pricer-agent/ensemble_pricer.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cce75df6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "import math\n",
    "import json\n",
    "from tqdm import tqdm\n",
    "import random\n",
    "from dotenv import load_dotenv\n",
    "from huggingface_hub import login\n",
    "import numpy as np\n",
    "import pickle\n",
    "from sentence_transformers import SentenceTransformer\n",
    "from datasets import load_dataset\n",
    "import chromadb\n",
    "from items import Item\n",
    "from testing import Tester\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "import joblib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2d0b00cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "QUESTION = \"How much does this cost to the nearest dollar?\\n\\n\"\n",
    "DB = \"products_vectorstore\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "be64ac21",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('test.pkl', 'rb') as file:\n",
    "    test = pickle.load(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cbacb26b",
   "metadata": {},
   "outputs": [],
   "source": [
    "client = chromadb.PersistentClient(path=DB)\n",
    "collection = client.get_or_create_collection('products')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2684a0a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n",
    "vectors = np.array(result['embeddings'])\n",
    "documents = result['documents']\n",
    "prices = [metadata['price'] for metadata in result['metadatas']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3195971e",
   "metadata": {},
   "outputs": [],
   "source": [
    "load_dotenv(override=True)\n",
    "api_key = os.getenv(\"GROQ_API_KEY\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5f2485c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from groq import Groq\n",
    "\n",
    "groq_client = Groq(api_key=api_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20832819",
   "metadata": {},
   "outputs": [],
   "source": [
    "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=-1)\n",
    "rf_model.fit(vectors, prices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ddc4ec0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['random_forest_model.pkl']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joblib.dump(rf_model, 'random_forest_model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d3d1c96a",
   "metadata": {},
   "outputs": [],
   "source": [
    "rf_model = joblib.load('random_forest_model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5dbb3fc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from agents.specialist_agent import SpecialistAgent\n",
    "from agents.frontier_agent import FrontierAgent\n",
    "from agents.random_forest_agent import RandomForestAgent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ecc665f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "specialist = SpecialistAgent()\n",
    "frontier = FrontierAgent(collection)\n",
    "random_forest = RandomForestAgent()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7ba9717e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def description(item):\n",
    "    return item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dc060950",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rf(item):\n",
    "    return random_forest.price(description(item))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2e749bb2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "\u001b[92m2: Guess: $197.98 Truth: $225.11 Error: $27.13 SLE: 0.02 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n",
      "\u001b[91m3: Guess: $230.41 Truth: $61.68 Error: $168.73 SLE: 1.71 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n",
      "\u001b[91m4: Guess: $318.29 Truth: $599.99 Error: $281.70 SLE: 0.40 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n",
      "\u001b[91m5: Guess: $236.19 Truth: $16.99 Error: $219.20 SLE: 6.65 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n",
      "\u001b[93m6: Guess: $84.14 Truth: $31.99 Error: $52.15 SLE: 0.90 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n",
      "\u001b[91m7: Guess: $242.63 Truth: $101.79 Error: $140.84 SLE: 0.74 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n",
      "\u001b[93m8: Guess: $218.71 Truth: $289.00 Error: $70.29 SLE: 0.08 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n",
      "\u001b[91m9: Guess: $323.79 Truth: $635.86 Error: $312.07 SLE: 0.45 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n",
      "\u001b[91m10: Guess: $176.44 Truth: $65.99 Error: $110.45 SLE: 0.95 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n",
      "\u001b[92m11: Guess: $283.91 Truth: $254.21 Error: $29.70 SLE: 0.01 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n",
      "\u001b[93m12: Guess: $269.77 Truth: $412.99 Error: $143.22 SLE: 0.18 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n",
      "\u001b[93m13: Guess: $161.96 Truth: $205.50 Error: $43.54 SLE: 0.06 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n",
      "\u001b[92m14: Guess: $247.10 Truth: $248.23 Error: $1.13 SLE: 0.00 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n",
      "\u001b[93m15: Guess: $254.82 Truth: $399.00 Error: $144.18 SLE: 0.20 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n",
      "\u001b[92m16: Guess: $325.34 Truth: $373.94 Error: $48.60 SLE: 0.02 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n",
      "\u001b[91m17: Guess: $228.09 Truth: $92.89 Error: $135.20 SLE: 0.80 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n",
      "\u001b[91m18: Guess: $154.52 Truth: $51.99 Error: $102.53 SLE: 1.16 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n",
      "\u001b[91m19: Guess: $376.94 Truth: $179.00 Error: $197.94 SLE: 0.55 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n",
      "\u001b[92m20: Guess: $49.91 Truth: $19.42 Error: $30.49 SLE: 0.83 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n",
      "\u001b[91m21: Guess: $290.44 Truth: $539.95 Error: $249.51 SLE: 0.38 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n",
      "\u001b[93m22: Guess: $224.38 Truth: $147.67 Error: $76.71 SLE: 0.17 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n",
      "\u001b[91m23: Guess: $160.83 Truth: $24.99 Error: $135.84 SLE: 3.34 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n",
      "\u001b[91m24: Guess: $262.62 Truth: $149.00 Error: $113.62 SLE: 0.32 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n",
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      "\u001b[93m28: Guess: $199.76 Truth: $251.45 Error: $51.69 SLE: 0.05 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n",
      "\u001b[92m29: Guess: $215.73 Truth: $231.62 Error: $15.89 SLE: 0.01 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n",
      "\u001b[91m30: Guess: $229.53 Truth: $135.00 Error: $94.53 SLE: 0.28 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n",
      "\u001b[93m31: Guess: $227.15 Truth: $356.62 Error: $129.47 SLE: 0.20 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n",
      "\u001b[92m32: Guess: $223.29 Truth: $257.99 Error: $34.70 SLE: 0.02 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n",
      "\u001b[91m33: Guess: $253.50 Truth: $27.99 Error: $225.51 SLE: 4.72 Item: Alnicov 63.5MM Brass Tremolo Block，Tremo...\u001b[0m\n",
      "\u001b[93m34: Guess: $220.65 Truth: $171.20 Error: $49.45 SLE: 0.06 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n",
      "\u001b[92m35: Guess: $241.33 Truth: $225.00 Error: $16.33 SLE: 0.00 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n",
      "\u001b[93m36: Guess: $184.64 Truth: $105.00 Error: $79.64 SLE: 0.31 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n",
      "\u001b[92m37: Guess: $256.76 Truth: $299.99 Error: $43.23 SLE: 0.02 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n",
      "\u001b[92m38: Guess: $533.73 Truth: $535.09 Error: $1.36 SLE: 0.00 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n",
      "\u001b[91m39: Guess: $143.02 Truth: $12.33 Error: $130.69 SLE: 5.66 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n",
      "\u001b[91m40: Guess: $195.63 Truth: $84.99 Error: $110.64 SLE: 0.68 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n",
      "\u001b[91m41: Guess: $126.98 Truth: $15.99 Error: $110.99 SLE: 4.08 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n",
      "\u001b[91m42: Guess: $161.19 Truth: $62.44 Error: $98.75 SLE: 0.88 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n",
      "\u001b[92m43: Guess: $114.33 Truth: $82.99 Error: $31.34 SLE: 0.10 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n",
      "\u001b[91m44: Guess: $309.51 Truth: $599.95 Error: $290.44 SLE: 0.44 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n",
      "\u001b[93m45: Guess: $265.59 Truth: $194.99 Error: $70.60 SLE: 0.09 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n",
      "\u001b[92m46: Guess: $297.26 Truth: $344.95 Error: $47.69 SLE: 0.02 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n",
      "\u001b[92m47: Guess: $31.66 Truth: $37.99 Error: $6.33 SLE: 0.03 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n",
      "\u001b[92m48: Guess: $239.31 Truth: $224.35 Error: $14.96 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n",
      "\u001b[92m49: Guess: $718.12 Truth: $814.00 Error: $95.88 SLE: 0.02 Item: Street Series Stainless Performance Cat-...\u001b[0m\n",
      "\u001b[92m50: Guess: $462.33 Truth: $439.88 Error: $22.45 SLE: 0.00 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n",
      "\u001b[92m51: Guess: $279.62 Truth: $341.43 Error: $61.81 SLE: 0.04 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n",
      "\u001b[91m52: Guess: $283.82 Truth: $46.78 Error: $237.04 SLE: 3.19 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n",
      "\u001b[92m53: Guess: $162.70 Truth: $171.44 Error: $8.74 SLE: 0.00 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n",
      "\u001b[93m54: Guess: $276.43 Truth: $458.00 Error: $181.57 SLE: 0.25 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n",
      "\u001b[91m55: Guess: $250.19 Truth: $130.75 Error: $119.44 SLE: 0.42 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n",
      "\u001b[91m56: Guess: $180.39 Truth: $83.81 Error: $96.58 SLE: 0.58 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n",
      "\u001b[93m57: Guess: $235.86 Truth: $386.39 Error: $150.53 SLE: 0.24 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n",
      "\u001b[92m58: Guess: $165.90 Truth: $169.00 Error: $3.10 SLE: 0.00 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n",
      "\u001b[91m59: Guess: $195.80 Truth: $17.95 Error: $177.85 SLE: 5.48 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n",
      "\u001b[92m60: Guess: $238.23 Truth: $269.00 Error: $30.77 SLE: 0.01 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n",
      "\u001b[91m61: Guess: $217.07 Truth: $77.77 Error: $139.30 SLE: 1.04 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n",
      "\u001b[91m62: Guess: $221.01 Truth: $88.99 Error: $132.02 SLE: 0.82 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n",
      "\u001b[93m63: Guess: $275.61 Truth: $364.41 Error: $88.80 SLE: 0.08 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n",
      "\u001b[93m64: Guess: $189.75 Truth: $127.03 Error: $62.72 SLE: 0.16 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n",
      "\u001b[93m65: Guess: $586.73 Truth: $778.95 Error: $192.22 SLE: 0.08 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n",
      "\u001b[91m66: Guess: $455.86 Truth: $206.66 Error: $249.20 SLE: 0.62 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n",
      "\u001b[91m67: Guess: $167.55 Truth: $35.94 Error: $131.61 SLE: 2.30 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n",
      "\u001b[91m68: Guess: $236.05 Truth: $149.00 Error: $87.05 SLE: 0.21 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n",
      "\u001b[92m69: Guess: $212.28 Truth: $251.98 Error: $39.70 SLE: 0.03 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n",
      "\u001b[93m70: Guess: $235.94 Truth: $160.00 Error: $75.94 SLE: 0.15 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n",
      "\u001b[91m71: Guess: $133.71 Truth: $39.99 Error: $93.72 SLE: 1.42 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n",
      "\u001b[93m72: Guess: $259.56 Truth: $362.41 Error: $102.85 SLE: 0.11 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n",
      "\u001b[93m73: Guess: $219.24 Truth: $344.00 Error: $124.76 SLE: 0.20 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n",
      "\u001b[91m74: Guess: $199.69 Truth: $25.09 Error: $174.60 SLE: 4.16 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n",
      "\u001b[93m75: Guess: $226.98 Truth: $175.95 Error: $51.03 SLE: 0.06 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n",
      "\u001b[91m76: Guess: $221.34 Truth: $132.64 Error: $88.70 SLE: 0.26 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n",
      "\u001b[93m77: Guess: $262.63 Truth: $422.99 Error: $160.36 SLE: 0.23 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n",
      "\u001b[92m78: Guess: $157.85 Truth: $146.48 Error: $11.37 SLE: 0.01 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n",
      "\u001b[92m79: Guess: $194.82 Truth: $156.83 Error: $37.99 SLE: 0.05 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n",
      "\u001b[93m80: Guess: $344.37 Truth: $251.99 Error: $92.38 SLE: 0.10 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n",
      "\u001b[91m81: Guess: $238.78 Truth: $940.33 Error: $701.55 SLE: 1.87 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n",
      "\u001b[91m82: Guess: $239.06 Truth: $52.99 Error: $186.07 SLE: 2.23 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n",
      "\u001b[92m83: Guess: $250.31 Truth: $219.95 Error: $30.36 SLE: 0.02 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n",
      "\u001b[91m84: Guess: $245.52 Truth: $441.03 Error: $195.51 SLE: 0.34 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n",
      "\u001b[91m85: Guess: $271.89 Truth: $168.98 Error: $102.91 SLE: 0.22 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n",
      "\u001b[92m86: Guess: $38.95 Truth: $2.49 Error: $36.46 SLE: 5.94 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n",
      "\u001b[91m87: Guess: $189.71 Truth: $98.62 Error: $91.09 SLE: 0.42 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n",
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      "\u001b[91m89: Guess: $217.89 Truth: $30.99 Error: $186.90 SLE: 3.70 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n",
      "\u001b[93m90: Guess: $343.26 Truth: $569.84 Error: $226.58 SLE: 0.26 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n",
      "\u001b[92m91: Guess: $206.44 Truth: $177.99 Error: $28.45 SLE: 0.02 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n",
      "\u001b[91m92: Guess: $478.82 Truth: $997.99 Error: $519.17 SLE: 0.54 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n",
      "\u001b[92m93: Guess: $229.03 Truth: $219.00 Error: $10.03 SLE: 0.00 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n",
      "\u001b[92m94: Guess: $270.54 Truth: $225.55 Error: $44.99 SLE: 0.03 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n",
      "\u001b[93m95: Guess: $318.21 Truth: $495.95 Error: $177.74 SLE: 0.20 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n",
      "\u001b[93m96: Guess: $725.20 Truth: $942.37 Error: $217.17 SLE: 0.07 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n",
      "\u001b[91m97: Guess: $165.83 Truth: $1.94 Error: $163.89 SLE: 16.31 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n",
      "\u001b[92m98: Guess: $236.10 Truth: $284.34 Error: $48.24 SLE: 0.03 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n",
      "\u001b[92m99: Guess: $186.21 Truth: $171.90 Error: $14.31 SLE: 0.01 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n",
      "\u001b[91m100: Guess: $245.17 Truth: $144.99 Error: $100.18 SLE: 0.27 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n",
      "\u001b[91m101: Guess: $279.87 Truth: $470.47 Error: $190.60 SLE: 0.27 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n",
      "\u001b[91m102: Guess: $220.37 Truth: $66.95 Error: $153.42 SLE: 1.39 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n",
      "\u001b[91m103: Guess: $223.95 Truth: $117.00 Error: $106.95 SLE: 0.42 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n",
      "\u001b[91m104: Guess: $260.14 Truth: $172.14 Error: $88.00 SLE: 0.17 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n",
      "\u001b[93m105: Guess: $298.35 Truth: $392.74 Error: $94.39 SLE: 0.08 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n",
      "\u001b[92m106: Guess: $53.52 Truth: $16.99 Error: $36.53 SLE: 1.23 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n",
      "\u001b[93m107: Guess: $73.17 Truth: $1.34 Error: $71.83 SLE: 11.95 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n",
      "\u001b[92m108: Guess: $293.72 Truth: $349.98 Error: $56.26 SLE: 0.03 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n",
      "\u001b[93m109: Guess: $263.67 Truth: $370.71 Error: $107.04 SLE: 0.12 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n",
      "\u001b[93m110: Guess: $143.17 Truth: $65.88 Error: $77.29 SLE: 0.59 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n",
      "\u001b[92m111: Guess: $260.44 Truth: $229.99 Error: $30.45 SLE: 0.02 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n",
      "\u001b[91m112: Guess: $155.61 Truth: $9.14 Error: $146.47 SLE: 7.49 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n",
      "\u001b[91m113: Guess: $448.55 Truth: $199.00 Error: $249.55 SLE: 0.66 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n",
      "\u001b[91m114: Guess: $278.70 Truth: $109.99 Error: $168.71 SLE: 0.85 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n",
      "\u001b[93m115: Guess: $370.98 Truth: $570.42 Error: $199.44 SLE: 0.18 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n",
      "\u001b[92m116: Guess: $282.63 Truth: $279.99 Error: $2.64 SLE: 0.00 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n",
      "\u001b[91m117: Guess: $156.08 Truth: $30.99 Error: $125.09 SLE: 2.53 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n",
      "\u001b[91m118: Guess: $188.53 Truth: $31.99 Error: $156.54 SLE: 3.06 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n",
      "\u001b[91m119: Guess: $176.78 Truth: $15.90 Error: $160.88 SLE: 5.54 Item: G9 LED Light Bulbs，8W，75W 100W replaceme...\u001b[0m\n",
      "\u001b[91m120: Guess: $140.80 Truth: $45.99 Error: $94.81 SLE: 1.22 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n",
      "\u001b[91m121: Guess: $198.28 Truth: $113.52 Error: $84.76 SLE: 0.31 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n",
      "\u001b[91m122: Guess: $282.41 Truth: $516.99 Error: $234.58 SLE: 0.36 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n",
      "\u001b[92m123: Guess: $231.36 Truth: $196.99 Error: $34.37 SLE: 0.03 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n",
      "\u001b[91m124: Guess: $144.39 Truth: $46.55 Error: $97.84 SLE: 1.25 Item: Technical Precision Replacement for GE G...\u001b[0m\n",
      "\u001b[93m125: Guess: $282.96 Truth: $356.99 Error: $74.03 SLE: 0.05 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n",
      "\u001b[93m126: Guess: $201.14 Truth: $319.95 Error: $118.81 SLE: 0.21 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n",
      "\u001b[91m127: Guess: $264.50 Truth: $96.06 Error: $168.44 SLE: 1.01 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n",
      "\u001b[91m128: Guess: $312.33 Truth: $190.99 Error: $121.34 SLE: 0.24 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n",
      "\u001b[92m129: Guess: $217.13 Truth: $257.95 Error: $40.82 SLE: 0.03 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n",
      "\u001b[91m130: Guess: $203.09 Truth: $62.95 Error: $140.14 SLE: 1.35 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n",
      "\u001b[92m131: Guess: $71.45 Truth: $47.66 Error: $23.79 SLE: 0.16 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n",
      "\u001b[93m132: Guess: $314.64 Truth: $226.99 Error: $87.65 SLE: 0.11 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n",
      "\u001b[93m133: Guess: $273.87 Truth: $359.95 Error: $86.08 SLE: 0.07 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n",
      "\u001b[91m134: Guess: $226.28 Truth: $78.40 Error: $147.88 SLE: 1.11 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n",
      "\u001b[92m135: Guess: $189.62 Truth: $172.77 Error: $16.85 SLE: 0.01 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n",
      "\u001b[93m136: Guess: $243.21 Truth: $316.45 Error: $73.24 SLE: 0.07 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n",
      "\u001b[91m137: Guess: $200.42 Truth: $87.99 Error: $112.43 SLE: 0.67 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n",
      "\u001b[92m138: Guess: $249.89 Truth: $226.63 Error: $23.26 SLE: 0.01 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n",
      "\u001b[91m139: Guess: $217.89 Truth: $31.49 Error: $186.40 SLE: 3.64 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n",
      "\u001b[92m140: Guess: $225.13 Truth: $196.00 Error: $29.13 SLE: 0.02 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n",
      "\u001b[91m141: Guess: $258.94 Truth: $78.40 Error: $180.54 SLE: 1.41 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n",
      "\u001b[93m142: Guess: $157.79 Truth: $116.25 Error: $41.54 SLE: 0.09 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n",
      "\u001b[92m143: Guess: $125.71 Truth: $112.78 Error: $12.93 SLE: 0.01 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n",
      "\u001b[91m144: Guess: $166.18 Truth: $27.32 Error: $138.86 SLE: 3.15 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n",
      "\u001b[92m145: Guess: $151.97 Truth: $145.91 Error: $6.06 SLE: 0.00 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n",
      "\u001b[93m146: Guess: $235.01 Truth: $171.09 Error: $63.92 SLE: 0.10 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n",
      "\u001b[93m147: Guess: $213.86 Truth: $167.95 Error: $45.91 SLE: 0.06 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n",
      "\u001b[93m148: Guess: $86.61 Truth: $28.49 Error: $58.12 SLE: 1.19 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n",
      "\u001b[93m149: Guess: $174.48 Truth: $122.23 Error: $52.25 SLE: 0.12 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n",
      "\u001b[91m150: Guess: $148.94 Truth: $32.99 Error: $115.95 SLE: 2.20 Item: Learning Resources Coding Critters Range...\u001b[0m\n",
      "\u001b[91m151: Guess: $228.31 Truth: $71.20 Error: $157.11 SLE: 1.34 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n",
      "\u001b[92m152: Guess: $125.67 Truth: $112.75 Error: $12.92 SLE: 0.01 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n",
      "\u001b[93m153: Guess: $207.49 Truth: $142.43 Error: $65.06 SLE: 0.14 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n",
      "\u001b[91m154: Guess: $216.82 Truth: $398.99 Error: $182.17 SLE: 0.37 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n",
      "\u001b[93m155: Guess: $350.04 Truth: $449.00 Error: $98.96 SLE: 0.06 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n",
      "\u001b[93m156: Guess: $246.92 Truth: $189.00 Error: $57.92 SLE: 0.07 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n",
      "\u001b[91m157: Guess: $206.95 Truth: $120.91 Error: $86.04 SLE: 0.29 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n",
      "\u001b[93m158: Guess: $259.26 Truth: $203.53 Error: $55.73 SLE: 0.06 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n",
      "\u001b[92m159: Guess: $294.97 Truth: $349.99 Error: $55.02 SLE: 0.03 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n",
      "\u001b[93m160: Guess: $97.97 Truth: $34.35 Error: $63.62 SLE: 1.06 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n",
      "\u001b[91m161: Guess: $149.87 Truth: $384.99 Error: $235.12 SLE: 0.88 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n",
      "\u001b[91m162: Guess: $301.98 Truth: $211.00 Error: $90.98 SLE: 0.13 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n",
      "\u001b[91m163: Guess: $327.84 Truth: $129.00 Error: $198.84 SLE: 0.86 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n",
      "\u001b[93m164: Guess: $174.83 Truth: $111.45 Error: $63.38 SLE: 0.20 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n",
      "\u001b[91m165: Guess: $164.05 Truth: $81.12 Error: $82.93 SLE: 0.49 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n",
      "\u001b[93m166: Guess: $326.09 Truth: $457.08 Error: $130.99 SLE: 0.11 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n",
      "\u001b[91m167: Guess: $154.25 Truth: $49.49 Error: $104.76 SLE: 1.26 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n",
      "\u001b[91m168: Guess: $205.29 Truth: $80.56 Error: $124.73 SLE: 0.86 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n",
      "\u001b[92m169: Guess: $231.26 Truth: $278.39 Error: $47.13 SLE: 0.03 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n",
      "\u001b[93m170: Guess: $235.03 Truth: $364.50 Error: $129.47 SLE: 0.19 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n",
      "\u001b[92m171: Guess: $304.97 Truth: $378.99 Error: $74.02 SLE: 0.05 Item: Torklift C3212 Rear Tie Down\u001b[0m\n",
      "\u001b[91m172: Guess: $275.35 Truth: $165.28 Error: $110.07 SLE: 0.26 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n",
      "\u001b[91m173: Guess: $174.50 Truth: $56.74 Error: $117.76 SLE: 1.24 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n",
      "\u001b[93m174: Guess: $218.80 Truth: $307.95 Error: $89.15 SLE: 0.12 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n",
      "\u001b[91m175: Guess: $166.73 Truth: $38.00 Error: $128.73 SLE: 2.13 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n",
      "\u001b[91m176: Guess: $179.49 Truth: $53.00 Error: $126.49 SLE: 1.46 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n",
      "\u001b[93m177: Guess: $323.70 Truth: $498.00 Error: $174.30 SLE: 0.18 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n",
      "\u001b[91m178: Guess: $192.55 Truth: $53.99 Error: $138.56 SLE: 1.58 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n",
      "\u001b[91m179: Guess: $206.50 Truth: $350.00 Error: $143.50 SLE: 0.28 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n",
      "\u001b[93m180: Guess: $208.47 Truth: $299.95 Error: $91.48 SLE: 0.13 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n",
      "\u001b[93m181: Guess: $159.59 Truth: $94.93 Error: $64.66 SLE: 0.27 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n",
      "\u001b[93m182: Guess: $289.84 Truth: $379.00 Error: $89.16 SLE: 0.07 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n",
      "\u001b[92m183: Guess: $256.81 Truth: $299.95 Error: $43.14 SLE: 0.02 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n",
      "\u001b[93m184: Guess: $69.07 Truth: $24.99 Error: $44.08 SLE: 0.98 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n",
      "\u001b[91m185: Guess: $178.05 Truth: $41.04 Error: $137.01 SLE: 2.10 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n",
      "\u001b[91m186: Guess: $167.48 Truth: $327.90 Error: $160.42 SLE: 0.45 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n",
      "\u001b[91m187: Guess: $138.29 Truth: $10.99 Error: $127.30 SLE: 6.01 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n",
      "\u001b[91m188: Guess: $170.93 Truth: $14.99 Error: $155.94 SLE: 5.64 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n",
      "\u001b[91m189: Guess: $165.93 Truth: $84.95 Error: $80.98 SLE: 0.44 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n",
      "\u001b[91m190: Guess: $213.14 Truth: $111.00 Error: $102.14 SLE: 0.42 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n",
      "\u001b[92m191: Guess: $146.44 Truth: $123.73 Error: $22.71 SLE: 0.03 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n",
      "\u001b[91m192: Guess: $195.64 Truth: $557.38 Error: $361.74 SLE: 1.09 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n",
      "\u001b[91m193: Guess: $221.13 Truth: $95.55 Error: $125.58 SLE: 0.69 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n",
      "\u001b[91m194: Guess: $246.04 Truth: $154.00 Error: $92.04 SLE: 0.22 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n",
      "\u001b[93m195: Guess: $265.30 Truth: $198.99 Error: $66.31 SLE: 0.08 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n",
      "\u001b[91m196: Guess: $213.01 Truth: $430.44 Error: $217.43 SLE: 0.49 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n",
      "\u001b[92m197: Guess: $75.59 Truth: $45.67 Error: $29.92 SLE: 0.25 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n",
      "\u001b[92m198: Guess: $201.72 Truth: $249.00 Error: $47.28 SLE: 0.04 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n",
      "\u001b[91m199: Guess: $186.20 Truth: $42.99 Error: $143.21 SLE: 2.10 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n",
      "\u001b[93m200: Guess: $226.12 Truth: $181.33 Error: $44.79 SLE: 0.05 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n",
      "\u001b[91m201: Guess: $154.95 Truth: $6.03 Error: $148.92 SLE: 9.61 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n",
      "\u001b[91m202: Guess: $210.27 Truth: $29.99 Error: $180.28 SLE: 3.68 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n",
      "\u001b[91m203: Guess: $445.48 Truth: $899.00 Error: $453.52 SLE: 0.49 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n",
      "\u001b[93m204: Guess: $248.53 Truth: $399.99 Error: $151.46 SLE: 0.23 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n",
      "\u001b[91m205: Guess: $132.58 Truth: $4.66 Error: $127.92 SLE: 9.99 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n",
      "\u001b[93m206: Guess: $204.53 Truth: $261.41 Error: $56.88 SLE: 0.06 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n",
      "\u001b[91m207: Guess: $229.65 Truth: $136.97 Error: $92.68 SLE: 0.26 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n",
      "\u001b[91m208: Guess: $201.66 Truth: $79.00 Error: $122.66 SLE: 0.86 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n",
      "\u001b[93m209: Guess: $315.14 Truth: $444.99 Error: $129.85 SLE: 0.12 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n",
      "\u001b[93m210: Guess: $278.61 Truth: $411.94 Error: $133.33 SLE: 0.15 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n",
      "\u001b[92m211: Guess: $175.41 Truth: $148.40 Error: $27.01 SLE: 0.03 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n",
      "\u001b[91m212: Guess: $91.01 Truth: $244.99 Error: $153.98 SLE: 0.97 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n",
      "\u001b[93m213: Guess: $141.60 Truth: $86.50 Error: $55.10 SLE: 0.24 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n",
      "\u001b[92m214: Guess: $275.84 Truth: $297.95 Error: $22.11 SLE: 0.01 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n",
      "\u001b[91m215: Guess: $575.36 Truth: $399.99 Error: $175.37 SLE: 0.13 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n",
      "\u001b[91m216: Guess: $246.65 Truth: $599.00 Error: $352.35 SLE: 0.78 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n",
      "\u001b[91m217: Guess: $270.21 Truth: $105.99 Error: $164.22 SLE: 0.87 Item: Barbie Top Model Doll\u001b[0m\n",
      "\u001b[91m218: Guess: $395.20 Truth: $689.00 Error: $293.80 SLE: 0.31 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n",
      "\u001b[91m219: Guess: $237.32 Truth: $404.99 Error: $167.67 SLE: 0.28 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n",
      "\u001b[92m220: Guess: $211.83 Truth: $207.76 Error: $4.07 SLE: 0.00 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n",
      "\u001b[93m221: Guess: $214.08 Truth: $171.82 Error: $42.26 SLE: 0.05 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n",
      "\u001b[92m222: Guess: $265.39 Truth: $293.24 Error: $27.85 SLE: 0.01 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n",
      "\u001b[93m223: Guess: $298.21 Truth: $374.95 Error: $76.74 SLE: 0.05 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n",
      "\u001b[91m224: Guess: $200.90 Truth: $111.99 Error: $88.91 SLE: 0.34 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n",
      "\u001b[91m225: Guess: $131.16 Truth: $42.99 Error: $88.17 SLE: 1.21 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n",
      "\u001b[92m226: Guess: $136.91 Truth: $116.71 Error: $20.20 SLE: 0.03 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n",
      "\u001b[91m227: Guess: $255.98 Truth: $118.61 Error: $137.37 SLE: 0.58 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n",
      "\u001b[93m228: Guess: $212.79 Truth: $147.12 Error: $65.67 SLE: 0.13 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n",
      "\u001b[93m229: Guess: $173.83 Truth: $119.99 Error: $53.84 SLE: 0.14 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n",
      "\u001b[91m230: Guess: $122.06 Truth: $369.98 Error: $247.92 SLE: 1.22 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n",
      "\u001b[92m231: Guess: $316.49 Truth: $315.55 Error: $0.94 SLE: 0.00 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n",
      "\u001b[91m232: Guess: $304.86 Truth: $190.99 Error: $113.87 SLE: 0.22 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n",
      "\u001b[92m233: Guess: $181.29 Truth: $155.00 Error: $26.29 SLE: 0.02 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n",
      "\u001b[92m234: Guess: $318.84 Truth: $349.99 Error: $31.15 SLE: 0.01 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n",
      "\u001b[92m235: Guess: $296.19 Truth: $249.99 Error: $46.20 SLE: 0.03 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n",
      "\u001b[91m236: Guess: $222.56 Truth: $42.99 Error: $179.57 SLE: 2.64 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n",
      "\u001b[92m237: Guess: $37.72 Truth: $17.99 Error: $19.73 SLE: 0.51 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n",
      "\u001b[93m238: Guess: $259.95 Truth: $425.00 Error: $165.05 SLE: 0.24 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n",
      "\u001b[92m239: Guess: $272.81 Truth: $249.99 Error: $22.82 SLE: 0.01 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n",
      "\u001b[93m240: Guess: $200.70 Truth: $138.23 Error: $62.47 SLE: 0.14 Item: Schmidt Spiele - Manhattan\u001b[0m\n",
      "\u001b[93m241: Guess: $261.02 Truth: $414.99 Error: $153.97 SLE: 0.21 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n",
      "\u001b[92m242: Guess: $207.05 Truth: $168.28 Error: $38.77 SLE: 0.04 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n",
      "\u001b[92m243: Guess: $215.10 Truth: $199.99 Error: $15.11 SLE: 0.01 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n",
      "\u001b[91m244: Guess: $232.69 Truth: $126.70 Error: $105.99 SLE: 0.37 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n",
      "\u001b[91m245: Guess: $214.32 Truth: $5.91 Error: $208.41 SLE: 11.83 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n",
      "\u001b[93m246: Guess: $248.31 Truth: $193.06 Error: $55.25 SLE: 0.06 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n",
      "\u001b[92m247: Guess: $230.52 Truth: $249.99 Error: $19.47 SLE: 0.01 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n",
      "\u001b[91m248: Guess: $303.93 Truth: $64.12 Error: $239.81 SLE: 2.38 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n",
      "\u001b[91m249: Guess: $265.47 Truth: $114.99 Error: $150.48 SLE: 0.69 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n",
      "\u001b[91m250: Guess: $308.61 Truth: $926.00 Error: $617.39 SLE: 1.20 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Tester.test(rf, test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0d5ee977",
   "metadata": {},
   "outputs": [],
   "source": [
    "product = \"Quadcast HyperX condenser mic for high quality audio for podcasting\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c6fa65b8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "189.0\n",
      "140.0\n",
      "243.43250000000026\n"
     ]
    }
   ],
   "source": [
    "print(specialist.price(product))\n",
    "print(frontier.price(product))\n",
    "print(random_forest.price(product))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "60aac671",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 250/250 [11:42<00:00,  2.81s/it]\n"
     ]
    }
   ],
   "source": [
    "specialists = []\n",
    "frontiers = []\n",
    "random_forests = []\n",
    "prices = []\n",
    "for item in tqdm(test[1000:1250]):\n",
    "    text = description(item)\n",
    "    specialists.append(specialist.price(text))\n",
    "    frontiers.append(frontier.price(text))\n",
    "    random_forests.append(random_forest.price(text))\n",
    "    prices.append(item.price)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0b935866",
   "metadata": {},
   "outputs": [],
   "source": [
    "mins = [min(s,f,r) for s,f,r in zip(specialists, frontiers, random_forests)]\n",
    "maxes = [max(s,f,r) for s,f,r in zip(specialists, frontiers, random_forests)]\n",
    "\n",
    "X = pd.DataFrame({\n",
    "    'Specialist': specialists,\n",
    "    'Frontier': frontiers,\n",
    "    'RandomForest': random_forests,\n",
    "    'Min': mins,\n",
    "    'Max': maxes,\n",
    "})\n",
    "\n",
    "# Convert y to a Series\n",
    "y = pd.Series(prices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "368df0b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Specialist: 0.62\n",
      "Frontier: 0.20\n",
      "RandomForest: -0.20\n",
      "Min: 0.24\n",
      "Max: 0.12\n",
      "Intercept=24.89\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "\n",
    "lr = LinearRegression()\n",
    "lr.fit(X, y)\n",
    "\n",
    "feature_columns = X.columns.tolist()\n",
    "\n",
    "for feature, coef in zip(feature_columns, lr.coef_):\n",
    "    print(f\"{feature}: {coef:.2f}\")\n",
    "print(f\"Intercept={lr.intercept_:.2f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2496f75f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ensemble_model.pkl']"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joblib.dump(lr, 'ensemble_model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6c0ea910",
   "metadata": {},
   "outputs": [],
   "source": [
    "from agents.ensemble_agent import EnsembleAgent\n",
    "ensemble = EnsembleAgent(collection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d48ff896",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(185.82798913249079)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ensemble.price(product)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "cddf7239",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ensemble_pricer(item):\n",
    "    return max(0,ensemble.price(description(item)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4c7222bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[92m1: Guess: $408.74 Truth: $374.41 Error: $34.33 SLE: 0.01 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n",
      "\u001b[92m2: Guess: $212.30 Truth: $225.11 Error: $12.81 SLE: 0.00 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n",
      "\u001b[92m3: Guess: $42.46 Truth: $61.68 Error: $19.22 SLE: 0.13 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n",
      "\u001b[93m4: Guess: $400.86 Truth: $599.99 Error: $199.13 SLE: 0.16 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n",
      "\u001b[92m5: Guess: $30.01 Truth: $16.99 Error: $13.02 SLE: 0.30 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n",
      "\u001b[92m6: Guess: $36.17 Truth: $31.99 Error: $4.18 SLE: 0.01 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n",
      "\u001b[92m7: Guess: $124.73 Truth: $101.79 Error: $22.94 SLE: 0.04 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n",
      "\u001b[93m8: Guess: $364.46 Truth: $289.00 Error: $75.46 SLE: 0.05 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n",
      "\u001b[93m9: Guess: $865.47 Truth: $635.86 Error: $229.61 SLE: 0.09 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n",
      "\u001b[92m10: Guess: $70.27 Truth: $65.99 Error: $4.28 SLE: 0.00 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n",
      "\u001b[92m11: Guess: $215.40 Truth: $254.21 Error: $38.81 SLE: 0.03 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n",
      "\u001b[92m12: Guess: $416.82 Truth: $412.99 Error: $3.83 SLE: 0.00 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n",
      "\u001b[93m13: Guess: $248.34 Truth: $205.50 Error: $42.84 SLE: 0.04 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n",
      "\u001b[92m14: Guess: $290.06 Truth: $248.23 Error: $41.83 SLE: 0.02 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n",
      "\u001b[92m15: Guess: $333.97 Truth: $399.00 Error: $65.03 SLE: 0.03 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n",
      "\u001b[92m16: Guess: $371.69 Truth: $373.94 Error: $2.25 SLE: 0.00 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n",
      "\u001b[92m17: Guess: $121.41 Truth: $92.89 Error: $28.52 SLE: 0.07 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n",
      "\u001b[93m18: Guess: $94.51 Truth: $51.99 Error: $42.52 SLE: 0.35 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n",
      "\u001b[91m19: Guess: $314.09 Truth: $179.00 Error: $135.09 SLE: 0.31 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n",
      "\u001b[92m20: Guess: $40.46 Truth: $19.42 Error: $21.04 SLE: 0.50 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n",
      "\u001b[92m21: Guess: $527.69 Truth: $539.95 Error: $12.26 SLE: 0.00 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n",
      "\u001b[92m22: Guess: $152.69 Truth: $147.67 Error: $5.02 SLE: 0.00 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n",
      "\u001b[92m23: Guess: $34.31 Truth: $24.99 Error: $9.32 SLE: 0.09 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n",
      "\u001b[93m24: Guess: $82.72 Truth: $149.00 Error: $66.28 SLE: 0.34 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n",
      "\u001b[92m25: Guess: $37.59 Truth: $16.99 Error: $20.60 SLE: 0.58 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n",
      "\u001b[92m26: Guess: $27.69 Truth: $7.99 Error: $19.70 SLE: 1.35 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n",
      "\u001b[92m27: Guess: $221.65 Truth: $199.99 Error: $21.66 SLE: 0.01 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n",
      "\u001b[92m28: Guess: $301.68 Truth: $251.45 Error: $50.23 SLE: 0.03 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n",
      "\u001b[92m29: Guess: $261.94 Truth: $231.62 Error: $30.32 SLE: 0.02 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n",
      "\u001b[92m30: Guess: $107.25 Truth: $135.00 Error: $27.75 SLE: 0.05 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n",
      "\u001b[92m31: Guess: $402.55 Truth: $356.62 Error: $45.93 SLE: 0.01 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n",
      "\u001b[92m32: Guess: $296.67 Truth: $257.99 Error: $38.68 SLE: 0.02 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n",
      "\u001b[92m33: Guess: $35.91 Truth: $27.99 Error: $7.92 SLE: 0.06 Item: Alnicov 63.5MM Brass Tremolo Block，Tremo...\u001b[0m\n",
      "\u001b[91m34: Guess: $88.74 Truth: $171.20 Error: $82.46 SLE: 0.42 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n",
      "\u001b[91m35: Guess: $451.35 Truth: $225.00 Error: $226.35 SLE: 0.48 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n",
      "\u001b[91m36: Guess: $211.47 Truth: $105.00 Error: $106.47 SLE: 0.48 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n",
      "\u001b[92m37: Guess: $315.01 Truth: $299.99 Error: $15.02 SLE: 0.00 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n",
      "\u001b[93m38: Guess: $654.90 Truth: $535.09 Error: $119.81 SLE: 0.04 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n",
      "\u001b[92m39: Guess: $32.68 Truth: $12.33 Error: $20.35 SLE: 0.86 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n",
      "\u001b[93m40: Guess: $131.02 Truth: $84.99 Error: $46.03 SLE: 0.18 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n",
      "\u001b[92m41: Guess: $32.01 Truth: $15.99 Error: $16.02 SLE: 0.44 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n",
      "\u001b[92m42: Guess: $61.88 Truth: $62.44 Error: $0.56 SLE: 0.00 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n",
      "\u001b[92m43: Guess: $97.50 Truth: $82.99 Error: $14.51 SLE: 0.03 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n",
      "\u001b[91m44: Guess: $334.14 Truth: $599.95 Error: $265.81 SLE: 0.34 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n",
      "\u001b[93m45: Guess: $240.53 Truth: $194.99 Error: $45.54 SLE: 0.04 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n",
      "\u001b[92m46: Guess: $368.21 Truth: $344.95 Error: $23.26 SLE: 0.00 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n",
      "\u001b[92m47: Guess: $62.74 Truth: $37.99 Error: $24.75 SLE: 0.24 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n",
      "\u001b[92m48: Guess: $238.16 Truth: $224.35 Error: $13.81 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n",
      "\u001b[92m49: Guess: $848.67 Truth: $814.00 Error: $34.67 SLE: 0.00 Item: Street Series Stainless Performance Cat-...\u001b[0m\n",
      "\u001b[93m50: Guess: $304.42 Truth: $439.88 Error: $135.46 SLE: 0.13 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n",
      "\u001b[92m51: Guess: $343.82 Truth: $341.43 Error: $2.39 SLE: 0.00 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n",
      "\u001b[92m52: Guess: $61.32 Truth: $46.78 Error: $14.54 SLE: 0.07 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n",
      "\u001b[93m53: Guess: $214.39 Truth: $171.44 Error: $42.95 SLE: 0.05 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n",
      "\u001b[92m54: Guess: $471.78 Truth: $458.00 Error: $13.78 SLE: 0.00 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n",
      "\u001b[92m55: Guess: $150.78 Truth: $130.75 Error: $20.03 SLE: 0.02 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n",
      "\u001b[92m56: Guess: $58.27 Truth: $83.81 Error: $25.54 SLE: 0.13 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n",
      "\u001b[91m57: Guess: $179.84 Truth: $386.39 Error: $206.55 SLE: 0.58 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n",
      "\u001b[92m58: Guess: $192.32 Truth: $169.00 Error: $23.32 SLE: 0.02 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n",
      "\u001b[92m59: Guess: $32.09 Truth: $17.95 Error: $14.14 SLE: 0.31 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n",
      "\u001b[92m60: Guess: $292.80 Truth: $269.00 Error: $23.80 SLE: 0.01 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n",
      "\u001b[92m61: Guess: $99.14 Truth: $77.77 Error: $21.37 SLE: 0.06 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n",
      "\u001b[92m62: Guess: $104.12 Truth: $88.99 Error: $15.13 SLE: 0.02 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n",
      "\u001b[93m63: Guess: $272.23 Truth: $364.41 Error: $92.18 SLE: 0.08 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n",
      "\u001b[92m64: Guess: $158.10 Truth: $127.03 Error: $31.07 SLE: 0.05 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n",
      "\u001b[92m65: Guess: $657.20 Truth: $778.95 Error: $121.75 SLE: 0.03 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n",
      "\u001b[92m66: Guess: $203.42 Truth: $206.66 Error: $3.24 SLE: 0.00 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n",
      "\u001b[92m67: Guess: $62.02 Truth: $35.94 Error: $26.08 SLE: 0.29 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n",
      "\u001b[93m68: Guess: $221.63 Truth: $149.00 Error: $72.63 SLE: 0.16 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n",
      "\u001b[92m69: Guess: $262.22 Truth: $251.98 Error: $10.24 SLE: 0.00 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n",
      "\u001b[93m70: Guess: $215.71 Truth: $160.00 Error: $55.71 SLE: 0.09 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n",
      "\u001b[92m71: Guess: $58.59 Truth: $39.99 Error: $18.60 SLE: 0.14 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n",
      "\u001b[93m72: Guess: $289.00 Truth: $362.41 Error: $73.41 SLE: 0.05 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n",
      "\u001b[93m73: Guess: $434.04 Truth: $344.00 Error: $90.04 SLE: 0.05 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n",
      "\u001b[92m74: Guess: $42.97 Truth: $25.09 Error: $17.88 SLE: 0.27 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n",
      "\u001b[93m75: Guess: $103.68 Truth: $175.95 Error: $72.27 SLE: 0.28 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n",
      "\u001b[91m76: Guess: $303.42 Truth: $132.64 Error: $170.78 SLE: 0.68 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n",
      "\u001b[91m77: Guess: $245.26 Truth: $422.99 Error: $177.73 SLE: 0.30 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n",
      "\u001b[92m78: Guess: $160.29 Truth: $146.48 Error: $13.81 SLE: 0.01 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n",
      "\u001b[92m79: Guess: $196.03 Truth: $156.83 Error: $39.20 SLE: 0.05 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n",
      "\u001b[93m80: Guess: $182.73 Truth: $251.99 Error: $69.26 SLE: 0.10 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n",
      "\u001b[91m81: Guess: $356.02 Truth: $940.33 Error: $584.31 SLE: 0.94 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n",
      "\u001b[92m82: Guess: $65.62 Truth: $52.99 Error: $12.63 SLE: 0.04 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n",
      "\u001b[91m83: Guess: $307.95 Truth: $219.95 Error: $88.00 SLE: 0.11 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n",
      "\u001b[92m84: Guess: $456.79 Truth: $441.03 Error: $15.76 SLE: 0.00 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n",
      "\u001b[92m85: Guess: $200.38 Truth: $168.98 Error: $31.40 SLE: 0.03 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n",
      "\u001b[92m86: Guess: $24.32 Truth: $2.49 Error: $21.83 SLE: 3.93 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n",
      "\u001b[92m87: Guess: $110.40 Truth: $98.62 Error: $11.78 SLE: 0.01 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n",
      "\u001b[92m88: Guess: $279.00 Truth: $256.95 Error: $22.05 SLE: 0.01 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n",
      "\u001b[92m89: Guess: $35.45 Truth: $30.99 Error: $4.46 SLE: 0.02 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n",
      "\u001b[91m90: Guess: $828.51 Truth: $569.84 Error: $258.67 SLE: 0.14 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n",
      "\u001b[92m91: Guess: $207.72 Truth: $177.99 Error: $29.73 SLE: 0.02 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n",
      "\u001b[92m92: Guess: $986.79 Truth: $997.99 Error: $11.20 SLE: 0.00 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n",
      "\u001b[93m93: Guess: $174.40 Truth: $219.00 Error: $44.60 SLE: 0.05 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n",
      "\u001b[92m94: Guess: $243.27 Truth: $225.55 Error: $17.72 SLE: 0.01 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n",
      "\u001b[91m95: Guess: $952.78 Truth: $495.95 Error: $456.83 SLE: 0.43 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n",
      "\u001b[92m96: Guess: $972.19 Truth: $942.37 Error: $29.82 SLE: 0.00 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n",
      "\u001b[92m97: Guess: $27.64 Truth: $1.94 Error: $25.70 SLE: 5.18 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n",
      "\u001b[92m98: Guess: $310.63 Truth: $284.34 Error: $26.29 SLE: 0.01 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n",
      "\u001b[92m99: Guess: $193.89 Truth: $171.90 Error: $21.99 SLE: 0.01 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n",
      "\u001b[93m100: Guess: $190.96 Truth: $144.99 Error: $45.97 SLE: 0.07 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n",
      "\u001b[93m101: Guess: $317.78 Truth: $470.47 Error: $152.69 SLE: 0.15 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n",
      "\u001b[92m102: Guess: $81.74 Truth: $66.95 Error: $14.79 SLE: 0.04 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n",
      "\u001b[92m103: Guess: $103.90 Truth: $117.00 Error: $13.10 SLE: 0.01 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n",
      "\u001b[91m104: Guess: $252.28 Truth: $172.14 Error: $80.14 SLE: 0.14 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n",
      "\u001b[92m105: Guess: $377.54 Truth: $392.74 Error: $15.20 SLE: 0.00 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n",
      "\u001b[92m106: Guess: $42.26 Truth: $16.99 Error: $25.27 SLE: 0.77 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n",
      "\u001b[92m107: Guess: $20.56 Truth: $1.34 Error: $19.22 SLE: 4.93 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n",
      "\u001b[93m108: Guess: $265.02 Truth: $349.98 Error: $84.96 SLE: 0.08 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n",
      "\u001b[93m109: Guess: $445.80 Truth: $370.71 Error: $75.09 SLE: 0.03 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n",
      "\u001b[92m110: Guess: $72.54 Truth: $65.88 Error: $6.66 SLE: 0.01 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n",
      "\u001b[93m111: Guess: $303.47 Truth: $229.99 Error: $73.48 SLE: 0.08 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n",
      "\u001b[92m112: Guess: $22.07 Truth: $9.14 Error: $12.93 SLE: 0.68 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n",
      "\u001b[91m113: Guess: $442.02 Truth: $199.00 Error: $243.02 SLE: 0.63 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n",
      "\u001b[91m114: Guess: $202.50 Truth: $109.99 Error: $92.51 SLE: 0.37 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n",
      "\u001b[93m115: Guess: $435.97 Truth: $570.42 Error: $134.45 SLE: 0.07 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n",
      "\u001b[92m116: Guess: $237.28 Truth: $279.99 Error: $42.71 SLE: 0.03 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n",
      "\u001b[92m117: Guess: $43.00 Truth: $30.99 Error: $12.01 SLE: 0.10 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n",
      "\u001b[92m118: Guess: $47.19 Truth: $31.99 Error: $15.20 SLE: 0.14 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n",
      "\u001b[93m119: Guess: $59.20 Truth: $15.90 Error: $43.30 SLE: 1.61 Item: G9 LED Light Bulbs，8W，75W 100W replaceme...\u001b[0m\n",
      "\u001b[93m120: Guess: $118.24 Truth: $45.99 Error: $72.25 SLE: 0.87 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n",
      "\u001b[91m121: Guess: $229.08 Truth: $113.52 Error: $115.56 SLE: 0.49 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n",
      "\u001b[92m122: Guess: $452.92 Truth: $516.99 Error: $64.07 SLE: 0.02 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n",
      "\u001b[91m123: Guess: $106.92 Truth: $196.99 Error: $90.07 SLE: 0.37 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n",
      "\u001b[92m124: Guess: $84.74 Truth: $46.55 Error: $38.19 SLE: 0.35 Item: Technical Precision Replacement for GE G...\u001b[0m\n",
      "\u001b[92m125: Guess: $313.41 Truth: $356.99 Error: $43.58 SLE: 0.02 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n",
      "\u001b[92m126: Guess: $282.79 Truth: $319.95 Error: $37.16 SLE: 0.02 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n",
      "\u001b[92m127: Guess: $107.08 Truth: $96.06 Error: $11.02 SLE: 0.01 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n",
      "\u001b[92m128: Guess: $185.10 Truth: $190.99 Error: $5.89 SLE: 0.00 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n",
      "\u001b[91m129: Guess: $143.73 Truth: $257.95 Error: $114.22 SLE: 0.34 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n",
      "\u001b[92m130: Guess: $79.51 Truth: $62.95 Error: $16.56 SLE: 0.05 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n",
      "\u001b[92m131: Guess: $82.12 Truth: $47.66 Error: $34.46 SLE: 0.29 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n",
      "\u001b[92m132: Guess: $266.14 Truth: $226.99 Error: $39.15 SLE: 0.03 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n",
      "\u001b[92m133: Guess: $367.19 Truth: $359.95 Error: $7.24 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n",
      "\u001b[92m134: Guess: $82.63 Truth: $78.40 Error: $4.23 SLE: 0.00 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n",
      "\u001b[92m135: Guess: $171.30 Truth: $172.77 Error: $1.47 SLE: 0.00 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n",
      "\u001b[92m136: Guess: $312.68 Truth: $316.45 Error: $3.77 SLE: 0.00 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n",
      "\u001b[92m137: Guess: $93.75 Truth: $87.99 Error: $5.76 SLE: 0.00 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n",
      "\u001b[92m138: Guess: $214.95 Truth: $226.63 Error: $11.68 SLE: 0.00 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n",
      "\u001b[92m139: Guess: $43.00 Truth: $31.49 Error: $11.51 SLE: 0.09 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n",
      "\u001b[93m140: Guess: $241.08 Truth: $196.00 Error: $45.08 SLE: 0.04 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n",
      "\u001b[92m141: Guess: $49.81 Truth: $78.40 Error: $28.59 SLE: 0.20 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n",
      "\u001b[92m142: Guess: $108.81 Truth: $116.25 Error: $7.44 SLE: 0.00 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n",
      "\u001b[92m143: Guess: $130.06 Truth: $112.78 Error: $17.28 SLE: 0.02 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n",
      "\u001b[93m144: Guess: $77.00 Truth: $27.32 Error: $49.68 SLE: 1.03 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n",
      "\u001b[92m145: Guess: $121.57 Truth: $145.91 Error: $24.34 SLE: 0.03 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n",
      "\u001b[93m146: Guess: $230.23 Truth: $171.09 Error: $59.14 SLE: 0.09 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n",
      "\u001b[92m147: Guess: $143.98 Truth: $167.95 Error: $23.97 SLE: 0.02 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n",
      "\u001b[92m148: Guess: $52.34 Truth: $28.49 Error: $23.85 SLE: 0.35 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n",
      "\u001b[92m149: Guess: $140.48 Truth: $122.23 Error: $18.25 SLE: 0.02 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n",
      "\u001b[92m150: Guess: $49.70 Truth: $32.99 Error: $16.71 SLE: 0.16 Item: Learning Resources Coding Critters Range...\u001b[0m\n",
      "\u001b[92m151: Guess: $104.36 Truth: $71.20 Error: $33.16 SLE: 0.14 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n",
      "\u001b[92m152: Guess: $81.16 Truth: $112.75 Error: $31.59 SLE: 0.11 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n",
      "\u001b[92m153: Guess: $114.29 Truth: $142.43 Error: $28.14 SLE: 0.05 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n",
      "\u001b[93m154: Guess: $310.87 Truth: $398.99 Error: $88.12 SLE: 0.06 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n",
      "\u001b[91m155: Guess: $670.37 Truth: $449.00 Error: $221.37 SLE: 0.16 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n",
      "\u001b[92m156: Guess: $175.64 Truth: $189.00 Error: $13.36 SLE: 0.01 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n",
      "\u001b[92m157: Guess: $130.18 Truth: $120.91 Error: $9.27 SLE: 0.01 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n",
      "\u001b[92m158: Guess: $187.23 Truth: $203.53 Error: $16.30 SLE: 0.01 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n",
      "\u001b[92m159: Guess: $383.81 Truth: $349.99 Error: $33.82 SLE: 0.01 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n",
      "\u001b[92m160: Guess: $36.46 Truth: $34.35 Error: $2.11 SLE: 0.00 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n",
      "\u001b[92m161: Guess: $329.39 Truth: $384.99 Error: $55.60 SLE: 0.02 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n",
      "\u001b[92m162: Guess: $245.55 Truth: $211.00 Error: $34.55 SLE: 0.02 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n",
      "\u001b[91m163: Guess: $214.64 Truth: $129.00 Error: $85.64 SLE: 0.26 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n",
      "\u001b[91m164: Guess: $26.08 Truth: $111.45 Error: $85.37 SLE: 2.03 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n",
      "\u001b[92m165: Guess: $48.18 Truth: $81.12 Error: $32.94 SLE: 0.26 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n",
      "\u001b[92m166: Guess: $466.39 Truth: $457.08 Error: $9.31 SLE: 0.00 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n",
      "\u001b[92m167: Guess: $79.07 Truth: $49.49 Error: $29.58 SLE: 0.21 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n",
      "\u001b[93m168: Guess: $133.37 Truth: $80.56 Error: $52.81 SLE: 0.25 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n",
      "\u001b[92m169: Guess: $329.50 Truth: $278.39 Error: $51.11 SLE: 0.03 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n",
      "\u001b[92m170: Guess: $421.04 Truth: $364.50 Error: $56.54 SLE: 0.02 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n",
      "\u001b[92m171: Guess: $395.56 Truth: $378.99 Error: $16.57 SLE: 0.00 Item: Torklift C3212 Rear Tie Down\u001b[0m\n",
      "\u001b[93m172: Guess: $232.32 Truth: $165.28 Error: $67.04 SLE: 0.11 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n",
      "\u001b[92m173: Guess: $86.47 Truth: $56.74 Error: $29.73 SLE: 0.17 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n",
      "\u001b[92m174: Guess: $338.19 Truth: $307.95 Error: $30.24 SLE: 0.01 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n",
      "\u001b[93m175: Guess: $116.46 Truth: $38.00 Error: $78.46 SLE: 1.22 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n",
      "\u001b[92m176: Guess: $92.05 Truth: $53.00 Error: $39.05 SLE: 0.30 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n",
      "\u001b[92m177: Guess: $545.63 Truth: $498.00 Error: $47.63 SLE: 0.01 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n",
      "\u001b[93m178: Guess: $112.67 Truth: $53.99 Error: $58.68 SLE: 0.53 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n",
      "\u001b[92m179: Guess: $363.91 Truth: $350.00 Error: $13.91 SLE: 0.00 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n",
      "\u001b[92m180: Guess: $332.26 Truth: $299.95 Error: $32.31 SLE: 0.01 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n",
      "\u001b[92m181: Guess: $100.56 Truth: $94.93 Error: $5.63 SLE: 0.00 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n",
      "\u001b[92m182: Guess: $319.77 Truth: $379.00 Error: $59.23 SLE: 0.03 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n",
      "\u001b[92m183: Guess: $260.32 Truth: $299.95 Error: $39.63 SLE: 0.02 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n",
      "\u001b[92m184: Guess: $34.80 Truth: $24.99 Error: $9.81 SLE: 0.10 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n",
      "\u001b[91m185: Guess: $137.42 Truth: $41.04 Error: $96.38 SLE: 1.42 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n",
      "\u001b[92m186: Guess: $300.05 Truth: $327.90 Error: $27.85 SLE: 0.01 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n",
      "\u001b[92m187: Guess: $35.89 Truth: $10.99 Error: $24.90 SLE: 1.26 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n",
      "\u001b[92m188: Guess: $28.13 Truth: $14.99 Error: $13.14 SLE: 0.36 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n",
      "\u001b[93m189: Guess: $41.85 Truth: $84.95 Error: $43.10 SLE: 0.48 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n",
      "\u001b[92m190: Guess: $104.70 Truth: $111.00 Error: $6.30 SLE: 0.00 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n",
      "\u001b[92m191: Guess: $159.54 Truth: $123.73 Error: $35.81 SLE: 0.06 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n",
      "\u001b[92m192: Guess: $497.40 Truth: $557.38 Error: $59.98 SLE: 0.01 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n",
      "\u001b[92m193: Guess: $102.53 Truth: $95.55 Error: $6.98 SLE: 0.00 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n",
      "\u001b[93m194: Guess: $215.50 Truth: $154.00 Error: $61.50 SLE: 0.11 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n",
      "\u001b[93m195: Guess: $272.13 Truth: $198.99 Error: $73.14 SLE: 0.10 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n",
      "\u001b[93m196: Guess: $331.41 Truth: $430.44 Error: $99.03 SLE: 0.07 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n",
      "\u001b[92m197: Guess: $40.54 Truth: $45.67 Error: $5.13 SLE: 0.01 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n",
      "\u001b[92m198: Guess: $225.80 Truth: $249.00 Error: $23.20 SLE: 0.01 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n",
      "\u001b[92m199: Guess: $40.54 Truth: $42.99 Error: $2.45 SLE: 0.00 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n",
      "\u001b[93m200: Guess: $233.43 Truth: $181.33 Error: $52.10 SLE: 0.06 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n",
      "\u001b[92m201: Guess: $19.05 Truth: $6.03 Error: $13.02 SLE: 1.10 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n",
      "\u001b[92m202: Guess: $61.98 Truth: $29.99 Error: $31.99 SLE: 0.50 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n",
      "\u001b[92m203: Guess: $728.42 Truth: $899.00 Error: $170.58 SLE: 0.04 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n",
      "\u001b[93m204: Guess: $523.21 Truth: $399.99 Error: $123.22 SLE: 0.07 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n",
      "\u001b[92m205: Guess: $21.38 Truth: $4.66 Error: $16.72 SLE: 1.89 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n",
      "\u001b[92m206: Guess: $254.24 Truth: $261.41 Error: $7.17 SLE: 0.00 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n",
      "\u001b[92m207: Guess: $150.58 Truth: $136.97 Error: $13.61 SLE: 0.01 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n",
      "\u001b[92m208: Guess: $99.52 Truth: $79.00 Error: $20.52 SLE: 0.05 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n",
      "\u001b[92m209: Guess: $506.50 Truth: $444.99 Error: $61.51 SLE: 0.02 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n",
      "\u001b[92m210: Guess: $479.56 Truth: $411.94 Error: $67.62 SLE: 0.02 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n",
      "\u001b[93m211: Guess: $192.15 Truth: $148.40 Error: $43.75 SLE: 0.07 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n",
      "\u001b[91m212: Guess: $139.67 Truth: $244.99 Error: $105.32 SLE: 0.31 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n",
      "\u001b[92m213: Guess: $109.21 Truth: $86.50 Error: $22.71 SLE: 0.05 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n",
      "\u001b[91m214: Guess: $148.87 Truth: $297.95 Error: $149.08 SLE: 0.48 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n",
      "\u001b[92m215: Guess: $424.17 Truth: $399.99 Error: $24.18 SLE: 0.00 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n",
      "\u001b[92m216: Guess: $569.48 Truth: $599.00 Error: $29.52 SLE: 0.00 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n",
      "\u001b[92m217: Guess: $85.95 Truth: $105.99 Error: $20.04 SLE: 0.04 Item: Barbie Top Model Doll\u001b[0m\n",
      "\u001b[93m218: Guess: $538.19 Truth: $689.00 Error: $150.81 SLE: 0.06 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n",
      "\u001b[92m219: Guess: $386.81 Truth: $404.99 Error: $18.18 SLE: 0.00 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n",
      "\u001b[92m220: Guess: $221.50 Truth: $207.76 Error: $13.74 SLE: 0.00 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n",
      "\u001b[92m221: Guess: $202.65 Truth: $171.82 Error: $30.83 SLE: 0.03 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n",
      "\u001b[92m222: Guess: $306.90 Truth: $293.24 Error: $13.66 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n",
      "\u001b[92m223: Guess: $415.53 Truth: $374.95 Error: $40.58 SLE: 0.01 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n",
      "\u001b[92m224: Guess: $125.28 Truth: $111.99 Error: $13.29 SLE: 0.01 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n",
      "\u001b[92m225: Guess: $73.04 Truth: $42.99 Error: $30.05 SLE: 0.27 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n",
      "\u001b[92m226: Guess: $145.73 Truth: $116.71 Error: $29.02 SLE: 0.05 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n",
      "\u001b[93m227: Guess: $184.65 Truth: $118.61 Error: $66.04 SLE: 0.19 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n",
      "\u001b[92m228: Guess: $150.15 Truth: $147.12 Error: $3.03 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n",
      "\u001b[93m229: Guess: $183.55 Truth: $119.99 Error: $63.56 SLE: 0.18 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n",
      "\u001b[93m230: Guess: $492.29 Truth: $369.98 Error: $122.31 SLE: 0.08 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n",
      "\u001b[92m231: Guess: $318.97 Truth: $315.55 Error: $3.42 SLE: 0.00 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n",
      "\u001b[93m232: Guess: $245.54 Truth: $190.99 Error: $54.55 SLE: 0.06 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n",
      "\u001b[93m233: Guess: $195.33 Truth: $155.00 Error: $40.33 SLE: 0.05 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n",
      "\u001b[92m234: Guess: $384.85 Truth: $349.99 Error: $34.86 SLE: 0.01 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n",
      "\u001b[92m235: Guess: $246.18 Truth: $249.99 Error: $3.81 SLE: 0.00 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n",
      "\u001b[92m236: Guess: $67.37 Truth: $42.99 Error: $24.38 SLE: 0.19 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n",
      "\u001b[92m237: Guess: $38.00 Truth: $17.99 Error: $20.01 SLE: 0.52 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n",
      "\u001b[93m238: Guess: $334.20 Truth: $425.00 Error: $90.80 SLE: 0.06 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n",
      "\u001b[92m239: Guess: $241.69 Truth: $249.99 Error: $8.30 SLE: 0.00 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n",
      "\u001b[93m240: Guess: $65.51 Truth: $138.23 Error: $72.72 SLE: 0.55 Item: Schmidt Spiele - Manhattan\u001b[0m\n",
      "\u001b[92m241: Guess: $494.10 Truth: $414.99 Error: $79.11 SLE: 0.03 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n",
      "\u001b[93m242: Guess: $231.29 Truth: $168.28 Error: $63.01 SLE: 0.10 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n",
      "\u001b[92m243: Guess: $212.20 Truth: $199.99 Error: $12.21 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n",
      "\u001b[92m244: Guess: $152.08 Truth: $126.70 Error: $25.38 SLE: 0.03 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n",
      "\u001b[92m245: Guess: $17.22 Truth: $5.91 Error: $11.31 SLE: 0.94 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n",
      "\u001b[92m246: Guess: $227.89 Truth: $193.06 Error: $34.83 SLE: 0.03 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n",
      "\u001b[93m247: Guess: $181.97 Truth: $249.99 Error: $68.02 SLE: 0.10 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n",
      "\u001b[92m248: Guess: $77.75 Truth: $64.12 Error: $13.63 SLE: 0.04 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n",
      "\u001b[93m249: Guess: $189.91 Truth: $114.99 Error: $74.92 SLE: 0.25 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n",
      "\u001b[93m250: Guess: $621.54 Truth: $926.00 Error: $304.46 SLE: 0.16 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Tester.test(ensemble_pricer, test)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.22"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}