.20 Truth: $171.82 Error: $116.38 SLE: 0.27 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[92m222: Guess: $284.08 Truth: $293.24 Error: $9.16 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[92m223: Guess: $325.46 Truth: $374.95 Error: $49.49 SLE: 0.02 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[92m224: Guess: $120.88 Truth: $111.99 Error: $8.89 SLE: 0.01 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[92m225: Guess: $11.09 Truth: $42.99 Error: $31.90 SLE: 1.67 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[91m226: Guess: $267.77 Truth: $116.71 Error: $151.06 SLE: 0.68 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[91m227: Guess: $258.16 Truth: $118.61 Error: $139.55 SLE: 0.60 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[91m228: Guess: $230.11 Truth: $147.12 Error: $82.99 SLE: 0.20 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[93m229: Guess: $181.78 Truth: $119.99 Error: $61.79 SLE: 0.17 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $182.74 Truth: $369.98 Error: $187.24 SLE: 0.49 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[92m231: Guess: $255.78 Truth: $315.55 Error: $59.77 SLE: 0.04 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[91m232: Guess: $349.95 Truth: $190.99 Error: $158.96 SLE: 0.36 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[92m233: Guess: $129.93 Truth: $155.00 Error: $25.07 SLE: 0.03 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[92m234: Guess: $314.97 Truth: $349.99 Error: $35.02 SLE: 0.01 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[92m235: Guess: $214.25 Truth: $249.99 Error: $35.74 SLE: 0.02 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[91m236: Guess: $157.07 Truth: $42.99 Error: $114.08 SLE: 1.64 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[93m237: Guess: $81.94 Truth: $17.99 Error: $63.95 SLE: 2.17 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $248.06 Truth: $425.00 Error: $176.94 SLE: 0.29 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[93m239: Guess: $336.12 Truth: $249.99 Error: $86.13 SLE: 0.09 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[93m240: Guess: $88.10 Truth: $138.23 Error: $50.13 SLE: 0.20 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[93m241: Guess: $291.63 Truth: $414.99 Error: $123.36 SLE: 0.12 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[92m242: Guess: $193.70 Truth: $168.28 Error: $25.42 SLE: 0.02 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[92m243: Guess: $176.01 Truth: $199.99 Error: $23.98 SLE: 0.02 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[91m244: Guess: $254.14 Truth: $126.70 Error: $127.44 SLE: 0.48 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[91m245: Guess: $87.59 Truth: $5.91 Error: $81.68 SLE: 6.51 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[93m246: Guess: $235.04 Truth: $193.06 Error: $41.98 SLE: 0.04 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[92m247: Guess: $295.61 Truth: $249.99 Error: $45.62 SLE: 0.03 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[91m248: Guess: $227.49 Truth: $64.12 Error: $163.37 SLE: 1.58 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[91m249: Guess: $296.94 Truth: $114.99 Error: $181.95 SLE: 0.89 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $157.99 Truth: $926.00 Error: $768.01 SLE: 3.11 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "TestRunner(word2vec_lr_predictor).run()" ] }, { "cell_type": "code", "execution_count": 72, "id": "fefaa7ff-23e8-4834-9c13-a8c074a2b2ed", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
RandomForestRegressor(n_jobs=8, random_state=42)
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" ], "text/plain": [ "RandomForestRegressor(n_jobs=8, random_state=42)" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "\n", "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=8)\n", "rf_model.fit(X, prices)" ] }, { "cell_type": "code", "execution_count": 73, "id": "aec04c82-0d5d-4d2b-9c3c-f619a5dc766b", "metadata": {}, "outputs": [], "source": [ "def random_forest_predictor(item):\n", " doc = item.test_prompt()\n", " doc_vector = document_vector(doc)\n", " return max(0, rf_model.predict([doc_vector])[0])" ] }, { "cell_type": "code", "execution_count": 74, "id": "aa836ee2-f4ff-4e03-a0e4-c7faa4d99ed5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[92m1: Guess: $320.73 Truth: $374.41 Error: $53.68 SLE: 0.02 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[92m2: Guess: $197.62 Truth: $225.11 Error: $27.49 SLE: 0.02 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[93m3: Guess: $121.43 Truth: $61.68 Error: $59.75 SLE: 0.45 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[93m4: Guess: $398.28 Truth: $599.99 Error: $201.71 SLE: 0.17 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[91m5: Guess: $205.61 Truth: $16.99 Error: $188.62 SLE: 5.96 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[92m6: Guess: $23.21 Truth: $31.99 Error: $8.78 SLE: 0.10 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[91m7: Guess: $216.48 Truth: $101.79 Error: $114.69 SLE: 0.56 Item: SK6241 - 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for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[91m76: Guess: $301.73 Truth: $132.64 Error: $169.09 SLE: 0.67 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[93m77: Guess: $288.37 Truth: $422.99 Error: $134.62 SLE: 0.15 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[92m78: Guess: $167.75 Truth: $146.48 Error: $21.27 SLE: 0.02 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[92m79: Guess: $176.21 Truth: $156.83 Error: $19.38 SLE: 0.01 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[92m80: Guess: $297.17 Truth: $251.99 Error: $45.18 SLE: 0.03 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $210.70 Truth: $940.33 Error: $729.63 SLE: 2.23 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[91m82: Guess: $168.02 Truth: $52.99 Error: $115.03 SLE: 1.30 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[93m83: Guess: $161.43 Truth: $219.95 Error: $58.52 SLE: 0.09 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[93m84: Guess: $273.75 Truth: $441.03 Error: $167.28 SLE: 0.23 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[91m85: Guess: $333.07 Truth: $168.98 Error: $164.09 SLE: 0.46 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[93m86: Guess: $80.95 Truth: $2.49 Error: $78.46 SLE: 9.96 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[91m87: Guess: $241.12 Truth: $98.62 Error: $142.50 SLE: 0.79 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[91m88: Guess: $150.91 Truth: $256.95 Error: $106.04 SLE: 0.28 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[91m89: Guess: $120.68 Truth: $30.99 Error: $89.69 SLE: 1.78 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[93m90: Guess: $439.65 Truth: $569.84 Error: $130.19 SLE: 0.07 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[92m91: Guess: $183.57 Truth: $177.99 Error: $5.58 SLE: 0.00 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[93m92: Guess: $756.53 Truth: $997.99 Error: $241.46 SLE: 0.08 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[93m93: Guess: $276.22 Truth: $219.00 Error: $57.22 SLE: 0.05 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[93m94: Guess: $295.60 Truth: $225.55 Error: $70.05 SLE: 0.07 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[91m95: Guess: $295.29 Truth: $495.95 Error: $200.66 SLE: 0.27 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[92m96: Guess: $778.38 Truth: $942.37 Error: $163.99 SLE: 0.04 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[91m97: Guess: $240.55 Truth: $1.94 Error: $238.61 SLE: 19.44 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[93m98: Guess: $175.81 Truth: $284.34 Error: $108.53 SLE: 0.23 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[92m99: Guess: $211.62 Truth: $171.90 Error: $39.72 SLE: 0.04 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[92m100: Guess: $138.75 Truth: $144.99 Error: $6.24 SLE: 0.00 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[91m101: Guess: $274.00 Truth: $470.47 Error: $196.47 SLE: 0.29 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[91m102: Guess: $250.28 Truth: $66.95 Error: $183.33 SLE: 1.71 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[91m103: Guess: $203.68 Truth: $117.00 Error: $86.68 SLE: 0.30 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[93m104: Guess: $251.61 Truth: $172.14 Error: $79.47 SLE: 0.14 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[92m105: Guess: $343.98 Truth: $392.74 Error: $48.76 SLE: 0.02 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[92m106: Guess: $43.92 Truth: $16.99 Error: $26.93 SLE: 0.84 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[92m107: Guess: $23.03 Truth: $1.34 Error: $21.69 SLE: 5.43 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[92m108: Guess: $359.14 Truth: $349.98 Error: $9.16 SLE: 0.00 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[92m109: Guess: $401.56 Truth: $370.71 Error: $30.85 SLE: 0.01 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[93m110: Guess: $139.57 Truth: $65.88 Error: $73.69 SLE: 0.55 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[91m111: Guess: $125.67 Truth: $229.99 Error: $104.32 SLE: 0.36 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[91m112: Guess: $156.32 Truth: $9.14 Error: $147.18 SLE: 7.52 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[91m113: Guess: $599.57 Truth: $199.00 Error: $400.57 SLE: 1.21 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[91m114: Guess: $301.65 Truth: $109.99 Error: $191.66 SLE: 1.01 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[93m115: Guess: $362.57 Truth: $570.42 Error: $207.85 SLE: 0.20 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[92m116: Guess: $317.22 Truth: $279.99 Error: $37.23 SLE: 0.02 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[91m117: Guess: $132.20 Truth: $30.99 Error: $101.21 SLE: 2.03 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[91m118: Guess: $131.03 Truth: $31.99 Error: $99.04 SLE: 1.92 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[91m119: Guess: $128.78 Truth: $15.90 Error: $112.88 SLE: 4.16 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[91m120: Guess: $143.68 Truth: $45.99 Error: $97.69 SLE: 1.26 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[91m121: Guess: $232.41 Truth: $113.52 Error: $118.89 SLE: 0.51 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[91m122: Guess: $284.96 Truth: $516.99 Error: $232.03 SLE: 0.35 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[92m123: Guess: $231.66 Truth: $196.99 Error: $34.67 SLE: 0.03 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[93m124: Guess: $111.38 Truth: $46.55 Error: $64.83 SLE: 0.74 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[92m125: Guess: $287.67 Truth: $356.99 Error: $69.32 SLE: 0.05 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[91m126: Guess: $181.71 Truth: $319.95 Error: $138.24 SLE: 0.32 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[93m127: Guess: $151.20 Truth: $96.06 Error: $55.14 SLE: 0.20 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[91m128: Guess: $300.91 Truth: $190.99 Error: $109.92 SLE: 0.20 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[93m129: Guess: $160.75 Truth: $257.95 Error: $97.20 SLE: 0.22 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[91m130: Guess: $187.83 Truth: $62.95 Error: $124.88 SLE: 1.17 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[92m131: Guess: $56.72 Truth: $47.66 Error: $9.06 SLE: 0.03 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[92m132: Guess: $203.50 Truth: $226.99 Error: $23.49 SLE: 0.01 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[92m133: Guess: $339.29 Truth: $359.95 Error: $20.66 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $262.64 Truth: $78.40 Error: $184.24 SLE: 1.44 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[92m135: Guess: $200.85 Truth: $172.77 Error: $28.08 SLE: 0.02 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[92m136: Guess: $321.33 Truth: $316.45 Error: $4.88 SLE: 0.00 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[91m137: Guess: $205.62 Truth: $87.99 Error: $117.63 SLE: 0.71 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[91m138: Guess: $361.55 Truth: $226.63 Error: $134.92 SLE: 0.22 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[91m139: Guess: $144.22 Truth: $31.49 Error: $112.73 SLE: 2.24 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[93m140: Guess: $243.43 Truth: $196.00 Error: $47.43 SLE: 0.05 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[93m141: Guess: $157.19 Truth: $78.40 Error: $78.79 SLE: 0.48 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[92m142: Guess: $128.54 Truth: $116.25 Error: $12.29 SLE: 0.01 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[92m143: Guess: $122.12 Truth: $112.78 Error: $9.34 SLE: 0.01 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[93m144: Guess: $90.01 Truth: $27.32 Error: $62.69 SLE: 1.36 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[92m145: Guess: $138.28 Truth: $145.91 Error: $7.63 SLE: 0.00 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[93m146: Guess: $225.44 Truth: $171.09 Error: $54.35 SLE: 0.08 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[93m147: Guess: $127.00 Truth: $167.95 Error: $40.95 SLE: 0.08 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[92m148: Guess: $49.82 Truth: $28.49 Error: $21.33 SLE: 0.30 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[91m149: Guess: $241.10 Truth: $122.23 Error: $118.87 SLE: 0.46 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[91m150: Guess: $120.52 Truth: $32.99 Error: $87.53 SLE: 1.62 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[93m151: Guess: $150.94 Truth: $71.20 Error: $79.74 SLE: 0.55 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[92m152: Guess: $89.28 Truth: $112.75 Error: $23.47 SLE: 0.05 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[92m153: Guess: $169.68 Truth: $142.43 Error: $27.25 SLE: 0.03 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[93m154: Guess: $257.27 Truth: $398.99 Error: $141.72 SLE: 0.19 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[92m155: Guess: $458.76 Truth: $449.00 Error: $9.76 SLE: 0.00 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[92m156: Guess: $203.04 Truth: $189.00 Error: $14.04 SLE: 0.01 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[92m157: Guess: $137.82 Truth: $120.91 Error: $16.91 SLE: 0.02 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[92m158: Guess: $195.36 Truth: $203.53 Error: $8.17 SLE: 0.00 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[92m159: Guess: $370.98 Truth: $349.99 Error: $20.99 SLE: 0.00 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[93m160: Guess: $88.12 Truth: $34.35 Error: $53.77 SLE: 0.86 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[93m161: Guess: $303.40 Truth: $384.99 Error: $81.59 SLE: 0.06 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $217.69 Truth: $211.00 Error: $6.69 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[91m163: Guess: $432.25 Truth: $129.00 Error: $303.25 SLE: 1.45 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[91m164: Guess: $240.66 Truth: $111.45 Error: $129.21 SLE: 0.59 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $247.91 Truth: $81.12 Error: $166.79 SLE: 1.23 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[92m166: Guess: $383.37 Truth: $457.08 Error: $73.71 SLE: 0.03 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[93m167: Guess: $127.11 Truth: $49.49 Error: $77.62 SLE: 0.87 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[92m168: Guess: $85.20 Truth: $80.56 Error: $4.64 SLE: 0.00 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[92m169: Guess: $298.66 Truth: $278.39 Error: $20.27 SLE: 0.00 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[93m170: Guess: $228.55 Truth: $364.50 Error: $135.95 SLE: 0.22 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[92m171: Guess: $329.68 Truth: $378.99 Error: $49.31 SLE: 0.02 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[92m172: Guess: $170.63 Truth: $165.28 Error: $5.35 SLE: 0.00 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[91m173: Guess: $243.21 Truth: $56.74 Error: $186.47 SLE: 2.08 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[91m174: Guess: $154.53 Truth: $307.95 Error: $153.42 SLE: 0.47 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[91m175: Guess: $193.62 Truth: $38.00 Error: $155.62 SLE: 2.58 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[91m176: Guess: $177.89 Truth: $53.00 Error: $124.89 SLE: 1.43 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[93m177: Guess: $357.14 Truth: $498.00 Error: $140.86 SLE: 0.11 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $196.20 Truth: $53.99 Error: $142.21 SLE: 1.63 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[92m179: Guess: $319.09 Truth: $350.00 Error: $30.91 SLE: 0.01 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[91m180: Guess: $103.60 Truth: $299.95 Error: $196.35 SLE: 1.12 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[91m181: Guess: $224.68 Truth: $94.93 Error: $129.75 SLE: 0.73 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[92m182: Guess: $385.67 Truth: $379.00 Error: $6.67 SLE: 0.00 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[92m183: Guess: $252.50 Truth: $299.95 Error: $47.45 SLE: 0.03 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[92m184: Guess: $32.99 Truth: $24.99 Error: $8.00 SLE: 0.07 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[91m185: Guess: $162.48 Truth: $41.04 Error: $121.44 SLE: 1.84 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[91m186: Guess: $140.11 Truth: $327.90 Error: $187.79 SLE: 0.72 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[91m187: Guess: $119.66 Truth: $10.99 Error: $108.67 SLE: 5.33 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[92m188: Guess: $25.42 Truth: $14.99 Error: $10.43 SLE: 0.25 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[91m189: Guess: $202.03 Truth: $84.95 Error: $117.08 SLE: 0.74 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[93m190: Guess: $187.05 Truth: $111.00 Error: $76.05 SLE: 0.27 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[93m191: Guess: $176.26 Truth: $123.73 Error: $52.53 SLE: 0.12 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $295.57 Truth: $557.38 Error: $261.81 SLE: 0.40 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $181.58 Truth: $95.55 Error: $86.03 SLE: 0.41 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[92m194: Guess: $149.96 Truth: $154.00 Error: $4.04 SLE: 0.00 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[91m195: Guess: $344.75 Truth: $198.99 Error: $145.76 SLE: 0.30 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[91m196: Guess: $163.98 Truth: $430.44 Error: $266.46 SLE: 0.92 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[93m197: Guess: $119.60 Truth: $45.67 Error: $73.93 SLE: 0.90 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[93m198: Guess: $336.69 Truth: $249.00 Error: $87.69 SLE: 0.09 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[91m199: Guess: $194.50 Truth: $42.99 Error: $151.51 SLE: 2.22 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[92m200: Guess: $168.81 Truth: $181.33 Error: $12.52 SLE: 0.01 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[93m201: Guess: $82.75 Truth: $6.03 Error: $76.72 SLE: 6.14 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[91m202: Guess: $149.79 Truth: $29.99 Error: $119.80 SLE: 2.50 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[93m203: Guess: $542.35 Truth: $899.00 Error: $356.65 SLE: 0.25 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[92m204: Guess: $355.25 Truth: $399.99 Error: $44.74 SLE: 0.01 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[91m205: Guess: $166.32 Truth: $4.66 Error: $161.66 SLE: 11.47 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[92m206: Guess: $209.25 Truth: $261.41 Error: $52.16 SLE: 0.05 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[91m207: Guess: $232.60 Truth: $136.97 Error: $95.63 SLE: 0.28 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[91m208: Guess: $189.30 Truth: $79.00 Error: $110.30 SLE: 0.75 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $263.41 Truth: $444.99 Error: $181.58 SLE: 0.27 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[93m210: Guess: $259.46 Truth: $411.94 Error: $152.48 SLE: 0.21 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[93m211: Guess: $215.03 Truth: $148.40 Error: $66.63 SLE: 0.14 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[91m212: Guess: $142.09 Truth: $244.99 Error: $102.90 SLE: 0.29 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $169.01 Truth: $86.50 Error: $82.51 SLE: 0.44 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[93m214: Guess: $204.90 Truth: $297.95 Error: $93.05 SLE: 0.14 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[91m215: Guess: $651.58 Truth: $399.99 Error: $251.59 SLE: 0.24 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $264.22 Truth: $599.00 Error: $334.78 SLE: 0.67 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[93m217: Guess: $154.49 Truth: $105.99 Error: $48.50 SLE: 0.14 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $289.30 Truth: $689.00 Error: $399.70 SLE: 0.75 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[93m219: Guess: $255.74 Truth: $404.99 Error: $149.25 SLE: 0.21 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[93m220: Guess: $267.92 Truth: $207.76 Error: $60.16 SLE: 0.06 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[92m221: Guess: $189.51 Truth: $171.82 Error: $17.69 SLE: 0.01 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[92m222: Guess: $290.36 Truth: $293.24 Error: $2.88 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[92m223: Guess: $329.12 Truth: $374.95 Error: $45.83 SLE: 0.02 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[92m224: Guess: $124.77 Truth: $111.99 Error: $12.78 SLE: 0.01 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[92m225: Guess: $31.76 Truth: $42.99 Error: $11.23 SLE: 0.09 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[92m226: Guess: $125.04 Truth: $116.71 Error: $8.33 SLE: 0.00 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[91m227: Guess: $236.88 Truth: $118.61 Error: $118.27 SLE: 0.47 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[93m228: Guess: $191.01 Truth: $147.12 Error: $43.89 SLE: 0.07 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[92m229: Guess: $146.68 Truth: $119.99 Error: $26.69 SLE: 0.04 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $176.72 Truth: $369.98 Error: $193.26 SLE: 0.54 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[93m231: Guess: $220.12 Truth: $315.55 Error: $95.43 SLE: 0.13 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[91m232: Guess: $351.75 Truth: $190.99 Error: $160.76 SLE: 0.37 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[92m233: Guess: $174.05 Truth: $155.00 Error: $19.05 SLE: 0.01 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[92m234: Guess: $342.61 Truth: $349.99 Error: $7.38 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[92m235: Guess: $248.99 Truth: $249.99 Error: $1.00 SLE: 0.00 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[91m236: Guess: $205.77 Truth: $42.99 Error: $162.78 SLE: 2.40 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[92m237: Guess: $32.55 Truth: $17.99 Error: $14.56 SLE: 0.32 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $250.91 Truth: $425.00 Error: $174.09 SLE: 0.28 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[92m239: Guess: $262.77 Truth: $249.99 Error: $12.78 SLE: 0.00 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[93m240: Guess: $83.63 Truth: $138.23 Error: $54.60 SLE: 0.25 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[93m241: Guess: $281.98 Truth: $414.99 Error: $133.01 SLE: 0.15 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[92m242: Guess: $203.94 Truth: $168.28 Error: $35.66 SLE: 0.04 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[92m243: Guess: $199.63 Truth: $199.99 Error: $0.36 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[91m244: Guess: $238.80 Truth: $126.70 Error: $112.10 SLE: 0.40 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[91m245: Guess: $150.16 Truth: $5.91 Error: $144.25 SLE: 9.52 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[92m246: Guess: $187.93 Truth: $193.06 Error: $5.13 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[93m247: Guess: $311.48 Truth: $249.99 Error: $61.49 SLE: 0.05 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[91m248: Guess: $182.61 Truth: $64.12 Error: $118.49 SLE: 1.07 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[91m249: Guess: $207.56 Truth: $114.99 Error: $92.57 SLE: 0.34 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $220.50 Truth: $926.00 Error: $705.50 SLE: 2.05 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "TestRunner(random_forest_predictor).run()" ] }, { "cell_type": "code", "execution_count": 48, "id": "f4ff4e3c-5abc-4647-a637-43e1ff05148f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
SVR(kernel='linear')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "SVR(kernel='linear')" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.svm import SVR\n", "np.random.seed(42)\n", "\n", "svr_regressor = SVR(kernel='linear')\n", "svr_regressor.fit(X[:100_000], prices[:100_000])" ] }, { "cell_type": "code", "execution_count": 68, "id": "3d026284-a6ba-44e8-85aa-dad86a094e85", "metadata": {}, "outputs": [], "source": [ "def svr_predictor(item):\n", " np.random.seed(42)\n", " doc = item.test_prompt()\n", " doc_vector = document_vector(doc)\n", " return max(float(svr_regressor.predict([doc_vector])[0]),0)" ] }, { "cell_type": "code", "execution_count": 69, "id": "d47bc121-9717-4d42-b1f1-e9f54dcf7fa6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[93m1: Guess: $230.55 Truth: $374.41 Error: $143.86 SLE: 0.23 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[93m2: Guess: $144.76 Truth: $225.11 Error: $80.35 SLE: 0.19 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[93m3: Guess: $107.78 Truth: $61.68 Error: $46.10 SLE: 0.30 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[91m4: Guess: $304.83 Truth: $599.99 Error: $295.16 SLE: 0.46 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[93m5: Guess: $90.54 Truth: $16.99 Error: $73.55 SLE: 2.65 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[92m6: Guess: $0.00 Truth: $31.99 Error: $31.99 SLE: 12.22 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[91m7: Guess: $253.08 Truth: $101.79 Error: $151.29 SLE: 0.82 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[91m8: Guess: $173.34 Truth: $289.00 Error: $115.66 SLE: 0.26 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[91m9: Guess: $286.09 Truth: $635.86 Error: $349.77 SLE: 0.63 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[93m10: Guess: $111.85 Truth: $65.99 Error: $45.86 SLE: 0.27 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[93m11: Guess: $355.18 Truth: $254.21 Error: $100.97 SLE: 0.11 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[93m12: Guess: $300.32 Truth: $412.99 Error: $112.67 SLE: 0.10 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[91m13: Guess: $122.39 Truth: $205.50 Error: $83.11 SLE: 0.27 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[93m14: Guess: $191.16 Truth: $248.23 Error: $57.07 SLE: 0.07 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[91m15: Guess: $187.69 Truth: $399.00 Error: $211.31 SLE: 0.56 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[93m16: Guess: $229.53 Truth: $373.94 Error: $144.41 SLE: 0.24 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[91m17: Guess: $217.84 Truth: $92.89 Error: $124.95 SLE: 0.72 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[93m18: Guess: $95.33 Truth: $51.99 Error: $43.34 SLE: 0.36 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[91m19: Guess: $266.10 Truth: $179.00 Error: $87.10 SLE: 0.16 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[93m20: Guess: $70.54 Truth: $19.42 Error: $51.12 SLE: 1.57 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[91m21: Guess: $244.60 Truth: $539.95 Error: $295.35 SLE: 0.62 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[92m22: Guess: $148.83 Truth: $147.67 Error: $1.16 SLE: 0.00 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[92m23: Guess: $58.54 Truth: $24.99 Error: $33.55 SLE: 0.69 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[91m24: Guess: $244.22 Truth: $149.00 Error: $95.22 SLE: 0.24 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", "\u001b[92m25: Guess: $0.00 Truth: $16.99 Error: $16.99 SLE: 8.35 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", "\u001b[91m26: Guess: $93.13 Truth: $7.99 Error: $85.14 SLE: 5.52 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", "\u001b[93m27: Guess: $130.04 Truth: $199.99 Error: $69.95 SLE: 0.18 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", "\u001b[93m28: Guess: $162.96 Truth: $251.45 Error: $88.49 SLE: 0.19 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", "\u001b[92m29: Guess: $198.65 Truth: $231.62 Error: $32.97 SLE: 0.02 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", "\u001b[92m30: Guess: $145.02 Truth: $135.00 Error: $10.02 SLE: 0.01 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", "\u001b[91m31: Guess: $199.44 Truth: $356.62 Error: $157.18 SLE: 0.34 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", "\u001b[92m32: Guess: $208.84 Truth: $257.99 Error: $49.15 SLE: 0.04 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", "\u001b[91m33: Guess: $151.49 Truth: $27.99 Error: $123.50 SLE: 2.76 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", "\u001b[92m34: Guess: $158.44 Truth: $171.20 Error: $12.76 SLE: 0.01 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", "\u001b[91m35: Guess: $129.59 Truth: $225.00 Error: $95.41 SLE: 0.30 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", "\u001b[93m36: Guess: $179.67 Truth: $105.00 Error: $74.67 SLE: 0.28 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", "\u001b[93m37: Guess: $187.29 Truth: $299.99 Error: $112.70 SLE: 0.22 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", "\u001b[92m38: Guess: $440.26 Truth: $535.09 Error: $94.83 SLE: 0.04 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", "\u001b[92m39: Guess: $33.98 Truth: $12.33 Error: $21.65 SLE: 0.93 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", "\u001b[93m40: Guess: $131.51 Truth: $84.99 Error: $46.52 SLE: 0.19 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", "\u001b[93m41: Guess: $60.72 Truth: $15.99 Error: $44.73 SLE: 1.66 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", "\u001b[93m42: Guess: $126.08 Truth: $62.44 Error: $63.64 SLE: 0.48 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", "\u001b[93m43: Guess: $156.20 Truth: $82.99 Error: $73.21 SLE: 0.39 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", "\u001b[91m44: Guess: $229.40 Truth: $599.95 Error: $370.55 SLE: 0.92 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", "\u001b[93m45: Guess: $240.03 Truth: $194.99 Error: $45.04 SLE: 0.04 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", "\u001b[93m46: Guess: $236.87 Truth: $344.95 Error: $108.08 SLE: 0.14 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", "\u001b[92m47: Guess: $44.20 Truth: $37.99 Error: $6.21 SLE: 0.02 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", "\u001b[92m48: Guess: $214.00 Truth: $224.35 Error: $10.35 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", "\u001b[91m49: Guess: $285.93 Truth: $814.00 Error: $528.07 SLE: 1.09 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", "\u001b[92m50: Guess: $451.06 Truth: $439.88 Error: $11.18 SLE: 0.00 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", "\u001b[93m51: Guess: $250.72 Truth: $341.43 Error: $90.71 SLE: 0.09 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", "\u001b[91m52: Guess: $164.33 Truth: $46.78 Error: $117.55 SLE: 1.54 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", "\u001b[93m53: Guess: $99.99 Truth: $171.44 Error: $71.45 SLE: 0.29 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", "\u001b[91m54: Guess: $194.10 Truth: $458.00 Error: $263.90 SLE: 0.73 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", "\u001b[91m55: Guess: $210.78 Truth: $130.75 Error: $80.03 SLE: 0.23 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", "\u001b[92m56: Guess: $114.80 Truth: $83.81 Error: $30.99 SLE: 0.10 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", "\u001b[91m57: Guess: $166.89 Truth: $386.39 Error: $219.50 SLE: 0.70 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", "\u001b[92m58: Guess: $177.09 Truth: $169.00 Error: $8.09 SLE: 0.00 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", "\u001b[93m59: Guess: $90.74 Truth: $17.95 Error: $72.79 SLE: 2.49 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", "\u001b[91m60: Guess: $131.09 Truth: $269.00 Error: $137.91 SLE: 0.51 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", "\u001b[92m61: Guess: $108.59 Truth: $77.77 Error: $30.82 SLE: 0.11 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", "\u001b[91m62: Guess: $196.06 Truth: $88.99 Error: $107.07 SLE: 0.61 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", "\u001b[92m63: Guess: $304.58 Truth: $364.41 Error: $59.83 SLE: 0.03 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", "\u001b[92m64: Guess: $146.66 Truth: $127.03 Error: $19.63 SLE: 0.02 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", "\u001b[91m65: Guess: $247.16 Truth: $778.95 Error: $531.79 SLE: 1.31 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", "\u001b[91m66: Guess: $495.57 Truth: $206.66 Error: $288.91 SLE: 0.76 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", "\u001b[91m67: Guess: $137.44 Truth: $35.94 Error: $101.50 SLE: 1.75 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", "\u001b[92m68: Guess: $177.59 Truth: $149.00 Error: $28.59 SLE: 0.03 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", "\u001b[92m69: Guess: $226.59 Truth: $251.98 Error: $25.39 SLE: 0.01 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", "\u001b[92m70: Guess: $178.78 Truth: $160.00 Error: $18.78 SLE: 0.01 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", "\u001b[91m71: Guess: $168.95 Truth: $39.99 Error: $128.96 SLE: 2.02 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", "\u001b[91m72: Guess: $210.43 Truth: $362.41 Error: $151.98 SLE: 0.29 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", "\u001b[91m73: Guess: $138.98 Truth: $344.00 Error: $205.02 SLE: 0.81 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", "\u001b[91m74: Guess: $120.54 Truth: $25.09 Error: $95.45 SLE: 2.37 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", "\u001b[91m75: Guess: $90.34 Truth: $175.95 Error: $85.61 SLE: 0.44 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[93m76: Guess: $212.11 Truth: $132.64 Error: $79.47 SLE: 0.22 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[93m77: Guess: $263.37 Truth: $422.99 Error: $159.62 SLE: 0.22 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[91m78: Guess: $233.33 Truth: $146.48 Error: $86.85 SLE: 0.21 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[92m79: Guess: $136.97 Truth: $156.83 Error: $19.86 SLE: 0.02 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[93m80: Guess: $178.08 Truth: $251.99 Error: $73.91 SLE: 0.12 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $189.15 Truth: $940.33 Error: $751.18 SLE: 2.56 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[91m82: Guess: $158.02 Truth: $52.99 Error: $105.03 SLE: 1.17 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[91m83: Guess: $82.44 Truth: $219.95 Error: $137.51 SLE: 0.95 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[93m84: Guess: $273.80 Truth: $441.03 Error: $167.23 SLE: 0.23 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[93m85: Guess: $237.31 Truth: $168.98 Error: $68.33 SLE: 0.11 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[93m86: Guess: $67.74 Truth: $2.49 Error: $65.25 SLE: 8.88 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[91m87: Guess: $221.27 Truth: $98.62 Error: $122.65 SLE: 0.64 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[91m88: Guess: $127.32 Truth: $256.95 Error: $129.63 SLE: 0.49 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[91m89: Guess: $113.11 Truth: $30.99 Error: $82.12 SLE: 1.62 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[93m90: Guess: $380.75 Truth: $569.84 Error: $189.09 SLE: 0.16 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[93m91: Guess: $116.06 Truth: $177.99 Error: $61.93 SLE: 0.18 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $288.69 Truth: $997.99 Error: $709.30 SLE: 1.53 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[92m93: Guess: $216.95 Truth: $219.00 Error: $2.05 SLE: 0.00 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[92m94: Guess: $212.12 Truth: $225.55 Error: $13.43 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[91m95: Guess: $292.84 Truth: $495.95 Error: $203.11 SLE: 0.28 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[91m96: Guess: $217.47 Truth: $942.37 Error: $724.90 SLE: 2.14 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[91m97: Guess: $102.48 Truth: $1.94 Error: $100.54 SLE: 12.68 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[91m98: Guess: $119.60 Truth: $284.34 Error: $164.74 SLE: 0.74 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[92m99: Guess: $174.42 Truth: $171.90 Error: $2.52 SLE: 0.00 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[93m100: Guess: $98.67 Truth: $144.99 Error: $46.32 SLE: 0.15 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[91m101: Guess: $236.30 Truth: $470.47 Error: $234.17 SLE: 0.47 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[91m102: Guess: $148.56 Truth: $66.95 Error: $81.61 SLE: 0.62 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[93m103: Guess: $44.71 Truth: $117.00 Error: $72.29 SLE: 0.90 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[91m104: Guess: $293.34 Truth: $172.14 Error: $121.20 SLE: 0.28 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[93m105: Guess: $236.36 Truth: $392.74 Error: $156.38 SLE: 0.26 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[92m106: Guess: $20.54 Truth: $16.99 Error: $3.55 SLE: 0.03 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[92m107: Guess: $26.46 Truth: $1.34 Error: $25.12 SLE: 6.06 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[93m108: Guess: $244.59 Truth: $349.98 Error: $105.39 SLE: 0.13 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[93m109: Guess: $244.65 Truth: $370.71 Error: $126.06 SLE: 0.17 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[93m110: Guess: $120.21 Truth: $65.88 Error: $54.33 SLE: 0.35 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[93m111: Guess: $150.18 Truth: $229.99 Error: $79.81 SLE: 0.18 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[93m112: Guess: $75.66 Truth: $9.14 Error: $66.52 SLE: 4.09 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[91m113: Guess: $318.33 Truth: $199.00 Error: $119.33 SLE: 0.22 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[91m114: Guess: $223.06 Truth: $109.99 Error: $113.07 SLE: 0.49 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[91m115: Guess: $291.74 Truth: $570.42 Error: $278.68 SLE: 0.45 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[93m116: Guess: $172.00 Truth: $279.99 Error: $107.99 SLE: 0.24 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[93m117: Guess: $73.41 Truth: $30.99 Error: $42.42 SLE: 0.71 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[91m118: Guess: $166.31 Truth: $31.99 Error: $134.32 SLE: 2.64 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[93m119: Guess: $64.92 Truth: $15.90 Error: $49.02 SLE: 1.85 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[93m120: Guess: $92.04 Truth: $45.99 Error: $46.05 SLE: 0.47 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[93m121: Guess: $174.80 Truth: $113.52 Error: $61.28 SLE: 0.18 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[91m122: Guess: $260.79 Truth: $516.99 Error: $256.20 SLE: 0.47 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[92m123: Guess: $210.56 Truth: $196.99 Error: $13.57 SLE: 0.00 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[92m124: Guess: $29.71 Truth: $46.55 Error: $16.84 SLE: 0.19 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[93m125: Guess: $223.74 Truth: $356.99 Error: $133.25 SLE: 0.22 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[91m126: Guess: $106.96 Truth: $319.95 Error: $212.99 SLE: 1.19 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[93m127: Guess: $168.83 Truth: $96.06 Error: $72.77 SLE: 0.31 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[93m128: Guess: $235.95 Truth: $190.99 Error: $44.96 SLE: 0.04 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[91m129: Guess: $150.03 Truth: $257.95 Error: $107.92 SLE: 0.29 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[93m130: Guess: $137.25 Truth: $62.95 Error: $74.30 SLE: 0.59 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[92m131: Guess: $38.84 Truth: $47.66 Error: $8.82 SLE: 0.04 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[92m132: Guess: $199.68 Truth: $226.99 Error: $27.31 SLE: 0.02 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[92m133: Guess: $291.93 Truth: $359.95 Error: $68.02 SLE: 0.04 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $203.70 Truth: $78.40 Error: $125.30 SLE: 0.90 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[91m135: Guess: $318.63 Truth: $172.77 Error: $145.86 SLE: 0.37 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[93m136: Guess: $240.28 Truth: $316.45 Error: $76.17 SLE: 0.08 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[92m137: Guess: $127.30 Truth: $87.99 Error: $39.31 SLE: 0.13 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[93m138: Guess: $294.51 Truth: $226.63 Error: $67.88 SLE: 0.07 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[91m139: Guess: $131.25 Truth: $31.49 Error: $99.76 SLE: 1.97 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[93m140: Guess: $145.35 Truth: $196.00 Error: $50.65 SLE: 0.09 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[93m141: Guess: $148.98 Truth: $78.40 Error: $70.58 SLE: 0.40 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[93m142: Guess: $187.22 Truth: $116.25 Error: $70.97 SLE: 0.22 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[91m143: Guess: $280.69 Truth: $112.78 Error: $167.91 SLE: 0.82 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[91m144: Guess: $145.36 Truth: $27.32 Error: $118.04 SLE: 2.70 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[92m145: Guess: $161.82 Truth: $145.91 Error: $15.91 SLE: 0.01 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[92m146: Guess: $179.98 Truth: $171.09 Error: $8.89 SLE: 0.00 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[92m147: Guess: $180.97 Truth: $167.95 Error: $13.02 SLE: 0.01 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[93m148: Guess: $72.96 Truth: $28.49 Error: $44.47 SLE: 0.85 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[91m149: Guess: $203.92 Truth: $122.23 Error: $81.69 SLE: 0.26 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[93m150: Guess: $75.20 Truth: $32.99 Error: $42.21 SLE: 0.65 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[91m151: Guess: $210.19 Truth: $71.20 Error: $138.99 SLE: 1.15 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[93m152: Guess: $51.55 Truth: $112.75 Error: $61.20 SLE: 0.60 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[92m153: Guess: $117.93 Truth: $142.43 Error: $24.50 SLE: 0.04 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[91m154: Guess: $179.65 Truth: $398.99 Error: $219.34 SLE: 0.63 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[93m155: Guess: $269.58 Truth: $449.00 Error: $179.42 SLE: 0.26 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[93m156: Guess: $244.78 Truth: $189.00 Error: $55.78 SLE: 0.07 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[93m157: Guess: $180.47 Truth: $120.91 Error: $59.56 SLE: 0.16 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[93m158: Guess: $252.35 Truth: $203.53 Error: $48.82 SLE: 0.05 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[93m159: Guess: $230.47 Truth: $349.99 Error: $119.52 SLE: 0.17 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[92m160: Guess: $25.07 Truth: $34.35 Error: $9.28 SLE: 0.09 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[91m161: Guess: $141.82 Truth: $384.99 Error: $243.17 SLE: 0.99 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $207.65 Truth: $211.00 Error: $3.35 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[91m163: Guess: $410.93 Truth: $129.00 Error: $281.93 SLE: 1.33 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[92m164: Guess: $109.27 Truth: $111.45 Error: $2.18 SLE: 0.00 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $163.39 Truth: $81.12 Error: $82.27 SLE: 0.48 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[91m166: Guess: $220.56 Truth: $457.08 Error: $236.52 SLE: 0.53 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $141.66 Truth: $49.49 Error: $92.17 SLE: 1.08 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[92m168: Guess: $89.62 Truth: $80.56 Error: $9.06 SLE: 0.01 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[93m169: Guess: $211.23 Truth: $278.39 Error: $67.16 SLE: 0.08 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[91m170: Guess: $208.25 Truth: $364.50 Error: $156.25 SLE: 0.31 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[92m171: Guess: $402.22 Truth: $378.99 Error: $23.23 SLE: 0.00 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[92m172: Guess: $198.12 Truth: $165.28 Error: $32.84 SLE: 0.03 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[91m173: Guess: $190.44 Truth: $56.74 Error: $133.70 SLE: 1.44 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[91m174: Guess: $145.41 Truth: $307.95 Error: $162.54 SLE: 0.56 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[93m175: Guess: $100.50 Truth: $38.00 Error: $62.50 SLE: 0.91 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[91m176: Guess: $148.80 Truth: $53.00 Error: $95.80 SLE: 1.04 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[91m177: Guess: $245.89 Truth: $498.00 Error: $252.11 SLE: 0.50 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $155.77 Truth: $53.99 Error: $101.78 SLE: 1.10 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[93m179: Guess: $227.83 Truth: $350.00 Error: $122.17 SLE: 0.18 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[91m180: Guess: $169.18 Truth: $299.95 Error: $130.77 SLE: 0.32 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[91m181: Guess: $210.86 Truth: $94.93 Error: $115.93 SLE: 0.63 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[93m182: Guess: $257.07 Truth: $379.00 Error: $121.93 SLE: 0.15 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[93m183: Guess: $215.27 Truth: $299.95 Error: $84.68 SLE: 0.11 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[92m184: Guess: $22.69 Truth: $24.99 Error: $2.30 SLE: 0.01 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[91m185: Guess: $167.44 Truth: $41.04 Error: $126.40 SLE: 1.93 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[91m186: Guess: $117.79 Truth: $327.90 Error: $210.11 SLE: 1.04 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[92m187: Guess: $36.98 Truth: $10.99 Error: $25.99 SLE: 1.33 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[92m188: Guess: $20.91 Truth: $14.99 Error: $5.92 SLE: 0.10 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[93m189: Guess: $152.29 Truth: $84.95 Error: $67.34 SLE: 0.33 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[91m190: Guess: $197.58 Truth: $111.00 Error: $86.58 SLE: 0.33 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[92m191: Guess: $161.01 Truth: $123.73 Error: $37.28 SLE: 0.07 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $131.17 Truth: $557.38 Error: $426.21 SLE: 2.08 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[93m193: Guess: $160.31 Truth: $95.55 Error: $64.76 SLE: 0.26 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[92m194: Guess: $181.92 Truth: $154.00 Error: $27.92 SLE: 0.03 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[92m195: Guess: $223.49 Truth: $198.99 Error: $24.50 SLE: 0.01 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[91m196: Guess: $182.70 Truth: $430.44 Error: $247.74 SLE: 0.73 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[92m197: Guess: $39.74 Truth: $45.67 Error: $5.93 SLE: 0.02 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[92m198: Guess: $206.66 Truth: $249.00 Error: $42.34 SLE: 0.03 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[91m199: Guess: $144.19 Truth: $42.99 Error: $101.20 SLE: 1.43 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[93m200: Guess: $130.13 Truth: $181.33 Error: $51.20 SLE: 0.11 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[92m201: Guess: $19.68 Truth: $6.03 Error: $13.65 SLE: 1.16 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[93m202: Guess: $90.18 Truth: $29.99 Error: $60.19 SLE: 1.16 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $445.61 Truth: $899.00 Error: $453.39 SLE: 0.49 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[91m204: Guess: $192.05 Truth: $399.99 Error: $207.94 SLE: 0.53 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[91m205: Guess: $101.18 Truth: $4.66 Error: $96.52 SLE: 8.37 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[92m206: Guess: $212.47 Truth: $261.41 Error: $48.94 SLE: 0.04 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[91m207: Guess: $224.53 Truth: $136.97 Error: $87.56 SLE: 0.24 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[91m208: Guess: $159.70 Truth: $79.00 Error: $80.70 SLE: 0.49 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $202.72 Truth: $444.99 Error: $242.27 SLE: 0.61 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[91m210: Guess: $239.13 Truth: $411.94 Error: $172.81 SLE: 0.29 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[92m211: Guess: $158.65 Truth: $148.40 Error: $10.25 SLE: 0.00 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[91m212: Guess: $48.87 Truth: $244.99 Error: $196.12 SLE: 2.55 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[93m213: Guess: $149.09 Truth: $86.50 Error: $62.59 SLE: 0.29 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[93m214: Guess: $390.88 Truth: $297.95 Error: $92.93 SLE: 0.07 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[93m215: Guess: $496.13 Truth: $399.99 Error: $96.14 SLE: 0.05 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $207.46 Truth: $599.00 Error: $391.54 SLE: 1.12 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[92m217: Guess: $141.74 Truth: $105.99 Error: $35.75 SLE: 0.08 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $224.31 Truth: $689.00 Error: $464.69 SLE: 1.25 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[91m219: Guess: $210.83 Truth: $404.99 Error: $194.16 SLE: 0.42 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[92m220: Guess: $185.72 Truth: $207.76 Error: $22.04 SLE: 0.01 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[91m221: Guess: $273.68 Truth: $171.82 Error: $101.86 SLE: 0.21 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[93m222: Guess: $216.48 Truth: $293.24 Error: $76.76 SLE: 0.09 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[93m223: Guess: $263.35 Truth: $374.95 Error: $111.60 SLE: 0.12 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[92m224: Guess: $100.92 Truth: $111.99 Error: $11.07 SLE: 0.01 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[93m225: Guess: $0.00 Truth: $42.99 Error: $42.99 SLE: 14.32 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[91m226: Guess: $271.69 Truth: $116.71 Error: $154.98 SLE: 0.71 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[93m227: Guess: $193.24 Truth: $118.61 Error: $74.63 SLE: 0.24 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[93m228: Guess: $203.25 Truth: $147.12 Error: $56.13 SLE: 0.10 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[92m229: Guess: $136.12 Truth: $119.99 Error: $16.13 SLE: 0.02 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $123.64 Truth: $369.98 Error: $246.34 SLE: 1.19 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[93m231: Guess: $206.48 Truth: $315.55 Error: $109.07 SLE: 0.18 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[93m232: Guess: $266.10 Truth: $190.99 Error: $75.11 SLE: 0.11 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[93m233: Guess: $94.73 Truth: $155.00 Error: $60.27 SLE: 0.24 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[92m234: Guess: $284.51 Truth: $349.99 Error: $65.48 SLE: 0.04 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[93m235: Guess: $165.47 Truth: $249.99 Error: $84.52 SLE: 0.17 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[91m236: Guess: $145.25 Truth: $42.99 Error: $102.26 SLE: 1.44 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[93m237: Guess: $71.76 Truth: $17.99 Error: $53.77 SLE: 1.80 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $214.33 Truth: $425.00 Error: $210.67 SLE: 0.47 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[92m239: Guess: $271.99 Truth: $249.99 Error: $22.00 SLE: 0.01 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[91m240: Guess: $51.11 Truth: $138.23 Error: $87.12 SLE: 0.97 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[91m241: Guess: $230.31 Truth: $414.99 Error: $184.68 SLE: 0.34 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[92m242: Guess: $154.43 Truth: $168.28 Error: $13.85 SLE: 0.01 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[92m243: Guess: $161.88 Truth: $199.99 Error: $38.11 SLE: 0.04 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[91m244: Guess: $221.10 Truth: $126.70 Error: $94.40 SLE: 0.31 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[93m245: Guess: $71.17 Truth: $5.91 Error: $65.26 SLE: 5.50 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[92m246: Guess: $154.26 Truth: $193.06 Error: $38.80 SLE: 0.05 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[92m247: Guess: $259.54 Truth: $249.99 Error: $9.55 SLE: 0.00 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[91m248: Guess: $179.64 Truth: $64.12 Error: $115.52 SLE: 1.04 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[91m249: Guess: $270.80 Truth: $114.99 Error: $155.81 SLE: 0.73 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $120.80 Truth: $926.00 Error: $805.20 SLE: 4.12 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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", 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