{ "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": 190, "id": "681c717b-4c24-4ac3-a5f3-3c5881d6e70a", "metadata": {}, "outputs": [], "source": [ "# imports\n", "\n", "import os\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" ] }, { "cell_type": "code", "execution_count": 191, "id": "933b6e75-3661-4f30-b0b5-c28d04e3748e", "metadata": {}, "outputs": [], "source": [ "# More imports for our traditional machine learning\n", "\n", "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" ] }, { "cell_type": "markdown", "id": "b3c87c11-8dbe-4b8c-8989-01e3d3a60026", "metadata": {}, "source": [ "## NLP imports\n", "\n", "In the next cell, we have more imports for our NLP related machine learning. \n", "If the gensim import gives you an error like \"Cannot import name 'triu' from 'scipy.linalg' then please run in another cell: \n", "`!pip install \"scipy<1.13\"` \n", "As described on StackOverflow [here](https://stackoverflow.com/questions/78279136/importerror-cannot-import-name-triu-from-scipy-linalg-when-importing-gens). \n", "Many thanks to students Arnaldo G and Ard V for sorting this." ] }, { "cell_type": "code", "execution_count": 192, "id": "42cf33b7-7abd-44ba-9780-c156b70473b5", "metadata": {}, "outputs": [], "source": [ "# NLP related imports\n", "\n", "from sklearn.feature_extraction.text import CountVectorizer\n", "from gensim.models import Word2Vec\n", "from gensim.utils import simple_preprocess" ] }, { "cell_type": "code", "execution_count": 193, "id": "a1ac3ec0-183c-4a12-920b-b06397f86815", "metadata": {}, "outputs": [], "source": [ "# Finally, more imports for more advanced machine learning\n", "\n", "from sklearn.svm import LinearSVR\n", "from sklearn.ensemble import RandomForestRegressor" ] }, { "cell_type": "code", "execution_count": 194, "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": 195, "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": 196, "id": "4dd3aad2-6f99-433c-8792-e461d2f06622", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.\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": 197, "id": "c830ed3e-24ee-4af6-a07b-a1bfdcd39278", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "5105e13c-bca0-4c70-bfaa-649345f53322", "metadata": {}, "source": [ "# Loading the pkl files\n", "\n", "Let's avoid curating all our data again! Load in the pickle files\n" ] }, { "cell_type": "code", "execution_count": 198, "id": "5c9b05f4-c9eb-462c-8d86-de9140a2d985", "metadata": {}, "outputs": [], "source": [ "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": "code", "execution_count": 199, "id": "a84638f7-5ff7-4f54-8751-3ef156264aee", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "How would you classify this sensor data - normal or anomalous?\n", "\n", "[{\"timestamp\": 1737806400, \"room\": \"pillbox\", \"nodeId\": 1, \"onOff\": true}, {\"timestamp\": 1737806460, \"room\": \"bedroom\", \"nodeId\": 2, \"onOff\": true}, {\"timestamp\": 1737806700, \"room\": \"bathroom\", \"nodeId\": 2, \"onOff\": true}, {\"timestamp\": 1737807000, \"room\": \"bathroom\", \"nodeId\": 3, \"humidity\": 6500}, {\"timestamp\": 1737807300, \"room\": \"bathroom\", \"nodeId\": 2, \"onOff\": false}, {\"timestamp\": 1737807600, \"room\": \"\n", "\n", "Result is normal\n" ] } ], "source": [ "# Remind ourselves the training prompt\n", "\n", "print(train[0].prompt)" ] }, { "cell_type": "code", "execution_count": 202, "id": "d83cdb39-caa6-4ced-b5e4-4ff203126236", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<$anomalous>\n" ] } ], "source": [ "# Remind ourselves the details\n", "\n", "print(test[0])" ] }, { "cell_type": "code", "execution_count": 203, "id": "b7619c85-6e9e-48a1-8efe-c6a60471b87c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<$normal>" ] }, "execution_count": 203, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Remind a test prompt\n", "\n", "train[0]" ] }, { "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 the 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", "`Tester.test(my_prediction_function)`\n", "\n", "To evaluate your model." ] }, { "cell_type": "code", "execution_count": 222, "id": "b5793f5c-e23e-4a74-9496-1e30dd1e8935", "metadata": {}, "outputs": [ { "ename": "SyntaxError", "evalue": "invalid syntax (2808863601.py, line 14)", "output_type": "error", "traceback": [ "\u001b[0;36m Cell \u001b[0;32mIn[222], line 14\u001b[0;36m\u001b[0m\n\u001b[0;31m if !error:\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" ] } ], "source": [ "class Tester:\n", "\n", " def __init__(self, predictor, data, title=None, size=80):\n", " self.predictor = predictor\n", " self.data = data\n", " self.title = title or predictor.__name__.replace(\"_\", \" \").title()\n", " self.size = size\n", " self.guesses = []\n", " self.truths = []\n", " self.errors = []\n", " self.colors = []\n", "\n", " def color_for(self, error, truth):\n", " if not error:\n", " return \"green\"\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.result\n", " error = guess != truth\n", " color = self.color_for(error, truth)\n", " prompt = datapoint.prompt if len(datapoint.prompt) <= 40 else datapoint.prompt[:40]+\"...\"\n", " self.guesses.append(guess)\n", " self.truths.append(truth)\n", " self.errors.append(error)\n", " self.colors.append(color)\n", " #print(f\"{COLOR_MAP[color]}{i+1}: Guess: {guess} Truth: {truth:} Error: {error:} Item: {prompt}{RESET}\")\n", " print(f\"{COLOR_MAP[color]}{i+1}: Guess: {guess} Truth: {truth:} Error: {error:}{RESET}\")\n", "\n", " def chart(self, title):\n", " actual = self.truths\n", " predicted = self.guesses\n", "\n", " # Get unique classes\n", " classes = list(set(actual + predicted)) # Union of unique classes in actual and predicted\n", "\n", " # Initialize the confusion matrix as a dictionary\n", " confusion_matrix = {true: {pred: 0 for pred in classes} for true in classes}\n", "\n", " # Populate the confusion matrix\n", " for a, p in zip(actual, predicted):\n", " confusion_matrix[a][p] += 1\n", "\n", " # Convert the confusion matrix into a 2D list for visualization\n", " matrix = [[confusion_matrix[true][pred] for pred in classes] for true in classes]\n", "\n", " # Plot the confusion matrix\n", " plt.figure(figsize=(8, 6))\n", " plt.imshow(matrix, interpolation='nearest', cmap=plt.cm.Blues)\n", " plt.title(title)\n", " plt.colorbar()\n", "\n", " # Add labels\n", " tick_marks = range(len(classes))\n", " plt.xticks(tick_marks, classes)\n", " plt.yticks(tick_marks, classes)\n", " plt.ylabel('Actual Label')\n", " plt.xlabel('Predicted Label')\n", "\n", " # Add text annotations\n", " for i in range(len(classes)):\n", " for j in range(len(classes)):\n", " plt.text(j, i, matrix[i][j],\n", " horizontalalignment=\"center\",\n", " color=\"white\" if matrix[i][j] > max(max(row) for row in matrix) / 2 else \"black\")\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "\n", " def report(self):\n", " average_error = sum(self.errors) / self.size\n", " hits = sum(1 for color in self.colors if color==\"green\")\n", " title = f\"{self.title} Error={average_error:,.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()\n", "\n", " @classmethod\n", " def test(cls, function, data):\n", " cls(function, data).run()" ] }, { "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 guess - either normal or anomalous!" ] }, { "cell_type": "code", "execution_count": 223, "id": "66ea68e8-ab1b-4f0d-aba4-a59574d8f85e", "metadata": {}, "outputs": [], "source": [ "def random_situation_assessor(item):\n", " choices = ['normal', 'anomalous']\n", " choiceNum = random.randint(0,1)\n", " choice = choices[choiceNum] \n", " return choice" ] }, { "cell_type": "code", "execution_count": 219, "id": "379062f2-4da4-42cb-9dbf-7d0a8ed7d584", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "anomalous\n" ] } ], "source": [ "print(random_situation_assessor(train[1]))" ] }, { "cell_type": "code", "execution_count": 220, "id": "53d941cb-5b73-44ea-b893-3a0ce9997066", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[91m1: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m2: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m3: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m4: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[92m5: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[92m6: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[91m7: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[92m8: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[92m9: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[92m10: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[92m11: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[91m12: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[92m13: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[92m14: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[92m15: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[91m16: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[92m17: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[92m18: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[91m19: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[92m20: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[91m21: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m22: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[92m23: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[91m24: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m25: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m26: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[92m27: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[92m28: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[92m29: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[91m30: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[92m31: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[91m32: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m33: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m34: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m35: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m36: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m37: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[92m38: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[91m39: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m40: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[92m41: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[92m42: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[91m43: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m44: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m45: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[92m46: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[91m47: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[92m48: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[91m49: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m50: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m51: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[92m52: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[92m53: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[91m54: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m55: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[92m56: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[91m57: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[92m58: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[92m59: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[92m60: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[91m61: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m62: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m63: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m64: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m65: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[92m66: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[92m67: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[92m68: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[92m69: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[91m70: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m71: Guess: normal Truth: normal Error: False\u001b[0m\n", "\u001b[91m72: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m73: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m74: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[92m75: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[92m76: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[92m77: Guess: anomalous Truth: normal Error: True\u001b[0m\n", "\u001b[92m78: Guess: normal Truth: anomalous Error: True\u001b[0m\n", "\u001b[91m79: Guess: anomalous Truth: anomalous Error: False\u001b[0m\n", "\u001b[91m80: Guess: anomalous Truth: anomalous Error: False\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", "Tester.test(random_situation_assessor, train)" ] }, { "cell_type": "code", "execution_count": 21, "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": 22, "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": 23, "id": "0cd11cc8-f16e-4991-b531-482189ddc4b6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "13.57055237029551" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "average_weight = sum(weights)/len(weights)\n", "average_weight" ] }, { "cell_type": "code", "execution_count": 24, "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": 25, "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": 26, "id": "20b9b5be-30bc-4d3a-8492-fbae119421a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "380638.258828069" ] }, "execution_count": 26, "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": 27, "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": 28, "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": 48, "id": "2c3f4b85-eccf-46d5-b8d4-14cff03fc199", "metadata": {}, "outputs": [], "source": [ "def country_of_origin_is_china(item):\n", " if item.features.get('Country of Origin') == 'China':\n", " return 1\n", " else:\n", " return 0" ] }, { "cell_type": "code", "execution_count": 29, "id": "85c89012-a922-401b-8a3b-94af641bf27a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('HP', 5500),\n", " ('Power Stop', 3594),\n", " ('Dell', 3254),\n", " ('Detroit Axle', 2734),\n", " ('Lenovo', 2441),\n", " ('Dorman', 2116),\n", " ('SAMSUNG', 1772),\n", " ('BUYAUTOPARTS!', 1715),\n", " ('ACDelco', 1609),\n", " ('Evan Fischer', 1415),\n", " ('ASUS', 1387),\n", " ('Sony', 1282),\n", " ('Canon', 1201),\n", " ('Callahan BRAKE PARTS', 1154),\n", " ('Kohler', 1152),\n", " ('CURT', 1120),\n", " ('R1 Concepts', 1054),\n", " ('Rareelectrical', 966),\n", " ('Coverking', 941),\n", " ('Garage-Pro', 888),\n", " ('Kingston Brass', 852),\n", " ('Spectra Premium', 834),\n", " ('Moen', 829),\n", " ('Auto Dynasty', 824),\n", " ('WeatherTech', 822),\n", " ('DELTA FAUCET', 811),\n", " ('Generic', 793),\n", " ('Apple', 783),\n", " ('Cardone', 765),\n", " ('APS', 763),\n", " ('K&N', 758),\n", " ('GM', 743),\n", " ('Walker', 732),\n", " ('EBC Brakes', 717),\n", " ('AKKON', 646),\n", " ('SPEC-D TUNING', 626),\n", " ('TYC', 626),\n", " ('Covercraft', 618),\n", " ('Intel', 610),\n", " ('A-Premium', 607)]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "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\n", "\n", "brands.most_common(40)" ] }, { "cell_type": "code", "execution_count": 30, "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": 52, "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", " \"is_chinese\": country_of_origin_is_china(item)\n", " }" ] }, { "cell_type": "code", "execution_count": 53, "id": "88850855-f5bd-4be2-9d7c-75bf8a21609b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'weight': 56.0,\n", " 'rank': 174503.5,\n", " 'text_length': 840,\n", " 'is_top_electronics_brand': 0,\n", " 'is_chinese': 1}" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Look at features in a training item\n", "get_features(train[9000])" ] }, { "cell_type": "code", "execution_count": 54, "id": "ee9b5298-68b7-497d-8b2e-875287bb25b2", "metadata": {}, "outputs": [], "source": [ "# A utility function to convert our features into a pandas dataframe\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": 56, "id": "cc1d68e0-ab33-40f4-9334-461d426af25c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "weight: 0.2663098766460396\n", "rank: 5.08557619705454e-05\n", "text_length: 0.011685295616100889\n", "is_top_electronics_brand: 195.12510096469674\n", "is_chinese: -17.577347874967053\n", "Intercept: 182.73221079716183\n", "Mean Squared Error: 33250.5163297445\n", "R-squared Score: 0.08496658571890203\n" ] } ], "source": [ "# Traditional Linear Regression!\n", "\n", "np.random.seed(42)\n", "\n", "# Separate features and target\n", "feature_columns = ['weight', 'rank', 'text_length', 'is_top_electronics_brand','is_chinese']\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", "# Train a Linear Regression\n", "model = LinearRegression()\n", "model.fit(X_train, y_train)\n", "\n", "for feature, coef in zip(feature_columns, model.coef_):\n", " print(f\"{feature}: {coef}\")\n", "print(f\"Intercept: {model.intercept_}\")\n", "\n", "# Predict the test set and evaluate\n", "y_pred = model.predict(X_test)\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}\")" ] }, { "cell_type": "code", "execution_count": 57, "id": "6561c3c7-ac7f-458b-983c-4a164b9d02c3", "metadata": {}, "outputs": [], "source": [ "# Function to predict price for a new item\n", "\n", "def linear_regression_pricer(item):\n", " features = get_features(item)\n", " features_df = pd.DataFrame([features])\n", " return model.predict(features_df)[0]" ] }, { "cell_type": "code", "execution_count": 58, "id": "9bf2caa4-657a-4fc6-9dcb-bed7eaf8dd65", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[93m1: Guess: $231.91 Truth: $374.41 Error: $142.50 SLE: 0.23 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[92m2: Guess: $199.63 Truth: $225.11 Error: $25.48 SLE: 0.01 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[91m3: Guess: $177.06 Truth: $61.68 Error: $115.38 SLE: 1.09 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[93m4: Guess: $390.63 Truth: $599.99 Error: $209.36 SLE: 0.18 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[91m5: Guess: $214.60 Truth: $16.99 Error: $197.61 SLE: 6.17 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[91m6: Guess: $214.71 Truth: $31.99 Error: $182.72 SLE: 3.53 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[91m7: Guess: $194.88 Truth: $101.79 Error: $93.09 SLE: 0.42 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[93m8: Guess: $193.41 Truth: $289.00 Error: $95.59 SLE: 0.16 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[91m9: Guess: $206.46 Truth: $635.86 Error: $429.40 SLE: 1.26 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[91m10: Guess: $185.58 Truth: $65.99 Error: $119.59 SLE: 1.05 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[92m11: Guess: $217.61 Truth: $254.21 Error: $36.60 SLE: 0.02 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[91m12: Guess: $220.23 Truth: $412.99 Error: $192.76 SLE: 0.39 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[92m13: Guess: $214.48 Truth: $205.50 Error: $8.98 SLE: 0.00 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[93m14: Guess: $194.24 Truth: $248.23 Error: $53.99 SLE: 0.06 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[91m15: Guess: $180.52 Truth: $399.00 Error: $218.48 SLE: 0.62 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[91m16: Guess: $209.44 Truth: $373.94 Error: $164.50 SLE: 0.33 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[91m17: Guess: $187.69 Truth: $92.89 Error: $94.80 SLE: 0.49 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[91m18: Guess: $194.87 Truth: $51.99 Error: $142.88 SLE: 1.71 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[92m19: Guess: $192.57 Truth: $179.00 Error: $13.57 SLE: 0.01 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[91m20: Guess: $209.54 Truth: $19.42 Error: $190.12 SLE: 5.44 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[91m21: Guess: $190.30 Truth: $539.95 Error: $349.65 SLE: 1.08 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[92m22: Guess: $182.12 Truth: $147.67 Error: $34.45 SLE: 0.04 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[91m23: Guess: $191.45 Truth: $24.99 Error: $166.46 SLE: 4.01 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[93m24: Guess: $198.91 Truth: $149.00 Error: $49.91 SLE: 0.08 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", "\u001b[91m25: Guess: $199.47 Truth: $16.99 Error: $182.48 SLE: 5.81 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", "\u001b[91m26: Guess: $177.98 Truth: $7.99 Error: $169.99 SLE: 8.95 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", "\u001b[92m27: Guess: $201.87 Truth: $199.99 Error: $1.88 SLE: 0.00 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", "\u001b[91m28: Guess: $387.31 Truth: $251.45 Error: $135.86 SLE: 0.19 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", "\u001b[92m29: Guess: $213.04 Truth: $231.62 Error: $18.58 SLE: 0.01 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", "\u001b[93m30: Guess: $195.71 Truth: $135.00 Error: $60.71 SLE: 0.14 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", "\u001b[91m31: Guess: $213.92 Truth: $356.62 Error: $142.70 SLE: 0.26 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", "\u001b[92m32: Guess: $243.20 Truth: $257.99 Error: $14.79 SLE: 0.00 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", "\u001b[91m33: Guess: $211.23 Truth: $27.99 Error: $183.24 SLE: 3.96 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", "\u001b[93m34: Guess: $232.46 Truth: $171.20 Error: $61.26 SLE: 0.09 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", "\u001b[93m35: Guess: $279.35 Truth: $225.00 Error: $54.35 SLE: 0.05 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", "\u001b[91m36: Guess: $216.75 Truth: $105.00 Error: $111.75 SLE: 0.52 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", "\u001b[93m37: Guess: $185.95 Truth: $299.99 Error: $114.04 SLE: 0.23 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", "\u001b[91m38: Guess: $252.73 Truth: $535.09 Error: $282.36 SLE: 0.56 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", "\u001b[91m39: Guess: $193.28 Truth: $12.33 Error: $180.95 SLE: 7.18 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", "\u001b[91m40: Guess: $196.66 Truth: $84.99 Error: $111.67 SLE: 0.69 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", "\u001b[91m41: Guess: $195.97 Truth: $15.99 Error: $179.98 SLE: 6.00 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", "\u001b[91m42: Guess: $203.30 Truth: $62.44 Error: $140.86 SLE: 1.37 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", "\u001b[91m43: Guess: $180.25 Truth: $82.99 Error: $97.26 SLE: 0.59 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", "\u001b[93m44: Guess: $393.99 Truth: $599.95 Error: $205.96 SLE: 0.18 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", "\u001b[91m45: Guess: $388.24 Truth: $194.99 Error: $193.25 SLE: 0.47 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", "\u001b[93m46: Guess: $207.73 Truth: $344.95 Error: $137.22 SLE: 0.26 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", "\u001b[91m47: Guess: $193.93 Truth: $37.99 Error: $155.94 SLE: 2.59 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", "\u001b[92m48: Guess: $204.24 Truth: $224.35 Error: $20.11 SLE: 0.01 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", "\u001b[91m49: Guess: $251.12 Truth: $814.00 Error: $562.88 SLE: 1.38 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", "\u001b[92m50: Guess: $406.87 Truth: $439.88 Error: $33.01 SLE: 0.01 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", "\u001b[92m51: Guess: $299.60 Truth: $341.43 Error: $41.83 SLE: 0.02 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", "\u001b[91m52: Guess: $208.07 Truth: $46.78 Error: $161.29 SLE: 2.18 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", "\u001b[93m53: Guess: $213.10 Truth: $171.44 Error: $41.66 SLE: 0.05 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", "\u001b[91m54: Guess: $218.65 Truth: $458.00 Error: $239.35 SLE: 0.54 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", "\u001b[91m55: Guess: $387.86 Truth: $130.75 Error: $257.11 SLE: 1.17 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", "\u001b[91m56: Guess: $189.60 Truth: $83.81 Error: $105.79 SLE: 0.66 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", "\u001b[91m57: Guess: $213.09 Truth: $386.39 Error: $173.30 SLE: 0.35 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", "\u001b[92m58: Guess: $191.27 Truth: $169.00 Error: $22.27 SLE: 0.02 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", "\u001b[91m59: Guess: $267.56 Truth: $17.95 Error: $249.61 SLE: 7.03 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", "\u001b[92m60: Guess: $216.01 Truth: $269.00 Error: $52.99 SLE: 0.05 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", "\u001b[91m61: Guess: $184.83 Truth: $77.77 Error: $107.06 SLE: 0.74 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", "\u001b[91m62: Guess: $215.41 Truth: $88.99 Error: $126.42 SLE: 0.77 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", "\u001b[91m63: Guess: $216.87 Truth: $364.41 Error: $147.54 SLE: 0.27 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", "\u001b[91m64: Guess: $220.39 Truth: $127.03 Error: $93.36 SLE: 0.30 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", "\u001b[91m65: Guess: $253.58 Truth: $778.95 Error: $525.37 SLE: 1.25 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", "\u001b[91m66: Guess: $389.61 Truth: $206.66 Error: $182.95 SLE: 0.40 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", "\u001b[91m67: Guess: $194.53 Truth: $35.94 Error: $158.59 SLE: 2.78 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", "\u001b[93m68: Guess: $208.49 Truth: $149.00 Error: $59.49 SLE: 0.11 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", "\u001b[92m69: Guess: $218.80 Truth: $251.98 Error: $33.18 SLE: 0.02 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", "\u001b[91m70: Guess: $290.52 Truth: $160.00 Error: $130.52 SLE: 0.35 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", "\u001b[91m71: Guess: $193.49 Truth: $39.99 Error: $153.50 SLE: 2.42 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", "\u001b[93m72: Guess: $265.63 Truth: $362.41 Error: $96.78 SLE: 0.10 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", "\u001b[93m73: Guess: $213.77 Truth: $344.00 Error: $130.23 SLE: 0.22 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", "\u001b[91m74: Guess: $181.04 Truth: $25.09 Error: $155.95 SLE: 3.77 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", "\u001b[91m75: Guess: $256.60 Truth: $175.95 Error: $80.65 SLE: 0.14 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[93m76: Guess: $193.82 Truth: $132.64 Error: $61.18 SLE: 0.14 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[91m77: Guess: $226.98 Truth: $422.99 Error: $196.01 SLE: 0.38 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[93m78: Guess: $214.01 Truth: $146.48 Error: $67.53 SLE: 0.14 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[91m79: Guess: $274.56 Truth: $156.83 Error: $117.73 SLE: 0.31 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[93m80: Guess: $196.91 Truth: $251.99 Error: $55.08 SLE: 0.06 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $246.72 Truth: $940.33 Error: $693.61 SLE: 1.78 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[91m82: Guess: $194.31 Truth: $52.99 Error: $141.32 SLE: 1.65 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[92m83: Guess: $194.99 Truth: $219.95 Error: $24.96 SLE: 0.01 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[91m84: Guess: $232.73 Truth: $441.03 Error: $208.30 SLE: 0.41 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[93m85: Guess: $214.96 Truth: $168.98 Error: $45.98 SLE: 0.06 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[91m86: Guess: $201.39 Truth: $2.49 Error: $198.90 SLE: 16.49 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[91m87: Guess: $179.95 Truth: $98.62 Error: $81.33 SLE: 0.36 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[93m88: Guess: $202.01 Truth: $256.95 Error: $54.94 SLE: 0.06 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[91m89: Guess: $197.03 Truth: $30.99 Error: $166.04 SLE: 3.32 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[93m90: Guess: $409.49 Truth: $569.84 Error: $160.35 SLE: 0.11 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[92m91: Guess: $213.80 Truth: $177.99 Error: $35.81 SLE: 0.03 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $210.86 Truth: $997.99 Error: $787.13 SLE: 2.41 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[92m93: Guess: $215.75 Truth: $219.00 Error: $3.25 SLE: 0.00 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[92m94: Guess: $214.15 Truth: $225.55 Error: $11.40 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[91m95: Guess: $195.02 Truth: $495.95 Error: $300.93 SLE: 0.87 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[91m96: Guess: $245.06 Truth: $942.37 Error: $697.31 SLE: 1.81 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[91m97: Guess: $191.62 Truth: $1.94 Error: $189.68 SLE: 17.49 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[93m98: Guess: $198.87 Truth: $284.34 Error: $85.47 SLE: 0.13 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[93m99: Guess: $230.20 Truth: $171.90 Error: $58.30 SLE: 0.08 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[92m100: Guess: $174.86 Truth: $144.99 Error: $29.87 SLE: 0.03 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[91m101: Guess: $201.96 Truth: $470.47 Error: $268.51 SLE: 0.71 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[91m102: Guess: $214.36 Truth: $66.95 Error: $147.41 SLE: 1.33 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[91m103: Guess: $209.38 Truth: $117.00 Error: $92.38 SLE: 0.33 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[93m104: Guess: $236.60 Truth: $172.14 Error: $64.46 SLE: 0.10 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[93m105: Guess: $268.68 Truth: $392.74 Error: $124.06 SLE: 0.14 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[91m106: Guess: $191.89 Truth: $16.99 Error: $174.90 SLE: 5.63 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[91m107: Guess: $217.09 Truth: $1.34 Error: $215.75 SLE: 20.56 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[91m108: Guess: $195.43 Truth: $349.98 Error: $154.55 SLE: 0.34 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[93m109: Guess: $240.14 Truth: $370.71 Error: $130.57 SLE: 0.19 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[91m110: Guess: $270.69 Truth: $65.88 Error: $204.81 SLE: 1.96 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[92m111: Guess: $215.44 Truth: $229.99 Error: $14.55 SLE: 0.00 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[91m112: Guess: $214.63 Truth: $9.14 Error: $205.49 SLE: 9.35 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[92m113: Guess: $194.82 Truth: $199.00 Error: $4.18 SLE: 0.00 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[93m114: Guess: $180.56 Truth: $109.99 Error: $70.57 SLE: 0.24 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[91m115: Guess: $268.98 Truth: $570.42 Error: $301.44 SLE: 0.56 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[93m116: Guess: $194.98 Truth: $279.99 Error: $85.01 SLE: 0.13 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[91m117: Guess: $195.16 Truth: $30.99 Error: $164.17 SLE: 3.29 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[91m118: Guess: $193.10 Truth: $31.99 Error: $161.11 SLE: 3.14 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[91m119: Guess: $192.79 Truth: $15.90 Error: $176.89 SLE: 5.95 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[91m120: Guess: $180.00 Truth: $45.99 Error: $134.01 SLE: 1.82 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[93m121: Guess: $192.12 Truth: $113.52 Error: $78.60 SLE: 0.27 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[91m122: Guess: $223.00 Truth: $516.99 Error: $293.99 SLE: 0.70 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[93m123: Guess: $258.72 Truth: $196.99 Error: $61.73 SLE: 0.07 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[91m124: Guess: $194.17 Truth: $46.55 Error: $147.62 SLE: 1.99 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[93m125: Guess: $255.57 Truth: $356.99 Error: $101.42 SLE: 0.11 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[93m126: Guess: $194.11 Truth: $319.95 Error: $125.84 SLE: 0.25 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[91m127: Guess: $208.46 Truth: $96.06 Error: $112.40 SLE: 0.59 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[92m128: Guess: $197.05 Truth: $190.99 Error: $6.06 SLE: 0.00 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[92m129: Guess: $235.60 Truth: $257.95 Error: $22.35 SLE: 0.01 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[91m130: Guess: $196.06 Truth: $62.95 Error: $133.11 SLE: 1.27 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[91m131: Guess: $215.31 Truth: $47.66 Error: $167.65 SLE: 2.23 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[92m132: Guess: $218.01 Truth: $226.99 Error: $8.98 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[91m133: Guess: $212.38 Truth: $359.95 Error: $147.57 SLE: 0.28 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $209.89 Truth: $78.40 Error: $131.49 SLE: 0.95 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[92m135: Guess: $212.36 Truth: $172.77 Error: $39.59 SLE: 0.04 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[92m136: Guess: $280.07 Truth: $316.45 Error: $36.38 SLE: 0.01 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[91m137: Guess: $233.61 Truth: $87.99 Error: $145.62 SLE: 0.94 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[91m138: Guess: $388.73 Truth: $226.63 Error: $162.10 SLE: 0.29 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[91m139: Guess: $265.04 Truth: $31.49 Error: $233.55 SLE: 4.42 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[92m140: Guess: $197.97 Truth: $196.00 Error: $1.97 SLE: 0.00 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[91m141: Guess: $205.56 Truth: $78.40 Error: $127.16 SLE: 0.91 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[91m142: Guess: $209.70 Truth: $116.25 Error: $93.45 SLE: 0.34 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[93m143: Guess: $190.01 Truth: $112.78 Error: $77.23 SLE: 0.27 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[91m144: Guess: $176.34 Truth: $27.32 Error: $149.02 SLE: 3.37 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[92m145: Guess: $182.57 Truth: $145.91 Error: $36.66 SLE: 0.05 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[93m146: Guess: $215.37 Truth: $171.09 Error: $44.28 SLE: 0.05 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[92m147: Guess: $194.27 Truth: $167.95 Error: $26.32 SLE: 0.02 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[91m148: Guess: $198.39 Truth: $28.49 Error: $169.90 SLE: 3.65 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[91m149: Guess: $203.63 Truth: $122.23 Error: $81.40 SLE: 0.26 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[91m150: Guess: $176.54 Truth: $32.99 Error: $143.55 SLE: 2.73 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[91m151: Guess: $263.51 Truth: $71.20 Error: $192.31 SLE: 1.69 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[91m152: Guess: $204.91 Truth: $112.75 Error: $92.16 SLE: 0.35 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[91m153: Guess: $262.02 Truth: $142.43 Error: $119.59 SLE: 0.37 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[93m154: Guess: $259.51 Truth: $398.99 Error: $139.48 SLE: 0.18 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[91m155: Guess: $194.77 Truth: $449.00 Error: $254.23 SLE: 0.69 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[92m156: Guess: $176.53 Truth: $189.00 Error: $12.47 SLE: 0.00 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[93m157: Guess: $194.40 Truth: $120.91 Error: $73.49 SLE: 0.22 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[92m158: Guess: $239.90 Truth: $203.53 Error: $36.37 SLE: 0.03 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[91m159: Guess: $192.28 Truth: $349.99 Error: $157.71 SLE: 0.36 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[91m160: Guess: $211.77 Truth: $34.35 Error: $177.42 SLE: 3.22 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[91m161: Guess: $194.67 Truth: $384.99 Error: $190.32 SLE: 0.46 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $212.76 Truth: $211.00 Error: $1.76 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[91m163: Guess: $210.60 Truth: $129.00 Error: $81.60 SLE: 0.24 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[91m164: Guess: $213.21 Truth: $111.45 Error: $101.76 SLE: 0.42 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $205.74 Truth: $81.12 Error: $124.62 SLE: 0.85 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[91m166: Guess: $198.04 Truth: $457.08 Error: $259.04 SLE: 0.69 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $194.70 Truth: $49.49 Error: $145.21 SLE: 1.84 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[91m168: Guess: $217.48 Truth: $80.56 Error: $136.92 SLE: 0.97 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[92m169: Guess: $227.26 Truth: $278.39 Error: $51.13 SLE: 0.04 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[91m170: Guess: $208.07 Truth: $364.50 Error: $156.43 SLE: 0.31 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[93m171: Guess: $236.03 Truth: $378.99 Error: $142.96 SLE: 0.22 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[93m172: Guess: $213.75 Truth: $165.28 Error: $48.47 SLE: 0.07 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[91m173: Guess: $205.13 Truth: $56.74 Error: $148.39 SLE: 1.62 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[93m174: Guess: $212.56 Truth: $307.95 Error: $95.39 SLE: 0.14 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[91m175: Guess: $191.27 Truth: $38.00 Error: $153.27 SLE: 2.55 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[91m176: Guess: $192.92 Truth: $53.00 Error: $139.92 SLE: 1.63 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[91m177: Guess: $210.94 Truth: $498.00 Error: $287.06 SLE: 0.73 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $213.58 Truth: $53.99 Error: $159.59 SLE: 1.85 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[93m179: Guess: $255.65 Truth: $350.00 Error: $94.35 SLE: 0.10 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[93m180: Guess: $213.22 Truth: $299.95 Error: $86.73 SLE: 0.12 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[91m181: Guess: $199.99 Truth: $94.93 Error: $105.06 SLE: 0.55 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[91m182: Guess: $197.53 Truth: $379.00 Error: $181.47 SLE: 0.42 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[93m183: Guess: $215.97 Truth: $299.95 Error: $83.98 SLE: 0.11 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[91m184: Guess: $183.26 Truth: $24.99 Error: $158.27 SLE: 3.84 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[91m185: Guess: $247.06 Truth: $41.04 Error: $206.02 SLE: 3.15 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[91m186: Guess: $193.40 Truth: $327.90 Error: $134.50 SLE: 0.28 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[91m187: Guess: $215.34 Truth: $10.99 Error: $204.35 SLE: 8.37 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[91m188: Guess: $201.36 Truth: $14.99 Error: $186.37 SLE: 6.44 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[91m189: Guess: $197.87 Truth: $84.95 Error: $112.92 SLE: 0.70 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[93m190: Guess: $178.90 Truth: $111.00 Error: $67.90 SLE: 0.22 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[91m191: Guess: $211.36 Truth: $123.73 Error: $87.63 SLE: 0.28 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $196.72 Truth: $557.38 Error: $360.66 SLE: 1.08 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $211.54 Truth: $95.55 Error: $115.99 SLE: 0.62 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[91m194: Guess: $257.51 Truth: $154.00 Error: $103.51 SLE: 0.26 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[92m195: Guess: $211.15 Truth: $198.99 Error: $12.16 SLE: 0.00 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[91m196: Guess: $228.43 Truth: $430.44 Error: $202.01 SLE: 0.40 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[91m197: Guess: $200.32 Truth: $45.67 Error: $154.65 SLE: 2.14 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[93m198: Guess: $192.55 Truth: $249.00 Error: $56.45 SLE: 0.07 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[91m199: Guess: $213.40 Truth: $42.99 Error: $170.41 SLE: 2.51 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[92m200: Guess: $180.65 Truth: $181.33 Error: $0.68 SLE: 0.00 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[91m201: Guess: $191.51 Truth: $6.03 Error: $185.48 SLE: 10.96 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[91m202: Guess: $192.65 Truth: $29.99 Error: $162.66 SLE: 3.36 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $397.21 Truth: $899.00 Error: $501.79 SLE: 0.66 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[91m204: Guess: $183.88 Truth: $399.99 Error: $216.11 SLE: 0.60 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[91m205: Guess: $193.64 Truth: $4.66 Error: $188.98 SLE: 12.52 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[92m206: Guess: $221.21 Truth: $261.41 Error: $40.20 SLE: 0.03 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[93m207: Guess: $212.06 Truth: $136.97 Error: $75.09 SLE: 0.19 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[91m208: Guess: $190.95 Truth: $79.00 Error: $111.95 SLE: 0.77 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $193.95 Truth: $444.99 Error: $251.04 SLE: 0.68 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[91m210: Guess: $217.97 Truth: $411.94 Error: $193.97 SLE: 0.40 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[93m211: Guess: $215.59 Truth: $148.40 Error: $67.19 SLE: 0.14 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[92m212: Guess: $210.13 Truth: $244.99 Error: $34.86 SLE: 0.02 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $266.22 Truth: $86.50 Error: $179.72 SLE: 1.25 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[93m214: Guess: $406.69 Truth: $297.95 Error: $108.74 SLE: 0.10 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[91m215: Guess: $212.39 Truth: $399.99 Error: $187.60 SLE: 0.40 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $215.92 Truth: $599.00 Error: $383.08 SLE: 1.04 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[91m217: Guess: $213.69 Truth: $105.99 Error: $107.70 SLE: 0.49 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $217.90 Truth: $689.00 Error: $471.10 SLE: 1.32 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[91m219: Guess: $215.95 Truth: $404.99 Error: $189.04 SLE: 0.39 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[93m220: Guess: $262.05 Truth: $207.76 Error: $54.29 SLE: 0.05 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[93m221: Guess: $221.55 Truth: $171.82 Error: $49.73 SLE: 0.06 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[93m222: Guess: $211.57 Truth: $293.24 Error: $81.67 SLE: 0.11 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[91m223: Guess: $205.96 Truth: $374.95 Error: $168.99 SLE: 0.36 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[91m224: Guess: $260.67 Truth: $111.99 Error: $148.68 SLE: 0.71 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[91m225: Guess: $179.54 Truth: $42.99 Error: $136.55 SLE: 1.99 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[91m226: Guess: $296.29 Truth: $116.71 Error: $179.58 SLE: 0.86 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[91m227: Guess: $205.38 Truth: $118.61 Error: $86.77 SLE: 0.30 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[93m228: Guess: $201.32 Truth: $147.12 Error: $54.20 SLE: 0.10 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[93m229: Guess: $173.56 Truth: $119.99 Error: $53.57 SLE: 0.13 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $217.86 Truth: $369.98 Error: $152.12 SLE: 0.28 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[93m231: Guess: $231.58 Truth: $315.55 Error: $83.97 SLE: 0.10 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[92m232: Guess: $206.37 Truth: $190.99 Error: $15.38 SLE: 0.01 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[92m233: Guess: $191.19 Truth: $155.00 Error: $36.19 SLE: 0.04 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[93m234: Guess: $215.67 Truth: $349.99 Error: $134.32 SLE: 0.23 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[93m235: Guess: $181.46 Truth: $249.99 Error: $68.53 SLE: 0.10 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[91m236: Guess: $194.98 Truth: $42.99 Error: $151.99 SLE: 2.23 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[91m237: Guess: $193.05 Truth: $17.99 Error: $175.06 SLE: 5.40 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $200.83 Truth: $425.00 Error: $224.17 SLE: 0.56 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[93m239: Guess: $176.66 Truth: $249.99 Error: $73.33 SLE: 0.12 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[93m240: Guess: $210.43 Truth: $138.23 Error: $72.20 SLE: 0.17 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[91m241: Guess: $224.68 Truth: $414.99 Error: $190.31 SLE: 0.37 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[93m242: Guess: $209.66 Truth: $168.28 Error: $41.38 SLE: 0.05 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[92m243: Guess: $186.79 Truth: $199.99 Error: $13.20 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[93m244: Guess: $182.14 Truth: $126.70 Error: $55.44 SLE: 0.13 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[91m245: Guess: $214.69 Truth: $5.91 Error: $208.78 SLE: 11.84 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[92m246: Guess: $195.84 Truth: $193.06 Error: $2.78 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[93m247: Guess: $178.68 Truth: $249.99 Error: $71.31 SLE: 0.11 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[91m248: Guess: $210.76 Truth: $64.12 Error: $146.64 SLE: 1.39 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[91m249: Guess: $204.78 Truth: $114.99 Error: $89.79 SLE: 0.33 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $181.14 Truth: $926.00 Error: $744.86 SLE: 2.65 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", "Tester.test(linear_regression_pricer)" ] }, { "cell_type": "code", "execution_count": 59, "id": "79e1574b-52ef-49cc-bfb5-e97252ed5db8", "metadata": {}, "outputs": [], "source": [ "# For the next few models, we prepare our documents and prices\n", "# Note that we use the test prompt for the documents, otherwise we'll reveal the answer!!\n", "\n", "prices = np.array([float(item.price) for item in train])\n", "documents = [item.test_prompt() for item in train]" ] }, { "cell_type": "code", "execution_count": 60, "id": "e126c22e-53e7-4967-9ebb-6b7dd7fe4ade", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
LinearRegression()
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": [ "LinearRegression()" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use the CountVectorizer for a Bag of Words model\n", "\n", "np.random.seed(42)\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": 61, "id": "4b7148d3-3202-4536-a75c-1627495c51d3", "metadata": {}, "outputs": [], "source": [ "def bow_lr_pricer(item):\n", " x = vectorizer.transform([item.test_prompt()])\n", " return max(regressor.predict(x)[0], 0)" ] }, { "cell_type": "code", "execution_count": 62, "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 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[92m8: Guess: $241.39 Truth: $289.00 Error: $47.61 SLE: 0.03 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[93m9: Guess: $404.56 Truth: $635.86 Error: $231.30 SLE: 0.20 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[93m10: Guess: $111.12 Truth: $65.99 Error: $45.13 SLE: 0.27 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[91m11: Guess: $362.96 Truth: $254.21 Error: $108.75 SLE: 0.13 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[93m12: Guess: $328.25 Truth: $412.99 Error: $84.74 SLE: 0.05 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[93m13: Guess: $135.78 Truth: $205.50 Error: $69.72 SLE: 0.17 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[93m14: Guess: $196.39 Truth: $248.23 Error: $51.84 SLE: 0.05 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[91m15: Guess: $205.64 Truth: $399.00 Error: $193.36 SLE: 0.44 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[92m16: Guess: $301.44 Truth: $373.94 Error: $72.50 SLE: 0.05 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[91m17: Guess: $298.78 Truth: $92.89 Error: $205.89 SLE: 1.35 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[91m18: Guess: $202.57 Truth: $51.99 Error: $150.58 SLE: 1.81 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[93m19: Guess: $240.07 Truth: $179.00 Error: $61.07 SLE: 0.09 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[92m20: Guess: $55.82 Truth: $19.42 Error: $36.40 SLE: 1.05 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[91m21: Guess: $291.76 Truth: $539.95 Error: $248.19 SLE: 0.38 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[92m22: Guess: $171.79 Truth: $147.67 Error: $24.12 SLE: 0.02 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[93m23: Guess: $91.69 Truth: $24.99 Error: $66.70 SLE: 1.62 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[91m24: Guess: $361.79 Truth: $149.00 Error: $212.79 SLE: 0.78 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: $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: $77.38 Truth: $66.95 Error: $10.43 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: $213.15 Truth: $49.49 Error: $163.66 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: $255.66 Truth: $190.99 Error: $64.67 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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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# test it\n", "\n", "Tester.test(bow_lr_pricer)" ] }, { "cell_type": "code", "execution_count": 63, "id": "b623079e-54fa-418f-b209-7d54ebbcc23a", "metadata": {}, "outputs": [], "source": [ "# The amazing word2vec model, implemented in gensim NLP library\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=400, window=5, min_count=1, workers=8)" ] }, { "cell_type": "code", "execution_count": 64, "id": "3de4efc7-68a6-4443-b9fd-70ee9d722362", "metadata": {}, "outputs": [], "source": [ "# This step of averaging vectors across the document is a weakness in our approach\n", "\n", "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_w2v = np.array([document_vector(doc) for doc in documents])" ] }, { "cell_type": "code", "execution_count": 65, "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.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "LinearRegression()" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Run Linear Regression on word2vec\n", "\n", "word2vec_lr_regressor = LinearRegression()\n", "word2vec_lr_regressor.fit(X_w2v, prices)" ] }, { "cell_type": "code", "execution_count": 66, "id": "e43d3fb9-e013-4573-90bf-9a522132b555", "metadata": {}, "outputs": [], "source": [ "def word2vec_lr_pricer(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": 67, "id": "6740319d-5c8e-4125-9106-97e2e8ab72c7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[93m1: Guess: $240.89 Truth: $374.41 Error: $133.52 SLE: 0.19 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[93m2: Guess: $160.26 Truth: $225.11 Error: $64.85 SLE: 0.11 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[91m3: Guess: $146.82 Truth: $61.68 Error: $85.14 SLE: 0.74 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[91m4: Guess: $356.76 Truth: $599.99 Error: $243.23 SLE: 0.27 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[93m5: Guess: $90.47 Truth: $16.99 Error: $73.48 SLE: 2.64 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: $302.17 Truth: $101.79 Error: $200.38 SLE: 1.17 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[92m8: Guess: $252.65 Truth: $289.00 Error: $36.35 SLE: 0.02 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[91m9: Guess: $353.84 Truth: $635.86 Error: $282.02 SLE: 0.34 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[93m10: Guess: $129.15 Truth: $65.99 Error: $63.16 SLE: 0.44 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[93m11: Guess: $354.50 Truth: $254.21 Error: $100.29 SLE: 0.11 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[92m12: Guess: $337.24 Truth: $412.99 Error: $75.75 SLE: 0.04 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[92m13: Guess: $174.80 Truth: $205.50 Error: $30.70 SLE: 0.03 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[92m14: Guess: $251.42 Truth: $248.23 Error: $3.19 SLE: 0.00 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[93m15: Guess: $255.02 Truth: $399.00 Error: $143.98 SLE: 0.20 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[93m16: Guess: $268.43 Truth: $373.94 Error: $105.51 SLE: 0.11 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[91m17: Guess: $266.37 Truth: $92.89 Error: $173.48 SLE: 1.10 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[92m18: Guess: $89.79 Truth: $51.99 Error: $37.80 SLE: 0.29 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[91m19: Guess: $308.18 Truth: $179.00 Error: $129.18 SLE: 0.29 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[91m20: Guess: $116.05 Truth: $19.42 Error: $96.63 SLE: 3.05 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[93m21: Guess: $326.37 Truth: $539.95 Error: $213.58 SLE: 0.25 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[93m22: Guess: $206.72 Truth: $147.67 Error: $59.05 SLE: 0.11 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[93m23: Guess: $75.57 Truth: $24.99 Error: $50.58 SLE: 1.17 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[91m24: Guess: $302.17 Truth: $149.00 Error: $153.17 SLE: 0.50 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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...\u001b[0m\n", "\u001b[91m52: Guess: $262.70 Truth: $46.78 Error: $215.92 SLE: 2.92 Item: G.I. 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Ford Black Valet ...\u001b[0m\n", "\u001b[91m60: Guess: $111.87 Truth: $269.00 Error: $157.13 SLE: 0.76 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", "\u001b[93m61: Guess: $156.11 Truth: $77.77 Error: $78.34 SLE: 0.48 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", "\u001b[91m62: Guess: $256.26 Truth: $88.99 Error: $167.27 SLE: 1.10 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", "\u001b[92m63: Guess: $338.73 Truth: $364.41 Error: $25.68 SLE: 0.01 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", "\u001b[93m64: Guess: $184.24 Truth: $127.03 Error: $57.21 SLE: 0.14 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", "\u001b[91m65: Guess: $325.08 Truth: $778.95 Error: $453.87 SLE: 0.76 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", "\u001b[91m66: Guess: $560.23 Truth: $206.66 Error: $353.57 SLE: 0.99 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", "\u001b[91m67: Guess: $116.51 Truth: $35.94 Error: $80.57 SLE: 1.34 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", "\u001b[92m68: Guess: $186.66 Truth: $149.00 Error: $37.66 SLE: 0.05 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", "\u001b[92m69: Guess: $238.54 Truth: $251.98 Error: $13.44 SLE: 0.00 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", "\u001b[92m70: Guess: $177.72 Truth: $160.00 Error: $17.72 SLE: 0.01 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", "\u001b[91m71: Guess: $204.26 Truth: $39.99 Error: $164.27 SLE: 2.60 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", "\u001b[93m72: Guess: $219.33 Truth: $362.41 Error: $143.08 SLE: 0.25 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", "\u001b[91m73: Guess: $192.85 Truth: $344.00 Error: $151.15 SLE: 0.33 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", "\u001b[91m74: Guess: $185.12 Truth: $25.09 Error: $160.03 SLE: 3.86 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", "\u001b[93m75: Guess: $122.04 Truth: $175.95 Error: $53.91 SLE: 0.13 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[91m76: Guess: $284.74 Truth: $132.64 Error: $152.10 SLE: 0.58 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[93m77: Guess: $328.23 Truth: $422.99 Error: $94.76 SLE: 0.06 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[91m78: Guess: $273.18 Truth: $146.48 Error: $126.70 SLE: 0.38 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[92m79: Guess: $119.48 Truth: $156.83 Error: $37.35 SLE: 0.07 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[92m80: Guess: $227.29 Truth: $251.99 Error: $24.70 SLE: 0.01 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $280.51 Truth: $940.33 Error: $659.82 SLE: 1.46 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[91m82: Guess: $144.41 Truth: $52.99 Error: $91.42 SLE: 0.98 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[91m83: Guess: $112.48 Truth: $219.95 Error: $107.47 SLE: 0.44 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[93m84: Guess: $294.11 Truth: $441.03 Error: $146.92 SLE: 0.16 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[91m85: Guess: $307.33 Truth: $168.98 Error: $138.35 SLE: 0.35 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[91m86: Guess: $83.75 Truth: $2.49 Error: $81.26 SLE: 10.17 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[91m87: Guess: $252.42 Truth: $98.62 Error: $153.80 SLE: 0.87 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[92m88: Guess: $207.86 Truth: $256.95 Error: $49.09 SLE: 0.04 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[91m89: Guess: $165.09 Truth: $30.99 Error: $134.10 SLE: 2.71 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[93m90: Guess: $440.60 Truth: $569.84 Error: $129.24 SLE: 0.07 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[93m91: Guess: $118.73 Truth: $177.99 Error: $59.26 SLE: 0.16 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $394.91 Truth: $997.99 Error: $603.08 SLE: 0.86 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[93m93: Guess: $291.07 Truth: $219.00 Error: $72.07 SLE: 0.08 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[92m94: Guess: $230.56 Truth: $225.55 Error: $5.01 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[93m95: Guess: $379.39 Truth: $495.95 Error: $116.56 SLE: 0.07 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[91m96: Guess: $342.31 Truth: $942.37 Error: $600.06 SLE: 1.02 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[91m97: Guess: $170.47 Truth: $1.94 Error: $168.53 SLE: 16.53 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[91m98: Guess: $162.22 Truth: $284.34 Error: $122.12 SLE: 0.31 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[93m99: Guess: $223.83 Truth: $171.90 Error: $51.93 SLE: 0.07 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[92m100: Guess: $115.94 Truth: $144.99 Error: $29.05 SLE: 0.05 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[93m101: Guess: $294.22 Truth: $470.47 Error: $176.25 SLE: 0.22 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[91m102: Guess: $169.76 Truth: $66.95 Error: $102.81 SLE: 0.85 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[91m103: Guess: $0.00 Truth: $117.00 Error: $117.00 SLE: 22.76 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[91m104: Guess: $361.25 Truth: $172.14 Error: $189.11 SLE: 0.55 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[93m105: Guess: $247.07 Truth: $392.74 Error: $145.67 SLE: 0.21 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[92m106: Guess: $24.88 Truth: $16.99 Error: $7.89 SLE: 0.13 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[91m107: Guess: $83.32 Truth: $1.34 Error: $81.98 SLE: 12.85 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[92m108: Guess: $322.47 Truth: $349.98 Error: $27.51 SLE: 0.01 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[93m109: Guess: $270.89 Truth: $370.71 Error: $99.82 SLE: 0.10 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[91m110: Guess: $192.37 Truth: $65.88 Error: $126.49 SLE: 1.13 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[93m111: Guess: $182.79 Truth: $229.99 Error: $47.20 SLE: 0.05 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[91m112: Guess: $118.81 Truth: $9.14 Error: $109.67 SLE: 6.10 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[91m113: Guess: $414.69 Truth: $199.00 Error: $215.69 SLE: 0.54 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[91m114: Guess: $254.15 Truth: $109.99 Error: $144.16 SLE: 0.69 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[91m115: Guess: $310.71 Truth: $570.42 Error: $259.71 SLE: 0.37 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[92m116: Guess: $291.88 Truth: $279.99 Error: $11.89 SLE: 0.00 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[91m117: Guess: $167.02 Truth: $30.99 Error: $136.03 SLE: 2.75 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[91m118: Guess: $189.77 Truth: $31.99 Error: $157.78 SLE: 3.08 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[93m119: Guess: $76.96 Truth: $15.90 Error: $61.06 SLE: 2.34 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[93m120: Guess: $103.82 Truth: $45.99 Error: $57.83 SLE: 0.64 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[91m121: Guess: $222.81 Truth: $113.52 Error: $109.29 SLE: 0.45 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[93m122: Guess: $319.32 Truth: $516.99 Error: $197.67 SLE: 0.23 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[92m123: Guess: $188.13 Truth: $196.99 Error: $8.86 SLE: 0.00 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[93m124: Guess: $5.98 Truth: $46.55 Error: $40.57 SLE: 3.68 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[93m125: Guess: $237.53 Truth: $356.99 Error: $119.46 SLE: 0.16 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[91m126: Guess: $136.65 Truth: $319.95 Error: $183.30 SLE: 0.72 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[91m127: Guess: $232.87 Truth: $96.06 Error: $136.81 SLE: 0.77 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[91m128: Guess: $295.44 Truth: $190.99 Error: $104.45 SLE: 0.19 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[91m129: Guess: $110.47 Truth: $257.95 Error: $147.48 SLE: 0.71 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[91m130: Guess: $180.50 Truth: $62.95 Error: $117.55 SLE: 1.09 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[92m131: Guess: $73.69 Truth: $47.66 Error: $26.03 SLE: 0.18 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[92m132: Guess: $253.02 Truth: $226.99 Error: $26.03 SLE: 0.01 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[92m133: Guess: $351.26 Truth: $359.95 Error: $8.69 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $249.37 Truth: $78.40 Error: $170.97 SLE: 1.32 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[91m135: Guess: $339.45 Truth: $172.77 Error: $166.68 SLE: 0.45 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[91m136: Guess: $156.66 Truth: $316.45 Error: $159.79 SLE: 0.49 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[92m137: Guess: $103.48 Truth: $87.99 Error: $15.49 SLE: 0.03 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[91m138: Guess: $323.00 Truth: $226.63 Error: $96.37 SLE: 0.12 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[91m139: Guess: $152.72 Truth: $31.49 Error: $121.23 SLE: 2.42 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[92m140: Guess: $173.89 Truth: $196.00 Error: $22.11 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[91m141: Guess: $183.41 Truth: $78.40 Error: $105.01 SLE: 0.71 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[91m142: Guess: $224.91 Truth: $116.25 Error: $108.66 SLE: 0.43 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[91m143: Guess: $251.87 Truth: $112.78 Error: $139.09 SLE: 0.64 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[91m144: Guess: $158.10 Truth: $27.32 Error: $130.78 SLE: 2.98 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[93m145: Guess: $201.79 Truth: $145.91 Error: $55.88 SLE: 0.10 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[92m146: Guess: $178.66 Truth: $171.09 Error: $7.57 SLE: 0.00 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[93m147: Guess: $223.82 Truth: $167.95 Error: $55.87 SLE: 0.08 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[93m148: Guess: $93.78 Truth: $28.49 Error: $65.29 SLE: 1.36 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[91m149: Guess: $234.40 Truth: $122.23 Error: $112.17 SLE: 0.42 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[91m150: Guess: $127.55 Truth: $32.99 Error: $94.56 SLE: 1.77 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[91m151: Guess: $236.22 Truth: $71.20 Error: $165.02 SLE: 1.42 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[93m152: Guess: $48.29 Truth: $112.75 Error: $64.46 SLE: 0.70 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[92m153: Guess: $133.66 Truth: $142.43 Error: $8.77 SLE: 0.00 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[91m154: Guess: $170.36 Truth: $398.99 Error: $228.63 SLE: 0.72 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[92m155: Guess: $378.40 Truth: $449.00 Error: $70.60 SLE: 0.03 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[91m156: Guess: $278.33 Truth: $189.00 Error: $89.33 SLE: 0.15 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[93m157: Guess: $193.41 Truth: $120.91 Error: $72.50 SLE: 0.22 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[91m158: Guess: $297.42 Truth: $203.53 Error: $93.89 SLE: 0.14 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[93m159: Guess: $267.84 Truth: $349.99 Error: $82.15 SLE: 0.07 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[92m160: Guess: $41.71 Truth: $34.35 Error: $7.36 SLE: 0.04 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[93m161: Guess: $237.06 Truth: $384.99 Error: $147.93 SLE: 0.23 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $240.60 Truth: $211.00 Error: $29.60 SLE: 0.02 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[91m163: Guess: $441.85 Truth: $129.00 Error: $312.85 SLE: 1.50 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[91m164: Guess: $192.06 Truth: $111.45 Error: $80.61 SLE: 0.29 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $186.86 Truth: $81.12 Error: $105.74 SLE: 0.68 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[91m166: Guess: $249.24 Truth: $457.08 Error: $207.84 SLE: 0.37 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $185.39 Truth: $49.49 Error: $135.90 SLE: 1.71 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[93m168: Guess: $157.57 Truth: $80.56 Error: $77.01 SLE: 0.44 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[92m169: Guess: $266.67 Truth: $278.39 Error: $11.72 SLE: 0.00 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[93m170: Guess: $255.73 Truth: $364.50 Error: $108.77 SLE: 0.12 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[92m171: Guess: $454.47 Truth: $378.99 Error: $75.48 SLE: 0.03 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[91m172: Guess: $264.15 Truth: $165.28 Error: $98.87 SLE: 0.22 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[91m173: Guess: $254.82 Truth: $56.74 Error: $198.08 SLE: 2.22 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[93m174: Guess: $220.15 Truth: $307.95 Error: $87.80 SLE: 0.11 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[91m175: Guess: $157.22 Truth: $38.00 Error: $119.22 SLE: 1.96 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[91m176: Guess: $221.90 Truth: $53.00 Error: $168.90 SLE: 2.01 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[93m177: Guess: $355.65 Truth: $498.00 Error: $142.35 SLE: 0.11 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $213.13 Truth: $53.99 Error: $159.14 SLE: 1.85 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[92m179: Guess: $289.11 Truth: $350.00 Error: $60.89 SLE: 0.04 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[93m180: Guess: $227.65 Truth: $299.95 Error: $72.30 SLE: 0.08 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[91m181: Guess: $275.22 Truth: $94.93 Error: $180.29 SLE: 1.12 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[92m182: Guess: $317.74 Truth: $379.00 Error: $61.26 SLE: 0.03 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[92m183: Guess: $256.02 Truth: $299.95 Error: $43.93 SLE: 0.02 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[92m184: Guess: $54.41 Truth: $24.99 Error: $29.42 SLE: 0.57 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[91m185: Guess: $211.16 Truth: $41.04 Error: $170.12 SLE: 2.62 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[91m186: Guess: $153.42 Truth: $327.90 Error: $174.48 SLE: 0.57 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[93m187: Guess: $87.01 Truth: $10.99 Error: $76.02 SLE: 3.97 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[92m188: Guess: $38.55 Truth: $14.99 Error: $23.56 SLE: 0.82 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[91m189: Guess: $168.78 Truth: $84.95 Error: $83.83 SLE: 0.46 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[91m190: Guess: $249.40 Truth: $111.00 Error: $138.40 SLE: 0.65 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[93m191: Guess: $203.14 Truth: $123.73 Error: $79.41 SLE: 0.24 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $184.91 Truth: $557.38 Error: $372.47 SLE: 1.21 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $187.15 Truth: $95.55 Error: $91.60 SLE: 0.45 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[93m194: Guess: $197.81 Truth: $154.00 Error: $43.81 SLE: 0.06 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[91m195: Guess: $316.69 Truth: $198.99 Error: $117.70 SLE: 0.21 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[93m196: Guess: $259.39 Truth: $430.44 Error: $171.05 SLE: 0.25 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[92m197: Guess: $38.70 Truth: $45.67 Error: $6.97 SLE: 0.03 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[92m198: Guess: $250.76 Truth: $249.00 Error: $1.76 SLE: 0.00 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[91m199: Guess: $131.31 Truth: $42.99 Error: $88.32 SLE: 1.21 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[92m200: Guess: $166.78 Truth: $181.33 Error: $14.55 SLE: 0.01 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[92m201: Guess: $8.23 Truth: $6.03 Error: $2.20 SLE: 0.07 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[93m202: Guess: $100.18 Truth: $29.99 Error: $70.19 SLE: 1.40 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $470.26 Truth: $899.00 Error: $428.74 SLE: 0.42 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[93m204: Guess: $249.56 Truth: $399.99 Error: $150.43 SLE: 0.22 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[91m205: Guess: $160.55 Truth: $4.66 Error: $155.89 SLE: 11.23 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[92m206: Guess: $253.96 Truth: $261.41 Error: $7.45 SLE: 0.00 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[91m207: Guess: $257.57 Truth: $136.97 Error: $120.60 SLE: 0.39 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[91m208: Guess: $208.89 Truth: $79.00 Error: $129.89 SLE: 0.93 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $248.55 Truth: $444.99 Error: $196.44 SLE: 0.34 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[93m210: Guess: $264.01 Truth: $411.94 Error: $147.93 SLE: 0.20 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[91m211: Guess: $254.72 Truth: $148.40 Error: $106.32 SLE: 0.29 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[91m212: Guess: $61.72 Truth: $244.99 Error: $183.27 SLE: 1.87 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $204.05 Truth: $86.50 Error: $117.55 SLE: 0.73 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[93m214: Guess: $411.56 Truth: $297.95 Error: $113.61 SLE: 0.10 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[91m215: Guess: $594.63 Truth: $399.99 Error: $194.64 SLE: 0.16 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $270.19 Truth: $599.00 Error: $328.81 SLE: 0.63 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[91m217: Guess: $218.03 Truth: $105.99 Error: $112.04 SLE: 0.51 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $280.62 Truth: $689.00 Error: $408.38 SLE: 0.80 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[93m219: Guess: $260.28 Truth: $404.99 Error: $144.71 SLE: 0.19 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[92m220: Guess: $206.89 Truth: $207.76 Error: $0.87 SLE: 0.00 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[91m221: Guess: $313.50 Truth: $171.82 Error: $141.68 SLE: 0.36 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[92m222: Guess: $295.08 Truth: $293.24 Error: $1.84 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[92m223: Guess: $320.76 Truth: $374.95 Error: $54.19 SLE: 0.02 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[92m224: Guess: $126.03 Truth: $111.99 Error: $14.04 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: $241.32 Truth: $116.71 Error: $124.61 SLE: 0.52 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[91m227: Guess: $259.14 Truth: $118.61 Error: $140.53 SLE: 0.60 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[91m228: Guess: $235.19 Truth: $147.12 Error: $88.07 SLE: 0.22 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[93m229: Guess: $169.35 Truth: $119.99 Error: $49.36 SLE: 0.12 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $206.58 Truth: $369.98 Error: $163.40 SLE: 0.34 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[92m231: Guess: $304.39 Truth: $315.55 Error: $11.16 SLE: 0.00 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[91m232: Guess: $347.33 Truth: $190.99 Error: $156.34 SLE: 0.35 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[93m233: Guess: $84.99 Truth: $155.00 Error: $70.01 SLE: 0.35 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[92m234: Guess: $299.13 Truth: $349.99 Error: $50.86 SLE: 0.02 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[93m235: Guess: $193.45 Truth: $249.99 Error: $56.54 SLE: 0.07 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[91m236: Guess: $173.78 Truth: $42.99 Error: $130.79 SLE: 1.90 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[93m237: Guess: $85.55 Truth: $17.99 Error: $67.56 SLE: 2.30 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $231.03 Truth: $425.00 Error: $193.97 SLE: 0.37 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[91m239: Guess: $356.10 Truth: $249.99 Error: $106.11 SLE: 0.12 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[93m240: Guess: $62.62 Truth: $138.23 Error: $75.61 SLE: 0.61 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[93m241: Guess: $293.10 Truth: $414.99 Error: $121.89 SLE: 0.12 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[93m242: Guess: $209.11 Truth: $168.28 Error: $40.83 SLE: 0.05 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[93m243: Guess: $152.60 Truth: $199.99 Error: $47.39 SLE: 0.07 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[91m244: Guess: $241.41 Truth: $126.70 Error: $114.71 SLE: 0.41 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[93m245: Guess: $76.88 Truth: $5.91 Error: $70.97 SLE: 5.87 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[92m246: Guess: $216.42 Truth: $193.06 Error: $23.36 SLE: 0.01 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[92m247: Guess: $261.91 Truth: $249.99 Error: $11.92 SLE: 0.00 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[91m248: Guess: $200.01 Truth: $64.12 Error: $135.89 SLE: 1.27 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[91m249: Guess: $292.05 Truth: $114.99 Error: $177.06 SLE: 0.86 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $176.35 Truth: $926.00 Error: $749.65 SLE: 2.74 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": [ "Tester.test(word2vec_lr_pricer)" ] }, { "cell_type": "code", "execution_count": 68, "id": "9d6d3265-37c1-464c-a489-5be4df0a7276", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
LinearSVR()
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": [ "LinearSVR()" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Support Vector Machines\n", "\n", "np.random.seed(42)\n", "svr_regressor = LinearSVR()\n", "\n", "svr_regressor.fit(X_w2v, prices)" ] }, { "cell_type": "code", "execution_count": 69, "id": "fcc289e6-56a1-4119-864f-2fdf8efde643", "metadata": {}, "outputs": [], "source": [ "def svr_pricer(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": 70, "id": "80286a48-7cca-40e6-af76-a814a23bb9dc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[93m1: Guess: $246.51 Truth: $374.41 Error: $127.90 SLE: 0.17 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[93m2: Guess: $168.97 Truth: $225.11 Error: $56.14 SLE: 0.08 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[91m3: Guess: $142.40 Truth: $61.68 Error: $80.72 SLE: 0.68 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[91m4: Guess: $300.53 Truth: $599.99 Error: $299.46 SLE: 0.48 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[93m5: Guess: $74.31 Truth: $16.99 Error: $57.32 SLE: 2.05 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: $239.94 Truth: $101.79 Error: $138.15 SLE: 0.73 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[93m8: Guess: $194.11 Truth: $289.00 Error: $94.89 SLE: 0.16 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[91m9: Guess: $304.70 Truth: $635.86 Error: $331.16 SLE: 0.54 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[92m10: Guess: $101.19 Truth: $65.99 Error: $35.20 SLE: 0.18 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[93m11: Guess: $338.06 Truth: $254.21 Error: $83.85 SLE: 0.08 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[93m12: Guess: $288.65 Truth: $412.99 Error: $124.34 SLE: 0.13 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[91m13: Guess: $119.40 Truth: $205.50 Error: $86.10 SLE: 0.29 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[93m14: Guess: $183.59 Truth: $248.23 Error: $64.64 SLE: 0.09 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[91m15: Guess: $201.14 Truth: $399.00 Error: $197.86 SLE: 0.47 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[93m16: Guess: $241.86 Truth: $373.94 Error: $132.08 SLE: 0.19 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[91m17: Guess: $239.75 Truth: $92.89 Error: $146.86 SLE: 0.89 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[92m18: Guess: $53.98 Truth: $51.99 Error: $1.99 SLE: 0.00 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[91m19: Guess: $260.03 Truth: $179.00 Error: $81.03 SLE: 0.14 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[93m20: Guess: $65.32 Truth: $19.42 Error: $45.90 SLE: 1.39 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[91m21: Guess: $269.79 Truth: $539.95 Error: $270.16 SLE: 0.48 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[92m22: Guess: $183.96 Truth: $147.67 Error: $36.29 SLE: 0.05 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[92m23: Guess: $57.41 Truth: $24.99 Error: $32.42 SLE: 0.66 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[91m24: Guess: $279.25 Truth: $149.00 Error: $130.25 SLE: 0.39 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", "\u001b[92m25: Guess: $5.51 Truth: $16.99 Error: $11.48 SLE: 1.03 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", "\u001b[91m26: Guess: $99.37 Truth: $7.99 Error: $91.38 SLE: 5.82 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", "\u001b[93m27: Guess: $145.83 Truth: $199.99 Error: $54.16 SLE: 0.10 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", "\u001b[91m28: Guess: $149.51 Truth: $251.45 Error: $101.94 SLE: 0.27 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", "\u001b[93m29: Guess: $174.26 Truth: $231.62 Error: $57.36 SLE: 0.08 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", "\u001b[92m30: Guess: $145.82 Truth: $135.00 Error: $10.82 SLE: 0.01 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", "\u001b[93m31: Guess: $257.96 Truth: $356.62 Error: $98.66 SLE: 0.10 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", "\u001b[92m32: Guess: $220.95 Truth: $257.99 Error: $37.04 SLE: 0.02 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", "\u001b[91m33: Guess: $134.52 Truth: $27.99 Error: $106.53 SLE: 2.38 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", "\u001b[92m34: Guess: $151.09 Truth: $171.20 Error: $20.11 SLE: 0.02 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", "\u001b[93m35: Guess: $136.61 Truth: $225.00 Error: $88.39 SLE: 0.25 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", "\u001b[93m36: Guess: $178.94 Truth: $105.00 Error: $73.94 SLE: 0.28 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", "\u001b[91m37: Guess: $178.99 Truth: $299.99 Error: $121.00 SLE: 0.26 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", "\u001b[92m38: Guess: $443.82 Truth: $535.09 Error: $91.27 SLE: 0.03 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", "\u001b[92m39: Guess: $11.71 Truth: $12.33 Error: $0.62 SLE: 0.00 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", "\u001b[93m40: Guess: $140.54 Truth: $84.99 Error: $55.55 SLE: 0.25 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", "\u001b[92m41: Guess: $48.90 Truth: $15.99 Error: $32.91 SLE: 1.16 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", "\u001b[92m42: Guess: $101.15 Truth: $62.44 Error: $38.71 SLE: 0.23 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", "\u001b[91m43: Guess: $164.64 Truth: $82.99 Error: $81.65 SLE: 0.46 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", "\u001b[91m44: Guess: $257.26 Truth: $599.95 Error: $342.69 SLE: 0.71 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", "\u001b[93m45: Guess: $268.69 Truth: $194.99 Error: $73.70 SLE: 0.10 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", "\u001b[93m46: Guess: $226.83 Truth: $344.95 Error: $118.12 SLE: 0.17 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", "\u001b[92m47: Guess: $74.17 Truth: $37.99 Error: $36.18 SLE: 0.43 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", "\u001b[92m48: Guess: $214.73 Truth: $224.35 Error: $9.62 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", "\u001b[91m49: Guess: $300.19 Truth: $814.00 Error: $513.81 SLE: 0.99 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", "\u001b[92m50: Guess: $450.07 Truth: $439.88 Error: $10.19 SLE: 0.00 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", "\u001b[92m51: Guess: $294.39 Truth: $341.43 Error: $47.04 SLE: 0.02 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", "\u001b[91m52: Guess: $143.94 Truth: $46.78 Error: $97.16 SLE: 1.23 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", "\u001b[93m53: Guess: $111.77 Truth: $171.44 Error: $59.67 SLE: 0.18 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", "\u001b[91m54: Guess: $178.96 Truth: $458.00 Error: $279.04 SLE: 0.88 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", "\u001b[93m55: Guess: $192.17 Truth: $130.75 Error: $61.42 SLE: 0.15 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", "\u001b[93m56: Guess: $126.51 Truth: $83.81 Error: $42.70 SLE: 0.17 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", "\u001b[91m57: Guess: $151.76 Truth: $386.39 Error: $234.63 SLE: 0.87 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", "\u001b[92m58: Guess: $154.53 Truth: $169.00 Error: $14.47 SLE: 0.01 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", "\u001b[93m59: Guess: $74.14 Truth: $17.95 Error: $56.19 SLE: 1.90 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", "\u001b[91m60: Guess: $147.84 Truth: $269.00 Error: $121.16 SLE: 0.35 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", "\u001b[92m61: Guess: $116.75 Truth: $77.77 Error: $38.98 SLE: 0.16 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", "\u001b[91m62: Guess: $208.97 Truth: $88.99 Error: $119.98 SLE: 0.72 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", "\u001b[92m63: Guess: $304.12 Truth: $364.41 Error: $60.29 SLE: 0.03 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", "\u001b[92m64: Guess: $154.33 Truth: $127.03 Error: $27.30 SLE: 0.04 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", "\u001b[91m65: Guess: $268.19 Truth: $778.95 Error: $510.76 SLE: 1.13 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", "\u001b[91m66: Guess: $500.64 Truth: $206.66 Error: $293.98 SLE: 0.78 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", "\u001b[93m67: Guess: $91.35 Truth: $35.94 Error: $55.41 SLE: 0.84 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", "\u001b[92m68: Guess: $167.41 Truth: $149.00 Error: $18.41 SLE: 0.01 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", "\u001b[92m69: Guess: $212.57 Truth: $251.98 Error: $39.41 SLE: 0.03 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", "\u001b[92m70: Guess: $187.86 Truth: $160.00 Error: $27.86 SLE: 0.03 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", "\u001b[91m71: Guess: $153.30 Truth: $39.99 Error: $113.31 SLE: 1.76 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", "\u001b[91m72: Guess: $204.77 Truth: $362.41 Error: $157.64 SLE: 0.32 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", "\u001b[91m73: Guess: $124.88 Truth: $344.00 Error: $219.12 SLE: 1.02 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", "\u001b[93m74: Guess: $104.41 Truth: $25.09 Error: $79.32 SLE: 1.95 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", "\u001b[93m75: Guess: $96.17 Truth: $175.95 Error: $79.78 SLE: 0.36 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[91m76: Guess: $234.23 Truth: $132.64 Error: $101.59 SLE: 0.32 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[93m77: Guess: $272.58 Truth: $422.99 Error: $150.41 SLE: 0.19 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[91m78: Guess: $238.54 Truth: $146.48 Error: $92.06 SLE: 0.24 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[92m79: Guess: $126.64 Truth: $156.83 Error: $30.19 SLE: 0.05 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[93m80: Guess: $166.58 Truth: $251.99 Error: $85.41 SLE: 0.17 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $191.22 Truth: $940.33 Error: $749.11 SLE: 2.52 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[91m82: Guess: $135.62 Truth: $52.99 Error: $82.63 SLE: 0.86 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[91m83: Guess: $90.65 Truth: $219.95 Error: $129.30 SLE: 0.77 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[93m84: Guess: $276.30 Truth: $441.03 Error: $164.73 SLE: 0.22 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[91m85: Guess: $251.23 Truth: $168.98 Error: $82.25 SLE: 0.16 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[93m86: Guess: $52.25 Truth: $2.49 Error: $49.76 SLE: 7.43 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[91m87: Guess: $192.08 Truth: $98.62 Error: $93.46 SLE: 0.44 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[91m88: Guess: $146.41 Truth: $256.95 Error: $110.54 SLE: 0.31 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[91m89: Guess: $114.29 Truth: $30.99 Error: $83.30 SLE: 1.64 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[93m90: Guess: $362.86 Truth: $569.84 Error: $206.98 SLE: 0.20 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[93m91: Guess: $115.82 Truth: $177.99 Error: $62.17 SLE: 0.18 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $308.70 Truth: $997.99 Error: $689.29 SLE: 1.37 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[92m93: Guess: $208.21 Truth: $219.00 Error: $10.79 SLE: 0.00 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[92m94: Guess: $201.90 Truth: $225.55 Error: $23.65 SLE: 0.01 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[93m95: Guess: $323.94 Truth: $495.95 Error: $172.01 SLE: 0.18 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[91m96: Guess: $228.78 Truth: $942.37 Error: $713.59 SLE: 1.99 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[91m97: Guess: $112.99 Truth: $1.94 Error: $111.05 SLE: 13.38 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[91m98: Guess: $85.56 Truth: $284.34 Error: $198.78 SLE: 1.42 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[92m99: Guess: $193.30 Truth: $171.90 Error: $21.40 SLE: 0.01 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[93m100: Guess: $80.33 Truth: $144.99 Error: $64.66 SLE: 0.34 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[91m101: Guess: $242.19 Truth: $470.47 Error: $228.28 SLE: 0.44 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[93m102: Guess: $142.35 Truth: $66.95 Error: $75.40 SLE: 0.56 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[91m103: Guess: $0.00 Truth: $117.00 Error: $117.00 SLE: 22.76 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[91m104: Guess: $267.67 Truth: $172.14 Error: $95.53 SLE: 0.19 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[91m105: Guess: $209.43 Truth: $392.74 Error: $183.31 SLE: 0.39 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[92m106: Guess: $28.64 Truth: $16.99 Error: $11.65 SLE: 0.25 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[92m107: Guess: $17.05 Truth: $1.34 Error: $15.71 SLE: 4.17 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[93m108: Guess: $234.25 Truth: $349.98 Error: $115.73 SLE: 0.16 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[93m109: Guess: $237.03 Truth: $370.71 Error: $133.68 SLE: 0.20 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[93m110: Guess: $109.49 Truth: $65.88 Error: $43.61 SLE: 0.25 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[93m111: Guess: $169.72 Truth: $229.99 Error: $60.27 SLE: 0.09 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[93m112: Guess: $73.86 Truth: $9.14 Error: $64.72 SLE: 4.00 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[91m113: Guess: $368.12 Truth: $199.00 Error: $169.12 SLE: 0.38 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[91m114: Guess: $209.96 Truth: $109.99 Error: $99.97 SLE: 0.41 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[91m115: Guess: $281.70 Truth: $570.42 Error: $288.72 SLE: 0.50 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[92m116: Guess: $236.85 Truth: $279.99 Error: $43.14 SLE: 0.03 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[91m117: Guess: $123.46 Truth: $30.99 Error: $92.47 SLE: 1.85 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[91m118: Guess: $134.93 Truth: $31.99 Error: $102.94 SLE: 2.00 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[92m119: Guess: $37.50 Truth: $15.90 Error: $21.60 SLE: 0.68 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[93m120: Guess: $102.70 Truth: $45.99 Error: $56.71 SLE: 0.63 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[92m121: Guess: $140.23 Truth: $113.52 Error: $26.71 SLE: 0.04 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[91m122: Guess: $292.72 Truth: $516.99 Error: $224.27 SLE: 0.32 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[92m123: Guess: $192.08 Truth: $196.99 Error: $4.91 SLE: 0.00 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[93m124: Guess: $2.54 Truth: $46.55 Error: $44.01 SLE: 6.75 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[93m125: Guess: $247.39 Truth: $356.99 Error: $109.60 SLE: 0.13 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[91m126: Guess: $132.93 Truth: $319.95 Error: $187.02 SLE: 0.76 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[91m127: Guess: $203.87 Truth: $96.06 Error: $107.81 SLE: 0.56 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[92m128: Guess: $226.28 Truth: $190.99 Error: $35.29 SLE: 0.03 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[91m129: Guess: $104.06 Truth: $257.95 Error: $153.89 SLE: 0.81 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[93m130: Guess: $119.23 Truth: $62.95 Error: $56.28 SLE: 0.40 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[92m131: Guess: $31.29 Truth: $47.66 Error: $16.37 SLE: 0.17 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[92m132: Guess: $211.22 Truth: $226.99 Error: $15.77 SLE: 0.01 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[93m133: Guess: $279.73 Truth: $359.95 Error: $80.22 SLE: 0.06 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $237.04 Truth: $78.40 Error: $158.64 SLE: 1.21 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[91m135: Guess: $275.22 Truth: $172.77 Error: $102.45 SLE: 0.21 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[93m136: Guess: $224.22 Truth: $316.45 Error: $92.23 SLE: 0.12 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[92m137: Guess: $116.34 Truth: $87.99 Error: $28.35 SLE: 0.08 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[93m138: Guess: $291.79 Truth: $226.63 Error: $65.16 SLE: 0.06 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[91m139: Guess: $146.67 Truth: $31.49 Error: $115.18 SLE: 2.29 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[93m140: Guess: $146.71 Truth: $196.00 Error: $49.29 SLE: 0.08 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[91m141: Guess: $163.45 Truth: $78.40 Error: $85.05 SLE: 0.53 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[93m142: Guess: $185.01 Truth: $116.25 Error: $68.76 SLE: 0.21 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[91m143: Guess: $243.38 Truth: $112.78 Error: $130.60 SLE: 0.58 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[91m144: Guess: $137.19 Truth: $27.32 Error: $109.87 SLE: 2.51 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[92m145: Guess: $162.58 Truth: $145.91 Error: $16.67 SLE: 0.01 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[92m146: Guess: $168.94 Truth: $171.09 Error: $2.15 SLE: 0.00 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[92m147: Guess: $169.30 Truth: $167.95 Error: $1.35 SLE: 0.00 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[92m148: Guess: $63.52 Truth: $28.49 Error: $35.03 SLE: 0.61 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[93m149: Guess: $178.10 Truth: $122.23 Error: $55.87 SLE: 0.14 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[92m150: Guess: $56.38 Truth: $32.99 Error: $23.39 SLE: 0.27 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[91m151: Guess: $195.40 Truth: $71.20 Error: $124.20 SLE: 1.00 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[93m152: Guess: $37.28 Truth: $112.75 Error: $75.47 SLE: 1.19 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[92m153: Guess: $116.50 Truth: $142.43 Error: $25.93 SLE: 0.04 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[91m154: Guess: $189.87 Truth: $398.99 Error: $209.12 SLE: 0.55 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[93m155: Guess: $322.89 Truth: $449.00 Error: $126.11 SLE: 0.11 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[93m156: Guess: $239.04 Truth: $189.00 Error: $50.04 SLE: 0.05 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[92m157: Guess: $155.64 Truth: $120.91 Error: $34.73 SLE: 0.06 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[91m158: Guess: $292.75 Truth: $203.53 Error: $89.22 SLE: 0.13 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[93m159: Guess: $218.50 Truth: $349.99 Error: $131.49 SLE: 0.22 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[92m160: Guess: $19.54 Truth: $34.35 Error: $14.81 SLE: 0.29 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[91m161: Guess: $168.49 Truth: $384.99 Error: $216.50 SLE: 0.68 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $245.69 Truth: $211.00 Error: $34.69 SLE: 0.02 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[91m163: Guess: $397.07 Truth: $129.00 Error: $268.07 SLE: 1.25 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[92m164: Guess: $132.75 Truth: $111.45 Error: $21.30 SLE: 0.03 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[93m165: Guess: $147.06 Truth: $81.12 Error: $65.94 SLE: 0.35 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[91m166: Guess: $229.56 Truth: $457.08 Error: $227.52 SLE: 0.47 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $172.56 Truth: $49.49 Error: $123.07 SLE: 1.52 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[92m168: Guess: $85.22 Truth: $80.56 Error: $4.66 SLE: 0.00 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[92m169: Guess: $259.30 Truth: $278.39 Error: $19.09 SLE: 0.01 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[93m170: Guess: $218.84 Truth: $364.50 Error: $145.66 SLE: 0.26 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[92m171: Guess: $421.17 Truth: $378.99 Error: $42.18 SLE: 0.01 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[93m172: Guess: $213.00 Truth: $165.28 Error: $47.72 SLE: 0.06 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[91m173: Guess: $171.06 Truth: $56.74 Error: $114.32 SLE: 1.19 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[91m174: Guess: $157.03 Truth: $307.95 Error: $150.92 SLE: 0.45 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[91m175: Guess: $120.29 Truth: $38.00 Error: $82.29 SLE: 1.29 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[91m176: Guess: $183.12 Truth: $53.00 Error: $130.12 SLE: 1.50 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[91m177: Guess: $277.02 Truth: $498.00 Error: $220.98 SLE: 0.34 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $175.52 Truth: $53.99 Error: $121.53 SLE: 1.36 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[93m179: Guess: $235.75 Truth: $350.00 Error: $114.25 SLE: 0.16 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[91m180: Guess: $163.29 Truth: $299.95 Error: $136.66 SLE: 0.37 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[91m181: Guess: $228.25 Truth: $94.93 Error: $133.32 SLE: 0.76 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[93m182: Guess: $248.12 Truth: $379.00 Error: $130.88 SLE: 0.18 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[93m183: Guess: $233.00 Truth: $299.95 Error: $66.95 SLE: 0.06 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[92m184: Guess: $63.51 Truth: $24.99 Error: $38.52 SLE: 0.83 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[91m185: Guess: $151.53 Truth: $41.04 Error: $110.49 SLE: 1.66 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[91m186: Guess: $137.65 Truth: $327.90 Error: $190.25 SLE: 0.75 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[93m187: Guess: $59.58 Truth: $10.99 Error: $48.59 SLE: 2.62 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[92m188: Guess: $16.92 Truth: $14.99 Error: $1.93 SLE: 0.01 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[93m189: Guess: $141.85 Truth: $84.95 Error: $56.90 SLE: 0.26 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[91m190: Guess: $199.34 Truth: $111.00 Error: $88.34 SLE: 0.34 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[92m191: Guess: $148.64 Truth: $123.73 Error: $24.91 SLE: 0.03 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $136.37 Truth: $557.38 Error: $421.01 SLE: 1.97 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[93m193: Guess: $149.52 Truth: $95.55 Error: $53.97 SLE: 0.20 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[92m194: Guess: $152.67 Truth: $154.00 Error: $1.33 SLE: 0.00 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[93m195: Guess: $241.31 Truth: $198.99 Error: $42.32 SLE: 0.04 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[91m196: Guess: $156.84 Truth: $430.44 Error: $273.60 SLE: 1.01 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[92m197: Guess: $40.71 Truth: $45.67 Error: $4.96 SLE: 0.01 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[92m198: Guess: $232.71 Truth: $249.00 Error: $16.29 SLE: 0.00 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[93m199: Guess: $116.02 Truth: $42.99 Error: $73.03 SLE: 0.96 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[93m200: Guess: $118.35 Truth: $181.33 Error: $62.98 SLE: 0.18 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[92m201: Guess: $35.10 Truth: $6.03 Error: $29.07 SLE: 2.68 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[93m202: Guess: $76.80 Truth: $29.99 Error: $46.81 SLE: 0.85 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $424.23 Truth: $899.00 Error: $474.77 SLE: 0.56 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[91m204: Guess: $221.11 Truth: $399.99 Error: $178.88 SLE: 0.35 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[91m205: Guess: $112.15 Truth: $4.66 Error: $107.49 SLE: 8.97 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[93m206: Guess: $202.44 Truth: $261.41 Error: $58.97 SLE: 0.06 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[91m207: Guess: $245.08 Truth: $136.97 Error: $108.11 SLE: 0.33 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[93m208: Guess: $133.43 Truth: $79.00 Error: $54.43 SLE: 0.27 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $183.42 Truth: $444.99 Error: $261.57 SLE: 0.78 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[93m210: Guess: $252.15 Truth: $411.94 Error: $159.79 SLE: 0.24 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[92m211: Guess: $187.53 Truth: $148.40 Error: $39.13 SLE: 0.05 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[91m212: Guess: $34.48 Truth: $244.99 Error: $210.51 SLE: 3.75 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $175.49 Truth: $86.50 Error: $88.99 SLE: 0.49 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[93m214: Guess: $360.92 Truth: $297.95 Error: $62.97 SLE: 0.04 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[93m215: Guess: $545.83 Truth: $399.99 Error: $145.84 SLE: 0.10 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $245.38 Truth: $599.00 Error: $353.62 SLE: 0.79 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[92m217: Guess: $118.53 Truth: $105.99 Error: $12.54 SLE: 0.01 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $251.69 Truth: $689.00 Error: $437.31 SLE: 1.01 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[91m219: Guess: $216.70 Truth: $404.99 Error: $188.29 SLE: 0.39 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[92m220: Guess: $188.75 Truth: $207.76 Error: $19.01 SLE: 0.01 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[91m221: Guess: $283.71 Truth: $171.82 Error: $111.89 SLE: 0.25 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[92m222: Guess: $236.96 Truth: $293.24 Error: $56.28 SLE: 0.05 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[93m223: Guess: $261.90 Truth: $374.95 Error: $113.05 SLE: 0.13 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[92m224: Guess: $105.51 Truth: $111.99 Error: $6.48 SLE: 0.00 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[92m225: Guess: $21.47 Truth: $42.99 Error: $21.52 SLE: 0.45 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[91m226: Guess: $231.11 Truth: $116.71 Error: $114.40 SLE: 0.46 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[93m227: Guess: $186.96 Truth: $118.61 Error: $68.35 SLE: 0.20 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[93m228: Guess: $193.09 Truth: $147.12 Error: $45.97 SLE: 0.07 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[92m229: Guess: $117.78 Truth: $119.99 Error: $2.21 SLE: 0.00 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $159.05 Truth: $369.98 Error: $210.93 SLE: 0.71 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[93m231: Guess: $214.39 Truth: $315.55 Error: $101.16 SLE: 0.15 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[91m232: Guess: $298.75 Truth: $190.99 Error: $107.76 SLE: 0.20 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[91m233: Guess: $33.15 Truth: $155.00 Error: $121.85 SLE: 2.31 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[93m234: Guess: $276.34 Truth: $349.99 Error: $73.65 SLE: 0.06 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[93m235: Guess: $168.54 Truth: $249.99 Error: $81.45 SLE: 0.15 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[91m236: Guess: $129.21 Truth: $42.99 Error: $86.22 SLE: 1.18 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[93m237: Guess: $67.36 Truth: $17.99 Error: $49.37 SLE: 1.64 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $181.90 Truth: $425.00 Error: $243.10 SLE: 0.71 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[92m239: Guess: $295.37 Truth: $249.99 Error: $45.38 SLE: 0.03 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[91m240: Guess: $43.78 Truth: $138.23 Error: $94.45 SLE: 1.29 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[91m241: Guess: $218.39 Truth: $414.99 Error: $196.60 SLE: 0.41 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[92m242: Guess: $191.11 Truth: $168.28 Error: $22.83 SLE: 0.02 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[92m243: Guess: $169.41 Truth: $199.99 Error: $30.58 SLE: 0.03 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[91m244: Guess: $212.36 Truth: $126.70 Error: $85.66 SLE: 0.26 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[93m245: Guess: $64.28 Truth: $5.91 Error: $58.37 SLE: 5.04 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[93m246: Guess: $147.69 Truth: $193.06 Error: $45.37 SLE: 0.07 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[92m247: Guess: $251.73 Truth: $249.99 Error: $1.74 SLE: 0.00 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[91m248: Guess: $168.36 Truth: $64.12 Error: $104.24 SLE: 0.91 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[91m249: Guess: $279.87 Truth: $114.99 Error: $164.88 SLE: 0.78 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $141.66 Truth: $926.00 Error: $784.34 SLE: 3.50 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Tester.test(svr_pricer)" ] }, { "cell_type": "code", "execution_count": null, "id": "c6c44fe4-e4d9-4559-a8ed-d8f97e25b69f", "metadata": {}, "outputs": [], "source": [ "# And the powerful Random Forest regression\n", "\n", "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=8)\n", "rf_model.fit(X_w2v, prices)" ] }, { "cell_type": "code", "execution_count": null, "id": "a38812d0-913b-400b-804f-51434d895d05", "metadata": {}, "outputs": [], "source": [ "def random_forest_pricer(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": null, "id": "88b51c01-c791-4fdc-8010-00b2e486b8ce", "metadata": {}, "outputs": [], "source": [ "Tester.test(random_forest_pricer)" ] }, { "cell_type": "code", "execution_count": null, "id": "bc85b271-4c92-480c-8843-2d7713b0fa57", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 5 }