pretrained_t5_final.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Benchmark No Fine-tuning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "All PyTorch model weights were used when initializing TFT5ForConditionalGeneration.\n",
      "\n",
      "All the weights of TFT5ForConditionalGeneration were initialized from the PyTorch model.\n",
      "If your task is similar to the task the model of the checkpoint was trained on, you can already use TFT5ForConditionalGeneration for predictions without further training.\n",
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Precision: 1.0\n",
      "Test Recall: 0.001177856301531213\n",
      "Test Accuracy: 0.002\n",
      "Test F-beta Score: 0.022565247039861135\n",
      "Classification Report with Accuracy:\n",
      " Accuracy: 0.0020\n",
      "\n",
      "                         precision    recall  f1-score   support\n",
      "\n",
      "                renault        nan      0.00      0.00         1\n",
      "                    geo        nan      0.00      0.00         3\n",
      "             mitsubishi        nan      0.00      0.00        12\n",
      "                 datsun        nan      0.00      0.00         1\n",
      "                  acura        nan      0.00      0.00        14\n",
      "                 desoto        nan      0.00      0.00         1\n",
      "                   saab        nan      0.00      0.00         8\n",
      "                    bmw        nan      0.00      0.00        27\n",
      "                  lexus        nan      0.00      0.00        12\n",
      "                 hummer        nan      0.00      0.00         5\n",
      "                  tesla        nan      0.00      0.00         2\n",
      "               chrysler        nan      0.00      0.00        24\n",
      "                  volvo        nan      0.00      0.00         6\n",
      "                    vpg        nan      0.00      0.00         1\n",
      "                 subaru        nan      0.00      0.00        10\n",
      "                     mg        nan      0.00      0.00         1\n",
      "                 daewoo        nan      0.00      0.00         1\n",
      "             alfa romeo        nan      0.00      0.00         1\n",
      "              de tomaso        nan      0.00      0.00         1\n",
      "                triumph        nan      0.00      0.00         1\n",
      "             studebaker        nan      0.00      0.00         1\n",
      "                  dodge        nan      0.00      0.00        45\n",
      "                  honda        nan      0.00      0.00        26\n",
      "                peugeot        nan      0.00      0.00         1\n",
      "           freightliner        nan      0.00      0.00         2\n",
      "                   mini        nan      0.00      0.00         3\n",
      "                 suzuki        nan      0.00      0.00         6\n",
      "                 saturn        nan      0.00      0.00         9\n",
      "             volkswagen        nan      0.00      0.00        20\n",
      "                lincoln        nan      0.00      0.00        20\n",
      "                  eagle        nan      0.00      0.00         3\n",
      "                   fiat        nan      0.00      0.00         2\n",
      "                    amc        nan      0.00      0.00         2\n",
      "                   jeep        nan      0.00      0.00        24\n",
      "                  scion        nan      0.00      0.00         6\n",
      "international harvester        nan      0.00      0.00         3\n",
      "          mercedes-benz        nan      0.00      0.00        19\n",
      "            rolls-royce        nan      0.00      0.00         1\n",
      "                hyundai        nan      0.00      0.00        19\n",
      "                genesis        nan      0.00      0.00         1\n",
      "             am general        nan      0.00      0.00         1\n",
      "              chevrolet        nan      0.00      0.00        81\n",
      "               infiniti        nan      0.00      0.00        11\n",
      "             land rover        nan      0.00      0.00         5\n",
      "                  buick        nan      0.00      0.00        30\n",
      "                  fargo        nan      0.00      0.00         1\n",
      "                    ram        nan      0.00      0.00         8\n",
      "                   audi        nan      0.00      0.00        15\n",
      "                sunbeam        nan      0.00      0.00         1\n",
      "                 jensen        nan      0.00      0.00         1\n",
      "                  isuzu        nan      0.00      0.00        11\n",
      "              workhorse        nan      0.00      0.00         1\n",
      "         sterling truck        nan      0.00      0.00         1\n",
      "               kenworth        nan      0.00      0.00         1\n",
      "                checker        nan      0.00      0.00         1\n",
      "                 jaguar        nan      0.00      0.00         4\n",
      "               daihatsu        nan      0.00      0.00         1\n",
      "                   ford       1.00      0.01      0.03        70\n",
      "                 toyota        nan      0.00      0.00        36\n",
      "                mercury        nan      0.00      0.00        22\n",
      "                    kia        nan      0.00      0.00        17\n",
      "                 nissan        nan      0.00      0.00        29\n",
      "                pontiac        nan      0.00      0.00        31\n",
      "               cadillac        nan      0.00      0.00        25\n",
      "                    gmc        nan      0.00      0.00        49\n",
      "             oldsmobile        nan      0.00      0.00        18\n",
      "                  mazda        nan      0.00      0.00        17\n",
      "                porsche        nan      0.00      0.00         5\n",
      "               plymouth        nan      0.00      0.00        11\n",
      "\n",
      "              micro avg       1.00      0.00      0.00       849\n",
      "              macro avg       1.00      0.00      0.00       849\n",
      "           weighted avg       1.00      0.00      0.00       849\n",
      "            samples avg       1.00      0.00      0.00       849\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import ast\n",
    "import numpy as np\n",
    "from transformers import T5Tokenizer, TFT5ForConditionalGeneration\n",
    "from sklearn.metrics import precision_score, recall_score, accuracy_score, fbeta_score, classification_report\n",
    "import tensorflow as tf\n",
    "\n",
    "# Display the entire sorted DataFrame\n",
    "pd.set_option('display.max_rows', None)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "\n",
    "# Load data\n",
    "merged_test_df = pd.read_csv('/Users/cyrusaghaee/DS 207/Final Project/merged_test_df.csv')\n",
    "\n",
    "# Function to process the merged dataframe\n",
    "def process_merged_df(merged_df):\n",
    "    # Convert string representations of lists back to actual lists\n",
    "    merged_df['FTMNT_MAKE'] = merged_df['FTMNT_MAKE'].apply(ast.literal_eval)\n",
    "\n",
    "    # Group the data by description and aggregate the compatible makes into lists\n",
    "    grouped = merged_df.groupby('processed_x_string')['FTMNT_MAKE'].apply(list).reset_index()\n",
    "    grouped['FTMNT_MAKE'] = grouped['FTMNT_MAKE'].apply(lambda x: list(set(sum(x, []))))\n",
    "\n",
    "    # Define X and Y\n",
    "    X = grouped['processed_x_string']\n",
    "    Y = grouped['FTMNT_MAKE'].apply(lambda x: ', '.join(x))\n",
    "    \n",
    "    return X, Y\n",
    "\n",
    "# Process the test dataset\n",
    "X_test, Y_test = process_merged_df(merged_test_df)\n",
    "\n",
    "# Initialize the tokenizer and model with pre-trained T5\n",
    "tokenizer = T5Tokenizer.from_pretrained('t5-base')\n",
    "model = TFT5ForConditionalGeneration.from_pretrained('t5-base')\n",
    "\n",
    "# Tokenize the test inputs and labels\n",
    "def tokenize_data(data, labels, tokenizer, max_length=512):\n",
    "    input_encodings = tokenizer(\n",
    "        list(data),\n",
    "        max_length=max_length,\n",
    "        padding='max_length',\n",
    "        truncation=True,\n",
    "        return_tensors='tf'\n",
    "    )\n",
    "    \n",
    "    label_encodings = tokenizer(\n",
    "        list(labels),\n",
    "        max_length=128,\n",
    "        padding='max_length',\n",
    "        truncation=True,\n",
    "        return_tensors='tf'\n",
    "    )\n",
    "    \n",
    "    return input_encodings, label_encodings\n",
    "\n",
    "test_encodings, test_labels = tokenize_data(X_test, Y_test, tokenizer)\n",
    "\n",
    "batch_size = 16\n",
    "\n",
    "test_dataset = tf.data.Dataset.from_tensor_slices((\n",
    "    {'input_ids': test_encodings['input_ids'], 'attention_mask': test_encodings['attention_mask'], 'labels': test_labels['input_ids']}\n",
    ")).batch(batch_size).prefetch(tf.data.experimental.AUTOTUNE)\n",
    "\n",
    "# Function to evaluate the pre-trained model on the test set\n",
    "def evaluate_pretrained_model(model, tokenizer, dataset):\n",
    "    all_preds = []\n",
    "    all_labels = []\n",
    "\n",
    "    with tf.device('/CPU:0'):\n",
    "        for batch in dataset:\n",
    "            inputs = batch['input_ids']\n",
    "            attention_mask = batch['attention_mask']\n",
    "            batch_labels = batch['labels']\n",
    "\n",
    "            # Generate predictions\n",
    "            pred_ids = model.generate(input_ids=inputs, attention_mask=attention_mask)\n",
    "            preds = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in pred_ids.numpy()]\n",
    "            labels = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in batch_labels.numpy()]\n",
    "\n",
    "            all_preds.extend(preds)\n",
    "            all_labels.extend(labels)\n",
    "\n",
    "    # Convert to binary format for multi-label evaluation\n",
    "    unique_labels = list(set([label for sublist in all_labels for label in sublist]))\n",
    "    label_to_index = {label: i for i, label in enumerate(unique_labels)}\n",
    "    \n",
    "    y_true_bin = np.zeros((len(all_labels), len(unique_labels)))\n",
    "    y_pred_bin = np.zeros((len(all_preds), len(unique_labels)))\n",
    "    \n",
    "    for i, labels in enumerate(all_labels):\n",
    "        for label in labels:\n",
    "            if label in label_to_index:\n",
    "                y_true_bin[i, label_to_index[label]] = 1\n",
    "    \n",
    "    for i, preds in enumerate(all_preds):\n",
    "        for pred in preds:\n",
    "            if pred in label_to_index:\n",
    "                y_pred_bin[i, label_to_index[pred]] = 1\n",
    "\n",
    "    precision = precision_score(y_true_bin, y_pred_bin, average='weighted', zero_division=np.nan)\n",
    "    recall = recall_score(y_true_bin, y_pred_bin, average='weighted', zero_division=np.nan)\n",
    "    accuracy = accuracy_score(y_true_bin, y_pred_bin)\n",
    "    fbeta = fbeta_score(y_true_bin, y_pred_bin, beta=0.2, average='weighted', zero_division=np.nan)\n",
    "    \n",
    "    # Generate classification report\n",
    "    report = classification_report(y_true_bin, y_pred_bin, target_names=unique_labels, zero_division=np.nan)\n",
    "    \n",
    "    # Add accuracy to the report\n",
    "    report_with_accuracy = f\"Accuracy: {accuracy:.4f}\\n\\n{report}\"\n",
    "\n",
    "    return precision, recall, accuracy, fbeta, report_with_accuracy\n",
    "\n",
    "# Evaluate the pre-trained model on the test set\n",
    "precision, recall, accuracy, fbeta, report = evaluate_pretrained_model(model, tokenizer, test_dataset)\n",
    "print(f\"Test Precision: {precision}\")\n",
    "print(f\"Test Recall: {recall}\")\n",
    "print(f\"Test Accuracy: {accuracy}\")\n",
    "print(f\"Test F-beta Score: {fbeta}\")\n",
    "print(\"Classification Report with Accuracy:\\n\", report)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Build Model w/ Early Stopping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "All PyTorch model weights were used when initializing TFT5ForConditionalGeneration.\n",
      "\n",
      "All the weights of TFT5ForConditionalGeneration were initialized from the PyTorch model.\n",
      "If your task is similar to the task the model of the checkpoint was trained on, you can already use TFT5ForConditionalGeneration for predictions without further training.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import ast\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from transformers import T5Tokenizer, TFT5ForConditionalGeneration, AdamWeightDecay\n",
    "from tensorflow.keras.losses import SparseCategoricalCrossentropy\n",
    "from sklearn.metrics import precision_score, accuracy_score, fbeta_score\n",
    "import tensorflow as tf  # Import TensorFlow\n",
    "\n",
    "\n",
    "# Display the entire sorted DataFrame\n",
    "pd.set_option('display.max_rows', None)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "\n",
    "# Load data\n",
    "merged_train_df = pd.read_csv('/Users/cyrusaghaee/DS 207/Final Project/merged_train_df.csv')\n",
    "merged_val_df = pd.read_csv('/Users/cyrusaghaee/DS 207/Final Project/merged_val_df.csv')\n",
    "merged_test_df = pd.read_csv('/Users/cyrusaghaee/DS 207/Final Project/merged_test_df.csv')\n",
    "\n",
    "# Function to process the merged dataframe\n",
    "def process_merged_df(merged_df):\n",
    "    # Convert string representations of lists back to actual lists\n",
    "    merged_df['FTMNT_MAKE'] = merged_df['FTMNT_MAKE'].apply(ast.literal_eval)\n",
    "\n",
    "    # Group the data by description and aggregate the compatible makes into lists\n",
    "    grouped = merged_df.groupby('processed_x_string')['FTMNT_MAKE'].apply(list).reset_index()\n",
    "    grouped['FTMNT_MAKE'] = grouped['FTMNT_MAKE'].apply(lambda x: list(set(sum(x, []))))\n",
    "\n",
    "    # Define X and Y\n",
    "    X = grouped['processed_x_string']\n",
    "    Y = grouped['FTMNT_MAKE'].apply(lambda x: ', '.join(x))\n",
    "    \n",
    "    return X, Y\n",
    "\n",
    "# Process each dataset\n",
    "X_train, Y_train = process_merged_df(merged_train_df)\n",
    "X_val, Y_val = process_merged_df(merged_val_df)\n",
    "X_test, Y_test = process_merged_df(merged_test_df)\n",
    "\n",
    "# Initialize the tokenizer and model with T5\n",
    "tokenizer = T5Tokenizer.from_pretrained('t5-base')\n",
    "model = TFT5ForConditionalGeneration.from_pretrained('t5-base')\n",
    "\n",
    "# Tokenize the inputs and labels\n",
    "def tokenize_data(data, labels, tokenizer, max_length=512):\n",
    "    input_encodings = tokenizer(\n",
    "        list(data),\n",
    "        max_length=max_length,\n",
    "        padding='max_length',\n",
    "        truncation=True,\n",
    "        return_tensors='tf'\n",
    "    )\n",
    "    \n",
    "    label_encodings = tokenizer(\n",
    "        list(labels),\n",
    "        max_length=128,\n",
    "        padding='max_length',\n",
    "        truncation=True,\n",
    "        return_tensors='tf'\n",
    "    )\n",
    "    \n",
    "    return input_encodings, label_encodings\n",
    "\n",
    "train_encodings, train_labels = tokenize_data(X_train, Y_train, tokenizer)\n",
    "val_encodings, val_labels = tokenize_data(X_val, Y_val, tokenizer)\n",
    "test_encodings, test_labels = tokenize_data(X_test, Y_test, tokenizer)\n",
    "\n",
    "batch_size = 16\n",
    "\n",
    "train_dataset = tf.data.Dataset.from_tensor_slices((\n",
    "    {'input_ids': train_encodings['input_ids'], 'attention_mask': train_encodings['attention_mask'], 'labels': train_labels['input_ids']}\n",
    ")).shuffle(1000).batch(batch_size).prefetch(tf.data.experimental.AUTOTUNE)\n",
    "\n",
    "val_dataset = tf.data.Dataset.from_tensor_slices((\n",
    "    {'input_ids': val_encodings['input_ids'], 'attention_mask': val_encodings['attention_mask'], 'labels': val_labels['input_ids']}\n",
    ")).batch(batch_size).prefetch(tf.data.experimental.AUTOTUNE)\n",
    "\n",
    "test_dataset = tf.data.Dataset.from_tensor_slices((\n",
    "    {'input_ids': test_encodings['input_ids'], 'attention_mask': test_encodings['attention_mask'], 'labels': test_labels['input_ids']}\n",
    ")).batch(batch_size).prefetch(tf.data.experimental.AUTOTUNE)\n",
    "\n",
    "# Compile the model\n",
    "optimizer = AdamWeightDecay(learning_rate=3e-5)\n",
    "\n",
    "model.compile(\n",
    "    optimizer=optimizer,\n",
    "    loss=SparseCategoricalCrossentropy(from_logits=True)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n",
      "Training Loss: [0.6445512]\n",
      "Validation Loss: [0.10926604]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 2/100\n",
      "Training Loss: [0.09909403]\n",
      "Validation Loss: [0.04561129]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 3/100\n",
      "Training Loss: [0.05306148]\n",
      "Validation Loss: [0.03937169]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 4/100\n",
      "Training Loss: [0.0447378]\n",
      "Validation Loss: [0.03555105]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 5/100\n",
      "Training Loss: [0.0405241]\n",
      "Validation Loss: [0.03252235]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 6/100\n",
      "Training Loss: [0.03655076]\n",
      "Validation Loss: [0.03012721]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 7/100\n",
      "Training Loss: [0.03470323]\n",
      "Validation Loss: [0.02848039]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 8/100\n",
      "Training Loss: [0.03230544]\n",
      "Validation Loss: [0.02708086]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 9/100\n",
      "Training Loss: [0.03100815]\n",
      "Validation Loss: [0.02611739]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 10/100\n",
      "Training Loss: [0.0293803]\n",
      "Validation Loss: [0.02616521]\n",
      "Epoch 11/100\n",
      "Training Loss: [0.02803011]\n",
      "Validation Loss: [0.02411519]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 12/100\n",
      "Training Loss: [0.02692658]\n",
      "Validation Loss: [0.02385205]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 13/100\n",
      "Training Loss: [0.02606193]\n",
      "Validation Loss: [0.02290814]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 14/100\n",
      "Training Loss: [0.02502922]\n",
      "Validation Loss: [0.02368581]\n",
      "Epoch 15/100\n",
      "Training Loss: [0.02425716]\n",
      "Validation Loss: [0.02264706]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 16/100\n",
      "Training Loss: [0.02375524]\n",
      "Validation Loss: [0.02174065]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 17/100\n",
      "Training Loss: [0.02246848]\n",
      "Validation Loss: [0.02135939]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 18/100\n",
      "Training Loss: [0.02159163]\n",
      "Validation Loss: [0.02068828]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 19/100\n",
      "Training Loss: [0.02060034]\n",
      "Validation Loss: [0.02082878]\n",
      "Epoch 20/100\n",
      "Training Loss: [0.0205283]\n",
      "Validation Loss: [0.01963025]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 21/100\n",
      "Training Loss: [0.01983201]\n",
      "Validation Loss: [0.01928295]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 22/100\n",
      "Training Loss: [0.01955421]\n",
      "Validation Loss: [0.019761]\n",
      "Epoch 23/100\n",
      "Training Loss: [0.0190254]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-08-05 21:11:00.530878: I tensorflow/core/framework/local_rendezvous.cc:404] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n",
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation Loss: [0.01922299]\n",
      "Epoch 24/100\n",
      "Training Loss: [0.01829443]\n",
      "Validation Loss: [0.01837045]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 25/100\n",
      "Training Loss: [0.01745993]\n",
      "Validation Loss: [0.01776347]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 26/100\n",
      "Training Loss: [0.01679077]\n",
      "Validation Loss: [0.0171078]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 27/100\n",
      "Training Loss: [0.0163037]\n",
      "Validation Loss: [0.01735291]\n",
      "Epoch 28/100\n",
      "Training Loss: [0.01571654]\n",
      "Validation Loss: [0.01729555]\n",
      "Epoch 29/100\n",
      "Training Loss: [0.01495163]\n",
      "Validation Loss: [0.01589193]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 30/100\n",
      "Training Loss: [0.01477762]\n",
      "Validation Loss: [0.01640935]\n",
      "Epoch 31/100\n",
      "Training Loss: [0.01440358]\n",
      "Validation Loss: [0.01596942]\n",
      "Epoch 32/100\n",
      "Training Loss: [0.01408947]\n",
      "Validation Loss: [0.01540047]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 33/100\n",
      "Training Loss: [0.01311158]\n",
      "Validation Loss: [0.01522288]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 34/100\n",
      "Training Loss: [0.01297749]\n",
      "Validation Loss: [0.01532779]\n",
      "Epoch 35/100\n",
      "Training Loss: [0.01263092]\n",
      "Validation Loss: [0.014961]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 36/100\n",
      "Training Loss: [0.01214198]\n",
      "Validation Loss: [0.0143023]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 37/100\n",
      "Training Loss: [0.01126035]\n",
      "Validation Loss: [0.01347507]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 38/100\n",
      "Training Loss: [0.01129726]\n",
      "Validation Loss: [0.01401551]\n",
      "Epoch 39/100\n",
      "Training Loss: [0.01016763]\n",
      "Validation Loss: [0.01352121]\n",
      "Epoch 40/100\n",
      "Training Loss: [0.00986454]\n",
      "Validation Loss: [0.01378261]\n",
      "Early stopping triggered.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n"
     ]
    }
   ],
   "source": [
    "# Custom training loop with early stopping\n",
    "epochs = 100\n",
    "patience = 3\n",
    "best_val_loss = float('inf')\n",
    "patience_counter = 0\n",
    "\n",
    "for epoch in range(epochs):\n",
    "    print(f'Epoch {epoch + 1}/{epochs}')\n",
    "    \n",
    "    # Training step\n",
    "    train_loss = 0\n",
    "    for batch in train_dataset:\n",
    "        inputs = batch['input_ids']\n",
    "        attention_mask = batch['attention_mask']\n",
    "        labels = batch['labels']\n",
    "\n",
    "        with tf.GradientTape() as tape:\n",
    "            outputs = model(input_ids=inputs, attention_mask=attention_mask, labels=labels, training=True)\n",
    "            loss = outputs.loss\n",
    "            train_loss += loss\n",
    "\n",
    "        gradients = tape.gradient(loss, model.trainable_variables)\n",
    "        optimizer.apply_gradients(zip(gradients, model.trainable_variables))\n",
    "    \n",
    "    train_loss /= len(train_dataset)\n",
    "    print(f'Training Loss: {train_loss}')\n",
    "    \n",
    "    # Validation step\n",
    "    val_loss = 0\n",
    "    for batch in val_dataset:\n",
    "        inputs = batch['input_ids']\n",
    "        attention_mask = batch['attention_mask']\n",
    "        labels = batch['labels']\n",
    "\n",
    "        outputs = model(input_ids=inputs, attention_mask=attention_mask, labels=labels, training=False)\n",
    "        loss = outputs.loss\n",
    "        val_loss += loss\n",
    "    \n",
    "    val_loss /= len(val_dataset)\n",
    "    print(f'Validation Loss: {val_loss}')\n",
    "    \n",
    "    # Early stopping check\n",
    "    if val_loss < best_val_loss:\n",
    "        best_val_loss = val_loss\n",
    "        patience_counter = 0\n",
    "        model.save_weights('./fine_tuned_t5v5.weights.h5')\n",
    "        model.save_pretrained('./fine_tuned_t5v5')\n",
    "        tokenizer.save_pretrained('./fine_tuned_t5v5')\n",
    "    else:\n",
    "        patience_counter += 1\n",
    "        if patience_counter >= patience:\n",
    "            print(\"Early stopping triggered.\")\n",
    "            break\n",
    "\n",
    "# Load the best model weights\n",
    "model.load_weights('./fine_tuned_t5v5.weights.h5')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Saved Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "All model checkpoint layers were used when initializing TFT5ForConditionalGeneration.\n",
      "\n",
      "All the layers of TFT5ForConditionalGeneration were initialized from the model checkpoint at ./fine_tuned_t5v3.\n",
      "If your task is similar to the task the model of the checkpoint was trained on, you can already use TFT5ForConditionalGeneration for predictions without further training.\n",
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:465: UserWarning: `seed_generator` is deprecated and will be removed in a future version.\n",
      "  warnings.warn(\"`seed_generator` is deprecated and will be removed in a future version.\", UserWarning)\n",
      "All model checkpoint layers were used when initializing TFT5ForConditionalGeneration.\n",
      "\n",
      "All the layers of TFT5ForConditionalGeneration were initialized from the model checkpoint at ./fine_tuned_t5v2.\n",
      "If your task is similar to the task the model of the checkpoint was trained on, you can already use TFT5ForConditionalGeneration for predictions without further training.\n",
      "All model checkpoint layers were used when initializing TFT5ForConditionalGeneration.\n",
      "\n",
      "All the layers of TFT5ForConditionalGeneration were initialized from the model checkpoint at ./fine_tuned_t5v4.\n",
      "If your task is similar to the task the model of the checkpoint was trained on, you can already use TFT5ForConditionalGeneration for predictions without further training.\n",
      "All model checkpoint layers were used when initializing TFT5ForConditionalGeneration.\n",
      "\n",
      "All the layers of TFT5ForConditionalGeneration were initialized from the model checkpoint at ./fine_tuned_t5v5.\n",
      "If your task is similar to the task the model of the checkpoint was trained on, you can already use TFT5ForConditionalGeneration for predictions without further training.\n"
     ]
    }
   ],
   "source": [
    "# Paths to the saved models and tokenizer\n",
    "weights3_path = './fine_tuned_t5v3.weights.h5'\n",
    "model3_path = './fine_tuned_t5v3'\n",
    "\n",
    "# Load the tokenizer\n",
    "tokenizer3 = T5Tokenizer.from_pretrained(model3_path)\n",
    "\n",
    "# Load the model architecture and weights\n",
    "model3 = TFT5ForConditionalGeneration.from_pretrained(model3_path)\n",
    "model3.load_weights(weights3_path)\n",
    "\n",
    "\n",
    "\n",
    "# Paths to the saved models and tokenizer\n",
    "weights2_path = './fine_tuned_t5v2.weights.h5'\n",
    "model2_path = './fine_tuned_t5v2'\n",
    "\n",
    "# Load the tokenizer\n",
    "tokenizer2 = T5Tokenizer.from_pretrained(model2_path)\n",
    "\n",
    "# Load the model architecture and weights\n",
    "model2 = TFT5ForConditionalGeneration.from_pretrained(model2_path)\n",
    "model2.load_weights(weights2_path)\n",
    "\n",
    "\n",
    "\n",
    "# Paths to the saved models and tokenizer\n",
    "weights4_path = './fine_tuned_t5v4.weights.h5'\n",
    "model4_path = './fine_tuned_t5v4'\n",
    "\n",
    "# Load the tokenizer\n",
    "tokenizer4 = T5Tokenizer.from_pretrained(model4_path)\n",
    "\n",
    "# Load the model architecture and weights\n",
    "model4 = TFT5ForConditionalGeneration.from_pretrained(model4_path)\n",
    "model4.load_weights(weights4_path)\n",
    "\n",
    "\n",
    "\n",
    "# Paths to the saved models and tokenizer\n",
    "weights5_path = './fine_tuned_t5v5.weights.h5'\n",
    "model5_path = './fine_tuned_t5v5'\n",
    "\n",
    "# Load the tokenizer\n",
    "tokenizer5 = T5Tokenizer.from_pretrained(model5_path)\n",
    "\n",
    "# Load the model architecture and weights\n",
    "model5 = TFT5ForConditionalGeneration.from_pretrained(model5_path)\n",
    "model5.load_weights(weights5_path)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "('./fine_tuned_t5/tokenizer_config.json',\n",
    " './fine_tuned_t5/special_tokens_map.json',\n",
    " './fine_tuned_t5/spiece.model',\n",
    " './fine_tuned_t5/added_tokens.json')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluation + Classification Report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from sklearn.metrics import precision_score, recall_score, accuracy_score, fbeta_score, classification_report\n",
    "\n",
    "\n",
    "# Function to evaluate the model\n",
    "def evaluate_model_with_report(model, tokenizer, dataset):\n",
    "    total_loss = 0\n",
    "    all_preds = []\n",
    "    all_labels = []\n",
    "\n",
    "    with tf.device('/CPU:0'):\n",
    "        for batch in dataset:\n",
    "            inputs = batch['input_ids']\n",
    "            attention_mask = batch['attention_mask']\n",
    "            batch_labels = batch['labels']\n",
    "\n",
    "            # Ensure decoder_input_ids are created correctly\n",
    "            decoder_input_ids = model._shift_right(batch_labels)\n",
    "            \n",
    "            outputs = model(input_ids=inputs, attention_mask=attention_mask, decoder_input_ids=decoder_input_ids, labels=batch_labels, training=False)\n",
    "            loss = outputs.loss\n",
    "\n",
    "            total_loss += loss.numpy()\n",
    "\n",
    "            # Decode predictions and true labels\n",
    "            pred_ids = model.generate(input_ids=inputs, attention_mask=attention_mask)\n",
    "            preds = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in pred_ids.numpy()]\n",
    "            labels = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in batch_labels.numpy()]\n",
    "\n",
    "            all_preds.extend(preds)\n",
    "            all_labels.extend(labels)\n",
    "\n",
    "    avg_loss = total_loss / len(dataset)\n",
    "\n",
    "    # Convert to binary format for multi-label evaluation\n",
    "    unique_labels = list(set([label for sublist in all_labels for label in sublist]))\n",
    "    label_to_index = {label: i for i, label in enumerate(unique_labels)}\n",
    "    \n",
    "    y_true_bin = np.zeros((len(all_labels), len(unique_labels)))\n",
    "    y_pred_bin = np.zeros((len(all_preds), len(unique_labels)))\n",
    "    \n",
    "    for i, labels in enumerate(all_labels):\n",
    "        for label in labels:\n",
    "            if label in label_to_index:\n",
    "                y_true_bin[i, label_to_index[label]] = 1\n",
    "    \n",
    "    for i, preds in enumerate(all_preds):\n",
    "        for pred in preds:\n",
    "            if pred in label_to_index:\n",
    "                y_pred_bin[i, label_to_index[pred]] = 1\n",
    "\n",
    "    precision = precision_score(y_true_bin, y_pred_bin, average='weighted', zero_division=np.nan)\n",
    "    recall = recall_score(y_true_bin, y_pred_bin, average='weighted', zero_division=np.nan)\n",
    "    accuracy = accuracy_score(y_true_bin, y_pred_bin)\n",
    "    fbeta = fbeta_score(y_true_bin, y_pred_bin, beta=0.2, average='weighted', zero_division=np.nan)\n",
    "    \n",
    "    # Generate classification report\n",
    "    report = classification_report(y_true_bin, y_pred_bin, target_names=unique_labels, zero_division=np.nan)\n",
    "    \n",
    "    # Add accuracy to the report\n",
    "    report_with_accuracy = f\"Accuracy: {accuracy:.4f}\\n\\n{report}\"\n",
    "\n",
    "    return avg_loss, precision, recall, accuracy, fbeta, report_with_accuracy\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation Loss: [0.05998851], Precision: 0.8377230771805018, Recall: 0.627039627039627, Accuracy: 0.7276341948310139, Fbeta: 0.8038365351276481\n",
      "Classification Report:\n",
      "                          precision    recall  f1-score   support\n",
      "\n",
      "                renault       0.50      1.00      0.67         1\n",
      "                    geo        nan      0.00      0.00         3\n",
      "             mitsubishi       1.00      0.42      0.59        12\n",
      "                 datsun       1.00      1.00      1.00         2\n",
      "                  acura       0.80      0.57      0.67        14\n",
      "                 desoto        nan      0.00      0.00         1\n",
      "                   saab       0.83      0.62      0.71         8\n",
      "                    bmw       1.00      0.89      0.94        27\n",
      "                  lexus       1.00      0.62      0.76        13\n",
      "                 hummer       1.00      0.40      0.57         5\n",
      "                  tesla       1.00      1.00      1.00         1\n",
      "               chrysler       0.62      0.62      0.62        24\n",
      "                  volvo       0.83      0.83      0.83         6\n",
      "                 subaru       0.91      0.91      0.91        11\n",
      "             alfa romeo        nan      0.00      0.00         1\n",
      "                 daewoo        nan      0.00      0.00         1\n",
      "                     mg        nan      0.00      0.00         1\n",
      "             studebaker       1.00      1.00      1.00         1\n",
      "                triumph        nan      0.00      0.00         1\n",
      "                  dodge       0.81      0.76      0.78        45\n",
      "                  honda       0.85      0.65      0.74        26\n",
      "                   seat        nan      0.00      0.00         1\n",
      "           freightliner       1.00      0.50      0.67         2\n",
      "                peugeot        nan      0.00      0.00         1\n",
      "                  lotus        nan      0.00      0.00         1\n",
      "                 suzuki       1.00      0.17      0.29         6\n",
      "                   mini       1.00      0.67      0.80         3\n",
      "                 saturn       0.44      0.44      0.44         9\n",
      "             volkswagen       0.80      0.60      0.69        20\n",
      "                lincoln       0.62      0.25      0.36        20\n",
      "                  eagle       1.00      0.33      0.50         3\n",
      "                   fiat       1.00      0.50      0.67         2\n",
      "                    amc       1.00      0.50      0.67         2\n",
      "                   jeep       0.83      0.62      0.71        24\n",
      "            rolls-royce        nan      0.00      0.00         1\n",
      "          mercedes-benz       0.94      0.89      0.92        19\n",
      "international harvester       1.00      0.67      0.80         3\n",
      "                  scion       1.00      0.17      0.29         6\n",
      "                hyundai       1.00      0.50      0.67        20\n",
      "                genesis        nan      0.00      0.00         1\n",
      "             am general        nan      0.00      0.00         1\n",
      "              chevrolet       0.91      0.72      0.80        81\n",
      "               infiniti       1.00      0.73      0.84        11\n",
      "             land rover       1.00      0.80      0.89         5\n",
      "                  buick       0.69      0.60      0.64        30\n",
      "                  fargo       1.00      1.00      1.00         1\n",
      "                   audi       0.93      0.87      0.90        15\n",
      "                    ram       0.57      0.50      0.53         8\n",
      "                 duplex       1.00      1.00      1.00         1\n",
      "                 jensen        nan      0.00      0.00         1\n",
      "                  isuzu       0.33      0.18      0.24        11\n",
      "            lamborghini        nan      0.00      0.00         1\n",
      "                  edsel       1.00      1.00      1.00         1\n",
      "              workhorse       1.00      1.00      1.00         1\n",
      "         sterling truck       1.00      1.00      1.00         1\n",
      "               kenworth       1.00      1.00      1.00         1\n",
      "                checker        nan      0.00      0.00         1\n",
      "                 jaguar       1.00      1.00      1.00         4\n",
      "                ferrari       1.00      1.00      1.00         1\n",
      "               daihatsu        nan      0.00      0.00         1\n",
      "        american motors        nan      0.00      0.00         1\n",
      "                   ford       0.86      0.90      0.88        70\n",
      "                mercury       0.70      0.32      0.44        22\n",
      "                 nissan       0.96      0.83      0.89        29\n",
      "                    kia       0.92      0.71      0.80        17\n",
      "                 toyota       1.00      0.67      0.80        36\n",
      "                pontiac       0.75      0.58      0.65        31\n",
      "               cadillac       0.80      0.32      0.46        25\n",
      "                 merkur        nan      0.00      0.00         1\n",
      "                    gmc       0.86      0.61      0.71        49\n",
      "             oldsmobile       0.50      0.39      0.44        18\n",
      "                  mazda       0.63      0.71      0.67        17\n",
      "                porsche       1.00      0.40      0.57         5\n",
      "               plymouth       0.67      0.17      0.27        12\n",
      "\n",
      "              micro avg       0.84      0.63      0.72       858\n",
      "              macro avg       0.87      0.50      0.55       858\n",
      "           weighted avg       0.84      0.63      0.70       858\n",
      "            samples avg       0.90      0.82      0.83       858\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-08-04 12:48:40.899909: I tensorflow/core/framework/local_rendezvous.cc:404] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n"
     ]
    }
   ],
   "source": [
    "# Evaluate on the validation dataset\n",
    "val_loss2, val_precision2, val_recall2, val_accuracy2, val_fbeta2, val_report2 = evaluate_model_with_report(model2, tokenizer2, val_dataset)\n",
    "print(f\"Validation Loss: {val_loss2}, Precision: {val_precision2}, Recall: {val_recall2}, Accuracy: {val_accuracy2}, Fbeta: {val_fbeta2}\")\n",
    "print(\"Classification Report:\\n\", val_report2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation Loss: [0.04869421], Precision: 0.7905955033822475, Recall: 0.6165501165501166, Accuracy: 0.6918489065606361, Fbeta: 0.7500269388457076\n",
      "Classification Report:\n",
      "                          precision    recall  f1-score   support\n",
      "\n",
      "                renault       1.00      1.00      1.00         1\n",
      "                    geo        nan      0.00      0.00         3\n",
      "             mitsubishi       1.00      0.42      0.59        12\n",
      "                 datsun       1.00      0.50      0.67         2\n",
      "                  acura       1.00      0.50      0.67        14\n",
      "                 desoto        nan      0.00      0.00         1\n",
      "                   saab       1.00      0.38      0.55         8\n",
      "                    bmw       1.00      0.93      0.96        27\n",
      "                  lexus       1.00      0.46      0.63        13\n",
      "                 hummer        nan      0.00      0.00         5\n",
      "                  tesla       1.00      1.00      1.00         1\n",
      "               chrysler       0.88      0.62      0.73        24\n",
      "                  volvo       1.00      0.83      0.91         6\n",
      "                 subaru       1.00      0.82      0.90        11\n",
      "             alfa romeo        nan      0.00      0.00         1\n",
      "                 daewoo        nan      0.00      0.00         1\n",
      "                     mg       1.00      1.00      1.00         1\n",
      "             studebaker       1.00      1.00      1.00         1\n",
      "                triumph        nan      0.00      0.00         1\n",
      "                  dodge       0.89      0.69      0.78        45\n",
      "                  honda       0.86      0.69      0.77        26\n",
      "                   seat        nan      0.00      0.00         1\n",
      "           freightliner       1.00      0.50      0.67         2\n",
      "                peugeot        nan      0.00      0.00         1\n",
      "                  lotus        nan      0.00      0.00         1\n",
      "                 suzuki       1.00      0.17      0.29         6\n",
      "                   mini       1.00      0.67      0.80         3\n",
      "                 saturn       0.67      0.22      0.33         9\n",
      "             volkswagen       0.91      0.50      0.65        20\n",
      "                lincoln       0.80      0.20      0.32        20\n",
      "                  eagle        nan      0.00      0.00         3\n",
      "                   fiat       1.00      1.00      1.00         2\n",
      "                    amc        nan      0.00      0.00         2\n",
      "                   jeep       0.88      0.62      0.73        24\n",
      "            rolls-royce        nan      0.00      0.00         1\n",
      "          mercedes-benz       1.00      0.89      0.94        19\n",
      "international harvester       1.00      0.67      0.80         3\n",
      "                  scion       0.50      0.17      0.25         6\n",
      "                hyundai       1.00      0.50      0.67        20\n",
      "                genesis        nan      0.00      0.00         1\n",
      "             am general        nan      0.00      0.00         1\n",
      "              chevrolet       0.74      0.79      0.77        81\n",
      "               infiniti       0.89      0.73      0.80        11\n",
      "             land rover       1.00      0.80      0.89         5\n",
      "                  buick       0.43      0.67      0.53        30\n",
      "                  fargo       1.00      1.00      1.00         1\n",
      "                   audi       1.00      0.80      0.89        15\n",
      "                    ram       0.50      0.25      0.33         8\n",
      "                 duplex       1.00      1.00      1.00         1\n",
      "                 jensen        nan      0.00      0.00         1\n",
      "                  isuzu       0.67      0.18      0.29        11\n",
      "            lamborghini        nan      0.00      0.00         1\n",
      "                  edsel       1.00      1.00      1.00         1\n",
      "              workhorse       1.00      1.00      1.00         1\n",
      "         sterling truck       1.00      1.00      1.00         1\n",
      "               kenworth       1.00      1.00      1.00         1\n",
      "                checker        nan      0.00      0.00         1\n",
      "                 jaguar       1.00      1.00      1.00         4\n",
      "                ferrari       1.00      1.00      1.00         1\n",
      "               daihatsu        nan      0.00      0.00         1\n",
      "        american motors       0.00      0.00      0.00         1\n",
      "                   ford       0.74      0.87      0.80        70\n",
      "                mercury       0.24      0.32      0.27        22\n",
      "                 nissan       0.92      0.83      0.87        29\n",
      "                    kia       1.00      0.76      0.87        17\n",
      "                 toyota       1.00      0.67      0.80        36\n",
      "                pontiac       0.41      0.55      0.47        31\n",
      "               cadillac       0.78      0.28      0.41        25\n",
      "                 merkur        nan      0.00      0.00         1\n",
      "                    gmc       0.60      0.73      0.66        49\n",
      "             oldsmobile       0.71      0.28      0.40        18\n",
      "                  mazda       0.38      0.71      0.49        17\n",
      "                porsche       1.00      0.40      0.57         5\n",
      "               plymouth       0.67      0.17      0.27        12\n",
      "\n",
      "              micro avg       0.74      0.62      0.67       858\n",
      "              macro avg       0.86      0.48      0.53       858\n",
      "           weighted avg       0.79      0.62      0.65       858\n",
      "            samples avg       0.86      0.80      0.82       858\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Evaluate on the validation dataset\n",
    "val_loss3, val_precision3, val_recall3, val_accuracy3, val_fbeta3, val_report3 = evaluate_model_with_report(model3, tokenizer3, val_dataset)\n",
    "print(f\"Validation Loss: {val_loss3}, Precision: {val_precision3}, Recall: {val_recall3}, Accuracy: {val_accuracy3}, Fbeta: {val_fbeta3}\")\n",
    "print(\"Classification Report:\\n\", val_report3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation Loss: [0.01674004], Precision: 0.8116222228327404, Recall: 0.6596736596736597, Accuracy: 0.7475149105367793, Fbeta: 0.7801629621126409\n",
      "Classification Report:\n",
      " Accuracy: 0.7475\n",
      "\n",
      "                         precision    recall  f1-score   support\n",
      "\n",
      "                renault       1.00      1.00      1.00         1\n",
      "                    geo        nan      0.00      0.00         3\n",
      "             mitsubishi       1.00      0.50      0.67        12\n",
      "                 datsun       1.00      0.50      0.67         2\n",
      "                  acura       0.64      0.64      0.64        14\n",
      "                 desoto        nan      0.00      0.00         1\n",
      "                   saab       1.00      0.38      0.55         8\n",
      "                    bmw       1.00      0.89      0.94        27\n",
      "                  lexus       1.00      0.46      0.63        13\n",
      "                 hummer       0.00      0.00      0.00         5\n",
      "                  tesla       1.00      1.00      1.00         1\n",
      "               chrysler       0.74      0.58      0.65        24\n",
      "                  volvo       1.00      0.83      0.91         6\n",
      "                 subaru       1.00      0.91      0.95        11\n",
      "             alfa romeo       1.00      1.00      1.00         1\n",
      "                 daewoo        nan      0.00      0.00         1\n",
      "                     mg       1.00      1.00      1.00         1\n",
      "             studebaker       1.00      1.00      1.00         1\n",
      "                triumph        nan      0.00      0.00         1\n",
      "                  dodge       0.91      0.69      0.78        45\n",
      "                  honda       0.75      0.69      0.72        26\n",
      "                   seat        nan      0.00      0.00         1\n",
      "           freightliner       1.00      0.50      0.67         2\n",
      "                peugeot        nan      0.00      0.00         1\n",
      "                  lotus        nan      0.00      0.00         1\n",
      "                 suzuki       1.00      0.17      0.29         6\n",
      "                   mini       1.00      0.67      0.80         3\n",
      "                 saturn       1.00      0.33      0.50         9\n",
      "             volkswagen       1.00      0.60      0.75        20\n",
      "                lincoln       0.55      0.60      0.57        20\n",
      "                  eagle       1.00      0.33      0.50         3\n",
      "                   fiat       1.00      1.00      1.00         2\n",
      "                    amc       1.00      0.50      0.67         2\n",
      "                   jeep       0.94      0.62      0.75        24\n",
      "            rolls-royce        nan      0.00      0.00         1\n",
      "          mercedes-benz       1.00      0.89      0.94        19\n",
      "international harvester       1.00      1.00      1.00         3\n",
      "                  scion       1.00      0.33      0.50         6\n",
      "                hyundai       1.00      0.45      0.62        20\n",
      "                genesis        nan      0.00      0.00         1\n",
      "             am general        nan      0.00      0.00         1\n",
      "              chevrolet       0.68      0.94      0.79        81\n",
      "               infiniti       1.00      0.82      0.90        11\n",
      "             land rover       1.00      0.80      0.89         5\n",
      "                  buick       0.36      0.83      0.51        30\n",
      "                  fargo       1.00      1.00      1.00         1\n",
      "                   audi       0.87      0.87      0.87        15\n",
      "                    ram       0.67      0.50      0.57         8\n",
      "                 duplex       1.00      1.00      1.00         1\n",
      "                 jensen        nan      0.00      0.00         1\n",
      "                  isuzu       0.18      0.55      0.27        11\n",
      "            lamborghini        nan      0.00      0.00         1\n",
      "                  edsel       1.00      1.00      1.00         1\n",
      "              workhorse       1.00      1.00      1.00         1\n",
      "         sterling truck       1.00      1.00      1.00         1\n",
      "               kenworth       1.00      1.00      1.00         1\n",
      "                checker        nan      0.00      0.00         1\n",
      "                 jaguar       1.00      1.00      1.00         4\n",
      "                ferrari       1.00      1.00      1.00         1\n",
      "               daihatsu        nan      0.00      0.00         1\n",
      "        american motors        nan      0.00      0.00         1\n",
      "                   ford       0.88      0.86      0.87        70\n",
      "                mercury       0.48      0.45      0.47        22\n",
      "                 nissan       0.89      0.83      0.86        29\n",
      "                    kia       0.93      0.76      0.84        17\n",
      "                 toyota       0.96      0.67      0.79        36\n",
      "                pontiac       0.36      0.61      0.45        31\n",
      "               cadillac       0.60      0.36      0.45        25\n",
      "                 merkur        nan      0.00      0.00         1\n",
      "                    gmc       0.86      0.49      0.62        49\n",
      "             oldsmobile       1.00      0.28      0.43        18\n",
      "                  mazda       1.00      0.71      0.83        17\n",
      "                porsche       1.00      0.60      0.75         5\n",
      "               plymouth       1.00      0.17      0.29        12\n",
      "\n",
      "              micro avg       0.73      0.66      0.69       858\n",
      "              macro avg       0.88      0.54      0.58       858\n",
      "           weighted avg       0.81      0.66      0.69       858\n",
      "            samples avg       0.88      0.84      0.84       858\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Evaluate on the validation dataset\n",
    "val_loss4, val_precision4, val_recall4, val_accuracy4, val_fbeta4, val_report4 = evaluate_model_with_report(model4, tokenizer4, val_dataset)\n",
    "print(f\"Validation Loss: {val_loss4}, Precision: {val_precision4}, Recall: {val_recall4}, Accuracy: {val_accuracy4}, Fbeta: {val_fbeta4}\")\n",
    "print(\"Classification Report:\\n\", val_report4)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation Loss: [0.01347506], Precision: 0.8476508115962548, Recall: 0.6853146853146853, Accuracy: 0.7713717693836978, Fbeta: 0.8144640016475208\n",
      "Classification Report:\n",
      " Accuracy: 0.7714\n",
      "\n",
      "                         precision    recall  f1-score   support\n",
      "\n",
      "                renault       0.50      1.00      0.67         1\n",
      "                    geo        nan      0.00      0.00         3\n",
      "             mitsubishi       1.00      0.50      0.67        12\n",
      "                 datsun       1.00      0.50      0.67         2\n",
      "                  acura       0.91      0.71      0.80        14\n",
      "                 desoto        nan      0.00      0.00         1\n",
      "                   saab       1.00      0.38      0.55         8\n",
      "                    bmw       1.00      0.89      0.94        27\n",
      "                  lexus       1.00      0.46      0.63        13\n",
      "                 hummer        nan      0.00      0.00         5\n",
      "                  tesla       1.00      1.00      1.00         1\n",
      "               chrysler       0.82      0.58      0.68        24\n",
      "                  volvo       1.00      0.83      0.91         6\n",
      "                 subaru       1.00      0.91      0.95        11\n",
      "             alfa romeo       1.00      1.00      1.00         1\n",
      "                 daewoo        nan      0.00      0.00         1\n",
      "                     mg       1.00      1.00      1.00         1\n",
      "             studebaker       1.00      1.00      1.00         1\n",
      "                triumph        nan      0.00      0.00         1\n",
      "                  dodge       0.92      0.73      0.81        45\n",
      "                  honda       0.83      0.77      0.80        26\n",
      "                   seat        nan      0.00      0.00         1\n",
      "           freightliner       1.00      0.50      0.67         2\n",
      "                peugeot        nan      0.00      0.00         1\n",
      "                  lotus        nan      0.00      0.00         1\n",
      "                 suzuki       1.00      0.17      0.29         6\n",
      "                   mini       1.00      0.67      0.80         3\n",
      "                 saturn       0.60      0.33      0.43         9\n",
      "             volkswagen       0.87      0.65      0.74        20\n",
      "                lincoln       0.86      0.60      0.71        20\n",
      "                  eagle       1.00      0.33      0.50         3\n",
      "                   fiat       1.00      1.00      1.00         2\n",
      "                    amc       1.00      0.50      0.67         2\n",
      "                   jeep       1.00      0.71      0.83        24\n",
      "            rolls-royce        nan      0.00      0.00         1\n",
      "          mercedes-benz       1.00      0.89      0.94        19\n",
      "international harvester       1.00      1.00      1.00         3\n",
      "                  scion       1.00      0.33      0.50         6\n",
      "                hyundai       0.87      0.65      0.74        20\n",
      "                genesis       1.00      1.00      1.00         1\n",
      "             am general        nan      0.00      0.00         1\n",
      "              chevrolet       0.82      0.94      0.87        81\n",
      "               infiniti       1.00      0.82      0.90        11\n",
      "             land rover       1.00      0.80      0.89         5\n",
      "                  buick       0.48      0.73      0.58        30\n",
      "                  fargo       1.00      1.00      1.00         1\n",
      "                   audi       0.93      0.87      0.90        15\n",
      "                    ram       0.67      0.50      0.57         8\n",
      "                 duplex       1.00      1.00      1.00         1\n",
      "                 jensen        nan      0.00      0.00         1\n",
      "                  isuzu       0.80      0.36      0.50        11\n",
      "            lamborghini        nan      0.00      0.00         1\n",
      "                  edsel       1.00      1.00      1.00         1\n",
      "              workhorse       1.00      1.00      1.00         1\n",
      "         sterling truck       1.00      1.00      1.00         1\n",
      "               kenworth       1.00      1.00      1.00         1\n",
      "                checker        nan      0.00      0.00         1\n",
      "                 jaguar       0.80      1.00      0.89         4\n",
      "                ferrari       1.00      1.00      1.00         1\n",
      "               daihatsu        nan      0.00      0.00         1\n",
      "        american motors        nan      0.00      0.00         1\n",
      "                   ford       0.86      0.89      0.87        70\n",
      "                mercury       0.50      0.55      0.52        22\n",
      "                 nissan       0.96      0.79      0.87        29\n",
      "                    kia       0.76      0.76      0.76        17\n",
      "                 toyota       1.00      0.69      0.82        36\n",
      "                pontiac       0.53      0.68      0.59        31\n",
      "               cadillac       0.67      0.32      0.43        25\n",
      "                 merkur        nan      0.00      0.00         1\n",
      "                    gmc       0.90      0.57      0.70        49\n",
      "             oldsmobile       0.80      0.44      0.57        18\n",
      "                  mazda       0.59      0.76      0.67        17\n",
      "                porsche       1.00      0.60      0.75         5\n",
      "               plymouth       1.00      0.25      0.40        12\n",
      "\n",
      "              micro avg       0.82      0.69      0.75       858\n",
      "              macro avg       0.90      0.57      0.61       858\n",
      "           weighted avg       0.85      0.69      0.73       858\n",
      "            samples avg       0.90      0.86      0.87       858\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Evaluate on the validation dataset\n",
    "val_loss5, val_precision5, val_recall5, val_accuracy5, val_fbeta5, val_report5 = evaluate_model_with_report(model5, tokenizer5, val_dataset)\n",
    "print(f\"Validation Loss: {val_loss5}, Precision: {val_precision5}, Recall: {val_recall5}, Accuracy: {val_accuracy5}, Fbeta: {val_fbeta5}\")\n",
    "print(\"Classification Report:\\n\", val_report5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluate Test Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Loss: [0.06417125]\n",
      "Precision: 0.7945594479708957\n",
      "Recall: 0.5948174322732627\n",
      "Accuracy: 0.666\n",
      "F-beta Score: 0.7628654683468066\n",
      "Classification Report with Accuracy:\n",
      " Accuracy: 0.6660\n",
      "\n",
      "                         precision    recall  f1-score   support\n",
      "\n",
      "                renault        nan      0.00      0.00         1\n",
      "                    geo       1.00      0.33      0.50         3\n",
      "             mitsubishi       0.67      0.50      0.57        12\n",
      "                 datsun       0.00      0.00      0.00         1\n",
      "                  acura       0.88      0.50      0.64        14\n",
      "                 desoto        nan      0.00      0.00         1\n",
      "                   saab       0.60      0.38      0.46         8\n",
      "                    bmw       1.00      0.89      0.94        27\n",
      "                  lexus       1.00      0.58      0.74        12\n",
      "                 hummer       0.75      0.60      0.67         5\n",
      "                  tesla       1.00      1.00      1.00         2\n",
      "               chrysler       0.53      0.38      0.44        24\n",
      "                  volvo       1.00      1.00      1.00         6\n",
      "                    vpg        nan      0.00      0.00         1\n",
      "                 subaru       1.00      0.60      0.75        10\n",
      "                     mg        nan      0.00      0.00         1\n",
      "                 daewoo       1.00      1.00      1.00         1\n",
      "             alfa romeo       1.00      1.00      1.00         1\n",
      "              de tomaso        nan      0.00      0.00         1\n",
      "                triumph        nan      0.00      0.00         1\n",
      "             studebaker        nan      0.00      0.00         1\n",
      "                  dodge       0.67      0.71      0.69        45\n",
      "                  honda       0.81      0.50      0.62        26\n",
      "                peugeot        nan      0.00      0.00         1\n",
      "           freightliner       1.00      0.50      0.67         2\n",
      "                   mini       1.00      1.00      1.00         3\n",
      "                 suzuki       1.00      0.67      0.80         6\n",
      "                 saturn       0.75      0.67      0.71         9\n",
      "             volkswagen       1.00      0.65      0.79        20\n",
      "                lincoln       0.67      0.50      0.57        20\n",
      "                  eagle       0.00      0.00      0.00         3\n",
      "                   fiat        nan      0.00      0.00         2\n",
      "                    amc        nan      0.00      0.00         2\n",
      "                   jeep       0.76      0.67      0.71        24\n",
      "                  scion       1.00      0.33      0.50         6\n",
      "international harvester       1.00      0.67      0.80         3\n",
      "          mercedes-benz       0.94      0.79      0.86        19\n",
      "            rolls-royce        nan      0.00      0.00         1\n",
      "                hyundai       1.00      0.53      0.69        19\n",
      "                genesis        nan      0.00      0.00         1\n",
      "             am general        nan      0.00      0.00         1\n",
      "              chevrolet       0.98      0.59      0.74        81\n",
      "               infiniti       0.88      0.64      0.74        11\n",
      "             land rover       1.00      0.60      0.75         5\n",
      "                  buick       0.55      0.57      0.56        30\n",
      "                  fargo       1.00      1.00      1.00         1\n",
      "                    ram       0.33      0.38      0.35         8\n",
      "                   audi       0.92      0.80      0.86        15\n",
      "                sunbeam        nan      0.00      0.00         1\n",
      "                 jensen        nan      0.00      0.00         1\n",
      "                  isuzu       0.24      0.36      0.29        11\n",
      "              workhorse        nan      0.00      0.00         1\n",
      "         sterling truck       1.00      1.00      1.00         1\n",
      "               kenworth       1.00      1.00      1.00         1\n",
      "                checker        nan      0.00      0.00         1\n",
      "                 jaguar       1.00      0.50      0.67         4\n",
      "               daihatsu        nan      0.00      0.00         1\n",
      "                   ford       0.68      0.86      0.76        70\n",
      "                 toyota       0.97      0.78      0.86        36\n",
      "                mercury       0.77      0.45      0.57        22\n",
      "                    kia       1.00      0.41      0.58        17\n",
      "                 nissan       0.83      0.69      0.75        29\n",
      "                pontiac       0.85      0.35      0.50        31\n",
      "               cadillac       0.70      0.28      0.40        25\n",
      "                    gmc       0.74      0.69      0.72        49\n",
      "             oldsmobile       0.42      0.44      0.43        18\n",
      "                  mazda       0.65      0.65      0.65        17\n",
      "                porsche       1.00      0.80      0.89         5\n",
      "               plymouth       0.75      0.27      0.40        11\n",
      "\n",
      "              micro avg       0.76      0.59      0.67       849\n",
      "              macro avg       0.81      0.45      0.50       849\n",
      "           weighted avg       0.79      0.59      0.66       849\n",
      "            samples avg       0.84      0.76      0.78       849\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Evaluate the model on the test set\n",
    "avg_loss, precision, recall, accuracy, fbeta, report = evaluate_model_with_report(model2, tokenizer2, test_dataset)\n",
    "print(f\"Test Loss: {avg_loss}\")\n",
    "print(f\"Precision: {precision}\")\n",
    "print(f\"Recall: {recall}\")\n",
    "print(f\"Accuracy: {accuracy}\")\n",
    "print(f\"F-beta Score: {fbeta}\")\n",
    "print(\"Classification Report with Accuracy:\\n\", report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Loss: [0.05161441]\n",
      "Precision: 0.773308569203846\n",
      "Recall: 0.6018845700824499\n",
      "Accuracy: 0.654\n",
      "F-beta Score: 0.7361419631351723\n",
      "Classification Report with Accuracy:\n",
      " Accuracy: 0.6540\n",
      "\n",
      "                         precision    recall  f1-score   support\n",
      "\n",
      "                renault        nan      0.00      0.00         1\n",
      "                    geo       1.00      0.33      0.50         3\n",
      "             mitsubishi       0.88      0.58      0.70        12\n",
      "                 datsun        nan      0.00      0.00         1\n",
      "                  acura       1.00      0.50      0.67        14\n",
      "                 desoto        nan      0.00      0.00         1\n",
      "                   saab       1.00      0.25      0.40         8\n",
      "                    bmw       1.00      0.89      0.94        27\n",
      "                  lexus       0.80      0.67      0.73        12\n",
      "                 hummer       1.00      0.20      0.33         5\n",
      "                  tesla       1.00      1.00      1.00         2\n",
      "               chrysler       0.57      0.33      0.42        24\n",
      "                  volvo       1.00      0.83      0.91         6\n",
      "                    vpg        nan      0.00      0.00         1\n",
      "                 subaru       1.00      0.60      0.75        10\n",
      "                     mg        nan      0.00      0.00         1\n",
      "                 daewoo       1.00      1.00      1.00         1\n",
      "             alfa romeo       1.00      1.00      1.00         1\n",
      "              de tomaso        nan      0.00      0.00         1\n",
      "                triumph        nan      0.00      0.00         1\n",
      "             studebaker        nan      0.00      0.00         1\n",
      "                  dodge       0.79      0.58      0.67        45\n",
      "                  honda       0.93      0.54      0.68        26\n",
      "                peugeot        nan      0.00      0.00         1\n",
      "           freightliner       1.00      0.50      0.67         2\n",
      "                   mini       1.00      1.00      1.00         3\n",
      "                 suzuki       1.00      0.50      0.67         6\n",
      "                 saturn       1.00      0.44      0.62         9\n",
      "             volkswagen       1.00      0.60      0.75        20\n",
      "                lincoln       0.73      0.55      0.63        20\n",
      "                  eagle        nan      0.00      0.00         3\n",
      "                   fiat        nan      0.00      0.00         2\n",
      "                    amc        nan      0.00      0.00         2\n",
      "                   jeep       0.87      0.54      0.67        24\n",
      "                  scion       1.00      0.33      0.50         6\n",
      "international harvester       1.00      0.67      0.80         3\n",
      "          mercedes-benz       0.94      0.79      0.86        19\n",
      "            rolls-royce        nan      0.00      0.00         1\n",
      "                hyundai       1.00      0.53      0.69        19\n",
      "                genesis        nan      0.00      0.00         1\n",
      "             am general        nan      0.00      0.00         1\n",
      "              chevrolet       0.73      0.74      0.74        81\n",
      "               infiniti       1.00      0.55      0.71        11\n",
      "             land rover       1.00      0.60      0.75         5\n",
      "                  buick       0.37      0.57      0.45        30\n",
      "                  fargo       1.00      1.00      1.00         1\n",
      "                    ram       0.33      0.12      0.18         8\n",
      "                   audi       0.87      0.87      0.87        15\n",
      "                sunbeam        nan      0.00      0.00         1\n",
      "                 jensen        nan      0.00      0.00         1\n",
      "                  isuzu       1.00      0.18      0.31        11\n",
      "              workhorse        nan      0.00      0.00         1\n",
      "         sterling truck       1.00      1.00      1.00         1\n",
      "               kenworth       1.00      1.00      1.00         1\n",
      "                checker        nan      0.00      0.00         1\n",
      "                 jaguar       1.00      0.50      0.67         4\n",
      "               daihatsu        nan      0.00      0.00         1\n",
      "                   ford       0.66      0.84      0.74        70\n",
      "                 toyota       0.97      0.78      0.86        36\n",
      "                mercury       0.26      0.50      0.34        22\n",
      "                    kia       0.89      0.47      0.62        17\n",
      "                 nissan       0.96      0.76      0.85        29\n",
      "                pontiac       0.33      0.42      0.37        31\n",
      "               cadillac       0.75      0.24      0.36        25\n",
      "                    gmc       0.56      0.80      0.66        49\n",
      "             oldsmobile       1.00      0.50      0.67        18\n",
      "                  mazda       0.38      0.76      0.51        17\n",
      "                porsche       1.00      0.80      0.89         5\n",
      "               plymouth       1.00      0.27      0.43        11\n",
      "\n",
      "              micro avg       0.70      0.60      0.65       849\n",
      "              macro avg       0.87      0.44      0.49       849\n",
      "           weighted avg       0.77      0.60      0.64       849\n",
      "            samples avg       0.84      0.76      0.78       849\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Evaluate the model on the test set\n",
    "avg_loss, precision, recall, accuracy, fbeta, report = evaluate_model_with_report(model3, tokenizer3, test_dataset)\n",
    "print(f\"Test Loss: {avg_loss}\")\n",
    "print(f\"Precision: {precision}\")\n",
    "print(f\"Recall: {recall}\")\n",
    "print(f\"Accuracy: {accuracy}\")\n",
    "print(f\"F-beta Score: {fbeta}\")\n",
    "print(\"Classification Report with Accuracy:\\n\", report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Loss: [0.0177298]\n",
      "Precision: 0.7562733613202286\n",
      "Recall: 0.6348645465253239\n",
      "Accuracy: 0.678\n",
      "F-beta Score: 0.7222478438589839\n",
      "Classification Report with Accuracy:\n",
      " Accuracy: 0.6780\n",
      "\n",
      "                         precision    recall  f1-score   support\n",
      "\n",
      "                renault        nan      0.00      0.00         1\n",
      "                    geo        nan      0.00      0.00         3\n",
      "             mitsubishi       1.00      0.67      0.80        12\n",
      "                 datsun        nan      0.00      0.00         1\n",
      "                  acura       0.52      0.79      0.63        14\n",
      "                 desoto        nan      0.00      0.00         1\n",
      "                   saab       1.00      0.25      0.40         8\n",
      "                    bmw       1.00      0.89      0.94        27\n",
      "                  lexus       0.89      0.67      0.76        12\n",
      "                 hummer       1.00      0.40      0.57         5\n",
      "                  tesla       1.00      1.00      1.00         2\n",
      "               chrysler       0.63      0.50      0.56        24\n",
      "                  volvo       1.00      0.83      0.91         6\n",
      "                    vpg        nan      0.00      0.00         1\n",
      "                 subaru       1.00      0.70      0.82        10\n",
      "                     mg        nan      0.00      0.00         1\n",
      "                 daewoo       1.00      1.00      1.00         1\n",
      "             alfa romeo       1.00      1.00      1.00         1\n",
      "              de tomaso        nan      0.00      0.00         1\n",
      "                triumph        nan      0.00      0.00         1\n",
      "             studebaker        nan      0.00      0.00         1\n",
      "                  dodge       0.79      0.69      0.74        45\n",
      "                  honda       0.55      0.62      0.58        26\n",
      "                peugeot        nan      0.00      0.00         1\n",
      "           freightliner       1.00      0.50      0.67         2\n",
      "                   mini       1.00      1.00      1.00         3\n",
      "                 suzuki       1.00      0.50      0.67         6\n",
      "                 saturn       1.00      0.44      0.62         9\n",
      "             volkswagen       1.00      0.70      0.82        20\n",
      "                lincoln       0.50      0.75      0.60        20\n",
      "                  eagle        nan      0.00      0.00         3\n",
      "                   fiat        nan      0.00      0.00         2\n",
      "                    amc        nan      0.00      0.00         2\n",
      "                   jeep       0.83      0.62      0.71        24\n",
      "                  scion       0.75      0.50      0.60         6\n",
      "international harvester       1.00      0.67      0.80         3\n",
      "          mercedes-benz       0.94      0.79      0.86        19\n",
      "            rolls-royce        nan      0.00      0.00         1\n",
      "                hyundai       0.91      0.53      0.67        19\n",
      "                genesis        nan      0.00      0.00         1\n",
      "             am general        nan      0.00      0.00         1\n",
      "              chevrolet       0.67      0.86      0.75        81\n",
      "               infiniti       1.00      0.55      0.71        11\n",
      "             land rover       1.00      0.60      0.75         5\n",
      "                  buick       0.31      0.73      0.43        30\n",
      "                  fargo       1.00      1.00      1.00         1\n",
      "                    ram       0.50      0.25      0.33         8\n",
      "                   audi       0.81      0.87      0.84        15\n",
      "                sunbeam        nan      0.00      0.00         1\n",
      "                 jensen        nan      0.00      0.00         1\n",
      "                  isuzu       0.16      0.45      0.24        11\n",
      "              workhorse        nan      0.00      0.00         1\n",
      "         sterling truck       1.00      1.00      1.00         1\n",
      "               kenworth       1.00      1.00      1.00         1\n",
      "                checker        nan      0.00      0.00         1\n",
      "                 jaguar       1.00      0.50      0.67         4\n",
      "               daihatsu        nan      0.00      0.00         1\n",
      "                   ford       0.76      0.83      0.79        70\n",
      "                 toyota       1.00      0.75      0.86        36\n",
      "                mercury       0.36      0.59      0.45        22\n",
      "                    kia       0.73      0.47      0.57        17\n",
      "                 nissan       0.77      0.79      0.78        29\n",
      "                pontiac       0.33      0.48      0.39        31\n",
      "               cadillac       0.70      0.28      0.40        25\n",
      "                    gmc       0.92      0.45      0.60        49\n",
      "             oldsmobile       1.00      0.39      0.56        18\n",
      "                  mazda       0.92      0.65      0.76        17\n",
      "                porsche       1.00      0.80      0.89         5\n",
      "               plymouth       0.60      0.27      0.38        11\n",
      "\n",
      "              micro avg       0.67      0.63      0.65       849\n",
      "              macro avg       0.83      0.46      0.49       849\n",
      "           weighted avg       0.76      0.63      0.65       849\n",
      "            samples avg       0.84      0.80      0.79       849\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Evaluate the model on the test set\n",
    "avg_loss, precision, recall, accuracy, fbeta, report = evaluate_model_with_report(model4, tokenizer4, test_dataset)\n",
    "print(f\"Test Loss: {avg_loss}\")\n",
    "print(f\"Precision: {precision}\")\n",
    "print(f\"Recall: {recall}\")\n",
    "print(f\"Accuracy: {accuracy}\")\n",
    "print(f\"F-beta Score: {fbeta}\")\n",
    "print(\"Classification Report with Accuracy:\\n\", report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Loss: [0.01306892]\n",
      "Precision: 0.8053516509328672\n",
      "Recall: 0.6725559481743227\n",
      "Accuracy: 0.708\n",
      "F-beta Score: 0.7807955459845115\n",
      "Classification Report with Accuracy:\n",
      " Accuracy: 0.7080\n",
      "\n",
      "                         precision    recall  f1-score   support\n",
      "\n",
      "                renault        nan      0.00      0.00         1\n",
      "                    geo       1.00      0.33      0.50         3\n",
      "             mitsubishi       0.89      0.67      0.76        12\n",
      "                 datsun       1.00      1.00      1.00         1\n",
      "                  acura       0.60      0.64      0.62        14\n",
      "                 desoto        nan      0.00      0.00         1\n",
      "                   saab       1.00      0.38      0.55         8\n",
      "                    bmw       1.00      0.89      0.94        27\n",
      "                  lexus       0.90      0.75      0.82        12\n",
      "                 hummer       1.00      0.40      0.57         5\n",
      "                  tesla       1.00      1.00      1.00         2\n",
      "               chrysler       0.59      0.42      0.49        24\n",
      "                  volvo       1.00      0.83      0.91         6\n",
      "                    vpg       1.00      1.00      1.00         1\n",
      "                 subaru       1.00      0.70      0.82        10\n",
      "                     mg        nan      0.00      0.00         1\n",
      "                 daewoo       1.00      1.00      1.00         1\n",
      "             alfa romeo       1.00      1.00      1.00         1\n",
      "              de tomaso        nan      0.00      0.00         1\n",
      "                triumph        nan      0.00      0.00         1\n",
      "             studebaker        nan      0.00      0.00         1\n",
      "                  dodge       0.83      0.76      0.79        45\n",
      "                  honda       0.56      0.69      0.62        26\n",
      "                peugeot        nan      0.00      0.00         1\n",
      "           freightliner       1.00      0.50      0.67         2\n",
      "                   mini       1.00      1.00      1.00         3\n",
      "                 suzuki       1.00      0.67      0.80         6\n",
      "                 saturn       0.57      0.44      0.50         9\n",
      "             volkswagen       0.88      0.70      0.78        20\n",
      "                lincoln       0.74      0.85      0.79        20\n",
      "                  eagle       0.00      0.00      0.00         3\n",
      "                   fiat        nan      0.00      0.00         2\n",
      "                    amc       1.00      0.50      0.67         2\n",
      "                   jeep       0.89      0.67      0.76        24\n",
      "                  scion       1.00      0.50      0.67         6\n",
      "international harvester       1.00      0.67      0.80         3\n",
      "          mercedes-benz       0.94      0.84      0.89        19\n",
      "            rolls-royce        nan      0.00      0.00         1\n",
      "                hyundai       0.75      0.63      0.69        19\n",
      "                genesis        nan      0.00      0.00         1\n",
      "             am general        nan      0.00      0.00         1\n",
      "              chevrolet       0.81      0.86      0.84        81\n",
      "               infiniti       1.00      0.64      0.78        11\n",
      "             land rover       1.00      0.80      0.89         5\n",
      "                  buick       0.48      0.77      0.59        30\n",
      "                  fargo       1.00      1.00      1.00         1\n",
      "                    ram       0.80      0.50      0.62         8\n",
      "                   audi       0.87      0.87      0.87        15\n",
      "                sunbeam        nan      0.00      0.00         1\n",
      "                 jensen        nan      0.00      0.00         1\n",
      "                  isuzu       0.67      0.36      0.47        11\n",
      "              workhorse        nan      0.00      0.00         1\n",
      "         sterling truck       1.00      1.00      1.00         1\n",
      "               kenworth       1.00      1.00      1.00         1\n",
      "                checker        nan      0.00      0.00         1\n",
      "                 jaguar       1.00      0.50      0.67         4\n",
      "               daihatsu        nan      0.00      0.00         1\n",
      "                   ford       0.91      0.87      0.89        70\n",
      "                 toyota       1.00      0.72      0.84        36\n",
      "                mercury       0.67      0.73      0.70        22\n",
      "                    kia       0.65      0.65      0.65        17\n",
      "                 nissan       0.96      0.79      0.87        29\n",
      "                pontiac       0.45      0.58      0.51        31\n",
      "               cadillac       0.64      0.28      0.39        25\n",
      "                    gmc       0.90      0.53      0.67        49\n",
      "             oldsmobile       0.75      0.33      0.46        18\n",
      "                  mazda       0.73      0.65      0.69        17\n",
      "                porsche       1.00      0.80      0.89         5\n",
      "               plymouth       0.75      0.27      0.40        11\n",
      "\n",
      "              micro avg       0.78      0.67      0.72       849\n",
      "              macro avg       0.85      0.52      0.57       849\n",
      "           weighted avg       0.81      0.67      0.71       849\n",
      "            samples avg       0.87      0.82      0.83       849\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Evaluate the model on the test set\n",
    "avg_loss, precision, recall, accuracy, fbeta, report = evaluate_model_with_report(model5, tokenizer5, test_dataset)\n",
    "print(f\"Test Loss: {avg_loss}\")\n",
    "print(f\"Precision: {precision}\")\n",
    "print(f\"Recall: {recall}\")\n",
    "print(f\"Accuracy: {accuracy}\")\n",
    "print(f\"F-beta Score: {fbeta}\")\n",
    "print(\"Classification Report with Accuracy:\\n\", report)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate Model Performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from sklearn.metrics import precision_score, recall_score, accuracy_score, fbeta_score\n",
    "\n",
    "def evaluate_metrics(model, tokenizer, dataset):\n",
    "    try:\n",
    "        return _evaluate_metrics_on_device(model, tokenizer, dataset, device='/GPU:0')\n",
    "    except:\n",
    "        print(\"Error encountered on GPU, falling back to CPU.\")\n",
    "        return _evaluate_metrics_on_device(model, tokenizer, dataset, device='/CPU:0')\n",
    "\n",
    "def _evaluate_metrics_on_device(model, tokenizer, dataset, device):\n",
    "    total_loss = 0\n",
    "    all_preds = []\n",
    "    all_labels = []\n",
    "\n",
    "    with tf.device(device):\n",
    "        for batch in dataset:\n",
    "            inputs = batch['input_ids']\n",
    "            attention_mask = batch['attention_mask']\n",
    "            batch_labels = batch['labels']\n",
    "\n",
    "            # Ensure decoder_input_ids are created correctly\n",
    "            decoder_input_ids = model._shift_right(batch_labels)\n",
    "            \n",
    "            outputs = model(input_ids=inputs, attention_mask=attention_mask, decoder_input_ids=decoder_input_ids, labels=batch_labels, training=False)\n",
    "            loss = outputs.loss\n",
    "\n",
    "            total_loss += loss.numpy()\n",
    "\n",
    "            # Decode predictions and true labels\n",
    "            pred_ids = model.generate(input_ids=inputs, attention_mask=attention_mask)\n",
    "            preds = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in pred_ids.numpy()]\n",
    "            labels = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in batch_labels.numpy()]\n",
    "\n",
    "            all_preds.extend(preds)\n",
    "            all_labels.extend(labels)\n",
    "\n",
    "    avg_loss = total_loss / len(dataset)\n",
    "\n",
    "    # Convert to binary format for multi-label evaluation\n",
    "    unique_labels = list(set([label for sublist in all_labels for label in sublist]))\n",
    "    label_to_index = {label: i for i, label in enumerate(unique_labels)}\n",
    "    \n",
    "    y_true_bin = np.zeros((len(all_labels), len(unique_labels)))\n",
    "    y_pred_bin = np.zeros((len(all_preds), len(unique_labels)))\n",
    "    \n",
    "    for i, labels in enumerate(all_labels):\n",
    "        for label in labels:\n",
    "            if label in label_to_index:\n",
    "                y_true_bin[i, label_to_index[label]] = 1\n",
    "    \n",
    "    for i, preds in enumerate(all_preds):\n",
    "        for pred in preds:\n",
    "            if pred in label_to_index:\n",
    "                y_pred_bin[i, label_to_index[pred]] = 1\n",
    "\n",
    "    precision = precision_score(y_true_bin, y_pred_bin, average='weighted', zero_division=np.nan)\n",
    "    recall = recall_score(y_true_bin, y_pred_bin, average='weighted', zero_division=np.nan)\n",
    "    accuracy = accuracy_score(y_true_bin, y_pred_bin)\n",
    "    fbeta = fbeta_score(y_true_bin, y_pred_bin, beta=0.2, average='weighted', zero_division=np.nan)\n",
    "    \n",
    "    return avg_loss, precision, recall, accuracy, fbeta\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create Test Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           \\\n",
      "0                                                                                       brand: [\"caili's company\"], make: mazda, model: 3, year: ['2010'], fitment: ['direct replacement'], type: ['seal'], manufacturer part number: ['g560-25-744'], part title: ['original equip data g560-25-744'], part brands: ['original equipment data'], subtype: ['drive axle shaft oil slinger'], part types: ['axle shaft'], category: 4.0, item_title: g560-25-744 for 2010 mazda 3 bl transaxle case half shaft oil seal   \n",
      "1  brand: ['2006 mini mini cooper stock number: 00017948'], make: mini, model: mini cooper, year: ['2006', '2006'], fitment: ['direct replacement'], manufacturer part number: ['quality,oem,recycled,part,1-year,3-year_ &,lifetime,warranties', 'true', 'alternator'], sku: ['00017948'], category: 0.0, item_title: 2006 mini cooper alternator 96k 957948, cleaned_desc: powered by frooition about us shipping returns contact us payment faq shop categories all categories helpful links add to favorite sel...   \n",
      "2  brand: ['4 seasons', 'fan motor', 'four seasons'], model: four, year: ['1995', '1996', '1997', '1998', '1999', '2000', '2001'], type: ['motor only', 'oe mount', '4 pole'], manufacturer part number: ['35161'], part title: ['exhaust pipe flange gasket walker 35161', 'exhaust header-base, gas, natural 35161 fits 77-78 pontiac firebird 6.6l-v8', 'exhaust tail pipe tip magnaflow ny 35161', 'carquest/fel-pro 35161 gaskets and sealing systems - engine water pump gasket', 'engine cooling fan motor u...   \n",
      "3                                           brand: ['4 seasons', 'four seasons'], make: hyundai kia, model: sonata optima, year: ['2013', '2011', '2012', '2014', '2013', '2011', '2012', '2014', '2011', '2012', '2013', '2014'], oem part number: ['bp37m5'], product name: ['auxiliary fan assembly'], manufacturer part number: ['radiator fan assembly. -- usa built', 'bp37m5'], sku: ['400:bp37m5'], category: 1.0, item_title: auxiliary fan assembly for 11-14 hyundai kia sonata optima 24l 4 cyl gas bp37m5   \n",
      "4  brand: ['4 seasons', 'four seasons'], type: ['a/c clutch control relay harness connector'], oem part number: ['89051437'], manufacturer part number: ['37220'], sku: ['fs:37220'], part title: ['power steering pressure line hose assembly gates 37220', 'icp/cpi 37220', 'disc brake rotor set-vented sport cross-drilled (pair) brembo 37220', 'auto extra 37220', 'advance 37220 shock absorber', 'a/c clutch control relay harness connector cooling depot 37220', 'auto plus/monroe/expert series 37220 - ...   \n",
      "\n",
      "  Labels                                                     Predictions       \n",
      "0                                                      mazda            mazda  \n",
      "1                                                       mini             mini  \n",
      "2                                                       jeep             jeep  \n",
      "3                                               kia, hyundai          hyundai  \n",
      "4  chevrolet, buick, pontiac, cadillac, chrysler, oldsmobile  dodge, chrysler  \n"
     ]
    }
   ],
   "source": [
    "# Function to generate predictions on the test set\n",
    "def generate_predictions(model, tokenizer, dataset):\n",
    "    all_descriptions = []\n",
    "    all_labels = []\n",
    "    all_predictions = []\n",
    "\n",
    "    with tf.device('/CPU:0'):\n",
    "        for batch in dataset:\n",
    "            inputs = batch['input_ids']\n",
    "            attention_mask = batch['attention_mask']\n",
    "            batch_labels = batch['labels']\n",
    "\n",
    "            # Ensure decoder_input_ids are created correctly\n",
    "            decoder_input_ids = model._shift_right(batch_labels)\n",
    "            \n",
    "            # Generate predictions\n",
    "            pred_ids = model.generate(input_ids=inputs, attention_mask=attention_mask)\n",
    "            preds = [tokenizer.decode(ids, skip_special_tokens=True) for ids in pred_ids.numpy()]\n",
    "            labels = [tokenizer.decode(ids, skip_special_tokens=True) for ids in batch_labels.numpy()]\n",
    "            descriptions = [tokenizer.decode(ids, skip_special_tokens=True) for ids in inputs.numpy()]\n",
    "\n",
    "            all_descriptions.extend(descriptions)\n",
    "            all_labels.extend(labels)\n",
    "            all_predictions.extend(preds)\n",
    "\n",
    "    # Create a DataFrame with the results\n",
    "    df = pd.DataFrame({\n",
    "        'Description': all_descriptions,\n",
    "        'Labels': all_labels,\n",
    "        'Predictions': all_predictions\n",
    "    })\n",
    "\n",
    "    return df\n",
    "\n",
    "# Generate predictions on the test set\n",
    "preds_df = generate_predictions(model2, tokenizer2, test_dataset)\n",
    "\n",
    "print(preds_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 4)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th></th>\n",
       "      <th>Description</th>\n",
       "      <th>Labels</th>\n",
       "      <th>Predictions</th>\n",
       "      <th>has_desc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>This is a sample cleaned_desc: item1</td>\n",
       "      <td>[label1, label2]</td>\n",
       "      <td>[label1, label3]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Another description without the keyword</td>\n",
       "      <td>[label3]</td>\n",
       "      <td>[label2, label3]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>This one has cleaned_desc: item2</td>\n",
       "      <td>[label2, label3, label4]</td>\n",
       "      <td>[label4, label2]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Description                              Labels                    Predictions        has_desc\n",
       "0     This is a sample cleaned_desc: item1          [label1, label2]  [label1, label3]  1       \n",
       "1  Another description without the keyword                  [label3]  [label2, label3]  0       \n",
       "2         This one has cleaned_desc: item2  [label2, label3, label4]  [label4, label2]  1       "
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adjust pandas display settings for better readability\n",
    "pd.set_option('display.max_colwidth', 500)  # Adjust the value to control the width of each column\n",
    "pd.set_option('display.colheader_justify', 'left')  # Justify column headers to the left\n",
    "predictions_df = preds_df.copy()\n",
    "print(predictions_df.shape)\n",
    "predictions_df.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions_df[['Predictions']].to_csv('pretrained_y_preds.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification Report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sklearn.metrics import classification_report\n",
    "\n",
    "def create_classification_report_dataframe(model, tokenizer, dataset):\n",
    "    try:\n",
    "        return _create_classification_report_dataframe_on_device(model, tokenizer, dataset, device='/GPU:0')\n",
    "    except:\n",
    "        print(\"Error encountered on GPU, falling back to CPU.\")\n",
    "        return _create_classification_report_dataframe_on_device(model, tokenizer, dataset, device='/CPU:0')\n",
    "\n",
    "def _create_classification_report_dataframe_on_device(model, tokenizer, dataset, device):\n",
    "    all_preds = []\n",
    "    all_labels = []\n",
    "\n",
    "    with tf.device(device):\n",
    "        for batch in dataset:\n",
    "            inputs = batch['input_ids']\n",
    "            attention_mask = batch['attention_mask']\n",
    "            batch_labels = batch['labels']\n",
    "\n",
    "            # Ensure decoder_input_ids are created correctly\n",
    "            decoder_input_ids = model._shift_right(batch_labels)\n",
    "            \n",
    "            outputs = model(input_ids=inputs, attention_mask=attention_mask, decoder_input_ids=decoder_input_ids, labels=batch_labels, training=False)\n",
    "\n",
    "            # Decode predictions and true labels\n",
    "            pred_ids = model.generate(input_ids=inputs, attention_mask=attention_mask)\n",
    "            preds = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in pred_ids.numpy()]\n",
    "            labels = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in batch_labels.numpy()]\n",
    "\n",
    "            all_preds.extend(preds)\n",
    "            all_labels.extend(labels)\n",
    "\n",
    "    # Convert to binary format for multi-label evaluation\n",
    "    unique_labels = list(set([label for sublist in all_labels for label in sublist]))\n",
    "    label_to_index = {label: i for i, label in enumerate(unique_labels)}\n",
    "    \n",
    "    y_true_bin = np.zeros((len(all_labels), len(unique_labels)))\n",
    "    y_pred_bin = np.zeros((len(all_preds), len(unique_labels)))\n",
    "    \n",
    "    for i, labels in enumerate(all_labels):\n",
    "        for label in labels:\n",
    "            if label in label_to_index:\n",
    "                y_true_bin[i, label_to_index[label]] = 1\n",
    "    \n",
    "    for i, preds in enumerate(all_preds):\n",
    "        for pred in preds:\n",
    "            if pred in label_to_index:\n",
    "                y_pred_bin[i, label_to_index[pred]] = 1\n",
    "\n",
    "    report = classification_report(y_true_bin, y_pred_bin, target_names=unique_labels, zero_division=0, output_dict=True)\n",
    "    report_df = pd.DataFrame(report).transpose()\n",
    "\n",
    "    return report_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class_report_val = create_classification_report_dataframe(model, tokenizer, val_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions vs Actuals "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def create_evaluation_dataframe(model, tokenizer, dataset):\n",
    "    try:\n",
    "        return _create_evaluation_dataframe_on_device(model, tokenizer, dataset, device='/GPU:0')\n",
    "    except:\n",
    "        print(\"Error encountered on GPU, falling back to CPU.\")\n",
    "        return _create_evaluation_dataframe_on_device(model, tokenizer, dataset, device='/CPU:0')\n",
    "\n",
    "def _create_evaluation_dataframe_on_device(model, tokenizer, dataset, device):\n",
    "    all_descriptions = []\n",
    "    all_labels = []\n",
    "    all_predictions = []\n",
    "\n",
    "    with tf.device(device):\n",
    "        for batch in dataset:\n",
    "            inputs = batch['input_ids']\n",
    "            attention_mask = batch['attention_mask']\n",
    "            batch_labels = batch['labels']\n",
    "\n",
    "            # Ensure decoder_input_ids are created correctly\n",
    "            decoder_input_ids = model._shift_right(batch_labels)\n",
    "            \n",
    "            outputs = model(input_ids=inputs, attention_mask=attention_mask, decoder_input_ids=decoder_input_ids, labels=batch_labels, training=False)\n",
    "\n",
    "            # Decode input descriptions, predictions, and true labels\n",
    "            descriptions = [tokenizer.decode(ids, skip_special_tokens=True) for ids in inputs.numpy()]\n",
    "            pred_ids = model.generate(input_ids=inputs, attention_mask=attention_mask)\n",
    "            preds = [tokenizer.decode(ids, skip_special_tokens=True) for ids in pred_ids.numpy()]\n",
    "            labels = [tokenizer.decode(ids, skip_special_tokens=True) for ids in batch_labels.numpy()]\n",
    "\n",
    "            all_descriptions.extend(descriptions)\n",
    "            all_labels.extend(labels)\n",
    "            all_predictions.extend(preds)\n",
    "\n",
    "    # Create a DataFrame\n",
    "    df = pd.DataFrame({\n",
    "        'Description': all_descriptions,\n",
    "        'Labels': all_labels,\n",
    "        'Predictions': all_predictions\n",
    "    })\n",
    "\n",
    "    return df\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'create_evaluation_dataframe' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[78], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Use the function to create the DataFrame\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m evaluation_df \u001b[38;5;241m=\u001b[39m \u001b[43mcreate_evaluation_dataframe\u001b[49m(model, tokenizer, val_dataset)\n\u001b[1;32m      4\u001b[0m \u001b[38;5;66;03m# Display the DataFrame\u001b[39;00m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28mprint\u001b[39m(evaluation_df\u001b[38;5;241m.\u001b[39mhead())\n",
      "\u001b[0;31mNameError\u001b[0m: name 'create_evaluation_dataframe' is not defined"
     ]
    }
   ],
   "source": [
    "# Use the function to create the DataFrame\n",
    "evaluation_df = create_evaluation_dataframe(model, tokenizer, val_dataset)\n",
    "\n",
    "# Display the DataFrame\n",
    "print(evaluation_df.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyze Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(500, 2)"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display the entire sorted DataFrame\n",
    "pd.set_option('display.max_rows', None)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "\n",
    "pred_test_df = pd.read_csv('/Users/cyrusaghaee/DS 207/Final Project/pred_test_df.csv')\n",
    "\n",
    "pred_test_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th></th>\n",
       "      <th>Description</th>\n",
       "      <th>Labels</th>\n",
       "      <th>Predictions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>brand: [\"caili's company\"], make: mazda, model: 3, year: ['2010'], fitment: ['direct replacement'], type: ['seal'], manufacturer part number: ['g560-25-744'], part title: ['original equip data g560-25-744'], part brands: ['original equipment data'], subtype: ['drive axle shaft oil slinger'], part types: ['axle shaft'], category: 4.0, item_title: g560-25-744 for 2010 mazda 3 bl transaxle case half shaft oil seal</td>\n",
       "      <td>mazda</td>\n",
       "      <td>mazda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>brand: ['2006 mini mini cooper stock number: 00017948'], make: mini, model: mini cooper, year: ['2006', '2006'], fitment: ['direct replacement'], manufacturer part number: ['quality,oem,recycled,part,1-year,3-year_ &amp;,lifetime,warranties', 'true', 'alternator'], sku: ['00017948'], category: 0.0, item_title: 2006 mini cooper alternator 96k 957948, cleaned_desc: powered by frooition about us shipping returns contact us payment faq shop categories all categories helpful links add to favorite sellers view feedback contact seller visit seller's ebay shop about seller page 2006 mini cooper alternator 96k 957948 item description 30 day guarantee to ensure you are satisfied with your purchase. please make sure you purchase the correct part the first time, the part must match the year, make and model described below. it must also match the engine size, gear ratio or trim level described in fitment below. make 100% sure it fits before purchase. if in doubt, please email before purchasing. ebay compatibility is not always 100% accurate make sure to confirm with our data below. this alternator fits the following vehicles: 2005-2008 mini cooper 110 amp our inventory notes on exact part: quality,oem,recycled,part,1-year,3-year_ &amp;,lifetime,warranties please make sure part will fit your vehicle before buying! questions ebay message us! this is a proven used alternator. it is being pulled from the vehicle pictured a 2006 mini mini cooper with 96,000 miles. this alternator has been: tested and verified to be in good working order. removed with and will include the pulley. properly boxed for safe shipment to you. no core charge! shipping shipping payment contact us / help shipping shipping • this item will be shipped throughout the continental us via fedex ground. • we do not ship to ak, pr, or hi. • international shipping is not available at this time. • we do not ship to po or apo boxes. your order must have a physical address. orders with only po boxes will not ship until a physical address is provided. • tracking information is sent at time of shipment in most cases</td>\n",
       "      <td>mini</td>\n",
       "      <td>mini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>brand: ['4 seasons', 'fan motor', 'four seasons'], model: four, year: ['1995', '1996', '1997', '1998', '1999', '2000', '2001'], type: ['motor only', 'oe mount', '4 pole'], manufacturer part number: ['35161'], part title: ['exhaust pipe flange gasket walker 35161', 'exhaust header-base, gas, natural 35161 fits 77-78 pontiac firebird 6.6l-v8', 'exhaust tail pipe tip magnaflow ny 35161', 'carquest/fel-pro 35161 gaskets and sealing systems - engine water pump gasket', 'engine cooling fan motor uni-select 35161 fits 95-01 jeep cherokee 4.0l-l6', 'auto plus/four seasons 35161 - a/c condenser fan motor', 'imco 35161', 'drive axle shaft assembly-axle kit usa standard differential 35161', 'engine cooling fan motor cooling depot 35161', 'exhaust tail pipe tip magnaflow ca 35161', 'engine cooling fan motor parts master 35161 fits 95-01 jeep cherokee 4.0l-l6', 'advance 35161 engine cooling fan motor', 'power steering pump seal kit carquest 35161','murray 35161 engine cooling fan motor', 'engine cooling fan motor carquest 35161', 'exhaust tail pipe tip magnaflow 49 state 35161', 'usa standard gear 35161 service kits - cv axle shaft kit', \"engine cooling fan motor o'reilly 35161 fits 95-01 jeep cherokee\", 'engine cooling fan motor factory air 35161 fits 95-01 jeep cherokee 4.0l-l6', 'coil spring suplex 35161',</td>\n",
       "      <td>jeep</td>\n",
       "      <td>jeep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>brand: ['4 seasons', 'four seasons'], make: hyundai kia, model: sonata optima, year: ['2013', '2011', '2012', '2014', '2013', '2011', '2012', '2014', '2011', '2012', '2013', '2014'], oem part number: ['bp37m5'], product name: ['auxiliary fan assembly'], manufacturer part number: ['radiator fan assembly. -- usa built', 'bp37m5'], sku: ['400:bp37m5'], category: 1.0, item_title: auxiliary fan assembly for 11-14 hyundai kia sonata optima 24l 4 cyl gas bp37m5</td>\n",
       "      <td>kia, hyundai</td>\n",
       "      <td>hyundai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>brand: ['4 seasons', 'four seasons'], type: ['a/c clutch control relay harness connector'], oem part number: ['89051437'], manufacturer part number: ['37220'], sku: ['fs:37220'], part title: ['power steering pressure line hose assembly gates 37220', 'icp/cpi 37220', 'disc brake rotor set-vented sport cross-drilled (pair) brembo 37220', 'auto extra 37220', 'advance 37220 shock absorber', 'a/c clutch control relay harness connector cooling depot 37220', 'auto plus/monroe/expert series 37220 - suspension shock absorber, front', 'federated 37220', 'tail light cover-taillight cover lund 37220', 'a/c clutch control relay harness connector parts master 37220', 'a/c clutch control relay harness connector factory air 37220', \"o'reilly 37220 shock absorber\", 'auto plus/four seasons 37220 - a/c compressor clutch connector', 'trumark 37220', 'power steering pressure line hose assembly-pressure line assembly carquest 37220', 'hvac blower relay harness connector-engine cooling fan motor relay connector', 'hvac harness connector murray 37220','suspension shock absorber-oespectrum light truck shock absorber canadian tire', 'carquest/monroe 37220 shocks and struts - suspension shock absorber, front', 'power steering pressure line hose assembly-pressure line assembly advance 37220', 'carquest power steering 37220 - power steering pressure hose', 'pb/monroe 37220 shocks and struts - suspension shock absorber, front','suspension shock absorber-oespectrum light truck shock absorber advance 37220', 'visteon 37220', 'auto plus/monroe 372</td>\n",
       "      <td>chevrolet, buick, pontiac, cadillac, chrysler, oldsmobile</td>\n",
       "      <td>dodge, chrysler</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \\\n",
       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          brand: [\"caili's company\"], make: mazda, model: 3, year: ['2010'], fitment: ['direct replacement'], type: ['seal'], manufacturer part number: ['g560-25-744'], part title: ['original equip data g560-25-744'], part brands: ['original equipment data'], subtype: ['drive axle shaft oil slinger'], part types: ['axle shaft'], category: 4.0, item_title: g560-25-744 for 2010 mazda 3 bl transaxle case half shaft oil seal   \n",
       "1  brand: ['2006 mini mini cooper stock number: 00017948'], make: mini, model: mini cooper, year: ['2006', '2006'], fitment: ['direct replacement'], manufacturer part number: ['quality,oem,recycled,part,1-year,3-year_ &,lifetime,warranties', 'true', 'alternator'], sku: ['00017948'], category: 0.0, item_title: 2006 mini cooper alternator 96k 957948, cleaned_desc: powered by frooition about us shipping returns contact us payment faq shop categories all categories helpful links add to favorite sellers view feedback contact seller visit seller's ebay shop about seller page 2006 mini cooper alternator 96k 957948 item description 30 day guarantee to ensure you are satisfied with your purchase. please make sure you purchase the correct part the first time, the part must match the year, make and model described below. it must also match the engine size, gear ratio or trim level described in fitment below. make 100% sure it fits before purchase. if in doubt, please email before purchasing. ebay compatibility is not always 100% accurate make sure to confirm with our data below. this alternator fits the following vehicles: 2005-2008 mini cooper 110 amp our inventory notes on exact part: quality,oem,recycled,part,1-year,3-year_ &,lifetime,warranties please make sure part will fit your vehicle before buying! questions ebay message us! this is a proven used alternator. it is being pulled from the vehicle pictured a 2006 mini mini cooper with 96,000 miles. this alternator has been: tested and verified to be in good working order. removed with and will include the pulley. properly boxed for safe shipment to you. no core charge! shipping shipping payment contact us / help shipping shipping • this item will be shipped throughout the continental us via fedex ground. • we do not ship to ak, pr, or hi. • international shipping is not available at this time. • we do not ship to po or apo boxes. your order must have a physical address. orders with only po boxes will not ship until a physical address is provided. • tracking information is sent at time of shipment in most cases   \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   brand: ['4 seasons', 'fan motor', 'four seasons'], model: four, year: ['1995', '1996', '1997', '1998', '1999', '2000', '2001'], type: ['motor only', 'oe mount', '4 pole'], manufacturer part number: ['35161'], part title: ['exhaust pipe flange gasket walker 35161', 'exhaust header-base, gas, natural 35161 fits 77-78 pontiac firebird 6.6l-v8', 'exhaust tail pipe tip magnaflow ny 35161', 'carquest/fel-pro 35161 gaskets and sealing systems - engine water pump gasket', 'engine cooling fan motor uni-select 35161 fits 95-01 jeep cherokee 4.0l-l6', 'auto plus/four seasons 35161 - a/c condenser fan motor', 'imco 35161', 'drive axle shaft assembly-axle kit usa standard differential 35161', 'engine cooling fan motor cooling depot 35161', 'exhaust tail pipe tip magnaflow ca 35161', 'engine cooling fan motor parts master 35161 fits 95-01 jeep cherokee 4.0l-l6', 'advance 35161 engine cooling fan motor', 'power steering pump seal kit carquest 35161','murray 35161 engine cooling fan motor', 'engine cooling fan motor carquest 35161', 'exhaust tail pipe tip magnaflow 49 state 35161', 'usa standard gear 35161 service kits - cv axle shaft kit', \"engine cooling fan motor o'reilly 35161 fits 95-01 jeep cherokee\", 'engine cooling fan motor factory air 35161 fits 95-01 jeep cherokee 4.0l-l6', 'coil spring suplex 35161',   \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              brand: ['4 seasons', 'four seasons'], make: hyundai kia, model: sonata optima, year: ['2013', '2011', '2012', '2014', '2013', '2011', '2012', '2014', '2011', '2012', '2013', '2014'], oem part number: ['bp37m5'], product name: ['auxiliary fan assembly'], manufacturer part number: ['radiator fan assembly. -- usa built', 'bp37m5'], sku: ['400:bp37m5'], category: 1.0, item_title: auxiliary fan assembly for 11-14 hyundai kia sonata optima 24l 4 cyl gas bp37m5   \n",
       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    brand: ['4 seasons', 'four seasons'], type: ['a/c clutch control relay harness connector'], oem part number: ['89051437'], manufacturer part number: ['37220'], sku: ['fs:37220'], part title: ['power steering pressure line hose assembly gates 37220', 'icp/cpi 37220', 'disc brake rotor set-vented sport cross-drilled (pair) brembo 37220', 'auto extra 37220', 'advance 37220 shock absorber', 'a/c clutch control relay harness connector cooling depot 37220', 'auto plus/monroe/expert series 37220 - suspension shock absorber, front', 'federated 37220', 'tail light cover-taillight cover lund 37220', 'a/c clutch control relay harness connector parts master 37220', 'a/c clutch control relay harness connector factory air 37220', \"o'reilly 37220 shock absorber\", 'auto plus/four seasons 37220 - a/c compressor clutch connector', 'trumark 37220', 'power steering pressure line hose assembly-pressure line assembly carquest 37220', 'hvac blower relay harness connector-engine cooling fan motor relay connector', 'hvac harness connector murray 37220','suspension shock absorber-oespectrum light truck shock absorber canadian tire', 'carquest/monroe 37220 shocks and struts - suspension shock absorber, front', 'power steering pressure line hose assembly-pressure line assembly advance 37220', 'carquest power steering 37220 - power steering pressure hose', 'pb/monroe 37220 shocks and struts - suspension shock absorber, front','suspension shock absorber-oespectrum light truck shock absorber advance 37220', 'visteon 37220', 'auto plus/monroe 372   \n",
       "\n",
       "  Labels                                                     Predictions       \n",
       "0                                                      mazda            mazda  \n",
       "1                                                       mini             mini  \n",
       "2                                                       jeep             jeep  \n",
       "3                                               kia, hyundai          hyundai  \n",
       "4  chevrolet, buick, pontiac, cadillac, chrysler, oldsmobile  dodge, chrysler  "
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           \\\n",
      "0  brand: ['4 seasons', 'four seasons'], type: ['a/c clutch control relay harness connector'], oem part number: ['89051437'], manufacturer part number: ['37220'], sku: ['fs:37220'], part title: ['power steering pressure line hose assembly gates 37220', 'icp/cpi 37220', 'disc brake rotor set-vented sport cross-drilled (pair) brembo 37220', 'auto extra 37220', 'advance 37220 shock absorber', 'a/c clutch control relay harness connector cooling depot 37220', 'auto plus/monroe/expert series 37220 - ...   \n",
      "1  brand: ['acdelco gm original equipment'], type: ['spark plug wire set'], oem part number: ['12192355'], manufacturer part number: ['706x'], sku: ['400:706x'], part title: ['spark plug wire set acdelco mexico 706x', 'advance 706x spark plug wire set','spark plug wire set acdelco 706x', 'acdelco gm oe/gm genuine parts 706x - spark plug wire set', 'auto plus/acdelco gm original equip 706x - spark plug wire set','spark plug wire set-performa max prenco 706x','spark plug wire set-vin: k, eng code...   \n",
      "2                                                                                                                                                                                                                                                                                                                brand: ['advanceignition'], make: gmc, model: envoy, year: ['2003', '2004'], manufacturer part number: ['uce314'], category: 3.0, item_title: 8pc ignition coil uce314 for gmc envoy 53l v8 2003 2004   \n",
      "3  brand: ['anchor'], type: ['engine mount'], manufacturer part number: ['3365'], sku: ['anh:3365'], part title: ['mission trading company 3365 - engine coolant reservoir', 'ap exhaust 3365', 'radpro 3365', 'c & w industries 3365', 'carquest/anchor 3365 cylinder block components - engine mount, right','suspension lift kit-wt, 4wd super lift 3365', 'radiator-1 row plastic tank aluminum core csf 3365 fits 2007 acura tl', 'du-so brakes 3365', 'drive axle shaft universal joint sidem 3365','spark pl...   \n",
      "4                                                                                                                                                                                                                    brand: ['apf'], make: gmc, model: sonoma, year: ['2000', '1991'], fitment: ['direct replacement'], oem part number: ['07844401'], manufacturer part number: ['07844401'], sku: ['51157'], category: 4.0, item_title: rear driveshaft for 1991-93 gmc sonoma 43l rwd manual 1100in wheelbase steel   \n",
      "\n",
      "  Labels                                                       Predictions                              \n",
      "0  {chevrolet, buick, pontiac, cadillac, chrysler, oldsmobile}                       {dodge, chrysler}  \n",
      "1                                         {chevrolet, pontiac}  {buick, cadil, isuzu, gmc, oldsmobile}  \n",
      "2                        {chevrolet, workhorse, gmc, cadillac}                                   {gmc}  \n",
      "3                                        {chevrolet, cadillac}                                {nissan}  \n",
      "4                                             {chevrolet, gmc}                                   {gmc}  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from sklearn.metrics import precision_score, recall_score, accuracy_score, fbeta_score, classification_report\n",
    "\n",
    "# Function to evaluate the model and return incorrect predictions\n",
    "def evaluate_model_and_find_incorrect_chevrolet(model, tokenizer, dataset):\n",
    "    all_descriptions = []\n",
    "    all_labels = []\n",
    "    all_predictions = []\n",
    "    incorrect_chevrolet_cases = []\n",
    "\n",
    "    with tf.device('/CPU:0'):\n",
    "        for batch in dataset:\n",
    "            inputs = batch['input_ids']\n",
    "            attention_mask = batch['attention_mask']\n",
    "            batch_labels = batch['labels']\n",
    "\n",
    "            # Ensure decoder_input_ids are created correctly\n",
    "            decoder_input_ids = model._shift_right(batch_labels)\n",
    "            \n",
    "            outputs = model(input_ids=inputs, attention_mask=attention_mask, decoder_input_ids=decoder_input_ids, labels=batch_labels, training=False)\n",
    "            loss = outputs.loss\n",
    "\n",
    "            # Decode input descriptions, predictions, and true labels\n",
    "            descriptions = [tokenizer.decode(ids, skip_special_tokens=True) for ids in inputs.numpy()]\n",
    "            pred_ids = model.generate(input_ids=inputs, attention_mask=attention_mask)\n",
    "            preds = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in pred_ids.numpy()]\n",
    "            labels = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in batch_labels.numpy()]\n",
    "\n",
    "            all_descriptions.extend(descriptions)\n",
    "            all_labels.extend(labels)\n",
    "            all_predictions.extend(preds)\n",
    "\n",
    "            # Identify incorrect predictions for 'chevrolet'\n",
    "            for desc, label, pred in zip(descriptions, labels, preds):\n",
    "                if ('chevrolet' in label and 'chevrolet' not in pred) or ('chevrolet' in pred and 'chevrolet' not in label):\n",
    "                    incorrect_chevrolet_cases.append((desc, label, pred))\n",
    "\n",
    "    # Create a DataFrame with all predictions\n",
    "    all_results_df = pd.DataFrame({\n",
    "        'Description': all_descriptions,\n",
    "        'Labels': all_labels,\n",
    "        'Predictions': all_predictions\n",
    "    })\n",
    "\n",
    "    # Create a DataFrame for incorrect 'chevrolet' predictions\n",
    "    incorrect_chevrolet_df = pd.DataFrame(incorrect_chevrolet_cases, columns=['Description', 'Labels', 'Predictions'])\n",
    "\n",
    "    return all_results_df, incorrect_chevrolet_df\n",
    "\n",
    "# Assuming test_dataset is defined similarly to train_dataset and val_dataset\n",
    "test_dataset = tf.data.Dataset.from_tensor_slices((\n",
    "    {'input_ids': test_encodings['input_ids'], 'attention_mask': test_encodings['attention_mask'], 'labels': test_labels['input_ids']}\n",
    ")).batch(8)\n",
    "\n",
    "# Evaluate the model and find incorrect predictions\n",
    "all_results_df, incorrect_chevrolet_df = evaluate_model_and_find_incorrect_chevrolet(model2, tokenizer2, test_dataset)\n",
    "\n",
    "# Display the DataFrame with incorrect predictions for 'chevrolet'\n",
    "print(incorrect_chevrolet_df.head())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from sklearn.metrics import precision_score, recall_score, accuracy_score, fbeta_score, classification_report\n",
    "\n",
    "# Function to evaluate the model and return predictions\n",
    "def evaluate_model_with_predictions(model, tokenizer, dataset):\n",
    "    all_descriptions = []\n",
    "    all_labels = []\n",
    "    all_predictions = []\n",
    "\n",
    "    with tf.device('/CPU:0'):\n",
    "        for batch in dataset:\n",
    "            inputs = batch['input_ids']\n",
    "            attention_mask = batch['attention_mask']\n",
    "            batch_labels = batch['labels']\n",
    "\n",
    "            # Ensure decoder_input_ids are created correctly\n",
    "            decoder_input_ids = model._shift_right(batch_labels)\n",
    "            \n",
    "            # Generate predictions\n",
    "            pred_ids = model.generate(input_ids=inputs, attention_mask=attention_mask)\n",
    "            preds = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in pred_ids.numpy()]\n",
    "            labels = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in batch_labels.numpy()]\n",
    "            descriptions = [tokenizer.decode(ids, skip_special_tokens=True) for ids in inputs.numpy()]\n",
    "\n",
    "            all_descriptions.extend(descriptions)\n",
    "            all_labels.extend(labels)\n",
    "            all_predictions.extend(preds)\n",
    "\n",
    "    # Create a DataFrame with the results\n",
    "    df = pd.DataFrame({\n",
    "        'Description': all_descriptions,\n",
    "        'Labels': all_labels,\n",
    "        'Predictions': all_predictions\n",
    "    })\n",
    "\n",
    "    return df\n",
    "\n",
    "# Function to calculate metrics and create DataFrames\n",
    "def calculate_metrics_and_create_dataframes(df):\n",
    "    # Add the has_desc column\n",
    "    df['has_desc'] = df['Description'].apply(lambda x: 1 if 'cleaned_desc:' in x else 0)\n",
    "\n",
    "    # Separate DataFrames based on has_desc\n",
    "    df_has_desc_1 = df[df['has_desc'] == 1]\n",
    "    df_has_desc_0 = df[df['has_desc'] == 0]\n",
    "\n",
    "    # Define a function to calculate individual label metrics\n",
    "    def calculate_label_metrics(df):\n",
    "        all_labels = list(set([label for labels in df['Labels'] for label in labels]))\n",
    "        label_metrics = []\n",
    "\n",
    "        for label in all_labels:\n",
    "            y_true = [1 if label in labels else 0 for labels in df['Labels']]\n",
    "            y_pred = [1 if label in preds else 0 for preds in df['Predictions']]\n",
    "\n",
    "            precision = precision_score(y_true, y_pred, zero_division=np.nan)\n",
    "            recall = recall_score(y_true, y_pred, zero_division=np.nan)\n",
    "            accuracy = accuracy_score(y_true, y_pred)\n",
    "\n",
    "            label_metrics.append({\n",
    "                'Label': label,\n",
    "                'Precision': precision,\n",
    "                'Recall': recall,\n",
    "                'Accuracy': accuracy\n",
    "            })\n",
    "\n",
    "        return pd.DataFrame(label_metrics)\n",
    "\n",
    "    # Calculate individual label metrics for both DataFrames\n",
    "    label_metrics_df_1 = calculate_label_metrics(df_has_desc_1)\n",
    "    label_metrics_df_0 = calculate_label_metrics(df_has_desc_0)\n",
    "\n",
    "    # Calculate overall weighted metrics\n",
    "    y_true_1 = np.array([[1 if label in labels else 0 for label in label_metrics_df_1['Label']] for labels in df_has_desc_1['Labels']])\n",
    "    y_pred_1 = np.array([[1 if label in preds else 0 for label in label_metrics_df_1['Label']] for preds in df_has_desc_1['Predictions']])\n",
    "    \n",
    "    y_true_0 = np.array([[1 if label in labels else 0 for label in label_metrics_df_0['Label']] for labels in df_has_desc_0['Labels']])\n",
    "    y_pred_0 = np.array([[1 if label in preds else 0 for label in label_metrics_df_0['Label']] for preds in df_has_desc_0['Predictions']])\n",
    "    \n",
    "    overall_metrics_1 = {\n",
    "        'Precision': precision_score(y_true_1, y_pred_1, average='weighted', zero_division=np.nan),\n",
    "        'Recall': recall_score(y_true_1, y_pred_1, average='weighted', zero_division=np.nan),\n",
    "        'Accuracy': accuracy_score(y_true_1, y_pred_1)\n",
    "    }\n",
    "\n",
    "    overall_metrics_0 = {\n",
    "        'Precision': precision_score(y_true_0, y_pred_0, average='weighted', zero_division=np.nan),\n",
    "        'Recall': recall_score(y_true_0, y_pred_0, average='weighted', zero_division=np.nan),\n",
    "        'Accuracy': accuracy_score(y_true_0, y_pred_0)\n",
    "    }\n",
    "\n",
    "    return label_metrics_df_1, label_metrics_df_0, overall_metrics_1, overall_metrics_0\n",
    "\n",
    "# Assuming test_dataset is defined similarly to train_dataset and val_dataset\n",
    "test_dataset = tf.data.Dataset.from_tensor_slices((\n",
    "    {'input_ids': test_encodings['input_ids'], 'attention_mask': test_encodings['attention_mask'], 'labels': test_labels['input_ids']}\n",
    ")).batch(16)\n",
    "\n",
    "# Generate predictions on the test set\n",
    "predictions_df = evaluate_model_with_predictions(model5, tokenizer5, test_dataset)\n",
    "\n",
    "# Calculate metrics and create DataFrames\n",
    "label_metrics_df_1, label_metrics_df_0, overall_metrics_1, overall_metrics_0 = calculate_metrics_and_create_dataframes(predictions_df)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Overall metrics for has_desc = 1:\n",
      "{'Precision': 0.9530465078593421, 'Recall': 0.8267716535433071, 'Accuracy': 0.7816091954022989}\n",
      "\n",
      "Overall metrics for has_desc = 0:\n",
      "{'Precision': 0.7652799476382725, 'Recall': 0.554016620498615, 'Accuracy': 0.6416464891041163}\n"
     ]
    }
   ],
   "source": [
    "# Display the results\n",
    "\n",
    "\n",
    "print(\"\\nOverall metrics for has_desc = 1:\")\n",
    "print(overall_metrics_1)\n",
    "\n",
    "\n",
    "print(\"\\nOverall metrics for has_desc = 0:\")\n",
    "print(overall_metrics_0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cyrusaghaee/myenv/lib/python3.11/site-packages/transformers/generation/tf_utils.py:837: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length.  recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from sklearn.metrics import precision_score, recall_score, accuracy_score, fbeta_score, classification_report\n",
    "\n",
    "# Function to evaluate the model and return predictions\n",
    "def evaluate_model_with_predictions(model, tokenizer, dataset):\n",
    "    all_descriptions = []\n",
    "    all_labels = []\n",
    "    all_predictions = []\n",
    "\n",
    "    with tf.device('/CPU:0'):\n",
    "        for batch in dataset:\n",
    "            inputs = batch['input_ids']\n",
    "            attention_mask = batch['attention_mask']\n",
    "            batch_labels = batch['labels']\n",
    "\n",
    "            # Ensure decoder_input_ids are created correctly\n",
    "            decoder_input_ids = model._shift_right(batch_labels)\n",
    "            \n",
    "            # Generate predictions\n",
    "            pred_ids = model.generate(input_ids=inputs, attention_mask=attention_mask)\n",
    "            preds = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in pred_ids.numpy()]\n",
    "            labels = [set(tokenizer.decode(ids, skip_special_tokens=True).split(', ')) for ids in batch_labels.numpy()]\n",
    "            descriptions = [tokenizer.decode(ids, skip_special_tokens=True) for ids in inputs.numpy()]\n",
    "\n",
    "            all_descriptions.extend(descriptions)\n",
    "            all_labels.extend(labels)\n",
    "            all_predictions.extend(preds)\n",
    "\n",
    "    # Create a DataFrame with the results\n",
    "    df = pd.DataFrame({\n",
    "        'Description': all_descriptions,\n",
    "        'Labels': all_labels,\n",
    "        'Predictions': all_predictions\n",
    "    })\n",
    "\n",
    "    return df\n",
    "\n",
    "# Function to calculate metrics and create DataFrames\n",
    "def calculate_metrics_and_create_dataframes(df):\n",
    "    # Add the has_desc column\n",
    "    df['has_desc'] = df['Description'].apply(lambda x: 1 if 'make:' in x else 0)\n",
    "\n",
    "    # Separate DataFrames based on has_desc\n",
    "    df_has_desc_1 = df[df['has_desc'] == 1]\n",
    "    df_has_desc_0 = df[df['has_desc'] == 0]\n",
    "\n",
    "    # Define a function to calculate individual label metrics\n",
    "    def calculate_label_metrics(df):\n",
    "        all_labels = list(set([label for labels in df['Labels'] for label in labels]))\n",
    "        label_metrics = []\n",
    "\n",
    "        for label in all_labels:\n",
    "            y_true = [1 if label in labels else 0 for labels in df['Labels']]\n",
    "            y_pred = [1 if label in preds else 0 for preds in df['Predictions']]\n",
    "\n",
    "            precision = precision_score(y_true, y_pred, zero_division=np.nan)\n",
    "            recall = recall_score(y_true, y_pred, zero_division=np.nan)\n",
    "            accuracy = accuracy_score(y_true, y_pred)\n",
    "\n",
    "            label_metrics.append({\n",
    "                'Label': label,\n",
    "                'Precision': precision,\n",
    "                'Recall': recall,\n",
    "                'Accuracy': accuracy\n",
    "            })\n",
    "\n",
    "        return pd.DataFrame(label_metrics)\n",
    "\n",
    "    # Calculate individual label metrics for both DataFrames\n",
    "    label_metrics_df_1 = calculate_label_metrics(df_has_desc_1)\n",
    "    label_metrics_df_0 = calculate_label_metrics(df_has_desc_0)\n",
    "\n",
    "    # Calculate overall weighted metrics\n",
    "    y_true_1 = np.array([[1 if label in labels else 0 for label in label_metrics_df_1['Label']] for labels in df_has_desc_1['Labels']])\n",
    "    y_pred_1 = np.array([[1 if label in preds else 0 for label in label_metrics_df_1['Label']] for preds in df_has_desc_1['Predictions']])\n",
    "    \n",
    "    y_true_0 = np.array([[1 if label in labels else 0 for label in label_metrics_df_0['Label']] for labels in df_has_desc_0['Labels']])\n",
    "    y_pred_0 = np.array([[1 if label in preds else 0 for label in label_metrics_df_0['Label']] for preds in df_has_desc_0['Predictions']])\n",
    "    \n",
    "    overall_metrics_1 = {\n",
    "        'Precision': precision_score(y_true_1, y_pred_1, average='weighted', zero_division=np.nan),\n",
    "        'Recall': recall_score(y_true_1, y_pred_1, average='weighted', zero_division=np.nan),\n",
    "        'Accuracy': accuracy_score(y_true_1, y_pred_1)\n",
    "    }\n",
    "\n",
    "    overall_metrics_0 = {\n",
    "        'Precision': precision_score(y_true_0, y_pred_0, average='weighted', zero_division=np.nan),\n",
    "        'Recall': recall_score(y_true_0, y_pred_0, average='weighted', zero_division=np.nan),\n",
    "        'Accuracy': accuracy_score(y_true_0, y_pred_0)\n",
    "    }\n",
    "\n",
    "    return label_metrics_df_1, label_metrics_df_0, overall_metrics_1, overall_metrics_0\n",
    "\n",
    "# Assuming test_dataset is defined similarly to train_dataset and val_dataset\n",
    "test_dataset = tf.data.Dataset.from_tensor_slices((\n",
    "    {'input_ids': test_encodings['input_ids'], 'attention_mask': test_encodings['attention_mask'], 'labels': test_labels['input_ids']}\n",
    ")).batch(16)\n",
    "\n",
    "# Generate predictions on the test set\n",
    "predictions_df = evaluate_model_with_predictions(model5, tokenizer5, test_dataset)\n",
    "\n",
    "# Calculate metrics and create DataFrames\n",
    "label_metrics_df_1, label_metrics_df_0, overall_metrics_1, overall_metrics_0 = calculate_metrics_and_create_dataframes(predictions_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th></th>\n",
       "      <th>Description</th>\n",
       "      <th>Labels</th>\n",
       "      <th>Predictions</th>\n",
       "      <th>has_desc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>brand: [\"caili's company\"], make: mazda, model: 3, year: ['2010'], fitment: ['direct replacement'], type: ['seal'], manufacturer part number: ['g560-25-744'], part title: ['original equip data g560-25-744'], part brands: ['original equipment data'], subtype: ['drive axle shaft oil slinger'], part types: ['axle shaft'], category: 4.0, item_title: g560-25-744 for 2010 mazda 3 bl transaxle case half shaft oil seal</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>brand: ['2006 mini mini cooper stock number: 00017948'], make: mini, model: mini cooper, year: ['2006', '2006'], fitment: ['direct replacement'], manufacturer part number: ['quality,oem,recycled,part,1-year,3-year_ &amp;,lifetime,warranties', 'true', 'alternator'], sku: ['00017948'], category: 0.0, item_title: 2006 mini cooper alternator 96k 957948, cleaned_desc: powered by frooition about us shipping returns contact us payment faq shop categories all categories helpful links add to favorite sel...</td>\n",
       "      <td>{mini}</td>\n",
       "      <td>{mini}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>brand: ['4 seasons', 'fan motor', 'four seasons'], model: four, year: ['1995', '1996', '1997', '1998', '1999', '2000', '2001'], type: ['motor only', 'oe mount', '4 pole'], manufacturer part number: ['35161'], part title: ['exhaust pipe flange gasket walker 35161', 'exhaust header-base, gas, natural 35161 fits 77-78 pontiac firebird 6.6l-v8', 'exhaust tail pipe tip magnaflow ny 35161', 'carquest/fel-pro 35161 gaskets and sealing systems - engine water pump gasket', 'engine cooling fan motor u...</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>brand: ['4 seasons', 'four seasons'], make: hyundai kia, model: sonata optima, year: ['2013', '2011', '2012', '2014', '2013', '2011', '2012', '2014', '2011', '2012', '2013', '2014'], oem part number: ['bp37m5'], product name: ['auxiliary fan assembly'], manufacturer part number: ['radiator fan assembly. -- usa built', 'bp37m5'], sku: ['400:bp37m5'], category: 1.0, item_title: auxiliary fan assembly for 11-14 hyundai kia sonata optima 24l 4 cyl gas bp37m5</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>brand: ['4 seasons', 'four seasons'], type: ['a/c clutch control relay harness connector'], oem part number: ['89051437'], manufacturer part number: ['37220'], sku: ['fs:37220'], part title: ['power steering pressure line hose assembly gates 37220', 'icp/cpi 37220', 'disc brake rotor set-vented sport cross-drilled (pair) brembo 37220', 'auto extra 37220', 'advance 37220 shock absorber', 'a/c clutch control relay harness connector cooling depot 37220', 'auto plus/monroe/expert series 37220 - ...</td>\n",
       "      <td>{chevrolet, buick, pontiac, cadillac, chrysler, oldsmobile}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>brand: ['4 seasons', 'four seasons'], type: ['engine coolant outlet flange'], oem part number: ['06a121132'], manufacturer part number: ['85336'], sku: ['fs:85336'], part title: [\"radiator coolant hose flange-coolant flange o'reilly 85336\", 'radiator coolant hose flange-coolant flange factory air 85336', 'trumark 85336', 'engine coolant outlet flange-coolant flange carquest 85336', 'engine coolant outlet flange-coolant flange advance 85336', 'engine coolant outlet flange-coolant flange 4 sea...</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>brand: ['4 seasons', 'four seasons'], type: ['engine coolant thermostat/water outlet assembly'], oem part number: ['4893926ag'], manufacturer part number: ['86269'], sku: ['fs:86269'], part title: ['engine coolant thermostat / water outlet assembly 4 seasons 86269', 'engine coolant thermostat / water outlet assembly uni-select 86269','spark plug wire set-vin: s, 2bbl mighty 86269', 'auto extra 86269','spark plug wire set-vin: h prenco 86269', \"engine coolant thermostat / water outlet assembl...</td>\n",
       "      <td>{jeep, ram, dodge}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>brand: ['ac delco genuine gm'], make: gmc v3500, model: v3500, year: ['1989', '1990', '1991', '1989', '1990', '1991', '1989', '1990', '1991'], fitment: ['genuine gm'], type: ['distributor cap'], oem part number: ['65gvns'], sku: ['400:65gvns'], category: 3.0, item_title: ac delco genuine gm distributor cap fits gmc v3500 1989-1991 65gvns</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>brand: ['ac delco gold (professional)'], make: gmc r2500 suburban, model: r2500 suburban, year: ['1989', '1990', '1991', '1989', '1990', '1991', '1989', '1990', '1991'], fitment: ['gold (professional)'], type: ['radiator hose'], oem part number: ['28ydth'], sku: ['400:28ydth'], category: 1.0, item_title: upper ac delco radiator hose fits gmc r2500 suburban 1989-1991 74l v8 28ydth</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>brand: ['ac delco professional'], make: toyota 4runner, model: 4runner, year: ['2003', '2004', '2005', '2006', '2007', '2008', '2009', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2003', '2004', '2005', '2006', '2007', '2008', '2009'], fitment: ['professional -- new; interference engine application'], type: ['timing belt kit'], oem part number: ['42bbnc'], sku: ['400:42bbnc'], category: 2.0, item_title: ac delco timing belt kit fits toyota 4runner 2003-2009 47l v8 gas 42bbnc</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>brand: ['ac delco'], make: bmw, model: 530i, year: ['2017', '1994', '1995', '2002', '2003', '2004', '2005', '2006', '2007'], oem part number: ['35439xy'], product name: ['variable timing solenoid connector', 'engine variable valve timing (vvt) solenoid connector'], manufacturer part number: ['35439xy'], sku: ['400:35439xy'], category: 2.0, item_title: for bmw 530i variable timing solenoid connector ac delco 35439xy</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>brand: ['ac delco'], make: jeep, year: ['1985', '1986'], type: ['radiator hose'], oem part number: ['3vsf52'], sku: ['400:3vsf52'], category: 1.0, item_title: upper radiator hose ac delco 3vsf52 for jeep cherokee comanche 1985 1986</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>brand: ['ac delco'], model: s112, year: ['1957', '1957', '1957'], fitment: ['international s112 ignition coil'], oem part number: ['h716yn'], product name: ['ignition coil'], sku: ['400:h716yn'], category: 3.0, item_title: ignition coil for 1957 international s112 39l 6 cyl h716yn</td>\n",
       "      <td>{international harvester}</td>\n",
       "      <td>{international harvester}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>brand: ['ac delco'], year: ['1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999', '2000'], oem part number: ['65841kx'], product name: ['auto trans output shaft speed sensor connector'], manufacturer part number: ['65841kx'], sku: ['400:65841kx'], category: 4.0, item_title: for e150 econoline auto trans output shaft speed sensor connector 65841kx</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{eagle, mitsubishi, dodge}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>brand: ['accel'], make: chevrolet, model: impala, year: ['1974', '1973', '1972', '1971', '1970', '1969', '1968', '1967', '1966', '1965', '1964', '1963', '1962', '1958', '1959', '1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974'], fitment: ['direct replacement'], type: ['distributor cap and rotor kit'], manufacturer part number: ['sx-qzmg 1974 1973 1972 1971 1970 1969'], category: 3.0, item_title: accel distributor cap rotor ...</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>brand: ['accel'], make: mazda, model: b2200, year: ['1993', '1992', '1991', '1990', '1989', '1988', '1987', '1987', '1988', '1989', '1990', '1991', '1992', '1993'], fitment: ['direct replacement'], type: ['ignition coil'], manufacturer part number: ['sx-mwp3 1993 1992 1991 1990 1989 1988'], category: 3.0, item_title: accel ignition coil for 1987-1993 mazda b2200 - wire boot spark plug xq</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>brand: ['accel'], make: plymouth, model: road runner, year: ['1975', '1974', '1973', '1972', '1971', '1970', '1969', '1968', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975'], fitment: ['direct replacement'], type: ['spark plug wire set'], manufacturer part number: ['sx-54xm 1975 1974 1973 1972 1971 1970'], category: 3.0, item_title: accel spark plug wire set for 1968-1975 plymouth road runner 63l 66l 72l fo</td>\n",
       "      <td>{plymouth}</td>\n",
       "      <td>{plymouth}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>brand: ['accel'], model: 6, type: ['direct ignition coil kit'], manufacturer part number: ['140061b-6'], sku: ['502:140061b-6'], part title: ['ignition coil set-supercoil direct accel 140061b-6'], part brands: ['accel'], subtype: ['direct ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: direct ignition coil kit-supercoil direct ignition coil set accel 140061b-6</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>brand: ['acdelco gm original equipment'], type: ['spark plug wire set'], oem part number: ['12192355'], manufacturer part number: ['706x'], sku: ['400:706x'], part title: ['spark plug wire set acdelco mexico 706x', 'advance 706x spark plug wire set','spark plug wire set acdelco 706x', 'acdelco gm oe/gm genuine parts 706x - spark plug wire set', 'auto plus/acdelco gm original equip 706x - spark plug wire set','spark plug wire set-performa max prenco 706x','spark plug wire set-vin: k, eng code...</td>\n",
       "      <td>{chevrolet, pontiac}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>brand: ['acdelco professional', 'acdelco'], make: toyota, model: camry, year: ['1992'], type: ['hvac heater hose'], oem part number: ['16070611'], manufacturer part number: ['16099m'], sku: ['acd:16099m'], part title: ['hvac heater hose-molded acdelco 16099m fits 92-96 toyota camry 2.2l-l4', 'auto plus/acdelco professional/gold 16099m hoses and pipes - hvac heater hose', 'acdelco professional/gold 16099m hoses and pipes - hvac heater hose', 'hvac heater hose-molded heater hose acdelco 16099m...</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>brand: ['acdelco professional', 'acdelco'], type: ['hvac heater hose'], oem part number: ['09128710'], manufacturer part number: ['16330m'], sku: ['501:16330m'], part title: ['auto extra 16330m', 'acdelco professional/gold 16330m hoses and pipes - hvac heater hose', 'hvac heater hose-molded heater hose acdelco 16330m', 'auto plus/acdelco professional/gold 16330m hoses and pipes - hvac heater hose', 'hvac heater hose-molded acdelco 16330m'], part brands: ['acdelco/gold', 'acdelco', 'auto plus...</td>\n",
       "      <td>{saturn}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac, oldsmobile}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>brand: ['acdelco'], make: chrysler, year: ['1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987'], type: ['alternator'], manufacturer part number: ['334-2214'], part title: ['auto extra 334-2214 reman', 'advance 334-2214 alternator', 'acdelco professional/gold 3342214 - alternator', 'auto plus/acdelco professional/gold 3342214 - alternator', 'carquest/acdelco professional/gold 3342214 - alternator', 'alt...</td>\n",
       "      <td>{dodge, chrysler, plymouth}</td>\n",
       "      <td>{dodge, chrysler}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>brand: ['acdelco'], model: camaro, year: ['2012', '2013', '2014', '2015'], fitment: ['direct replacement'], type: ['water pumps'], product name: ['engine coolant water pump kit'], manufacturer part number: ['251-728'], part title: ['engine water pump acdelco mexico 251-728', 'engine water pump-water pump kit acdelco 251-728', 'engine water pump kit acdelco 251-728', 'acdelco gm oe/gm genuine parts 251728 - engine water pump', 'engine water pump acdelco pro 251-728', 'auto extra 251-728', 'en...</td>\n",
       "      <td>{chevrolet, pontiac, cadillac}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>brand: ['acl bearings'], make: chrysler, year: ['1958', '1959', '1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980'], fitment: ['performance/custom', 'no'], type: ['connecting rod bearings'], oem part number: ['8b527p-20'], manufacturer part number: ['8b527p-20'], category: 2.0, item_title: acl 20mm oversized rod bearing set fits 1958-1980 chrysler prod v8 383400440</td>\n",
       "      <td>{dodge, desoto, jensen, chrysler, plymouth}</td>\n",
       "      <td>{dodge, chrysler}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>brand: ['acura'], make: acura, model: acura mdx, year: ['2011'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['pp057', 'f6522021-2e2b-4169-84b1-c011758a05cc'], category: 0.0, item_title: enginemotor brain box acura mdx 10 11, cleaned_desc: borges foreign auto parts, inc. dighton, ma business hours (est/edt) mon - fri 8:00am - 5:00pm saturday 9:00am - 2:00pm - closed sundays engine/motor brain box year: 11 model: acura mdx side: type: used category: w c...</td>\n",
       "      <td>{acura}</td>\n",
       "      <td>{acura}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>brand: ['acura'], make: acura, model: cl, year: ['2001', '2001', '2002'], vehicle identification number: ['19uya42721a010026'], sku: ['nlk984', '19599282'], category: 0.0, item_title: engine ecm electronic control module lower center dash fits 01-02 cl 19599282, cleaned_desc: hollander welcome to our ebay store! engine ecm electronic control module lower center dash fits 01-02 cl 19599282 description dealer programing may be required please message with any questions prior to ordering donor ...</td>\n",
       "      <td>{acura}</td>\n",
       "      <td>{acura}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>brand: ['acura'], make: acura, year: ['2017'], manufacturer part number: ['tlx343435556lkq'], vehicle identification number: ['19uub1f52ha002585'], category: 0.0, item_title: 2017 acura tlx engine computer control module ecu 95k miles oe lkq343435556, cleaned_desc: ****important**** click here to see full part description and important part fitment information. ***important notice regarding responses to messages*** thank you for your interest in our item. due to heavy sales volume and limite...</td>\n",
       "      <td>{acura}</td>\n",
       "      <td>{acura}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>brand: ['advanceignition'], make: gmc, model: envoy, year: ['2003', '2004'], manufacturer part number: ['uce314'], category: 3.0, item_title: 8pc ignition coil uce314 for gmc envoy 53l v8 2003 2004</td>\n",
       "      <td>{chevrolet, workhorse, gmc, cadillac}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>brand: ['aisin'], make: toyota, model: 4runner, year: ['2003', '2004', '2003', '2004', '2003', '2004'], fitment: ['toyota 4runner oil pump'], oem part number: ['q231mv'], product name: ['oil pump'], sku: ['400:q231mv'], category: 2.0, item_title: oil pump for 2003-2004 toyota 4runner 47l v8 2uz-fe q231mv engine oil pump</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>brand: ['aisin'], manufacturer part number: ['fht-019'], part title: ['locking hub-4wd aisin fht-019 fits 1995 toyota tacoma'], part brands: ['aisin'], subtype: ['locking hub'], part types: ['axle shaft'], category: 4.0, item_title: aisin fht-019 driveline and axles 4wd free wheel hub</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>brand: ['aisin'], type: ['engine cooling fan clutch'], oem part number: ['1621050102'], manufacturer part number: ['fct-075'], sku: ['ais:fct-075'], part title: ['engine cooling fan clutch-eng code: 2uz-fe aisin fct-075'], part brands: ['aisin'], subtype: ['engine cooling fan clutch'], part types: ['cooling fan, clutch and motor'], category: 1.0, item_title: engine cooling fan clutch aisin fct-075</td>\n",
       "      <td>{lexus, toyota}</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>brand: ['aisin'], type: ['engine water pump'], oem part number: ['2101031u25'], manufacturer part number: ['wpn-070'], sku: ['ais:wpn-070'], part title: ['engine water pump-eng code: vq30de aisin wpn-070'], part brands: ['aisin'], subtype: ['engine water pump'], part types: ['water pump and related components'], category: 1.0, item_title: engine water pump aisin wpn-070</td>\n",
       "      <td>{nissan, infiniti}</td>\n",
       "      <td>{nissan, infiniti}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>brand: ['alloyworks'], make: gmc, model: s10, year: ['1988', '1989', '1990', '1991', '1992', '1993', '1994'], fitment: ['direct replacement', 'for 1988-1994 chevrolet s10 blazer 4.3l', 'for 1988-1993 chevrolet s10 4.3l', 'for 1992-1994 gmc jimmy 4.3l', 'for 1988-1990 gmc s15 4.3l', 'for 1988-1991 gmc s15 jimmy 4.3l', 'for 1991-1993 gmc sonoma 4.3l', 'for 1991-1994 oldsmobile bravada 4.3l'], type: ['radiator'], manufacturer part number: ['yes'], category: 1.0, item_title: 4-row aluminum radia...</td>\n",
       "      <td>{chevrolet, gmc, oldsmobile}</td>\n",
       "      <td>{chevrolet, gmc, oldsmobile}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>brand: ['alzare'], make: ford, model: escape, year: ['2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], fitment: ['direct replacement'], type: ['coolant overflow tanks'], product name: ['engine coolant recovery tank'], manufacturer part number: ['fo3014107'], part title: ['engine coolant reservoir lkq corp fo3014107 fits 2001 ford escape'], part brands: ['lkq corp'], subtype: ['engine coolant reservoir'], part types: ['radiators, coolers and rela...</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>brand: ['am autoparts'], model: elantra, fitment: ['direct replacement'], type: ['cv axle shaft set'], oem part number: ['495003x100, 495013x100, 495013y100'], manufacturer part number: ['am-1986035625'], category: 4.0, item_title: front cv axle shaft assembly pair set 2pc for elantra sedan gt 4 door at</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>brand: ['amoto'], make: acura, model: el, year: ['2001', '2002', '2003', '2004', '2005'], type: ['ignition coil', 'blade'], oem part number: ['30520pvja01'], manufacturer part number: ['30520-pvf-a01'], part title: ['direct ignition coil prenco 30520-pvf-a01', 'original equip data 30520-pvf-a01'], part brands: ['original equipment data', 'prenco'], subtype: ['direct ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: uf400 4x ignition coil 4 spark plug for 17l 02-04 ac...</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>brand: ['anchor'], make: chevrolet, model: malibu, year: ['2012', '2011', '2010', '2009', '2008', '2007', '2006', '2005', '2004', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], fitment: ['direct replacement'], type: ['engine mount'], manufacturer part number: ['sx-1n6e 2012 2011 2010 2009 2008 2007'], category: 2.0, item_title: anchor right engine mount for 2004-2012 chevrolet malibu 35l 36l 39l v6 - ra</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>brand: ['anchor'], type: ['engine mount'], manufacturer part number: ['3365'], sku: ['anh:3365'], part title: ['mission trading company 3365 - engine coolant reservoir', 'ap exhaust 3365', 'radpro 3365', 'c &amp; w industries 3365', 'carquest/anchor 3365 cylinder block components - engine mount, right','suspension lift kit-wt, 4wd super lift 3365', 'radiator-1 row plastic tank aluminum core csf 3365 fits 2007 acura tl', 'du-so brakes 3365', 'drive axle shaft universal joint sidem 3365','spark pl...</td>\n",
       "      <td>{chevrolet, cadillac}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>brand: ['anchor'], type: ['engine mount'], oem part number: ['a7314'], manufacturer part number: ['9200'], sku: ['am:9200'], part title: ['carquest/champion spark plug 9200 secondary ignition - spark plug', 'advance 9200 spark plug', 'engine mount pep boys 9200', 'rack and pinion seal kit advance 9200', 'auto plus/champion spark plug 9200 secondary ignition - spark plug', 'exhaust heat shield carquest 9200', 'truck bed rail-to-rail tool box deflecta-shield 9200', 'drum brake hardware kit bet...</td>\n",
       "      <td>{renault, nissan}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>brand: ['anytek'], make: toyota, model: rav4, year: ['2011', '2012', '2013', '2014', '2015', '2016', '2017'], fitment: ['direct replacement'], manufacturer part number: ['to-8-8833'], part title: ['cv axle shaft-std trans front-left/right autopart trust to-8-8833'], part brands: ['autopart trust'], subtype: ['cv axle shaft'], part types: ['cv components'], category: 4.0, item_title: front left cv axle half for 2013-2017 toyota rav4 exc ev hybrid 2011-2016 tc</td>\n",
       "      <td>{toyota, scion}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>brand: ['apa/uro parts'], make: bmw, year: ['2014', '2015', '2016', '2014', '2015', '2016'], oem part number: ['52169zs'], product name: ['coolant level sensor'], manufacturer part number: ['52169zs'], sku: ['400:52169zs'], category: 1.0, item_title: for 2014-2016 bmw m235i coolant level sensor 52169zs 2015</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>brand: ['apa/uro parts'], year: ['2009', '2007', '2006', '2008', '2009', '2007', '2006', '2008', '2006', '2007', '2008', '2009'], fitment: ['volkswagen rabbit auxiliary engine cooling fan assembly'], oem part number: ['km538zv'], product name: ['auxiliary engine cooling fan assembly'], manufacturer part number: ['km538zv'], sku: ['400:km538zv'], category: 1.0, item_title: right auxiliary engine cooling fan assembly for 2006-2009 vw rabbit 2007 km538zv</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>brand: ['apdi'], make: mitsubishi, year: ['2013', '2011', '2012', '2011', '2012', '2013'], oem part number: ['87618bdvx'], product name: ['radiator'], manufacturer part number: ['87618bdvx'], sku: ['400:87618bdvx'], category: 1.0, item_title: for 2011-2013 mitsubishi outlander sport radiator 87618bdvx 2012 20l 4 cyl</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>brand: ['apf'], make: bmw, model: z3, year: ['1996'], fitment: ['direct replacement'], oem part number: ['33201229235'], manufacturer part number: ['33201229235'], category: 4.0, item_title: cv axle shaft for 1996-98 bmw z3 19l l4 gas rear driver passenger side 2330in</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>brand: ['apf'], make: ford, model: fusion, year: ['2000', '2013'], fitment: ['direct replacement'], oem part number: ['dg913b436ba,dg913b436bb,dg913b436bc,dg9z3b436a,tx617'], manufacturer part number: ['dg913b436bc', 'dg913b436ba,dg913b436bb,dg913b436bc,dg9z3b436a,tx617'], sku: ['24187'], category: 4.0, item_title: cv axle shaft for 2013-14 ford fusion turbo fwd manual front right side 2386in</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>brand: ['apf'], make: gmc, model: sonoma, year: ['2000', '1991'], fitment: ['direct replacement'], oem part number: ['07844401'], manufacturer part number: ['07844401'], sku: ['51157'], category: 4.0, item_title: rear driveshaft for 1991-93 gmc sonoma 43l rwd manual 1100in wheelbase steel</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>brand: ['apf'], make: hyundai, model: sonata, year: ['2000', '2006'], fitment: ['direct replacement'], oem part number: ['495000a100'], manufacturer part number: ['495000a100'], sku: ['579275'], category: 4.0, item_title: cv axle shaft assembly for 2006-10 hyundai sonata manual front left driver side</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>brand: ['apf'], make: land rover, model: discovery, year: ['1999', '2000', '2001', '2002', '2003', '2004'], fitment: ['direct replacement'], oem part number: ['stc4434'], manufacturer part number: ['stc4434'], category: 1.0, item_title: coolant pump discovery fits 99-04 land rover 569328</td>\n",
       "      <td>{land rover}</td>\n",
       "      <td>{land rover}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>brand: ['apf'], make: saturn, model: sl2, year: ['2000', '1994', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002'], fitment: ['direct replacement'], oem part number: ['22135271,22136898,22098757'], manufacturer part number: ['22135271', '22135271,22136898,22098757'], sku: ['121878'], category: 1.0, item_title: radiator and condenser fan assembly for 1994-2002 saturn sl2 single fan shroud</td>\n",
       "      <td>{saturn}</td>\n",
       "      <td>{saturn}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>brand: ['apf'], model: 200, year: ['2000', '2011', '2012', '2013', '2014'], fitment: ['direct replacement'], oem part number: ['68031873aa,68031871aa,68020410aa'], manufacturer part number: ['68031873aa,68031871aa,68020410aa', '68031873aa'], sku: ['2103446'], part title: ['engine cooling fan motor-sport, vin: a, fwd mopar 68031873aa', 'engine cooling fan motor crown 68031873aa'], part brands: ['crown automotive sales co.','mopar'], subtype: ['engine cooling fan|engine cooling fan assembly|en...</td>\n",
       "      <td>{dodge, chrysler}</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>brand: ['apf'], model: corolla, year: ['2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016'], fitment: ['direct replacement'], oem part number: ['281000t050,281000t051,281000t260,2810037050,2810037051'], manufacturer part number: ['281000t050,281000t051,281000t260,2810037050,2810037051', '2810037051'], category: 0.0, item_title: starter motor 16kw fits 09-16 corolla 3234721, cleaned_desc: hollander welcome to our ebay store! starter motor 1.6kw fits 09-16 corolla 3234721 descriptio...</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{chevrolet, buick, cadil, pontiac, matrix}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>brand: ['api protune'], make: ford, model: f350, year: ['1994', '1989', '1990', '1991', '1992', '1993', '1995', '1996', '1997', '1989', '1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997'], oem part number: ['22mp64h'], manufacturer part number: ['protune', '22mp64h'], sku: ['400:22mp64h'], category: 4.0, item_title: api 22mp64h automatic transmission filter kit fits 1989-1997 ford f350 rwd</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>brand: ['api'], make: isuzu, year: ['1996', '1997', '1998', '1999', '1996', '1997', '1998', '1999', '1996', '1997', '1998', '1999'], fitment: ['isuzu oasis oil filter'], oem part number: ['nc762dz'], product name: ['oil filter'], manufacturer part number: ['nc762dz'], sku: ['400:nc762dz'], category: 2.0, item_title: oil filter for 1996-1999 isuzu oasis 1997 1998 nc762dz protune extended</td>\n",
       "      <td>{isuzu}</td>\n",
       "      <td>{isuzu}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>brand: ['api'], make: nissan xterra, model: xterra, year: ['2011', '2012', '2008', '2005', '2006', '2007', '2009', '2010', '2011', '2012', '2008', '2005', '2006', '2007', '2009', '2010', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], fitment: ['engine coolant reservoir cap -- standard; 16 lb; mini cap'], type: ['expansion tank cap'], oem part number: ['69bdxj'], manufacturer part number: ['69bdxj'], sku: ['400:69bdxj'], category: 1.0, item_title: api expansion tank cap fits...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>brand: ['api'], make: pontiac, year: ['2007', '2008', '2009', '2010', '2007', '2008', '2009', '2010', '2007', '2008', '2009', '2010'], fitment: ['pontiac g5 engine mount'], oem part number: ['qh914gy'], product name: ['engine mount'], manufacturer part number: ['qh914gy'], sku: ['400:qh914gy'], category: 2.0, item_title: front right engine mount for 2007-2010 pontiac g5 2008 2009 qh914gy</td>\n",
       "      <td>{pontiac}</td>\n",
       "      <td>{pontiac}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>brand: ['as-speedfather'], model: ls2, type: ['valve cover'], oem part number: ['mhh005b '], manufacturer part number: ['asf17625ed835r'], category: 2.0, item_title: aluminum cast polished valve covers with coil mounts for gm ls ls1 ls2 ls3 53</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>brand: ['audi tt, a3 (3.2l)'], make: audi, model: vw gti, passat, jetta (2.0l), manufacturer part number: ['02e-911-023-lx'], category: 0.0, item_title: 02e-911-023-lx oem starter motor for audi tt a3 32l vw gti passat jetta 20l, cleaned_desc: oem traders international visit our store! visita nuestra tienda!! visitez notre magasin! besuchen sie unseren shop! 02e-911-023-lx oem starter motor for audi tt, a3 3.2l vw gti, passat, jetta 2.0l important item information: this fits: 2008-2009 audi ...</td>\n",
       "      <td>{volkswagen, audi}</td>\n",
       "      <td>{volkswagen, audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>brand: ['audi'], make: audi, model: a5, year: ['2010'], manufacturer part number: ['a5333826441lkq'], vehicle identification number: ['waujfafh2an021827'], category: 1.0, item_title: 2010 audi a5 coolant overflow bottle oem 100k miles lkq333826441</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>{volkswagen, audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>brand: ['audi'], make: audi, model: a6, year: ['2012', '2013', '2014', '2015', '2016', '2017'], fitment: ['unknown'], type: ['junction block', 'unknown'], oem part number: ['4g0937517 / 4g0 937 517'], manufacturer part number: ['4g0937517 / 4g0 937 517', 'no'], vehicle identification number: ['no'], category: 0.0, item_title: 2012-2017 audi a6 quattro relay fuse box battery junction block oem, cleaned_desc: donor: 2014 audi a6 quattro prestige sedan donor engine: 3.0l v6 dohc 24v, gasoline d...</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>brand: ['audi'], make: audi, model: audi q5, year: ['2011'], fitment: ['direct replacement'], oem part number: ['8t0907468ab'], manufacturer part number: ['8t0907468ab'], sku: ['q135', '10e5ff1f-173c-49c6-8b7f-179bcc5c2e59'], category: 0.0, item_title: 09 10 11 12 audi q5 8t0907468ab interface gateway control module, cleaned_desc: black gold import auto parts ltd black gold import auto parts ltd nisku, ab business hours (mst/mdt) mon - fri 8:00am - 5:00pm closed sat &amp; sun this chassis brain ...</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>brand: ['audi'], make: audi, model: q5, year: ['2018', '2019', '2020', '2021', '2022', '2023'], oem part number: ['4m0907247 / 4m0907 247 / 4m0 907 247'], manufacturer part number: ['80a907247 / 80a907 247 / 80a 907 247'], sku: ['1359'], category: 0.0, item_title: 2018 - 2023 audi q5 rear right door keyless entry antenna module oem 80a907247, cleaned_desc: ebay listing template example :: car-part.com a plus auto, llc nicholasville, ky business hours (eastern) mon - fri 8am - 5pm • sat &amp; sun...</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>brand: ['audi'], make: audi, year: ['2008', '2009'], fitment: ['direct replacement'], type: ['engine control unit (ecu)'], oem part number: ['4e1910560d'], manufacturer part number: ['4e1-910-560-d'], category: 0.0, item_title: audi a8 quattro ecm ecu pcm engine control module 42l oem 2008 2009, cleaned_desc: audi a8 quattro ecm ecu pcm engine control module 4.2l oem 2008 2009 -the compatibility chart is a reference, always check the manufacture, supersede or interchange part numbers, especi...</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>brand: ['autopart premium'], make: lexus, year: ['2005', '2004', '2006', '2005', '2004', '2006', '2004', '2005', '2006'], fitment: ['lexus es330 ignition coil'], oem part number: ['zc836np'], product name: ['ignition coil'], manufacturer part number: ['zc836np'], sku: ['400:zc836np'], category: 3.0, item_title: ignition coil for 2004-2006 lexus es330 base 33l v6 2005 zc836np</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>brand: ['autopart premium'], make: volkswagen, model: touareg, year: ['2004', '2005', '2006', '2004', '2005', '2006'], oem part number: ['75zc35j'], manufacturer part number: ['75zc35j', 'ignition coil'], sku: ['400:75zc35j'], category: 3.0, item_title: autopart premium 75zc35j ignition coil fits 2004-2006 vw touareg 42l v8</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>brand: ['autopart premium'], year: ['1970', '1971', '1972', '1973', '1974', '1970', '1971', '1972', '1973', '1974', '1970', '1971', '1972', '1973', '1974'], fitment: ['american motors hornet spark plug wire set'], oem part number: ['sk853tw'], product name: ['spark plug wire set'], manufacturer part number: ['sk853tw'], sku: ['400:sk853tw'], category: 3.0, item_title: spark plug wire set for 1970-1974 american motors hornet 1971 1972 1973 sk853tw</td>\n",
       "      <td>{amc}</td>\n",
       "      <td>{amc}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>brand: ['baochi cars'], make: nissan, model: fit, year: ['1998', '1999', '2000', '2001', '1998', '1999', '2000', '2001'], fitment: ['direct replacement'], type: ['solenoid valve'], manufacturer part number: ['14956-1p101, 149561p101'], category: 3.0, item_title: new solenoid valve fit for nissan altima 1998-2001 149561p101 149561p100</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>brand: ['bavarian motor works (bmw)'], make: bmw, model: bmw 535i, year: ['2011', '2011'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['170035', 'ae916d8a-e06c-46f4-8a58-c0e37936263d'], category: 4.0, item_title: 11 bmw 535i carrier assembly 2011 bmw 535i oem atrwd</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>brand: ['bavarian motor works (bmw)'], make: bmw, model: m850i, year: ['2019', '2019'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['u95792', '3d9363d4-7949-4f98-b470-81d446ab8fcc'], category: 4.0, item_title: 2019 bmw m850i oem 44l 8 speed automatic transmission</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>brand: ['bbb industries'], make: subaru, model: impreza, year: ['1993', '1994', '1995', '1996', '1997'], type: ['alternator'], oem part number: ['28010220'], manufacturer part number: ['13479'], sku: ['bbb:13479'], part title: ['ultima 13479 reman', 'better brake 13479','mpa 13479 alternator / generator and related components - alternator', 'alternator vision oe 13479 reman fits 93-97 subaru impreza 1.8l-h4', 'auto plus/pro select 13479 reman - alternator', 'uni-select 13479 reman', 'alterna...</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>brand: ['bbb industries'], type: ['alternator'], manufacturer part number: ['7801-7'], sku: ['615:7801-7'], part title: ['alternator bbb industries 7801-7 reman', 'genco 7801-7', 'con-rel auto electric 78017 - alternator', 'alternator rotex 7801-7 reman', 'alternator uni-select 7801-7 reman','maxpower rebuilders 7801-7 reman','suncoast 7801-7', 'ap auto electric 78017 - alternator', 'ltd parts 7801-7', 'visteon 7801-7', 'alternator proamp 7801-7 reman', 'alternator-vin: n, gas, fi, natural m...</td>\n",
       "      <td>{buick, oldsmobile}</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>brand: ['bbb industries'], type: ['alternator'], oem part number: ['373003c250'], manufacturer part number: ['11111'], sku: ['vi:11111'], part title: ['ultima 11111 reman', 'door mirror carquest 11111','mpa 11111 alternator / generator and related components - alternator', 'alternator quality-built 11111 reman fits 12-15 honda crosstour 2.4l-l4', 'alternator fvp 11111 reman fits 2012 honda crosstour 2.4l-l4', 'bishko automotive literature 11111 books and manuals - owners manual', 'pure energ...</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>brand: ['beck/arnley'], fitment: ['direct replacement'], manufacturer part number: ['143-0081, 1430081'], category: 1.0, item_title: one new beckarnley engine coolant thermostat 1430081</td>\n",
       "      <td>{dodge, peugeot, toyota, saab, nissan, sunbeam, volvo, mazda, jaguar}</td>\n",
       "      <td>{jeep, dodge, chrysler}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>brand: ['beck/arnley'], type: ['direct ignition coil'], oem part number: ['26020075'], manufacturer part number: ['178-8412'], sku: ['544:178-8412'], part title: ['carquest 178-8412', 'auto plus/beck/arnley 1788412 ignition coil - ignition coil', 'advance 178-8412 ignition coil', 'auto extra 178-8412', 'direct ignition coil beck/arnley 178-8412'], part brands: ['carquest', 'auto plus', 'autoextra/beck/arnley', 'beck/arnley', 'advance/ignition &amp; engine filters'], subtype: ['ignition coil', 'd...</td>\n",
       "      <td>{honda, isuzu}</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>brand: ['beurbestparts'], make: saturn, model: vue, year: ['2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009'], fitment: ['direct replacement', 'no'], type: ['ignition coil', 'blade', 'coil on plug (cop)', 'plug in'], oem part number: ['uf400'], manufacturer part number: ['be133365u01', 'yes'], vehicle identification number: ['no'], category: 3.0, item_title: ignition coils spark plugs for 2004-2007 saturn vue 2001-2009 acura mdx 35l</td>\n",
       "      <td>{saturn, honda, acura}</td>\n",
       "      <td>{saturn, acura}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>brand: ['bmw', 'genuine oem'], make: bmw, model: 535i, year: ['8991', '1989', '1990', '1991'], manufacturer part number: ['1 726 685'], sku: ['188369'], category: 0.0, item_title: bmw 535i engine computer ecu dme e34 89-91 oem 1 726 685 735i, cleaned_desc: bmw 535i engine computer ecu dme e34 89-91 oem 1 726 685 735i breaking down 1990 bmw 535i this listing is for: engine computer oem part#: 1 726 685 fitment: 89-91 e34 please confirm with your dealer. shipments us shipping all large items t...</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>brand: ['bmw'], make: bmw, model: 750i, year: ['2009', '2010', '2011', '2012', '2013', '2014', '2015'], fitment: ['direct replacement'], type: ['terminal', 'female'], oem part number: ['9223473'], manufacturer part number: ['9223473'], category: 0.0, item_title: 09-15 bmw f04 7 750i 750li active hybrid positive battery terminal cable- oem, cleaned_desc: when you buy our item you agree to our terms and conditions item condition: good / normal use / as shown in the photos / it is buyer's respo...</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>brand: ['bmw'], make: bmw, model: bmw 325i, year: ['2006', '2006'], type: ['ignition coil'], manufacturer part number: ['12137548553'], sku: ['0001425618', 'ny12-eff116-4139113'], part title: ['sic autoparts 12137548553 electrical connectors - ignition coil connector'], part brands: ['sic autoparts'], subtype: ['ignition coil connector'], part types: ['electrical connectors'], category: 3.0, item_title: used ignition coil fits 2006 bmw 325i 30l thru 306 grade a</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>brand: ['bmw'], make: bmw, model: m5, year: ['1999', '2000', '2001', '2002', '2003'], manufacturer part number: ['1406869'], category: 2.0, item_title: 99-03 bmw e39 m5 s62 engine oil inlet outlet pressure hose pair oem</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>brand: ['bmw'], make: bmw, model: x3, year: ['2015', '2013', '2014', '2015', '2016', '2017'], vehicle identification number: ['5uxwx9c59f0d52294'], sku: ['019698', '1109924'], category: 4.0, item_title: 13 - 17 bmw x3 flywheel or flex plate e675874</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>brand: ['bnr'], make: chrysler, model: sebring, year: ['1996', '1997', '1998', '1999', '2000'], type: ['alternator'], manufacturer part number: ['13592'], part title: ['alternator-vin: h, gas, fi, natural, convertible quality rebuilders 13592 reman', 'radiator osc 13592', 'alternator bbb industries 13592 reman fits 96-00 chrysler sebring 2.5l-v6', 'aim 13592 reman', 'alternator-convertible auto plus 13592 reman fits 96-97 chrysler sebring 2.4l-l4', 'pure energy 13592 alternator / generator a...</td>\n",
       "      <td>{chrysler}</td>\n",
       "      <td>{chrysler}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>brand: ['bosch'], make: audi, year: ['1991', '1991'], oem part number: ['96711qy'], product name: ['distributor cap'], manufacturer part number: ['96711qy'], sku: ['400:96711qy'], category: 3.0, item_title: for 1991 audi 80 distributor cap bosch 96711qy distributor cap</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>brand: ['bosch'], make: hyundai, model: 6, year: ['2007', '2008'], type: ['spark plug', 'gasoline'], oem part number: ['6 bosch 8100'], manufacturer part number: ['6 bosch 8100', 'yes'], vehicle identification number: ['yes'], category: 3.0, item_title: 6 pack spark plugs bosch double platinum for 2007-2008 hyundai entourage v6-38l</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>brand: ['bosch'], type: ['engine auxiliary water pump'], manufacturer part number: ['0392023004'], part title: ['auto plus 0392023004 reman engine water pump', 'engine auxiliary water pump-(new) bosch 0392023004', 'pb/bosch 0392023004 engine water pump', 'engine auxiliary water pump-eng code: 112.949 advance 0392023004', 'auto extra 0392023004'], part brands: ['advance auto parts', 'bosch', 'auto plus', 'auto extra', 'pep boys'], subtype: ['engine water pump', 'engine auxiliary water pump'],...</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>brand: ['bosch'], type: ['spark plug'], manufacturer part number: ['f8dc4'], part title: ['auto plus/bosch f8dc4 secondary ignition - spark plug','spark plug-nickel bosch f8dc4', 'carquest/bosch f8dc4 secondary ignition - spark plug', 'auto extra f8dc4', 'advance f8dc4 spark plug'], part brands: ['carquest', 'bosch', 'auto plus', 'auto extra', 'advance/ignition &amp; engine filters'], subtype: ['spark plug'], part types: ['secondary ignition'], category: 3.0, item_title: bosch spark plug f8dc4</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>brand: ['brand new','realray'], model: corvette, type: ['corvette servo kit'], oem part number: ['a74905bk, 74905bk, k77895b'], manufacturer part number: ['a74905bk'], category: 4.0, item_title: hi-performance corvette servo kit th700r4 4l60e 4l65e 4l70e th700-r4 piston kit</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>brand: ['bremi'], make: bmw, model: 530i, year: ['2017', '2018', '2019', '2020', '2017', '2018', '2019', '2020'], oem part number: ['24946kw'], product name: ['engine oil'], manufacturer part number: ['24946kw'], sku: ['400:24946kw'], category: 2.0, item_title: for 2017-2020 bmw 530i xdrive engine oil bremi 24946kw 2018 2019</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>brand: ['buick'], make: buick, model: encore, year: ['2015', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020'], vehicle identification number: ['kl4cjfsb4fb204268'], sku: ['180390', '2129949'], category: 4.0, item_title: transfer case fits 13-20 trax 2129949</td>\n",
       "      <td>{chevrolet, buick}</td>\n",
       "      <td>{chevrolet, pontiac,, saturn, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>brand: ['buick'], make: buick, model: encore, year: ['2018'], type: ['auto'], manufacturer part number: ['encore347667339lkq'], vehicle identification number: ['kl4cjasb4jb682217'], category: 4.0, item_title: 2018 buick encore transmission oem 38k miles lkq347667339</td>\n",
       "      <td>{buick}</td>\n",
       "      <td>{buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>brand: ['buick'], make: buick, model: lucerne, year: ['2008', '2005', '2006', '2007', '2008', '2009'], vehicle identification number: ['1g4hp57228u142997'], sku: ['ac1635', '2318729'], category: 0.0, item_title: starter motor fits 05-09 allure 2318729, cleaned_desc: hollander welcome to our ebay store! starter motor fits 05-09 allure 2318729 description starter: tested in the vehicle to be in working condition. unbolted with all attached wires. donor vehicle model : lucerne year : 2008 milea...</td>\n",
       "      <td>{chevrolet, pontiac, buick}</td>\n",
       "      <td>{buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>brand: ['buyautoparts'], make: audi, model: jetta, type: ['cooling fan assembly'], manufacturer part number: ['19-20617an'], category: 1.0, item_title: for vw jetta beetle golf audi tt quattro new right side cooling fan assembly tcp</td>\n",
       "      <td>{volkswagen, audi}</td>\n",
       "      <td>{volkswagen, audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>brand: ['buyautoparts'], make: buick, model: c10, year: ['1980'], type: ['alternator'], manufacturer part number: ['31-10531an'], category: 0.0, item_title: for buick century chevrolet c10 gmc c1500 1980 alternator gap, cleaned_desc: great auto parts description features: as one of the world's largest automotive parts suppliers, our parts are trusted every day by mechanics and vehicle owners worldwide. this alternator is manufactured and tested to the strictest oe car and truck standards for...</td>\n",
       "      <td>{chevrolet, gmc, buick}</td>\n",
       "      <td>{chevrolet, gmc, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>brand: ['buyautoparts'], make: buick, year: ['2006', '2007', '2008'], type: ['radiator'], manufacturer part number: ['19-00564an'], category: 1.0, item_title: for buick lucerne 2006 2007 2008 w 38l v6 radiator tcp</td>\n",
       "      <td>{buick}</td>\n",
       "      <td>{buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>brand: ['buyautoparts'], make: lincoln, model: continental, type: ['starter'], manufacturer part number: ['30-06746an'], category: 0.0, item_title: for lincoln continental mercury sable ford taurus starter csw, cleaned_desc: welcome to car steering menu about this item as one of the world's largest automotive parts suppliers, our parts are trusted every day by mechanics and vehicle owners worldwide. this starter is manufactured and tested to the strictest oe car and truck standards for unpar...</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>brand: ['cadillac'], make: cadillac, model: dts, year: ['2007', '2006', '2007', '2008', '2009', '2010', '2011'], vehicle identification number: ['1g6kd57y47u176254'], sku: ['x0373', '649212'], category: 0.0, item_title: alternator base fits 06-11 dts 649212, cleaned_desc: welcome to our ebay store! alternator base fits 06-11 dts 649212 description donor vehicle vin: 1g6kd57y47u176254 model: dts year: 2007 mileage: 102000 (0 = not available or unknown) stock number: x0373 store number: 1 part...</td>\n",
       "      <td>{cadillac, buick}</td>\n",
       "      <td>{cadillac, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>brand: ['cadillac'], make: cadillac, year: ['2010'], fitment: ['direct replacement'], manufacturer part number: ['12642612'], vehicle identification number: ['yes'], category: 0.0, item_title: engine computer programmed plugplay 2010 cadillac srx 12642612 aaxs 30l ecm, cleaned_desc: home about us feedback view all listings contact us menu categories engine computers modules &amp; relays abs parts audio parts climate controls engine parts exterior moldings &amp; trim fuse box instrument clusters inte...</td>\n",
       "      <td>{cadillac}</td>\n",
       "      <td>{cadillac}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>brand: ['carbole'], make: jaguar, model: 6, fitment: ['direct replacement'], type: ['piston'], oem part number: ['aj126'], manufacturer part number: ['aj126'], category: 2.0, item_title: for jaguar land rover 30l v6 supercharged piston assembly aj126 6 set w rings</td>\n",
       "      <td>{land rover, jaguar}</td>\n",
       "      <td>{land rover, jaguar}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>brand: ['cardone reman', 'cardone'], make: gmc, model: blazer, year: ['1983', '1984'], type: ['ignition distributor'], manufacturer part number: ['30-1430'], part title: ['advance 30-1430 reman', 'power steering pump-rwd arc 30-1430', 'advance 30-1430 distributor', 'distributor pronto 30-1430 reman', \"o'reilly 30-1430 hvac blower motor resistor\", 'auto plus/cardone industries 301430 reman distributor and magneto - distributor', 'distributor cardone 30-1430 reman', 'hvac blower motor resistor...</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>brand: ['cardone reman', 'cardone'], make: nissan, model: nx, year: ['1991', '1992', '1993', '1994'], type: ['cv axle shaft'], manufacturer part number: ['60-6060'], part title: ['parts plus 60-6060', 'auto plus/cardone industries 606060 cv components - cv axle assembly, right', 'cv axle shaft master pro 60-6060 reman', 'cv axle shaft-drive axle pronto 60-6060 reman', \"o'reilly 60-6060 cv axle assembly\", \"cv axle shaft-masterpro o'reilly 60-6060 reman\", 'cv axle shaft cardone 60-6060 reman',...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>brand: ['cardone'], make: case, type: ['transfer case motor'], oem part number: ['12474401,12474401,12474401,'], manufacturer part number: ['83-105'], sku: ['a1:83-105'], part title: ['transfer case motor-4wd cardone 83-105', 'transfer case motor-new carquest 83-105', 'transfer case motor-new advance 83-105', 'carquest 83105 transfer case motor', 'parts master/a1 cardone 83105 motors - transfer case motor', 'auto plus/cardone industries 83105 motors - transfer case motor', 'transfer case mot...</td>\n",
       "      <td>{chevrolet, cadillac, gmc, isuzu}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac, oldsmobile}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>brand: ['champion'], make: gmc, year: ['1990', '1991', '1992', '1993', '1994', '1995', '1996'], fitment: ['direct replacement','see notes'], type: ['spark plug'], manufacturer part number: ['hlx-cha3018-cl360a79'], category: 3.0, item_title: for gmc c6000c7000 topkick 1990-1996 spark plug tapered nickel platinum power</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>brand: ['chevrolet truck'], make: chevrolet truck, model: silvrdo15, year: ['2015', '2014', '2015', '2016', '2017', '2018', '2019'], vehicle identification number: ['3gcukrec1fg409034'], sku: ['019495', '1092669'], category: 4.0, item_title: 14 - 19 chevrolet silverado 1500 passenger right front axle shaft e659119</td>\n",
       "      <td>{chevrolet, cadillac, gmc}</td>\n",
       "      <td>{chevrolet, pontiac,, saturn, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>brand: ['chevrolet truck'], make: chevrolet truck, model: tchev1500, year: ['1989', '1987', '1988', '1989', '1990'], sku: ['10nof', '181817'], category: 0.0, item_title: alternator 85 amp fits 87-90 astro 181817, cleaned_desc: welcome to our ebay store! alternator 85 amp fits 87-90 astro 181817 description donor vehicle vin: model: tchev1500 year: 1989 mileage: 0 (0 = not available or unknown) stock number: 10nof store number: 1 part detail part grade: part category: u part placement: notes:...</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>{chevrolet, gmc, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>brand: ['chevrolet'], make: chevrolet, model: aveo, year: ['2011', '2011'], type: ['alternator'], manufacturer part number: ['96991181'], vehicle identification number: ['kl1td5de1bb235168'], sku: ['l2208060', 'co26-l2208060-1150513'], part title: ['advance 96991181 alternator', 'auto plus/acdelco gm original equip 96991181 - alternator', 'carquest/acdelco gm oe/gm gen parts 96991181 - alternator', 'alternator gm parts 96991181', 'acdelco gm oe/gm genuine parts 96991181 - alternator', 'alter...</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>brand: ['chevrolet'], make: chevrolet, model: equinox, year: ['2015'], manufacturer part number: ['equinox336715379lkq'], vehicle identification number: ['2gnflfek0f6366384'], category: 0.0, item_title: 2015 chevrolet equinox starter motor oem 51k miles lkq336715379, cleaned_desc: ****important**** click here to see full part description and important part fitment information. ***important notice regarding responses to messages*** thank you for your interest in our item. due to heavy sales v...</td>\n",
       "      <td>{chevrolet, buick, saturn, pontiac, gmc}</td>\n",
       "      <td>{chevrolet, pontiac, gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>brand: ['chevrolet'], make: chevrolet, model: malibu, year: ['2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017'], vehicle identification number: ['1g1zg57bx9f250081'], sku: ['a90412', '81842'], category: 3.0, item_title: coilignitor fits 10-17 equinox 81842</td>\n",
       "      <td>{chevrolet, buick, saab, saturn, pontiac, gmc}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>brand: ['chevrolet'], make: chevrolet, model: malibu, year: ['2011', '2011', '2012'], vehicle identification number: ['1g1za5e19bf339707'], sku: ['135506', '109373'], category: 0.0, item_title: chassis ecm body control bcm right hand center dash fits 11-12 malibu 109373, cleaned_desc: hollander welcome to our ebay store! chassis ecm body control bcm right hand center dash fits 11-12 malibu 109373 description donor vehicle model : malibu year : 2011 mileage : 142000 (0 = not available or unkn...</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>brand: ['chevrolet'], make: chevrolet, model: tahoe, year: ['2008'], manufacturer part number: ['tahoe322434392lkq'], vehicle identification number: ['1gnfc13c28r112228'], category: 4.0, item_title: 2008 chevrolet tahoe rear drive shaft oem 148k miles lkq322434392</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>brand: ['chevrolet'], make: chevrolet, model: traverse, year: ['2018', '2019', '2020', '2021'], type: ['wire harness'], oem part number: ['unknown'], manufacturer part number: ['unknown'], sku: ['a7low; 72867'], category: 0.0, item_title: 2018-2021 chevrolet traverse rear crossmember sub frame wire wiring harness oem, cleaned_desc: aam parts donor vehicle: 2019 chevrolet traverse lt engine: 3.6l v6 dohc 24v gasoline (lfy) transmission: 9 speed automatic transmission (9t65) drive type: front ...</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>brand: ['chevrolet'], make: chevrolet, model: trax, year: ['2015'], type: ['auto'], manufacturer part number: ['trax313833596lkq'], vehicle identification number: ['kl7cjksb3fb183344'], category: 4.0, item_title: 2015 chevrolet trax automatic transmission oem 97k miles lkq313833596</td>\n",
       "      <td>{chevrolet, buick}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>brand: ['chevrolet'], model: traverse, year: ['2018', '2019', '2020', '2021'], fitment: ['no'], type: ['antenna'], oem part number: ['13580787'], manufacturer part number: ['13580787', 'no'], vehicle identification number: ['no'], sku: ['No2-u1-low:139349'], part title: ['acdelco gm oe/gm genuine parts 13580787 mobile multi-media - power antenna', 'carquest/acdelco gm original equip 13580787 mobile multi-media - power antenna', 'antenna-ls gm parts 13580787', 'carquest/acdelco gm oe/gm gen p...</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>brand: ['chevy'], make: chevy, model: impala, year: ['2012', '2012'], manufacturer part number: ['13502585, 13502585, 13586975, 13588312'], vehicle identification number: ['2g1wc5e36c1260924'], sku: ['kk3616', '5390706'], category: 0.0, item_title: 2012 chevy impala alternator 150 amp, cleaned_desc: untitled 5 please use the below parts compatibility list as the most accurate part fitment options. the ebay parts compatibility list may not have all options listed. this part will fit these mak...</td>\n",
       "      <td>{chevrolet, gmc, cadillac, buick}</td>\n",
       "      <td>{chevrolet, cadillac, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>brand: ['cloyes gear &amp; product'], type: ['engine timing chain tensioner'], oem part number: ['395312500a'], manufacturer part number: ['9-5047'], sku: ['clo:9-5047'], part title: ['clevite 9-5047', 'auto extra 9-5047', 'elgin 9-5047','mahle original 9-5047', 'engine timing chain tensioner upper fvp 9-5047', 'engine timing chain tensioner cloyes gear &amp; product 9-5047', 'perfect circle 9-5047'], part brands: ['perfect circle', 'fvp', 'cloyes gear &amp; product', 'auto extra', 'elgin','mahle origin...</td>\n",
       "      <td>{mazda, ford}</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>brand: ['cloyes', 'cloyes gear &amp; product'], make: oldsmobile, model: achieva, year: ['1992', '1993', '1994', '1995', '1992', '1993', '1994', '1995'], oem part number: ['15747yj'], product name: ['timing guide rail', 'engine timing chain guide'], sku: ['400:15747yj'], category: 2.0, item_title: for 1992-1995 oldsmobile achieva timing guide rail left cloyes 15747yj 1993 1994</td>\n",
       "      <td>{oldsmobile}</td>\n",
       "      <td>{oldsmobile}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>brand: ['clutchxperts'], make: toyota, model: camry, year: ['2002', '2003', '2004', '2005', '2006'], fitment: ['direct replacement'], type: ['clutch alignment tool','manual transmission', 'oem push type diaphragm','stick shift manual transmission only'], oem part number: ['16803a 16953a tyk1505 tyk1506 16-011, 133241 16108-2100', '2-725-stu, 31210-33042 31210-28060 31210-33040'], manufacturer part number: ['cxp-t3c56036at', 'yes'], vehicle identification number: ['no'], category: 4.0, item_t...</td>\n",
       "      <td>{toyota, scion}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>brand: ['corteco'], make: audi, year: ['2007', '2009', '2008', '2010', '2007', '2009', '2008', '2010', '2007', '2008', '2009', '2010'], fitment: ['audi q7 engine mount'], oem part number: ['pb596nr'], product name: ['engine mount'], manufacturer part number: ['pb596nr'], sku: ['400:pb596nr'], category: 2.0, item_title: engine mount for 2007-2010 audi q7 pb596nr</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>brand: ['corteco'], year: ['2008', '2006', '2007', '2009', '2008', '2006', '2007', '2009', '2006', '2007', '2008', '2009'], fitment: ['volkswagen rabbit clutch release bearing guide tube'], oem part number: ['zm271tq'], product name: ['clutch release bearing guide tube'], manufacturer part number: ['zm271tq'], sku: ['400:zm271tq'], category: 4.0, item_title: clutch release bearing guide tube for 2006-2009 vw rabbit 2008 2007 zm271tq</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>brand: ['corteco'], year: ['2014', '2011', '2012', '2013', '2015', '2016', '2014', '2011', '2012', '2013', '2015', '2016', '2011', '2012', '2013', '2014', '2015', '2016'], fitment: ['mini cooper countryman input shaft seal'], oem part number: ['d653ph'], product name: ['input shaft seal'], sku: ['400:d653ph'], category: 4.0, item_title: input shaft seal for 2011-2016 mini cooper countryman 2014 2012 2013 2015 d653ph</td>\n",
       "      <td>{mini}</td>\n",
       "      <td>{mini}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>brand: ['cpw'], make: mitsubishi, year: ['1997', '1998', '1999'], manufacturer part number: ['cpw17360'], category: 2.0, item_title: cylinder head set with head bolt kit fits 97-99 mitsubishi 24l l4 sohc</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>brand: ['crown', 'crown automotive sales co.'], type: ['differential ring and pinion'], manufacturer part number: ['5073013aa'], sku: ['573:5073013aa'], part title: ['differential ring and pinion crown 5073013aa', 'differential ring and pinion mopar 5073013aa'], part brands: ['crown automotive sales co.','mopar'], subtype: ['differential ring and pinion'], part types: ['differential'], category: 4.0, item_title: differential ring and pinion rear crown 5073013aa</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>{jeep, dodge, chrysler}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>brand: ['csf'], type: ['radiator'], oem part number: ['164000d030'], manufacturer part number: ['2473'], sku: ['csf:2473'], part title: ['advance 2473 engine mount', 'trailer connector kit gp sorensen 2473', 'a/c compressor and clutch carquest/proliance ready-rad 2473', 'disc brake pad and caliper kit-loaded brake caliper c &amp; w industries 2473', 'differential pinion bearing-bearings timken 2473', 'a/c compressor and clutch autoextra/proliance ready-rad 2473', 'carquest/anchor 2473 cylinder b...</td>\n",
       "      <td>{chevrolet, toyota}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>brand: ['dana spicer'], type: ['differential gear set'], oem part number: ['83504197'], manufacturer part number: ['22106-5x'], sku: ['ds3:22106-5x'], part title: ['differential gear set-fsgr spicer 22106-5x', \"pat's driveline 221065x differential - differential gear set\", 'differential ring and pinion-base advance 22106-5x', 'differential ring and pinion carquest 22106-5x', 'differential gear set-x svl by dana 22106-5x', 'differential gear set-fsgr dana spicer 22106-5x'], part brands: ['adv...</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>{jeep, dodge, chrysler}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>brand: ['darupsun'], make: mazda, model: 5, fitment: ['direct replacement'], manufacturer part number: ['uf540'], part title: ['auto plus/standard motor products uf540 ignition coil - ignition coil', \"o'reilly uf540 ignition coil\", 'direct ignition coil prenco uf540'], part brands: ['intermotor', 'auto plus', 'prenco'], subtype: ['ignition coil', 'direct ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: 4x ignition coils spark plugs uf540 for mazda mx-5 cx-7 3 20l 23l</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>brand: ['dayco'], model: truck, manufacturer part number: ['dp019'], part title: ['engine water pump-cx dayco dp019'], part brands: ['dayco'], subtype: ['engine water pump'], part types: ['water pump and related components'], category: 1.0, item_title: engine water pump water pump and related components water pump-autolight truck</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{mazda, mercury, ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>brand: ['dayco'], type: ['hvac heater hose'], oem part number: ['f81z18472ma'], manufacturer part number: ['87889'], sku: ['580:87889'], part title: ['hvac heater hose-small i.d. heater hose dayco 87889', 'advance 87889 hvac heater hose', 'hvac heater hose-small i.d. heater hose advance 87889', 'hvac heater hose-small i.d. heater hose carquest 87889'], part brands: ['advance auto parts', 'advance/belts &amp; cooling', 'dayco', 'carquest'], subtype: ['hvac heater hose'], part types: ['hoses and p...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>brand: ['dayco'], type: ['radiator coolant hose'], oem part number: ['e9tz8260c'], manufacturer part number: ['70705'], sku: ['dy:70705'], part title: ['drive-rite 70705', 'carquest 70705 cv axle assembly, right', 'radiator coolant hose-curved radiator hose advance 70705', 'cv axle assembly-auto trans, 6 speed trans fits 2012 chevrolet captiva sport', 'visteon 70705', 'cv axle shaft-4wd front-left/right crs automotive parts 70705', 'radiator coolant hose-curved radiator hose dayco 70705', 'w...</td>\n",
       "      <td>{chevrolet, ford, mercury, bmw, eagle, pontiac, cadillac, fiat, mercedes-benz}</td>\n",
       "      <td>{chevrolet, cadillac, gmc}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>brand: ['dea'], model: g10, year: ['1965', '1968', '1964', '1966', '1967', '1969', '1970', '1971', '1965', '1968', '1964', '1966', '1967', '1969', '1970', '1971', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971'], fitment: ['chevrolet g10 van engine mount'], oem part number: ['wx891dr'], product name: ['engine mount'], manufacturer part number: ['wx891dr'], sku: ['400:wx891dr'], category: 2.0, item_title: engine mount for 1964-1971 chevy g10 van 1965 1968 1966 1967 1969 1970 wx...</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>brand: ['dea/ttpa'], model: vue, year: ['2004', '2005', '2006', '2007'], type: ['automatic transmission mount'], oem part number: ['15801384'], manufacturer part number: ['a5697'], sku: ['581:a5697'], part title: ['air filter-vin: r, diesel, fi, turbo pure pro a5697', 'automatic transmission mount-auto trans mount fits 04-07 saturn vue 3.5l-v6'], part brands: ['dea/ttpa', 'purepro'], subtype: ['air filter', 'automatic transmission mount|engine mount'], part types: ['cylinder block components...</td>\n",
       "      <td>{saturn}</td>\n",
       "      <td>{saturn}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>brand: ['delphi'], make: gmc, model: sonoma, year: ['1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '1995', '1996', '1997', '1998', '1999', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004'], fitment: ['gmc sonoma ignition distributor'], oem part number: ['v885xz'], product name: ['ignition distributor'], sku: ['400:v885xz'], category: 3.0, item_title: ignition distributor for 1995-2004 gmc sonoma 1996 1997 1998 1999 2000 v885xz</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>brand: ['delphi'], type: ['engine crankshaft position sensor'], oem part number: ['23731al60c'], manufacturer part number: ['ss12219'], sku: ['dph:ss12219'], part title: ['auto plus/delphi ss12219 sensors - engine crankshaft position sensor', 'carquest/delphi ss12219 sensors - engine crankshaft position sensor', 'engine crankshaft position sensor delphi ss12219'], part brands: ['auto plus', 'delphi', 'carquest'], subtype: ['engine crankshaft position sensor'], part types: ['sensors'], catego...</td>\n",
       "      <td>{nissan, infiniti}</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>brand: ['delphi'], type: ['ignition coil'], oem part number: ['06b905115'], manufacturer part number: ['gn10294'], sku: ['de:gn10294'], part title: ['carquest/delphi gn10294 ignition coil - ignition coil', 'direct ignition coil-eng code: atw prenco gn10294', 'auto plus/delphi gn10294 ignition coil - ignition coil', 'advance gn10294 ignition coil', 'auto extra gn10294', 'ignition coil delphi gn10294'], part brands: ['prenco', 'carquest', 'auto plus', 'alliance oe delphi-engine management', 'a...</td>\n",
       "      <td>{volkswagen, audi}</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>brand: ['denso 8 boots'], make: ford e350 econoline club wagon, model: e350, year: ['1997', '1998', '1999', '2000', '2001', '2002', '1997', '1998', '1999', '2000', '2001', '2002', '1997', '1998', '1999', '2000', '2001', '2002'], fitment: ['8 boots -- original equipment replacement part / complete cop...'], type: ['direct ignition coil boot kit'], oem part number: ['71ndmq'], sku: ['400:71ndmq'], category: 3.0, item_title: direct ignition coil boot kit fits e350 econoline club wagon 1997-2002...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>brand: ['denso auto parts'], make: acura, type: ['spark plug'], manufacturer part number: ['5357'], part title: ['spark plug denso 5357', 'disc brake rotor-brake rotors qualis 5357', 'catalytic converter-direct fit converter catco 5357', 'disc brake rotor transbec 5357 fits 94-99 dodge ram 1500', 'disc brake rotor and hub assembly-rwd aimco 5357 fits 97-98 dodge ram 1500', 'proforce 5357', 'auto extra 5357', 'power steering pump atlantic 5357 reman fits 94-98 hyundai sonata', 'burco 5357 mir...</td>\n",
       "      <td>{chevrolet, mitsubishi, dodge, honda, jeep, kia, saturn, volkswagen, pontiac, chrysler, mazda, hyundai, acura}</td>\n",
       "      <td>{acura}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>brand: ['denso auto parts'], make: honda, model: cr-v, year: ['2014', '2013', '2012', '2011', '2010', '2010', '2011', '2012', '2013', '2014'], fitment: ['direct replacement'], type: ['engine camshaft position sensor'], manufacturer part number: ['sx-1110 2014 2013 2012 2011 2010 engine'], category: 3.0, item_title: denso camshaft position sensor for 2010-2014 honda cr-v 24l l4 engine pu</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>brand: ['denso auto parts'], make: lexus, model: is300, type: ['radiator'], manufacturer part number: ['221-9464'], part title: ['carquest/denso 2219464 radiators, coolers and related components - radiator', 'auto extra 221-9464', 'radiator-base denso 221-9464', 'advance 221-9464 radiator'], part brands: ['advance/belts &amp; cooling', 'auto extra', 'denso', 'carquest'], subtype: ['radiator'], part types: ['radiators, coolers and related components'], category: 1.0, item_title: for lexus is250 i...</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>brand: ['denso auto parts'], make: mercedes-benz, model: s550, year: ['2016', '2015', '2014', '2013', '2012', '2012', '2013', '2014', '2015', '2016'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['sx-2219 iridium power 2016 2015 2014'], category: 3.0, item_title: 8 pc denso iridium power spark plugs for 2012-2016 mercedes-benz s550 46l zw</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>brand: ['denso auto parts'], make: mercury, model: cougar, year: ['1983', '1982', '1982', '1983'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['sx-2662 standard u-groove 1983 1982'], category: 3.0, item_title: 6 pc denso standard u-groove spark plugs for 1982-1983 mercury cougar 38l hg</td>\n",
       "      <td>{mercury}</td>\n",
       "      <td>{mercury}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>brand: ['denso'], make: mazda ford, model: b3000 ranger aerostar, year: ['1994', '1991', '1992', '1993', '1995', '1994', '1991', '1992', '1993', '1995', '1991', '1992', '1993', '1994', '1995'], oem part number: ['dp59m9'], product name: ['spark plug wire set'], manufacturer part number: ['dp59m9', '8mm -- original equipment replacement part / complete ignition...'], sku: ['400:dp59m9'], category: 3.0, item_title: spark plug wire set for 91-95 mazda ford b3000 ranger aerostar dp59m9</td>\n",
       "      <td>{mazda, ford}</td>\n",
       "      <td>{mazda, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>brand: ['denso'], make: mazda, model: tribute, year: ['2009', '2010', '2011', '2009', '2010', '2011'], oem part number: ['53554qk'], product name: ['oil filter'], manufacturer part number: ['53554qk'], sku: ['400:53554qk'], category: 2.0, item_title: for 2009-2011 mazda tribute oil filter denso 53554qk 2010 30l v6 first time fit</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>brand: ['denso'], make: mazda, model: tt, type: ['ignition kit'], manufacturer part number: ['bbnf-7166-4003832'], category: 3.0, item_title: denso wire set 7mm 4 iridium tt spark plugs 04 kit for mazda 20l l4 std asp</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>brand: ['denso'], type: ['spark plug wire set'], oem part number: ['26050114'], manufacturer part number: ['671-6228'], sku: ['den:671-6228'], part title: ['carquest/denso 6716228 - spark plug wire set', 'advance 671-6228 spark plug wire set','spark plug wire set-5mm denso 671-6228','spark plug wire set denso 671-6228','spark plug wire set-5mm autoextra/denso 671-6228'], part brands: ['carquest', 'auto extra', 'fmp oe denso o2 sensors', 'advance/ignition &amp; engine filters', 'denso'], subtype:...</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>brand: ['denso'], type: ['spark plug'], oem part number: ['4425979'], manufacturer part number: ['5305'], sku: ['den:5305'], part title: ['parts master 5305', 'better brake 5305', 'auto-kool 5305', 'carquest 5305', 'federated 5305 - power steering pressure hose', 'air filter bosch 5305', 'distributor vacuum advance master pro 5305', 'distributor vacuum advance original eng mgmt 5305 fits 83-85 nissan 720 2.4l-l4', 'engine air intake scoop rampage 5305', 'engine air intake scoop-hood scoop cr...</td>\n",
       "      <td>{geo, mitsubishi, bmw, chrysler, mg, triumph, dodge, honda, suzuki, volkswagen, amc, jeep, rolls-royce, mercedes-benz, hyundai, chevrolet, land rover, jaguar, daihatsu, ford, toyota, nissan, kia, pontiac, cadillac, gmc, plymouth, mazda, porsche}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>brand: ['denso'], type: ['starter motor'], oem part number: ['2810050100'], manufacturer part number: ['280-0320'], sku: ['nde:280-0320'], part title: ['starter motor-starter denso 280-0320 reman', 'auto extra 280-0320','starter motor denso 280-0320 reman'], part brands: ['auto extra', 'fmp oe denso o2 sensors', 'denso'], subtype: ['starter motor'], part types: ['starter and related components'], category: 0.0, item_title: starter motor-starter denso 280-0320 reman, cleaned_desc: ebay whi te...</td>\n",
       "      <td>{lexus, toyota}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>brand: ['detroit axle'], make: kia, model: optima, fitment: ['direct replacement'], type: ['cv axle assembly', 'direct replacement'], manufacturer part number: ['63d_ax'], category: 4.0, item_title: front driver side cv axle shaft assembly for kia optima hyundai sonata santa fe</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>brand: ['diamond power'], make: ford, model: mustang, fitment: ['direct replacement'], type: ['piston set'], manufacturer part number: ['p6403-030'], category: 2.0, item_title: piston set fits ford mustang ranger explorer mountaineer 40l - size 030</td>\n",
       "      <td>{mercury, isuzu, land rover, ford}</td>\n",
       "      <td>{mercury, land rover, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>brand: ['diy solutions'], make: ford, year: ['1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988', '1989', '1990', '1991'], fitment: ['ford e250 econoline club wagon distributor cap'], oem part number: ['cr566wj'], product name: ['distributor cap'], manufacturer part number: ['cr566wj'], sku: ['400:cr566wj'], category: 3.0, item_title: dist...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>brand: ['diy solutions'], make: suzuki, model: 3, year: ['2000'], type: ['ignition coil'], oem part number: ['3340065g00'], manufacturer part number: ['ign00046'], sku: ['diy:ign00046'], part title: ['ignition coil-vin: 3 diy solutions ign00046 fits 2000 suzuki esteem 1.6l-l4'], part brands: ['diy solutions'], subtype: ['ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: ignition coil-vin 3 diy solutions ign00046 fits 2000 suzuki esteem 16l-l4</td>\n",
       "      <td>{suzuki}</td>\n",
       "      <td>{suzuki}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>brand: ['dnj'], make: nissan, model: 240sx, year: ['1994', '1995', '1996', '1997', '1998'], manufacturer part number: ['hgb653'], part title: ['engine cylinder head gasket set-dohc, eng code: ka24de, 16 valves fits 240sx l4'], part brands: ['dnj engine components'], subtype: ['engine cylinder head gasket set'], part types: ['gaskets and sealing systems'], category: 2.0, item_title: dnj hgb653 cylinder head set with head bolt kit for 94-98 nissan 240sx 24l dohc</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>brand: ['dodge truck'], make: dodge truck, model: tdodr2500, year: ['2003', '2003', '2004', '2005', '2006'], vehicle identification number: ['1d7ku28dx3j614641'], sku: ['v3472', '1643552'], category: 0.0, item_title: alternator 160 amp fits 03-06 dodge 2500 pickup 1643552, cleaned_desc: powered by frooition all items see our ebay store for more great items &gt;&gt; shop categories abs anti-lock brake part other aftermarket stereos air bags amplifiers anti-lock brake part automobiles stereos a/v eq...</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>brand: ['dodge'], make: dodge, model: caravan, fitment: ['direct replacement'], type: ['engine control unit (ecu)'], manufacturer part number: ['68330233'], category: 0.0, item_title: 16 17 18 dodge caravan engine control module computer ecm ecu unit 68330233, cleaned_desc: please review the pictures before purchase, you will receive what is pictured. some control modules may need to be reprogram med, please check with your local dealership or shop. *the compatibility chart is a reference, b...</td>\n",
       "      <td>{dodge, chrysler}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>brand: ['dodge'], make: dodge, model: dodge 1500 pickup, year: ['2003', '2003'], type: ['engine control module (ecm)'], manufacturer part number: ['56028769ab'], sku: ['6270149', 'ny12-egl015-6270149'], part title: ['engine control module (ecm)-st, vin: d mopar fits 2003 dodge ram 1500 5.7l-v8', 'carquest/mopar 56028769ab control modules - engine control module (ecm)'], part brands: ['carquest/mopar','mopar'], subtype: ['engine control module (ecm)|powertrain control module (pcm) diode', 'en...</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>brand: ['dodge'], make: dodge, model: intrepid, year: ['1997', '1993', '1994', '1995', '1996', '1997'], vehicle identification number: ['2b3hd56f1vh781793'], sku: ['070004', '7460'], category: 1.0, item_title: radiator fits 93-97 concorde 7460</td>\n",
       "      <td>{eagle, dodge, chrysler}</td>\n",
       "      <td>{dodge, chrysler}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>brand: ['dodge'], make: dodge, model: ram 1500, year: ['2004', '2005', '2006'], manufacturer part number: ['ram 1500363842488lkq'], vehicle identification number: ['1d7ha18d64j115589'], category: 1.0, item_title: 2004-2006 dodge ram 1500 electric cooling fan assembly 99k oem lkq</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>brand: ['dodge'], make: mitsubishi, type: ['fwd'], oem part number: ['oem'], manufacturer part number: ['oem'], vehicle identification number: ['yes'], category: 4.0, item_title: mitsubishi 3000gt dodge stealth oem automatic transmission shifter cable linkage</td>\n",
       "      <td>{mitsubishi, dodge}</td>\n",
       "      <td>{mitsubishi, dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>brand: ['does not apply'], make: toyota, model: camry, year: ['1992', '1992', '1993', '1994'], manufacturer part number: ['does not apply'], vehicle identification number: ['4t1vk12e4nu022075'], sku: ['u18e50', '211914'], category: 0.0, item_title: starter motor 14kw fits 92-94 lexus es300 211914, cleaned_desc: welcome to our ebay store! starter motor 1.4kw fits 92-94 lexus es300 211914 description donor vehicle vin: 4t1vk12e4nu022075 model: camry year: 1992 mileage: 381000 (0 = not availabl...</td>\n",
       "      <td>{lexus, toyota}</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>brand: ['does-no-apply'], make: hyundai, model: sonata, year: ['2021', '2021'], manufacturer part number: ['does-no-apply'], vehicle identification number: ['5npej4j22mh068240'], sku: ['230320', '876875'], category: 0.0, item_title: sonata 2021 chassis ecm 876875, cleaned_desc: hollander welcome to our ebay store! sonata 2021 chassis ecm 876875 description good condition donor vehicle model : sonata year : 2021 mileage : 60000 (0 = not available or unknown) stock number : 230320 notes : 08 2...</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>brand: ['dorman - oe solutions'], make: chevrolet, model: v3500, year: ['1989', '1990', '1991'], manufacturer part number: ['sx-6157 1991 1990 1989 belts cooling'], category: 1.0, item_title: dorman engine oil cooler line connector for 1989-1991 chevrolet v3500 57l ko</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>brand: ['dorman product'], make: jeep, model: grand wagoneer, year: ['1993'], fitment: ['direct replacement','see notes'], type: ['oil drain plug'], oem part number: ['14086055'], manufacturer part number: ['hlx-dor65147-cl360a151'], category: 2.0, item_title: for jeep grand wagoneer 1993 engine oil drain plug pilot point - silver steel</td>\n",
       "      <td>{am general, chevrolet, dodge, buick, eagle, pontiac, cadillac, chrysler, gmc, oldsmobile, jeep, plymouth}</td>\n",
       "      <td>{jeep, dodge, chrysler}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>brand: ['dorman'], fitment: ['replacement'], manufacturer part number: ['697-309'], part title: ['carquest 697-309', 'auto extra 697-309', 'differential ring and pinion dorman 697-309', 'carquest/dorman 697309 differential - differential ring and pinion', 'auto plus/dorman (oe solutions) 697309 - ring and pinion'], part brands: ['autoextra/dorman (oe solutions)', 'carquest', 'auto plus', 'dorman (oe solutions)'], subtype: ['differential ring and pinion'], part types: ['differential'], catego...</td>\n",
       "      <td>{dodge, ford, mercury, lincoln, chrysler, plymouth}</td>\n",
       "      <td>{chevrolet, dodge, buick, ford, mercury, lin}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>brand: ['dorman'], make: cadillac, model: cts, year: ['2003', '2004', '2005', '2006'], type: ['drive shaft coupler'], oem part number: ['19299917'], manufacturer part number: ['935-608'], sku: ['dor:935-608'], part title: ['auto plus/dorman (oe solutions) 935608 drive shaft - drive shaft coupler', 'auto extra 935-608', 'carquest/dorman 935608 drive shaft - drive shaft coupler', 'carquest 935-608', 'drive shaft coupler dorman 935-608 fits 03-06 cadillac cts'], part brands: ['autoextra/dorman ...</td>\n",
       "      <td>{cadillac}</td>\n",
       "      <td>{cadillac}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>brand: ['dorman'], make: chevrolet c6500 kodiak, model: c6500 kodiak, year: ['1997', '1998', '1997', '1998', '1997', '1998'], fitment: ['engine oil drain plug gasket -- metal/rubber gasket; package q...'], type: ['oil drain plug gasket'], oem part number: ['64xkpj'], sku: ['400:64xkpj'], category: 2.0, item_title: dorman oil drain plug gasket fits chevy c6500 kodiak 1997-1998 64xkpj</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>brand: ['dorman'], make: ford, model: econoline super duty, year: ['1996', '1996'], oem part number: ['92981kc'], product name: ['pipe plug'], manufacturer part number: ['92981kc'], sku: ['400:92981kc'], category: 2.0, item_title: for 1996 ford econoline super duty pipe plug dorman 92981kc 58l v8</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>brand: ['dorman'], make: ford, model: mustang, year: ['2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], type: ['clutch slave cylinder'], manufacturer part number: ['233nh82'], sku: ['328:233nh82'], category: 4.0, item_title: fits 2005-2012 ford mustang clutch slave cylinder dorman 233nh82 2006 2007 2008</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>brand: ['dorman'], make: honda, year: ['1999', '2000', '2001', '2002', '2003'], type: ['drive shaft'], manufacturer part number: ['976-030'], part title: ['drive shaft dorman 976-030', 'carquest/dorman 976030 drive shaft - drive shaft', 'auto plus/dorman (oe solutions) 976030 drive shaft - drive shaft', 'carquest 976-030', 'auto extra 976-030'], part brands: ['autoextra/dorman (oe solutions)', 'auto plus', 'dorman (oe solutions)', 'carquest'], subtype: ['drive shaft'], part types: ['drive sh...</td>\n",
       "      <td>{honda, isuzu}</td>\n",
       "      <td>{honda, isuzu}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>brand: ['dorman'], make: kenworth, year: ['2008', '2009', '2010', '2011', '2008', '2009', '2010', '2011'], type: ['vehicle speed sensor'], product name: ['differential speed sensor'], manufacturer part number: ['468hv55'], sku: ['328:468hv55'], category: 4.0, item_title: vehicle speed sensor fits 2008-2011 kenworth t170 dorman 468hv55</td>\n",
       "      <td>{kenworth}</td>\n",
       "      <td>{kenworth}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>brand: ['dorman'], make: volkswagen, model: tiguan, year: ['2018', '2018'], oem part number: ['19836sp'], product name: ['oil drain plug wrench'], sku: ['400:19836sp'], category: 2.0, item_title: for 2018 volkswagen tiguan oil drain plug wrench dorman 19836sp 20l 4 cyl</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>brand: ['dorman'], model: 500x, type: ['engine cooling fan assembly', 'brushed', 'forward align fin','regular'], manufacturer part number: ['621-577'], vehicle identification number: ['n/a'], part title: ['auto extra 621-577', 'engine cooling fan assembly dorman 621-577', 'carquest 621-577', 'auto plus/dorman (oe solutions) 621577 - engine cooling fan assembly', 'carquest/dorman 621577 - engine cooling fan assembly'], part brands: ['autoextra/dorman (oe solutions)', 'auto plus', 'dorman (oe ...</td>\n",
       "      <td>{jeep, ram, fiat}</td>\n",
       "      <td>{jeep, ram, dodge, chrysler}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>brand: ['dorman'], model: impala, year: ['2004'], fitment: ['direct replacement'], manufacturer part number: ['620-639'], part title: ['auto plus/dorman (oe solutions) 620639 - engine cooling fan assembly', 'carquest 620-639', 'auto extra 620-639', 'engine cooling fan assembly dorman 620-639', 'carquest/dorman 620639 - engine cooling fan assembly'], part brands: ['autoextra/dorman (oe solutions)', 'auto plus', 'dorman (oe solutions)', 'carquest'], subtype: ['engine cooling fan assembly'], pa...</td>\n",
       "      <td>{chevrolet, pontiac}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>brand: ['dorman'], model: ranger, year: ['1998', '1999', '2000', '2001', '2002', '2003'], type: ['fan blade'], oem part number: ['17zgqf68'], manufacturer part number: ['17zgqf68'], sku: ['400:17zgqf68'], category: 1.0, item_title: fan blade 17zgqf68 for ranger explorer sport trac 2001 1999 1998 2000 2002 2003</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{mercury}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>brand: ['dorman'], type: ['engine coolant reservoir'], manufacturer part number: ['603-765'], part title: ['carquest/dorman 603765 - engine coolant reservoir', 'carquest 603-765', 'engine coolant reservoir-recovery tank dorman 603-765', 'auto plus/dorman (oe solutions) 603765 - engine coolant reservoir'], part brands: ['auto plus', 'dorman (oe solutions)', 'carquest'], subtype: ['engine coolant reservoir'], part types: ['radiators, coolers and related components'], category: 1.0, item_title:...</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>brand: ['dorman'], type: ['engine oil pump flow control valve'], oem part number: ['5184295ae'], manufacturer part number: ['926-235'], sku: ['rb:926-235'], part title: ['engine oil pump flow control valve dorman 926-235', 'carquest/dorman 926235 - engine oil pump flow control valve', 'auto plus/dorman (oe solutions) 926235 - engine oil pump flow control valve', 'carquest 926-235'], part brands: ['auto plus', 'dorman (oe solutions)', 'carquest'], subtype: ['engine oil pump flow control valve...</td>\n",
       "      <td>{jeep, ram, dodge, chrysler}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>brand: ['drivebolt'], make: mitsubishi, model: expo, year: ['1993', '1994', '1993', '1994'], oem part number: ['16qr76c'], manufacturer part number: ['16qr76c', 'ignition coil'], sku: ['400:16qr76c'], category: 3.0, item_title: drivebolt 16qr76c ignition coil fits 1993-1994 mitsubishi expo ignition coil</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>brand: ['energy suspension', 'energy'], model: monaco, type: ['engine mount'], oem part number: ['25zbxb65'], manufacturer part number: ['25zbxb65'], sku: ['400:25zbxb65'], category: 2.0, item_title: engine mount 25zbxb65 for monaco charger dart aspen cb300 coronet diplomat</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge, chrysler}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>brand: ['enginetech'], fitment: ['direct replacement', 'no'], type: ['head gasket set', 'head gasket set'], oem part number: ['cr148hs-qwb'], manufacturer part number: ['cr148hs-qwb'], category: 2.0, item_title: enginetech head gasket set with head bolts</td>\n",
       "      <td>{dodge, chrysler}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>brand: ['enginetech'], fitment: ['direct replacement', 'no'], type: ['intake valve', 'intake valve', 'intake'], oem part number: ['v1476-8'], manufacturer part number: ['v1476-8'], category: 2.0, item_title: enginetech chrome stem intake valve pack of 8</td>\n",
       "      <td>{chevrolet, buick, pontiac, cadillac, gmc, oldsmobile}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>brand: ['enginetech'], fitment: ['direct replacement'], manufacturer part number: ['bb1013.50'], category: 2.0, item_title: enginetech engine connecting rod bearing set bb101350</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>brand: ['facet'], make: volkswagen, model: beetle, year: ['2001'], manufacturer part number: ['7.5690-bk'], category: 1.0, item_title: engine cooling fan switch for 2001 volkswagen beetle turbo 18l l4 gas dohc</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>brand: ['factory/oem'], make: mini cooper, model: mini 1, year: ['2009', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015'], vehicle identification number: ['wmwmf33589tu75977'], sku: ['101115', '1287641'], category: 4.0, item_title: driver left axle shaft 16l base fits 07-15 mini cooper 1287641</td>\n",
       "      <td>{mini}</td>\n",
       "      <td>{mini}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>brand: ['febi'], make: bmw, model: 528e, year: ['1986', '1988', '1987', '1982', '1983', '1984', '1985', '1986', '1988', '1987', '1982', '1983', '1984', '1985', '1982', '1983', '1984', '1985', '1986', '1987', '1988'], fitment: ['bmw 528e oil filler cap'], oem part number: ['dm445zq'], product name: ['oil filler cap'], manufacturer part number: ['dm445zq'], sku: ['400:dm445zq'], category: 2.0, item_title: oil filler cap for 1982-1988 bmw 528e 1986 1987 1983 1984 1985 dm445zq</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>brand: ['febi'], make: bmw, model: 550i, year: ['2006', '2007', '2008', '2009', '2010', '2006', '2007', '2008', '2009', '2010'], oem part number: ['61375xq'], product name: ['drive shaft flex joint'], manufacturer part number: ['61375xq'], sku: ['400:61375xq'], category: 4.0, item_title: for 2006-2010 bmw 550i drive shaft flex joint front febi 61375xq 2007 2008 2009</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>brand: ['fel-pro'], fitment: ['direct replacement', '2011, dodge, nitro, detonator sport utility 4-door, 4.0l 3952cc 241cu'], manufacturer part number: ['es 71105-1'], part title: ['engine valve cover grommet set fel-pro es 71105-1', 'auto extra es 71105-1'], part brands: ['auto extra', 'fel-pro'], subtype: ['engine valve cover grommet|engine valve cover grommet set|spark plug tube seal', 'engine valve cover grommet set'], part types: ['hardware, fasteners and fittings|secondary ignition', '...</td>\n",
       "      <td>{volkswagen, dodge, chrysler, plymouth}</td>\n",
       "      <td>{nitro, dodge, chrysler}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>brand: ['fel-pro'], make: ford, model: windstar, year: ['1999'], type: ['engine cylinder head gasket set'], manufacturer part number: ['hs 9250 pt-4'], sku: ['fel:hs 9250 pt-4'], part title: ['engine cylinder head gasket set fel-pro fits 99-03 ford windstar 3.8l-v6', 'auto extra hs 9250 pt-4'], part brands: ['auto extra', 'fel-pro'], subtype: ['engine cylinder head gasket set|engine gasket set', 'engine cylinder head gasket set'], part types: ['gaskets and sealing systems'], category: 2.0, i...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>brand: ['fel-pro'], model: 3, type: ['engine coolant thermostat seal'], oem part number: ['w700319s300'], manufacturer part number: ['35284'], sku: ['zl-fel:35284'], part title: ['hvac blower motor 4 seasons 35284', 'auto plus/four seasons 35284 - hvac blower motor', 'advance 35284', 'hvac blower motor carquest 35284', \"hvac blower motor o'reilly 35284\", 'auto plus/fel-pro 35284 - engine coolant thermostat seal', 'iseal 35284', 'exhaust system hanger insulator walker 35284', 'advance 35284 e...</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>brand: ['fel-pro'], type: ['engine cylinder head gasket set'], manufacturer part number: ['hs 26531 pt'], sku: ['111:hs 26531 pt'], part title: ['auto extra hs 26531 pt', 'engine cylinder head gasket set fel-pro hs 26531 pt'], part brands: ['auto extra', 'fel-pro'], subtype: ['engine cylinder head gasket set'], part types: ['gaskets and sealing systems'], category: 2.0, item_title: engine cylinder head gasket set-dohc eng code ej255 fel-pro hs 26531 pt</td>\n",
       "      <td>{subaru, saab}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>brand: ['fel-pro'], type: ['engine intake manifold gasket set'], manufacturer part number: ['ms 94781'], sku: ['fel:ms 94781'], part title: ['auto extra ms 94781', 'engine intake manifold gasket set fel-pro ms 94781'], part brands: ['auto extra', 'fel-pro'], subtype: ['engine intake manifold gasket set', 'engine intake manifold gasket|engine intake manifold gasket set|exhaust muffler gasket|exhaust seal ring'], part types: ['gaskets and sealing systems'], category: 2.0, item_title: engine in...</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>brand: ['fel-pro'], type: ['engine oil pan gasket set'], manufacturer part number: ['os 30759'], sku: ['fp:os 30759'], part title: ['engine oil pan gasket set fel-pro os 30759', 'auto extra os 30759'], part brands: ['auto extra', 'fel-pro'], subtype: ['engine oil pan gasket set'], part types: ['gaskets and sealing systems'], category: 2.0, item_title: engine oil pan gasket set lower fel-pro os 30759</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>brand: ['felpro', 'fel-pro'], make: gmc, year: ['1966', '1966'], oem part number: ['42785jm'], product name: ['timing cover gasket set', 'engine timing cover gasket set'], sku: ['400:42785jm'], category: 2.0, item_title: for 1966 gmc p1000 timing cover gasket set felpro 42785jm</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>brand: ['felpro', 'fel-pro'], make: lexus, model: sc300, year: ['1993', '1997', '1992', '1994', '1995', '1999', '1996', '1998', '2000', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999', '2000'], oem part number: ['13rr29n'], manufacturer part number: ['13rr29n', 'engine oil pan gasket set -- rtv sealant included for oil pan...'], sku: ['400:13rr29n'], category: 2.0, item_title: felpro 13rr29n oil pan gasket set fits 1992-2000 lexus sc300 30l 6 cyl</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>brand: ['felpro', 'fel-pro'], make: lincoln, model: mkt, year: ['2012', '2010', '2011', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019'], oem part number: ['98nq13j'], manufacturer part number: ['engine cylinder head gasket -- head bolts not included; head b...', '98nq13j'], sku: ['400:98nq13j'], category: 2.0, item_title: felpro 98nq13j left head gasket fits 2010-2019 lincoln mkt 35l v6</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>brand: ['fischer &amp; plath'], make: bmw, year: ['1988', '1989', '1990', '1991', '1992', '1988', '1989', '1990', '1991', '1992'], oem part number: ['49284fm'], product name: ['auto trans drain plug gasket', 'automatic transmission drain plug seal'], sku: ['400:49284fm'], category: 4.0, item_title: for 1988-1992 bmw 735i auto trans drain plug gasket 49284fm 1989 1990 1991</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>brand: ['ford truck'], make: ford truck, model: escape, year: ['2006', '2005', '2006', '2007'], vehicle identification number: ['1fmyu02z66kb34670'], sku: ['dmd175', '22228385'], category: 0.0, item_title: chassis ecm abs vin z 8th digit 2wd fits 05-07 escape 22228385, cleaned_desc: hollander welcome to our ebay store! chassis ecm abs vin z 8th digit 2wd fits 05-07 escape 22228385 description dealer programing may be required please message with any questions prior to ordering donor vehicle ...</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>brand: ['ford truck'], make: ford truck, model: escape, year: ['2016', '2014', '2015', '2016', '2017'], vehicle identification number: ['1fmcu0jx4gub70387'], sku: ['230209', '790174'], category: 1.0, item_title: radiator fan motor thru 021217 fits 14-17 transit connect 790174</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>brand: ['ford truck'], make: ford truck, model: escape, year: ['2016', '2015', '2016'], vehicle identification number: ['1fmcu0g7xgua29623'], sku: ['bp1930', '2474309'], category: 0.0, item_title: chassis ecm air bag fits 15-16 escape 2474309, cleaned_desc: welcome to our ebay store! chassis ecm air bag fits 15-16 escape 2474309 description donor vehicle vin: 1fmcu0g7xgua29623 model: escape year: 2016 mileage: 88000 (0 = not available or unknown) stock number: bp1930 store number: 1 part det...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>brand: ['ford truck'], make: ford truck, model: explorer, year: ['1997'], sku: ['140706', '265881'], category: 0.0, item_title: engine ecm electronic control module firewall 6-245 fits 97 explorer 265881, cleaned_desc: welcome to our ebay store! engine ecm electronic control module firewall 6-245 fits 97 explorer 265881 description engine ecm electronic control module firewall 6-245 fits 97 explorer donor vehicle vin: model: explorer year: 1997 mileage: 0 (0 = not available or unknown) stock...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>brand: ['ford truck'], make: ford truck, model: explorer, year: ['2003', '2002', '2003', '2004', '2005'], vehicle identification number: ['1fmzu74w03za59032'], sku: ['230660', '805535'], category: 1.0, item_title: radiator excluding sport trac fits 02-05 explorer 805535</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>brand: ['ford truck'], make: ford truck, model: f150, year: ['2005', '2004', '2005', '2006', '2007', '2008'], vehicle identification number: ['1ftrx14w05fb66627'], sku: ['egm075', '6623048'], category: 4.0, item_title: rear drive shaft 145 wb 4wd 46l fits 04-08 ford f150 pickup 6623048</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>brand: ['ford truck'], make: ford truck, model: f150, year: ['2013'], vehicle identification number: ['1ftfw1etxdkf54335'], sku: ['32138a', '2084140'], category: 0.0, item_title: engine ecm electronic control module 35l turbo fits 13 ford f150 pickup 2084140, cleaned_desc: hollander welcome to our ebay store! engine ecm electronic control module 3.5l turbo fits 13 ford f150 pickup 2084140 description please be aware that some modules will have to be reprogrammed to the new vehicle to functio...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>brand: ['ford truck'], make: ford truck, model: f150, year: ['2021', '2021'], vehicle identification number: ['1ftfw1e10mfc73586'], sku: ['22349', '952877'], category: 0.0, item_title: f150 2021 alternator 952877, cleaned_desc: welcome to our ebay store! f150 2021 alternator 952877 description listing is for the pictured alternator. please confirm compatibility prior to ordering. thanks and buy with confidence!!! donor vehicle vin: 1ftfw1e10mfc73586 model: f150 year: 2021 mileage: 45000 (0 =...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>brand: ['ford truck'], make: ford, model: f150, year: ['2016', '2017', '2018', '2019', '2020'], type: ['engine brain box'], manufacturer part number: ['fl3z 12a650-bebnp'], vehicle identification number: ['1ftmf1c85gkd88056'], sku: ['2h7464', '2h7464', '1337401'], category: 0.0, item_title: engine ecm electronic control module 37l fits 17-20 lincoln continental 1337401, cleaned_desc: menu home about us feedback contact ask a question description f150 2016 this listing has been upgraded to ou...</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>brand: ['ford'], make: ford, model: focus, year: ['2016', '2016'], type: ['engine coolant reservoir'], manufacturer part number: ['cv6z8a080a'], vehicle identification number: ['1fadp3f28gl365578'], sku: ['fgd016', 'tx62-fgd016-1001789406'], category: 1.0, item_title: used engine coolant reservoir fits 2016 ford focus electric ev grade a</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>brand: ['ford'], make: ford, model: ford edge, year: ['2008', '2008', '2009'], fitment: ['direct replacement', 'no'], type: ['engine control unit (ecu)'], oem part number: ['8t4a-12a650-ee'], manufacturer part number: ['8t4a-12a650-ee', 'no'], vehicle identification number: ['no'], sku: ['1044', '1592ad65-7f15-4bf2-a2f0-6626a2440d52'], category: 0.0, item_title: 08-09 2008-2009 ford edge lincoln mkx electronic control module computer oem, cleaned_desc: a-1 automotive a-1 automotive erie, pa ...</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>brand: ['ford'], make: ford, model: ford f150 pickup, year: ['2016', '2016'], type: ['radiator shutter assembly'], manufacturer part number: ['3064152'], vehicle identification number: ['1ftew1ep7gkd66536'], sku: ['zl0026', 'r01450434', 'ff42-zl0026-1450434'], category: 1.0, item_title: used radiator shutter assembly fits 2016 ford f150 pickup air shutter grad</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>brand: ['ford'], make: ford, model: fusion, year: ['2006'], manufacturer part number: ['fusion353443971lkq'], vehicle identification number: ['3fahp08146r170081'], category: 4.0, item_title: 2006 ford fusion front driver left cv axle shaft oem 133k miles lkq353443971</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>brand: ['ford'], make: ford, model: fusion, year: ['2011'], manufacturer part number: ['fusion363554568lkq'], vehicle identification number: ['3fahp0ha0br251461'], category: 4.0, item_title: 2011 ford fusion front driver left cv axle shaft oem 115k miles lkq363554568</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>brand: ['ford'], make: ford, model: fusion, year: ['2015', '2015'], type: ['starter motor'], manufacturer part number: ['cj5z11002b'], vehicle identification number: ['3fa6p0hd3fr220650'], sku: ['ab2011', 'aa93-ab2011-2211004'], part title: ['starter motor motorcraft cj5z11002b'], part brands: ['motorcraft'], subtype: ['starter motor'], part types: ['starter and related components'], category: 0.0, item_title: used starter motor fits 2015 ford fusion 15l wo automatic engine stop and sta, cle...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>brand: ['ford'], make: ford, model: mustang, year: ['2015', '2015', '2016', '2017', '2018', '2019', '2020'], vehicle identification number: ['1fatp8uh6f5400752'], sku: ['p22146', '545243'], category: 1.0, item_title: coolant reservoir fits 15-20 mustang 545243</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>brand: ['ford'], make: ford, year: ['2001'], manufacturer part number: ['f150336095218lkq'], vehicle identification number: ['1ftrw07lx1kb39385'], category: 1.0, item_title: 2001 ford f150 coolant overflow bottle oem 148k miles lkq336095218</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>brand: ['formula auto parts'], type: ['ignition coil'], oem part number: ['8943389230'], manufacturer part number: ['igc114'], sku: ['fap:igc114'], part title: ['ignition coil formula auto parts igc114'], part brands: ['formula auto parts'], subtype: ['ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: ignition coil formula auto parts igc114</td>\n",
       "      <td>{honda, isuzu}</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>brand: ['fx racing'], make: nissan, model: sentra, year: ['2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019'], fitment: ['direct replacement'], type: ['clutch kit + flywheel bundle set','manual', 'heavy duty push type diaphragm'], oem part number: ['06-091 nsk1026fw dmf129 06086fc 06086st'], manufacturer part number: ['ns06091-ss; dmf129-cp', 'yes'], vehicle identification number: ['no'], category: 4.0, item_title: fx hd sport clutch luk flywheel for 11-17 nissan juke 17-...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>brand: ['gates'], make: chevrolet, model: k30, year: ['1973', '1974', '1973', '1974'], oem part number: ['71155db'], product name: ['radiator hose', 'radiator coolant hose'], manufacturer part number: ['71155db'], sku: ['400:71155db'], category: 1.0, item_title: for 1973-1974 chevrolet k30 pickup radiator hose lower gates 71155db</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>brand: ['gates'], make: ford, model: 300, year: ['1963', '1963'], fitment: ['direct replacement'], type: ['engine crankcase breather cap'], manufacturer part number: ['sx5187 motor oil change'], category: 2.0, item_title: gates oil crankcase breather cap for 1963 ford 300 36l l6 - engine motor xd</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>brand: ['gates'], make: ford, model: mustang, year: ['2005', '2006', '2007', '2008', '2009', '2010', '2005', '2006', '2007', '2008', '2009', '2010'], fitment: ['4.0l v6 gas;'], type: ['thermostat housing', 'engine coolant water outlet'], oem part number: ['177pa96'], product name: ['coolant outlet'], manufacturer part number: ['177pa96'], sku: ['328:177pa96'], category: 1.0, item_title: for 2005-2010 ford mustang 40l gas-engine coolant thermostat housing gates</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>brand: ['gates'], make: gmc, model: pickup, year: ['1973', '1974', '1973', '1974'], oem part number: ['98345hs'], product name: ['radiator hose', 'radiator coolant hose'], manufacturer part number: ['98345hs'], sku: ['400:98345hs'], category: 1.0, item_title: for 1973-1974 gmc c35c3500 pickup radiator hose lower gates 98345hs</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>brand: ['gates'], make: toyota, model: camry, year: ['1993', '1993'], fitment: ['3.0l v6 gas;'], type: ['radiator coolant hose', 'flexible coolant hose (standard)'], oem part number: ['184pd63'], manufacturer part number: ['184pd63'], sku: ['328:184pd63'], category: 1.0, item_title: radiator coolant hose-lower for 1993 toyota camry 30l gates 184pd63</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>brand: ['gates'], make: volkswagen, model: golf, year: ['1993', '1994', '1995', '1996', '1997', '1998'], manufacturer part number: ['t242'], part title: ['engine timing belt-powergrip premium oe timing belt advance t242', 'engine timing belt-powergrip premium oe timing belt carquest t242', 'advance t242 engine timing belt', 'engine timing belt-powergrip premium oe timing belt gates t242', 'carquest t242'], part brands: ['carquest', 'gates', 'advance/belts &amp; cooling', 'advance/carquest gates'...</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>brand: ['gates'], model: 4000, year: ['1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988'], type: ['water pump'], oem part number: ['3ccy71'], sku: ['400:3ccy71'], category: 1.0, item_title: water pump 3ccy71 for 4000 80 90 1980 1981 1982 1983 1984 1985 1986 1987 1988</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>brand: ['gates'], model: truck, year: ['2002', '2002'], oem part number: ['24841bd'], product name: ['radiator hose', 'radiator coolant hose'], manufacturer part number: ['24841bd'], sku: ['400:24841bd'], category: 1.0, item_title: for 2002 sterling truck lt7500 radiator hose gates 24841bd</td>\n",
       "      <td>{sterling truck}</td>\n",
       "      <td>{sterling truck}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>brand: ['gates'], type: ['engine cooling fan module'], oem part number: ['5102818ab'], manufacturer part number: ['fcm127k'], sku: ['zo:fcm127k'], part title: ['engine cooling fan module advance fcm127k', 'engine cooling fan module carquest fcm127k', 'advance fcm127k engine cooling fan controller', 'engine cooling fan module gates fcm127k'], part brands: ['carquest', 'gates', 'advance/belts &amp; cooling', 'advance/carquest gates', 'advance/carquest hd water pumps'], subtype: ['engine cooling fa...</td>\n",
       "      <td>{mercedes-benz, chrysler}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>brand: ['gates'], type: ['radiator coolant hose'], oem part number: ['15654519'], manufacturer part number: ['21984'], sku: ['123:21984'], part title: ['radiator coolant hose-molded coolant hose gates 21984', 'fuel injection idle air control valve-dohc bwd 21984', 'advance 21984 radiator coolant hose', 'radiator coolant hose-molded coolant hose carquest 21984', 'fog light assembly left carquest 21984', 'acdelco gm oe/gm genuine parts 21984 - radiator', 'radiator-luxury, vin: 4, 4wd, eng code...</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>brand: ['gearhead enterprises'], make: ford, model: bronco, year: ['1934', '1935', '1936', '1966'], type: ['joint', 'fwd'], manufacturer part number: ['srnuj-003 (black)'], category: 4.0, item_title: 1966-75 ford bronco 34-36 spline x 34 dd black manual steering u joint</td>\n",
       "      <td>{volkswagen, chevrolet, ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>brand: ['geba 100% new'], make: audi, model: q7, year: ['2017', '2018', '2019', '2017', '2018', '2019'], oem part number: ['32my66k'], manufacturer part number: ['100% new -- except thermostat and housing assembly', '32my66k'], sku: ['400:32my66k'], category: 1.0, item_title: geba 32my66k water pump fits 2017-2019 audi q7 20l 4 cyl</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>brand: ['general motors'], make: gmc, model: sierra, year: ['2012'], manufacturer part number: ['12659377'], vehicle identification number: ['yes'], category: 0.0, item_title: engine computer programmed plugplay 2012 gmc sierra 12659377 abvh 60l pcm ecm, cleaned_desc: home about us feedback view all listings contact us menu categories engine computers modules &amp; relays abs parts audio parts climate controls engine parts exterior moldings &amp; trim fuse box instrument clusters interior &amp; trunk mi...</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>brand: ['genuine gm parts'], type: ['drive axle shaft'], manufacturer part number: ['23199121'], sku: ['acd:23199121'], part title: ['drive axle shaft rear gm parts 23199121 reman', 'acdelco gm oe/gm genuine parts 23199121 axle shaft - drive axle shaft', 'drive axle shaft acdelco mexico 23199121', 'carquest/acdelco gm original equip 23199121 axle shaft - drive axle shaft', 'gm genuine parts 23199121 axle shaft - drive axle shaft', 'auto plus/acdelco gm original equip 23199121 axle shaft - dr...</td>\n",
       "      <td>{chevrolet, cadillac, gmc}</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>brand: ['genuine vw/audi'], type: ['engine timing cover seal'], manufacturer part number: ['06k103583'], category: 2.0, item_title: genuine oem engine timing cover seal for vwaudi 06k103583</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>brand: ['genuine'], make: bmw, model: 330i, year: ['2006', '2006'], oem part number: ['91667ng'], product name: ['battery power distribution box'], manufacturer part number: ['91667ng'], sku: ['400:91667ng'], category: 0.0, item_title: for 2006 bmw 330i battery power distribution box genuine 91667ng, cleaned_desc: parts geek - for 2006 bmw 330i battery power distribution box genuine 91667ng for 2006 bmw 330i battery power distribution box genuine 91667ng review fitment notes to ensure proper...</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>brand: ['genuine'], make: bmw, year: ['2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015'], fitment: ['bmw 335i valve cover bolt'], oem part number: ['cp236zb'], product name: ['valve cover bolt'], manufacturer part number: ['cp236zb'], sku: ['400:cp236zb'], category: 2.0, item_title: valve cover bolt for 2007-2015 bmw 335i 2008 2009 2010 2011 201...</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>brand: ['genuine'], make: infiniti, model: q70, year: ['2014', '2015', '2016', '2017', '2018', '2019', '2014', '2015', '2016', '2017', '2018', '2019'], oem part number: ['87347cv'], product name: ['oil pick-up tube'], manufacturer part number: ['87347cv'], sku: ['400:87347cv'], category: 2.0, item_title: for 2014-2019 infiniti q70 oil pick-up tube genuine 87347cv 2015 2016 2017 2018</td>\n",
       "      <td>{infiniti}</td>\n",
       "      <td>{infiniti}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>brand: ['genuine'], make: lexus, year: ['2018', '2019', '2020', '2018', '2019', '2020'], oem part number: ['57333tn'], product name: ['radiator drain plug gasket'], manufacturer part number: ['57333tn'], sku: ['400:57333tn'], category: 1.0, item_title: for 2018-2020 lexus lc500 radiator drain plug gasket lower genuine 57333tn 2019</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>brand: ['genuine'], make: scion, model: xa, year: ['2005', '2006', '2005', '2006', '2005', '2006'], fitment: ['scion xa automatic transmission filter'], oem part number: ['r879rt'], product name: ['automatic transmission filter'], sku: ['400:r879rt'], category: 4.0, item_title: automatic transmission filter for 2005-2006 scion xa r879rt production 022005-</td>\n",
       "      <td>{scion}</td>\n",
       "      <td>{scion}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>brand: ['genuine'], make: toyota, model: matrix, year: ['2009', '2010', '2011', '2012', '2013', '2009', '2010', '2011', '2012', '2013'], oem part number: ['47368sh'], product name: ['head bolt washer'], manufacturer part number: ['47368sh'], sku: ['400:47368sh'], category: 2.0, item_title: for 2009-2013 toyota matrix head bolt washer genuine 47368sh 2010 2011 2012</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>brand: ['genuine'], make: toyota, model: supra, year: ['1988', '1993', '1994', '1995', '1988', '1993', '1994', '1995'], oem part number: ['34875bn'], product name: ['water temperature sensor', 'engine coolant temperature sensor'], sku: ['400:34875bn'], category: 1.0, item_title: for 1988 1993-1995 toyota supra water temperature sensor genuine 34875bn 1994</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>brand: ['gm'], fitment: ['direct replacement','vendor;'], manufacturer part number: ['5614229'], part title: ['original equip data 5614229'], part brands: ['original equipment data'], subtype: ['spark plug'], part types: ['secondary ignition'], category: 3.0, item_title: gm 5614229 spark plug</td>\n",
       "      <td>{chevrolet, pontiac, cadillac}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>brand: ['gm, general motors'], model: corvette, year: ['1971', '1972'], type: ['small block chevy', 'belt driven'], oem part number: ['3991399'], manufacturer part number: ['gm, general motors', '3991399'], vehicle identification number: ['yes'], category: 1.0, item_title: 1971-1972 corvette chevy short water pump sbc gm 3991399 early 72 date choice</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>brand: ['gmb'], type: ['engine water pump with fan clutch'], manufacturer part number: ['120-0018'], sku: ['130:120-0018'], part title: ['engine water pump with fan clutch gmb 120-0018', 'engine water pump with fan clutch fvp 120-0018'], part brands: ['gmb', 'fvp'], subtype: ['engine water pump with fan clutch'], part types: ['water pump and related components'], category: 1.0, item_title: engine water pump with fan clutch gmb 120-0018</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>brand: ['gmc truck'], make: gmc truck, model: envoy, year: ['2003', '2002', '2003', '2004', '2005'], vehicle identification number: ['1gkdt13s632260329'], sku: ['231488', '3083500'], category: 0.0, item_title: chassis ecm body control bcm front fuse box side fits 02-05 envoy 3083500, cleaned_desc: welcome to our ebay store! chassis ecm body control bcm front fuse box side fits 02-05 envoy 3083500 description donor vehicle vin: 1gkdt13s632260329 model: envoy year: 2003 mileage: 141000 (0 = no...</td>\n",
       "      <td>{chevrolet, buick, saab, isuzu, gmc, oldsmobile}</td>\n",
       "      <td>{chevrolet, gmc, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>brand: ['gmc truck'], make: gmc truck, model: terrain, year: ['2013'], vehicle identification number: ['2gkflvek7d6395028'], sku: ['006943', '498750'], category: 4.0, item_title: automatic transmission awd 24l fits 13 equinox 498750</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>brand: ['gmrracing'], make: dodge, model: pickup, year: ['2010', '2011', '2012', '2013', '2014'], fitment: ['direct replacement'], manufacturer part number: ['gmrram10'], category: 1.0, item_title: red silicone radiator hoses for dodge 2010-2014 11 12 13 ram pickup 57l v8 hemi</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>brand: ['gpi racing'], make: ford, year: ['1982', '1983', '1984', '1985', '1986', '1987', '1988', '1989', '1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997'], fitment: ['direct replacement'], type: ['radiator'], manufacturer part number: ['75200346'], category: 1.0, item_title: aluminum radiator fans for ford escortsierra rs500 rs cosworth 20l gb 82-97</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>brand: ['gsp', 'gsp north america'], make: nissan, model: sentra, year: ['2000', '2001'], type: ['cv axle assembly'], oem part number: ['391014m811'], manufacturer part number: ['ncv53575'], sku: ['gsp:ncv53575'], part title: ['auto plus/acdelco professional/gold ncv53575 - cv axle assembly, left', 'cv axle shaft carquest ncv53575 fits 00-01 nissan sentra', 'carquest cv axles ncv53575 cv components - cv axle assembly, left', 'cv axle assembly-new cv axle advance ncv53575 fits 00-01 nissan se...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>brand: ['gsp'], make: mercedes-benz, year: ['2015'], type: ['cv axle assembly','male', 'conventional', 'bihexagonal'], manufacturer part number: ['a79230315162085'], category: 4.0, item_title: gsp rear 1pcs cv axle assembly cv joint for mercedes-benz c63 amg 2015</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>brand: ['gsp'], make: toyota, model: 4runner, year: ['1996', '1997', '1998', '1999', '2000', '2001', '2002'], type: ['cv axle assembly','male', 'conventional', 'hex'], manufacturer part number: ['zoom231128068158'], category: 4.0, item_title: front left driver side cv joint axle shaft for 1996-2002 toyota 4runner</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>brand: ['hayden'], make: kia, model: amanti borrego cadenza forte forte koup forte5 magentis optima r, year: ['2014', '2013', '2012', '2011', '2010', '2009', '2008', '2007', '2006', '2005', '2004', '2003', '2002', '1994', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014'], fitment: ['direct replacement'], type: ['automatic transmission oil cooler'], manufacturer part number: ['sx-0sp0...</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>brand: ['hella'], make: bmw, model: 740li, year: ['2013', '2014', '2015', '2013', '2014', '2015'], oem part number: ['73313pc'], product name: ['camshaft position sensor', 'engine camshaft position sensor'], manufacturer part number: ['73313pc'], sku: ['400:73313pc'], category: 2.0, item_title: for 2013-2015 bmw 740li xdrive camshaft position sensor hella 73313pc 2014</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>brand: ['high performance'], make: dodge, model: 2, year: ['1979'], fitment: ['direct replacement'], type: ['radiator'], manufacturer part number: ['cc9595e'], category: 1.0, item_title: aluminum 2 row radiator 959 fit 1979-89 dodge cb300 59 v8 d100 d150 d200 d250</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>brand: ['hitachi'], manufacturer part number: ['igc0079'], part title: ['advance igc0079 ignition coil', 'carquest/hitachi igc0079 ignition coil - ignition coil', 'ignition coil hitachi igc0079 fits 09-21 nissan gt-r 3.8l-v6'], part brands: ['carquest/hitachi', 'advance/ignition &amp; engine filters', 'hitachi'], subtype: ['ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: ignition coil hitachi igc0079</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>brand: ['holstein'], make: dodge, model: charger, year: ['2010'], type: ['blade', 'bolt mount'], manufacturer part number: ['2vss0068-bi'], category: 4.0, item_title: holstein vehicle speed sensor for 2010 dodge charger 35l v6 gas sohc</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>brand: ['holstein'], make: dodge, model: durango, year: ['2008'], type: ['blade'], manufacturer part number: ['2vss0001-fe'], category: 4.0, item_title: holstein vehicle speed sensor for 2008 dodge durango 57l v8 gas ohv</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>brand: ['holstein'], make: toyota, model: tundra, year: ['2004', '2000', '2001', '2002', '2003', '2005', '2006', '2007', '2008', '2009', '2010', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010'], oem part number: ['87sq93v'], manufacturer part number: ['87sq93v', 'engine oil pressure switch'], sku: ['400:87sq93v'], category: 2.0, item_title: holstein 87sq93v oil pressure sender fits 2000-2010 toyota tundra</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>brand: ['honda pilot touring'], make: honda, model: pilot, year: ['2018'], fitment: ['no'], oem part number: ['180304909'], manufacturer part number: ['1094 322 324 11384', 'no'], vehicle identification number: ['no'], category: 4.0, item_title: honda pilot 2018 touring automatic transmission torque converter</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>brand: ['honda'], make: honda, model: accord, year: ['2012'], manufacturer part number: ['accord339327511lkq'], vehicle identification number: ['1hgcp2f83ca088625'], category: 1.0, item_title: 2012 honda accord coolant overflow bottle oem 147k miles lkq339327511</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>brand: ['honda'], make: honda, model: civic cr-v accord, year: ['2016', '2017', '2018', '2019', '2020', '2021', '2022', '2023'], fitment: ['direct replacement'], product name: ['genuine honda o-ring, water passage (oil) 19411-5aa-a01'], manufacturer part number: ['19411-5aa-a01'], sku: ['19411-5aa-a01'], category: 1.0, item_title: genuine honda o-ring water passage oil 19411-5aa-a01</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>brand: ['hps performance'], model: 1500, year: ['1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999'], fitment: ['performance/custom'], manufacturer part number: ['57-1500-blue'], part title: ['radiator coolant hose kit-turbo hps performance fits 1991 toyota mr2'], part brands: ['hps'], subtype: ['radiator coolant hose kit'], part types: ['hoses and pipes'], category: 1.0, item_title: hps 57-1500-blue blue silicone radiator hose for 1990-1999 mr2 3sgte turbo</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>brand: ['hyundai kia'], make: hyundai, model: elantra, year: ['2010'], type: ['engine control unit (ecu)'], manufacturer part number: ['3914023161 5wy1c84a'], category: 0.0, item_title: oem 2010 hyundai elantra at engine computer ecm ecu 39140-23161, cleaned_desc: oem 2010 hyundai elantra a/t engine computer ecm ecu 39140-23161 please note: ebay compatibility chart is for reference purpose only, please match your ecm# 39140-23161</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>brand: ['hyundai'], make: hyundai, model: accent, year: ['2011', '2011'], type: ['clutch flywheel'], manufacturer part number: ['2321126050'], vehicle identification number: ['kmhcn4ac4bu609128'], sku: ['220668', '0000224802','mo24-220668-553272'], category: 4.0, item_title: used clutch flywheel fits 2011 hyundai accent at flex plate 16l dohc grade a</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>brand: ['hyundai'], make: hyundai, model: sonata, year: ['2015', '2015'], type: ['body control module'], manufacturer part number: ['95400c2201'], vehicle identification number: ['5npe24af2fh179339'], sku: ['fgf119', 'tx62-fgf119-1001872868'], category: 0.0, item_title: used body control module fits 2015 hyundai sonata body control bcm center dash, cleaned_desc: ebay whi template used body control module fits: 2015 hyundai sonata body control bcm center dash 90 day warranty - fast, free ship...</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>brand: ['hyundai'], make: hyundai, model: tucson, year: ['2006', '2003', '2004', '2005', '2006', '2007', '2008'], vehicle identification number: ['km8jm72b96u355763'], sku: ['08711', '601010'], category: 3.0, item_title: coilignitor 4 cylinder fits 03-08 tiburon 601010</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>brand: ['ina'], model: ml500, year: ['2002', '2003', '2004', '2005', '2006', '2007', '2002', '2003', '2004', '2005', '2006', '2007'], oem part number: ['82312xb'], product name: ['valve lifter', 'engine valve lifter'], manufacturer part number: ['82312xb'], sku: ['400:82312xb'], category: 2.0, item_title: for 2002-2007 mercedes ml500 valve lifter 82312xb 2003 2004 2005 2006</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>brand: ['ishino stone'], make: subaru impreza, model: impreza, year: ['1998', '1998', '1998'], fitment: ['at camshaft drive - inside cover behind cam gear'], type: ['timing cover gasket'], oem part number: ['85qrqx'], sku: ['400:85qrqx'], category: 2.0, item_title: left ishino stone timing cover gasket fits subaru impreza 1998 25l h4 85qrqx</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>brand: ['ishino stone'], year: ['2002', '1999', '2000', '2001', '1999', '2000', '2001', '2002'], oem part number: ['72282qwwq'], product name: ['crankshaft seal'], manufacturer part number: ['72282qwwq'], sku: ['400:72282qwwq'], category: 2.0, item_title: for 1999-2002 daewoo nubira crankshaft seal rear 72282qwwq 2000 2001</td>\n",
       "      <td>{daewoo}</td>\n",
       "      <td>{daewoo}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>brand: ['iwis'], year: ['1983', '1982', '1984', '1985', '1982', '1983', '1984', '1985'], oem part number: ['19115gwbb'], product name: ['oil pump chain', 'engine oil pump chain'], manufacturer part number: ['19115gwbb'], sku: ['400:19115gwbb'], category: 2.0, item_title: for 1982-1985 mercedes 300cd oil pump chain 19115gwbb 1983 1984</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>brand: ['jdm sport'], manufacturer part number: ['eg-combo-0042-556-w9'], category: 3.0, item_title: cup header cam cap washersm8 fender washersvalve cover washer d-series blue</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>brand: ['jeep'], make: jeep, model: grand cherokee, year: ['2006'], type: ['auto'], manufacturer part number: ['grand cherokee374728956lkq'], vehicle identification number: ['1j8hr58nx6c302014'], category: 4.0, item_title: 2006 jeep grand cherokee automatic transmission oem 119k miles lkq374728956</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>brand: ['jeep'], make: jeep, model: grand cherokee, year: ['2013'], manufacturer part number: ['grand cherokee370947074lkq'], vehicle identification number: ['1c4rjfct1dc655690'], category: 4.0, item_title: 2013 jeep grand cherokee automatic transmission oem 73k miles lkq370947074</td>\n",
       "      <td>{jeep, dodge}</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>brand: ['jeep'], make: jeep, model: liberty, year: ['2011'], manufacturer part number: ['liberty377498701lkq'], vehicle identification number: ['1j4pn2gk3bw513188'], category: 4.0, item_title: 2011 jeep liberty transfer case assembly oem 136k miles lkq377498701</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>brand: ['jeep'], model: grand cherokee, year: ['2010'], manufacturer part number: ['grand cherokee377027780lkq'], vehicle identification number: ['1j4pr4gk2ac101960'], category: 0.0, item_title: 2010 grand cherokee engine computer ecu 132k miles oe lkq377027780, cleaned_desc: ****important**** click here to see full part description and important part fitment information. ***important notice regarding responses to messages*** thank you for your interest in our item. due to heavy sales volume...</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>brand: ['jeep/plymouth truck'], make: jeep/plymouth truck, model: compass, year: ['2016', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017'], vehicle identification number: ['1c4njcea1gd694335'], sku: ['p09821', '1176598'], category: 1.0, item_title: radiator classic style vertical rear door handle fits 07-17 compass 1176598</td>\n",
       "      <td>{jeep, dodge, chrysler}</td>\n",
       "      <td>{jeep, dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>brand: ['jeep/plymouth truck'], make: jeep/plymouth truck, model: nitro, year: ['2008', '2008', '2009', '2010', '2011', '2012'], vehicle identification number: ['1d8gu28k18w128097'], sku: ['34735', '1796359'], category: 4.0, item_title: passenger right axle shaft front axle outer fits 08-12 liberty 1796359</td>\n",
       "      <td>{jeep, dodge}</td>\n",
       "      <td>{jeep, dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>brand: ['jupiterauto'], make: gmc, model: trailblazer, fitment: ['direct replacement'], type: ['coil'], manufacturer part number: ['m18001yx5b6429'], category: 3.0, item_title: 5pcs ignition coils for chevy trailblazer gmc canyon envoy c1395 uf-303</td>\n",
       "      <td>{chevrolet, buick, saab, isuzu, hummer, gmc, oldsmobile}</td>\n",
       "      <td>{chevrolet, buick, saturn, isuzu, pont}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>brand: ['kia'], make: kia, model: kia rio, year: ['2007'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['230030', 'cdbc65f6-f5f8-4338-83b5-83e824b3b498'], category: 0.0, item_title: 07 08 09 10 11 kia rio starter motor 16l manual trans mt, cleaned_desc: brush auto salvage, llc brush auto salvage, llc brush, co business hours (mst/mdt) mon - fri 8am - 5pm closed sat &amp; sun starter motor year: 07 model: kia rio side: type: used category: y condition: 69.9...</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>brand: ['kia'], make: kia, model: optima, year: ['2014'], manufacturer part number: ['optima363611310lkq'], vehicle identification number: ['knagn4ad3e5063254'], category: 1.0, item_title: 2014 kia optima coolant overflow bottle oem 112k miles lkq363611310</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>brand: ['kia'], make: kia, model: rio, year: ['2018', '2019', '2020', '2021', '2022', '2023'], fitment: ['no'], type: ['upper inlet hose'], oem part number: ['190814133934'], manufacturer part number: ['25331-2p044', 'no'], vehicle identification number: ['no'], category: 1.0, item_title: 2018-2023 kia rio radiator upper inlet hose coolant hoses tube line oem</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>brand: ['kia'], make: kia, model: soul, year: ['2013', '2012', '2013'], vehicle identification number: ['kndjt2a61d7532199'], sku: ['210264', '60785'], category: 4.0, item_title: 2012-2013 kia soul 20l fwd 4cyl 153k front passenger axle shaft rust 60785</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>brand: ['koyo', 'koyo cooling'], make: honda, model: crx, year: ['1988', '1989', '1990', '1991'], type: ['radiator'], oem part number: ['81ddrs24'], manufacturer part number: ['81ddrs24'], sku: ['400:81ddrs24'], category: 1.0, item_title: radiator koyo 81ddrs24 for honda crx civic 1991 1990 1989 1988</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>brand: ['lexus'], make: lexus, model: lexus rx350, year: ['2019', '2016', '2017', '2018', '2019', '2020', '2021', '2022'], fitment: ['direct replacement'], manufacturer part number: ['8963048050 / 89630 48050'], sku: ['1447', 'e56d19e3-00f9-4dfc-bf61-ada02411a31c'], category: 0.0, item_title: 2016 - 2022 lexus rx350 transfer case control module computer oem 8963048050, cleaned_desc: ebay listing template example :: car-part.com a plus auto, llc nicholasville, ky business hours (eastern) mon ...</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>brand: ['lexus'], make: lexus, year: ['2014', '2015', '2016', '2017', '2018', '2019', '2020'], fitment: ['direct replacement'], product name: ['genuine lexus fog lamp assembly 81210-0e050'], manufacturer part number: ['81210-0e050'], sku: ['81210-0e050'], category: 3.0, item_title: genuine lexus fog lamp assembly 81210-0e050</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>{lexus}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>brand: ['lincoln'], make: lincoln, model: cont-mark, year: ['1998', '1993', '1994', '1995', '1996', '1997', '1998'], vehicle identification number: ['1lnfm92v9wy726392'], sku: ['3j8967', '1458023'], category: 0.0, item_title: continental lincoln mark 1993-1998 alternator 1458023 601-00651, cleaned_desc: menu home about us feedback contact ask a question description cont-mark 1998 quick specs stock number vin number year model 3j8967 1lnfm92v9wy726392 1998 cont-mark item id number store numbe...</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>brand: ['lincoln'], make: lincoln, model: lincoln navigator, year: ['2018', '2018', '2019', '2020', '2021'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['l21105', 'fdbf1211-982c-49e1-8fa1-2814d89eb86f'], category: 0.0, item_title: 2018-2021 lincoln navigator front left side power seat module gu5t-14c708-nh, cleaned_desc: parts box parts box englewood, fl business hours (est/edt) mon - fri 8am - 5pm closed sat &amp; sun item description chassis brain box t...</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>brand: ['lincoln'], make: lincoln, model: mkt, year: ['2013'], manufacturer part number: ['mkt368684460lkq'], vehicle identification number: ['2lmhj5nk0dbl51454'], category: 1.0, item_title: 2013 lincoln mkt coolant overflow bottle oem 358k miles lkq368684460</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>brand: ['lincoln'], make: lincoln, model: mkx, year: ['2016'], manufacturer part number: ['mkx347259839lkq'], vehicle identification number: ['2lmtj8lp5gbl89647'], category: 0.0, item_title: 2016 lincoln mkx starter motor oem 93k miles lkq347259839, cleaned_desc: ****important**** click here to see full part description and important part fitment information. ***important notice regarding responses to messages*** thank you for your interest in our item. due to heavy sales volume and limited ...</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>brand: ['luk'], make: toyota, model: land cruiser, year: ['1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987'], type: ['transmission clutch kit'], manufacturer part number: ['16-006'], sku: ['172:16-006'], part title: ['carquest/luk 16006 transmission components - clutch pressure plate and disc set', 'transmission clutch kit dma 16-006 fits 1975 toyota land cruiser 4.2l-l6', 'advance 16-006 clutch pressure plate and disc set', 'transmission ...</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>brand: ['luk'], type: ['clutch flywheel'], manufacturer part number: ['dmf100'], sku: ['172:dmf100'], part title: ['dma goodpoint dmf100 flywheel - clutch flywheel', 'clutch flywheel-s uni-select dmf100', 'advance dmf100 clutch flywheel', 'carquest/luk dmf100 flywheel - clutch flywheel', 'pb/luk dmf100 clutch flywheel', 'clutch flywheel-s dma dmf100', 'clutch flywheel-natural platinum driveline dmf100', 'clutch flywheel-s luk dmf100'], part brands: ['direct market access', 'uni-select', 'car...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{mazda, ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>brand: ['mahle'], make: fargo, model: w110 pickup, year: ['1969', '1970', '1971', '1972', '1969', '1970', '1971', '1972'], oem part number: ['95119mt'], product name: ['thermostat gasket', 'engine coolant outlet gasket'], sku: ['400:95119mt'], category: 1.0, item_title: for 1969-1972 fargo w110 pickup thermostat gasket mahle 95119mt 1970 1971</td>\n",
       "      <td>{fargo}</td>\n",
       "      <td>{fargo}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>brand: ['mahle'], make: gmc, model: p35/p3500 van, year: ['1972', '1971', '1970', '1970', '1971', '1972'], fitment: ['direct replacement'], type: ['engine oil filter'], manufacturer part number: ['sx-z2pa 1972 1971 1970 oil change'], category: 2.0, item_title: mahle engine oil filter for 1970-1972 gmc p35 p3500 van - oil change xf</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>brand: ['maniac em'], model: tribute, year: ['2001', '2002', '2003', '2004'], manufacturer part number: ['8050523'], category: 0.0, item_title: rectifier diode assembly for 2001-2004 tribute escape v6 30l, cleaned_desc: rectifier diode assembly b+ terminal m6 x 1.0 post diode amp 35 for ford 6g alternators / replaces wai new fr6073, fr6073-b30 wai old 31-218, 31-218-1, 502068, rf-143 application ford escape v6 3.0l 2967cc 181cid 2001-2004 mazda tribute v6 3.0l 2968cc 181cid 2001-2004 unit #s...</td>\n",
       "      <td>{mazda, ford}</td>\n",
       "      <td>{mazda, ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>brand: ['mann'], make: bmw, model: 435i xdrive, year: ['2014', '2015', '2016', '2014', '2015', '2016', '2014', '2015', '2016'], fitment: ['bmw 435i xdrive oil filter kit'], oem part number: ['b693qc'], product name: ['oil filter kit'], sku: ['400:b693qc'], category: 2.0, item_title: oil filter kit for 2014-2016 bmw 435i xdrive 2015 b693qc insert w o-ring</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>brand: ['mazda'], make: mazda, model: 3, type: ['auto'], manufacturer part number: ['3309386338lkq'], vehicle identification number: ['3mzbpadm4km103037'], category: 4.0, item_title: 19 20 mazda 3 25l automatic transmission assembly fwd 32k oem lkq</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>brand: ['mazda'], make: mazda, model: cx-7, year: ['2012', '2010', '2011', '2012'], sku: ['301203'], category: 0.0, item_title: chassis ecm transmission turbo awd fits 10-12 mazda cx-7 301203, cleaned_desc: hollander welcome to our ebay store! chassis ecm transmission turbo awd fits 10-12 mazda cx-7 301203 description donor vehicle model : cx-7 year : 2012 mileage : 0 (0 = not available or unknown) stock number : notes : see 400 this part will fit these makes and models with these options ma...</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>brand: ['mazda'], make: mazda, model: cx-9, year: ['2013', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015'], vehicle identification number: ['jm3tb2da0d0402099'], sku: ['egk110', '6392183'], category: 1.0, item_title: coolant reservoir fits 07-15 mazda cx-9 6392183</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>brand: ['melling select performance'], manufacturer part number: ['475074'], part title: ['suspension strut assembly rear performance ride technology 475074', 'engine valve spring retainer-performance melling 475074', 'prt 475074 shocks and struts - suspension strut assembly, rear'], part brands: ['melling', 'performance ride technology', 'prt'], subtype: ['engine rocker arm retainer|engine valve spring retainer','suspension strut|suspension strut assembly','suspension strut assembly'], part...</td>\n",
       "      <td>{chevrolet, buick, ford, mercury, pontiac, cadillac, gmc}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>brand: ['melling'], make: chevrolet, year: ['2012', '2013', '2014', '2012', '2013', '2014'], oem part number: ['17112sn'], product name: ['timing guide rail', 'engine timing chain guide'], manufacturer part number: ['17112sn'], sku: ['400:17112sn'], category: 2.0, item_title: for 2012-2014 chevrolet orlando timing guide rail left 17112sn 2013</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>brand: ['melling'], model: continental, year: ['1977', '1978'], type: ['timing chain'], oem part number: ['64sszp19'], manufacturer part number: ['64sszp19'], sku: ['400:64sszp19'], category: 2.0, item_title: timing chain 64sszp19 for continental mark vi vii town car versailles 1977 1978</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>brand: ['mercedes-benz'], make: mercedes-benz, model: ml63, year: ['2013'], manufacturer part number: ['1663501210'], vehicle identification number: ['4jgda7eb2da153492'], sku: ['00716g', '1001667'], category: 4.0, item_title: axle shaft rear off road fits 13 mercedes-benz ml63 w166 1663501210 oem</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>brand: ['mercedes-benz'], model: e350, year: ['2010', '2011'], fitment: ['direct replacement'], type: ['clamp'], manufacturer part number: ['2045013782'], part title: ['radiator coolant hose continental elite 2045013782'], part brands: ['continental elite'], subtype: ['radiator coolant hose'], part types: ['hoses and pipes'], category: 1.0, item_title: 2010-2011 mercedes e350 w212 lower radiator coolant cooling tube pipe hose oem</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>brand: ['mercury'], make: mercury, model: mercury sable, year: ['2002'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['ca0265', '40e03d64-7144-4410-a65a-09fba42a2cca'], category: 0.0, item_title: alternator mercury sable 02 03 04 05, cleaned_desc: getparts pa getparts pa erie, pa business hours (est/edt) mon - fri 8:00am - 5:00pm saturday 9:00am - 1:00pm alternator year: 02 model: mercury sable side: type: used category: nd condition: 127k vin: 1mefm50...</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>brand: ['midnight autoparts'], make: honda, model: odyssey, type: ['direct replacement'], oem part number: ['50820-shj-a03, 50850-sza-a02'], manufacturer part number: ['9512, 9415'], category: 2.0, item_title: right engine mount left transmission mount 2pcs for honda odyssey pilot 35l</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>brand: ['mitsubishi'], make: mitsubishi, model: lancermit, year: ['2003', '2003', '2004', '2005', '2006', '2007'], vehicle identification number: ['ja3aj26e23u107806'], sku: ['03011', '59655'], category: 0.0, item_title: starter motor es fits 03-07 lancer 59655, cleaned_desc: welcome to our ebay store! starter motor es fits 03-07 lancer 59655 description donor vehicle vin: ja3aj26e23u107806 model: lancermit year: 2003 mileage: 1000 (0 = not available or unknown) stock number: 03011 store num...</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>brand: ['mitsubishi'], model: outlander, year: ['2017'], fitment: ['direct replacement'], manufacturer part number: ['1860c990'], sku: ['bb0901', '3173685'], category: 0.0, item_title: oem engine computer ecu ecm for outlander main ecu 1860c990, cleaned_desc: oem engine computer ecu ecm for outlander main ecu 1860c990 notes: main ecu,1860c990 mileage: 25,000 miles about this part you are bidding on a engine computer ecu ecm that will fit the vehicles listed below in the fit / interchange sec...</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>brand: ['mizumo auto'], make: volkswagen, model: fit, year: ['1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005'], fitment: ['direct replacement'], type: ['engine timing belt kit'], manufacturer part number: ['ma-4216971103'], category: 2.0, item_title: timing belt kit fit 98-05 volkswagen golf jetta beetle 20l sohc</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>brand: ['modigt'], make: chevrolet, year: ['2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011'], fitment: ['direct replacement'], type: ['engine timing cover&amp;oil pan gasket set'], oem part number: ['tcs45993 / os30693r / 12612350'], manufacturer part number: ['tcs45993 / os30693r / 12612350'], category: 2.0, item_title: timing cover oil pan gasket for 2000-2011 chevrolet gmc 48 53 57l 60l 62l</td>\n",
       "      <td>{chevrolet, buick, pontiac, hummer, cadillac, gmc}</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>brand: ['modigt'], make: honda, model: crosstour, year: ['2012', '2013', '2014', '2015'], fitment: ['direct replacement', 'no'], type: ['cylinder head gasket set'], oem part number: ['hs26509pt'], manufacturer part number: ['hs26509pt', 'yes'], part title: ['carquest/fel-pro hs26509pt - engine cylinder head gasket set', 'auto plus/fel-pro hs26509pt - engine cylinder head gasket set'], part brands: ['auto plus', 'carquest'], subtype: ['engine cylinder head gasket set'], part types: ['gaskets ...</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>brand: ['moog'], make: buick, model: special, year: ['1968', '1964', '1965', '1966', '1967', '1969', '1964', '1965', '1966', '1967', '1968', '1969'], oem part number: ['52yz45f'], manufacturer part number: ['52yz45f', 'universal joint -- greasable super strength u-joint'], sku: ['400:52yz45f'], category: 4.0, item_title: moog 52yz45f universal joint fits 1964-1969 buick special</td>\n",
       "      <td>{buick}</td>\n",
       "      <td>{buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>brand: ['moog'], make: ford, model: ranchero, year: ['1978', '1975', '1976', '1977', '1979', '1975', '1976', '1977', '1978', '1979'], oem part number: ['17644twtk'], product name: ['universal joint'], manufacturer part number: ['17644twtk'], sku: ['400:17644twtk'], category: 4.0, item_title: for 1975-1979 ford ranchero universal joint at transmission moog 17644twtk 1978</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>brand: ['mopar'], make: jeep dodge chrysler ram, model: 2007-2008 chrysler pacifica, year: ['2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020', '2021'], oem part number: ['5078815ad'], manufacturer part number: ['5078815ad'], part title: ['automatic transmission planetary gear assembly mopar 5078815ad'], part brands: ['mopar'], subtype: ['automatic transmission planetary gear assembly|transmission clutch kit'], part types: ['transmi...</td>\n",
       "      <td>{ram, dodge, chrysler}</td>\n",
       "      <td>{jeep, ram, dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>brand: ['mopar'], model: gtx, manufacturer part number: ['2950828'], category: 4.0, item_title: 70 roadrunner gtx charger superbird original floor shift steering column parts</td>\n",
       "      <td>{dodge, plymouth}</td>\n",
       "      <td>{volkswagen, ram, dodge, chrysler}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>brand: ['motorad'], make: alfa romeo, model: giulia, year: ['1968', '1967', '1966', '1965', '1964', '1963', '1962', '1962', '1963', '1964', '1965', '1966', '1967', '1968'], fitment: ['direct replacement'], type: ['engine coolant thermostat'], manufacturer part number: ['sx-sn7s 1968 1967 1966 1965 1964 1963'], category: 1.0, item_title: motorad engine coolant thermostat for 1962-1968 alfa romeo giulia - cooling lt</td>\n",
       "      <td>{alfa romeo}</td>\n",
       "      <td>{alfa romeo}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>brand: ['motorad'], make: chevrolet, model: c30, year: ['1986', '1985', '1984', '1983', '1982', '1981', '1980', '1979', '1978', '1977', '1976', '1975', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986'], fitment: ['direct replacement'], type: ['engine coolant thermostat'], manufacturer part number: ['sx-8rpt 1986 1985 1984 1983 1982 1981'], category: 1.0, item_title: motorad engine coolant thermostat for 1975-1986 chevrolet c30 - cooling ra</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>brand: ['motorad'], type: ['engine coolant thermostat housing assembly'], oem part number: ['12673659'], manufacturer part number: ['860-221'], sku: ['188:860-221'], part title: ['auto plus/motorad 860221 thermostat and housing - engine coolant thermostat', 'engine coolant thermostat-integrated housing fvp 860-221', 'parts master 860-221', 'engine coolant thermostat housing assembly-integrated housing thermostat motorad', 'engine coolant thermostat housing assembly-integrated housing thermos...</td>\n",
       "      <td>{chevrolet, gmc, cadillac, buick}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>brand: ['motorcraft gold concentrated antifreeze / coolant - gallon'], make: ford, model: crown victoria, year: ['2005', '2003', '2004', '2006', '2007', '2008', '2009', '2010', '2011', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011'], oem part number: ['11yw36h'], manufacturer part number: ['11yw36h', 'gold concentrated antifreeze / coolant - gallon'], sku: ['400:11yw36h'], category: 1.0, item_title: motorcraft 11yw36h coolant antifreeze fits 2003-2011 ford crown victoria</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>brand: ['motorcraft'], make: ford lincoln mercury, model: f150 grand marquis ranger town car expedition mark viii crown vic, year: ['1997', '1999', '1998', '1994', '1995', '1996', '1992', '2000', '1993', '1989', '1991', '1990', '2001'], oem part number: ['ts92c7'], product name: ['ignition coil'], manufacturer part number: ['ts92c7', 'ignition coil'], sku: ['400:ts92c7'], category: 3.0, item_title: ignition coil for f150 grand marquis ranger town car expedition mark viii ts92c7</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>brand: ['mr gasket'], manufacturer part number: ['5821'], part title: ['engine valve spring kit edelbrock 5821', 'pylon 5821', 'auto plus/monroe 5821 shocks and struts - suspension shock absorber, front','steering gear worm shaft seal skf 5821', 'engine intake manifold gasket-ultra seal intake gasket mr gasket 5821', 'auto-kool 5821', 'cv axle assembly front-left/right quality rebuilders fits 2002 oldsmobile aurora','suspension shock absorber-oespectrum passenger car shock absorber monroe 58...</td>\n",
       "      <td>{chevrolet, buick, pontiac, gmc, oldsmobile}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>brand: ['msd','msd ignition'], model: custom, manufacturer part number: ['31379'], part title: ['spark plug wire set-base msd 31379', 'carquest 31379 disc brake rotor, front', 'parts master/uquality 31379 drums and rotors - disc brake rotor, front', 'tonneau cover-literider roll-up cover access cover 31379 fits 15-23 ford f-150', 'disc brake rotor-ls proforce 31379 fits 03-04 mazda miata', 'disc brake rotor transbec 31379 fits 01-05 mazda miata', 'disc brake rotor front carquest 31379', 'aut...</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>{chevrolet, buick, ford, mercury, lincoln}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>brand: ['msd'], make: gmc, model: suburban, fitment: ['performance/custom'], manufacturer part number: ['distributor', '8558', 'yes'], part title: ['steering gear lares 8558 reman', 'auto meter 8558 instrument panel - automatic transmission oil temperature gauge', 'coil spring set moog 8558', 'unitrans 8558 motors, core, case and related components - hvac heater core', 'auto extra 8558', 'auto plus/moog 8558 - coil spring set, front', 'parts plus 8558', \"o'reilly 8558\", 'fuel level gauge aur...</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>brand: ['msd'], manufacturer part number: ['8231'], part title: ['transmission mount vazlo 8231', 'alternator-5.3i excel 8231', 'bearings-bearing races timken 8231', 'advance 8231 engine mount', 'parts plus 8231', 'advance 8231 ignition coil', 'engine mount parts master 8231', 'engine mount pep boys 8231','metron rebuilders 8231 reman', 'auto extra 8231', 'federated 8231', 'carquest/msd ignition 8231 ignition coil - ignition coil', 'cv axle shaft-axle shaft-driver diversified shafts 8231 rem...</td>\n",
       "      <td>{chevrolet, buick, pontiac, cadillac, gmc, oldsmobile}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>brand: ['mshop'], model: ml350, year: ['2006', '2007', '2008', '2009'], fitment: ['direct replacement', 'for mercedes benz w203 w209', 'for mercedes benz w210 w211 w220 w163'], type: ['pdc parking sensor'], oem part number: ['0 263 003 556'], manufacturer part number: ['0045428718'], category: 4.0, item_title: 4pcs pdc parking sensor pts for benz w164 w163 ml350 e320 e350 06-09 0015427418</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>brand: ['national seal/bearing', 'national'], make: nissan, model: national, year: ['1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969'], type: ['axle differential bearing'], oem part number: ['3844042101'], manufacturer part number: ['32209-a'], sku: ['195:32209-a'], part title: ['carquest 32209-a', 'axle differential bearing national 32209-a fits 61-69 nissan patrol', 'wheel bearing moog 32209-a'], part brands: ['national bearings', 'national seal/bearing','moog', 'carqu...</td>\n",
       "      <td>{datsun}</td>\n",
       "      <td>{datsun}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>brand: ['national'], make: chevrolet, model: v20, year: ['1987', '1987'], fitment: ['direct replacement'], type: ['multi purpose seal'], manufacturer part number: ['sx-j96c 1987 automatic transmission'], category: 4.0, item_title: national extension housing seal kit for 1987 chevrolet v20 automatic ev</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>brand: ['national'], make: ford, model: sprint, year: ['1964', '1963', '1963', '1964'], fitment: ['direct replacement'], type: ['multi purpose seal'], manufacturer part number: ['sx-yxs0 1964 1963 automatic'], category: 4.0, item_title: national extension housing seal for 1963-1964 ford sprint automatic gy</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>brand: ['new-apf'], make: ford, year: ['2000', '1999', '2000', '2001'], sku: ['567762'], category: 4.0, item_title: rear driveshaft for 99-01 ford f350 sd drw rwd 68l v10 manual 142in wheel base</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>brand: ['new-apf'], make: suzuki, year: ['2000', '1986'], oem part number: ['1711083000'], manufacturer part number: ['1711083000'], sku: ['741835'], category: 1.0, item_title: engine cooling fan clutch blade for 1986-95 suzuki samurai 13l 4 cyl 1711083000</td>\n",
       "      <td>{suzuki}</td>\n",
       "      <td>{suzuki}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>brand: ['ngk'], make: chevrolet, model: k5 blazer, year: ['1975', '1975'], oem part number: ['62196zh'], product name: ['spark plug wire set'], manufacturer part number: ['62196zh'], sku: ['400:62196zh'], category: 3.0, item_title: for 1975 chevrolet k5 blazer spark plug wire set ngk 62196zh 41l 6 cyl</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>brand: ['ngk'], make: gmc, model: canyon, year: ['2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], type: ['spark plug', 'tapered'], oem part number: ['2009 2010 hummer h3t 3.7l'], manufacturer part number: ['cpsa20240129a2535'], category: 3.0, item_title: ngk spark plugs for gmc canyon 2004-2012 chevrolet colorado 2004-2012</td>\n",
       "      <td>{chevrolet, hummer, gmc, isuzu}</td>\n",
       "      <td>{chevrolet, gmc, hummer, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>brand: ['ngk'], make: mercedes-benz, model: s600, year: ['1999', '1998', '1998', '1999'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['sx0878 ikh ik iq iw iwm iwf itv itl itf'], category: 3.0, item_title: 12 pcs ngk laser platinum spark plugs for 1998-1999 mercedes-benz s600 60l ro</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>brand: ['ngk'], make: porsche, model: fit, year: ['2017', '2018', '2019', '2020'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['sp11042020015'], category: 3.0, item_title: 4 ngk laser platinum spark plugs fit 2017-2020 porsche macan l4 20l</td>\n",
       "      <td>{porsche}</td>\n",
       "      <td>{porsche}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>brand: ['ngk'], model: suburban, fitment: ['direct replacement', 'no'], manufacturer part number: ['51417', 'no','spark plug wire'], part title: ['radiator coolant hose-molded coolant hose advance 51417 fits 12-15 mercedes c250','spark plug wire set-vin: l ngk canada 51417', 'radiator coolant hose-molded coolant hose gates fits 12-15 mercedes c250 1.8l-l4','steering tie rod assembly front right spidan 51417 fits 1990 vw transporter', 'disc brake hardware kit-hdw kit autopart intl 51417', 'ca...</td>\n",
       "      <td>{chevrolet, checker, gmc, pontiac}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>brand: ['ngk'], type: ['spark plug'], oem part number: ['68022888aa'], manufacturer part number: ['97606'], sku: ['ngk:97606'], part title: ['auto plus/ngk 97606 secondary ignition - spark plug', 'carquest/dorman 97606 doors - exterior door handle', 'exterior door handle-outside door handle dorman 97606', 'pb/procool 97606 water pump and related components - engine water pump', 'exterior door handle dorman 97606', 'auto plus/dorman (oe solutions) 97606 doors - exterior door handle', 'carques...</td>\n",
       "      <td>{jeep, ram, dodge, chrysler}</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>brand: ['nissan'], make: nissan, model: 300zx, year: ['1993', '1992', '1993'], oem part number: ['18930 45p00'], manufacturer part number: ['18930 45p00'], vehicle identification number: ['jn1rz26h3px530683'], sku: ['s12148', '268227'], category: 0.0, item_title: 1992-1993 nissan 300zx z32 22 cruise control module 18930 45p00, cleaned_desc: for full item description powered by frooition all items see our ebay store for more great items &gt;&gt; shop categories other 10% off sale 15% off sale 20% o...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>brand: ['nissan'], make: nissan, model: altima, year: ['2005', '2002', '2003', '2004', '2005', '2006'], vehicle identification number: ['1n4al11e65n494876'], sku: ['211228', '1761693'], category: 3.0, item_title: coilignitor 4 cylinder fits 02-06 altima 1761693</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>brand: ['nissan'], make: nissan, model: altima, year: ['2018'], vehicle identification number: ['1n4al3ap8jc163431'], sku: ['211207', '187356'], category: 0.0, item_title: alternator 4 cylinder fits 18 altima 187356, cleaned_desc: hollander welcome to our ebay store! alternator 4 cylinder fits 18 altima 187356 description donor vehicle model : altima year : 2018 mileage : 86000 (0 = not available or unknown) stock number : 211207 notes : 85k miles this part will fit these makes and models wi...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>brand: ['nissan'], make: nissan, model: frontier, year: ['2000', '2000'], manufacturer part number: ['memc w735'], vehicle identification number: ['1n6ed26y5yc326788'], sku: ['dpa5', '7735241'], category: 0.0, item_title: 2000 frontier 33 liter automatic 4x4wd memc-w735 engine ecm module 7735241, cleaned_desc: hollander welcome to our ebay store! 2000 frontier 3.3 liter automatic 4x4wd memc-w735 engine ecm module 7735241 description may require reprogramming!this ad is for an electronic cont...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>brand: ['nissan'], make: nissan, model: nissan maxima, year: ['2010', '2009', '2010', '2011', '2012', '2013', '2014'], fitment: ['direct replacement'], type: ['recovery bottle'], oem part number: ['21710-zn50a'], manufacturer part number: ['21710-zn50a'], sku: ['2009174', '7f1107fb-c602-4fda-ace2-99469e411879'], category: 1.0, item_title: nissan coolant recovery bottle oe fits nissan maxima 2009-2014</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>brand: ['nissan'], make: nissan, model: pathfinder, year: ['2020', '2020'], type: ['power supply module'], manufacturer part number: ['284b73jv2d'], vehicle identification number: ['5n1dr2cm0lc610447'], sku: ['ac0353', 'aa93-ac0353-2238671'], category: 0.0, item_title: used power supply module fits 2020 nissan pathfinder power supply engine compar, cleaned_desc: ebay whi template used power supply module fits: 2020 nissan pathfinder power supply engine compar family owned and operated since ...</td>\n",
       "      <td>{nissan, infiniti}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>brand: ['nissan'], make: nissan, model: pathfindr, year: ['1998', '1996', '1997', '1998', '1999', '2000', '2001'], vehicle identification number: ['jn8ar05y4ww263918'], sku: ['20n232', '1685458'], category: 4.0, item_title: axle shaft front axle rubber boot type fits 96-01 pathfinder 1685458</td>\n",
       "      <td>{nissan, infiniti}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>brand: ['nissan'], make: nissan, model: sentra, year: ['2015', '2015', '2016', '2017', '2018', '2019'], fitment: ['no'], type: ['fan motor'], manufacturer part number: ['no'], vehicle identification number: ['3n1ab7ap0fy249905', 'no'], sku: ['207831', '1734461'], category: 1.0, item_title: radiator fan motor fan assembly thru 043018 fits 15-19 sentra 1734461</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>brand: ['nissan'], model: rogue except sport, year: ['2011'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['60616', '9750b4cc-b66e-4d4b-9f29-3373f5d89f20'], category: 0.0, item_title: 11 rogue except sport chassis brain box, cleaned_desc: all foreign auto parts all foreign auto parts pittsburgh, pa business hours (est/edt) mon - fri 8am - 5pm saturday 8am - 1pm chassis brain box year: 11 model: rogue except sport side: type: used category: y condition:...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>brand: ['nissan'], model: sentra, year: ['2013', '2014', '2015'], fitment: ['direct replacement'], manufacturer part number: ['bem400-300-a1'], category: 0.0, item_title: ny565-11 oem warranty 2013 2014 2015 sentra altima engine control module ecm ecu, cleaned_desc: please match your part number exactly to the one we present in our detailed pictures and in the item specifics to ensure compatibility with your vehicle -- because of vin specific functionality, when buying automotive electronics...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>brand: ['npw'], make: mazda, model: mpv tribute, year: ['2000', '2001', '2002', '2003', '2004', '2000', '2001', '2002', '2003', '2004', '2000', '2001', '2002', '2003', '2004'], oem part number: ['yg37w6'], product name: ['water pump'], manufacturer part number: ['100% new', 'yg37w6'], sku: ['400:yg37w6'], category: 1.0, item_title: water pump for 00-04 mazda mpv tribute 30l v6 yg37w6 cover and gasket only</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>brand: ['o.e.m'], make: porsche, model: 911, manufacturer part number: ['n90665101'], category: 4.0, item_title: porsche 911 boxster cayman flywheel bolt crankto flywh 10x29mm 10</td>\n",
       "      <td>{porsche}</td>\n",
       "      <td>{porsche}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>brand: ['oe bosch'], make: oldsmobile, model: calais, year: ['1987'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['4 bosch 9652'], category: 3.0, item_title: 4 pcs bosch double iridium spark plugs for 1987 oldsmobile calais l4-23l</td>\n",
       "      <td>{oldsmobile}</td>\n",
       "      <td>{oldsmobile}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>brand: ['oe bosch'], make: suzuki, model: 3, year: ['1992', '1993', '1994'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['3 bosch 7900'], category: 3.0, item_title: 3 pcs bosch copper core spark plugs for 1992-1994 suzuki swift l3-10l</td>\n",
       "      <td>{suzuki}</td>\n",
       "      <td>{suzuki}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>brand: ['oe+'], model: sprinter 2500, year: ['2007', '2008', '2009', '2010', '2011'], type: ['alternator'], oem part number: ['68dssr58'], manufacturer part number: ['68dssr58'], sku: ['400:68dssr58'], category: 0.0, item_title: alternator 68dssr58 for sprinter 2500 3500 3500xd 4500 2007 2008 2009 2010 2011, cleaned_desc: alternator 68dssr58 for sprinter 2500 3500 3500xd 4500 2007 2008 2009 2010 2011 alternator 68dssr58 for sprinter 2500 3500 3500xd 4500 2007 2008 2009 2010 2011 brand: oe+ a...</td>\n",
       "      <td>{freightliner}</td>\n",
       "      <td>{freightliner}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>brand: ['oe+'], year: ['2007', '2008', '2009', '2010', '2011'], type: ['starter'], oem part number: ['22bqzs33'], manufacturer part number: ['22bqzs33'], sku: ['400:22bqzs33'], category: 0.0, item_title: starter 22bqzs33 for s60 s80 v60 v70 xc60 xc70 xc90 2007 2008 2009 2010 2011, cleaned_desc: starter 22bqzs33 for s60 s80 v60 v70 xc60 xc70 xc90 2007 2008 2009 2010 2011 starter 22bqzs33 for s60 s80 v60 v70 xc60 xc70 xc90 2007 2008 2009 2010 2011 brand: oe+ starter condition: remanufactured c...</td>\n",
       "      <td>{volvo}</td>\n",
       "      <td>{volvo}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>brand: ['opparts wix standard motor products denso'], make: plymouth, year: ['1979', '1980'], fitment: ['direct replacement'], manufacturer part number: ['ta12101914'], category: 3.0, item_title: tune up kit filters cap rotor wire plugs for plymouth pb100 v8 52l 1979-1980</td>\n",
       "      <td>{plymouth}</td>\n",
       "      <td>{plymouth}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>brand: ['original eng mgmt', 'original engine management'], type: ['distributor cap and rotor kit'], oem part number: ['10457212'], manufacturer part number: ['40004'], sku: ['oem:40004'], part title: ['pb/monroe 40004 shocks and struts - suspension shock absorber, front', 'forecast 40004', 'unitrans 40004 differential - differential ring and pinion', 'carquest 40004','suspension shock absorber-monroe specialty shock absorber canadian tire 40004', 'distributor cap and rotor kit master pro 40...</td>\n",
       "      <td>{chevrolet, cadillac, buick}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>brand: ['orrigey'], make: dodge, model: durango, year: ['2000', '2001'], manufacturer part number: ['r812pa743s39'], category: 2.0, item_title: head gasket set water pump timing chain kit for 2000 2001 dodge durango 47l</td>\n",
       "      <td>{jeep, dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>brand: ['parthigh'], make: toyota, model: mr2, year: ['2000', '2001', '2002', '2003', '2004', '2005'], fitment: ['direct replacement'], type: ['engine timing chain kit'], oem part number: ['hs26158pt'], manufacturer part number: ['part8400240us'], category: 2.0, item_title: for 00-05 toyota mr2 spyder dohc 18l timing chain kit head gasket bolts set</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>brand: ['pioneer cable'], make: dodge, model: pioneer, year: ['1981', '1982'], fitment: ['direct replacement'], manufacturer part number: ['sx-a0gkz'], category: 4.0, item_title: pioneer auto transmission band for 1981-1982 dodge w150 37l 52l 59l l6 v8 sh</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>brand: ['pioneer'], model: pioneer, type: ['clutch fork'], oem part number: ['e4tz7515c'], manufacturer part number: ['cf-117'], sku: ['pio:cf-117'], part title: ['cabin air filter atp cf-117', 'carquest cf-117', 'auto extra cf-117', 'clutch fork pioneer cf-117'], part brands: ['pioneer', 'carquest', 'auto extra', 'atp (automatic transmission parts inc.)'], subtype: ['clutch fork', 'clutch fork|disc brake caliper pin', 'cabin air filter'], part types: ['hardware, fasteners and fittings|manua...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>brand: ['pontiac'], make: pontiac, model: bonnevill, year: ['2000', '2000', '2001', '2002', '2003'], manufacturer part number: ['%20'], vehicle identification number: ['1g2hz541xy4277675'], sku: ['108055', '10198819'], category: 4.0, item_title: passenger axle shaft front axle 38l fits 00-03 bonneville 10198819</td>\n",
       "      <td>{pontiac}</td>\n",
       "      <td>{pontiac}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>brand: ['pontiac'], make: pontiac, model: grand am, year: ['2000', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005'], vehicle identification number: ['1g2nf52e8yc500657'], sku: ['es0542', '95899'], category: 1.0, item_title: radiator fan motor only vin n 4th digit classic fits 97-05 malibu 95899</td>\n",
       "      <td>{chevrolet, pontiac, oldsmobile}</td>\n",
       "      <td>{pontiac, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>brand: ['porsche'], make: porsche, manufacturer part number: ['5wp46542'], category: 0.0, item_title: 10 porsche panamera turbo 970 1205 lock set ignition key fob ecu dme, cleaned_desc: 10 porsche panamera turbo 970 #1205 lock set, ignition key fob &amp; ecu dme sku: pk027904 brand: porsche condition: used donor vehicle: 2010 porsche panamera turbo w/79,368 miles vin# wp0ac2a73al090991. interior: luxor beige full leather. exterior: black. storage location: h/w3-b302 payments payment needs to be ...</td>\n",
       "      <td>{porsche}</td>\n",
       "      <td>{porsche}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>brand: ['powermaster performance'], type: ['alternator'], manufacturer part number: ['47294', 'yes'], part title: ['engine coolant thermostat gasket-thermostat gsk autopart intl 47294', 'auto plus/dorman/help 47294 hoses and pipes - hvac heater hose connector', 'carquest/dorman 47294 hoses and pipes - hvac heater hose connector', 'disc brake rotor set-vented sport slotted (pair) brembo 47294', 'radiator coolant hose connector dorman 47294', 'carquest 47294', 'accessory drive belt idler pulle...</td>\n",
       "      <td>{chevrolet, pontiac, gmc, oldsmobile, jeep}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac, buick,}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>brand: ['powermaster'], make: gmc sonoma, model: sonoma, year: ['1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998'], fitment: ['starter motor -- xs torque; standard; 200 ft./lb. torque; 4.4-...'], type: ['starter'], oem part number: ['25bxvk'], sku: ['400:25bxvk'], category: 0.0, item_title: powermaster starter fits gmc sonoma 1991-1998 25bxvk, cleaned_d...</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>brand: ['premium remanufactured','remy'], model: frontier, type: ['alternator', 'internal', 'internal'], manufacturer part number: ['hitachi', '12036'], part title: ['auto plus/curt manufacturing 12036 frame - trailer hitch', 'cooling system adapter carquest 12036', 'carquest/curt manufacturing 12036 frame - trailer hitch', 'cooling system adapter-gas stant 12036', 'pridemark 12036 reman','spark plug wire set-thundervolt 8.2mm motorcycle ignition wire set taylor cable', 'trunk or cargo area ...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>brand: ['prenco'], make: gmc, model: c3500, year: ['1996', '1997', '1998', '1999', '2000'], fitment: ['direct replacement'], manufacturer part number: ['sx-6q8vw'], category: 3.0, item_title: prenco ignition coil for 1996-2000 gmc c3500 57l 74l v8 - spark plug jv</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>brand: ['prenco'], make: hummer, year: ['2003', '2005', '2004', '2006', '2007', '2003', '2004', '2005', '2006', '2007'], oem part number: ['46729zm'], product name: ['spark plug wire set'], manufacturer part number: ['46729zm'], sku: ['400:46729zm'], category: 3.0, item_title: for 2003-2007 hummer h2 spark plug wire set 46729zm 2005 2004 2006</td>\n",
       "      <td>{hummer}</td>\n",
       "      <td>{hummer}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>brand: ['pro tec denso ngk'], make: chrysler, model: 300, year: ['2005', '2006', '2007'], fitment: ['direct replacement'], manufacturer part number: ['apc61620189'], category: 3.0, item_title: tune up kit air cabin oil filters spark plugs for chrysler 300 v8 61l 2005-2007</td>\n",
       "      <td>{chrysler}</td>\n",
       "      <td>{dodge, chrysler}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>brand: ['professional parts sweden'], make: saab 95, year: ['2002', '2005', '2006', '2004', '2003', '2008', '2007', '2000', '2001', '2009', '2002', '2005', '2006', '2004', '2003', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009'], type: ['engine torque rod'], oem part number: ['41sgfn'], manufacturer part number: ['41sgfn'], sku: ['400:41sgfn'], category: 2.0, item_title: left professional parts sweden engine torque rod fits saab 95 2000-2009 41sgfn</td>\n",
       "      <td>{saab}</td>\n",
       "      <td>{saab}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>brand: ['proform'], make: chevrolet, model: k10 suburban, year: ['1986', '1985', '1984', '1983', '1982', '1981', '1980', '1979', '1978', '1977', '1976', '1975', '1974', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986'], fitment: ['direct replacement'], type: ['engine valve cover'], manufacturer part number: ['sx-hs8x 1986 1985 1984 1983 1982 1981'], category: 2.0, item_title: proform...</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>brand: ['prominent_autoparts'], make: infiniti, model: 6, year: ['2008', '2009', '2010', '2011', '2012', '2013'], type: ['spark plugs'], manufacturer part number: ['ic78109017406275001165217'], category: 3.0, item_title: 6 ngk laser iridium spark plugs for 2008-2013 infiniti g37 v6-37l</td>\n",
       "      <td>{infiniti}</td>\n",
       "      <td>{infiniti}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>brand: ['pure energy'], make: ford, model: focus, year: ['2003', '2004'], type: ['alternator'], oem part number: ['57rqnm91'], manufacturer part number: ['57rqnm91'], sku: ['400:57rqnm91'], category: 0.0, item_title: alternator 57rqnm91 for ford focus 2003 2004, cleaned_desc: alternator 57rqnm91 for ford focus 2003 2004 alternator 57rqnm91 for ford focus 2003 2004 brand: pure energy alternator condition: remanufactured check your application below product description notes remanufactured -- ...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>brand: ['pure energy'], make: gmc, model: k3500, year: ['1996', '1997', '1998', '1999', '2000', '1996', '1997', '1998', '1999', '2000'], oem part number: ['15647kk'], product name: ['alternator'], manufacturer part number: ['15647kk'], sku: ['400:15647kk'], category: 0.0, item_title: for 1996-2000 gmc k3500 alternator 15647kk 1997 1998 1999 new, cleaned_desc: parts geek - for 1996-2000 gmc k3500 alternator 15647kk 1997 1998 1999 new for 1996-2000 gmc k3500 alternator 15647kk 1997 1998 1999 n...</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>brand: ['purolator'], type: ['engine oil filter'], oem part number: ['12640445'], manufacturer part number: ['tl11403'], sku: ['pur:tl11403'], part title: ['purepro tl11403 filters - engine oil filter', 'purolatortech tl11403 filters - engine oil filter','mighty tl11403', 'engine oil filter-fi, turbo purolator tl11403'], part brands: ['purepro', 'purolator','mighty'], subtype: ['engine oil filter'], part types: ['filters'], category: 2.0, item_title: engine oil filter purolator tl11403</td>\n",
       "      <td>{chevrolet, gmc, cadillac, buick}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>brand: ['ram'], make: ram, model: dodge 1500 pickup, year: ['2016', '2016'], type: ['engine control module (ecm)'], manufacturer part number: ['68243303ab'], vehicle identification number: ['3c6jr6ct0gg153638'], sku: ['yl0026', 'r01224914', 'ff42-yl0026-1224914'], part title: ['engine control module (ecm)-st, vin: t mopar 68243303ab', 'carquest/mopar 68243303ab control modules - engine control module (ecm)'], part brands: ['carquest/mopar','mopar'], subtype: ['engine control module (ecm)|pow...</td>\n",
       "      <td>{ram}</td>\n",
       "      <td>{ram}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>brand: ['rareelectrical'], make: chrysler, model: 300, year: ['2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013'], type: ['starter'], manufacturer part number: ['686696260531'], category: 0.0, item_title: new starter fits chrysler 300 v8 57l awd models 2005-2013 04896464ac m0t21071, cleaned_desc: product type: starter | replaces: 04896464ac m0t21071 4896464ac 280-4255 2804255 | volts: 12 | teeth on drive: 10 | rotation: clockwise | source: aftermarket over 30,000 aftermar...</td>\n",
       "      <td>{dodge, chrysler}</td>\n",
       "      <td>{dodge, chrysler}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>brand: ['realray'], make: cadillac, model: escalade, year: ['2005', '2006'], fitment: ['direct replacement'], type: ['engine timing chain kit, engine oil pump'], oem part number: ['12586665 12639249 89060436 12556582'], manufacturer part number: ['ma-4216902558'], category: 2.0, item_title: timing cover gasket chain kit oil pump for 2005-2006 cadillac escalade 60l oh</td>\n",
       "      <td>{chevrolet, buick, saab, isuzu, pontiac, hummer, cadillac, gmc}</td>\n",
       "      <td>{chevrolet, isuzu,, saab, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>brand: ['remy', 'new'], model: e-150, type: ['starter motor', 'closed nose'], manufacturer part number: ['ford', '97122'], part title: ['advance 97122', 'pridemark 97122', 'wheel lug stud pronto 97122', 'heri 97122','spark plug wire set-professional series autolite 97122', 'a/c compressor-compressor parts master 97122 reman','starter motor-new advance 97122', 'a/c compressor-compressor factory air 97122 reman', 'engine water pump bosch 97122','murray 97122 a/c compressor', 'federated 97122 r...</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>brand: ['remy'], make: jeep, model: grand cherokee, year: ['2011', '2012'], type: ['starter motor'], manufacturer part number: ['16006'], part title: ['starter motor-premium champion prem reman alts/starters 16006 reman', 'catalytic converter-exact-fit davico 16006','starter motor-premium remy 16006 reman fits 2011 jeep grand cherokee 3.6l-v6', 'fog light relay-vin: t wells 16006', 'advance 16006 coil boot', 'tail light assembly left carquest 16006','starter motor carquest 16006 reman fits 1...</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>brand: ['remy'], type: ['alternator'], oem part number: ['ajc818300b'], manufacturer part number: ['92542'], sku: ['317:92542'], part title: ['interior door handle-si apdty 92542 fits 06-07 honda civic', 'alternator-new carquest 92542', 'worldwide automotive 92542', 'alternator-new champion new alternators/starters 92542', 'alternator-new pridemark 92542', 'advance 92542', 'alternator-hitachi new champion prem reman alts/starters 92542', 'alternator-new remy 92542','suspension control arm sp...</td>\n",
       "      <td>{mazda, mercury, ford}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>brand: ['replacement'], make: bmw, model: 2002ti, year: ['1968', '1968'], oem part number: ['84ty28j'], manufacturer part number: ['84ty28j', 'ignition coil'], sku: ['400:84ty28j'], category: 3.0, item_title: replacement 84ty28j ignition coil fits 1968 bmw 2002ti ignition coil</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>brand: ['replacement'], make: dodge, model: durango, year: ['2006', '2011', '2008', '2012', '2007', '2009', '2013', '2014', '2015', '2006', '2007', '2008', '2009', '2011', '2012', '2013', '2014', '2015'], oem part number: ['24xg67m'], manufacturer part number: ['ignition coil -- (1) ignition coil - v8', '24xg67m'], sku: ['400:24xg67m'], category: 3.0, item_title: 24xg67m ignition coil fits 2006-2009 2011-2015 dodge durango 57l v8</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>brand: ['replacement'], make: geo suzuki chevrolet, model: tracker metro vitara swift esteem sidekick x90, year: ['1996', '1997', '1999', '1998', '1995', '2000', '2001', '1996', '1997', '1999', '1998', '1995', '2000', '2001'], oem part number: ['bc98r4'], product name: ['oil pump'], manufacturer part number: ['engine oil pump -- engine oil pump', 'bc98r4'], sku: ['400:bc98r4'], category: 2.0, item_title: oil pump for geo suzuki tracker metro vitara swift esteem sidekick x90 bc98r4</td>\n",
       "      <td>{geo, suzuki, chevrolet}</td>\n",
       "      <td>{geo, suzuki, chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>brand: ['replacement'], make: infiniti, model: g25, year: ['2011', '2012', '2011', '2012'], oem part number: ['65bg55g'], manufacturer part number: ['engine coolant temperature sensor', '65bg55g'], sku: ['400:65bg55g'], category: 1.0, item_title: replacement 65bg55g water temperature sensor fits 2011-2012 infiniti g25 25l v6</td>\n",
       "      <td>{infiniti}</td>\n",
       "      <td>{infiniti}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>brand: ['replacement'], make: infiniti, model: qx4, year: ['2001', '2002'], type: ['alternator'], oem part number: ['53xwpr18'], manufacturer part number: ['53xwpr18'], sku: ['400:53xwpr18'], category: 0.0, item_title: alternator 53xwpr18 for infiniti qx4 2001 2002, cleaned_desc: alternator 53xwpr18 for infiniti qx4 2001 2002 alternator 53xwpr18 for infiniti qx4 2001 2002 brand: replacement alternator condition: new check your application below product description notes alternator -- new; 11...</td>\n",
       "      <td>{infiniti}</td>\n",
       "      <td>{infiniti}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>brand: ['replacement'], make: lincoln, model: navigator, year: ['2005', '2006', '2007', '2008'], type: ['ignition coil'], oem part number: ['42ncxj84'], manufacturer part number: ['42ncxj84'], sku: ['400:42ncxj84'], category: 3.0, item_title: ignition coil 42ncxj84 for lincoln navigator mark lt 2006 2007 2005 2008</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>brand: ['ritess'], make: pontiac, model: for lexus,pontiac,scion,toyota, year: ['2009', '2010'], fitment: ['performance/custom', 'no'], type: ['ignition coil set', 'ignition coil'], oem part number: ['90919-02252'], manufacturer part number: ['90919-02252,90919-02258,90919-c2003', 'no'], vehicle identification number: ['yes'], category: 3.0, item_title: ignition coil pack replacement for pontiac vibe 2009-2010 18l l4 uf596</td>\n",
       "      <td>{toyota, scion, pontiac}</td>\n",
       "      <td>{lexus, pontiac, scion}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>brand: ['scion'], make: scion, model: scion frs, year: ['2013'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['car2644', '0195f14e-7e9d-4d38-a652-44fe69beb081'], category: 0.0, item_title: 13 scion frs chassis brain box, cleaned_desc: lucky line auto parts lucky line auto parts fredericksburg, va business hours (est/edt) mon - fri 8:30am - 5:30pm saturday 9:30am - 3:00pm chassis brain box year: 2013 model: scion frs side: type: used category: nd condit...</td>\n",
       "      <td>{subaru, scion}</td>\n",
       "      <td>{subaru, scion}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>brand: ['sealed power'], make: dodge, model: challenger, year: ['1970', '1971', '1972', '1973', '1974', '1970', '1971', '1972', '1973', '1974'], oem part number: ['53183rk'], product name: ['rod bearing', 'engine connecting rod bearing'], sku: ['400:53183rk'], category: 2.0, item_title: for 1970-1974 dodge challenger rod bearing sealed power 53183rk 1971 1972 1973</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>brand: ['sinocmp'], make: mercedes-benz, type: ['connecting rod con rod bearings'], manufacturer part number: ['2710380110'], category: 2.0, item_title: 8x connecting rod con rod bearings for mercedes-benz w204 w211 c180 e250 m271</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>brand: ['skf'], make: chevrolet, model: r20, year: ['1987', '1988', '1987', '1988'], oem part number: ['49824cc'], product name: ['pinion seal', 'differential pinion seal'], manufacturer part number: ['49824cc'], sku: ['400:49824cc'], category: 4.0, item_title: for 1987-1988 chevrolet r20 pinion seal rear 49824cc differential pinion seal</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>brand: ['skf'], make: ford aerostar, model: aerostar, year: ['1986', '1987', '1988', '1989', '1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1986', '1987', '1986', '1987', '1988', '1989', '1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997'], fitment: ['differential pinion race'], type: ['differential pinion race'], oem part number: ['51jfnb'], sku: ['400:51jfnb'], category: 4.0, item_title: skf differential pinion race fits ford aerostar 1986-1997 51jfnb</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>brand: ['skf'], make: ford custom 300, model: custom, year: ['1958', '1959', '1960', '1958', '1959', '1960', '1958', '1959', '1960'], fitment: ['differential pinion bearing'], type: ['differential bearing'], oem part number: ['82crxm'], sku: ['400:82crxm'], category: 4.0, item_title: rear skf differential bearing fits ford custom 300 1958-1960 82crxm</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>brand: ['skf'], make: oldsmobile, year: ['1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1985', '1986', '1987'], oem part number: ['28876sz'], product name: ['axle differential race', 'axle differential bearing race'], sku: ['400:28876sz'], category: 4.0, item_title: for 1964-1981 1985-1987 old...</td>\n",
       "      <td>{oldsmobile}</td>\n",
       "      <td>{oldsmobile}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>brand: ['skf'], make: pontiac, model: grand am, year: ['1978', '1979', '1980'], fitment: ['direct replacement'], manufacturer part number: ['sx-ynd9s'], category: 0.0, item_title: skf alternator bearing for 1978-1980 pontiac grand am 38l 49l 50l v6 v8 - ec, cleaned_desc: this skf alternator bearing fits your 1980 1979 1978 pontiac grand am 3.8l 4.9l 5.0l v6 v8 and is perfect for a tune up or performance upgrade. belts &amp; cooling braking engine hvac ignition steering suspension transmission pa...</td>\n",
       "      <td>{pontiac}</td>\n",
       "      <td>{pontiac}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>brand: ['skp'], make: bmw, year: ['2014', '2015', '2016', '2017', '2014', '2015', '2016', '2017'], oem part number: ['68998xc'], product name: ['battery vent tube'], manufacturer part number: ['68998xc'], sku: ['400:68998xc'], category: 0.0, item_title: for 2014-2017 bmw 328d xdrive battery vent tube 68998xc 2015 2016, cleaned_desc: parts geek - for 2014-2017 bmw 328d xdrive battery vent tube 68998xc 2015 2016 for 2014-2017 bmw 328d xdrive battery vent tube 68998xc 2015 2016 review fitment n...</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>brand: ['skp'], make: buick, model: electra, year: ['1986', '1987', '1988', '1989', '1990', '1986', '1987', '1988', '1989', '1990'], oem part number: ['76tc41y'], manufacturer part number: ['76tc41y', 'engine camshaft position sensor connector -- gray; 3 terminal...'], sku: ['400:76tc41y'], category: 2.0, item_title: 76tc41y engine camshaft position sensor connector fits 1986-1990 buick electra</td>\n",
       "      <td>{buick}</td>\n",
       "      <td>{buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>brand: ['skp'], make: chevrolet, model: express 2500, year: ['2006', '2006'], oem part number: ['82rg36b'], manufacturer part number: ['starter motor -- clockwise rotation; 105 amps; 3:00 position;...'], sku: ['400:82rg36b'], category: 0.0, item_title: skp 82rg36b starter fits 2006 chevy express 2500, cleaned_desc: skp 82rg36b starter fits 2006 chevy express 2500 product information skp 82rg36b starter fits 2006 chevy express 2500 *** must read fit information below *** brand: skp starter no...</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>brand: ['skp'], make: chrysler, model: lebaron, year: ['1991', '1992', '1993', '1994', '1991', '1992', '1993', '1994', '1991', '1992', '1993', '1994'], fitment: ['chrysler lebaron ignition coil'], oem part number: ['wf938nk'], product name: ['ignition coil'], manufacturer part number: ['wf938nk'], sku: ['400:wf938nk'], category: 3.0, item_title: ignition coil for 1991-1994 chrysler lebaron 25l 4 cyl 1992 1993 wf938nk</td>\n",
       "      <td>{chrysler}</td>\n",
       "      <td>{chrysler}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>brand: ['skp'], make: jaguar xkr, year: ['2003', '2004', '2005', '2006', '2007', '2008', '2009', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2003', '2004', '2005', '2006', '2007', '2008', '2009'], fitment: ['ignition coil'], type: ['ignition coil'], oem part number: ['25hwzv'], manufacturer part number: ['25hwzv'], sku: ['400:25hwzv'], category: 3.0, item_title: skp ignition coil fits jaguar xkr 2003-2009 25hwzv</td>\n",
       "      <td>{jaguar}</td>\n",
       "      <td>{jaguar}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>brand: ['skp'], make: lincoln navigator, model: navigator, year: ['2005', '2008', '2007', '2006', '2005', '2008', '2007', '2006', '2005', '2006', '2007', '2008'], fitment: ['engine camshaft'], type: ['camshaft'], oem part number: ['59ggwz'], manufacturer part number: ['59ggwz'], sku: ['400:59ggwz'], category: 2.0, item_title: right skp camshaft fits lincoln navigator 2005-2008 54l v8 59ggwz</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>{lincoln}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>brand: ['skp'], type: ['ignition coil'], oem part number: ['30520r40007'], manufacturer part number: ['skuf602t'], sku: ['742:skuf602t'], part title: ['ignition coil skp skuf602t','skyward automotive skuf602t ignition coil - ignition coil'], part brands: ['skyward automotive','skp'], subtype: ['ignition coil', 'ignition coil|ignition coil set|ignition kit'], part types: ['ignition coil', 'ignition coil|primary ignition'], category: 3.0, item_title: ignition coil skp skuf602t</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>brand: ['spc'], make: honda, model: cr-v, year: ['1997', '1998', '1999', '2000', '2001'], fitment: ['direct replacement'], type: ['manual transmission', 'diaphragm','stick shift manual transmission only'], manufacturer part number: ['spc-xt54019crvhp4-cc', 'yes'], vehicle identification number: ['no'], category: 4.0, item_title: spc stage 4 hd clutch pressure plate kit fits 1997-2001 honda crv cr-v 20l b20</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>brand: ['spectra premium'], make: plymouth, model: cuda, year: ['1970', '1971', '1972', '1973', '1974', '1970', '1971', '1972', '1973', '1974'], oem part number: ['69491td'], product name: ['ignition coil'], manufacturer part number: ['69491td'], sku: ['400:69491td'], category: 3.0, item_title: for 1970-1974 plymouth cuda ignition coil spectra 69491td 1971 1972 1973</td>\n",
       "      <td>{plymouth}</td>\n",
       "      <td>{plymouth}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>brand: ['spectra','spectra premium industries inc'], model: spectra, type: ['ignition coil'], oem part number: ['26020140'], manufacturer part number: ['c-658'], sku: ['sq:c-658'], part title: ['auto extra c-658','starter drive dixie c-658 reman', 'ignition coil spectra c-658', 'ignition coil richporter c-658'], part brands: ['auto extra', 'dixie electric ltd','spectra premium industries inc', 'richporter technology'], subtype: ['ignition coil','starter drive', 'direct ignition coil|ignition...</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>brand: ['spectra','spectra premium industries inc'], model: spectra, type: ['radiator'], oem part number: ['16010473'], manufacturer part number: ['cu13270'], sku: ['273:cu13270'], part title: ['carquest/spectra premium industries cu13270 - radiator', 'radiator-electric/gas murray cu13270', 'auto extra cu13270', 'auto plus/spectra premium industries cu13270 - radiator', 'richporter cu13270', 'radiator cooling depot cu13270', 'cooling depot cu13270 radiators, coolers and related components - ...</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>brand: ['standard ignition'], make: kia, model: standard, year: ['1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002'], type: ['ignition coil'], manufacturer part number: ['uf-283'], part title: ['auto extra uf-283', \"ignition coil-dohc o'reilly uf-283 fits 1995 kia sportage\", 'carquest uf-283', 'ignition coil intermotor uf-283 fits 95-02 kia sportage', 'ignition coil-dohc federated uf-283 fits 1995 kia sportage 2.0l-l4', 'ignition coil standard uf-283 fits 95-02 kia sportage', \"ig...</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>brand: ['standard ignition'], model: standard, fitment: ['2019, ford, e-450 super duty, base stripped chassis - incomplete, 6.2', 'direct replacement'], manufacturer part number: ['us-937'], part title: [\"ignition switch o'reilly us-937\", 'ignition switch standard us-937', 'auto extra us-937'], part brands: ['auto extra', \"o'reilly auto parts/std\",'standard motor products'], subtype: ['ignition switch'], part types: ['switches, solenoids and actuators'], category: 3.0, item_title: standard i...</td>\n",
       "      <td>{mazda, ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>brand: ['standard','standard ignition','standard motor products'], make: ford, model: f-250, year: ['1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983'], fitment: ['eng: 4.9l l6;'], type: ['distributor ignition pickup'], manufacturer part number: ['489ky92'], sku: ['328:489ky92'], category: 3.0, item_title: for 1975-1983 ford f-250 49l l6 distributor ignition pickup smp 1976 1977 1978</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>brand: ['standard','standard motor products'], make: chevrolet, model: standard, year: ['1966'], fitment: ['direct replacement'], type: ['distributor cap'], oem part number: ['dr438t'], manufacturer part number: ['dr438t', 'yes'], vehicle identification number: ['no'], part title: ['auto plus/standard t-series dr438t - distributor cap', 'distributor cap federated dr438t', 'distributor cap standard dr438t'], part brands: ['auto plus','standard/t-series', 'federated'], subtype: ['distributor c...</td>\n",
       "      <td>{chevrolet, pontiac, international harvester, studebaker}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>brand: ['standard','standard motor products'], make: chevrolet, year: ['1980', '1981', '1982'], fitment: ['2.8l v6; blue streak premium quality;'], type: ['distributor cap'], manufacturer part number: ['339lj29'], sku: ['328:339lj29'], category: 3.0, item_title: distributor cap smp for 1980-1982 chevrolet citation 28l</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>brand: ['standard','standard motor products'], make: dodge, model: polara, year: ['1970', '1961', '1960', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1971', '1972', '1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973'], fitment: ['dodge polara ignition points'], oem part number: ['n117gh'], product name: ['ignition points'], sku: ['400:n117gh'], category: 3.0, item_title: ignition points for 1960-1973 dodge polara...</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>brand: ['standard','standard motor products'], make: ford, model: escape, year: ['2005', '2006', '2007', '2008', '2005', '2006', '2007', '2008'], oem part number: ['77333ft'], product name: ['direct ignition coil boot kit', 'direct ignition coil boot'], manufacturer part number: ['77333ft'], sku: ['400:77333ft'], category: 3.0, item_title: for 2005-2008 ford escape direct ignition coil boot kit smp 77333ft 2006 2007</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>brand: ['standard','standard motor products'], make: ford, model: mustang, year: ['1986', '1983', '1983', '1986'], oem part number: ['84469jxjr'], product name: ['starter motor relay connector'], manufacturer part number: ['84469jxjr'], sku: ['400:84469jxjr'], category: 0.0, item_title: for 1983 ford mustang starter motor relay connector smp 84469jxjr 1986, cleaned_desc: parts geek - for 1983 ford mustang starter motor relay connector smp 84469jxjr 1986 for 1983 ford mustang starter motor re...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>brand: ['standard','standard motor products'], make: ford, model: standard, year: ['1979'], fitment: ['direct replacement'], type: ['distributor rotor'], oem part number: ['fd117t'], manufacturer part number: ['fd117t', 'yes'], vehicle identification number: ['no'], part title: ['distributor rotor-gas federated fd117t', 'auto plus/standard t-series fd117t distributor and magneto - distributor rotor', 'distributor rotor standard fd117t', 'distributor rotor prenco fd117t'], part brands: ['auto...</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>brand: ['standard','standard motor products'], make: gmc, model: yukon, year: ['1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003'], oem part number: ['52414rg'], product name: ['neutral safety switch connector'], manufacturer part number: ['52414rg'], sku: ['400:52414rg'], category: 4.0, item_title: for 1995-2003 gmc yukon neutral safety switch connector smp 52414rg 1996 1997</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>brand: ['standard','standard motor products'], make: mercury marquis, model: marquis, year: ['1973', '1983', '1984', '1985', '1986', '1973', '1983', '1984', '1985', '1986', '1973', '1983', '1984', '1985', '1986'], fitment: ['battery cable -- switch to starter'], type: ['battery cable'], oem part number: ['45gnhs'], sku: ['400:45gnhs'], category: 0.0, item_title: battery cable fits mercury marquis 1973 1983-1986 45gnhs, cleaned_desc: battery cable fits mercury marquis 1973, 1983-1986 45gnhs b...</td>\n",
       "      <td>{mercury}</td>\n",
       "      <td>{mercury}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>brand: ['standard','standard motor products'], make: mercury, model: cougar, year: ['1989', '1990'], type: ['battery cable'], oem part number: ['93wczb32'], manufacturer part number: ['93wczb32'], sku: ['400:93wczb32'], category: 0.0, item_title: battery cable smp 93wczb32 for mercury cougar 1989 1990, cleaned_desc: battery cable smp 93wczb32 for mercury cougar 1989 1990 battery cable smp 93wczb32 for mercury cougar 1989 1990 brand: standard motor products battery cable condition: new check ...</td>\n",
       "      <td>{mercury}</td>\n",
       "      <td>{mercury}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>brand: ['standard','standard motor products'], make: nissan, model: pathfinder, year: ['2000', '2001'], type: ['ignition coil'], oem part number: ['92ysdp56'], manufacturer part number: ['92ysdp56'], sku: ['400:92ysdp56'], category: 3.0, item_title: ignition coil smp 92ysdp56 for nissan pathfinder 2001 2000</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>brand: ['standard','standard motor products'], make: oldsmobile cutlass ciera, year: ['1994', '1995', '1996', '1994', '1995', '1996', '1994', '1995', '1996'], fitment: ['engine crankshaft position sensor connector'], type: ['engine crankshaft position sensor connector'], oem part number: ['46htbc'], sku: ['400:46htbc'], category: 2.0, item_title: engine crankshaft position sensor connector fits cutlass ciera 1994-1996 46htbc</td>\n",
       "      <td>{oldsmobile}</td>\n",
       "      <td>{oldsmobile}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>brand: ['standard','standard motor products'], model: b250, type: ['spark plug wire set'], oem part number: ['43nbcb68'], manufacturer part number: ['43nbcb68'], sku: ['400:43nbcb68'], category: 3.0, item_title: spark plug wire set 43nbcb68 for b250 b100 b150 b200 b300 b350 cb300 d100 d150</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{mazda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>brand: ['standard','standard motor products'], model: standard, type: ['4wd switch'], manufacturer part number: ['tca-32'], part title: ['4wd switch auto extra tca-32', \"4wd switch o'reilly tca-32\", '4wd switch standard tca-32'], part brands: ['auto extra', \"o'reilly auto parts/std\",'standard motor products'], subtype: ['4wd switch'], part types: ['switches','switches, solenoids and actuators'], category: 4.0, item_title: standard motor products tca-32 four wheel drive actuator switch</td>\n",
       "      <td>{chevrolet, gmc, oldsmobile}</td>\n",
       "      <td>{chevrolet, dodge, ford, mercury, nissan,}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>brand: ['standard'], make: chevrolet, model: ss, fitment: ['direct replacement'], manufacturer part number: ['ss-521','starter solenoid'], part title: [\"starter solenoid o'reilly ss-521\",'starter solenoid federated ss-521','starter solenoid standard ss-521', 'carquest ss-521','starter solenoid-united united ignition wire ss-521 fits 56-59 chevrolet truck'], part brands: ['federated', 'carquest', 'united ignition wire', \"o'reilly auto parts/std\",'standard motor products'], subtype: ['starter ...</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>brand: ['standard'], make: nissan, model: standard, year: ['1993'], type: ['distributor cap'], oem part number: ['19017072'], manufacturer part number: ['jh216t'], sku: ['279:jh216t'], part title: ['auto plus/standard t-series jh216t - distributor cap', 'distributor cap federated jh216t fits 1993 nissan altima', 'distributor cap standard jh216t fits 93-96 nissan altima 2.4l-l4'], part brands: ['auto plus','standard/t-series', 'federated'], subtype: ['distributor cap'], part types: ['hardware...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>brand: ['standard'], make: pontiac, year: ['1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988', '1989'], type: ['spark plug wire set'], oem part number: ['12000021'], manufacturer part number: ['6874'], sku: ['u-2:6874'], part title: ['trunk lid lift support-2 door, convertible 6874 fits 2014 chevrolet camaro', 'ams lift supports 6874', 'new generation 6874 doors - door lift support', 'a/c evaporator core vista pro 6874 fits 1991 vol...</td>\n",
       "      <td>{chevrolet, buick, pontiac, cadillac, oldsmobile}</td>\n",
       "      <td>{pontiac, buick, oldsmobile}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>brand: ['standard'], model: standard, type: ['alternator brush set'], oem part number: ['31105pr7a01'], manufacturer part number: ['rx-162'], sku: ['sta:rx-162'], part title: ['alternator brush holder intermotor rx-162', \"alternator brush set-std trans o'reilly rx-162\", 'alternator brush set standard rx-162', \"alternator brush set o'reilly rx-162\", 'auto extra rx-162'], part brands: ['intermotor', 'auto extra', \"o'reilly auto parts/std\",'standard motor products', \"o'reilly auto parts/sti\"], ...</td>\n",
       "      <td>{lexus, toyota, honda, acura}</td>\n",
       "      <td>{honda, isuzu}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>brand: ['standard'], model: standard, type: ['engine variable valve timing (vvt) solenoid'], oem part number: ['1028a109'], manufacturer part number: ['vvt244'], sku: ['si:vvt244'], part title: ['engine variable valve timing (vvt) solenoid-solenoid intermotor vvt244', \"o'reilly vvt244 engine variable valve timing (vvt) solenoid\", \"engine variable valve timing (vvt) solenoid-solenoid o'reilly vvt244\", 'auto plus/standard motor products - engine variable valve timing (vvt) solenoid', 'engine v...</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>{honda, isuzu}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>brand: ['standard'], model: standard, type: ['ignition coil'], oem part number: ['273103l030'], manufacturer part number: ['uf863'], sku: ['sti:uf863'], part title: [\"ignition coil o'reilly uf863\", 'auto plus/standard motor products uf863 ignition coil - ignition coil', 'ignition coil standard uf863'], part brands: ['auto plus', \"o'reilly auto parts/std\",'standard motor products', \"o'reilly auto parts/sti\"], subtype: ['ignition coil'], part types: ['ignition coil'], category: 3.0, item_title...</td>\n",
       "      <td>{genesis, kia, hyundai}</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>brand: ['standard'], model: standard, type: ['ignition contact set'], oem part number: ['3053101'], manufacturer part number: ['fd-8183v'], sku: ['si:fd-8183v'], part title: ['carquest fd-8183v', \"ignition contact set o'reilly fd-8183v\", 'auto extra fd-8183v', 'ignition contact set standard fd-8183v', 'ignition contact set federated fd-8183v'], part brands: ['federated', 'carquest', 'auto extra', \"o'reilly auto parts/std\",'standard motor products'], subtype: ['ignition contact set'], part ty...</td>\n",
       "      <td>{de tomaso, mercury, lincoln, ford}</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>brand: ['stevelewissaab'], make: saab, manufacturer part number: ['heater hose'], category: 1.0, item_title: saab 900 classic heater hose spg aero t16s injection convertible hatch</td>\n",
       "      <td>{saab}</td>\n",
       "      <td>{saab}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>brand: ['subaru'], make: subaru, model: legacy, year: ['2013', '2013', '2014'], vehicle identification number: ['4s4brcccxd3235687'], sku: ['sfm042', '5171104'], category: 4.0, item_title: rear drive shaft station wgn outback automatic 25l fits 13-14 legacy 5171104</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>brand: ['subaru'], make: subaru, model: outbakleg, year: ['2006', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019'], vehicle identification number: ['4s4bp61c967317660'], sku: ['5f9035', '1513306'], category: 1.0, item_title: coolant reservoir fits 05-19 legacy 1513306</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>brand: ['surtrack'], make: toyota, model: venza, type: ['cv axle shaft kit'], manufacturer part number: ['fqvm-48680-168-3991685'], category: 4.0, item_title: surtrack set of front rear cv axle shafts kit for toyota venza 27l l4 awd</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>brand: ['surtrack'], type: ['cv axle shaft'], oem part number: ['17010103'], manufacturer part number: ['ho-8055'], sku: ['trk:ho-8055'], part title: ['cv axle shaft-new carquest ho-8055', 'cv axle shaft master pro select ho-8055', 'cv axle shaft surtrack ho-8055', 'cv axle shaft fvp ho-8055', 'cv axle shaft-new walker ho-8055'], part brands: ['master pro select', 'carquest', 'fvp', 'walker','surtrack'], subtype: ['cv axle shaft', 'cv axle assembly|cv axle shaft|cv axle shaft bearing'], part...</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>brand: ['surtrack'], type: ['cv axle shaft'], oem part number: ['17014474'], manufacturer part number: ['fd-8277'], sku: ['zl-sur:fd-8277'], part title: ['cv axle shaft fvp fd-8277', 'cv axle shaft surtrack fd-8277', 'cv axle shaft master pro select fd-8277'], part brands: ['fvp','surtrack','master pro select'], subtype: ['cv axle shaft', 'cv axle assembly|cv axle shaft'], part types: ['cv components'], category: 4.0, item_title: cv axle shaft-4wd front left surtrack fd-8277</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>{lincoln, ford}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>brand: ['t series'], make: buick, model: centurion, year: ['1973', '1972', '1971', '1971', '1972', '1973'], fitment: ['direct replacement'], type: ['ignition coil'], manufacturer part number: ['sx-av7p 1973 1972 1971 wire boot spark'], category: 3.0, item_title: smp t-series ignition coil for 1971-1973 buick centurion - wire boot spark dj</td>\n",
       "      <td>{buick}</td>\n",
       "      <td>{buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>brand: ['t series'], make: toyota, model: rav4, year: ['2007', '2006', '2005', '2004', '2003', '2002', '2001', '2000', '1999', '1998', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007'], fitment: ['direct replacement'], type: ['circuit opening relay'], manufacturer part number: ['sx-vn1n 2007 2006 2005 2004 2003 2002'], category: 0.0, item_title: smp t-series circuit opening relay for 1998-2007 toyota rav4 - electrical lm, cleaned_desc: this smp t-series circuit ...</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>brand: ['tesla'], model: model s, year: ['2017', '2018', '2019', '2020'], fitment: ['no'], type: ['engine water pump', 'electric'], oem part number: ['6007370'], manufacturer part number: ['6007370-00-b', 'no'], vehicle identification number: ['no'], category: 1.0, item_title: 2017 - 2020 tesla model s water pump coolant valve 4-way oem</td>\n",
       "      <td>{tesla}</td>\n",
       "      <td>{tesla}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>brand: ['tesla'], model: tesla model y, year: ['2022', '2020', '2021', '2022', '2023'], fitment: ['direct replacement'], oem part number: ['1120960-10-h'], manufacturer part number: ['does not apply'], sku: ['23068', '8e2302e9-c58c-49b5-b6e8-84413f59d911'], category: 2.0, item_title: 2020-2023 tesla model y my 3 front drive unit engine electric motor 1120960-10-h</td>\n",
       "      <td>{tesla}</td>\n",
       "      <td>{tesla}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>brand: ['timken'], make: chevrolet, fitment: ['direct replacement', '35mm id - 25mm width - 55.9mm centerline height - 168.2mm bolt,hole center - 0 slingers'], manufacturer part number: ['hb3514'], part title: ['auto plus/timken hb3514 bearings - drive shaft center support bearing', 'drive shaft center support bearing timken hb3514', 'carquest hb3514'], part brands: ['timken', 'carquest', 'auto plus'], subtype: ['drive shaft center support bearing', 'drive shaft center support|drive shaft ce...</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>{chevrolet, gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>brand: ['timken'], make: dodge, year: ['1975', '1976', '1977', '1978', '1979', '1980', '1975', '1976', '1977', '1978', '1979', '1980'], fitment: ['position: rear;', 'engine: 5.2l v8;'], type: ['engine crankshaft seal'], manufacturer part number: ['206fb59'], sku: ['328:206fb59'], category: 2.0, item_title: fits 1975-1980 dodge d200 52l v8 engine crankshaft seal rear timken 206fb59</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>brand: ['timken'], make: ford, fitment: ['direct replacement'], manufacturer part number: ['15245', 'differential bearing'], part title: ['bower bearing 15245 bearings - differential race, front inner, rear', 'oxygen sensor-bosch validated carquest 15245 fits 97-98 hyundai sonata 2.0l-l4', 'oxygen sensor-validated bosch 15245 fits 97-98 hyundai sonata 2.0l-l4', 'disc brake caliper repair kit-gas carlson 15245', 'carquest/bosch 15245 sensors - oxygen sensor', 'carquest 15245', 'disc brake cal...</td>\n",
       "      <td>{dodge, ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>brand: ['timken'], make: ford, year: ['1999', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016'], type: ['differential pinion bearing'], manufacturer part number: ['np516549'], part title: ['auto plus/timken np516549 bearings - differential pinion bearing, rear', 'auto plus/national np516549 - differential pinion bearing, rear', 'differential pinion bearing auto extra np516549', 'coast to coast np516549 bear...</td>\n",
       "      <td>{ram, ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>brand: ['timken'], make: mitsubishi fuso mitsubishi toyota, model: fe lancer camry corolla, year: ['2002', '2003', '1983', '1984', '1985', '1986', '1987', '1988', '2002', '2003', '1983', '1984', '1985', '1986', '1987', '1988'], oem part number: ['vg96g2'], product name: ['differential bearing'], manufacturer part number: ['differential pinion bearing', 'vg96g2'], sku: ['400:vg96g2'], category: 4.0, item_title: front outer differential bearing for fe lancer camry corolla vg96g2</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>brand: ['timken'], type: ['clutch release bearing'], oem part number: ['md701283'], manufacturer part number: ['01496'], sku: ['tkn:01496'], part title: ['carquest 01496', 'clutch release bearing mevotech 01496', 'perfect circle 01496', 'clutch release bearing auto extra 01496', 'clutch release bearing-rwd coast to coast automotive products 01496', 'clutch release bearing moog 01496', 'auto extra 01496', \"clutch release bearing o'reilly 01496\", 'clutch release bearing-diesel timken 01496', '...</td>\n",
       "      <td>{chevrolet, dodge, isuzu, pontiac, plymouth, subaru}</td>\n",
       "      <td>{chevrolet, dodge, cad, isuzu, pontiac}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>brand: ['tinvhy'], make: nissan, model: pathfinder, year: ['2013', '2014', '2015', '2016', '2017', '2018', '2019'], fitment: ['direct replacement'], type: ['cooling fan assembly'], manufacturer part number: ['bw284844th'], category: 1.0, item_title: 214813ja0e for 13-19 nissan pathfinder 35l radiator ac condenser cooling fan</td>\n",
       "      <td>{nissan, infiniti}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>brand: ['top street king'], model: forte, year: ['2010', '2011'], fitment: ['direct replacement'], type: ['fan &amp; shroud assembly'], oem part number: ['10 11'], manufacturer part number: ['tsk-oemrf1155'], category: 1.0, item_title: factory style radiator cooling fan assembly for forte w manual trans 10-11</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>{kia}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>brand: ['toyota trucks'], make: toyota, model: toyota highlander, year: ['2009'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['ss125', '47372bf5-0b43-48c7-a90b-a4fcb561cffd'], category: 1.0, item_title: 09 toyota highlander coolant recovery bottle</td>\n",
       "      <td>{lexus, toyota}</td>\n",
       "      <td>{lexus, toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>brand: ['toyota'], make: toyota, model: 4 runner, year: ['1996', '1996', '2000'], vehicle identification number: ['jt3hn86r9t0010401'], sku: ['dlx3', '7574206'], category: 3.0, item_title: drawtite trailer brake control 1996 97 98 99 2000 01 02 4 runner 7574206</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>brand: ['toyota'], make: toyota, model: camry, year: ['2014', '2012', '2013', '2014', '2015', '2016', '2017'], vehicle identification number: ['4t4bf1fk3er428541'], sku: ['220079', '347664'], category: 4.0, item_title: automatic transmission vin f 5th digit 25l fits 12-17 camry 347664</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>brand: ['toyota'], make: toyota, model: echo, year: ['2000', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], vehicle identification number: ['jtdat1231y5003917'], sku: ['18n143', '1654801'], category: 0.0, item_title: starter motor 1nzfe engine sedan 8kw fits 06-12 yaris 1654801, cleaned_desc: welcome to our ebay store! starter motor 1nzfe engine sedan.8kw fits 06-12 yaris 1654801 description donor vehicle model: echo year: 2000 mileage: 0 (0 = not available or unknown) stock number...</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>brand: ['toyota'], make: toyota, model: matrix, year: ['2010', '2009', '2010', '2011', '2012', '2013'], oem part number: ['164100h260'], manufacturer part number: ['164100h260'], vehicle identification number: ['2t1ke4ee9ac040526'], sku: ['053790', '2145678'], category: 1.0, item_title: radiator 2azfe engine fits 09-13 matrix 2145678</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>brand: ['toyota'], make: toyota, model: sienna, year: ['2006', '2006'], sku: ['96163'], category: 0.0, item_title: engine ecm electronic control module xle 2006 toyota sienna ho-150p, cleaned_desc: welcome to our ebay store! engine ecm electronic control module xle 2006 toyota sienna ho-150p description donor vehicle vin: model: sienna year: 2006 mileage: 0 (0 = not available or unknown) stock number: store number: 1 part detail part grade: a part category: u part placement: notes: 590-50565...</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>brand: ['trakmotive'], make: oldsmobile, year: ['1994', '1995', '1996'], type: ['cv axle shaft', 'hex','self-lock'], manufacturer part number: ['wtns20111901918118'], category: 4.0, item_title: trakmotive front left cv joint axle for oldsmobile cutlass ciera 1994 1995 1996</td>\n",
       "      <td>{chevrolet, pontiac, buick, oldsmobile}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>brand: ['trakmotive'], make: subaru, year: ['2006', '2007'], type: ['cv axle shaft', 'hex','stake'], manufacturer part number: ['zoom230915057895'], category: 4.0, item_title: for 2006 2007 subaru b9 tribeca rear left cv axle shaft cv joint</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>brand: ['transolve'], make: hyundai kia, model: a6mf1 a6mf2, fitment: ['direct replacement'], type: ['clutch plate'], oem part number: ['45641-26000'], product name: ['disk set-low/reverse brake'], manufacturer part number: ['kor45641-26000'], category: 4.0, item_title: a6mf1 auto transmission disk set-lowreverse brake oem 45641-26000 for hyundai</td>\n",
       "      <td>{hyundai}</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>brand: ['trq cv axle shaft'], make: infiniti, model: ex37, year: ['2013', '2013'], oem part number: ['15cp75q'], manufacturer part number: ['15cp75q', 'cv axle shaft -- passenger side; built after 2/13 production date'], sku: ['400:15cp75q'], category: 4.0, item_title: trq 15cp75q front right cv axle assembly fits 2013 infiniti ex37</td>\n",
       "      <td>{infiniti}</td>\n",
       "      <td>{infiniti}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>brand: ['trq ignition coil'], make: mitsubishi montero, model: montero, year: ['2003', '2004', '2005', '2006', '2003', '2004', '2005', '2006', '2003', '2004', '2005', '2006'], fitment: ['ignition coil'], type: ['ignition coil'], oem part number: ['62cqqz'], manufacturer part number: ['62cqqz'], sku: ['400:62cqqz'], category: 3.0, item_title: trq ignition coil ignition coil fits mitsubishi montero 2003-2006 62cqqz</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>brand: ['trq'], make: chevrolet, model: avalanche, year: ['2002', '2002'], oem part number: ['17867cf'], product name: ['ignition coil'], manufacturer part number: ['17867cf'], sku: ['400:17867cf'], category: 3.0, item_title: for 2002 chevrolet avalanche 2500 ignition coil 17867cf 81l v8 ignition coil</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>brand: ['trq'], make: land rover, model: range rover, year: ['2003', '2004', '2005', '2003', '2004', '2005', '2003', '2004', '2005'], oem part number: ['mx62s2'], product name: ['ignition coil set'], manufacturer part number: ['8 piece ignition coil set','mx62s2'], sku: ['400:mx62s2'], category: 3.0, item_title: ignition coil set for 03-05 land rover range rover mx62s2</td>\n",
       "      <td>{land rover}</td>\n",
       "      <td>{land rover}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>brand: ['trq'], make: volvo, model: 5, year: ['2015', '2016', '2015', '2016', '2015', '2016'], fitment: ['volvo v60 ignition coil'], oem part number: ['yd632wg'], product name: ['ignition coil'], manufacturer part number: ['yd632wg'], sku: ['400:yd632wg'], category: 3.0, item_title: ignition coil for 2015-2016 volvo v60 25l 5 cyl yd632wg ignition coil</td>\n",
       "      <td>{volvo}</td>\n",
       "      <td>{volvo}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>brand: ['tuff stuff performance', 'tuff stuff'], model: ss, type: ['engine water pump'], manufacturer part number: ['1495ac'], sku: ['tfs:1495ac'], part title: ['engine water pump-ss tuff stuff 1495ac'], part brands: ['tuff stuff performance'], subtype: ['engine water pump'], part types: ['water pump and related components'], category: 1.0, item_title: engine water pump-ss tuff stuff 1495ac</td>\n",
       "      <td>{chevrolet, pontiac, gmc}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>brand: ['tyc'], make: chevrolet, model: sonic, year: ['2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018'], type: ['starter motor'], oem part number: ['25194634'], manufacturer part number: ['1-19255'], sku: ['7-t:1-19255'], part title: ['carquest 1-19255','starter motor tyc 1-19255'], part brands: ['tyc', 'carquest'], subtype: ['starter motor'], part types: ['starter and related components'], category: 0.0, item_title: starter motor fits 2011-2018 chevrolet sonic cruze trax tyc, ...</td>\n",
       "      <td>{chevrolet, buick}</td>\n",
       "      <td>{chevrolet, buick}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>brand: ['tyc'], make: ford, model: gt, year: ['1999'], type: ['alternator'], oem part number: ['xr3z10346aa'], manufacturer part number: ['2-08252'], sku: ['298:2-08252'], part title: ['alternator tyc 2-08252 fits 99-04 ford mustang 4.6l-v8', 'carquest 2-08252'], part brands: ['tyc', 'carquest'], subtype: ['alternator'], part types: ['alternator / generator and related components'], category: 0.0, item_title: alternator-gt sohc coupe tyc 2-08252 fits 1999 ford mustang 46l-v8, cleaned_desc: e...</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>brand: ['tyc'], make: saturn, model: sl, year: ['2002', '2001', '2000', '1999', '1998', '1997', '1996', '1995', '1994', '1994', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002'], fitment: ['direct replacement'], type: ['dual radiator and condenser fan assembly'], manufacturer part number: ['sx-3989 2002 2001 2000 1999 1998 1997'], category: 1.0, item_title: tyc dual radiator condenser fan assembly for 1994-2002 saturn sl belts mm</td>\n",
       "      <td>{saturn}</td>\n",
       "      <td>{saturn}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>brand: ['tyc'], type: ['radiator'], oem part number: ['253103x151'], manufacturer part number: ['13333'], sku: ['298:13333'], part title: ['trailer hitch-class iii 2 in. receiver hitch curt manufacturing 13333','maxpower rebuilders 13333 reman', 'alternator rotex 13333 reman fits 1987 nissan van 2.4l-l4', 'ltd parts 13333', 'artotek 13333 radiators, coolers and related components - radiator', 'radiator osc 13333', 'alternator proamp 13333 reman fits 1987 nissan van 2.4l-l4', 'alternator visi...</td>\n",
       "      <td>{kia, hyundai}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac,, buick}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>brand: ['u.s ignition system &amp; ngk'], make: lexus, model: camry, fitment: ['direct replacement'], type: ['ignition coil', 'blade', 'bolt on', 'electronic', 'plug in', 'coil on plug'], manufacturer part number: ['7805-3171-7810-2756-06'], category: 3.0, item_title: ignition coils ngk spark plugs for lexus rx330 toyota camry sienna solara</td>\n",
       "      <td>{lexus, toyota}</td>\n",
       "      <td>{lexus, toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>brand: ['u.s ignition system'], make: porsche, year: ['2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016'], category: 3.0, item_title: ignition coils spark plugs for 08-14 porsche cayenne 10-16 panamera v6 v8</td>\n",
       "      <td>{porsche}</td>\n",
       "      <td>{porsche}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>brand: ['unbranded'], make: audi, model: a3, fitment: ['direct replacement', 'yes'], type: ['damper', 'automatic'], oem part number: ['09g 321 397a'], manufacturer part number: ['09g321397a', 'yes'], vehicle identification number: ['yes'], category: 4.0, item_title: automatic transmission gear shifting cable connector for audi a3 s3 09g321397a</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>{audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>brand: ['unbranded'], make: audi, model: a3, type: ['thermostat assembly'], oem part number: ['06l121111h, 06l-121-111-h, 06l121111g, 06l121111j'], manufacturer part number: ['06l121111h'], part title: ['volkswagen of america 06l121111h - engine water pump housing'], part brands: ['volkswagen'], subtype: ['engine water pump housing'], part types: ['water pump and related components'], category: 1.0, item_title: 06l121111h for audi a3 a4 a6 vw golf passat water pump thermostat assembly</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>{volkswagen, audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>brand: ['unbranded'], make: audi, model: touareg, year: ['2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015'], category: 2.0, item_title: engine trans mount set for 06-15 audi q7 vw touareg left right</td>\n",
       "      <td>{volkswagen, audi}</td>\n",
       "      <td>{volkswagen, audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>brand: ['unbranded'], make: audi, model: tt, fitment: ['yes'], type: ['coolant expansion tank'], oem part number: ['1j0 121 403e'], manufacturer part number: ['1j0121403'], category: 1.0, item_title: radiator coolant overflow tank for audi tt vw jetta golf city clasico beetle</td>\n",
       "      <td>{volkswagen, audi}</td>\n",
       "      <td>{volkswagen, audi}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>brand: ['unbranded'], make: bmw, model: 3, type: ['engine cover cap'], manufacturer part number: ['for 11127645173'], category: 2.0, item_title: membrane valve cover diaphragm repair kit for bmw b58 3 4 5 7 11127645173</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>brand: ['unbranded'], make: bmw, model: 5, year: ['2016'], type: ['headlight assembly'], oem part number: ['63117440877'], manufacturer part number: ['63117440877'], category: 4.0, item_title: xenon ballast bulb lamp adaptive module fits 14-2016 bmw 5 series 528i 535i 550i</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>brand: ['unbranded'], make: bmw, model: m3, type: ['differential bearing and seal kit'], category: 4.0, item_title: differential type 210 bearings repair kit for bmw m3 m5 e36 e46 e34 e39 e60 e32</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>brand: ['unbranded'], make: bmw, model: x3, year: ['2000', '2008', '2009', '2010', '2011'], sku: ['ufc68', '134078'], category: 0.0, item_title: engine ecm control module fits 08-11 bmw x3 128i 323i 7 576 670 7576670, cleaned_desc: welcome to our ebay store! engine ecm control module fits 08-11 bmw x3 128i 323i 7 576 670 7576670 description donor vehicle vin: model: year: 0 mileage: 0 (0 = not available or unknown) stock number: ufc68 store number: 1 part detail part grade: a part category: ...</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>{bmw}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>brand: ['unbranded'], make: dodge, model: durango, type: ['variable valve timing (vvt) solenoid / actuator'], oem part number: ['05047897ac'], manufacturer part number: ['05047897ac'], part title: ['engine variable valve lift eccentric shaft actuator-limited, vin: g mopar'], part brands: ['mopar'], subtype: ['engine variable valve lift eccentric shaft actuator'], part types: ['switches, solenoids and actuators'], category: 2.0, item_title: 05047897ac variable valve lift solenoid for dodge du...</td>\n",
       "      <td>{jeep, ram, dodge, chrysler}</td>\n",
       "      <td>{jeep, ram, dodge, chrysler}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>brand: ['unbranded'], make: ford, model: taurus, fitment: ['direct replacement'], type: ['engine water pump'], oem part number: ['aw4041'], manufacturer part number: ['aw4041'], part title: ['auto plus aw4041 engine water pump', 'auto extra aw4041', 'engine water pump airtex aw4041'], part brands: ['airtex', 'auto extra', 'auto plus'], subtype: ['engine water pump', 'engine auxiliary water pump valve vibration damper|engine water pump|engine water pump gear|idle speed control relay'], part t...</td>\n",
       "      <td>{mercury, ford}</td>\n",
       "      <td>{mercury, lincoln, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>brand: ['unbranded'], make: honda, model: 6, year: ['2003', '2004', '2005', '2006', '2007'], type: ['engine mount kit'], manufacturer part number: ['a4526hy a4516 a4517 a4542 a4510 a4509'], category: 2.0, item_title: motor mounts 6 pcs replacement for 2003-2007 honda accord ex lx 24l l4</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>brand: ['unbranded'], make: honda, model: civic, fitment: ['performance/custom'], category: 3.0, item_title: vms racing pro spark plug wires female boots for honda civic b16 w 8296 bk</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>brand: ['unbranded'], make: mercedes-benz, model: 5, category: 4.0, item_title: for mercedes-benz 5 speed 7226 auto transmission valve body and conductor plate</td>\n",
       "      <td>{dodge, freightliner, chrysler, jeep, mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>brand: ['unbranded'], make: nissan, model: 350z, fitment: ['direct replacement', 'for infiniti nissan'], type: ['camshaft/crankshaft position sensor'], oem part number: ['23731al60c'], manufacturer part number: ['23731-al60c'], part title: ['engine crankshaft position sensor-std trans prenco 23731-al60c'], part brands: ['prenco'], subtype: ['engine crankshaft position sensor'], part types: ['sensors'], category: 3.0, item_title: crankshaft position sensor fits 23731-al60c nissan 350z altima ...</td>\n",
       "      <td>{nissan, infiniti}</td>\n",
       "      <td>{nissan, infiniti}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>brand: ['unbranded'], make: toyota, model: prius, year: ['2004', '2005', '2006', '2007', '2008', '2009'], fitment: ['toyota prius - see fitment list above', 'yes'], type: ['engine water pump', 'electric'], oem part number: ['g9020-47030'], manufacturer part number: ['04000-325280400032528', 'inverter water pump', 'yes'], vehicle identification number: ['yes'], category: 1.0, item_title: for 2004-2009 base prius toyota hatchback electric water engine pump bolts black</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>brand: ['unbranded'], model: c220, year: ['2014', '2012', '2013', '2014', '2015'], oem part number: ['2123501414'], manufacturer part number: ['2123501414'], vehicle identification number: ['wddgf4hb0ea958699'], sku: ['i23277', '3951395'], category: 4.0, item_title: carrier 204 type rear c250 coupe fits 12-15 mercedes c-class 3951395</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>brand: ['vaico'], model: c230, year: ['1994', '1995', '1996', '1997', '1998'], type: ['water pump'], oem part number: ['p864bf'], sku: ['400:p864bf'], category: 1.0, item_title: water pump p864bf for mercedes c220 c230 1994 1995 1996 1997 1998</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>brand: ['vap-autoparts'], make: cadillac, model: 2, year: ['2003', '2004'], fitment: ['direct replacement', 'no', 'for 2003-2004 cadillac cts 3.2l v6'], type: ['ignition coil', 'blade', 'coil on plug (cop)', 'plug in'], oem part number: ['uf278;uf279'], manufacturer part number: ['va119946ts02', 'yes'], vehicle identification number: ['no'], category: 3.0, item_title: 2 for 2003-2004 cadillac cts 32l v6 ignition coil spark plug</td>\n",
       "      <td>{cadillac, saturn}</td>\n",
       "      <td>{cadillac}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>brand: ['victor reinz timing chain tensioner gasket - upper chain tensione'], make: volkswagen golf, model: golf, year: ['2010', '2011', '2012', '2013', '2014', '2010', '2011', '2012', '2013', '2014', '2010', '2011', '2012', '2013', '2014'], fitment: ['timing chain tensioner gasket - upper chain tensioner'], type: ['timing chain tensioner gasket'], oem part number: ['77qsvw'], sku: ['400:77qsvw'], category: 2.0, item_title: timing chain tensioner gasket fits vw golf 2010-2014 25l 5 cyl 77qsvw</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>{volkswagen}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>brand: ['victor reinz'], make: ford lincoln mercury vpg, model: crown victoria e150 e250 f150 town car grand marquis mv-1, year: ['2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2003', '2004'], oem part number: ['qw88p1'], product name: ['thermostat gasket'], manufacturer part number: ['engine coolant outlet gasket', 'qw88p1'], sku: ['400:qw88p1'], category: 1.0, item_title: thermostat gasket for crown victoria e150 e250 f150 town car grand qw...</td>\n",
       "      <td>{mercury, vpg, lincoln, ford}</td>\n",
       "      <td>{mercury, vpg, lincoln, ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>brand: ['victor reinz'], make: volvo, model: 5, year: ['2004', '2005', '2003', '2006', '2004', '2005', '2003', '2006', '2003', '2004', '2005', '2006'], fitment: ['volvo xc90 thermostat housing gasket'], oem part number: ['wz135hy'], product name: ['thermostat housing gasket'], manufacturer part number: ['wz135hy'], sku: ['400:wz135hy'], category: 1.0, item_title: thermostat housing gasket for 2003-2006 volvo xc90 25l 5 cyl 2004 2005 wz135hy</td>\n",
       "      <td>{volvo}</td>\n",
       "      <td>{volvo}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>brand: ['victor reinz'], type: ['cylinder head gasket sets'], manufacturer part number: ['hs54471'], part title: ['carquest hs54471', 'engine cylinder head gasket set-eng code: qg18de fits 2000 nissan sentra 1.8l-l4', 'engine cylinder head gasket set clevite hs54471', 'carquest/victor reinz hs54471 - engine cylinder head gasket set', 'engine cylinder head gasket set victor hs54471', 'engine cylinder head gasket set victor reinz fits 00-03 nissan sentra 1.8l-l4', 'carquest/mahle original hs54...</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>{nissan}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>brand: ['visvic'], make: lexus, model: camry, fitment: ['direct replacement', 'no'], type: ['valve cover gasket'], manufacturer part number: ['10447911'], vehicle identification number: ['no'], category: 2.0, item_title: engine valve cover gasket set vs50530r for camry corolla lexus hs250h</td>\n",
       "      <td>{scion}</td>\n",
       "      <td>{chevrolet, pontiac, cadillac, gm}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>brand: ['vollig'], make: volvo, type: ['distributor cap'], manufacturer part number: ['vp705'], part title: ['distributor cap mtc vp705','mission trading company vp705 hardware, fasteners and fittings - distributor cap'], part brands: ['mtc parts','mtc'], subtype: ['distributor cap'], part types: ['hardware, fasteners and fittings'], category: 3.0, item_title: vollig distributor cap 3501944 for volvo</td>\n",
       "      <td>{volvo}</td>\n",
       "      <td>{volvo}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>brand: ['vr gaskets'], make: dodge, model: stratus, year: ['1999', '1997', '2001', '1996', '2004', '1995', '1998', '2000', '2002', '2003', '2005', '2006', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005', '2006'], oem part number: ['18253kd'], product name: ['oil pan gasket set', 'engine oil pan gasket set'], manufacturer part number: ['18253kd'], sku: ['400:18253kd'], category: 2.0, item_title: for 1995-2006 dodge stratus oil pan gasket set 18253kd 1999...</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>brand: ['vr gaskets'], make: ford, year: ['2003', '2003', '2003'], fitment: ['ford e450 super duty head bolt set'], oem part number: ['v921sb'], product name: ['head bolt set'], sku: ['400:v921sb'], category: 2.0, item_title: head bolt set for 2003 ford e450 super duty 73l v8 vin f v921sb</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>{ford}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>brand: ['vr gaskets'], model: aveo, year: ['2009', '2010', '2011'], type: ['piston ring set'], oem part number: ['14wrct95'], manufacturer part number: ['14wrct95'], sku: ['400:14wrct95'], category: 2.0, item_title: piston ring set 14wrct95 for chevy aveo aveo5 2009 2010 2011</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>brand: ['wai global'], make: gmc, model: 2500, year: ['1965', '1965'], oem part number: ['68345pq'], product name: ['ignition coil'], manufacturer part number: ['68345pq'], sku: ['400:68345pq'], category: 3.0, item_title: for 1965 gmc 2500 series ignition coil 68345pq ignition coil</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>{gmc}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>brand: ['walker products'], model: tracker, year: ['1998'], fitment: ['direct replacement'], type: ['distributors'], product name: ['ignition distributor cap'], manufacturer part number: ['925-1050'], part title: ['distributor cap walker products 925-1050'], part brands: ['walker products'], subtype: ['distributor cap'], part types: ['hardware, fasteners and fittings'], category: 3.0, item_title: for chevy tracker 1998 walker products ignition distributor cap</td>\n",
       "      <td>{geo, pontiac, suzuki, chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>brand: ['walker products'], type: ['engine camshaft position sensor'], oem part number: ['j005t33172'], manufacturer part number: ['235-1728'], sku: ['w00e:235-1728'], part title: ['engine camshaft position sensor-sensor only walker products 235-1728'], part brands: ['walker products'], subtype: ['engine camshaft position sensor'], part types: ['sensors'], category: 2.0, item_title: engine camshaft position sensor-natural walker products 235-1728</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>{honda}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>brand: ['walker'], make: subaru, year: ['1985', '1986', '1987', '1985', '1986', '1987'], oem part number: ['93296mg'], product name: ['ignition coil'], manufacturer part number: ['93296mg'], sku: ['400:93296mg'], category: 3.0, item_title: for 1985-1987 subaru gl10 ignition coil walker 93296mg 1986 18l h4 thunderspark</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>{subaru}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>brand: ['wells'], make: chevrolet, model: malibu, year: ['1964', '1965', '1966', '1967', '1973', '1964', '1965', '1966', '1967', '1973'], oem part number: ['24131ct'], product name: ['ignition points', 'ignition contact set'], manufacturer part number: ['24131ct'], sku: ['400:24131ct'], category: 3.0, item_title: for 1964-1967 1973 chevrolet malibu ignition points wells 24131ct 1965 1966</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>{chevrolet}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>brand: ['wells'], model: 6, year: ['1950', '1951', '1952', '1950', '1951', '1952'], oem part number: ['62586qs'], product name: ['ignition coil'], manufacturer part number: ['62586qs'], sku: ['400:62586qs'], category: 3.0, item_title: for 1950-1952 international lm153 ignition coil wells 62586qs 1951 36l 6 cyl</td>\n",
       "      <td>{international harvester}</td>\n",
       "      <td>{international harvester}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>brand: ['wells'], model: truck, type: ['starter solenoid'], oem part number: ['65vzxt28'], manufacturer part number: ['65vzxt28'], sku: ['400:65vzxt28'], category: 0.0, item_title: starter solenoid 65vzxt28 for a100 truck a108 van d100 pickup series d200 d300, cleaned_desc: starter solenoid 65vzxt28 for a100 truck a108 van d100 pickup series d200 d300 starter solenoid 65vzxt28 for a100 truck a108 van d100 pickup series d200 d300 brand: wells starter solenoid condition: new check your applica...</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>brand: ['westar', 'westar industries'], make: jeep, model: liberty, year: ['2002'], type: ['engine mount'], oem part number: ['52059252ac'], manufacturer part number: ['em-3010'], sku: ['wes:em-3010'], part title: ['engine mount front right fvp em-3010 fits 2002 jeep liberty 2.4l-l4', 'engine mount pronto em-3010', 'engine mount westar em-3010 fits 2002 jeep liberty 2.4l-l4', 'engine mount parts plus em-3010', 'pronto em-3010'], part brands: ['westar industries', 'pronto/westar industries', ...</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>brand: ['westar'], model: grand voyager, year: ['1997'], type: ['transmission mount'], oem part number: ['32yyfm76'], manufacturer part number: ['32yyfm76'], sku: ['400:32yyfm76'], category: 4.0, item_title: rear left transmission mount 32yyfm76 for town country grand voyager 1997</td>\n",
       "      <td>{chrysler}</td>\n",
       "      <td>{westar}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>brand: ['wilson'], make: acura, model: rl, year: ['1996'], type: ['alternator'], oem part number: ['28010292'], manufacturer part number: ['13675'], sku: ['wls:13675'], part title: ['disc brake hardware kit brakebest 13675', 'unitrans 13675 radiators, coolers and related components - radiator', 'alternator bbb industries 13675 reman fits 96-04 acura rl 3.5l-v6', 'carquest 13675 reman', 'j &amp; i automotive 13675', 'ltd parts 13675', 'pb/dec catalytic converters 13675 - catalytic converter gaske...</td>\n",
       "      <td>{acura}</td>\n",
       "      <td>{acura}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>brand: ['wxzos'], make: honda, model: accord, year: ['1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002'], type: ['thermostat assembly'], oem part number: ['19301-paa-306'], manufacturer part number: ['19301-paa-305'], part title: ['original equip data 19301-paa-305'], part brands: ['original equipment data'], subtype: ['engine coolant thermostat'], part types: ['thermostat and housing'], category: 1.0, item_title: 19301-paa-305 engine therm...</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>{honda, acura}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>brand: ['wxzos'], year: ['2009'], category: 0.0, item_title: sp eis esl testing cable for mercedes benz e-class w212 abrites vvdi mb 2009-15, cleaned_desc: store categories store categories health and beauty home garden outsdoor sports industrial medical equipment other sp eis esl testing cable for mercedes benz e-class w212 abrites &amp;vvdi mb 2009-15 product description specifications condition: 100% new color:black material: abs plastic/metal manufacturer part number: item included: eis esl ...</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>brand: ['xtd'], model: lancer, year: ['2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020'], fitment: ['direct replacement', 'no'], type: ['manual', 'diaphragm'], manufacturer part number: ['mi21245s', 'yes'], category: 4.0, item_title: oe spec clutch x-lite flywheel kit 08-17 lancer 11-20 outlander sport 20l 24l</td>\n",
       "      <td>{mitsubishi}</td>\n",
       "      <td>{mitsubishi, dodge, je, chrysler, plymouth}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>brand: ['yec japan'], make: toyota land cruiser, model: land cruiser, year: ['1997', '1994', '1996', '1995', '1993', '1997', '1994', '1996', '1995', '1993', '1993', '1994', '1995', '1996', '1997'], fitment: ['distributor cap'], type: ['distributor cap'], oem part number: ['73dxyj'], manufacturer part number: ['73dxyj'], sku: ['400:73dxyj'], category: 3.0, item_title: yec japan distributor cap fits toyota land cruiser 1993-1997 73dxyj</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>{toyota}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>brand: ['yukon gear'], make: dodge, model: ram 2500, year: ['1994', '1995', '1996', '1997', '1998', '1999'], type: ['axle shaft'], manufacturer part number: ['ya d74752x'], part title: ['drive axle shaft yukon gear ya d74752x'], part brands: ['yukon gear'], subtype: ['drive axle shaft'], part types: ['axle shaft'], category: 4.0, item_title: for dodge ram 2500 ram 3500 1994-1999 yukon axle shaft dac</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>{dodge}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>brand: ['yukon gear'], model: yukon, fitment: ['direct replacement'], manufacturer part number: ['yukon gear &amp; axle', 'yg d44rs-488rub'], part title: ['differential ring and pinion-rubicon yukon gear fits 2007 jeep wrangler'], part brands: ['yukon gear &amp; axle'], subtype: ['differential ring and pinion'], part types: ['differential'], category: 4.0, item_title: yukon gear axle yg d44rs-488rub ring and pinion gear set fits wrangler jk</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>{jeep}</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>brand: ['zerex coolant / antifreeze - (yellow g-05 zerex) (1 gallon)'], make: mercedes, model: 420sel, year: ['1987', '1986', '1988', '1989', '1990', '1991', '1986', '1987', '1988', '1989', '1990', '1991'], oem part number: ['21dn32q'], manufacturer part number: ['21dn32q', 'coolant / antifreeze - (yellow g-05 zerex) (1 gallon) -- g-05;...'], sku: ['400:21dn32q'], category: 1.0, item_title: zerex 21dn32q coolant antifreeze fits 1986-1991 mercedes 420sel</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>{mercedes-benz}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>make: volvo, model: s80, year: ['2001', '1999', '2000', '2001', '2002', '2003'], sku: ['140090', '208986'], category: 0.0, item_title: starter motor without turbo fits 99-03 volvo 80 series 208986, cleaned_desc: welcome to our ebay store! starter motor without turbo fits 99-03 volvo 80 series 208986 description donor vehicle model: s80 year: 2001 mileage: 0 (0 = not available or unknown) stock number: 140090 store number: 1 part detail part grade: part category: u part placement: notes: test...</td>\n",
       "      <td>{volvo}</td>\n",
       "      <td>{volvo}</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           \\\n",
       "0                                                                                         brand: [\"caili's company\"], make: mazda, model: 3, year: ['2010'], fitment: ['direct replacement'], type: ['seal'], manufacturer part number: ['g560-25-744'], part title: ['original equip data g560-25-744'], part brands: ['original equipment data'], subtype: ['drive axle shaft oil slinger'], part types: ['axle shaft'], category: 4.0, item_title: g560-25-744 for 2010 mazda 3 bl transaxle case half shaft oil seal   \n",
       "1    brand: ['2006 mini mini cooper stock number: 00017948'], make: mini, model: mini cooper, year: ['2006', '2006'], fitment: ['direct replacement'], manufacturer part number: ['quality,oem,recycled,part,1-year,3-year_ &,lifetime,warranties', 'true', 'alternator'], sku: ['00017948'], category: 0.0, item_title: 2006 mini cooper alternator 96k 957948, cleaned_desc: powered by frooition about us shipping returns contact us payment faq shop categories all categories helpful links add to favorite sel...   \n",
       "2    brand: ['4 seasons', 'fan motor', 'four seasons'], model: four, year: ['1995', '1996', '1997', '1998', '1999', '2000', '2001'], type: ['motor only', 'oe mount', '4 pole'], manufacturer part number: ['35161'], part title: ['exhaust pipe flange gasket walker 35161', 'exhaust header-base, gas, natural 35161 fits 77-78 pontiac firebird 6.6l-v8', 'exhaust tail pipe tip magnaflow ny 35161', 'carquest/fel-pro 35161 gaskets and sealing systems - engine water pump gasket', 'engine cooling fan motor u...   \n",
       "3                                             brand: ['4 seasons', 'four seasons'], make: hyundai kia, model: sonata optima, year: ['2013', '2011', '2012', '2014', '2013', '2011', '2012', '2014', '2011', '2012', '2013', '2014'], oem part number: ['bp37m5'], product name: ['auxiliary fan assembly'], manufacturer part number: ['radiator fan assembly. -- usa built', 'bp37m5'], sku: ['400:bp37m5'], category: 1.0, item_title: auxiliary fan assembly for 11-14 hyundai kia sonata optima 24l 4 cyl gas bp37m5   \n",
       "4    brand: ['4 seasons', 'four seasons'], type: ['a/c clutch control relay harness connector'], oem part number: ['89051437'], manufacturer part number: ['37220'], sku: ['fs:37220'], part title: ['power steering pressure line hose assembly gates 37220', 'icp/cpi 37220', 'disc brake rotor set-vented sport cross-drilled (pair) brembo 37220', 'auto extra 37220', 'advance 37220 shock absorber', 'a/c clutch control relay harness connector cooling depot 37220', 'auto plus/monroe/expert series 37220 - ...   \n",
       "5    brand: ['4 seasons', 'four seasons'], type: ['engine coolant outlet flange'], oem part number: ['06a121132'], manufacturer part number: ['85336'], sku: ['fs:85336'], part title: [\"radiator coolant hose flange-coolant flange o'reilly 85336\", 'radiator coolant hose flange-coolant flange factory air 85336', 'trumark 85336', 'engine coolant outlet flange-coolant flange carquest 85336', 'engine coolant outlet flange-coolant flange advance 85336', 'engine coolant outlet flange-coolant flange 4 sea...   \n",
       "6    brand: ['4 seasons', 'four seasons'], type: ['engine coolant thermostat/water outlet assembly'], oem part number: ['4893926ag'], manufacturer part number: ['86269'], sku: ['fs:86269'], part title: ['engine coolant thermostat / water outlet assembly 4 seasons 86269', 'engine coolant thermostat / water outlet assembly uni-select 86269','spark plug wire set-vin: s, 2bbl mighty 86269', 'auto extra 86269','spark plug wire set-vin: h prenco 86269', \"engine coolant thermostat / water outlet assembl...   \n",
       "7                                                                                                                                                                    brand: ['ac delco genuine gm'], make: gmc v3500, model: v3500, year: ['1989', '1990', '1991', '1989', '1990', '1991', '1989', '1990', '1991'], fitment: ['genuine gm'], type: ['distributor cap'], oem part number: ['65gvns'], sku: ['400:65gvns'], category: 3.0, item_title: ac delco genuine gm distributor cap fits gmc v3500 1989-1991 65gvns   \n",
       "8                                                                                                                         brand: ['ac delco gold (professional)'], make: gmc r2500 suburban, model: r2500 suburban, year: ['1989', '1990', '1991', '1989', '1990', '1991', '1989', '1990', '1991'], fitment: ['gold (professional)'], type: ['radiator hose'], oem part number: ['28ydth'], sku: ['400:28ydth'], category: 1.0, item_title: upper ac delco radiator hose fits gmc r2500 suburban 1989-1991 74l v8 28ydth   \n",
       "9            brand: ['ac delco professional'], make: toyota 4runner, model: 4runner, year: ['2003', '2004', '2005', '2006', '2007', '2008', '2009', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2003', '2004', '2005', '2006', '2007', '2008', '2009'], fitment: ['professional -- new; interference engine application'], type: ['timing belt kit'], oem part number: ['42bbnc'], sku: ['400:42bbnc'], category: 2.0, item_title: ac delco timing belt kit fits toyota 4runner 2003-2009 47l v8 gas 42bbnc   \n",
       "10                                                                                    brand: ['ac delco'], make: bmw, model: 530i, year: ['2017', '1994', '1995', '2002', '2003', '2004', '2005', '2006', '2007'], oem part number: ['35439xy'], product name: ['variable timing solenoid connector', 'engine variable valve timing (vvt) solenoid connector'], manufacturer part number: ['35439xy'], sku: ['400:35439xy'], category: 2.0, item_title: for bmw 530i variable timing solenoid connector ac delco 35439xy   \n",
       "11                                                                                                                                                                                                                                                                               brand: ['ac delco'], make: jeep, year: ['1985', '1986'], type: ['radiator hose'], oem part number: ['3vsf52'], sku: ['400:3vsf52'], category: 1.0, item_title: upper radiator hose ac delco 3vsf52 for jeep cherokee comanche 1985 1986   \n",
       "12                                                                                                                                                                                                                             brand: ['ac delco'], model: s112, year: ['1957', '1957', '1957'], fitment: ['international s112 ignition coil'], oem part number: ['h716yn'], product name: ['ignition coil'], sku: ['400:h716yn'], category: 3.0, item_title: ignition coil for 1957 international s112 39l 6 cyl h716yn   \n",
       "13                                                                                                                                                brand: ['ac delco'], year: ['1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999', '2000'], oem part number: ['65841kx'], product name: ['auto trans output shaft speed sensor connector'], manufacturer part number: ['65841kx'], sku: ['400:65841kx'], category: 4.0, item_title: for e150 econoline auto trans output shaft speed sensor connector 65841kx   \n",
       "14   brand: ['accel'], make: chevrolet, model: impala, year: ['1974', '1973', '1972', '1971', '1970', '1969', '1968', '1967', '1966', '1965', '1964', '1963', '1962', '1958', '1959', '1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974'], fitment: ['direct replacement'], type: ['distributor cap and rotor kit'], manufacturer part number: ['sx-qzmg 1974 1973 1972 1971 1970 1969'], category: 3.0, item_title: accel distributor cap rotor ...   \n",
       "15                                                                                                                brand: ['accel'], make: mazda, model: b2200, year: ['1993', '1992', '1991', '1990', '1989', '1988', '1987', '1987', '1988', '1989', '1990', '1991', '1992', '1993'], fitment: ['direct replacement'], type: ['ignition coil'], manufacturer part number: ['sx-mwp3 1993 1992 1991 1990 1989 1988'], category: 3.0, item_title: accel ignition coil for 1987-1993 mazda b2200 - wire boot spark plug xq   \n",
       "16                                                                             brand: ['accel'], make: plymouth, model: road runner, year: ['1975', '1974', '1973', '1972', '1971', '1970', '1969', '1968', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975'], fitment: ['direct replacement'], type: ['spark plug wire set'], manufacturer part number: ['sx-54xm 1975 1974 1973 1972 1971 1970'], category: 3.0, item_title: accel spark plug wire set for 1968-1975 plymouth road runner 63l 66l 72l fo   \n",
       "17                                                                                                                 brand: ['accel'], model: 6, type: ['direct ignition coil kit'], manufacturer part number: ['140061b-6'], sku: ['502:140061b-6'], part title: ['ignition coil set-supercoil direct accel 140061b-6'], part brands: ['accel'], subtype: ['direct ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: direct ignition coil kit-supercoil direct ignition coil set accel 140061b-6   \n",
       "18   brand: ['acdelco gm original equipment'], type: ['spark plug wire set'], oem part number: ['12192355'], manufacturer part number: ['706x'], sku: ['400:706x'], part title: ['spark plug wire set acdelco mexico 706x', 'advance 706x spark plug wire set','spark plug wire set acdelco 706x', 'acdelco gm oe/gm genuine parts 706x - spark plug wire set', 'auto plus/acdelco gm original equip 706x - spark plug wire set','spark plug wire set-performa max prenco 706x','spark plug wire set-vin: k, eng code...   \n",
       "19   brand: ['acdelco professional', 'acdelco'], make: toyota, model: camry, year: ['1992'], type: ['hvac heater hose'], oem part number: ['16070611'], manufacturer part number: ['16099m'], sku: ['acd:16099m'], part title: ['hvac heater hose-molded acdelco 16099m fits 92-96 toyota camry 2.2l-l4', 'auto plus/acdelco professional/gold 16099m hoses and pipes - hvac heater hose', 'acdelco professional/gold 16099m hoses and pipes - hvac heater hose', 'hvac heater hose-molded heater hose acdelco 16099m...   \n",
       "20   brand: ['acdelco professional', 'acdelco'], type: ['hvac heater hose'], oem part number: ['09128710'], manufacturer part number: ['16330m'], sku: ['501:16330m'], part title: ['auto extra 16330m', 'acdelco professional/gold 16330m hoses and pipes - hvac heater hose', 'hvac heater hose-molded heater hose acdelco 16330m', 'auto plus/acdelco professional/gold 16330m hoses and pipes - hvac heater hose', 'hvac heater hose-molded acdelco 16330m'], part brands: ['acdelco/gold', 'acdelco', 'auto plus...   \n",
       "21   brand: ['acdelco'], make: chrysler, year: ['1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987'], type: ['alternator'], manufacturer part number: ['334-2214'], part title: ['auto extra 334-2214 reman', 'advance 334-2214 alternator', 'acdelco professional/gold 3342214 - alternator', 'auto plus/acdelco professional/gold 3342214 - alternator', 'carquest/acdelco professional/gold 3342214 - alternator', 'alt...   \n",
       "22   brand: ['acdelco'], model: camaro, year: ['2012', '2013', '2014', '2015'], fitment: ['direct replacement'], type: ['water pumps'], product name: ['engine coolant water pump kit'], manufacturer part number: ['251-728'], part title: ['engine water pump acdelco mexico 251-728', 'engine water pump-water pump kit acdelco 251-728', 'engine water pump kit acdelco 251-728', 'acdelco gm oe/gm genuine parts 251728 - engine water pump', 'engine water pump acdelco pro 251-728', 'auto extra 251-728', 'en...   \n",
       "23                   brand: ['acl bearings'], make: chrysler, year: ['1958', '1959', '1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980'], fitment: ['performance/custom', 'no'], type: ['connecting rod bearings'], oem part number: ['8b527p-20'], manufacturer part number: ['8b527p-20'], category: 2.0, item_title: acl 20mm oversized rod bearing set fits 1958-1980 chrysler prod v8 383400440   \n",
       "24   brand: ['acura'], make: acura, model: acura mdx, year: ['2011'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['pp057', 'f6522021-2e2b-4169-84b1-c011758a05cc'], category: 0.0, item_title: enginemotor brain box acura mdx 10 11, cleaned_desc: borges foreign auto parts, inc. dighton, ma business hours (est/edt) mon - fri 8:00am - 5:00pm saturday 9:00am - 2:00pm - closed sundays engine/motor brain box year: 11 model: acura mdx side: type: used category: w c...   \n",
       "25   brand: ['acura'], make: acura, model: cl, year: ['2001', '2001', '2002'], vehicle identification number: ['19uya42721a010026'], sku: ['nlk984', '19599282'], category: 0.0, item_title: engine ecm electronic control module lower center dash fits 01-02 cl 19599282, cleaned_desc: hollander welcome to our ebay store! engine ecm electronic control module lower center dash fits 01-02 cl 19599282 description dealer programing may be required please message with any questions prior to ordering donor ...   \n",
       "26   brand: ['acura'], make: acura, year: ['2017'], manufacturer part number: ['tlx343435556lkq'], vehicle identification number: ['19uub1f52ha002585'], category: 0.0, item_title: 2017 acura tlx engine computer control module ecu 95k miles oe lkq343435556, cleaned_desc: ****important**** click here to see full part description and important part fitment information. ***important notice regarding responses to messages*** thank you for your interest in our item. due to heavy sales volume and limite...   \n",
       "27                                                                                                                                                                                                                                                                                                                 brand: ['advanceignition'], make: gmc, model: envoy, year: ['2003', '2004'], manufacturer part number: ['uce314'], category: 3.0, item_title: 8pc ignition coil uce314 for gmc envoy 53l v8 2003 2004   \n",
       "28                                                                                                                                                                                     brand: ['aisin'], make: toyota, model: 4runner, year: ['2003', '2004', '2003', '2004', '2003', '2004'], fitment: ['toyota 4runner oil pump'], oem part number: ['q231mv'], product name: ['oil pump'], sku: ['400:q231mv'], category: 2.0, item_title: oil pump for 2003-2004 toyota 4runner 47l v8 2uz-fe q231mv engine oil pump   \n",
       "29                                                                                                                                                                                                                         brand: ['aisin'], manufacturer part number: ['fht-019'], part title: ['locking hub-4wd aisin fht-019 fits 1995 toyota tacoma'], part brands: ['aisin'], subtype: ['locking hub'], part types: ['axle shaft'], category: 4.0, item_title: aisin fht-019 driveline and axles 4wd free wheel hub   \n",
       "30                                                                                                      brand: ['aisin'], type: ['engine cooling fan clutch'], oem part number: ['1621050102'], manufacturer part number: ['fct-075'], sku: ['ais:fct-075'], part title: ['engine cooling fan clutch-eng code: 2uz-fe aisin fct-075'], part brands: ['aisin'], subtype: ['engine cooling fan clutch'], part types: ['cooling fan, clutch and motor'], category: 1.0, item_title: engine cooling fan clutch aisin fct-075   \n",
       "31                                                                                                                                  brand: ['aisin'], type: ['engine water pump'], oem part number: ['2101031u25'], manufacturer part number: ['wpn-070'], sku: ['ais:wpn-070'], part title: ['engine water pump-eng code: vq30de aisin wpn-070'], part brands: ['aisin'], subtype: ['engine water pump'], part types: ['water pump and related components'], category: 1.0, item_title: engine water pump aisin wpn-070   \n",
       "32   brand: ['alloyworks'], make: gmc, model: s10, year: ['1988', '1989', '1990', '1991', '1992', '1993', '1994'], fitment: ['direct replacement', 'for 1988-1994 chevrolet s10 blazer 4.3l', 'for 1988-1993 chevrolet s10 4.3l', 'for 1992-1994 gmc jimmy 4.3l', 'for 1988-1990 gmc s15 4.3l', 'for 1988-1991 gmc s15 jimmy 4.3l', 'for 1991-1993 gmc sonoma 4.3l', 'for 1991-1994 oldsmobile bravada 4.3l'], type: ['radiator'], manufacturer part number: ['yes'], category: 1.0, item_title: 4-row aluminum radia...   \n",
       "33   brand: ['alzare'], make: ford, model: escape, year: ['2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], fitment: ['direct replacement'], type: ['coolant overflow tanks'], product name: ['engine coolant recovery tank'], manufacturer part number: ['fo3014107'], part title: ['engine coolant reservoir lkq corp fo3014107 fits 2001 ford escape'], part brands: ['lkq corp'], subtype: ['engine coolant reservoir'], part types: ['radiators, coolers and rela...   \n",
       "34                                                                                                                                                                                                      brand: ['am autoparts'], model: elantra, fitment: ['direct replacement'], type: ['cv axle shaft set'], oem part number: ['495003x100, 495013x100, 495013y100'], manufacturer part number: ['am-1986035625'], category: 4.0, item_title: front cv axle shaft assembly pair set 2pc for elantra sedan gt 4 door at   \n",
       "35   brand: ['amoto'], make: acura, model: el, year: ['2001', '2002', '2003', '2004', '2005'], type: ['ignition coil', 'blade'], oem part number: ['30520pvja01'], manufacturer part number: ['30520-pvf-a01'], part title: ['direct ignition coil prenco 30520-pvf-a01', 'original equip data 30520-pvf-a01'], part brands: ['original equipment data', 'prenco'], subtype: ['direct ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: uf400 4x ignition coil 4 spark plug for 17l 02-04 ac...   \n",
       "36                                                                      brand: ['anchor'], make: chevrolet, model: malibu, year: ['2012', '2011', '2010', '2009', '2008', '2007', '2006', '2005', '2004', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], fitment: ['direct replacement'], type: ['engine mount'], manufacturer part number: ['sx-1n6e 2012 2011 2010 2009 2008 2007'], category: 2.0, item_title: anchor right engine mount for 2004-2012 chevrolet malibu 35l 36l 39l v6 - ra   \n",
       "37   brand: ['anchor'], type: ['engine mount'], manufacturer part number: ['3365'], sku: ['anh:3365'], part title: ['mission trading company 3365 - engine coolant reservoir', 'ap exhaust 3365', 'radpro 3365', 'c & w industries 3365', 'carquest/anchor 3365 cylinder block components - engine mount, right','suspension lift kit-wt, 4wd super lift 3365', 'radiator-1 row plastic tank aluminum core csf 3365 fits 2007 acura tl', 'du-so brakes 3365', 'drive axle shaft universal joint sidem 3365','spark pl...   \n",
       "38   brand: ['anchor'], type: ['engine mount'], oem part number: ['a7314'], manufacturer part number: ['9200'], sku: ['am:9200'], part title: ['carquest/champion spark plug 9200 secondary ignition - spark plug', 'advance 9200 spark plug', 'engine mount pep boys 9200', 'rack and pinion seal kit advance 9200', 'auto plus/champion spark plug 9200 secondary ignition - spark plug', 'exhaust heat shield carquest 9200', 'truck bed rail-to-rail tool box deflecta-shield 9200', 'drum brake hardware kit bet...   \n",
       "39                                        brand: ['anytek'], make: toyota, model: rav4, year: ['2011', '2012', '2013', '2014', '2015', '2016', '2017'], fitment: ['direct replacement'], manufacturer part number: ['to-8-8833'], part title: ['cv axle shaft-std trans front-left/right autopart trust to-8-8833'], part brands: ['autopart trust'], subtype: ['cv axle shaft'], part types: ['cv components'], category: 4.0, item_title: front left cv axle half for 2013-2017 toyota rav4 exc ev hybrid 2011-2016 tc   \n",
       "40                                                                                                                                                                                                  brand: ['apa/uro parts'], make: bmw, year: ['2014', '2015', '2016', '2014', '2015', '2016'], oem part number: ['52169zs'], product name: ['coolant level sensor'], manufacturer part number: ['52169zs'], sku: ['400:52169zs'], category: 1.0, item_title: for 2014-2016 bmw m235i coolant level sensor 52169zs 2015   \n",
       "41                                               brand: ['apa/uro parts'], year: ['2009', '2007', '2006', '2008', '2009', '2007', '2006', '2008', '2006', '2007', '2008', '2009'], fitment: ['volkswagen rabbit auxiliary engine cooling fan assembly'], oem part number: ['km538zv'], product name: ['auxiliary engine cooling fan assembly'], manufacturer part number: ['km538zv'], sku: ['400:km538zv'], category: 1.0, item_title: right auxiliary engine cooling fan assembly for 2006-2009 vw rabbit 2007 km538zv   \n",
       "42                                                                                                                                                                                         brand: ['apdi'], make: mitsubishi, year: ['2013', '2011', '2012', '2011', '2012', '2013'], oem part number: ['87618bdvx'], product name: ['radiator'], manufacturer part number: ['87618bdvx'], sku: ['400:87618bdvx'], category: 1.0, item_title: for 2011-2013 mitsubishi outlander sport radiator 87618bdvx 2012 20l 4 cyl   \n",
       "43                                                                                                                                                                                                                                          brand: ['apf'], make: bmw, model: z3, year: ['1996'], fitment: ['direct replacement'], oem part number: ['33201229235'], manufacturer part number: ['33201229235'], category: 4.0, item_title: cv axle shaft for 1996-98 bmw z3 19l l4 gas rear driver passenger side 2330in   \n",
       "44                                                                                                           brand: ['apf'], make: ford, model: fusion, year: ['2000', '2013'], fitment: ['direct replacement'], oem part number: ['dg913b436ba,dg913b436bb,dg913b436bc,dg9z3b436a,tx617'], manufacturer part number: ['dg913b436bc', 'dg913b436ba,dg913b436bb,dg913b436bc,dg9z3b436a,tx617'], sku: ['24187'], category: 4.0, item_title: cv axle shaft for 2013-14 ford fusion turbo fwd manual front right side 2386in   \n",
       "45                                                                                                                                                                                                                     brand: ['apf'], make: gmc, model: sonoma, year: ['2000', '1991'], fitment: ['direct replacement'], oem part number: ['07844401'], manufacturer part number: ['07844401'], sku: ['51157'], category: 4.0, item_title: rear driveshaft for 1991-93 gmc sonoma 43l rwd manual 1100in wheelbase steel   \n",
       "46                                                                                                                                                                                                         brand: ['apf'], make: hyundai, model: sonata, year: ['2000', '2006'], fitment: ['direct replacement'], oem part number: ['495000a100'], manufacturer part number: ['495000a100'], sku: ['579275'], category: 4.0, item_title: cv axle shaft assembly for 2006-10 hyundai sonata manual front left driver side   \n",
       "47                                                                                                                                                                                                                      brand: ['apf'], make: land rover, model: discovery, year: ['1999', '2000', '2001', '2002', '2003', '2004'], fitment: ['direct replacement'], oem part number: ['stc4434'], manufacturer part number: ['stc4434'], category: 1.0, item_title: coolant pump discovery fits 99-04 land rover 569328   \n",
       "48                                                                                                  brand: ['apf'], make: saturn, model: sl2, year: ['2000', '1994', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002'], fitment: ['direct replacement'], oem part number: ['22135271,22136898,22098757'], manufacturer part number: ['22135271', '22135271,22136898,22098757'], sku: ['121878'], category: 1.0, item_title: radiator and condenser fan assembly for 1994-2002 saturn sl2 single fan shroud   \n",
       "49   brand: ['apf'], model: 200, year: ['2000', '2011', '2012', '2013', '2014'], fitment: ['direct replacement'], oem part number: ['68031873aa,68031871aa,68020410aa'], manufacturer part number: ['68031873aa,68031871aa,68020410aa', '68031873aa'], sku: ['2103446'], part title: ['engine cooling fan motor-sport, vin: a, fwd mopar 68031873aa', 'engine cooling fan motor crown 68031873aa'], part brands: ['crown automotive sales co.','mopar'], subtype: ['engine cooling fan|engine cooling fan assembly|en...   \n",
       "50   brand: ['apf'], model: corolla, year: ['2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016'], fitment: ['direct replacement'], oem part number: ['281000t050,281000t051,281000t260,2810037050,2810037051'], manufacturer part number: ['281000t050,281000t051,281000t260,2810037050,2810037051', '2810037051'], category: 0.0, item_title: starter motor 16kw fits 09-16 corolla 3234721, cleaned_desc: hollander welcome to our ebay store! starter motor 1.6kw fits 09-16 corolla 3234721 descriptio...   \n",
       "51                                                                                                  brand: ['api protune'], make: ford, model: f350, year: ['1994', '1989', '1990', '1991', '1992', '1993', '1995', '1996', '1997', '1989', '1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997'], oem part number: ['22mp64h'], manufacturer part number: ['protune', '22mp64h'], sku: ['400:22mp64h'], category: 4.0, item_title: api 22mp64h automatic transmission filter kit fits 1989-1997 ford f350 rwd   \n",
       "52                                                                                                                 brand: ['api'], make: isuzu, year: ['1996', '1997', '1998', '1999', '1996', '1997', '1998', '1999', '1996', '1997', '1998', '1999'], fitment: ['isuzu oasis oil filter'], oem part number: ['nc762dz'], product name: ['oil filter'], manufacturer part number: ['nc762dz'], sku: ['400:nc762dz'], category: 2.0, item_title: oil filter for 1996-1999 isuzu oasis 1997 1998 nc762dz protune extended   \n",
       "53   brand: ['api'], make: nissan xterra, model: xterra, year: ['2011', '2012', '2008', '2005', '2006', '2007', '2009', '2010', '2011', '2012', '2008', '2005', '2006', '2007', '2009', '2010', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], fitment: ['engine coolant reservoir cap -- standard; 16 lb; mini cap'], type: ['expansion tank cap'], oem part number: ['69bdxj'], manufacturer part number: ['69bdxj'], sku: ['400:69bdxj'], category: 1.0, item_title: api expansion tank cap fits...   \n",
       "54                                                                                                                brand: ['api'], make: pontiac, year: ['2007', '2008', '2009', '2010', '2007', '2008', '2009', '2010', '2007', '2008', '2009', '2010'], fitment: ['pontiac g5 engine mount'], oem part number: ['qh914gy'], product name: ['engine mount'], manufacturer part number: ['qh914gy'], sku: ['400:qh914gy'], category: 2.0, item_title: front right engine mount for 2007-2010 pontiac g5 2008 2009 qh914gy   \n",
       "55                                                                                                                                                                                                                                                                   brand: ['as-speedfather'], model: ls2, type: ['valve cover'], oem part number: ['mhh005b '], manufacturer part number: ['asf17625ed835r'], category: 2.0, item_title: aluminum cast polished valve covers with coil mounts for gm ls ls1 ls2 ls3 53   \n",
       "56   brand: ['audi tt, a3 (3.2l)'], make: audi, model: vw gti, passat, jetta (2.0l), manufacturer part number: ['02e-911-023-lx'], category: 0.0, item_title: 02e-911-023-lx oem starter motor for audi tt a3 32l vw gti passat jetta 20l, cleaned_desc: oem traders international visit our store! visita nuestra tienda!! visitez notre magasin! besuchen sie unseren shop! 02e-911-023-lx oem starter motor for audi tt, a3 3.2l vw gti, passat, jetta 2.0l important item information: this fits: 2008-2009 audi ...   \n",
       "57                                                                                                                                                                                                                                                               brand: ['audi'], make: audi, model: a5, year: ['2010'], manufacturer part number: ['a5333826441lkq'], vehicle identification number: ['waujfafh2an021827'], category: 1.0, item_title: 2010 audi a5 coolant overflow bottle oem 100k miles lkq333826441   \n",
       "58   brand: ['audi'], make: audi, model: a6, year: ['2012', '2013', '2014', '2015', '2016', '2017'], fitment: ['unknown'], type: ['junction block', 'unknown'], oem part number: ['4g0937517 / 4g0 937 517'], manufacturer part number: ['4g0937517 / 4g0 937 517', 'no'], vehicle identification number: ['no'], category: 0.0, item_title: 2012-2017 audi a6 quattro relay fuse box battery junction block oem, cleaned_desc: donor: 2014 audi a6 quattro prestige sedan donor engine: 3.0l v6 dohc 24v, gasoline d...   \n",
       "59   brand: ['audi'], make: audi, model: audi q5, year: ['2011'], fitment: ['direct replacement'], oem part number: ['8t0907468ab'], manufacturer part number: ['8t0907468ab'], sku: ['q135', '10e5ff1f-173c-49c6-8b7f-179bcc5c2e59'], category: 0.0, item_title: 09 10 11 12 audi q5 8t0907468ab interface gateway control module, cleaned_desc: black gold import auto parts ltd black gold import auto parts ltd nisku, ab business hours (mst/mdt) mon - fri 8:00am - 5:00pm closed sat & sun this chassis brain ...   \n",
       "60   brand: ['audi'], make: audi, model: q5, year: ['2018', '2019', '2020', '2021', '2022', '2023'], oem part number: ['4m0907247 / 4m0907 247 / 4m0 907 247'], manufacturer part number: ['80a907247 / 80a907 247 / 80a 907 247'], sku: ['1359'], category: 0.0, item_title: 2018 - 2023 audi q5 rear right door keyless entry antenna module oem 80a907247, cleaned_desc: ebay listing template example :: car-part.com a plus auto, llc nicholasville, ky business hours (eastern) mon - fri 8am - 5pm • sat & sun...   \n",
       "61   brand: ['audi'], make: audi, year: ['2008', '2009'], fitment: ['direct replacement'], type: ['engine control unit (ecu)'], oem part number: ['4e1910560d'], manufacturer part number: ['4e1-910-560-d'], category: 0.0, item_title: audi a8 quattro ecm ecu pcm engine control module 42l oem 2008 2009, cleaned_desc: audi a8 quattro ecm ecu pcm engine control module 4.2l oem 2008 2009 -the compatibility chart is a reference, always check the manufacture, supersede or interchange part numbers, especi...   \n",
       "62                                                                                                                             brand: ['autopart premium'], make: lexus, year: ['2005', '2004', '2006', '2005', '2004', '2006', '2004', '2005', '2006'], fitment: ['lexus es330 ignition coil'], oem part number: ['zc836np'], product name: ['ignition coil'], manufacturer part number: ['zc836np'], sku: ['400:zc836np'], category: 3.0, item_title: ignition coil for 2004-2006 lexus es330 base 33l v6 2005 zc836np   \n",
       "63                                                                                                                                                                                 brand: ['autopart premium'], make: volkswagen, model: touareg, year: ['2004', '2005', '2006', '2004', '2005', '2006'], oem part number: ['75zc35j'], manufacturer part number: ['75zc35j', 'ignition coil'], sku: ['400:75zc35j'], category: 3.0, item_title: autopart premium 75zc35j ignition coil fits 2004-2006 vw touareg 42l v8   \n",
       "64                                                    brand: ['autopart premium'], year: ['1970', '1971', '1972', '1973', '1974', '1970', '1971', '1972', '1973', '1974', '1970', '1971', '1972', '1973', '1974'], fitment: ['american motors hornet spark plug wire set'], oem part number: ['sk853tw'], product name: ['spark plug wire set'], manufacturer part number: ['sk853tw'], sku: ['400:sk853tw'], category: 3.0, item_title: spark plug wire set for 1970-1974 american motors hornet 1971 1972 1973 sk853tw   \n",
       "65                                                                                                                                                                       brand: ['baochi cars'], make: nissan, model: fit, year: ['1998', '1999', '2000', '2001', '1998', '1999', '2000', '2001'], fitment: ['direct replacement'], type: ['solenoid valve'], manufacturer part number: ['14956-1p101, 149561p101'], category: 3.0, item_title: new solenoid valve fit for nissan altima 1998-2001 149561p101 149561p100   \n",
       "66                                                                                                                                                                                                    brand: ['bavarian motor works (bmw)'], make: bmw, model: bmw 535i, year: ['2011', '2011'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['170035', 'ae916d8a-e06c-46f4-8a58-c0e37936263d'], category: 4.0, item_title: 11 bmw 535i carrier assembly 2011 bmw 535i oem atrwd   \n",
       "67                                                                                                                                                                                                      brand: ['bavarian motor works (bmw)'], make: bmw, model: m850i, year: ['2019', '2019'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['u95792', '3d9363d4-7949-4f98-b470-81d446ab8fcc'], category: 4.0, item_title: 2019 bmw m850i oem 44l 8 speed automatic transmission   \n",
       "68   brand: ['bbb industries'], make: subaru, model: impreza, year: ['1993', '1994', '1995', '1996', '1997'], type: ['alternator'], oem part number: ['28010220'], manufacturer part number: ['13479'], sku: ['bbb:13479'], part title: ['ultima 13479 reman', 'better brake 13479','mpa 13479 alternator / generator and related components - alternator', 'alternator vision oe 13479 reman fits 93-97 subaru impreza 1.8l-h4', 'auto plus/pro select 13479 reman - alternator', 'uni-select 13479 reman', 'alterna...   \n",
       "69   brand: ['bbb industries'], type: ['alternator'], manufacturer part number: ['7801-7'], sku: ['615:7801-7'], part title: ['alternator bbb industries 7801-7 reman', 'genco 7801-7', 'con-rel auto electric 78017 - alternator', 'alternator rotex 7801-7 reman', 'alternator uni-select 7801-7 reman','maxpower rebuilders 7801-7 reman','suncoast 7801-7', 'ap auto electric 78017 - alternator', 'ltd parts 7801-7', 'visteon 7801-7', 'alternator proamp 7801-7 reman', 'alternator-vin: n, gas, fi, natural m...   \n",
       "70   brand: ['bbb industries'], type: ['alternator'], oem part number: ['373003c250'], manufacturer part number: ['11111'], sku: ['vi:11111'], part title: ['ultima 11111 reman', 'door mirror carquest 11111','mpa 11111 alternator / generator and related components - alternator', 'alternator quality-built 11111 reman fits 12-15 honda crosstour 2.4l-l4', 'alternator fvp 11111 reman fits 2012 honda crosstour 2.4l-l4', 'bishko automotive literature 11111 books and manuals - owners manual', 'pure energ...   \n",
       "71                                                                                                                                                                                                                                                                                                                             brand: ['beck/arnley'], fitment: ['direct replacement'], manufacturer part number: ['143-0081, 1430081'], category: 1.0, item_title: one new beckarnley engine coolant thermostat 1430081   \n",
       "72   brand: ['beck/arnley'], type: ['direct ignition coil'], oem part number: ['26020075'], manufacturer part number: ['178-8412'], sku: ['544:178-8412'], part title: ['carquest 178-8412', 'auto plus/beck/arnley 1788412 ignition coil - ignition coil', 'advance 178-8412 ignition coil', 'auto extra 178-8412', 'direct ignition coil beck/arnley 178-8412'], part brands: ['carquest', 'auto plus', 'autoextra/beck/arnley', 'beck/arnley', 'advance/ignition & engine filters'], subtype: ['ignition coil', 'd...   \n",
       "73                                             brand: ['beurbestparts'], make: saturn, model: vue, year: ['2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009'], fitment: ['direct replacement', 'no'], type: ['ignition coil', 'blade', 'coil on plug (cop)', 'plug in'], oem part number: ['uf400'], manufacturer part number: ['be133365u01', 'yes'], vehicle identification number: ['no'], category: 3.0, item_title: ignition coils spark plugs for 2004-2007 saturn vue 2001-2009 acura mdx 35l   \n",
       "74   brand: ['bmw', 'genuine oem'], make: bmw, model: 535i, year: ['8991', '1989', '1990', '1991'], manufacturer part number: ['1 726 685'], sku: ['188369'], category: 0.0, item_title: bmw 535i engine computer ecu dme e34 89-91 oem 1 726 685 735i, cleaned_desc: bmw 535i engine computer ecu dme e34 89-91 oem 1 726 685 735i breaking down 1990 bmw 535i this listing is for: engine computer oem part#: 1 726 685 fitment: 89-91 e34 please confirm with your dealer. shipments us shipping all large items t...   \n",
       "75   brand: ['bmw'], make: bmw, model: 750i, year: ['2009', '2010', '2011', '2012', '2013', '2014', '2015'], fitment: ['direct replacement'], type: ['terminal', 'female'], oem part number: ['9223473'], manufacturer part number: ['9223473'], category: 0.0, item_title: 09-15 bmw f04 7 750i 750li active hybrid positive battery terminal cable- oem, cleaned_desc: when you buy our item you agree to our terms and conditions item condition: good / normal use / as shown in the photos / it is buyer's respo...   \n",
       "76                                     brand: ['bmw'], make: bmw, model: bmw 325i, year: ['2006', '2006'], type: ['ignition coil'], manufacturer part number: ['12137548553'], sku: ['0001425618', 'ny12-eff116-4139113'], part title: ['sic autoparts 12137548553 electrical connectors - ignition coil connector'], part brands: ['sic autoparts'], subtype: ['ignition coil connector'], part types: ['electrical connectors'], category: 3.0, item_title: used ignition coil fits 2006 bmw 325i 30l thru 306 grade a   \n",
       "77                                                                                                                                                                                                                                                                                           brand: ['bmw'], make: bmw, model: m5, year: ['1999', '2000', '2001', '2002', '2003'], manufacturer part number: ['1406869'], category: 2.0, item_title: 99-03 bmw e39 m5 s62 engine oil inlet outlet pressure hose pair oem   \n",
       "78                                                                                                                                                                                                                                                              brand: ['bmw'], make: bmw, model: x3, year: ['2015', '2013', '2014', '2015', '2016', '2017'], vehicle identification number: ['5uxwx9c59f0d52294'], sku: ['019698', '1109924'], category: 4.0, item_title: 13 - 17 bmw x3 flywheel or flex plate e675874   \n",
       "79   brand: ['bnr'], make: chrysler, model: sebring, year: ['1996', '1997', '1998', '1999', '2000'], type: ['alternator'], manufacturer part number: ['13592'], part title: ['alternator-vin: h, gas, fi, natural, convertible quality rebuilders 13592 reman', 'radiator osc 13592', 'alternator bbb industries 13592 reman fits 96-00 chrysler sebring 2.5l-v6', 'aim 13592 reman', 'alternator-convertible auto plus 13592 reman fits 96-97 chrysler sebring 2.4l-l4', 'pure energy 13592 alternator / generator a...   \n",
       "80                                                                                                                                                                                                                                         brand: ['bosch'], make: audi, year: ['1991', '1991'], oem part number: ['96711qy'], product name: ['distributor cap'], manufacturer part number: ['96711qy'], sku: ['400:96711qy'], category: 3.0, item_title: for 1991 audi 80 distributor cap bosch 96711qy distributor cap   \n",
       "81                                                                                                                                                                         brand: ['bosch'], make: hyundai, model: 6, year: ['2007', '2008'], type: ['spark plug', 'gasoline'], oem part number: ['6 bosch 8100'], manufacturer part number: ['6 bosch 8100', 'yes'], vehicle identification number: ['yes'], category: 3.0, item_title: 6 pack spark plugs bosch double platinum for 2007-2008 hyundai entourage v6-38l   \n",
       "82   brand: ['bosch'], type: ['engine auxiliary water pump'], manufacturer part number: ['0392023004'], part title: ['auto plus 0392023004 reman engine water pump', 'engine auxiliary water pump-(new) bosch 0392023004', 'pb/bosch 0392023004 engine water pump', 'engine auxiliary water pump-eng code: 112.949 advance 0392023004', 'auto extra 0392023004'], part brands: ['advance auto parts', 'bosch', 'auto plus', 'auto extra', 'pep boys'], subtype: ['engine water pump', 'engine auxiliary water pump'],...   \n",
       "83        brand: ['bosch'], type: ['spark plug'], manufacturer part number: ['f8dc4'], part title: ['auto plus/bosch f8dc4 secondary ignition - spark plug','spark plug-nickel bosch f8dc4', 'carquest/bosch f8dc4 secondary ignition - spark plug', 'auto extra f8dc4', 'advance f8dc4 spark plug'], part brands: ['carquest', 'bosch', 'auto plus', 'auto extra', 'advance/ignition & engine filters'], subtype: ['spark plug'], part types: ['secondary ignition'], category: 3.0, item_title: bosch spark plug f8dc4   \n",
       "84                                                                                                                                                                                                                                    brand: ['brand new','realray'], model: corvette, type: ['corvette servo kit'], oem part number: ['a74905bk, 74905bk, k77895b'], manufacturer part number: ['a74905bk'], category: 4.0, item_title: hi-performance corvette servo kit th700r4 4l60e 4l65e 4l70e th700-r4 piston kit   \n",
       "85                                                                                                                                                                                brand: ['bremi'], make: bmw, model: 530i, year: ['2017', '2018', '2019', '2020', '2017', '2018', '2019', '2020'], oem part number: ['24946kw'], product name: ['engine oil'], manufacturer part number: ['24946kw'], sku: ['400:24946kw'], category: 2.0, item_title: for 2017-2020 bmw 530i xdrive engine oil bremi 24946kw 2018 2019   \n",
       "86                                                                                                                                                                                                                                      brand: ['buick'], make: buick, model: encore, year: ['2015', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020'], vehicle identification number: ['kl4cjfsb4fb204268'], sku: ['180390', '2129949'], category: 4.0, item_title: transfer case fits 13-20 trax 2129949   \n",
       "87                                                                                                                                                                                                                                            brand: ['buick'], make: buick, model: encore, year: ['2018'], type: ['auto'], manufacturer part number: ['encore347667339lkq'], vehicle identification number: ['kl4cjasb4jb682217'], category: 4.0, item_title: 2018 buick encore transmission oem 38k miles lkq347667339   \n",
       "88   brand: ['buick'], make: buick, model: lucerne, year: ['2008', '2005', '2006', '2007', '2008', '2009'], vehicle identification number: ['1g4hp57228u142997'], sku: ['ac1635', '2318729'], category: 0.0, item_title: starter motor fits 05-09 allure 2318729, cleaned_desc: hollander welcome to our ebay store! starter motor fits 05-09 allure 2318729 description starter: tested in the vehicle to be in working condition. unbolted with all attached wires. donor vehicle model : lucerne year : 2008 milea...   \n",
       "89                                                                                                                                                                                                                                                                              brand: ['buyautoparts'], make: audi, model: jetta, type: ['cooling fan assembly'], manufacturer part number: ['19-20617an'], category: 1.0, item_title: for vw jetta beetle golf audi tt quattro new right side cooling fan assembly tcp   \n",
       "90   brand: ['buyautoparts'], make: buick, model: c10, year: ['1980'], type: ['alternator'], manufacturer part number: ['31-10531an'], category: 0.0, item_title: for buick century chevrolet c10 gmc c1500 1980 alternator gap, cleaned_desc: great auto parts description features: as one of the world's largest automotive parts suppliers, our parts are trusted every day by mechanics and vehicle owners worldwide. this alternator is manufactured and tested to the strictest oe car and truck standards for...   \n",
       "91                                                                                                                                                                                                                                                                                                 brand: ['buyautoparts'], make: buick, year: ['2006', '2007', '2008'], type: ['radiator'], manufacturer part number: ['19-00564an'], category: 1.0, item_title: for buick lucerne 2006 2007 2008 w 38l v6 radiator tcp   \n",
       "92   brand: ['buyautoparts'], make: lincoln, model: continental, type: ['starter'], manufacturer part number: ['30-06746an'], category: 0.0, item_title: for lincoln continental mercury sable ford taurus starter csw, cleaned_desc: welcome to car steering menu about this item as one of the world's largest automotive parts suppliers, our parts are trusted every day by mechanics and vehicle owners worldwide. this starter is manufactured and tested to the strictest oe car and truck standards for unpar...   \n",
       "93   brand: ['cadillac'], make: cadillac, model: dts, year: ['2007', '2006', '2007', '2008', '2009', '2010', '2011'], vehicle identification number: ['1g6kd57y47u176254'], sku: ['x0373', '649212'], category: 0.0, item_title: alternator base fits 06-11 dts 649212, cleaned_desc: welcome to our ebay store! alternator base fits 06-11 dts 649212 description donor vehicle vin: 1g6kd57y47u176254 model: dts year: 2007 mileage: 102000 (0 = not available or unknown) stock number: x0373 store number: 1 part...   \n",
       "94   brand: ['cadillac'], make: cadillac, year: ['2010'], fitment: ['direct replacement'], manufacturer part number: ['12642612'], vehicle identification number: ['yes'], category: 0.0, item_title: engine computer programmed plugplay 2010 cadillac srx 12642612 aaxs 30l ecm, cleaned_desc: home about us feedback view all listings contact us menu categories engine computers modules & relays abs parts audio parts climate controls engine parts exterior moldings & trim fuse box instrument clusters inte...   \n",
       "95                                                                                                                                                                                                                                              brand: ['carbole'], make: jaguar, model: 6, fitment: ['direct replacement'], type: ['piston'], oem part number: ['aj126'], manufacturer part number: ['aj126'], category: 2.0, item_title: for jaguar land rover 30l v6 supercharged piston assembly aj126 6 set w rings   \n",
       "96   brand: ['cardone reman', 'cardone'], make: gmc, model: blazer, year: ['1983', '1984'], type: ['ignition distributor'], manufacturer part number: ['30-1430'], part title: ['advance 30-1430 reman', 'power steering pump-rwd arc 30-1430', 'advance 30-1430 distributor', 'distributor pronto 30-1430 reman', \"o'reilly 30-1430 hvac blower motor resistor\", 'auto plus/cardone industries 301430 reman distributor and magneto - distributor', 'distributor cardone 30-1430 reman', 'hvac blower motor resistor...   \n",
       "97   brand: ['cardone reman', 'cardone'], make: nissan, model: nx, year: ['1991', '1992', '1993', '1994'], type: ['cv axle shaft'], manufacturer part number: ['60-6060'], part title: ['parts plus 60-6060', 'auto plus/cardone industries 606060 cv components - cv axle assembly, right', 'cv axle shaft master pro 60-6060 reman', 'cv axle shaft-drive axle pronto 60-6060 reman', \"o'reilly 60-6060 cv axle assembly\", \"cv axle shaft-masterpro o'reilly 60-6060 reman\", 'cv axle shaft cardone 60-6060 reman',...   \n",
       "98   brand: ['cardone'], make: case, type: ['transfer case motor'], oem part number: ['12474401,12474401,12474401,'], manufacturer part number: ['83-105'], sku: ['a1:83-105'], part title: ['transfer case motor-4wd cardone 83-105', 'transfer case motor-new carquest 83-105', 'transfer case motor-new advance 83-105', 'carquest 83105 transfer case motor', 'parts master/a1 cardone 83105 motors - transfer case motor', 'auto plus/cardone industries 83105 motors - transfer case motor', 'transfer case mot...   \n",
       "99                                                                                                                                                                                       brand: ['champion'], make: gmc, year: ['1990', '1991', '1992', '1993', '1994', '1995', '1996'], fitment: ['direct replacement','see notes'], type: ['spark plug'], manufacturer part number: ['hlx-cha3018-cl360a79'], category: 3.0, item_title: for gmc c6000c7000 topkick 1990-1996 spark plug tapered nickel platinum power   \n",
       "100                                                                                                                                                                                          brand: ['chevrolet truck'], make: chevrolet truck, model: silvrdo15, year: ['2015', '2014', '2015', '2016', '2017', '2018', '2019'], vehicle identification number: ['3gcukrec1fg409034'], sku: ['019495', '1092669'], category: 4.0, item_title: 14 - 19 chevrolet silverado 1500 passenger right front axle shaft e659119   \n",
       "101  brand: ['chevrolet truck'], make: chevrolet truck, model: tchev1500, year: ['1989', '1987', '1988', '1989', '1990'], sku: ['10nof', '181817'], category: 0.0, item_title: alternator 85 amp fits 87-90 astro 181817, cleaned_desc: welcome to our ebay store! alternator 85 amp fits 87-90 astro 181817 description donor vehicle vin: model: tchev1500 year: 1989 mileage: 0 (0 = not available or unknown) stock number: 10nof store number: 1 part detail part grade: part category: u part placement: notes:...   \n",
       "102  brand: ['chevrolet'], make: chevrolet, model: aveo, year: ['2011', '2011'], type: ['alternator'], manufacturer part number: ['96991181'], vehicle identification number: ['kl1td5de1bb235168'], sku: ['l2208060', 'co26-l2208060-1150513'], part title: ['advance 96991181 alternator', 'auto plus/acdelco gm original equip 96991181 - alternator', 'carquest/acdelco gm oe/gm gen parts 96991181 - alternator', 'alternator gm parts 96991181', 'acdelco gm oe/gm genuine parts 96991181 - alternator', 'alter...   \n",
       "103  brand: ['chevrolet'], make: chevrolet, model: equinox, year: ['2015'], manufacturer part number: ['equinox336715379lkq'], vehicle identification number: ['2gnflfek0f6366384'], category: 0.0, item_title: 2015 chevrolet equinox starter motor oem 51k miles lkq336715379, cleaned_desc: ****important**** click here to see full part description and important part fitment information. ***important notice regarding responses to messages*** thank you for your interest in our item. due to heavy sales v...   \n",
       "104                                                                                                                                                                                                                                brand: ['chevrolet'], make: chevrolet, model: malibu, year: ['2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017'], vehicle identification number: ['1g1zg57bx9f250081'], sku: ['a90412', '81842'], category: 3.0, item_title: coilignitor fits 10-17 equinox 81842   \n",
       "105  brand: ['chevrolet'], make: chevrolet, model: malibu, year: ['2011', '2011', '2012'], vehicle identification number: ['1g1za5e19bf339707'], sku: ['135506', '109373'], category: 0.0, item_title: chassis ecm body control bcm right hand center dash fits 11-12 malibu 109373, cleaned_desc: hollander welcome to our ebay store! chassis ecm body control bcm right hand center dash fits 11-12 malibu 109373 description donor vehicle model : malibu year : 2011 mileage : 142000 (0 = not available or unkn...   \n",
       "106                                                                                                                                                                                                                                             brand: ['chevrolet'], make: chevrolet, model: tahoe, year: ['2008'], manufacturer part number: ['tahoe322434392lkq'], vehicle identification number: ['1gnfc13c28r112228'], category: 4.0, item_title: 2008 chevrolet tahoe rear drive shaft oem 148k miles lkq322434392   \n",
       "107  brand: ['chevrolet'], make: chevrolet, model: traverse, year: ['2018', '2019', '2020', '2021'], type: ['wire harness'], oem part number: ['unknown'], manufacturer part number: ['unknown'], sku: ['a7low; 72867'], category: 0.0, item_title: 2018-2021 chevrolet traverse rear crossmember sub frame wire wiring harness oem, cleaned_desc: aam parts donor vehicle: 2019 chevrolet traverse lt engine: 3.6l v6 dohc 24v gasoline (lfy) transmission: 9 speed automatic transmission (9t65) drive type: front ...   \n",
       "108                                                                                                                                                                                                                           brand: ['chevrolet'], make: chevrolet, model: trax, year: ['2015'], type: ['auto'], manufacturer part number: ['trax313833596lkq'], vehicle identification number: ['kl7cjksb3fb183344'], category: 4.0, item_title: 2015 chevrolet trax automatic transmission oem 97k miles lkq313833596   \n",
       "109  brand: ['chevrolet'], model: traverse, year: ['2018', '2019', '2020', '2021'], fitment: ['no'], type: ['antenna'], oem part number: ['13580787'], manufacturer part number: ['13580787', 'no'], vehicle identification number: ['no'], sku: ['No2-u1-low:139349'], part title: ['acdelco gm oe/gm genuine parts 13580787 mobile multi-media - power antenna', 'carquest/acdelco gm original equip 13580787 mobile multi-media - power antenna', 'antenna-ls gm parts 13580787', 'carquest/acdelco gm oe/gm gen p...   \n",
       "110  brand: ['chevy'], make: chevy, model: impala, year: ['2012', '2012'], manufacturer part number: ['13502585, 13502585, 13586975, 13588312'], vehicle identification number: ['2g1wc5e36c1260924'], sku: ['kk3616', '5390706'], category: 0.0, item_title: 2012 chevy impala alternator 150 amp, cleaned_desc: untitled 5 please use the below parts compatibility list as the most accurate part fitment options. the ebay parts compatibility list may not have all options listed. this part will fit these mak...   \n",
       "111  brand: ['cloyes gear & product'], type: ['engine timing chain tensioner'], oem part number: ['395312500a'], manufacturer part number: ['9-5047'], sku: ['clo:9-5047'], part title: ['clevite 9-5047', 'auto extra 9-5047', 'elgin 9-5047','mahle original 9-5047', 'engine timing chain tensioner upper fvp 9-5047', 'engine timing chain tensioner cloyes gear & product 9-5047', 'perfect circle 9-5047'], part brands: ['perfect circle', 'fvp', 'cloyes gear & product', 'auto extra', 'elgin','mahle origin...   \n",
       "112                                                                                                                              brand: ['cloyes', 'cloyes gear & product'], make: oldsmobile, model: achieva, year: ['1992', '1993', '1994', '1995', '1992', '1993', '1994', '1995'], oem part number: ['15747yj'], product name: ['timing guide rail', 'engine timing chain guide'], sku: ['400:15747yj'], category: 2.0, item_title: for 1992-1995 oldsmobile achieva timing guide rail left cloyes 15747yj 1993 1994   \n",
       "113  brand: ['clutchxperts'], make: toyota, model: camry, year: ['2002', '2003', '2004', '2005', '2006'], fitment: ['direct replacement'], type: ['clutch alignment tool','manual transmission', 'oem push type diaphragm','stick shift manual transmission only'], oem part number: ['16803a 16953a tyk1505 tyk1506 16-011, 133241 16108-2100', '2-725-stu, 31210-33042 31210-28060 31210-33040'], manufacturer part number: ['cxp-t3c56036at', 'yes'], vehicle identification number: ['no'], category: 4.0, item_t...   \n",
       "114                                                                                                                                          brand: ['corteco'], make: audi, year: ['2007', '2009', '2008', '2010', '2007', '2009', '2008', '2010', '2007', '2008', '2009', '2010'], fitment: ['audi q7 engine mount'], oem part number: ['pb596nr'], product name: ['engine mount'], manufacturer part number: ['pb596nr'], sku: ['400:pb596nr'], category: 2.0, item_title: engine mount for 2007-2010 audi q7 pb596nr   \n",
       "115                                                                 brand: ['corteco'], year: ['2008', '2006', '2007', '2009', '2008', '2006', '2007', '2009', '2006', '2007', '2008', '2009'], fitment: ['volkswagen rabbit clutch release bearing guide tube'], oem part number: ['zm271tq'], product name: ['clutch release bearing guide tube'], manufacturer part number: ['zm271tq'], sku: ['400:zm271tq'], category: 4.0, item_title: clutch release bearing guide tube for 2006-2009 vw rabbit 2008 2007 zm271tq   \n",
       "116                                                                                  brand: ['corteco'], year: ['2014', '2011', '2012', '2013', '2015', '2016', '2014', '2011', '2012', '2013', '2015', '2016', '2011', '2012', '2013', '2014', '2015', '2016'], fitment: ['mini cooper countryman input shaft seal'], oem part number: ['d653ph'], product name: ['input shaft seal'], sku: ['400:d653ph'], category: 4.0, item_title: input shaft seal for 2011-2016 mini cooper countryman 2014 2012 2013 2015 d653ph   \n",
       "117                                                                                                                                                                                                                                                                                                          brand: ['cpw'], make: mitsubishi, year: ['1997', '1998', '1999'], manufacturer part number: ['cpw17360'], category: 2.0, item_title: cylinder head set with head bolt kit fits 97-99 mitsubishi 24l l4 sohc   \n",
       "118                                    brand: ['crown', 'crown automotive sales co.'], type: ['differential ring and pinion'], manufacturer part number: ['5073013aa'], sku: ['573:5073013aa'], part title: ['differential ring and pinion crown 5073013aa', 'differential ring and pinion mopar 5073013aa'], part brands: ['crown automotive sales co.','mopar'], subtype: ['differential ring and pinion'], part types: ['differential'], category: 4.0, item_title: differential ring and pinion rear crown 5073013aa   \n",
       "119  brand: ['csf'], type: ['radiator'], oem part number: ['164000d030'], manufacturer part number: ['2473'], sku: ['csf:2473'], part title: ['advance 2473 engine mount', 'trailer connector kit gp sorensen 2473', 'a/c compressor and clutch carquest/proliance ready-rad 2473', 'disc brake pad and caliper kit-loaded brake caliper c & w industries 2473', 'differential pinion bearing-bearings timken 2473', 'a/c compressor and clutch autoextra/proliance ready-rad 2473', 'carquest/anchor 2473 cylinder b...   \n",
       "120  brand: ['dana spicer'], type: ['differential gear set'], oem part number: ['83504197'], manufacturer part number: ['22106-5x'], sku: ['ds3:22106-5x'], part title: ['differential gear set-fsgr spicer 22106-5x', \"pat's driveline 221065x differential - differential gear set\", 'differential ring and pinion-base advance 22106-5x', 'differential ring and pinion carquest 22106-5x', 'differential gear set-x svl by dana 22106-5x', 'differential gear set-fsgr dana spicer 22106-5x'], part brands: ['adv...   \n",
       "121    brand: ['darupsun'], make: mazda, model: 5, fitment: ['direct replacement'], manufacturer part number: ['uf540'], part title: ['auto plus/standard motor products uf540 ignition coil - ignition coil', \"o'reilly uf540 ignition coil\", 'direct ignition coil prenco uf540'], part brands: ['intermotor', 'auto plus', 'prenco'], subtype: ['ignition coil', 'direct ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: 4x ignition coils spark plugs uf540 for mazda mx-5 cx-7 3 20l 23l   \n",
       "122                                                                                                                                                                          brand: ['dayco'], model: truck, manufacturer part number: ['dp019'], part title: ['engine water pump-cx dayco dp019'], part brands: ['dayco'], subtype: ['engine water pump'], part types: ['water pump and related components'], category: 1.0, item_title: engine water pump water pump and related components water pump-autolight truck   \n",
       "123  brand: ['dayco'], type: ['hvac heater hose'], oem part number: ['f81z18472ma'], manufacturer part number: ['87889'], sku: ['580:87889'], part title: ['hvac heater hose-small i.d. heater hose dayco 87889', 'advance 87889 hvac heater hose', 'hvac heater hose-small i.d. heater hose advance 87889', 'hvac heater hose-small i.d. heater hose carquest 87889'], part brands: ['advance auto parts', 'advance/belts & cooling', 'dayco', 'carquest'], subtype: ['hvac heater hose'], part types: ['hoses and p...   \n",
       "124  brand: ['dayco'], type: ['radiator coolant hose'], oem part number: ['e9tz8260c'], manufacturer part number: ['70705'], sku: ['dy:70705'], part title: ['drive-rite 70705', 'carquest 70705 cv axle assembly, right', 'radiator coolant hose-curved radiator hose advance 70705', 'cv axle assembly-auto trans, 6 speed trans fits 2012 chevrolet captiva sport', 'visteon 70705', 'cv axle shaft-4wd front-left/right crs automotive parts 70705', 'radiator coolant hose-curved radiator hose dayco 70705', 'w...   \n",
       "125  brand: ['dea'], model: g10, year: ['1965', '1968', '1964', '1966', '1967', '1969', '1970', '1971', '1965', '1968', '1964', '1966', '1967', '1969', '1970', '1971', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971'], fitment: ['chevrolet g10 van engine mount'], oem part number: ['wx891dr'], product name: ['engine mount'], manufacturer part number: ['wx891dr'], sku: ['400:wx891dr'], category: 2.0, item_title: engine mount for 1964-1971 chevy g10 van 1965 1968 1966 1967 1969 1970 wx...   \n",
       "126  brand: ['dea/ttpa'], model: vue, year: ['2004', '2005', '2006', '2007'], type: ['automatic transmission mount'], oem part number: ['15801384'], manufacturer part number: ['a5697'], sku: ['581:a5697'], part title: ['air filter-vin: r, diesel, fi, turbo pure pro a5697', 'automatic transmission mount-auto trans mount fits 04-07 saturn vue 3.5l-v6'], part brands: ['dea/ttpa', 'purepro'], subtype: ['air filter', 'automatic transmission mount|engine mount'], part types: ['cylinder block components...   \n",
       "127        brand: ['delphi'], make: gmc, model: sonoma, year: ['1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '1995', '1996', '1997', '1998', '1999', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004'], fitment: ['gmc sonoma ignition distributor'], oem part number: ['v885xz'], product name: ['ignition distributor'], sku: ['400:v885xz'], category: 3.0, item_title: ignition distributor for 1995-2004 gmc sonoma 1996 1997 1998 1999 2000 v885xz   \n",
       "128  brand: ['delphi'], type: ['engine crankshaft position sensor'], oem part number: ['23731al60c'], manufacturer part number: ['ss12219'], sku: ['dph:ss12219'], part title: ['auto plus/delphi ss12219 sensors - engine crankshaft position sensor', 'carquest/delphi ss12219 sensors - engine crankshaft position sensor', 'engine crankshaft position sensor delphi ss12219'], part brands: ['auto plus', 'delphi', 'carquest'], subtype: ['engine crankshaft position sensor'], part types: ['sensors'], catego...   \n",
       "129  brand: ['delphi'], type: ['ignition coil'], oem part number: ['06b905115'], manufacturer part number: ['gn10294'], sku: ['de:gn10294'], part title: ['carquest/delphi gn10294 ignition coil - ignition coil', 'direct ignition coil-eng code: atw prenco gn10294', 'auto plus/delphi gn10294 ignition coil - ignition coil', 'advance gn10294 ignition coil', 'auto extra gn10294', 'ignition coil delphi gn10294'], part brands: ['prenco', 'carquest', 'auto plus', 'alliance oe delphi-engine management', 'a...   \n",
       "130  brand: ['denso 8 boots'], make: ford e350 econoline club wagon, model: e350, year: ['1997', '1998', '1999', '2000', '2001', '2002', '1997', '1998', '1999', '2000', '2001', '2002', '1997', '1998', '1999', '2000', '2001', '2002'], fitment: ['8 boots -- original equipment replacement part / complete cop...'], type: ['direct ignition coil boot kit'], oem part number: ['71ndmq'], sku: ['400:71ndmq'], category: 3.0, item_title: direct ignition coil boot kit fits e350 econoline club wagon 1997-2002...   \n",
       "131  brand: ['denso auto parts'], make: acura, type: ['spark plug'], manufacturer part number: ['5357'], part title: ['spark plug denso 5357', 'disc brake rotor-brake rotors qualis 5357', 'catalytic converter-direct fit converter catco 5357', 'disc brake rotor transbec 5357 fits 94-99 dodge ram 1500', 'disc brake rotor and hub assembly-rwd aimco 5357 fits 97-98 dodge ram 1500', 'proforce 5357', 'auto extra 5357', 'power steering pump atlantic 5357 reman fits 94-98 hyundai sonata', 'burco 5357 mir...   \n",
       "132                                                                                                                brand: ['denso auto parts'], make: honda, model: cr-v, year: ['2014', '2013', '2012', '2011', '2010', '2010', '2011', '2012', '2013', '2014'], fitment: ['direct replacement'], type: ['engine camshaft position sensor'], manufacturer part number: ['sx-1110 2014 2013 2012 2011 2010 engine'], category: 3.0, item_title: denso camshaft position sensor for 2010-2014 honda cr-v 24l l4 engine pu   \n",
       "133  brand: ['denso auto parts'], make: lexus, model: is300, type: ['radiator'], manufacturer part number: ['221-9464'], part title: ['carquest/denso 2219464 radiators, coolers and related components - radiator', 'auto extra 221-9464', 'radiator-base denso 221-9464', 'advance 221-9464 radiator'], part brands: ['advance/belts & cooling', 'auto extra', 'denso', 'carquest'], subtype: ['radiator'], part types: ['radiators, coolers and related components'], category: 1.0, item_title: for lexus is250 i...   \n",
       "134                                                                                                                            brand: ['denso auto parts'], make: mercedes-benz, model: s550, year: ['2016', '2015', '2014', '2013', '2012', '2012', '2013', '2014', '2015', '2016'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['sx-2219 iridium power 2016 2015 2014'], category: 3.0, item_title: 8 pc denso iridium power spark plugs for 2012-2016 mercedes-benz s550 46l zw   \n",
       "135                                                                                                                                                                                 brand: ['denso auto parts'], make: mercury, model: cougar, year: ['1983', '1982', '1982', '1983'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['sx-2662 standard u-groove 1983 1982'], category: 3.0, item_title: 6 pc denso standard u-groove spark plugs for 1982-1983 mercury cougar 38l hg   \n",
       "136               brand: ['denso'], make: mazda ford, model: b3000 ranger aerostar, year: ['1994', '1991', '1992', '1993', '1995', '1994', '1991', '1992', '1993', '1995', '1991', '1992', '1993', '1994', '1995'], oem part number: ['dp59m9'], product name: ['spark plug wire set'], manufacturer part number: ['dp59m9', '8mm -- original equipment replacement part / complete ignition...'], sku: ['400:dp59m9'], category: 3.0, item_title: spark plug wire set for 91-95 mazda ford b3000 ranger aerostar dp59m9   \n",
       "137                                                                                                                                                                           brand: ['denso'], make: mazda, model: tribute, year: ['2009', '2010', '2011', '2009', '2010', '2011'], oem part number: ['53554qk'], product name: ['oil filter'], manufacturer part number: ['53554qk'], sku: ['400:53554qk'], category: 2.0, item_title: for 2009-2011 mazda tribute oil filter denso 53554qk 2010 30l v6 first time fit   \n",
       "138                                                                                                                                                                                                                                                                                            brand: ['denso'], make: mazda, model: tt, type: ['ignition kit'], manufacturer part number: ['bbnf-7166-4003832'], category: 3.0, item_title: denso wire set 7mm 4 iridium tt spark plugs 04 kit for mazda 20l l4 std asp   \n",
       "139  brand: ['denso'], type: ['spark plug wire set'], oem part number: ['26050114'], manufacturer part number: ['671-6228'], sku: ['den:671-6228'], part title: ['carquest/denso 6716228 - spark plug wire set', 'advance 671-6228 spark plug wire set','spark plug wire set-5mm denso 671-6228','spark plug wire set denso 671-6228','spark plug wire set-5mm autoextra/denso 671-6228'], part brands: ['carquest', 'auto extra', 'fmp oe denso o2 sensors', 'advance/ignition & engine filters', 'denso'], subtype:...   \n",
       "140  brand: ['denso'], type: ['spark plug'], oem part number: ['4425979'], manufacturer part number: ['5305'], sku: ['den:5305'], part title: ['parts master 5305', 'better brake 5305', 'auto-kool 5305', 'carquest 5305', 'federated 5305 - power steering pressure hose', 'air filter bosch 5305', 'distributor vacuum advance master pro 5305', 'distributor vacuum advance original eng mgmt 5305 fits 83-85 nissan 720 2.4l-l4', 'engine air intake scoop rampage 5305', 'engine air intake scoop-hood scoop cr...   \n",
       "141  brand: ['denso'], type: ['starter motor'], oem part number: ['2810050100'], manufacturer part number: ['280-0320'], sku: ['nde:280-0320'], part title: ['starter motor-starter denso 280-0320 reman', 'auto extra 280-0320','starter motor denso 280-0320 reman'], part brands: ['auto extra', 'fmp oe denso o2 sensors', 'denso'], subtype: ['starter motor'], part types: ['starter and related components'], category: 0.0, item_title: starter motor-starter denso 280-0320 reman, cleaned_desc: ebay whi te...   \n",
       "142                                                                                                                                                                                                                               brand: ['detroit axle'], make: kia, model: optima, fitment: ['direct replacement'], type: ['cv axle assembly', 'direct replacement'], manufacturer part number: ['63d_ax'], category: 4.0, item_title: front driver side cv axle shaft assembly for kia optima hyundai sonata santa fe   \n",
       "143                                                                                                                                                                                                                                                             brand: ['diamond power'], make: ford, model: mustang, fitment: ['direct replacement'], type: ['piston set'], manufacturer part number: ['p6403-030'], category: 2.0, item_title: piston set fits ford mustang ranger explorer mountaineer 40l - size 030   \n",
       "144  brand: ['diy solutions'], make: ford, year: ['1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988', '1989', '1990', '1991'], fitment: ['ford e250 econoline club wagon distributor cap'], oem part number: ['cr566wj'], product name: ['distributor cap'], manufacturer part number: ['cr566wj'], sku: ['400:cr566wj'], category: 3.0, item_title: dist...   \n",
       "145                              brand: ['diy solutions'], make: suzuki, model: 3, year: ['2000'], type: ['ignition coil'], oem part number: ['3340065g00'], manufacturer part number: ['ign00046'], sku: ['diy:ign00046'], part title: ['ignition coil-vin: 3 diy solutions ign00046 fits 2000 suzuki esteem 1.6l-l4'], part brands: ['diy solutions'], subtype: ['ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: ignition coil-vin 3 diy solutions ign00046 fits 2000 suzuki esteem 16l-l4   \n",
       "146                                     brand: ['dnj'], make: nissan, model: 240sx, year: ['1994', '1995', '1996', '1997', '1998'], manufacturer part number: ['hgb653'], part title: ['engine cylinder head gasket set-dohc, eng code: ka24de, 16 valves fits 240sx l4'], part brands: ['dnj engine components'], subtype: ['engine cylinder head gasket set'], part types: ['gaskets and sealing systems'], category: 2.0, item_title: dnj hgb653 cylinder head set with head bolt kit for 94-98 nissan 240sx 24l dohc   \n",
       "147  brand: ['dodge truck'], make: dodge truck, model: tdodr2500, year: ['2003', '2003', '2004', '2005', '2006'], vehicle identification number: ['1d7ku28dx3j614641'], sku: ['v3472', '1643552'], category: 0.0, item_title: alternator 160 amp fits 03-06 dodge 2500 pickup 1643552, cleaned_desc: powered by frooition all items see our ebay store for more great items >> shop categories abs anti-lock brake part other aftermarket stereos air bags amplifiers anti-lock brake part automobiles stereos a/v eq...   \n",
       "148  brand: ['dodge'], make: dodge, model: caravan, fitment: ['direct replacement'], type: ['engine control unit (ecu)'], manufacturer part number: ['68330233'], category: 0.0, item_title: 16 17 18 dodge caravan engine control module computer ecm ecu unit 68330233, cleaned_desc: please review the pictures before purchase, you will receive what is pictured. some control modules may need to be reprogram med, please check with your local dealership or shop. *the compatibility chart is a reference, b...   \n",
       "149  brand: ['dodge'], make: dodge, model: dodge 1500 pickup, year: ['2003', '2003'], type: ['engine control module (ecm)'], manufacturer part number: ['56028769ab'], sku: ['6270149', 'ny12-egl015-6270149'], part title: ['engine control module (ecm)-st, vin: d mopar fits 2003 dodge ram 1500 5.7l-v8', 'carquest/mopar 56028769ab control modules - engine control module (ecm)'], part brands: ['carquest/mopar','mopar'], subtype: ['engine control module (ecm)|powertrain control module (pcm) diode', 'en...   \n",
       "150                                                                                                                                                                                                                                                                  brand: ['dodge'], make: dodge, model: intrepid, year: ['1997', '1993', '1994', '1995', '1996', '1997'], vehicle identification number: ['2b3hd56f1vh781793'], sku: ['070004', '7460'], category: 1.0, item_title: radiator fits 93-97 concorde 7460   \n",
       "151                                                                                                                                                                                                                              brand: ['dodge'], make: dodge, model: ram 1500, year: ['2004', '2005', '2006'], manufacturer part number: ['ram 1500363842488lkq'], vehicle identification number: ['1d7ha18d64j115589'], category: 1.0, item_title: 2004-2006 dodge ram 1500 electric cooling fan assembly 99k oem lkq   \n",
       "152                                                                                                                                                                                                                                                  brand: ['dodge'], make: mitsubishi, type: ['fwd'], oem part number: ['oem'], manufacturer part number: ['oem'], vehicle identification number: ['yes'], category: 4.0, item_title: mitsubishi 3000gt dodge stealth oem automatic transmission shifter cable linkage   \n",
       "153  brand: ['does not apply'], make: toyota, model: camry, year: ['1992', '1992', '1993', '1994'], manufacturer part number: ['does not apply'], vehicle identification number: ['4t1vk12e4nu022075'], sku: ['u18e50', '211914'], category: 0.0, item_title: starter motor 14kw fits 92-94 lexus es300 211914, cleaned_desc: welcome to our ebay store! starter motor 1.4kw fits 92-94 lexus es300 211914 description donor vehicle vin: 4t1vk12e4nu022075 model: camry year: 1992 mileage: 381000 (0 = not availabl...   \n",
       "154  brand: ['does-no-apply'], make: hyundai, model: sonata, year: ['2021', '2021'], manufacturer part number: ['does-no-apply'], vehicle identification number: ['5npej4j22mh068240'], sku: ['230320', '876875'], category: 0.0, item_title: sonata 2021 chassis ecm 876875, cleaned_desc: hollander welcome to our ebay store! sonata 2021 chassis ecm 876875 description good condition donor vehicle model : sonata year : 2021 mileage : 60000 (0 = not available or unknown) stock number : 230320 notes : 08 2...   \n",
       "155                                                                                                                                                                                                                                         brand: ['dorman - oe solutions'], make: chevrolet, model: v3500, year: ['1989', '1990', '1991'], manufacturer part number: ['sx-6157 1991 1990 1989 belts cooling'], category: 1.0, item_title: dorman engine oil cooler line connector for 1989-1991 chevrolet v3500 57l ko   \n",
       "156                                                                                                                                                                   brand: ['dorman product'], make: jeep, model: grand wagoneer, year: ['1993'], fitment: ['direct replacement','see notes'], type: ['oil drain plug'], oem part number: ['14086055'], manufacturer part number: ['hlx-dor65147-cl360a151'], category: 2.0, item_title: for jeep grand wagoneer 1993 engine oil drain plug pilot point - silver steel   \n",
       "157  brand: ['dorman'], fitment: ['replacement'], manufacturer part number: ['697-309'], part title: ['carquest 697-309', 'auto extra 697-309', 'differential ring and pinion dorman 697-309', 'carquest/dorman 697309 differential - differential ring and pinion', 'auto plus/dorman (oe solutions) 697309 - ring and pinion'], part brands: ['autoextra/dorman (oe solutions)', 'carquest', 'auto plus', 'dorman (oe solutions)'], subtype: ['differential ring and pinion'], part types: ['differential'], catego...   \n",
       "158  brand: ['dorman'], make: cadillac, model: cts, year: ['2003', '2004', '2005', '2006'], type: ['drive shaft coupler'], oem part number: ['19299917'], manufacturer part number: ['935-608'], sku: ['dor:935-608'], part title: ['auto plus/dorman (oe solutions) 935608 drive shaft - drive shaft coupler', 'auto extra 935-608', 'carquest/dorman 935608 drive shaft - drive shaft coupler', 'carquest 935-608', 'drive shaft coupler dorman 935-608 fits 03-06 cadillac cts'], part brands: ['autoextra/dorman ...   \n",
       "159                                                                                                                    brand: ['dorman'], make: chevrolet c6500 kodiak, model: c6500 kodiak, year: ['1997', '1998', '1997', '1998', '1997', '1998'], fitment: ['engine oil drain plug gasket -- metal/rubber gasket; package q...'], type: ['oil drain plug gasket'], oem part number: ['64xkpj'], sku: ['400:64xkpj'], category: 2.0, item_title: dorman oil drain plug gasket fits chevy c6500 kodiak 1997-1998 64xkpj   \n",
       "160                                                                                                                                                                                                            brand: ['dorman'], make: ford, model: econoline super duty, year: ['1996', '1996'], oem part number: ['92981kc'], product name: ['pipe plug'], manufacturer part number: ['92981kc'], sku: ['400:92981kc'], category: 2.0, item_title: for 1996 ford econoline super duty pipe plug dorman 92981kc 58l v8   \n",
       "161                                                                                                                      brand: ['dorman'], make: ford, model: mustang, year: ['2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], type: ['clutch slave cylinder'], manufacturer part number: ['233nh82'], sku: ['328:233nh82'], category: 4.0, item_title: fits 2005-2012 ford mustang clutch slave cylinder dorman 233nh82 2006 2007 2008   \n",
       "162  brand: ['dorman'], make: honda, year: ['1999', '2000', '2001', '2002', '2003'], type: ['drive shaft'], manufacturer part number: ['976-030'], part title: ['drive shaft dorman 976-030', 'carquest/dorman 976030 drive shaft - drive shaft', 'auto plus/dorman (oe solutions) 976030 drive shaft - drive shaft', 'carquest 976-030', 'auto extra 976-030'], part brands: ['autoextra/dorman (oe solutions)', 'auto plus', 'dorman (oe solutions)', 'carquest'], subtype: ['drive shaft'], part types: ['drive sh...   \n",
       "163                                                                                                                                                                     brand: ['dorman'], make: kenworth, year: ['2008', '2009', '2010', '2011', '2008', '2009', '2010', '2011'], type: ['vehicle speed sensor'], product name: ['differential speed sensor'], manufacturer part number: ['468hv55'], sku: ['328:468hv55'], category: 4.0, item_title: vehicle speed sensor fits 2008-2011 kenworth t170 dorman 468hv55   \n",
       "164                                                                                                                                                                                                                                        brand: ['dorman'], make: volkswagen, model: tiguan, year: ['2018', '2018'], oem part number: ['19836sp'], product name: ['oil drain plug wrench'], sku: ['400:19836sp'], category: 2.0, item_title: for 2018 volkswagen tiguan oil drain plug wrench dorman 19836sp 20l 4 cyl   \n",
       "165  brand: ['dorman'], model: 500x, type: ['engine cooling fan assembly', 'brushed', 'forward align fin','regular'], manufacturer part number: ['621-577'], vehicle identification number: ['n/a'], part title: ['auto extra 621-577', 'engine cooling fan assembly dorman 621-577', 'carquest 621-577', 'auto plus/dorman (oe solutions) 621577 - engine cooling fan assembly', 'carquest/dorman 621577 - engine cooling fan assembly'], part brands: ['autoextra/dorman (oe solutions)', 'auto plus', 'dorman (oe ...   \n",
       "166  brand: ['dorman'], model: impala, year: ['2004'], fitment: ['direct replacement'], manufacturer part number: ['620-639'], part title: ['auto plus/dorman (oe solutions) 620639 - engine cooling fan assembly', 'carquest 620-639', 'auto extra 620-639', 'engine cooling fan assembly dorman 620-639', 'carquest/dorman 620639 - engine cooling fan assembly'], part brands: ['autoextra/dorman (oe solutions)', 'auto plus', 'dorman (oe solutions)', 'carquest'], subtype: ['engine cooling fan assembly'], pa...   \n",
       "167                                                                                                                                                                                              brand: ['dorman'], model: ranger, year: ['1998', '1999', '2000', '2001', '2002', '2003'], type: ['fan blade'], oem part number: ['17zgqf68'], manufacturer part number: ['17zgqf68'], sku: ['400:17zgqf68'], category: 1.0, item_title: fan blade 17zgqf68 for ranger explorer sport trac 2001 1999 1998 2000 2002 2003   \n",
       "168  brand: ['dorman'], type: ['engine coolant reservoir'], manufacturer part number: ['603-765'], part title: ['carquest/dorman 603765 - engine coolant reservoir', 'carquest 603-765', 'engine coolant reservoir-recovery tank dorman 603-765', 'auto plus/dorman (oe solutions) 603765 - engine coolant reservoir'], part brands: ['auto plus', 'dorman (oe solutions)', 'carquest'], subtype: ['engine coolant reservoir'], part types: ['radiators, coolers and related components'], category: 1.0, item_title:...   \n",
       "169  brand: ['dorman'], type: ['engine oil pump flow control valve'], oem part number: ['5184295ae'], manufacturer part number: ['926-235'], sku: ['rb:926-235'], part title: ['engine oil pump flow control valve dorman 926-235', 'carquest/dorman 926235 - engine oil pump flow control valve', 'auto plus/dorman (oe solutions) 926235 - engine oil pump flow control valve', 'carquest 926-235'], part brands: ['auto plus', 'dorman (oe solutions)', 'carquest'], subtype: ['engine oil pump flow control valve...   \n",
       "170                                                                                                                                                                                                     brand: ['drivebolt'], make: mitsubishi, model: expo, year: ['1993', '1994', '1993', '1994'], oem part number: ['16qr76c'], manufacturer part number: ['16qr76c', 'ignition coil'], sku: ['400:16qr76c'], category: 3.0, item_title: drivebolt 16qr76c ignition coil fits 1993-1994 mitsubishi expo ignition coil   \n",
       "171                                                                                                                                                                                                                                   brand: ['energy suspension', 'energy'], model: monaco, type: ['engine mount'], oem part number: ['25zbxb65'], manufacturer part number: ['25zbxb65'], sku: ['400:25zbxb65'], category: 2.0, item_title: engine mount 25zbxb65 for monaco charger dart aspen cb300 coronet diplomat   \n",
       "172                                                                                                                                                                                                                                                       brand: ['enginetech'], fitment: ['direct replacement', 'no'], type: ['head gasket set', 'head gasket set'], oem part number: ['cr148hs-qwb'], manufacturer part number: ['cr148hs-qwb'], category: 2.0, item_title: enginetech head gasket set with head bolts   \n",
       "173                                                                                                                                                                                                                                                        brand: ['enginetech'], fitment: ['direct replacement', 'no'], type: ['intake valve', 'intake valve', 'intake'], oem part number: ['v1476-8'], manufacturer part number: ['v1476-8'], category: 2.0, item_title: enginetech chrome stem intake valve pack of 8   \n",
       "174                                                                                                                                                                                                                                                                                                                                    brand: ['enginetech'], fitment: ['direct replacement'], manufacturer part number: ['bb1013.50'], category: 2.0, item_title: enginetech engine connecting rod bearing set bb101350   \n",
       "175                                                                                                                                                                                                                                                                                                    brand: ['facet'], make: volkswagen, model: beetle, year: ['2001'], manufacturer part number: ['7.5690-bk'], category: 1.0, item_title: engine cooling fan switch for 2001 volkswagen beetle turbo 18l l4 gas dohc   \n",
       "176                                                                                                                                                                                        brand: ['factory/oem'], make: mini cooper, model: mini 1, year: ['2009', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015'], vehicle identification number: ['wmwmf33589tu75977'], sku: ['101115', '1287641'], category: 4.0, item_title: driver left axle shaft 16l base fits 07-15 mini cooper 1287641   \n",
       "177                        brand: ['febi'], make: bmw, model: 528e, year: ['1986', '1988', '1987', '1982', '1983', '1984', '1985', '1986', '1988', '1987', '1982', '1983', '1984', '1985', '1982', '1983', '1984', '1985', '1986', '1987', '1988'], fitment: ['bmw 528e oil filler cap'], oem part number: ['dm445zq'], product name: ['oil filler cap'], manufacturer part number: ['dm445zq'], sku: ['400:dm445zq'], category: 2.0, item_title: oil filler cap for 1982-1988 bmw 528e 1986 1987 1983 1984 1985 dm445zq   \n",
       "178                                                                                                                                     brand: ['febi'], make: bmw, model: 550i, year: ['2006', '2007', '2008', '2009', '2010', '2006', '2007', '2008', '2009', '2010'], oem part number: ['61375xq'], product name: ['drive shaft flex joint'], manufacturer part number: ['61375xq'], sku: ['400:61375xq'], category: 4.0, item_title: for 2006-2010 bmw 550i drive shaft flex joint front febi 61375xq 2007 2008 2009   \n",
       "179  brand: ['fel-pro'], fitment: ['direct replacement', '2011, dodge, nitro, detonator sport utility 4-door, 4.0l 3952cc 241cu'], manufacturer part number: ['es 71105-1'], part title: ['engine valve cover grommet set fel-pro es 71105-1', 'auto extra es 71105-1'], part brands: ['auto extra', 'fel-pro'], subtype: ['engine valve cover grommet|engine valve cover grommet set|spark plug tube seal', 'engine valve cover grommet set'], part types: ['hardware, fasteners and fittings|secondary ignition', '...   \n",
       "180  brand: ['fel-pro'], make: ford, model: windstar, year: ['1999'], type: ['engine cylinder head gasket set'], manufacturer part number: ['hs 9250 pt-4'], sku: ['fel:hs 9250 pt-4'], part title: ['engine cylinder head gasket set fel-pro fits 99-03 ford windstar 3.8l-v6', 'auto extra hs 9250 pt-4'], part brands: ['auto extra', 'fel-pro'], subtype: ['engine cylinder head gasket set|engine gasket set', 'engine cylinder head gasket set'], part types: ['gaskets and sealing systems'], category: 2.0, i...   \n",
       "181  brand: ['fel-pro'], model: 3, type: ['engine coolant thermostat seal'], oem part number: ['w700319s300'], manufacturer part number: ['35284'], sku: ['zl-fel:35284'], part title: ['hvac blower motor 4 seasons 35284', 'auto plus/four seasons 35284 - hvac blower motor', 'advance 35284', 'hvac blower motor carquest 35284', \"hvac blower motor o'reilly 35284\", 'auto plus/fel-pro 35284 - engine coolant thermostat seal', 'iseal 35284', 'exhaust system hanger insulator walker 35284', 'advance 35284 e...   \n",
       "182                                             brand: ['fel-pro'], type: ['engine cylinder head gasket set'], manufacturer part number: ['hs 26531 pt'], sku: ['111:hs 26531 pt'], part title: ['auto extra hs 26531 pt', 'engine cylinder head gasket set fel-pro hs 26531 pt'], part brands: ['auto extra', 'fel-pro'], subtype: ['engine cylinder head gasket set'], part types: ['gaskets and sealing systems'], category: 2.0, item_title: engine cylinder head gasket set-dohc eng code ej255 fel-pro hs 26531 pt   \n",
       "183  brand: ['fel-pro'], type: ['engine intake manifold gasket set'], manufacturer part number: ['ms 94781'], sku: ['fel:ms 94781'], part title: ['auto extra ms 94781', 'engine intake manifold gasket set fel-pro ms 94781'], part brands: ['auto extra', 'fel-pro'], subtype: ['engine intake manifold gasket set', 'engine intake manifold gasket|engine intake manifold gasket set|exhaust muffler gasket|exhaust seal ring'], part types: ['gaskets and sealing systems'], category: 2.0, item_title: engine in...   \n",
       "184                                                                                                   brand: ['fel-pro'], type: ['engine oil pan gasket set'], manufacturer part number: ['os 30759'], sku: ['fp:os 30759'], part title: ['engine oil pan gasket set fel-pro os 30759', 'auto extra os 30759'], part brands: ['auto extra', 'fel-pro'], subtype: ['engine oil pan gasket set'], part types: ['gaskets and sealing systems'], category: 2.0, item_title: engine oil pan gasket set lower fel-pro os 30759   \n",
       "185                                                                                                                                                                                                                               brand: ['felpro', 'fel-pro'], make: gmc, year: ['1966', '1966'], oem part number: ['42785jm'], product name: ['timing cover gasket set', 'engine timing cover gasket set'], sku: ['400:42785jm'], category: 2.0, item_title: for 1966 gmc p1000 timing cover gasket set felpro 42785jm   \n",
       "186                                    brand: ['felpro', 'fel-pro'], make: lexus, model: sc300, year: ['1993', '1997', '1992', '1994', '1995', '1999', '1996', '1998', '2000', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999', '2000'], oem part number: ['13rr29n'], manufacturer part number: ['13rr29n', 'engine oil pan gasket set -- rtv sealant included for oil pan...'], sku: ['400:13rr29n'], category: 2.0, item_title: felpro 13rr29n oil pan gasket set fits 1992-2000 lexus sc300 30l 6 cyl   \n",
       "187                        brand: ['felpro', 'fel-pro'], make: lincoln, model: mkt, year: ['2012', '2010', '2011', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019'], oem part number: ['98nq13j'], manufacturer part number: ['engine cylinder head gasket -- head bolts not included; head b...', '98nq13j'], sku: ['400:98nq13j'], category: 2.0, item_title: felpro 98nq13j left head gasket fits 2010-2019 lincoln mkt 35l v6   \n",
       "188                                                                                                                                   brand: ['fischer & plath'], make: bmw, year: ['1988', '1989', '1990', '1991', '1992', '1988', '1989', '1990', '1991', '1992'], oem part number: ['49284fm'], product name: ['auto trans drain plug gasket', 'automatic transmission drain plug seal'], sku: ['400:49284fm'], category: 4.0, item_title: for 1988-1992 bmw 735i auto trans drain plug gasket 49284fm 1989 1990 1991   \n",
       "189  brand: ['ford truck'], make: ford truck, model: escape, year: ['2006', '2005', '2006', '2007'], vehicle identification number: ['1fmyu02z66kb34670'], sku: ['dmd175', '22228385'], category: 0.0, item_title: chassis ecm abs vin z 8th digit 2wd fits 05-07 escape 22228385, cleaned_desc: hollander welcome to our ebay store! chassis ecm abs vin z 8th digit 2wd fits 05-07 escape 22228385 description dealer programing may be required please message with any questions prior to ordering donor vehicle ...   \n",
       "190                                                                                                                                                                                                                                 brand: ['ford truck'], make: ford truck, model: escape, year: ['2016', '2014', '2015', '2016', '2017'], vehicle identification number: ['1fmcu0jx4gub70387'], sku: ['230209', '790174'], category: 1.0, item_title: radiator fan motor thru 021217 fits 14-17 transit connect 790174   \n",
       "191  brand: ['ford truck'], make: ford truck, model: escape, year: ['2016', '2015', '2016'], vehicle identification number: ['1fmcu0g7xgua29623'], sku: ['bp1930', '2474309'], category: 0.0, item_title: chassis ecm air bag fits 15-16 escape 2474309, cleaned_desc: welcome to our ebay store! chassis ecm air bag fits 15-16 escape 2474309 description donor vehicle vin: 1fmcu0g7xgua29623 model: escape year: 2016 mileage: 88000 (0 = not available or unknown) stock number: bp1930 store number: 1 part det...   \n",
       "192  brand: ['ford truck'], make: ford truck, model: explorer, year: ['1997'], sku: ['140706', '265881'], category: 0.0, item_title: engine ecm electronic control module firewall 6-245 fits 97 explorer 265881, cleaned_desc: welcome to our ebay store! engine ecm electronic control module firewall 6-245 fits 97 explorer 265881 description engine ecm electronic control module firewall 6-245 fits 97 explorer donor vehicle vin: model: explorer year: 1997 mileage: 0 (0 = not available or unknown) stock...   \n",
       "193                                                                                                                                                                                                                                       brand: ['ford truck'], make: ford truck, model: explorer, year: ['2003', '2002', '2003', '2004', '2005'], vehicle identification number: ['1fmzu74w03za59032'], sku: ['230660', '805535'], category: 1.0, item_title: radiator excluding sport trac fits 02-05 explorer 805535   \n",
       "194                                                                                                                                                                                                                       brand: ['ford truck'], make: ford truck, model: f150, year: ['2005', '2004', '2005', '2006', '2007', '2008'], vehicle identification number: ['1ftrx14w05fb66627'], sku: ['egm075', '6623048'], category: 4.0, item_title: rear drive shaft 145 wb 4wd 46l fits 04-08 ford f150 pickup 6623048   \n",
       "195  brand: ['ford truck'], make: ford truck, model: f150, year: ['2013'], vehicle identification number: ['1ftfw1etxdkf54335'], sku: ['32138a', '2084140'], category: 0.0, item_title: engine ecm electronic control module 35l turbo fits 13 ford f150 pickup 2084140, cleaned_desc: hollander welcome to our ebay store! engine ecm electronic control module 3.5l turbo fits 13 ford f150 pickup 2084140 description please be aware that some modules will have to be reprogrammed to the new vehicle to functio...   \n",
       "196  brand: ['ford truck'], make: ford truck, model: f150, year: ['2021', '2021'], vehicle identification number: ['1ftfw1e10mfc73586'], sku: ['22349', '952877'], category: 0.0, item_title: f150 2021 alternator 952877, cleaned_desc: welcome to our ebay store! f150 2021 alternator 952877 description listing is for the pictured alternator. please confirm compatibility prior to ordering. thanks and buy with confidence!!! donor vehicle vin: 1ftfw1e10mfc73586 model: f150 year: 2021 mileage: 45000 (0 =...   \n",
       "197  brand: ['ford truck'], make: ford, model: f150, year: ['2016', '2017', '2018', '2019', '2020'], type: ['engine brain box'], manufacturer part number: ['fl3z 12a650-bebnp'], vehicle identification number: ['1ftmf1c85gkd88056'], sku: ['2h7464', '2h7464', '1337401'], category: 0.0, item_title: engine ecm electronic control module 37l fits 17-20 lincoln continental 1337401, cleaned_desc: menu home about us feedback contact ask a question description f150 2016 this listing has been upgraded to ou...   \n",
       "198                                                                                                                                                                  brand: ['ford'], make: ford, model: focus, year: ['2016', '2016'], type: ['engine coolant reservoir'], manufacturer part number: ['cv6z8a080a'], vehicle identification number: ['1fadp3f28gl365578'], sku: ['fgd016', 'tx62-fgd016-1001789406'], category: 1.0, item_title: used engine coolant reservoir fits 2016 ford focus electric ev grade a   \n",
       "199  brand: ['ford'], make: ford, model: ford edge, year: ['2008', '2008', '2009'], fitment: ['direct replacement', 'no'], type: ['engine control unit (ecu)'], oem part number: ['8t4a-12a650-ee'], manufacturer part number: ['8t4a-12a650-ee', 'no'], vehicle identification number: ['no'], sku: ['1044', '1592ad65-7f15-4bf2-a2f0-6626a2440d52'], category: 0.0, item_title: 08-09 2008-2009 ford edge lincoln mkx electronic control module computer oem, cleaned_desc: a-1 automotive a-1 automotive erie, pa ...   \n",
       "200                                                                                                                                           brand: ['ford'], make: ford, model: ford f150 pickup, year: ['2016', '2016'], type: ['radiator shutter assembly'], manufacturer part number: ['3064152'], vehicle identification number: ['1ftew1ep7gkd66536'], sku: ['zl0026', 'r01450434', 'ff42-zl0026-1450434'], category: 1.0, item_title: used radiator shutter assembly fits 2016 ford f150 pickup air shutter grad   \n",
       "201                                                                                                                                                                                                                                          brand: ['ford'], make: ford, model: fusion, year: ['2006'], manufacturer part number: ['fusion353443971lkq'], vehicle identification number: ['3fahp08146r170081'], category: 4.0, item_title: 2006 ford fusion front driver left cv axle shaft oem 133k miles lkq353443971   \n",
       "202                                                                                                                                                                                                                                          brand: ['ford'], make: ford, model: fusion, year: ['2011'], manufacturer part number: ['fusion363554568lkq'], vehicle identification number: ['3fahp0ha0br251461'], category: 4.0, item_title: 2011 ford fusion front driver left cv axle shaft oem 115k miles lkq363554568   \n",
       "203  brand: ['ford'], make: ford, model: fusion, year: ['2015', '2015'], type: ['starter motor'], manufacturer part number: ['cj5z11002b'], vehicle identification number: ['3fa6p0hd3fr220650'], sku: ['ab2011', 'aa93-ab2011-2211004'], part title: ['starter motor motorcraft cj5z11002b'], part brands: ['motorcraft'], subtype: ['starter motor'], part types: ['starter and related components'], category: 0.0, item_title: used starter motor fits 2015 ford fusion 15l wo automatic engine stop and sta, cle...   \n",
       "204                                                                                                                                                                                                                                                 brand: ['ford'], make: ford, model: mustang, year: ['2015', '2015', '2016', '2017', '2018', '2019', '2020'], vehicle identification number: ['1fatp8uh6f5400752'], sku: ['p22146', '545243'], category: 1.0, item_title: coolant reservoir fits 15-20 mustang 545243   \n",
       "205                                                                                                                                                                                                                                                                     brand: ['ford'], make: ford, year: ['2001'], manufacturer part number: ['f150336095218lkq'], vehicle identification number: ['1ftrw07lx1kb39385'], category: 1.0, item_title: 2001 ford f150 coolant overflow bottle oem 148k miles lkq336095218   \n",
       "206                                                                                                                                      brand: ['formula auto parts'], type: ['ignition coil'], oem part number: ['8943389230'], manufacturer part number: ['igc114'], sku: ['fap:igc114'], part title: ['ignition coil formula auto parts igc114'], part brands: ['formula auto parts'], subtype: ['ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: ignition coil formula auto parts igc114   \n",
       "207  brand: ['fx racing'], make: nissan, model: sentra, year: ['2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019'], fitment: ['direct replacement'], type: ['clutch kit + flywheel bundle set','manual', 'heavy duty push type diaphragm'], oem part number: ['06-091 nsk1026fw dmf129 06086fc 06086st'], manufacturer part number: ['ns06091-ss; dmf129-cp', 'yes'], vehicle identification number: ['no'], category: 4.0, item_title: fx hd sport clutch luk flywheel for 11-17 nissan juke 17-...   \n",
       "208                                                                                                                                                                          brand: ['gates'], make: chevrolet, model: k30, year: ['1973', '1974', '1973', '1974'], oem part number: ['71155db'], product name: ['radiator hose', 'radiator coolant hose'], manufacturer part number: ['71155db'], sku: ['400:71155db'], category: 1.0, item_title: for 1973-1974 chevrolet k30 pickup radiator hose lower gates 71155db   \n",
       "209                                                                                                                                                                                                            brand: ['gates'], make: ford, model: 300, year: ['1963', '1963'], fitment: ['direct replacement'], type: ['engine crankcase breather cap'], manufacturer part number: ['sx5187 motor oil change'], category: 2.0, item_title: gates oil crankcase breather cap for 1963 ford 300 36l l6 - engine motor xd   \n",
       "210                                     brand: ['gates'], make: ford, model: mustang, year: ['2005', '2006', '2007', '2008', '2009', '2010', '2005', '2006', '2007', '2008', '2009', '2010'], fitment: ['4.0l v6 gas;'], type: ['thermostat housing', 'engine coolant water outlet'], oem part number: ['177pa96'], product name: ['coolant outlet'], manufacturer part number: ['177pa96'], sku: ['328:177pa96'], category: 1.0, item_title: for 2005-2010 ford mustang 40l gas-engine coolant thermostat housing gates   \n",
       "211                                                                                                                                                                              brand: ['gates'], make: gmc, model: pickup, year: ['1973', '1974', '1973', '1974'], oem part number: ['98345hs'], product name: ['radiator hose', 'radiator coolant hose'], manufacturer part number: ['98345hs'], sku: ['400:98345hs'], category: 1.0, item_title: for 1973-1974 gmc c35c3500 pickup radiator hose lower gates 98345hs   \n",
       "212                                                                                                                                                      brand: ['gates'], make: toyota, model: camry, year: ['1993', '1993'], fitment: ['3.0l v6 gas;'], type: ['radiator coolant hose', 'flexible coolant hose (standard)'], oem part number: ['184pd63'], manufacturer part number: ['184pd63'], sku: ['328:184pd63'], category: 1.0, item_title: radiator coolant hose-lower for 1993 toyota camry 30l gates 184pd63   \n",
       "213  brand: ['gates'], make: volkswagen, model: golf, year: ['1993', '1994', '1995', '1996', '1997', '1998'], manufacturer part number: ['t242'], part title: ['engine timing belt-powergrip premium oe timing belt advance t242', 'engine timing belt-powergrip premium oe timing belt carquest t242', 'advance t242 engine timing belt', 'engine timing belt-powergrip premium oe timing belt gates t242', 'carquest t242'], part brands: ['carquest', 'gates', 'advance/belts & cooling', 'advance/carquest gates'...   \n",
       "214                                                                                                                                                                                                                      brand: ['gates'], model: 4000, year: ['1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988'], type: ['water pump'], oem part number: ['3ccy71'], sku: ['400:3ccy71'], category: 1.0, item_title: water pump 3ccy71 for 4000 80 90 1980 1981 1982 1983 1984 1985 1986 1987 1988   \n",
       "215                                                                                                                                                                                                                   brand: ['gates'], model: truck, year: ['2002', '2002'], oem part number: ['24841bd'], product name: ['radiator hose', 'radiator coolant hose'], manufacturer part number: ['24841bd'], sku: ['400:24841bd'], category: 1.0, item_title: for 2002 sterling truck lt7500 radiator hose gates 24841bd   \n",
       "216  brand: ['gates'], type: ['engine cooling fan module'], oem part number: ['5102818ab'], manufacturer part number: ['fcm127k'], sku: ['zo:fcm127k'], part title: ['engine cooling fan module advance fcm127k', 'engine cooling fan module carquest fcm127k', 'advance fcm127k engine cooling fan controller', 'engine cooling fan module gates fcm127k'], part brands: ['carquest', 'gates', 'advance/belts & cooling', 'advance/carquest gates', 'advance/carquest hd water pumps'], subtype: ['engine cooling fa...   \n",
       "217  brand: ['gates'], type: ['radiator coolant hose'], oem part number: ['15654519'], manufacturer part number: ['21984'], sku: ['123:21984'], part title: ['radiator coolant hose-molded coolant hose gates 21984', 'fuel injection idle air control valve-dohc bwd 21984', 'advance 21984 radiator coolant hose', 'radiator coolant hose-molded coolant hose carquest 21984', 'fog light assembly left carquest 21984', 'acdelco gm oe/gm genuine parts 21984 - radiator', 'radiator-luxury, vin: 4, 4wd, eng code...   \n",
       "218                                                                                                                                                                                                                                       brand: ['gearhead enterprises'], make: ford, model: bronco, year: ['1934', '1935', '1936', '1966'], type: ['joint', 'fwd'], manufacturer part number: ['srnuj-003 (black)'], category: 4.0, item_title: 1966-75 ford bronco 34-36 spline x 34 dd black manual steering u joint   \n",
       "219                                                                                                                                                                        brand: ['geba 100% new'], make: audi, model: q7, year: ['2017', '2018', '2019', '2017', '2018', '2019'], oem part number: ['32my66k'], manufacturer part number: ['100% new -- except thermostat and housing assembly', '32my66k'], sku: ['400:32my66k'], category: 1.0, item_title: geba 32my66k water pump fits 2017-2019 audi q7 20l 4 cyl   \n",
       "220  brand: ['general motors'], make: gmc, model: sierra, year: ['2012'], manufacturer part number: ['12659377'], vehicle identification number: ['yes'], category: 0.0, item_title: engine computer programmed plugplay 2012 gmc sierra 12659377 abvh 60l pcm ecm, cleaned_desc: home about us feedback view all listings contact us menu categories engine computers modules & relays abs parts audio parts climate controls engine parts exterior moldings & trim fuse box instrument clusters interior & trunk mi...   \n",
       "221  brand: ['genuine gm parts'], type: ['drive axle shaft'], manufacturer part number: ['23199121'], sku: ['acd:23199121'], part title: ['drive axle shaft rear gm parts 23199121 reman', 'acdelco gm oe/gm genuine parts 23199121 axle shaft - drive axle shaft', 'drive axle shaft acdelco mexico 23199121', 'carquest/acdelco gm original equip 23199121 axle shaft - drive axle shaft', 'gm genuine parts 23199121 axle shaft - drive axle shaft', 'auto plus/acdelco gm original equip 23199121 axle shaft - dr...   \n",
       "222                                                                                                                                                                                                                                                                                                                        brand: ['genuine vw/audi'], type: ['engine timing cover seal'], manufacturer part number: ['06k103583'], category: 2.0, item_title: genuine oem engine timing cover seal for vwaudi 06k103583   \n",
       "223  brand: ['genuine'], make: bmw, model: 330i, year: ['2006', '2006'], oem part number: ['91667ng'], product name: ['battery power distribution box'], manufacturer part number: ['91667ng'], sku: ['400:91667ng'], category: 0.0, item_title: for 2006 bmw 330i battery power distribution box genuine 91667ng, cleaned_desc: parts geek - for 2006 bmw 330i battery power distribution box genuine 91667ng for 2006 bmw 330i battery power distribution box genuine 91667ng review fitment notes to ensure proper...   \n",
       "224  brand: ['genuine'], make: bmw, year: ['2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015'], fitment: ['bmw 335i valve cover bolt'], oem part number: ['cp236zb'], product name: ['valve cover bolt'], manufacturer part number: ['cp236zb'], sku: ['400:cp236zb'], category: 2.0, item_title: valve cover bolt for 2007-2015 bmw 335i 2008 2009 2010 2011 201...   \n",
       "225                                                                                                                    brand: ['genuine'], make: infiniti, model: q70, year: ['2014', '2015', '2016', '2017', '2018', '2019', '2014', '2015', '2016', '2017', '2018', '2019'], oem part number: ['87347cv'], product name: ['oil pick-up tube'], manufacturer part number: ['87347cv'], sku: ['400:87347cv'], category: 2.0, item_title: for 2014-2019 infiniti q70 oil pick-up tube genuine 87347cv 2015 2016 2017 2018   \n",
       "226                                                                                                                                                                         brand: ['genuine'], make: lexus, year: ['2018', '2019', '2020', '2018', '2019', '2020'], oem part number: ['57333tn'], product name: ['radiator drain plug gasket'], manufacturer part number: ['57333tn'], sku: ['400:57333tn'], category: 1.0, item_title: for 2018-2020 lexus lc500 radiator drain plug gasket lower genuine 57333tn 2019   \n",
       "227                                                                                                                                                brand: ['genuine'], make: scion, model: xa, year: ['2005', '2006', '2005', '2006', '2005', '2006'], fitment: ['scion xa automatic transmission filter'], oem part number: ['r879rt'], product name: ['automatic transmission filter'], sku: ['400:r879rt'], category: 4.0, item_title: automatic transmission filter for 2005-2006 scion xa r879rt production 022005-   \n",
       "228                                                                                                                                       brand: ['genuine'], make: toyota, model: matrix, year: ['2009', '2010', '2011', '2012', '2013', '2009', '2010', '2011', '2012', '2013'], oem part number: ['47368sh'], product name: ['head bolt washer'], manufacturer part number: ['47368sh'], sku: ['400:47368sh'], category: 2.0, item_title: for 2009-2013 toyota matrix head bolt washer genuine 47368sh 2010 2011 2012   \n",
       "229                                                                                                                                                brand: ['genuine'], make: toyota, model: supra, year: ['1988', '1993', '1994', '1995', '1988', '1993', '1994', '1995'], oem part number: ['34875bn'], product name: ['water temperature sensor', 'engine coolant temperature sensor'], sku: ['400:34875bn'], category: 1.0, item_title: for 1988 1993-1995 toyota supra water temperature sensor genuine 34875bn 1994   \n",
       "230                                                                                                                                                                                                                brand: ['gm'], fitment: ['direct replacement','vendor;'], manufacturer part number: ['5614229'], part title: ['original equip data 5614229'], part brands: ['original equipment data'], subtype: ['spark plug'], part types: ['secondary ignition'], category: 3.0, item_title: gm 5614229 spark plug   \n",
       "231                                                                                                                                                      brand: ['gm, general motors'], model: corvette, year: ['1971', '1972'], type: ['small block chevy', 'belt driven'], oem part number: ['3991399'], manufacturer part number: ['gm, general motors', '3991399'], vehicle identification number: ['yes'], category: 1.0, item_title: 1971-1972 corvette chevy short water pump sbc gm 3991399 early 72 date choice   \n",
       "232                                                              brand: ['gmb'], type: ['engine water pump with fan clutch'], manufacturer part number: ['120-0018'], sku: ['130:120-0018'], part title: ['engine water pump with fan clutch gmb 120-0018', 'engine water pump with fan clutch fvp 120-0018'], part brands: ['gmb', 'fvp'], subtype: ['engine water pump with fan clutch'], part types: ['water pump and related components'], category: 1.0, item_title: engine water pump with fan clutch gmb 120-0018   \n",
       "233  brand: ['gmc truck'], make: gmc truck, model: envoy, year: ['2003', '2002', '2003', '2004', '2005'], vehicle identification number: ['1gkdt13s632260329'], sku: ['231488', '3083500'], category: 0.0, item_title: chassis ecm body control bcm front fuse box side fits 02-05 envoy 3083500, cleaned_desc: welcome to our ebay store! chassis ecm body control bcm front fuse box side fits 02-05 envoy 3083500 description donor vehicle vin: 1gkdt13s632260329 model: envoy year: 2003 mileage: 141000 (0 = no...   \n",
       "234                                                                                                                                                                                                                                                                             brand: ['gmc truck'], make: gmc truck, model: terrain, year: ['2013'], vehicle identification number: ['2gkflvek7d6395028'], sku: ['006943', '498750'], category: 4.0, item_title: automatic transmission awd 24l fits 13 equinox 498750   \n",
       "235                                                                                                                                                                                                                                brand: ['gmrracing'], make: dodge, model: pickup, year: ['2010', '2011', '2012', '2013', '2014'], fitment: ['direct replacement'], manufacturer part number: ['gmrram10'], category: 1.0, item_title: red silicone radiator hoses for dodge 2010-2014 11 12 13 ram pickup 57l v8 hemi   \n",
       "236                                                                                                                                       brand: ['gpi racing'], make: ford, year: ['1982', '1983', '1984', '1985', '1986', '1987', '1988', '1989', '1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997'], fitment: ['direct replacement'], type: ['radiator'], manufacturer part number: ['75200346'], category: 1.0, item_title: aluminum radiator fans for ford escortsierra rs500 rs cosworth 20l gb 82-97   \n",
       "237  brand: ['gsp', 'gsp north america'], make: nissan, model: sentra, year: ['2000', '2001'], type: ['cv axle assembly'], oem part number: ['391014m811'], manufacturer part number: ['ncv53575'], sku: ['gsp:ncv53575'], part title: ['auto plus/acdelco professional/gold ncv53575 - cv axle assembly, left', 'cv axle shaft carquest ncv53575 fits 00-01 nissan sentra', 'carquest cv axles ncv53575 cv components - cv axle assembly, left', 'cv axle assembly-new cv axle advance ncv53575 fits 00-01 nissan se...   \n",
       "238                                                                                                                                                                                                                                              brand: ['gsp'], make: mercedes-benz, year: ['2015'], type: ['cv axle assembly','male', 'conventional', 'bihexagonal'], manufacturer part number: ['a79230315162085'], category: 4.0, item_title: gsp rear 1pcs cv axle assembly cv joint for mercedes-benz c63 amg 2015   \n",
       "239                                                                                                                                                                                           brand: ['gsp'], make: toyota, model: 4runner, year: ['1996', '1997', '1998', '1999', '2000', '2001', '2002'], type: ['cv axle assembly','male', 'conventional', 'hex'], manufacturer part number: ['zoom231128068158'], category: 4.0, item_title: front left driver side cv joint axle shaft for 1996-2002 toyota 4runner   \n",
       "240  brand: ['hayden'], make: kia, model: amanti borrego cadenza forte forte koup forte5 magentis optima r, year: ['2014', '2013', '2012', '2011', '2010', '2009', '2008', '2007', '2006', '2005', '2004', '2003', '2002', '1994', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014'], fitment: ['direct replacement'], type: ['automatic transmission oil cooler'], manufacturer part number: ['sx-0sp0...   \n",
       "241                                                                                                                                   brand: ['hella'], make: bmw, model: 740li, year: ['2013', '2014', '2015', '2013', '2014', '2015'], oem part number: ['73313pc'], product name: ['camshaft position sensor', 'engine camshaft position sensor'], manufacturer part number: ['73313pc'], sku: ['400:73313pc'], category: 2.0, item_title: for 2013-2015 bmw 740li xdrive camshaft position sensor hella 73313pc 2014   \n",
       "242                                                                                                                                                                                                                                             brand: ['high performance'], make: dodge, model: 2, year: ['1979'], fitment: ['direct replacement'], type: ['radiator'], manufacturer part number: ['cc9595e'], category: 1.0, item_title: aluminum 2 row radiator 959 fit 1979-89 dodge cb300 59 v8 d100 d150 d200 d250   \n",
       "243                                                                           brand: ['hitachi'], manufacturer part number: ['igc0079'], part title: ['advance igc0079 ignition coil', 'carquest/hitachi igc0079 ignition coil - ignition coil', 'ignition coil hitachi igc0079 fits 09-21 nissan gt-r 3.8l-v6'], part brands: ['carquest/hitachi', 'advance/ignition & engine filters', 'hitachi'], subtype: ['ignition coil'], part types: ['ignition coil'], category: 3.0, item_title: ignition coil hitachi igc0079   \n",
       "244                                                                                                                                                                                                                                                                          brand: ['holstein'], make: dodge, model: charger, year: ['2010'], type: ['blade', 'bolt mount'], manufacturer part number: ['2vss0068-bi'], category: 4.0, item_title: holstein vehicle speed sensor for 2010 dodge charger 35l v6 gas sohc   \n",
       "245                                                                                                                                                                                                                                                                                         brand: ['holstein'], make: dodge, model: durango, year: ['2008'], type: ['blade'], manufacturer part number: ['2vss0001-fe'], category: 4.0, item_title: holstein vehicle speed sensor for 2008 dodge durango 57l v8 gas ohv   \n",
       "246                                                      brand: ['holstein'], make: toyota, model: tundra, year: ['2004', '2000', '2001', '2002', '2003', '2005', '2006', '2007', '2008', '2009', '2010', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010'], oem part number: ['87sq93v'], manufacturer part number: ['87sq93v', 'engine oil pressure switch'], sku: ['400:87sq93v'], category: 2.0, item_title: holstein 87sq93v oil pressure sender fits 2000-2010 toyota tundra   \n",
       "247                                                                                                                                                                                               brand: ['honda pilot touring'], make: honda, model: pilot, year: ['2018'], fitment: ['no'], oem part number: ['180304909'], manufacturer part number: ['1094 322 324 11384', 'no'], vehicle identification number: ['no'], category: 4.0, item_title: honda pilot 2018 touring automatic transmission torque converter   \n",
       "248                                                                                                                                                                                                                                               brand: ['honda'], make: honda, model: accord, year: ['2012'], manufacturer part number: ['accord339327511lkq'], vehicle identification number: ['1hgcp2f83ca088625'], category: 1.0, item_title: 2012 honda accord coolant overflow bottle oem 147k miles lkq339327511   \n",
       "249                                                                                                                    brand: ['honda'], make: honda, model: civic cr-v accord, year: ['2016', '2017', '2018', '2019', '2020', '2021', '2022', '2023'], fitment: ['direct replacement'], product name: ['genuine honda o-ring, water passage (oil) 19411-5aa-a01'], manufacturer part number: ['19411-5aa-a01'], sku: ['19411-5aa-a01'], category: 1.0, item_title: genuine honda o-ring water passage oil 19411-5aa-a01   \n",
       "250             brand: ['hps performance'], model: 1500, year: ['1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999'], fitment: ['performance/custom'], manufacturer part number: ['57-1500-blue'], part title: ['radiator coolant hose kit-turbo hps performance fits 1991 toyota mr2'], part brands: ['hps'], subtype: ['radiator coolant hose kit'], part types: ['hoses and pipes'], category: 1.0, item_title: hps 57-1500-blue blue silicone radiator hose for 1990-1999 mr2 3sgte turbo   \n",
       "251                                                                    brand: ['hyundai kia'], make: hyundai, model: elantra, year: ['2010'], type: ['engine control unit (ecu)'], manufacturer part number: ['3914023161 5wy1c84a'], category: 0.0, item_title: oem 2010 hyundai elantra at engine computer ecm ecu 39140-23161, cleaned_desc: oem 2010 hyundai elantra a/t engine computer ecm ecu 39140-23161 please note: ebay compatibility chart is for reference purpose only, please match your ecm# 39140-23161   \n",
       "252                                                                                                                                                     brand: ['hyundai'], make: hyundai, model: accent, year: ['2011', '2011'], type: ['clutch flywheel'], manufacturer part number: ['2321126050'], vehicle identification number: ['kmhcn4ac4bu609128'], sku: ['220668', '0000224802','mo24-220668-553272'], category: 4.0, item_title: used clutch flywheel fits 2011 hyundai accent at flex plate 16l dohc grade a   \n",
       "253  brand: ['hyundai'], make: hyundai, model: sonata, year: ['2015', '2015'], type: ['body control module'], manufacturer part number: ['95400c2201'], vehicle identification number: ['5npe24af2fh179339'], sku: ['fgf119', 'tx62-fgf119-1001872868'], category: 0.0, item_title: used body control module fits 2015 hyundai sonata body control bcm center dash, cleaned_desc: ebay whi template used body control module fits: 2015 hyundai sonata body control bcm center dash 90 day warranty - fast, free ship...   \n",
       "254                                                                                                                                                                                                                                        brand: ['hyundai'], make: hyundai, model: tucson, year: ['2006', '2003', '2004', '2005', '2006', '2007', '2008'], vehicle identification number: ['km8jm72b96u355763'], sku: ['08711', '601010'], category: 3.0, item_title: coilignitor 4 cylinder fits 03-08 tiburon 601010   \n",
       "255                                                                                                                             brand: ['ina'], model: ml500, year: ['2002', '2003', '2004', '2005', '2006', '2007', '2002', '2003', '2004', '2005', '2006', '2007'], oem part number: ['82312xb'], product name: ['valve lifter', 'engine valve lifter'], manufacturer part number: ['82312xb'], sku: ['400:82312xb'], category: 2.0, item_title: for 2002-2007 mercedes ml500 valve lifter 82312xb 2003 2004 2005 2006   \n",
       "256                                                                                                                                                               brand: ['ishino stone'], make: subaru impreza, model: impreza, year: ['1998', '1998', '1998'], fitment: ['at camshaft drive - inside cover behind cam gear'], type: ['timing cover gasket'], oem part number: ['85qrqx'], sku: ['400:85qrqx'], category: 2.0, item_title: left ishino stone timing cover gasket fits subaru impreza 1998 25l h4 85qrqx   \n",
       "257                                                                                                                                                                                 brand: ['ishino stone'], year: ['2002', '1999', '2000', '2001', '1999', '2000', '2001', '2002'], oem part number: ['72282qwwq'], product name: ['crankshaft seal'], manufacturer part number: ['72282qwwq'], sku: ['400:72282qwwq'], category: 2.0, item_title: for 1999-2002 daewoo nubira crankshaft seal rear 72282qwwq 2000 2001   \n",
       "258                                                                                                                                                                      brand: ['iwis'], year: ['1983', '1982', '1984', '1985', '1982', '1983', '1984', '1985'], oem part number: ['19115gwbb'], product name: ['oil pump chain', 'engine oil pump chain'], manufacturer part number: ['19115gwbb'], sku: ['400:19115gwbb'], category: 2.0, item_title: for 1982-1985 mercedes 300cd oil pump chain 19115gwbb 1983 1984   \n",
       "259                                                                                                                                                                                                                                                                                                                                     brand: ['jdm sport'], manufacturer part number: ['eg-combo-0042-556-w9'], category: 3.0, item_title: cup header cam cap washersm8 fender washersvalve cover washer d-series blue   \n",
       "260                                                                                                                                                                                                           brand: ['jeep'], make: jeep, model: grand cherokee, year: ['2006'], type: ['auto'], manufacturer part number: ['grand cherokee374728956lkq'], vehicle identification number: ['1j8hr58nx6c302014'], category: 4.0, item_title: 2006 jeep grand cherokee automatic transmission oem 119k miles lkq374728956   \n",
       "261                                                                                                                                                                                                                            brand: ['jeep'], make: jeep, model: grand cherokee, year: ['2013'], manufacturer part number: ['grand cherokee370947074lkq'], vehicle identification number: ['1c4rjfct1dc655690'], category: 4.0, item_title: 2013 jeep grand cherokee automatic transmission oem 73k miles lkq370947074   \n",
       "262                                                                                                                                                                                                                                                brand: ['jeep'], make: jeep, model: liberty, year: ['2011'], manufacturer part number: ['liberty377498701lkq'], vehicle identification number: ['1j4pn2gk3bw513188'], category: 4.0, item_title: 2011 jeep liberty transfer case assembly oem 136k miles lkq377498701   \n",
       "263  brand: ['jeep'], model: grand cherokee, year: ['2010'], manufacturer part number: ['grand cherokee377027780lkq'], vehicle identification number: ['1j4pr4gk2ac101960'], category: 0.0, item_title: 2010 grand cherokee engine computer ecu 132k miles oe lkq377027780, cleaned_desc: ****important**** click here to see full part description and important part fitment information. ***important notice regarding responses to messages*** thank you for your interest in our item. due to heavy sales volume...   \n",
       "264                                                                                                                                          brand: ['jeep/plymouth truck'], make: jeep/plymouth truck, model: compass, year: ['2016', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017'], vehicle identification number: ['1c4njcea1gd694335'], sku: ['p09821', '1176598'], category: 1.0, item_title: radiator classic style vertical rear door handle fits 07-17 compass 1176598   \n",
       "265                                                                                                                                                                                                  brand: ['jeep/plymouth truck'], make: jeep/plymouth truck, model: nitro, year: ['2008', '2008', '2009', '2010', '2011', '2012'], vehicle identification number: ['1d8gu28k18w128097'], sku: ['34735', '1796359'], category: 4.0, item_title: passenger right axle shaft front axle outer fits 08-12 liberty 1796359   \n",
       "266                                                                                                                                                                                                                                                             brand: ['jupiterauto'], make: gmc, model: trailblazer, fitment: ['direct replacement'], type: ['coil'], manufacturer part number: ['m18001yx5b6429'], category: 3.0, item_title: 5pcs ignition coils for chevy trailblazer gmc canyon envoy c1395 uf-303   \n",
       "267  brand: ['kia'], make: kia, model: kia rio, year: ['2007'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['230030', 'cdbc65f6-f5f8-4338-83b5-83e824b3b498'], category: 0.0, item_title: 07 08 09 10 11 kia rio starter motor 16l manual trans mt, cleaned_desc: brush auto salvage, llc brush auto salvage, llc brush, co business hours (mst/mdt) mon - fri 8am - 5pm closed sat & sun starter motor year: 07 model: kia rio side: type: used category: y condition: 69.9...   \n",
       "268                                                                                                                                                                                                                                                     brand: ['kia'], make: kia, model: optima, year: ['2014'], manufacturer part number: ['optima363611310lkq'], vehicle identification number: ['knagn4ad3e5063254'], category: 1.0, item_title: 2014 kia optima coolant overflow bottle oem 112k miles lkq363611310   \n",
       "269                                                                                                                                            brand: ['kia'], make: kia, model: rio, year: ['2018', '2019', '2020', '2021', '2022', '2023'], fitment: ['no'], type: ['upper inlet hose'], oem part number: ['190814133934'], manufacturer part number: ['25331-2p044', 'no'], vehicle identification number: ['no'], category: 1.0, item_title: 2018-2023 kia rio radiator upper inlet hose coolant hoses tube line oem   \n",
       "270                                                                                                                                                                                                                                                        brand: ['kia'], make: kia, model: soul, year: ['2013', '2012', '2013'], vehicle identification number: ['kndjt2a61d7532199'], sku: ['210264', '60785'], category: 4.0, item_title: 2012-2013 kia soul 20l fwd 4cyl 153k front passenger axle shaft rust 60785   \n",
       "271                                                                                                                                                                                                        brand: ['koyo', 'koyo cooling'], make: honda, model: crx, year: ['1988', '1989', '1990', '1991'], type: ['radiator'], oem part number: ['81ddrs24'], manufacturer part number: ['81ddrs24'], sku: ['400:81ddrs24'], category: 1.0, item_title: radiator koyo 81ddrs24 for honda crx civic 1991 1990 1989 1988   \n",
       "272  brand: ['lexus'], make: lexus, model: lexus rx350, year: ['2019', '2016', '2017', '2018', '2019', '2020', '2021', '2022'], fitment: ['direct replacement'], manufacturer part number: ['8963048050 / 89630 48050'], sku: ['1447', 'e56d19e3-00f9-4dfc-bf61-ada02411a31c'], category: 0.0, item_title: 2016 - 2022 lexus rx350 transfer case control module computer oem 8963048050, cleaned_desc: ebay listing template example :: car-part.com a plus auto, llc nicholasville, ky business hours (eastern) mon ...   \n",
       "273                                                                                                                                                                               brand: ['lexus'], make: lexus, year: ['2014', '2015', '2016', '2017', '2018', '2019', '2020'], fitment: ['direct replacement'], product name: ['genuine lexus fog lamp assembly 81210-0e050'], manufacturer part number: ['81210-0e050'], sku: ['81210-0e050'], category: 3.0, item_title: genuine lexus fog lamp assembly 81210-0e050   \n",
       "274  brand: ['lincoln'], make: lincoln, model: cont-mark, year: ['1998', '1993', '1994', '1995', '1996', '1997', '1998'], vehicle identification number: ['1lnfm92v9wy726392'], sku: ['3j8967', '1458023'], category: 0.0, item_title: continental lincoln mark 1993-1998 alternator 1458023 601-00651, cleaned_desc: menu home about us feedback contact ask a question description cont-mark 1998 quick specs stock number vin number year model 3j8967 1lnfm92v9wy726392 1998 cont-mark item id number store numbe...   \n",
       "275  brand: ['lincoln'], make: lincoln, model: lincoln navigator, year: ['2018', '2018', '2019', '2020', '2021'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['l21105', 'fdbf1211-982c-49e1-8fa1-2814d89eb86f'], category: 0.0, item_title: 2018-2021 lincoln navigator front left side power seat module gu5t-14c708-nh, cleaned_desc: parts box parts box englewood, fl business hours (est/edt) mon - fri 8am - 5pm closed sat & sun item description chassis brain box t...   \n",
       "276                                                                                                                                                                                                                                                  brand: ['lincoln'], make: lincoln, model: mkt, year: ['2013'], manufacturer part number: ['mkt368684460lkq'], vehicle identification number: ['2lmhj5nk0dbl51454'], category: 1.0, item_title: 2013 lincoln mkt coolant overflow bottle oem 358k miles lkq368684460   \n",
       "277  brand: ['lincoln'], make: lincoln, model: mkx, year: ['2016'], manufacturer part number: ['mkx347259839lkq'], vehicle identification number: ['2lmtj8lp5gbl89647'], category: 0.0, item_title: 2016 lincoln mkx starter motor oem 93k miles lkq347259839, cleaned_desc: ****important**** click here to see full part description and important part fitment information. ***important notice regarding responses to messages*** thank you for your interest in our item. due to heavy sales volume and limited ...   \n",
       "278  brand: ['luk'], make: toyota, model: land cruiser, year: ['1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987'], type: ['transmission clutch kit'], manufacturer part number: ['16-006'], sku: ['172:16-006'], part title: ['carquest/luk 16006 transmission components - clutch pressure plate and disc set', 'transmission clutch kit dma 16-006 fits 1975 toyota land cruiser 4.2l-l6', 'advance 16-006 clutch pressure plate and disc set', 'transmission ...   \n",
       "279  brand: ['luk'], type: ['clutch flywheel'], manufacturer part number: ['dmf100'], sku: ['172:dmf100'], part title: ['dma goodpoint dmf100 flywheel - clutch flywheel', 'clutch flywheel-s uni-select dmf100', 'advance dmf100 clutch flywheel', 'carquest/luk dmf100 flywheel - clutch flywheel', 'pb/luk dmf100 clutch flywheel', 'clutch flywheel-s dma dmf100', 'clutch flywheel-natural platinum driveline dmf100', 'clutch flywheel-s luk dmf100'], part brands: ['direct market access', 'uni-select', 'car...   \n",
       "280                                                                                                                                                             brand: ['mahle'], make: fargo, model: w110 pickup, year: ['1969', '1970', '1971', '1972', '1969', '1970', '1971', '1972'], oem part number: ['95119mt'], product name: ['thermostat gasket', 'engine coolant outlet gasket'], sku: ['400:95119mt'], category: 1.0, item_title: for 1969-1972 fargo w110 pickup thermostat gasket mahle 95119mt 1970 1971   \n",
       "281                                                                                                                                                                         brand: ['mahle'], make: gmc, model: p35/p3500 van, year: ['1972', '1971', '1970', '1970', '1971', '1972'], fitment: ['direct replacement'], type: ['engine oil filter'], manufacturer part number: ['sx-z2pa 1972 1971 1970 oil change'], category: 2.0, item_title: mahle engine oil filter for 1970-1972 gmc p35 p3500 van - oil change xf   \n",
       "282  brand: ['maniac em'], model: tribute, year: ['2001', '2002', '2003', '2004'], manufacturer part number: ['8050523'], category: 0.0, item_title: rectifier diode assembly for 2001-2004 tribute escape v6 30l, cleaned_desc: rectifier diode assembly b+ terminal m6 x 1.0 post diode amp 35 for ford 6g alternators / replaces wai new fr6073, fr6073-b30 wai old 31-218, 31-218-1, 502068, rf-143 application ford escape v6 3.0l 2967cc 181cid 2001-2004 mazda tribute v6 3.0l 2968cc 181cid 2001-2004 unit #s...   \n",
       "283                                                                                                                                                 brand: ['mann'], make: bmw, model: 435i xdrive, year: ['2014', '2015', '2016', '2014', '2015', '2016', '2014', '2015', '2016'], fitment: ['bmw 435i xdrive oil filter kit'], oem part number: ['b693qc'], product name: ['oil filter kit'], sku: ['400:b693qc'], category: 2.0, item_title: oil filter kit for 2014-2016 bmw 435i xdrive 2015 b693qc insert w o-ring   \n",
       "284                                                                                                                                                                                                                                                             brand: ['mazda'], make: mazda, model: 3, type: ['auto'], manufacturer part number: ['3309386338lkq'], vehicle identification number: ['3mzbpadm4km103037'], category: 4.0, item_title: 19 20 mazda 3 25l automatic transmission assembly fwd 32k oem lkq   \n",
       "285  brand: ['mazda'], make: mazda, model: cx-7, year: ['2012', '2010', '2011', '2012'], sku: ['301203'], category: 0.0, item_title: chassis ecm transmission turbo awd fits 10-12 mazda cx-7 301203, cleaned_desc: hollander welcome to our ebay store! chassis ecm transmission turbo awd fits 10-12 mazda cx-7 301203 description donor vehicle model : cx-7 year : 2012 mileage : 0 (0 = not available or unknown) stock number : notes : see 400 this part will fit these makes and models with these options ma...   \n",
       "286                                                                                                                                                                                                                     brand: ['mazda'], make: mazda, model: cx-9, year: ['2013', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015'], vehicle identification number: ['jm3tb2da0d0402099'], sku: ['egk110', '6392183'], category: 1.0, item_title: coolant reservoir fits 07-15 mazda cx-9 6392183   \n",
       "287  brand: ['melling select performance'], manufacturer part number: ['475074'], part title: ['suspension strut assembly rear performance ride technology 475074', 'engine valve spring retainer-performance melling 475074', 'prt 475074 shocks and struts - suspension strut assembly, rear'], part brands: ['melling', 'performance ride technology', 'prt'], subtype: ['engine rocker arm retainer|engine valve spring retainer','suspension strut|suspension strut assembly','suspension strut assembly'], part...   \n",
       "288                                                                                                                                                             brand: ['melling'], make: chevrolet, year: ['2012', '2013', '2014', '2012', '2013', '2014'], oem part number: ['17112sn'], product name: ['timing guide rail', 'engine timing chain guide'], manufacturer part number: ['17112sn'], sku: ['400:17112sn'], category: 2.0, item_title: for 2012-2014 chevrolet orlando timing guide rail left 17112sn 2013   \n",
       "289                                                                                                                                                                                                                     brand: ['melling'], model: continental, year: ['1977', '1978'], type: ['timing chain'], oem part number: ['64sszp19'], manufacturer part number: ['64sszp19'], sku: ['400:64sszp19'], category: 2.0, item_title: timing chain 64sszp19 for continental mark vi vii town car versailles 1977 1978   \n",
       "290                                                                                                                                                                                                           brand: ['mercedes-benz'], make: mercedes-benz, model: ml63, year: ['2013'], manufacturer part number: ['1663501210'], vehicle identification number: ['4jgda7eb2da153492'], sku: ['00716g', '1001667'], category: 4.0, item_title: axle shaft rear off road fits 13 mercedes-benz ml63 w166 1663501210 oem   \n",
       "291                                                                    brand: ['mercedes-benz'], model: e350, year: ['2010', '2011'], fitment: ['direct replacement'], type: ['clamp'], manufacturer part number: ['2045013782'], part title: ['radiator coolant hose continental elite 2045013782'], part brands: ['continental elite'], subtype: ['radiator coolant hose'], part types: ['hoses and pipes'], category: 1.0, item_title: 2010-2011 mercedes e350 w212 lower radiator coolant cooling tube pipe hose oem   \n",
       "292  brand: ['mercury'], make: mercury, model: mercury sable, year: ['2002'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['ca0265', '40e03d64-7144-4410-a65a-09fba42a2cca'], category: 0.0, item_title: alternator mercury sable 02 03 04 05, cleaned_desc: getparts pa getparts pa erie, pa business hours (est/edt) mon - fri 8:00am - 5:00pm saturday 9:00am - 1:00pm alternator year: 02 model: mercury sable side: type: used category: nd condition: 127k vin: 1mefm50...   \n",
       "293                                                                                                                                                                                                                        brand: ['midnight autoparts'], make: honda, model: odyssey, type: ['direct replacement'], oem part number: ['50820-shj-a03, 50850-sza-a02'], manufacturer part number: ['9512, 9415'], category: 2.0, item_title: right engine mount left transmission mount 2pcs for honda odyssey pilot 35l   \n",
       "294  brand: ['mitsubishi'], make: mitsubishi, model: lancermit, year: ['2003', '2003', '2004', '2005', '2006', '2007'], vehicle identification number: ['ja3aj26e23u107806'], sku: ['03011', '59655'], category: 0.0, item_title: starter motor es fits 03-07 lancer 59655, cleaned_desc: welcome to our ebay store! starter motor es fits 03-07 lancer 59655 description donor vehicle vin: ja3aj26e23u107806 model: lancermit year: 2003 mileage: 1000 (0 = not available or unknown) stock number: 03011 store num...   \n",
       "295  brand: ['mitsubishi'], model: outlander, year: ['2017'], fitment: ['direct replacement'], manufacturer part number: ['1860c990'], sku: ['bb0901', '3173685'], category: 0.0, item_title: oem engine computer ecu ecm for outlander main ecu 1860c990, cleaned_desc: oem engine computer ecu ecm for outlander main ecu 1860c990 notes: main ecu,1860c990 mileage: 25,000 miles about this part you are bidding on a engine computer ecu ecm that will fit the vehicles listed below in the fit / interchange sec...   \n",
       "296                                                                                                                                                                             brand: ['mizumo auto'], make: volkswagen, model: fit, year: ['1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005'], fitment: ['direct replacement'], type: ['engine timing belt kit'], manufacturer part number: ['ma-4216971103'], category: 2.0, item_title: timing belt kit fit 98-05 volkswagen golf jetta beetle 20l sohc   \n",
       "297                                                               brand: ['modigt'], make: chevrolet, year: ['2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011'], fitment: ['direct replacement'], type: ['engine timing cover&oil pan gasket set'], oem part number: ['tcs45993 / os30693r / 12612350'], manufacturer part number: ['tcs45993 / os30693r / 12612350'], category: 2.0, item_title: timing cover oil pan gasket for 2000-2011 chevrolet gmc 48 53 57l 60l 62l   \n",
       "298  brand: ['modigt'], make: honda, model: crosstour, year: ['2012', '2013', '2014', '2015'], fitment: ['direct replacement', 'no'], type: ['cylinder head gasket set'], oem part number: ['hs26509pt'], manufacturer part number: ['hs26509pt', 'yes'], part title: ['carquest/fel-pro hs26509pt - engine cylinder head gasket set', 'auto plus/fel-pro hs26509pt - engine cylinder head gasket set'], part brands: ['auto plus', 'carquest'], subtype: ['engine cylinder head gasket set'], part types: ['gaskets ...   \n",
       "299                                                                                                                         brand: ['moog'], make: buick, model: special, year: ['1968', '1964', '1965', '1966', '1967', '1969', '1964', '1965', '1966', '1967', '1968', '1969'], oem part number: ['52yz45f'], manufacturer part number: ['52yz45f', 'universal joint -- greasable super strength u-joint'], sku: ['400:52yz45f'], category: 4.0, item_title: moog 52yz45f universal joint fits 1964-1969 buick special   \n",
       "300                                                                                                                                 brand: ['moog'], make: ford, model: ranchero, year: ['1978', '1975', '1976', '1977', '1979', '1975', '1976', '1977', '1978', '1979'], oem part number: ['17644twtk'], product name: ['universal joint'], manufacturer part number: ['17644twtk'], sku: ['400:17644twtk'], category: 4.0, item_title: for 1975-1979 ford ranchero universal joint at transmission moog 17644twtk 1978   \n",
       "301  brand: ['mopar'], make: jeep dodge chrysler ram, model: 2007-2008 chrysler pacifica, year: ['2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020', '2021'], oem part number: ['5078815ad'], manufacturer part number: ['5078815ad'], part title: ['automatic transmission planetary gear assembly mopar 5078815ad'], part brands: ['mopar'], subtype: ['automatic transmission planetary gear assembly|transmission clutch kit'], part types: ['transmi...   \n",
       "302                                                                                                                                                                                                                                                                                                                                       brand: ['mopar'], model: gtx, manufacturer part number: ['2950828'], category: 4.0, item_title: 70 roadrunner gtx charger superbird original floor shift steering column parts   \n",
       "303                                                                                    brand: ['motorad'], make: alfa romeo, model: giulia, year: ['1968', '1967', '1966', '1965', '1964', '1963', '1962', '1962', '1963', '1964', '1965', '1966', '1967', '1968'], fitment: ['direct replacement'], type: ['engine coolant thermostat'], manufacturer part number: ['sx-sn7s 1968 1967 1966 1965 1964 1963'], category: 1.0, item_title: motorad engine coolant thermostat for 1962-1968 alfa romeo giulia - cooling lt   \n",
       "304            brand: ['motorad'], make: chevrolet, model: c30, year: ['1986', '1985', '1984', '1983', '1982', '1981', '1980', '1979', '1978', '1977', '1976', '1975', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986'], fitment: ['direct replacement'], type: ['engine coolant thermostat'], manufacturer part number: ['sx-8rpt 1986 1985 1984 1983 1982 1981'], category: 1.0, item_title: motorad engine coolant thermostat for 1975-1986 chevrolet c30 - cooling ra   \n",
       "305  brand: ['motorad'], type: ['engine coolant thermostat housing assembly'], oem part number: ['12673659'], manufacturer part number: ['860-221'], sku: ['188:860-221'], part title: ['auto plus/motorad 860221 thermostat and housing - engine coolant thermostat', 'engine coolant thermostat-integrated housing fvp 860-221', 'parts master 860-221', 'engine coolant thermostat housing assembly-integrated housing thermostat motorad', 'engine coolant thermostat housing assembly-integrated housing thermos...   \n",
       "306  brand: ['motorcraft gold concentrated antifreeze / coolant - gallon'], make: ford, model: crown victoria, year: ['2005', '2003', '2004', '2006', '2007', '2008', '2009', '2010', '2011', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011'], oem part number: ['11yw36h'], manufacturer part number: ['11yw36h', 'gold concentrated antifreeze / coolant - gallon'], sku: ['400:11yw36h'], category: 1.0, item_title: motorcraft 11yw36h coolant antifreeze fits 2003-2011 ford crown victoria   \n",
       "307                   brand: ['motorcraft'], make: ford lincoln mercury, model: f150 grand marquis ranger town car expedition mark viii crown vic, year: ['1997', '1999', '1998', '1994', '1995', '1996', '1992', '2000', '1993', '1989', '1991', '1990', '2001'], oem part number: ['ts92c7'], product name: ['ignition coil'], manufacturer part number: ['ts92c7', 'ignition coil'], sku: ['400:ts92c7'], category: 3.0, item_title: ignition coil for f150 grand marquis ranger town car expedition mark viii ts92c7   \n",
       "308  brand: ['mr gasket'], manufacturer part number: ['5821'], part title: ['engine valve spring kit edelbrock 5821', 'pylon 5821', 'auto plus/monroe 5821 shocks and struts - suspension shock absorber, front','steering gear worm shaft seal skf 5821', 'engine intake manifold gasket-ultra seal intake gasket mr gasket 5821', 'auto-kool 5821', 'cv axle assembly front-left/right quality rebuilders fits 2002 oldsmobile aurora','suspension shock absorber-oespectrum passenger car shock absorber monroe 58...   \n",
       "309  brand: ['msd','msd ignition'], model: custom, manufacturer part number: ['31379'], part title: ['spark plug wire set-base msd 31379', 'carquest 31379 disc brake rotor, front', 'parts master/uquality 31379 drums and rotors - disc brake rotor, front', 'tonneau cover-literider roll-up cover access cover 31379 fits 15-23 ford f-150', 'disc brake rotor-ls proforce 31379 fits 03-04 mazda miata', 'disc brake rotor transbec 31379 fits 01-05 mazda miata', 'disc brake rotor front carquest 31379', 'aut...   \n",
       "310  brand: ['msd'], make: gmc, model: suburban, fitment: ['performance/custom'], manufacturer part number: ['distributor', '8558', 'yes'], part title: ['steering gear lares 8558 reman', 'auto meter 8558 instrument panel - automatic transmission oil temperature gauge', 'coil spring set moog 8558', 'unitrans 8558 motors, core, case and related components - hvac heater core', 'auto extra 8558', 'auto plus/moog 8558 - coil spring set, front', 'parts plus 8558', \"o'reilly 8558\", 'fuel level gauge aur...   \n",
       "311  brand: ['msd'], manufacturer part number: ['8231'], part title: ['transmission mount vazlo 8231', 'alternator-5.3i excel 8231', 'bearings-bearing races timken 8231', 'advance 8231 engine mount', 'parts plus 8231', 'advance 8231 ignition coil', 'engine mount parts master 8231', 'engine mount pep boys 8231','metron rebuilders 8231 reman', 'auto extra 8231', 'federated 8231', 'carquest/msd ignition 8231 ignition coil - ignition coil', 'cv axle shaft-axle shaft-driver diversified shafts 8231 rem...   \n",
       "312                                                                                                              brand: ['mshop'], model: ml350, year: ['2006', '2007', '2008', '2009'], fitment: ['direct replacement', 'for mercedes benz w203 w209', 'for mercedes benz w210 w211 w220 w163'], type: ['pdc parking sensor'], oem part number: ['0 263 003 556'], manufacturer part number: ['0045428718'], category: 4.0, item_title: 4pcs pdc parking sensor pts for benz w164 w163 ml350 e320 e350 06-09 0015427418   \n",
       "313  brand: ['national seal/bearing', 'national'], make: nissan, model: national, year: ['1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969'], type: ['axle differential bearing'], oem part number: ['3844042101'], manufacturer part number: ['32209-a'], sku: ['195:32209-a'], part title: ['carquest 32209-a', 'axle differential bearing national 32209-a fits 61-69 nissan patrol', 'wheel bearing moog 32209-a'], part brands: ['national bearings', 'national seal/bearing','moog', 'carqu...   \n",
       "314                                                                                                                                                                                                       brand: ['national'], make: chevrolet, model: v20, year: ['1987', '1987'], fitment: ['direct replacement'], type: ['multi purpose seal'], manufacturer part number: ['sx-j96c 1987 automatic transmission'], category: 4.0, item_title: national extension housing seal kit for 1987 chevrolet v20 automatic ev   \n",
       "315                                                                                                                                                                                                  brand: ['national'], make: ford, model: sprint, year: ['1964', '1963', '1963', '1964'], fitment: ['direct replacement'], type: ['multi purpose seal'], manufacturer part number: ['sx-yxs0 1964 1963 automatic'], category: 4.0, item_title: national extension housing seal for 1963-1964 ford sprint automatic gy   \n",
       "316                                                                                                                                                                                                                                                                                                                   brand: ['new-apf'], make: ford, year: ['2000', '1999', '2000', '2001'], sku: ['567762'], category: 4.0, item_title: rear driveshaft for 99-01 ford f350 sd drw rwd 68l v10 manual 142in wheel base   \n",
       "317                                                                                                                                                                                                                                                     brand: ['new-apf'], make: suzuki, year: ['2000', '1986'], oem part number: ['1711083000'], manufacturer part number: ['1711083000'], sku: ['741835'], category: 1.0, item_title: engine cooling fan clutch blade for 1986-95 suzuki samurai 13l 4 cyl 1711083000   \n",
       "318                                                                                                                                                                                                       brand: ['ngk'], make: chevrolet, model: k5 blazer, year: ['1975', '1975'], oem part number: ['62196zh'], product name: ['spark plug wire set'], manufacturer part number: ['62196zh'], sku: ['400:62196zh'], category: 3.0, item_title: for 1975 chevrolet k5 blazer spark plug wire set ngk 62196zh 41l 6 cyl   \n",
       "319                                                                                                                                                         brand: ['ngk'], make: gmc, model: canyon, year: ['2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], type: ['spark plug', 'tapered'], oem part number: ['2009 2010 hummer h3t 3.7l'], manufacturer part number: ['cpsa20240129a2535'], category: 3.0, item_title: ngk spark plugs for gmc canyon 2004-2012 chevrolet colorado 2004-2012   \n",
       "320                                                                                                                                                                                     brand: ['ngk'], make: mercedes-benz, model: s600, year: ['1999', '1998', '1998', '1999'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['sx0878 ikh ik iq iw iwm iwf itv itl itf'], category: 3.0, item_title: 12 pcs ngk laser platinum spark plugs for 1998-1999 mercedes-benz s600 60l ro   \n",
       "321                                                                                                                                                                                                                                brand: ['ngk'], make: porsche, model: fit, year: ['2017', '2018', '2019', '2020'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['sp11042020015'], category: 3.0, item_title: 4 ngk laser platinum spark plugs fit 2017-2020 porsche macan l4 20l   \n",
       "322  brand: ['ngk'], model: suburban, fitment: ['direct replacement', 'no'], manufacturer part number: ['51417', 'no','spark plug wire'], part title: ['radiator coolant hose-molded coolant hose advance 51417 fits 12-15 mercedes c250','spark plug wire set-vin: l ngk canada 51417', 'radiator coolant hose-molded coolant hose gates fits 12-15 mercedes c250 1.8l-l4','steering tie rod assembly front right spidan 51417 fits 1990 vw transporter', 'disc brake hardware kit-hdw kit autopart intl 51417', 'ca...   \n",
       "323  brand: ['ngk'], type: ['spark plug'], oem part number: ['68022888aa'], manufacturer part number: ['97606'], sku: ['ngk:97606'], part title: ['auto plus/ngk 97606 secondary ignition - spark plug', 'carquest/dorman 97606 doors - exterior door handle', 'exterior door handle-outside door handle dorman 97606', 'pb/procool 97606 water pump and related components - engine water pump', 'exterior door handle dorman 97606', 'auto plus/dorman (oe solutions) 97606 doors - exterior door handle', 'carques...   \n",
       "324  brand: ['nissan'], make: nissan, model: 300zx, year: ['1993', '1992', '1993'], oem part number: ['18930 45p00'], manufacturer part number: ['18930 45p00'], vehicle identification number: ['jn1rz26h3px530683'], sku: ['s12148', '268227'], category: 0.0, item_title: 1992-1993 nissan 300zx z32 22 cruise control module 18930 45p00, cleaned_desc: for full item description powered by frooition all items see our ebay store for more great items >> shop categories other 10% off sale 15% off sale 20% o...   \n",
       "325                                                                                                                                                                                                                                                brand: ['nissan'], make: nissan, model: altima, year: ['2005', '2002', '2003', '2004', '2005', '2006'], vehicle identification number: ['1n4al11e65n494876'], sku: ['211228', '1761693'], category: 3.0, item_title: coilignitor 4 cylinder fits 02-06 altima 1761693   \n",
       "326  brand: ['nissan'], make: nissan, model: altima, year: ['2018'], vehicle identification number: ['1n4al3ap8jc163431'], sku: ['211207', '187356'], category: 0.0, item_title: alternator 4 cylinder fits 18 altima 187356, cleaned_desc: hollander welcome to our ebay store! alternator 4 cylinder fits 18 altima 187356 description donor vehicle model : altima year : 2018 mileage : 86000 (0 = not available or unknown) stock number : 211207 notes : 85k miles this part will fit these makes and models wi...   \n",
       "327  brand: ['nissan'], make: nissan, model: frontier, year: ['2000', '2000'], manufacturer part number: ['memc w735'], vehicle identification number: ['1n6ed26y5yc326788'], sku: ['dpa5', '7735241'], category: 0.0, item_title: 2000 frontier 33 liter automatic 4x4wd memc-w735 engine ecm module 7735241, cleaned_desc: hollander welcome to our ebay store! 2000 frontier 3.3 liter automatic 4x4wd memc-w735 engine ecm module 7735241 description may require reprogramming!this ad is for an electronic cont...   \n",
       "328                                                                                                  brand: ['nissan'], make: nissan, model: nissan maxima, year: ['2010', '2009', '2010', '2011', '2012', '2013', '2014'], fitment: ['direct replacement'], type: ['recovery bottle'], oem part number: ['21710-zn50a'], manufacturer part number: ['21710-zn50a'], sku: ['2009174', '7f1107fb-c602-4fda-ace2-99469e411879'], category: 1.0, item_title: nissan coolant recovery bottle oe fits nissan maxima 2009-2014   \n",
       "329  brand: ['nissan'], make: nissan, model: pathfinder, year: ['2020', '2020'], type: ['power supply module'], manufacturer part number: ['284b73jv2d'], vehicle identification number: ['5n1dr2cm0lc610447'], sku: ['ac0353', 'aa93-ac0353-2238671'], category: 0.0, item_title: used power supply module fits 2020 nissan pathfinder power supply engine compar, cleaned_desc: ebay whi template used power supply module fits: 2020 nissan pathfinder power supply engine compar family owned and operated since ...   \n",
       "330                                                                                                                                                                                                                 brand: ['nissan'], make: nissan, model: pathfindr, year: ['1998', '1996', '1997', '1998', '1999', '2000', '2001'], vehicle identification number: ['jn8ar05y4ww263918'], sku: ['20n232', '1685458'], category: 4.0, item_title: axle shaft front axle rubber boot type fits 96-01 pathfinder 1685458   \n",
       "331                                                                                                                                             brand: ['nissan'], make: nissan, model: sentra, year: ['2015', '2015', '2016', '2017', '2018', '2019'], fitment: ['no'], type: ['fan motor'], manufacturer part number: ['no'], vehicle identification number: ['3n1ab7ap0fy249905', 'no'], sku: ['207831', '1734461'], category: 1.0, item_title: radiator fan motor fan assembly thru 043018 fits 15-19 sentra 1734461   \n",
       "332  brand: ['nissan'], model: rogue except sport, year: ['2011'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['60616', '9750b4cc-b66e-4d4b-9f29-3373f5d89f20'], category: 0.0, item_title: 11 rogue except sport chassis brain box, cleaned_desc: all foreign auto parts all foreign auto parts pittsburgh, pa business hours (est/edt) mon - fri 8am - 5pm saturday 8am - 1pm chassis brain box year: 11 model: rogue except sport side: type: used category: y condition:...   \n",
       "333  brand: ['nissan'], model: sentra, year: ['2013', '2014', '2015'], fitment: ['direct replacement'], manufacturer part number: ['bem400-300-a1'], category: 0.0, item_title: ny565-11 oem warranty 2013 2014 2015 sentra altima engine control module ecm ecu, cleaned_desc: please match your part number exactly to the one we present in our detailed pictures and in the item specifics to ensure compatibility with your vehicle -- because of vin specific functionality, when buying automotive electronics...   \n",
       "334                                                                                             brand: ['npw'], make: mazda, model: mpv tribute, year: ['2000', '2001', '2002', '2003', '2004', '2000', '2001', '2002', '2003', '2004', '2000', '2001', '2002', '2003', '2004'], oem part number: ['yg37w6'], product name: ['water pump'], manufacturer part number: ['100% new', 'yg37w6'], sku: ['400:yg37w6'], category: 1.0, item_title: water pump for 00-04 mazda mpv tribute 30l v6 yg37w6 cover and gasket only   \n",
       "335                                                                                                                                                                                                                                                                                                                                   brand: ['o.e.m'], make: porsche, model: 911, manufacturer part number: ['n90665101'], category: 4.0, item_title: porsche 911 boxster cayman flywheel bolt crankto flywh 10x29mm 10   \n",
       "336                                                                                                                                                                                                                                         brand: ['oe bosch'], make: oldsmobile, model: calais, year: ['1987'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['4 bosch 9652'], category: 3.0, item_title: 4 pcs bosch double iridium spark plugs for 1987 oldsmobile calais l4-23l   \n",
       "337                                                                                                                                                                                                                                     brand: ['oe bosch'], make: suzuki, model: 3, year: ['1992', '1993', '1994'], fitment: ['direct replacement'], type: ['spark plug'], manufacturer part number: ['3 bosch 7900'], category: 3.0, item_title: 3 pcs bosch copper core spark plugs for 1992-1994 suzuki swift l3-10l   \n",
       "338  brand: ['oe+'], model: sprinter 2500, year: ['2007', '2008', '2009', '2010', '2011'], type: ['alternator'], oem part number: ['68dssr58'], manufacturer part number: ['68dssr58'], sku: ['400:68dssr58'], category: 0.0, item_title: alternator 68dssr58 for sprinter 2500 3500 3500xd 4500 2007 2008 2009 2010 2011, cleaned_desc: alternator 68dssr58 for sprinter 2500 3500 3500xd 4500 2007 2008 2009 2010 2011 alternator 68dssr58 for sprinter 2500 3500 3500xd 4500 2007 2008 2009 2010 2011 brand: oe+ a...   \n",
       "339  brand: ['oe+'], year: ['2007', '2008', '2009', '2010', '2011'], type: ['starter'], oem part number: ['22bqzs33'], manufacturer part number: ['22bqzs33'], sku: ['400:22bqzs33'], category: 0.0, item_title: starter 22bqzs33 for s60 s80 v60 v70 xc60 xc70 xc90 2007 2008 2009 2010 2011, cleaned_desc: starter 22bqzs33 for s60 s80 v60 v70 xc60 xc70 xc90 2007 2008 2009 2010 2011 starter 22bqzs33 for s60 s80 v60 v70 xc60 xc70 xc90 2007 2008 2009 2010 2011 brand: oe+ starter condition: remanufactured c...   \n",
       "340                                                                                                                                                                                                                                     brand: ['opparts wix standard motor products denso'], make: plymouth, year: ['1979', '1980'], fitment: ['direct replacement'], manufacturer part number: ['ta12101914'], category: 3.0, item_title: tune up kit filters cap rotor wire plugs for plymouth pb100 v8 52l 1979-1980   \n",
       "341  brand: ['original eng mgmt', 'original engine management'], type: ['distributor cap and rotor kit'], oem part number: ['10457212'], manufacturer part number: ['40004'], sku: ['oem:40004'], part title: ['pb/monroe 40004 shocks and struts - suspension shock absorber, front', 'forecast 40004', 'unitrans 40004 differential - differential ring and pinion', 'carquest 40004','suspension shock absorber-monroe specialty shock absorber canadian tire 40004', 'distributor cap and rotor kit master pro 40...   \n",
       "342                                                                                                                                                                                                                                                                                          brand: ['orrigey'], make: dodge, model: durango, year: ['2000', '2001'], manufacturer part number: ['r812pa743s39'], category: 2.0, item_title: head gasket set water pump timing chain kit for 2000 2001 dodge durango 47l   \n",
       "343                                                                                                                                                       brand: ['parthigh'], make: toyota, model: mr2, year: ['2000', '2001', '2002', '2003', '2004', '2005'], fitment: ['direct replacement'], type: ['engine timing chain kit'], oem part number: ['hs26158pt'], manufacturer part number: ['part8400240us'], category: 2.0, item_title: for 00-05 toyota mr2 spyder dohc 18l timing chain kit head gasket bolts set   \n",
       "344                                                                                                                                                                                                                                                      brand: ['pioneer cable'], make: dodge, model: pioneer, year: ['1981', '1982'], fitment: ['direct replacement'], manufacturer part number: ['sx-a0gkz'], category: 4.0, item_title: pioneer auto transmission band for 1981-1982 dodge w150 37l 52l 59l l6 v8 sh   \n",
       "345  brand: ['pioneer'], model: pioneer, type: ['clutch fork'], oem part number: ['e4tz7515c'], manufacturer part number: ['cf-117'], sku: ['pio:cf-117'], part title: ['cabin air filter atp cf-117', 'carquest cf-117', 'auto extra cf-117', 'clutch fork pioneer cf-117'], part brands: ['pioneer', 'carquest', 'auto extra', 'atp (automatic transmission parts inc.)'], subtype: ['clutch fork', 'clutch fork|disc brake caliper pin', 'cabin air filter'], part types: ['hardware, fasteners and fittings|manua...   \n",
       "346                                                                                                                                                                                             brand: ['pontiac'], make: pontiac, model: bonnevill, year: ['2000', '2000', '2001', '2002', '2003'], manufacturer part number: ['%20'], vehicle identification number: ['1g2hz541xy4277675'], sku: ['108055', '10198819'], category: 4.0, item_title: passenger axle shaft front axle 38l fits 00-03 bonneville 10198819   \n",
       "347                                                                                                                                                                                       brand: ['pontiac'], make: pontiac, model: grand am, year: ['2000', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005'], vehicle identification number: ['1g2nf52e8yc500657'], sku: ['es0542', '95899'], category: 1.0, item_title: radiator fan motor only vin n 4th digit classic fits 97-05 malibu 95899   \n",
       "348  brand: ['porsche'], make: porsche, manufacturer part number: ['5wp46542'], category: 0.0, item_title: 10 porsche panamera turbo 970 1205 lock set ignition key fob ecu dme, cleaned_desc: 10 porsche panamera turbo 970 #1205 lock set, ignition key fob & ecu dme sku: pk027904 brand: porsche condition: used donor vehicle: 2010 porsche panamera turbo w/79,368 miles vin# wp0ac2a73al090991. interior: luxor beige full leather. exterior: black. storage location: h/w3-b302 payments payment needs to be ...   \n",
       "349  brand: ['powermaster performance'], type: ['alternator'], manufacturer part number: ['47294', 'yes'], part title: ['engine coolant thermostat gasket-thermostat gsk autopart intl 47294', 'auto plus/dorman/help 47294 hoses and pipes - hvac heater hose connector', 'carquest/dorman 47294 hoses and pipes - hvac heater hose connector', 'disc brake rotor set-vented sport slotted (pair) brembo 47294', 'radiator coolant hose connector dorman 47294', 'carquest 47294', 'accessory drive belt idler pulle...   \n",
       "350  brand: ['powermaster'], make: gmc sonoma, model: sonoma, year: ['1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998'], fitment: ['starter motor -- xs torque; standard; 200 ft./lb. torque; 4.4-...'], type: ['starter'], oem part number: ['25bxvk'], sku: ['400:25bxvk'], category: 0.0, item_title: powermaster starter fits gmc sonoma 1991-1998 25bxvk, cleaned_d...   \n",
       "351  brand: ['premium remanufactured','remy'], model: frontier, type: ['alternator', 'internal', 'internal'], manufacturer part number: ['hitachi', '12036'], part title: ['auto plus/curt manufacturing 12036 frame - trailer hitch', 'cooling system adapter carquest 12036', 'carquest/curt manufacturing 12036 frame - trailer hitch', 'cooling system adapter-gas stant 12036', 'pridemark 12036 reman','spark plug wire set-thundervolt 8.2mm motorcycle ignition wire set taylor cable', 'trunk or cargo area ...   \n",
       "352                                                                                                                                                                                                                                              brand: ['prenco'], make: gmc, model: c3500, year: ['1996', '1997', '1998', '1999', '2000'], fitment: ['direct replacement'], manufacturer part number: ['sx-6q8vw'], category: 3.0, item_title: prenco ignition coil for 1996-2000 gmc c3500 57l 74l v8 - spark plug jv   \n",
       "353                                                                                                                                                             brand: ['prenco'], make: hummer, year: ['2003', '2005', '2004', '2006', '2007', '2003', '2004', '2005', '2006', '2007'], oem part number: ['46729zm'], product name: ['spark plug wire set'], manufacturer part number: ['46729zm'], sku: ['400:46729zm'], category: 3.0, item_title: for 2003-2007 hummer h2 spark plug wire set 46729zm 2005 2004 2006   \n",
       "354                                                                                                                                                                                                                                     brand: ['pro tec denso ngk'], make: chrysler, model: 300, year: ['2005', '2006', '2007'], fitment: ['direct replacement'], manufacturer part number: ['apc61620189'], category: 3.0, item_title: tune up kit air cabin oil filters spark plugs for chrysler 300 v8 61l 2005-2007   \n",
       "355                  brand: ['professional parts sweden'], make: saab 95, year: ['2002', '2005', '2006', '2004', '2003', '2008', '2007', '2000', '2001', '2009', '2002', '2005', '2006', '2004', '2003', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009'], type: ['engine torque rod'], oem part number: ['41sgfn'], manufacturer part number: ['41sgfn'], sku: ['400:41sgfn'], category: 2.0, item_title: left professional parts sweden engine torque rod fits saab 95 2000-2009 41sgfn   \n",
       "356  brand: ['proform'], make: chevrolet, model: k10 suburban, year: ['1986', '1985', '1984', '1983', '1982', '1981', '1980', '1979', '1978', '1977', '1976', '1975', '1974', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986'], fitment: ['direct replacement'], type: ['engine valve cover'], manufacturer part number: ['sx-hs8x 1986 1985 1984 1983 1982 1981'], category: 2.0, item_title: proform...   \n",
       "357                                                                                                                                                                                                                       brand: ['prominent_autoparts'], make: infiniti, model: 6, year: ['2008', '2009', '2010', '2011', '2012', '2013'], type: ['spark plugs'], manufacturer part number: ['ic78109017406275001165217'], category: 3.0, item_title: 6 ngk laser iridium spark plugs for 2008-2013 infiniti g37 v6-37l   \n",
       "358  brand: ['pure energy'], make: ford, model: focus, year: ['2003', '2004'], type: ['alternator'], oem part number: ['57rqnm91'], manufacturer part number: ['57rqnm91'], sku: ['400:57rqnm91'], category: 0.0, item_title: alternator 57rqnm91 for ford focus 2003 2004, cleaned_desc: alternator 57rqnm91 for ford focus 2003 2004 alternator 57rqnm91 for ford focus 2003 2004 brand: pure energy alternator condition: remanufactured check your application below product description notes remanufactured -- ...   \n",
       "359  brand: ['pure energy'], make: gmc, model: k3500, year: ['1996', '1997', '1998', '1999', '2000', '1996', '1997', '1998', '1999', '2000'], oem part number: ['15647kk'], product name: ['alternator'], manufacturer part number: ['15647kk'], sku: ['400:15647kk'], category: 0.0, item_title: for 1996-2000 gmc k3500 alternator 15647kk 1997 1998 1999 new, cleaned_desc: parts geek - for 1996-2000 gmc k3500 alternator 15647kk 1997 1998 1999 new for 1996-2000 gmc k3500 alternator 15647kk 1997 1998 1999 n...   \n",
       "360           brand: ['purolator'], type: ['engine oil filter'], oem part number: ['12640445'], manufacturer part number: ['tl11403'], sku: ['pur:tl11403'], part title: ['purepro tl11403 filters - engine oil filter', 'purolatortech tl11403 filters - engine oil filter','mighty tl11403', 'engine oil filter-fi, turbo purolator tl11403'], part brands: ['purepro', 'purolator','mighty'], subtype: ['engine oil filter'], part types: ['filters'], category: 2.0, item_title: engine oil filter purolator tl11403   \n",
       "361  brand: ['ram'], make: ram, model: dodge 1500 pickup, year: ['2016', '2016'], type: ['engine control module (ecm)'], manufacturer part number: ['68243303ab'], vehicle identification number: ['3c6jr6ct0gg153638'], sku: ['yl0026', 'r01224914', 'ff42-yl0026-1224914'], part title: ['engine control module (ecm)-st, vin: t mopar 68243303ab', 'carquest/mopar 68243303ab control modules - engine control module (ecm)'], part brands: ['carquest/mopar','mopar'], subtype: ['engine control module (ecm)|pow...   \n",
       "362  brand: ['rareelectrical'], make: chrysler, model: 300, year: ['2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013'], type: ['starter'], manufacturer part number: ['686696260531'], category: 0.0, item_title: new starter fits chrysler 300 v8 57l awd models 2005-2013 04896464ac m0t21071, cleaned_desc: product type: starter | replaces: 04896464ac m0t21071 4896464ac 280-4255 2804255 | volts: 12 | teeth on drive: 10 | rotation: clockwise | source: aftermarket over 30,000 aftermar...   \n",
       "363                                                                                                                                    brand: ['realray'], make: cadillac, model: escalade, year: ['2005', '2006'], fitment: ['direct replacement'], type: ['engine timing chain kit, engine oil pump'], oem part number: ['12586665 12639249 89060436 12556582'], manufacturer part number: ['ma-4216902558'], category: 2.0, item_title: timing cover gasket chain kit oil pump for 2005-2006 cadillac escalade 60l oh   \n",
       "364  brand: ['remy', 'new'], model: e-150, type: ['starter motor', 'closed nose'], manufacturer part number: ['ford', '97122'], part title: ['advance 97122', 'pridemark 97122', 'wheel lug stud pronto 97122', 'heri 97122','spark plug wire set-professional series autolite 97122', 'a/c compressor-compressor parts master 97122 reman','starter motor-new advance 97122', 'a/c compressor-compressor factory air 97122 reman', 'engine water pump bosch 97122','murray 97122 a/c compressor', 'federated 97122 r...   \n",
       "365  brand: ['remy'], make: jeep, model: grand cherokee, year: ['2011', '2012'], type: ['starter motor'], manufacturer part number: ['16006'], part title: ['starter motor-premium champion prem reman alts/starters 16006 reman', 'catalytic converter-exact-fit davico 16006','starter motor-premium remy 16006 reman fits 2011 jeep grand cherokee 3.6l-v6', 'fog light relay-vin: t wells 16006', 'advance 16006 coil boot', 'tail light assembly left carquest 16006','starter motor carquest 16006 reman fits 1...   \n",
       "366  brand: ['remy'], type: ['alternator'], oem part number: ['ajc818300b'], manufacturer part number: ['92542'], sku: ['317:92542'], part title: ['interior door handle-si apdty 92542 fits 06-07 honda civic', 'alternator-new carquest 92542', 'worldwide automotive 92542', 'alternator-new champion new alternators/starters 92542', 'alternator-new pridemark 92542', 'advance 92542', 'alternator-hitachi new champion prem reman alts/starters 92542', 'alternator-new remy 92542','suspension control arm sp...   \n",
       "367                                                                                                                                                                                                                                brand: ['replacement'], make: bmw, model: 2002ti, year: ['1968', '1968'], oem part number: ['84ty28j'], manufacturer part number: ['84ty28j', 'ignition coil'], sku: ['400:84ty28j'], category: 3.0, item_title: replacement 84ty28j ignition coil fits 1968 bmw 2002ti ignition coil   \n",
       "368                                                                    brand: ['replacement'], make: dodge, model: durango, year: ['2006', '2011', '2008', '2012', '2007', '2009', '2013', '2014', '2015', '2006', '2007', '2008', '2009', '2011', '2012', '2013', '2014', '2015'], oem part number: ['24xg67m'], manufacturer part number: ['ignition coil -- (1) ignition coil - v8', '24xg67m'], sku: ['400:24xg67m'], category: 3.0, item_title: 24xg67m ignition coil fits 2006-2009 2011-2015 dodge durango 57l v8   \n",
       "369                brand: ['replacement'], make: geo suzuki chevrolet, model: tracker metro vitara swift esteem sidekick x90, year: ['1996', '1997', '1999', '1998', '1995', '2000', '2001', '1996', '1997', '1999', '1998', '1995', '2000', '2001'], oem part number: ['bc98r4'], product name: ['oil pump'], manufacturer part number: ['engine oil pump -- engine oil pump', 'bc98r4'], sku: ['400:bc98r4'], category: 2.0, item_title: oil pump for geo suzuki tracker metro vitara swift esteem sidekick x90 bc98r4   \n",
       "370                                                                                                                                                                               brand: ['replacement'], make: infiniti, model: g25, year: ['2011', '2012', '2011', '2012'], oem part number: ['65bg55g'], manufacturer part number: ['engine coolant temperature sensor', '65bg55g'], sku: ['400:65bg55g'], category: 1.0, item_title: replacement 65bg55g water temperature sensor fits 2011-2012 infiniti g25 25l v6   \n",
       "371  brand: ['replacement'], make: infiniti, model: qx4, year: ['2001', '2002'], type: ['alternator'], oem part number: ['53xwpr18'], manufacturer part number: ['53xwpr18'], sku: ['400:53xwpr18'], category: 0.0, item_title: alternator 53xwpr18 for infiniti qx4 2001 2002, cleaned_desc: alternator 53xwpr18 for infiniti qx4 2001 2002 alternator 53xwpr18 for infiniti qx4 2001 2002 brand: replacement alternator condition: new check your application below product description notes alternator -- new; 11...   \n",
       "372                                                                                                                                                                                          brand: ['replacement'], make: lincoln, model: navigator, year: ['2005', '2006', '2007', '2008'], type: ['ignition coil'], oem part number: ['42ncxj84'], manufacturer part number: ['42ncxj84'], sku: ['400:42ncxj84'], category: 3.0, item_title: ignition coil 42ncxj84 for lincoln navigator mark lt 2006 2007 2005 2008   \n",
       "373                                                                           brand: ['ritess'], make: pontiac, model: for lexus,pontiac,scion,toyota, year: ['2009', '2010'], fitment: ['performance/custom', 'no'], type: ['ignition coil set', 'ignition coil'], oem part number: ['90919-02252'], manufacturer part number: ['90919-02252,90919-02258,90919-c2003', 'no'], vehicle identification number: ['yes'], category: 3.0, item_title: ignition coil pack replacement for pontiac vibe 2009-2010 18l l4 uf596   \n",
       "374  brand: ['scion'], make: scion, model: scion frs, year: ['2013'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['car2644', '0195f14e-7e9d-4d38-a652-44fe69beb081'], category: 0.0, item_title: 13 scion frs chassis brain box, cleaned_desc: lucky line auto parts lucky line auto parts fredericksburg, va business hours (est/edt) mon - fri 8:30am - 5:30pm saturday 9:30am - 3:00pm chassis brain box year: 2013 model: scion frs side: type: used category: nd condit...   \n",
       "375                                                                                                                                       brand: ['sealed power'], make: dodge, model: challenger, year: ['1970', '1971', '1972', '1973', '1974', '1970', '1971', '1972', '1973', '1974'], oem part number: ['53183rk'], product name: ['rod bearing', 'engine connecting rod bearing'], sku: ['400:53183rk'], category: 2.0, item_title: for 1970-1974 dodge challenger rod bearing sealed power 53183rk 1971 1972 1973   \n",
       "376                                                                                                                                                                                                                                                                               brand: ['sinocmp'], make: mercedes-benz, type: ['connecting rod con rod bearings'], manufacturer part number: ['2710380110'], category: 2.0, item_title: 8x connecting rod con rod bearings for mercedes-benz w204 w211 c180 e250 m271   \n",
       "377                                                                                                                                                                  brand: ['skf'], make: chevrolet, model: r20, year: ['1987', '1988', '1987', '1988'], oem part number: ['49824cc'], product name: ['pinion seal', 'differential pinion seal'], manufacturer part number: ['49824cc'], sku: ['400:49824cc'], category: 4.0, item_title: for 1987-1988 chevrolet r20 pinion seal rear 49824cc differential pinion seal   \n",
       "378               brand: ['skf'], make: ford aerostar, model: aerostar, year: ['1986', '1987', '1988', '1989', '1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1986', '1987', '1986', '1987', '1988', '1989', '1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997'], fitment: ['differential pinion race'], type: ['differential pinion race'], oem part number: ['51jfnb'], sku: ['400:51jfnb'], category: 4.0, item_title: skf differential pinion race fits ford aerostar 1986-1997 51jfnb   \n",
       "379                                                                                                                                                     brand: ['skf'], make: ford custom 300, model: custom, year: ['1958', '1959', '1960', '1958', '1959', '1960', '1958', '1959', '1960'], fitment: ['differential pinion bearing'], type: ['differential bearing'], oem part number: ['82crxm'], sku: ['400:82crxm'], category: 4.0, item_title: rear skf differential bearing fits ford custom 300 1958-1960 82crxm   \n",
       "380  brand: ['skf'], make: oldsmobile, year: ['1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1985', '1986', '1987'], oem part number: ['28876sz'], product name: ['axle differential race', 'axle differential bearing race'], sku: ['400:28876sz'], category: 4.0, item_title: for 1964-1981 1985-1987 old...   \n",
       "381  brand: ['skf'], make: pontiac, model: grand am, year: ['1978', '1979', '1980'], fitment: ['direct replacement'], manufacturer part number: ['sx-ynd9s'], category: 0.0, item_title: skf alternator bearing for 1978-1980 pontiac grand am 38l 49l 50l v6 v8 - ec, cleaned_desc: this skf alternator bearing fits your 1980 1979 1978 pontiac grand am 3.8l 4.9l 5.0l v6 v8 and is perfect for a tune up or performance upgrade. belts & cooling braking engine hvac ignition steering suspension transmission pa...   \n",
       "382  brand: ['skp'], make: bmw, year: ['2014', '2015', '2016', '2017', '2014', '2015', '2016', '2017'], oem part number: ['68998xc'], product name: ['battery vent tube'], manufacturer part number: ['68998xc'], sku: ['400:68998xc'], category: 0.0, item_title: for 2014-2017 bmw 328d xdrive battery vent tube 68998xc 2015 2016, cleaned_desc: parts geek - for 2014-2017 bmw 328d xdrive battery vent tube 68998xc 2015 2016 for 2014-2017 bmw 328d xdrive battery vent tube 68998xc 2015 2016 review fitment n...   \n",
       "383                                                                                                        brand: ['skp'], make: buick, model: electra, year: ['1986', '1987', '1988', '1989', '1990', '1986', '1987', '1988', '1989', '1990'], oem part number: ['76tc41y'], manufacturer part number: ['76tc41y', 'engine camshaft position sensor connector -- gray; 3 terminal...'], sku: ['400:76tc41y'], category: 2.0, item_title: 76tc41y engine camshaft position sensor connector fits 1986-1990 buick electra   \n",
       "384  brand: ['skp'], make: chevrolet, model: express 2500, year: ['2006', '2006'], oem part number: ['82rg36b'], manufacturer part number: ['starter motor -- clockwise rotation; 105 amps; 3:00 position;...'], sku: ['400:82rg36b'], category: 0.0, item_title: skp 82rg36b starter fits 2006 chevy express 2500, cleaned_desc: skp 82rg36b starter fits 2006 chevy express 2500 product information skp 82rg36b starter fits 2006 chevy express 2500 *** must read fit information below *** brand: skp starter no...   \n",
       "385                                                                                 brand: ['skp'], make: chrysler, model: lebaron, year: ['1991', '1992', '1993', '1994', '1991', '1992', '1993', '1994', '1991', '1992', '1993', '1994'], fitment: ['chrysler lebaron ignition coil'], oem part number: ['wf938nk'], product name: ['ignition coil'], manufacturer part number: ['wf938nk'], sku: ['400:wf938nk'], category: 3.0, item_title: ignition coil for 1991-1994 chrysler lebaron 25l 4 cyl 1992 1993 wf938nk   \n",
       "386                                                                         brand: ['skp'], make: jaguar xkr, year: ['2003', '2004', '2005', '2006', '2007', '2008', '2009', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2003', '2004', '2005', '2006', '2007', '2008', '2009'], fitment: ['ignition coil'], type: ['ignition coil'], oem part number: ['25hwzv'], manufacturer part number: ['25hwzv'], sku: ['400:25hwzv'], category: 3.0, item_title: skp ignition coil fits jaguar xkr 2003-2009 25hwzv   \n",
       "387                                                                                                            brand: ['skp'], make: lincoln navigator, model: navigator, year: ['2005', '2008', '2007', '2006', '2005', '2008', '2007', '2006', '2005', '2006', '2007', '2008'], fitment: ['engine camshaft'], type: ['camshaft'], oem part number: ['59ggwz'], manufacturer part number: ['59ggwz'], sku: ['400:59ggwz'], category: 2.0, item_title: right skp camshaft fits lincoln navigator 2005-2008 54l v8 59ggwz   \n",
       "388                      brand: ['skp'], type: ['ignition coil'], oem part number: ['30520r40007'], manufacturer part number: ['skuf602t'], sku: ['742:skuf602t'], part title: ['ignition coil skp skuf602t','skyward automotive skuf602t ignition coil - ignition coil'], part brands: ['skyward automotive','skp'], subtype: ['ignition coil', 'ignition coil|ignition coil set|ignition kit'], part types: ['ignition coil', 'ignition coil|primary ignition'], category: 3.0, item_title: ignition coil skp skuf602t   \n",
       "389                                                                                            brand: ['spc'], make: honda, model: cr-v, year: ['1997', '1998', '1999', '2000', '2001'], fitment: ['direct replacement'], type: ['manual transmission', 'diaphragm','stick shift manual transmission only'], manufacturer part number: ['spc-xt54019crvhp4-cc', 'yes'], vehicle identification number: ['no'], category: 4.0, item_title: spc stage 4 hd clutch pressure plate kit fits 1997-2001 honda crv cr-v 20l b20   \n",
       "390                                                                                                                                     brand: ['spectra premium'], make: plymouth, model: cuda, year: ['1970', '1971', '1972', '1973', '1974', '1970', '1971', '1972', '1973', '1974'], oem part number: ['69491td'], product name: ['ignition coil'], manufacturer part number: ['69491td'], sku: ['400:69491td'], category: 3.0, item_title: for 1970-1974 plymouth cuda ignition coil spectra 69491td 1971 1972 1973   \n",
       "391  brand: ['spectra','spectra premium industries inc'], model: spectra, type: ['ignition coil'], oem part number: ['26020140'], manufacturer part number: ['c-658'], sku: ['sq:c-658'], part title: ['auto extra c-658','starter drive dixie c-658 reman', 'ignition coil spectra c-658', 'ignition coil richporter c-658'], part brands: ['auto extra', 'dixie electric ltd','spectra premium industries inc', 'richporter technology'], subtype: ['ignition coil','starter drive', 'direct ignition coil|ignition...   \n",
       "392  brand: ['spectra','spectra premium industries inc'], model: spectra, type: ['radiator'], oem part number: ['16010473'], manufacturer part number: ['cu13270'], sku: ['273:cu13270'], part title: ['carquest/spectra premium industries cu13270 - radiator', 'radiator-electric/gas murray cu13270', 'auto extra cu13270', 'auto plus/spectra premium industries cu13270 - radiator', 'richporter cu13270', 'radiator cooling depot cu13270', 'cooling depot cu13270 radiators, coolers and related components - ...   \n",
       "393  brand: ['standard ignition'], make: kia, model: standard, year: ['1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002'], type: ['ignition coil'], manufacturer part number: ['uf-283'], part title: ['auto extra uf-283', \"ignition coil-dohc o'reilly uf-283 fits 1995 kia sportage\", 'carquest uf-283', 'ignition coil intermotor uf-283 fits 95-02 kia sportage', 'ignition coil-dohc federated uf-283 fits 1995 kia sportage 2.0l-l4', 'ignition coil standard uf-283 fits 95-02 kia sportage', \"ig...   \n",
       "394  brand: ['standard ignition'], model: standard, fitment: ['2019, ford, e-450 super duty, base stripped chassis - incomplete, 6.2', 'direct replacement'], manufacturer part number: ['us-937'], part title: [\"ignition switch o'reilly us-937\", 'ignition switch standard us-937', 'auto extra us-937'], part brands: ['auto extra', \"o'reilly auto parts/std\",'standard motor products'], subtype: ['ignition switch'], part types: ['switches, solenoids and actuators'], category: 3.0, item_title: standard i...   \n",
       "395                                                                                               brand: ['standard','standard ignition','standard motor products'], make: ford, model: f-250, year: ['1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983'], fitment: ['eng: 4.9l l6;'], type: ['distributor ignition pickup'], manufacturer part number: ['489ky92'], sku: ['328:489ky92'], category: 3.0, item_title: for 1975-1983 ford f-250 49l l6 distributor ignition pickup smp 1976 1977 1978   \n",
       "396  brand: ['standard','standard motor products'], make: chevrolet, model: standard, year: ['1966'], fitment: ['direct replacement'], type: ['distributor cap'], oem part number: ['dr438t'], manufacturer part number: ['dr438t', 'yes'], vehicle identification number: ['no'], part title: ['auto plus/standard t-series dr438t - distributor cap', 'distributor cap federated dr438t', 'distributor cap standard dr438t'], part brands: ['auto plus','standard/t-series', 'federated'], subtype: ['distributor c...   \n",
       "397                                                                                                                                                                                      brand: ['standard','standard motor products'], make: chevrolet, year: ['1980', '1981', '1982'], fitment: ['2.8l v6; blue streak premium quality;'], type: ['distributor cap'], manufacturer part number: ['339lj29'], sku: ['328:339lj29'], category: 3.0, item_title: distributor cap smp for 1980-1982 chevrolet citation 28l   \n",
       "398  brand: ['standard','standard motor products'], make: dodge, model: polara, year: ['1970', '1961', '1960', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1971', '1972', '1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973'], fitment: ['dodge polara ignition points'], oem part number: ['n117gh'], product name: ['ignition points'], sku: ['400:n117gh'], category: 3.0, item_title: ignition points for 1960-1973 dodge polara...   \n",
       "399                                                                                  brand: ['standard','standard motor products'], make: ford, model: escape, year: ['2005', '2006', '2007', '2008', '2005', '2006', '2007', '2008'], oem part number: ['77333ft'], product name: ['direct ignition coil boot kit', 'direct ignition coil boot'], manufacturer part number: ['77333ft'], sku: ['400:77333ft'], category: 3.0, item_title: for 2005-2008 ford escape direct ignition coil boot kit smp 77333ft 2006 2007   \n",
       "400  brand: ['standard','standard motor products'], make: ford, model: mustang, year: ['1986', '1983', '1983', '1986'], oem part number: ['84469jxjr'], product name: ['starter motor relay connector'], manufacturer part number: ['84469jxjr'], sku: ['400:84469jxjr'], category: 0.0, item_title: for 1983 ford mustang starter motor relay connector smp 84469jxjr 1986, cleaned_desc: parts geek - for 1983 ford mustang starter motor relay connector smp 84469jxjr 1986 for 1983 ford mustang starter motor re...   \n",
       "401  brand: ['standard','standard motor products'], make: ford, model: standard, year: ['1979'], fitment: ['direct replacement'], type: ['distributor rotor'], oem part number: ['fd117t'], manufacturer part number: ['fd117t', 'yes'], vehicle identification number: ['no'], part title: ['distributor rotor-gas federated fd117t', 'auto plus/standard t-series fd117t distributor and magneto - distributor rotor', 'distributor rotor standard fd117t', 'distributor rotor prenco fd117t'], part brands: ['auto...   \n",
       "402                               brand: ['standard','standard motor products'], make: gmc, model: yukon, year: ['1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003'], oem part number: ['52414rg'], product name: ['neutral safety switch connector'], manufacturer part number: ['52414rg'], sku: ['400:52414rg'], category: 4.0, item_title: for 1995-2003 gmc yukon neutral safety switch connector smp 52414rg 1996 1997   \n",
       "403  brand: ['standard','standard motor products'], make: mercury marquis, model: marquis, year: ['1973', '1983', '1984', '1985', '1986', '1973', '1983', '1984', '1985', '1986', '1973', '1983', '1984', '1985', '1986'], fitment: ['battery cable -- switch to starter'], type: ['battery cable'], oem part number: ['45gnhs'], sku: ['400:45gnhs'], category: 0.0, item_title: battery cable fits mercury marquis 1973 1983-1986 45gnhs, cleaned_desc: battery cable fits mercury marquis 1973, 1983-1986 45gnhs b...   \n",
       "404  brand: ['standard','standard motor products'], make: mercury, model: cougar, year: ['1989', '1990'], type: ['battery cable'], oem part number: ['93wczb32'], manufacturer part number: ['93wczb32'], sku: ['400:93wczb32'], category: 0.0, item_title: battery cable smp 93wczb32 for mercury cougar 1989 1990, cleaned_desc: battery cable smp 93wczb32 for mercury cougar 1989 1990 battery cable smp 93wczb32 for mercury cougar 1989 1990 brand: standard motor products battery cable condition: new check ...   \n",
       "405                                                                                                                                                                                                 brand: ['standard','standard motor products'], make: nissan, model: pathfinder, year: ['2000', '2001'], type: ['ignition coil'], oem part number: ['92ysdp56'], manufacturer part number: ['92ysdp56'], sku: ['400:92ysdp56'], category: 3.0, item_title: ignition coil smp 92ysdp56 for nissan pathfinder 2001 2000   \n",
       "406                                                                         brand: ['standard','standard motor products'], make: oldsmobile cutlass ciera, year: ['1994', '1995', '1996', '1994', '1995', '1996', '1994', '1995', '1996'], fitment: ['engine crankshaft position sensor connector'], type: ['engine crankshaft position sensor connector'], oem part number: ['46htbc'], sku: ['400:46htbc'], category: 2.0, item_title: engine crankshaft position sensor connector fits cutlass ciera 1994-1996 46htbc   \n",
       "407                                                                                                                                                                                                                   brand: ['standard','standard motor products'], model: b250, type: ['spark plug wire set'], oem part number: ['43nbcb68'], manufacturer part number: ['43nbcb68'], sku: ['400:43nbcb68'], category: 3.0, item_title: spark plug wire set 43nbcb68 for b250 b100 b150 b200 b300 b350 cb300 d100 d150   \n",
       "408            brand: ['standard','standard motor products'], model: standard, type: ['4wd switch'], manufacturer part number: ['tca-32'], part title: ['4wd switch auto extra tca-32', \"4wd switch o'reilly tca-32\", '4wd switch standard tca-32'], part brands: ['auto extra', \"o'reilly auto parts/std\",'standard motor products'], subtype: ['4wd switch'], part types: ['switches','switches, solenoids and actuators'], category: 4.0, item_title: standard motor products tca-32 four wheel drive actuator switch   \n",
       "409  brand: ['standard'], make: chevrolet, model: ss, fitment: ['direct replacement'], manufacturer part number: ['ss-521','starter solenoid'], part title: [\"starter solenoid o'reilly ss-521\",'starter solenoid federated ss-521','starter solenoid standard ss-521', 'carquest ss-521','starter solenoid-united united ignition wire ss-521 fits 56-59 chevrolet truck'], part brands: ['federated', 'carquest', 'united ignition wire', \"o'reilly auto parts/std\",'standard motor products'], subtype: ['starter ...   \n",
       "410  brand: ['standard'], make: nissan, model: standard, year: ['1993'], type: ['distributor cap'], oem part number: ['19017072'], manufacturer part number: ['jh216t'], sku: ['279:jh216t'], part title: ['auto plus/standard t-series jh216t - distributor cap', 'distributor cap federated jh216t fits 1993 nissan altima', 'distributor cap standard jh216t fits 93-96 nissan altima 2.4l-l4'], part brands: ['auto plus','standard/t-series', 'federated'], subtype: ['distributor cap'], part types: ['hardware...   \n",
       "411  brand: ['standard'], make: pontiac, year: ['1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988', '1989'], type: ['spark plug wire set'], oem part number: ['12000021'], manufacturer part number: ['6874'], sku: ['u-2:6874'], part title: ['trunk lid lift support-2 door, convertible 6874 fits 2014 chevrolet camaro', 'ams lift supports 6874', 'new generation 6874 doors - door lift support', 'a/c evaporator core vista pro 6874 fits 1991 vol...   \n",
       "412  brand: ['standard'], model: standard, type: ['alternator brush set'], oem part number: ['31105pr7a01'], manufacturer part number: ['rx-162'], sku: ['sta:rx-162'], part title: ['alternator brush holder intermotor rx-162', \"alternator brush set-std trans o'reilly rx-162\", 'alternator brush set standard rx-162', \"alternator brush set o'reilly rx-162\", 'auto extra rx-162'], part brands: ['intermotor', 'auto extra', \"o'reilly auto parts/std\",'standard motor products', \"o'reilly auto parts/sti\"], ...   \n",
       "413  brand: ['standard'], model: standard, type: ['engine variable valve timing (vvt) solenoid'], oem part number: ['1028a109'], manufacturer part number: ['vvt244'], sku: ['si:vvt244'], part title: ['engine variable valve timing (vvt) solenoid-solenoid intermotor vvt244', \"o'reilly vvt244 engine variable valve timing (vvt) solenoid\", \"engine variable valve timing (vvt) solenoid-solenoid o'reilly vvt244\", 'auto plus/standard motor products - engine variable valve timing (vvt) solenoid', 'engine v...   \n",
       "414  brand: ['standard'], model: standard, type: ['ignition coil'], oem part number: ['273103l030'], manufacturer part number: ['uf863'], sku: ['sti:uf863'], part title: [\"ignition coil o'reilly uf863\", 'auto plus/standard motor products uf863 ignition coil - ignition coil', 'ignition coil standard uf863'], part brands: ['auto plus', \"o'reilly auto parts/std\",'standard motor products', \"o'reilly auto parts/sti\"], subtype: ['ignition coil'], part types: ['ignition coil'], category: 3.0, item_title...   \n",
       "415  brand: ['standard'], model: standard, type: ['ignition contact set'], oem part number: ['3053101'], manufacturer part number: ['fd-8183v'], sku: ['si:fd-8183v'], part title: ['carquest fd-8183v', \"ignition contact set o'reilly fd-8183v\", 'auto extra fd-8183v', 'ignition contact set standard fd-8183v', 'ignition contact set federated fd-8183v'], part brands: ['federated', 'carquest', 'auto extra', \"o'reilly auto parts/std\",'standard motor products'], subtype: ['ignition contact set'], part ty...   \n",
       "416                                                                                                                                                                                                                                                                                                                                  brand: ['stevelewissaab'], make: saab, manufacturer part number: ['heater hose'], category: 1.0, item_title: saab 900 classic heater hose spg aero t16s injection convertible hatch   \n",
       "417                                                                                                                                                                                                                                            brand: ['subaru'], make: subaru, model: legacy, year: ['2013', '2013', '2014'], vehicle identification number: ['4s4brcccxd3235687'], sku: ['sfm042', '5171104'], category: 4.0, item_title: rear drive shaft station wgn outback automatic 25l fits 13-14 legacy 5171104   \n",
       "418                                                                                                                                                                  brand: ['subaru'], make: subaru, model: outbakleg, year: ['2006', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019'], vehicle identification number: ['4s4bp61c967317660'], sku: ['5f9035', '1513306'], category: 1.0, item_title: coolant reservoir fits 05-19 legacy 1513306   \n",
       "419                                                                                                                                                                                                                                                                             brand: ['surtrack'], make: toyota, model: venza, type: ['cv axle shaft kit'], manufacturer part number: ['fqvm-48680-168-3991685'], category: 4.0, item_title: surtrack set of front rear cv axle shafts kit for toyota venza 27l l4 awd   \n",
       "420  brand: ['surtrack'], type: ['cv axle shaft'], oem part number: ['17010103'], manufacturer part number: ['ho-8055'], sku: ['trk:ho-8055'], part title: ['cv axle shaft-new carquest ho-8055', 'cv axle shaft master pro select ho-8055', 'cv axle shaft surtrack ho-8055', 'cv axle shaft fvp ho-8055', 'cv axle shaft-new walker ho-8055'], part brands: ['master pro select', 'carquest', 'fvp', 'walker','surtrack'], subtype: ['cv axle shaft', 'cv axle assembly|cv axle shaft|cv axle shaft bearing'], part...   \n",
       "421                      brand: ['surtrack'], type: ['cv axle shaft'], oem part number: ['17014474'], manufacturer part number: ['fd-8277'], sku: ['zl-sur:fd-8277'], part title: ['cv axle shaft fvp fd-8277', 'cv axle shaft surtrack fd-8277', 'cv axle shaft master pro select fd-8277'], part brands: ['fvp','surtrack','master pro select'], subtype: ['cv axle shaft', 'cv axle assembly|cv axle shaft'], part types: ['cv components'], category: 4.0, item_title: cv axle shaft-4wd front left surtrack fd-8277   \n",
       "422                                                                                                                                                                 brand: ['t series'], make: buick, model: centurion, year: ['1973', '1972', '1971', '1971', '1972', '1973'], fitment: ['direct replacement'], type: ['ignition coil'], manufacturer part number: ['sx-av7p 1973 1972 1971 wire boot spark'], category: 3.0, item_title: smp t-series ignition coil for 1971-1973 buick centurion - wire boot spark dj   \n",
       "423  brand: ['t series'], make: toyota, model: rav4, year: ['2007', '2006', '2005', '2004', '2003', '2002', '2001', '2000', '1999', '1998', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007'], fitment: ['direct replacement'], type: ['circuit opening relay'], manufacturer part number: ['sx-vn1n 2007 2006 2005 2004 2003 2002'], category: 0.0, item_title: smp t-series circuit opening relay for 1998-2007 toyota rav4 - electrical lm, cleaned_desc: this smp t-series circuit ...   \n",
       "424                                                                                                                                                                   brand: ['tesla'], model: model s, year: ['2017', '2018', '2019', '2020'], fitment: ['no'], type: ['engine water pump', 'electric'], oem part number: ['6007370'], manufacturer part number: ['6007370-00-b', 'no'], vehicle identification number: ['no'], category: 1.0, item_title: 2017 - 2020 tesla model s water pump coolant valve 4-way oem   \n",
       "425                                                                                                                                        brand: ['tesla'], model: tesla model y, year: ['2022', '2020', '2021', '2022', '2023'], fitment: ['direct replacement'], oem part number: ['1120960-10-h'], manufacturer part number: ['does not apply'], sku: ['23068', '8e2302e9-c58c-49b5-b6e8-84413f59d911'], category: 2.0, item_title: 2020-2023 tesla model y my 3 front drive unit engine electric motor 1120960-10-h   \n",
       "426  brand: ['timken'], make: chevrolet, fitment: ['direct replacement', '35mm id - 25mm width - 55.9mm centerline height - 168.2mm bolt,hole center - 0 slingers'], manufacturer part number: ['hb3514'], part title: ['auto plus/timken hb3514 bearings - drive shaft center support bearing', 'drive shaft center support bearing timken hb3514', 'carquest hb3514'], part brands: ['timken', 'carquest', 'auto plus'], subtype: ['drive shaft center support bearing', 'drive shaft center support|drive shaft ce...   \n",
       "427                                                                                                                      brand: ['timken'], make: dodge, year: ['1975', '1976', '1977', '1978', '1979', '1980', '1975', '1976', '1977', '1978', '1979', '1980'], fitment: ['position: rear;', 'engine: 5.2l v8;'], type: ['engine crankshaft seal'], manufacturer part number: ['206fb59'], sku: ['328:206fb59'], category: 2.0, item_title: fits 1975-1980 dodge d200 52l v8 engine crankshaft seal rear timken 206fb59   \n",
       "428  brand: ['timken'], make: ford, fitment: ['direct replacement'], manufacturer part number: ['15245', 'differential bearing'], part title: ['bower bearing 15245 bearings - differential race, front inner, rear', 'oxygen sensor-bosch validated carquest 15245 fits 97-98 hyundai sonata 2.0l-l4', 'oxygen sensor-validated bosch 15245 fits 97-98 hyundai sonata 2.0l-l4', 'disc brake caliper repair kit-gas carlson 15245', 'carquest/bosch 15245 sensors - oxygen sensor', 'carquest 15245', 'disc brake cal...   \n",
       "429  brand: ['timken'], make: ford, year: ['1999', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016'], type: ['differential pinion bearing'], manufacturer part number: ['np516549'], part title: ['auto plus/timken np516549 bearings - differential pinion bearing, rear', 'auto plus/national np516549 - differential pinion bearing, rear', 'differential pinion bearing auto extra np516549', 'coast to coast np516549 bear...   \n",
       "430                    brand: ['timken'], make: mitsubishi fuso mitsubishi toyota, model: fe lancer camry corolla, year: ['2002', '2003', '1983', '1984', '1985', '1986', '1987', '1988', '2002', '2003', '1983', '1984', '1985', '1986', '1987', '1988'], oem part number: ['vg96g2'], product name: ['differential bearing'], manufacturer part number: ['differential pinion bearing', 'vg96g2'], sku: ['400:vg96g2'], category: 4.0, item_title: front outer differential bearing for fe lancer camry corolla vg96g2   \n",
       "431  brand: ['timken'], type: ['clutch release bearing'], oem part number: ['md701283'], manufacturer part number: ['01496'], sku: ['tkn:01496'], part title: ['carquest 01496', 'clutch release bearing mevotech 01496', 'perfect circle 01496', 'clutch release bearing auto extra 01496', 'clutch release bearing-rwd coast to coast automotive products 01496', 'clutch release bearing moog 01496', 'auto extra 01496', \"clutch release bearing o'reilly 01496\", 'clutch release bearing-diesel timken 01496', '...   \n",
       "432                                                                                                                                                                               brand: ['tinvhy'], make: nissan, model: pathfinder, year: ['2013', '2014', '2015', '2016', '2017', '2018', '2019'], fitment: ['direct replacement'], type: ['cooling fan assembly'], manufacturer part number: ['bw284844th'], category: 1.0, item_title: 214813ja0e for 13-19 nissan pathfinder 35l radiator ac condenser cooling fan   \n",
       "433                                                                                                                                                                                                   brand: ['top street king'], model: forte, year: ['2010', '2011'], fitment: ['direct replacement'], type: ['fan & shroud assembly'], oem part number: ['10 11'], manufacturer part number: ['tsk-oemrf1155'], category: 1.0, item_title: factory style radiator cooling fan assembly for forte w manual trans 10-11   \n",
       "434                                                                                                                                                                                                                     brand: ['toyota trucks'], make: toyota, model: toyota highlander, year: ['2009'], fitment: ['direct replacement'], manufacturer part number: ['does not apply'], sku: ['ss125', '47372bf5-0b43-48c7-a90b-a4fcb561cffd'], category: 1.0, item_title: 09 toyota highlander coolant recovery bottle   \n",
       "435                                                                                                                                                                                                                                                brand: ['toyota'], make: toyota, model: 4 runner, year: ['1996', '1996', '2000'], vehicle identification number: ['jt3hn86r9t0010401'], sku: ['dlx3', '7574206'], category: 3.0, item_title: drawtite trailer brake control 1996 97 98 99 2000 01 02 4 runner 7574206   \n",
       "436                                                                                                                                                                                                                        brand: ['toyota'], make: toyota, model: camry, year: ['2014', '2012', '2013', '2014', '2015', '2016', '2017'], vehicle identification number: ['4t4bf1fk3er428541'], sku: ['220079', '347664'], category: 4.0, item_title: automatic transmission vin f 5th digit 25l fits 12-17 camry 347664   \n",
       "437  brand: ['toyota'], make: toyota, model: echo, year: ['2000', '2006', '2007', '2008', '2009', '2010', '2011', '2012'], vehicle identification number: ['jtdat1231y5003917'], sku: ['18n143', '1654801'], category: 0.0, item_title: starter motor 1nzfe engine sedan 8kw fits 06-12 yaris 1654801, cleaned_desc: welcome to our ebay store! starter motor 1nzfe engine sedan.8kw fits 06-12 yaris 1654801 description donor vehicle model: echo year: 2000 mileage: 0 (0 = not available or unknown) stock number...   \n",
       "438                                                                                                                                                                      brand: ['toyota'], make: toyota, model: matrix, year: ['2010', '2009', '2010', '2011', '2012', '2013'], oem part number: ['164100h260'], manufacturer part number: ['164100h260'], vehicle identification number: ['2t1ke4ee9ac040526'], sku: ['053790', '2145678'], category: 1.0, item_title: radiator 2azfe engine fits 09-13 matrix 2145678   \n",
       "439  brand: ['toyota'], make: toyota, model: sienna, year: ['2006', '2006'], sku: ['96163'], category: 0.0, item_title: engine ecm electronic control module xle 2006 toyota sienna ho-150p, cleaned_desc: welcome to our ebay store! engine ecm electronic control module xle 2006 toyota sienna ho-150p description donor vehicle vin: model: sienna year: 2006 mileage: 0 (0 = not available or unknown) stock number: store number: 1 part detail part grade: a part category: u part placement: notes: 590-50565...   \n",
       "440                                                                                                                                                                                                                                    brand: ['trakmotive'], make: oldsmobile, year: ['1994', '1995', '1996'], type: ['cv axle shaft', 'hex','self-lock'], manufacturer part number: ['wtns20111901918118'], category: 4.0, item_title: trakmotive front left cv joint axle for oldsmobile cutlass ciera 1994 1995 1996   \n",
       "441                                                                                                                                                                                                                                                                     brand: ['trakmotive'], make: subaru, year: ['2006', '2007'], type: ['cv axle shaft', 'hex','stake'], manufacturer part number: ['zoom230915057895'], category: 4.0, item_title: for 2006 2007 subaru b9 tribeca rear left cv axle shaft cv joint   \n",
       "442                                                                                                                                                         brand: ['transolve'], make: hyundai kia, model: a6mf1 a6mf2, fitment: ['direct replacement'], type: ['clutch plate'], oem part number: ['45641-26000'], product name: ['disk set-low/reverse brake'], manufacturer part number: ['kor45641-26000'], category: 4.0, item_title: a6mf1 auto transmission disk set-lowreverse brake oem 45641-26000 for hyundai   \n",
       "443                                                                                                                                                                       brand: ['trq cv axle shaft'], make: infiniti, model: ex37, year: ['2013', '2013'], oem part number: ['15cp75q'], manufacturer part number: ['15cp75q', 'cv axle shaft -- passenger side; built after 2/13 production date'], sku: ['400:15cp75q'], category: 4.0, item_title: trq 15cp75q front right cv axle assembly fits 2013 infiniti ex37   \n",
       "444                                                                                     brand: ['trq ignition coil'], make: mitsubishi montero, model: montero, year: ['2003', '2004', '2005', '2006', '2003', '2004', '2005', '2006', '2003', '2004', '2005', '2006'], fitment: ['ignition coil'], type: ['ignition coil'], oem part number: ['62cqqz'], manufacturer part number: ['62cqqz'], sku: ['400:62cqqz'], category: 3.0, item_title: trq ignition coil ignition coil fits mitsubishi montero 2003-2006 62cqqz   \n",
       "445                                                                                                                                                                                                       brand: ['trq'], make: chevrolet, model: avalanche, year: ['2002', '2002'], oem part number: ['17867cf'], product name: ['ignition coil'], manufacturer part number: ['17867cf'], sku: ['400:17867cf'], category: 3.0, item_title: for 2002 chevrolet avalanche 2500 ignition coil 17867cf 81l v8 ignition coil   \n",
       "446                                                                                                                                  brand: ['trq'], make: land rover, model: range rover, year: ['2003', '2004', '2005', '2003', '2004', '2005', '2003', '2004', '2005'], oem part number: ['mx62s2'], product name: ['ignition coil set'], manufacturer part number: ['8 piece ignition coil set','mx62s2'], sku: ['400:mx62s2'], category: 3.0, item_title: ignition coil set for 03-05 land rover range rover mx62s2   \n",
       "447                                                                                                                                                    brand: ['trq'], make: volvo, model: 5, year: ['2015', '2016', '2015', '2016', '2015', '2016'], fitment: ['volvo v60 ignition coil'], oem part number: ['yd632wg'], product name: ['ignition coil'], manufacturer part number: ['yd632wg'], sku: ['400:yd632wg'], category: 3.0, item_title: ignition coil for 2015-2016 volvo v60 25l 5 cyl yd632wg ignition coil   \n",
       "448                                                                                                            brand: ['tuff stuff performance', 'tuff stuff'], model: ss, type: ['engine water pump'], manufacturer part number: ['1495ac'], sku: ['tfs:1495ac'], part title: ['engine water pump-ss tuff stuff 1495ac'], part brands: ['tuff stuff performance'], subtype: ['engine water pump'], part types: ['water pump and related components'], category: 1.0, item_title: engine water pump-ss tuff stuff 1495ac   \n",
       "449  brand: ['tyc'], make: chevrolet, model: sonic, year: ['2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018'], type: ['starter motor'], oem part number: ['25194634'], manufacturer part number: ['1-19255'], sku: ['7-t:1-19255'], part title: ['carquest 1-19255','starter motor tyc 1-19255'], part brands: ['tyc', 'carquest'], subtype: ['starter motor'], part types: ['starter and related components'], category: 0.0, item_title: starter motor fits 2011-2018 chevrolet sonic cruze trax tyc, ...   \n",
       "450  brand: ['tyc'], make: ford, model: gt, year: ['1999'], type: ['alternator'], oem part number: ['xr3z10346aa'], manufacturer part number: ['2-08252'], sku: ['298:2-08252'], part title: ['alternator tyc 2-08252 fits 99-04 ford mustang 4.6l-v8', 'carquest 2-08252'], part brands: ['tyc', 'carquest'], subtype: ['alternator'], part types: ['alternator / generator and related components'], category: 0.0, item_title: alternator-gt sohc coupe tyc 2-08252 fits 1999 ford mustang 46l-v8, cleaned_desc: e...   \n",
       "451                                                      brand: ['tyc'], make: saturn, model: sl, year: ['2002', '2001', '2000', '1999', '1998', '1997', '1996', '1995', '1994', '1994', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002'], fitment: ['direct replacement'], type: ['dual radiator and condenser fan assembly'], manufacturer part number: ['sx-3989 2002 2001 2000 1999 1998 1997'], category: 1.0, item_title: tyc dual radiator condenser fan assembly for 1994-2002 saturn sl belts mm   \n",
       "452  brand: ['tyc'], type: ['radiator'], oem part number: ['253103x151'], manufacturer part number: ['13333'], sku: ['298:13333'], part title: ['trailer hitch-class iii 2 in. receiver hitch curt manufacturing 13333','maxpower rebuilders 13333 reman', 'alternator rotex 13333 reman fits 1987 nissan van 2.4l-l4', 'ltd parts 13333', 'artotek 13333 radiators, coolers and related components - radiator', 'radiator osc 13333', 'alternator proamp 13333 reman fits 1987 nissan van 2.4l-l4', 'alternator visi...   \n",
       "453                                                                                                                                                                   brand: ['u.s ignition system & ngk'], make: lexus, model: camry, fitment: ['direct replacement'], type: ['ignition coil', 'blade', 'bolt on', 'electronic', 'plug in', 'coil on plug'], manufacturer part number: ['7805-3171-7810-2756-06'], category: 3.0, item_title: ignition coils ngk spark plugs for lexus rx330 toyota camry sienna solara   \n",
       "454                                                                                                                                                                                                                                                                                  brand: ['u.s ignition system'], make: porsche, year: ['2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016'], category: 3.0, item_title: ignition coils spark plugs for 08-14 porsche cayenne 10-16 panamera v6 v8   \n",
       "455                                                                                                                                                            brand: ['unbranded'], make: audi, model: a3, fitment: ['direct replacement', 'yes'], type: ['damper', 'automatic'], oem part number: ['09g 321 397a'], manufacturer part number: ['09g321397a', 'yes'], vehicle identification number: ['yes'], category: 4.0, item_title: automatic transmission gear shifting cable connector for audi a3 s3 09g321397a   \n",
       "456            brand: ['unbranded'], make: audi, model: a3, type: ['thermostat assembly'], oem part number: ['06l121111h, 06l-121-111-h, 06l121111g, 06l121111j'], manufacturer part number: ['06l121111h'], part title: ['volkswagen of america 06l121111h - engine water pump housing'], part brands: ['volkswagen'], subtype: ['engine water pump housing'], part types: ['water pump and related components'], category: 1.0, item_title: 06l121111h for audi a3 a4 a6 vw golf passat water pump thermostat assembly   \n",
       "457                                                                                                                                                                                                                                                                                  brand: ['unbranded'], make: audi, model: touareg, year: ['2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015'], category: 2.0, item_title: engine trans mount set for 06-15 audi q7 vw touareg left right   \n",
       "458                                                                                                                                                                                                                                 brand: ['unbranded'], make: audi, model: tt, fitment: ['yes'], type: ['coolant expansion tank'], oem part number: ['1j0 121 403e'], manufacturer part number: ['1j0121403'], category: 1.0, item_title: radiator coolant overflow tank for audi tt vw jetta golf city clasico beetle   \n",
       "459                                                                                                                                                                                                                                                                                           brand: ['unbranded'], make: bmw, model: 3, type: ['engine cover cap'], manufacturer part number: ['for 11127645173'], category: 2.0, item_title: membrane valve cover diaphragm repair kit for bmw b58 3 4 5 7 11127645173   \n",
       "460                                                                                                                                                                                                                                    brand: ['unbranded'], make: bmw, model: 5, year: ['2016'], type: ['headlight assembly'], oem part number: ['63117440877'], manufacturer part number: ['63117440877'], category: 4.0, item_title: xenon ballast bulb lamp adaptive module fits 14-2016 bmw 5 series 528i 535i 550i   \n",
       "461                                                                                                                                                                                                                                                                                                                  brand: ['unbranded'], make: bmw, model: m3, type: ['differential bearing and seal kit'], category: 4.0, item_title: differential type 210 bearings repair kit for bmw m3 m5 e36 e46 e34 e39 e60 e32   \n",
       "462  brand: ['unbranded'], make: bmw, model: x3, year: ['2000', '2008', '2009', '2010', '2011'], sku: ['ufc68', '134078'], category: 0.0, item_title: engine ecm control module fits 08-11 bmw x3 128i 323i 7 576 670 7576670, cleaned_desc: welcome to our ebay store! engine ecm control module fits 08-11 bmw x3 128i 323i 7 576 670 7576670 description donor vehicle vin: model: year: 0 mileage: 0 (0 = not available or unknown) stock number: ufc68 store number: 1 part detail part grade: a part category: ...   \n",
       "463  brand: ['unbranded'], make: dodge, model: durango, type: ['variable valve timing (vvt) solenoid / actuator'], oem part number: ['05047897ac'], manufacturer part number: ['05047897ac'], part title: ['engine variable valve lift eccentric shaft actuator-limited, vin: g mopar'], part brands: ['mopar'], subtype: ['engine variable valve lift eccentric shaft actuator'], part types: ['switches, solenoids and actuators'], category: 2.0, item_title: 05047897ac variable valve lift solenoid for dodge du...   \n",
       "464  brand: ['unbranded'], make: ford, model: taurus, fitment: ['direct replacement'], type: ['engine water pump'], oem part number: ['aw4041'], manufacturer part number: ['aw4041'], part title: ['auto plus aw4041 engine water pump', 'auto extra aw4041', 'engine water pump airtex aw4041'], part brands: ['airtex', 'auto extra', 'auto plus'], subtype: ['engine water pump', 'engine auxiliary water pump valve vibration damper|engine water pump|engine water pump gear|idle speed control relay'], part t...   \n",
       "465                                                                                                                                                                                                                      brand: ['unbranded'], make: honda, model: 6, year: ['2003', '2004', '2005', '2006', '2007'], type: ['engine mount kit'], manufacturer part number: ['a4526hy a4516 a4517 a4542 a4510 a4509'], category: 2.0, item_title: motor mounts 6 pcs replacement for 2003-2007 honda accord ex lx 24l l4   \n",
       "466                                                                                                                                                                                                                                                                                                                              brand: ['unbranded'], make: honda, model: civic, fitment: ['performance/custom'], category: 3.0, item_title: vms racing pro spark plug wires female boots for honda civic b16 w 8296 bk   \n",
       "467                                                                                                                                                                                                                                                                                                                                                      brand: ['unbranded'], make: mercedes-benz, model: 5, category: 4.0, item_title: for mercedes-benz 5 speed 7226 auto transmission valve body and conductor plate   \n",
       "468  brand: ['unbranded'], make: nissan, model: 350z, fitment: ['direct replacement', 'for infiniti nissan'], type: ['camshaft/crankshaft position sensor'], oem part number: ['23731al60c'], manufacturer part number: ['23731-al60c'], part title: ['engine crankshaft position sensor-std trans prenco 23731-al60c'], part brands: ['prenco'], subtype: ['engine crankshaft position sensor'], part types: ['sensors'], category: 3.0, item_title: crankshaft position sensor fits 23731-al60c nissan 350z altima ...   \n",
       "469                               brand: ['unbranded'], make: toyota, model: prius, year: ['2004', '2005', '2006', '2007', '2008', '2009'], fitment: ['toyota prius - see fitment list above', 'yes'], type: ['engine water pump', 'electric'], oem part number: ['g9020-47030'], manufacturer part number: ['04000-325280400032528', 'inverter water pump', 'yes'], vehicle identification number: ['yes'], category: 1.0, item_title: for 2004-2009 base prius toyota hatchback electric water engine pump bolts black   \n",
       "470                                                                                                                                                                      brand: ['unbranded'], model: c220, year: ['2014', '2012', '2013', '2014', '2015'], oem part number: ['2123501414'], manufacturer part number: ['2123501414'], vehicle identification number: ['wddgf4hb0ea958699'], sku: ['i23277', '3951395'], category: 4.0, item_title: carrier 204 type rear c250 coupe fits 12-15 mercedes c-class 3951395   \n",
       "471                                                                                                                                                                                                                                                                  brand: ['vaico'], model: c230, year: ['1994', '1995', '1996', '1997', '1998'], type: ['water pump'], oem part number: ['p864bf'], sku: ['400:p864bf'], category: 1.0, item_title: water pump p864bf for mercedes c220 c230 1994 1995 1996 1997 1998   \n",
       "472                                                                      brand: ['vap-autoparts'], make: cadillac, model: 2, year: ['2003', '2004'], fitment: ['direct replacement', 'no', 'for 2003-2004 cadillac cts 3.2l v6'], type: ['ignition coil', 'blade', 'coil on plug (cop)', 'plug in'], oem part number: ['uf278;uf279'], manufacturer part number: ['va119946ts02', 'yes'], vehicle identification number: ['no'], category: 3.0, item_title: 2 for 2003-2004 cadillac cts 32l v6 ignition coil spark plug   \n",
       "473    brand: ['victor reinz timing chain tensioner gasket - upper chain tensione'], make: volkswagen golf, model: golf, year: ['2010', '2011', '2012', '2013', '2014', '2010', '2011', '2012', '2013', '2014', '2010', '2011', '2012', '2013', '2014'], fitment: ['timing chain tensioner gasket - upper chain tensioner'], type: ['timing chain tensioner gasket'], oem part number: ['77qsvw'], sku: ['400:77qsvw'], category: 2.0, item_title: timing chain tensioner gasket fits vw golf 2010-2014 25l 5 cyl 77qsvw   \n",
       "474  brand: ['victor reinz'], make: ford lincoln mercury vpg, model: crown victoria e150 e250 f150 town car grand marquis mv-1, year: ['2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2003', '2004'], oem part number: ['qw88p1'], product name: ['thermostat gasket'], manufacturer part number: ['engine coolant outlet gasket', 'qw88p1'], sku: ['400:qw88p1'], category: 1.0, item_title: thermostat gasket for crown victoria e150 e250 f150 town car grand qw...   \n",
       "475                                                         brand: ['victor reinz'], make: volvo, model: 5, year: ['2004', '2005', '2003', '2006', '2004', '2005', '2003', '2006', '2003', '2004', '2005', '2006'], fitment: ['volvo xc90 thermostat housing gasket'], oem part number: ['wz135hy'], product name: ['thermostat housing gasket'], manufacturer part number: ['wz135hy'], sku: ['400:wz135hy'], category: 1.0, item_title: thermostat housing gasket for 2003-2006 volvo xc90 25l 5 cyl 2004 2005 wz135hy   \n",
       "476  brand: ['victor reinz'], type: ['cylinder head gasket sets'], manufacturer part number: ['hs54471'], part title: ['carquest hs54471', 'engine cylinder head gasket set-eng code: qg18de fits 2000 nissan sentra 1.8l-l4', 'engine cylinder head gasket set clevite hs54471', 'carquest/victor reinz hs54471 - engine cylinder head gasket set', 'engine cylinder head gasket set victor hs54471', 'engine cylinder head gasket set victor reinz fits 00-03 nissan sentra 1.8l-l4', 'carquest/mahle original hs54...   \n",
       "477                                                                                                                                                                                                                   brand: ['visvic'], make: lexus, model: camry, fitment: ['direct replacement', 'no'], type: ['valve cover gasket'], manufacturer part number: ['10447911'], vehicle identification number: ['no'], category: 2.0, item_title: engine valve cover gasket set vs50530r for camry corolla lexus hs250h   \n",
       "478                                                                                                  brand: ['vollig'], make: volvo, type: ['distributor cap'], manufacturer part number: ['vp705'], part title: ['distributor cap mtc vp705','mission trading company vp705 hardware, fasteners and fittings - distributor cap'], part brands: ['mtc parts','mtc'], subtype: ['distributor cap'], part types: ['hardware, fasteners and fittings'], category: 3.0, item_title: vollig distributor cap 3501944 for volvo   \n",
       "479  brand: ['vr gaskets'], make: dodge, model: stratus, year: ['1999', '1997', '2001', '1996', '2004', '1995', '1998', '2000', '2002', '2003', '2005', '2006', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005', '2006'], oem part number: ['18253kd'], product name: ['oil pan gasket set', 'engine oil pan gasket set'], manufacturer part number: ['18253kd'], sku: ['400:18253kd'], category: 2.0, item_title: for 1995-2006 dodge stratus oil pan gasket set 18253kd 1999...   \n",
       "480                                                                                                                                                                                                                    brand: ['vr gaskets'], make: ford, year: ['2003', '2003', '2003'], fitment: ['ford e450 super duty head bolt set'], oem part number: ['v921sb'], product name: ['head bolt set'], sku: ['400:v921sb'], category: 2.0, item_title: head bolt set for 2003 ford e450 super duty 73l v8 vin f v921sb   \n",
       "481                                                                                                                                                                                                                                 brand: ['vr gaskets'], model: aveo, year: ['2009', '2010', '2011'], type: ['piston ring set'], oem part number: ['14wrct95'], manufacturer part number: ['14wrct95'], sku: ['400:14wrct95'], category: 2.0, item_title: piston ring set 14wrct95 for chevy aveo aveo5 2009 2010 2011   \n",
       "482                                                                                                                                                                                                                           brand: ['wai global'], make: gmc, model: 2500, year: ['1965', '1965'], oem part number: ['68345pq'], product name: ['ignition coil'], manufacturer part number: ['68345pq'], sku: ['400:68345pq'], category: 3.0, item_title: for 1965 gmc 2500 series ignition coil 68345pq ignition coil   \n",
       "483                                      brand: ['walker products'], model: tracker, year: ['1998'], fitment: ['direct replacement'], type: ['distributors'], product name: ['ignition distributor cap'], manufacturer part number: ['925-1050'], part title: ['distributor cap walker products 925-1050'], part brands: ['walker products'], subtype: ['distributor cap'], part types: ['hardware, fasteners and fittings'], category: 3.0, item_title: for chevy tracker 1998 walker products ignition distributor cap   \n",
       "484                                                   brand: ['walker products'], type: ['engine camshaft position sensor'], oem part number: ['j005t33172'], manufacturer part number: ['235-1728'], sku: ['w00e:235-1728'], part title: ['engine camshaft position sensor-sensor only walker products 235-1728'], part brands: ['walker products'], subtype: ['engine camshaft position sensor'], part types: ['sensors'], category: 2.0, item_title: engine camshaft position sensor-natural walker products 235-1728   \n",
       "485                                                                                                                                                                                      brand: ['walker'], make: subaru, year: ['1985', '1986', '1987', '1985', '1986', '1987'], oem part number: ['93296mg'], product name: ['ignition coil'], manufacturer part number: ['93296mg'], sku: ['400:93296mg'], category: 3.0, item_title: for 1985-1987 subaru gl10 ignition coil walker 93296mg 1986 18l h4 thunderspark   \n",
       "486                                                                                                               brand: ['wells'], make: chevrolet, model: malibu, year: ['1964', '1965', '1966', '1967', '1973', '1964', '1965', '1966', '1967', '1973'], oem part number: ['24131ct'], product name: ['ignition points', 'ignition contact set'], manufacturer part number: ['24131ct'], sku: ['400:24131ct'], category: 3.0, item_title: for 1964-1967 1973 chevrolet malibu ignition points wells 24131ct 1965 1966   \n",
       "487                                                                                                                                                                                              brand: ['wells'], model: 6, year: ['1950', '1951', '1952', '1950', '1951', '1952'], oem part number: ['62586qs'], product name: ['ignition coil'], manufacturer part number: ['62586qs'], sku: ['400:62586qs'], category: 3.0, item_title: for 1950-1952 international lm153 ignition coil wells 62586qs 1951 36l 6 cyl   \n",
       "488  brand: ['wells'], model: truck, type: ['starter solenoid'], oem part number: ['65vzxt28'], manufacturer part number: ['65vzxt28'], sku: ['400:65vzxt28'], category: 0.0, item_title: starter solenoid 65vzxt28 for a100 truck a108 van d100 pickup series d200 d300, cleaned_desc: starter solenoid 65vzxt28 for a100 truck a108 van d100 pickup series d200 d300 starter solenoid 65vzxt28 for a100 truck a108 van d100 pickup series d200 d300 brand: wells starter solenoid condition: new check your applica...   \n",
       "489  brand: ['westar', 'westar industries'], make: jeep, model: liberty, year: ['2002'], type: ['engine mount'], oem part number: ['52059252ac'], manufacturer part number: ['em-3010'], sku: ['wes:em-3010'], part title: ['engine mount front right fvp em-3010 fits 2002 jeep liberty 2.4l-l4', 'engine mount pronto em-3010', 'engine mount westar em-3010 fits 2002 jeep liberty 2.4l-l4', 'engine mount parts plus em-3010', 'pronto em-3010'], part brands: ['westar industries', 'pronto/westar industries', ...   \n",
       "490                                                                                                                                                                                                                            brand: ['westar'], model: grand voyager, year: ['1997'], type: ['transmission mount'], oem part number: ['32yyfm76'], manufacturer part number: ['32yyfm76'], sku: ['400:32yyfm76'], category: 4.0, item_title: rear left transmission mount 32yyfm76 for town country grand voyager 1997   \n",
       "491  brand: ['wilson'], make: acura, model: rl, year: ['1996'], type: ['alternator'], oem part number: ['28010292'], manufacturer part number: ['13675'], sku: ['wls:13675'], part title: ['disc brake hardware kit brakebest 13675', 'unitrans 13675 radiators, coolers and related components - radiator', 'alternator bbb industries 13675 reman fits 96-04 acura rl 3.5l-v6', 'carquest 13675 reman', 'j & i automotive 13675', 'ltd parts 13675', 'pb/dec catalytic converters 13675 - catalytic converter gaske...   \n",
       "492  brand: ['wxzos'], make: honda, model: accord, year: ['1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002'], type: ['thermostat assembly'], oem part number: ['19301-paa-306'], manufacturer part number: ['19301-paa-305'], part title: ['original equip data 19301-paa-305'], part brands: ['original equipment data'], subtype: ['engine coolant thermostat'], part types: ['thermostat and housing'], category: 1.0, item_title: 19301-paa-305 engine therm...   \n",
       "493  brand: ['wxzos'], year: ['2009'], category: 0.0, item_title: sp eis esl testing cable for mercedes benz e-class w212 abrites vvdi mb 2009-15, cleaned_desc: store categories store categories health and beauty home garden outsdoor sports industrial medical equipment other sp eis esl testing cable for mercedes benz e-class w212 abrites &vvdi mb 2009-15 product description specifications condition: 100% new color:black material: abs plastic/metal manufacturer part number: item included: eis esl ...   \n",
       "494                                                                                                                                         brand: ['xtd'], model: lancer, year: ['2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020'], fitment: ['direct replacement', 'no'], type: ['manual', 'diaphragm'], manufacturer part number: ['mi21245s', 'yes'], category: 4.0, item_title: oe spec clutch x-lite flywheel kit 08-17 lancer 11-20 outlander sport 20l 24l   \n",
       "495                                                                brand: ['yec japan'], make: toyota land cruiser, model: land cruiser, year: ['1997', '1994', '1996', '1995', '1993', '1997', '1994', '1996', '1995', '1993', '1993', '1994', '1995', '1996', '1997'], fitment: ['distributor cap'], type: ['distributor cap'], oem part number: ['73dxyj'], manufacturer part number: ['73dxyj'], sku: ['400:73dxyj'], category: 3.0, item_title: yec japan distributor cap fits toyota land cruiser 1993-1997 73dxyj   \n",
       "496                                                                                                   brand: ['yukon gear'], make: dodge, model: ram 2500, year: ['1994', '1995', '1996', '1997', '1998', '1999'], type: ['axle shaft'], manufacturer part number: ['ya d74752x'], part title: ['drive axle shaft yukon gear ya d74752x'], part brands: ['yukon gear'], subtype: ['drive axle shaft'], part types: ['axle shaft'], category: 4.0, item_title: for dodge ram 2500 ram 3500 1994-1999 yukon axle shaft dac   \n",
       "497                                                                 brand: ['yukon gear'], model: yukon, fitment: ['direct replacement'], manufacturer part number: ['yukon gear & axle', 'yg d44rs-488rub'], part title: ['differential ring and pinion-rubicon yukon gear fits 2007 jeep wrangler'], part brands: ['yukon gear & axle'], subtype: ['differential ring and pinion'], part types: ['differential'], category: 4.0, item_title: yukon gear axle yg d44rs-488rub ring and pinion gear set fits wrangler jk   \n",
       "498                                            brand: ['zerex coolant / antifreeze - (yellow g-05 zerex) (1 gallon)'], make: mercedes, model: 420sel, year: ['1987', '1986', '1988', '1989', '1990', '1991', '1986', '1987', '1988', '1989', '1990', '1991'], oem part number: ['21dn32q'], manufacturer part number: ['21dn32q', 'coolant / antifreeze - (yellow g-05 zerex) (1 gallon) -- g-05;...'], sku: ['400:21dn32q'], category: 1.0, item_title: zerex 21dn32q coolant antifreeze fits 1986-1991 mercedes 420sel   \n",
       "499  make: volvo, model: s80, year: ['2001', '1999', '2000', '2001', '2002', '2003'], sku: ['140090', '208986'], category: 0.0, item_title: starter motor without turbo fits 99-03 volvo 80 series 208986, cleaned_desc: welcome to our ebay store! starter motor without turbo fits 99-03 volvo 80 series 208986 description donor vehicle model: s80 year: 2001 mileage: 0 (0 = not available or unknown) stock number: 140090 store number: 1 part detail part grade: part category: u part placement: notes: test...   \n",
       "\n",
       "    Labels                                                                                                                                                                                                                                                 Predictions                                     has_desc  \n",
       "0                                                                                                                                                                                                                                                  {mazda}                                        {mazda}  1         \n",
       "1                                                                                                                                                                                                                                                   {mini}                                         {mini}  1         \n",
       "2                                                                                                                                                                                                                                                   {jeep}                                         {jeep}  0         \n",
       "3                                                                                                                                                                                                                                           {kia, hyundai}                                 {kia, hyundai}  1         \n",
       "4                                                                                                                                                                                              {chevrolet, buick, pontiac, cadillac, chrysler, oldsmobile}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "5                                                                                                                                                                                                                                             {volkswagen}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "6                                                                                                                                                                                                                                       {jeep, ram, dodge}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "7                                                                                                                                                                                                                                                    {gmc}                                          {gmc}  1         \n",
       "8                                                                                                                                                                                                                                                    {gmc}                                          {gmc}  1         \n",
       "9                                                                                                                                                                                                                                                 {toyota}                                       {toyota}  1         \n",
       "10                                                                                                                                                                                                                                                   {bmw}                                          {bmw}  1         \n",
       "11                                                                                                                                                                                                                                                  {jeep}                                         {jeep}  1         \n",
       "12                                                                                                                                                                                                                               {international harvester}                      {international harvester}  0         \n",
       "13                                                                                                                                                                                                                                                  {ford}                     {eagle, mitsubishi, dodge}  0         \n",
       "14                                                                                                                                                                                                                                             {chevrolet}                                    {chevrolet}  1         \n",
       "15                                                                                                                                                                                                                                                 {mazda}                                        {mazda}  1         \n",
       "16                                                                                                                                                                                                                                              {plymouth}                                     {plymouth}  1         \n",
       "17                                                                                                                                                                                                                                {mercury, lincoln, ford}                                 {honda, acura}  0         \n",
       "18                                                                                                                                                                                                                                    {chevrolet, pontiac}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "19                                                                                                                                                                                                                                                {toyota}                                       {toyota}  1         \n",
       "20                                                                                                                                                                                                                                                {saturn}     {chevrolet, pontiac, cadillac, oldsmobile}  0         \n",
       "21                                                                                                                                                                                                                             {dodge, chrysler, plymouth}                              {dodge, chrysler}  1         \n",
       "22                                                                                                                                                                                                                          {chevrolet, pontiac, cadillac}                                    {chevrolet}  0         \n",
       "23                                                                                                                                                                                                             {dodge, desoto, jensen, chrysler, plymouth}                              {dodge, chrysler}  1         \n",
       "24                                                                                                                                                                                                                                                 {acura}                                        {acura}  1         \n",
       "25                                                                                                                                                                                                                                                 {acura}                                        {acura}  1         \n",
       "26                                                                                                                                                                                                                                                 {acura}                                        {acura}  1         \n",
       "27                                                                                                                                                                                                                   {chevrolet, workhorse, gmc, cadillac}                                          {gmc}  1         \n",
       "28                                                                                                                                                                                                                                                {toyota}                                       {toyota}  1         \n",
       "29                                                                                                                                                                                                                                                {toyota}                                       {toyota}  0         \n",
       "30                                                                                                                                                                                                                                         {lexus, toyota}                                 {honda, acura}  0         \n",
       "31                                                                                                                                                                                                                                      {nissan, infiniti}                             {nissan, infiniti}  0         \n",
       "32                                                                                                                                                                                                                            {chevrolet, gmc, oldsmobile}                   {chevrolet, gmc, oldsmobile}  1         \n",
       "33                                                                                                                                                                                                                                         {mercury, ford}                                         {ford}  1         \n",
       "34                                                                                                                                                                                                                                               {hyundai}                               {chevrolet, gmc}  0         \n",
       "35                                                                                                                                                                                                                                          {honda, acura}                                 {honda, acura}  1         \n",
       "36                                                                                                                                                                                                                                             {chevrolet}                                    {chevrolet}  1         \n",
       "37                                                                                                                                                                                                                                   {chevrolet, cadillac}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "38                                                                                                                                                                                                                                       {renault, nissan}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "39                                                                                                                                                                                                                                         {toyota, scion}                                       {toyota}  1         \n",
       "40                                                                                                                                                                                                                                                   {bmw}                                          {bmw}  1         \n",
       "41                                                                                                                                                                                                                                            {volkswagen}                                   {volkswagen}  0         \n",
       "42                                                                                                                                                                                                                                            {mitsubishi}                                   {mitsubishi}  1         \n",
       "43                                                                                                                                                                                                                                                   {bmw}                                          {bmw}  1         \n",
       "44                                                                                                                                                                                                                                                  {ford}                                         {ford}  1         \n",
       "45                                                                                                                                                                                                                                        {chevrolet, gmc}                                          {gmc}  1         \n",
       "46                                                                                                                                                                                                                                               {hyundai}                                      {hyundai}  1         \n",
       "47                                                                                                                                                                                                                                            {land rover}                                   {land rover}  1         \n",
       "48                                                                                                                                                                                                                                                {saturn}                                       {saturn}  1         \n",
       "49                                                                                                                                                                                                                                       {dodge, chrysler}                                         {audi}  0         \n",
       "50                                                                                                                                                                                                                                                {toyota}     {chevrolet, buick, cadil, pontiac, matrix}  0         \n",
       "51                                                                                                                                                                                                                                                  {ford}                                         {ford}  1         \n",
       "52                                                                                                                                                                                                                                                 {isuzu}                                        {isuzu}  1         \n",
       "53                                                                                                                                                                                                                                                {nissan}                                       {nissan}  1         \n",
       "54                                                                                                                                                                                                                                               {pontiac}                                      {pontiac}  1         \n",
       "55                                                                                                                                                                                                                                                 {honda}                                        {honda}  0         \n",
       "56                                                                                                                                                                                                                                      {volkswagen, audi}                             {volkswagen, audi}  1         \n",
       "57                                                                                                                                                                                                                                                  {audi}                             {volkswagen, audi}  1         \n",
       "58                                                                                                                                                                                                                                                  {audi}                                         {audi}  1         \n",
       "59                                                                                                                                                                                                                                                  {audi}                                         {audi}  1         \n",
       "60                                                                                                                                                                                                                                                  {audi}                                         {audi}  1         \n",
       "61                                                                                                                                                                                                                                                  {audi}                                         {audi}  1         \n",
       "62                                                                                                                                                                                                                                                 {lexus}                                        {lexus}  1         \n",
       "63                                                                                                                                                                                                                                            {volkswagen}                                   {volkswagen}  1         \n",
       "64                                                                                                                                                                                                                                                   {amc}                                          {amc}  0         \n",
       "65                                                                                                                                                                                                                                                {nissan}                                       {nissan}  1         \n",
       "66                                                                                                                                                                                                                                                   {bmw}                                          {bmw}  1         \n",
       "67                                                                                                                                                                                                                                                   {bmw}                                          {bmw}  1         \n",
       "68                                                                                                                                                                                                                                                {subaru}                                       {subaru}  1         \n",
       "69                                                                                                                                                                                                                                     {buick, oldsmobile}                       {mercury, lincoln, ford}  0         \n",
       "70                                                                                                                                                                                                                                               {hyundai}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "71                                                                                                                                                                                   {dodge, peugeot, toyota, saab, nissan, sunbeam, volvo, mazda, jaguar}                        {jeep, dodge, chrysler}  0         \n",
       "72                                                                                                                                                                                                                                          {honda, isuzu}                                 {kia, hyundai}  0         \n",
       "73                                                                                                                                                                                                                                  {saturn, honda, acura}                                {saturn, acura}  1         \n",
       "74                                                                                                                                                                                                                                                   {bmw}                                          {bmw}  1         \n",
       "75                                                                                                                                                                                                                                                   {bmw}                                          {bmw}  1         \n",
       "76                                                                                                                                                                                                                                                   {bmw}                                          {bmw}  1         \n",
       "77                                                                                                                                                                                                                                                   {bmw}                                          {bmw}  1         \n",
       "78                                                                                                                                                                                                                                                   {bmw}                                          {bmw}  1         \n",
       "79                                                                                                                                                                                                                                              {chrysler}                                     {chrysler}  1         \n",
       "80                                                                                                                                                                                                                                                  {audi}                                         {audi}  1         \n",
       "81                                                                                                                                                                                                                                               {hyundai}                                      {hyundai}  1         \n",
       "82                                                                                                                                                                                                                                         {mercedes-benz}                                {mercedes-benz}  0         \n",
       "83                                                                                                                                                                                                                                         {mercedes-benz}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "84                                                                                                                                                                                                                                             {chevrolet}                                    {chevrolet}  0         \n",
       "85                                                                                                                                                                                                                                                   {bmw}                                          {bmw}  1         \n",
       "86                                                                                                                                                                                                                                      {chevrolet, buick}           {chevrolet, pontiac,, saturn, buick}  1         \n",
       "87                                                                                                                                                                                                                                                 {buick}                                        {buick}  1         \n",
       "88                                                                                                                                                                                                                             {chevrolet, pontiac, buick}                                        {buick}  1         \n",
       "89                                                                                                                                                                                                                                      {volkswagen, audi}                             {volkswagen, audi}  1         \n",
       "90                                                                                                                                                                                                                                 {chevrolet, gmc, buick}                        {chevrolet, gmc, buick}  1         \n",
       "91                                                                                                                                                                                                                                                 {buick}                                        {buick}  1         \n",
       "92                                                                                                                                                                                                                                {mercury, lincoln, ford}                       {mercury, lincoln, ford}  1         \n",
       "93                                                                                                                                                                                                                                       {cadillac, buick}                              {cadillac, buick}  1         \n",
       "94                                                                                                                                                                                                                                              {cadillac}                                     {cadillac}  1         \n",
       "95                                                                                                                                                                                                                                    {land rover, jaguar}                           {land rover, jaguar}  1         \n",
       "96                                                                                                                                                                                                                                        {chevrolet, gmc}                               {chevrolet, gmc}  1         \n",
       "97                                                                                                                                                                                                                                                {nissan}                                       {nissan}  1         \n",
       "98                                                                                                                                                                                                                       {chevrolet, cadillac, gmc, isuzu}     {chevrolet, pontiac, cadillac, oldsmobile}  1         \n",
       "99                                                                                                                                                                                                                                                   {gmc}                                          {gmc}  1         \n",
       "100                                                                                                                                                                                                                             {chevrolet, cadillac, gmc}           {chevrolet, pontiac,, saturn, buick}  1         \n",
       "101                                                                                                                                                                                                                                       {chevrolet, gmc}                        {chevrolet, gmc, buick}  1         \n",
       "102                                                                                                                                                                                                                                            {chevrolet}                 {chevrolet, pontiac, cadillac}  1         \n",
       "103                                                                                                                                                                                                               {chevrolet, buick, saturn, pontiac, gmc}                      {chevrolet, pontiac, gmc}  1         \n",
       "104                                                                                                                                                                                                         {chevrolet, buick, saab, saturn, pontiac, gmc}                                    {chevrolet}  1         \n",
       "105                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "106                                                                                                                                                                                                                                       {chevrolet, gmc}                                    {chevrolet}  1         \n",
       "107                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "108                                                                                                                                                                                                                                     {chevrolet, buick}                                    {chevrolet}  1         \n",
       "109                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  0         \n",
       "110                                                                                                                                                                                                                      {chevrolet, gmc, cadillac, buick}                   {chevrolet, cadillac, buick}  1         \n",
       "111                                                                                                                                                                                                                                          {mazda, ford}                                 {honda, acura}  0         \n",
       "112                                                                                                                                                                                                                                           {oldsmobile}                                   {oldsmobile}  1         \n",
       "113                                                                                                                                                                                                                                        {toyota, scion}                                       {toyota}  1         \n",
       "114                                                                                                                                                                                                                                                 {audi}                                         {audi}  1         \n",
       "115                                                                                                                                                                                                                                           {volkswagen}                                   {volkswagen}  0         \n",
       "116                                                                                                                                                                                                                                                 {mini}                                         {mini}  0         \n",
       "117                                                                                                                                                                                                                                           {mitsubishi}                                   {mitsubishi}  1         \n",
       "118                                                                                                                                                                                                                                                 {jeep}                        {jeep, dodge, chrysler}  0         \n",
       "119                                                                                                                                                                                                                                    {chevrolet, toyota}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "120                                                                                                                                                                                                                                                 {jeep}                        {jeep, dodge, chrysler}  0         \n",
       "121                                                                                                                                                                                                                                                {mazda}                                        {mazda}  1         \n",
       "122                                                                                                                                                                                                                                                {honda}                         {mazda, mercury, ford}  0         \n",
       "123                                                                                                                                                                                                                                                 {ford}                                         {ford}  0         \n",
       "124                                                                                                                                                                         {chevrolet, ford, mercury, bmw, eagle, pontiac, cadillac, fiat, mercedes-benz}                     {chevrolet, cadillac, gmc}  0         \n",
       "125                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  0         \n",
       "126                                                                                                                                                                                                                                               {saturn}                                       {saturn}  0         \n",
       "127                                                                                                                                                                                                                                                  {gmc}                                          {gmc}  1         \n",
       "128                                                                                                                                                                                                                                     {nissan, infiniti}                                 {honda, acura}  0         \n",
       "129                                                                                                                                                                                                                                     {volkswagen, audi}                                 {honda, acura}  0         \n",
       "130                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "131                                                                                                                                         {chevrolet, mitsubishi, dodge, honda, jeep, kia, saturn, volkswagen, pontiac, chrysler, mazda, hyundai, acura}                                        {acura}  1         \n",
       "132                                                                                                                                                                                                                                                {honda}                                        {honda}  1         \n",
       "133                                                                                                                                                                                                                                                {lexus}                                        {lexus}  1         \n",
       "134                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  1         \n",
       "135                                                                                                                                                                                                                                              {mercury}                                      {mercury}  1         \n",
       "136                                                                                                                                                                                                                                          {mazda, ford}                                  {mazda, ford}  1         \n",
       "137                                                                                                                                                                                                                                                {mazda}                                        {mazda}  1         \n",
       "138                                                                                                                                                                                                                                                {mazda}                                        {mazda}  1         \n",
       "139                                                                                                                                                                                                                                           {mitsubishi}                                        {honda}  0         \n",
       "140  {geo, mitsubishi, bmw, chrysler, mg, triumph, dodge, honda, suzuki, volkswagen, amc, jeep, rolls-royce, mercedes-benz, hyundai, chevrolet, land rover, jaguar, daihatsu, ford, toyota, nissan, kia, pontiac, cadillac, gmc, plymouth, mazda, porsche}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "141                                                                                                                                                                                                                                        {lexus, toyota}                                       {nissan}  0         \n",
       "142                                                                                                                                                                                                                                         {kia, hyundai}                                 {kia, hyundai}  1         \n",
       "143                                                                                                                                                                                                                     {mercury, isuzu, land rover, ford}                    {mercury, land rover, ford}  1         \n",
       "144                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "145                                                                                                                                                                                                                                               {suzuki}                                       {suzuki}  1         \n",
       "146                                                                                                                                                                                                                                               {nissan}                                       {nissan}  1         \n",
       "147                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "148                                                                                                                                                                                                                                      {dodge, chrysler}                                        {dodge}  1         \n",
       "149                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "150                                                                                                                                                                                                                               {eagle, dodge, chrysler}                              {dodge, chrysler}  1         \n",
       "151                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "152                                                                                                                                                                                                                                    {mitsubishi, dodge}                            {mitsubishi, dodge}  1         \n",
       "153                                                                                                                                                                                                                                        {lexus, toyota}                                        {lexus}  1         \n",
       "154                                                                                                                                                                                                                                              {hyundai}                                      {hyundai}  1         \n",
       "155                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "156                                                                                                                                             {am general, chevrolet, dodge, buick, eagle, pontiac, cadillac, chrysler, gmc, oldsmobile, jeep, plymouth}                        {jeep, dodge, chrysler}  1         \n",
       "157                                                                                                                                                                                                    {dodge, ford, mercury, lincoln, chrysler, plymouth}  {chevrolet, dodge, buick, ford, mercury, lin}  0         \n",
       "158                                                                                                                                                                                                                                             {cadillac}                                     {cadillac}  1         \n",
       "159                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "160                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "161                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "162                                                                                                                                                                                                                                         {honda, isuzu}                                 {honda, isuzu}  1         \n",
       "163                                                                                                                                                                                                                                             {kenworth}                                     {kenworth}  1         \n",
       "164                                                                                                                                                                                                                                           {volkswagen}                                   {volkswagen}  1         \n",
       "165                                                                                                                                                                                                                                      {jeep, ram, fiat}                   {jeep, ram, dodge, chrysler}  0         \n",
       "166                                                                                                                                                                                                                                   {chevrolet, pontiac}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "167                                                                                                                                                                                                                                                 {ford}                                      {mercury}  0         \n",
       "168                                                                                                                                                                                                                                                  {bmw}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "169                                                                                                                                                                                                                           {jeep, ram, dodge, chrysler}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "170                                                                                                                                                                                                                                           {mitsubishi}                                   {mitsubishi}  1         \n",
       "171                                                                                                                                                                                                                                                {dodge}                              {dodge, chrysler}  0         \n",
       "172                                                                                                                                                                                                                                      {dodge, chrysler}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "173                                                                                                                                                                                                 {chevrolet, buick, pontiac, cadillac, gmc, oldsmobile}                                        {honda}  0         \n",
       "174                                                                                                                                                                                                                                         {honda, acura}                                 {honda, acura}  0         \n",
       "175                                                                                                                                                                                                                                           {volkswagen}                                   {volkswagen}  1         \n",
       "176                                                                                                                                                                                                                                                 {mini}                                         {mini}  1         \n",
       "177                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "178                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "179                                                                                                                                                                                                                {volkswagen, dodge, chrysler, plymouth}                       {nitro, dodge, chrysler}  0         \n",
       "180                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "181                                                                                                                                                                                                                                        {mercury, ford}                                {mercury, ford}  0         \n",
       "182                                                                                                                                                                                                                                         {subaru, saab}                                        {honda}  0         \n",
       "183                                                                                                                                                                                                                                                {honda}                                        {honda}  0         \n",
       "184                                                                                                                                                                                                                                         {kia, hyundai}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "185                                                                                                                                                                                                                                                  {gmc}                                          {gmc}  1         \n",
       "186                                                                                                                                                                                                                                                {lexus}                                        {lexus}  1         \n",
       "187                                                                                                                                                                                                                                              {lincoln}                                      {lincoln}  1         \n",
       "188                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "189                                                                                                                                                                                                                                        {mercury, ford}                                {mercury, ford}  1         \n",
       "190                                                                                                                                                                                                                                                 {ford}                                {lincoln, ford}  1         \n",
       "191                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "192                                                                                                                                                                                                                                                 {ford}                                {mercury, ford}  1         \n",
       "193                                                                                                                                                                                                                                        {mercury, ford}                                {mercury, ford}  1         \n",
       "194                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "195                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "196                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "197                                                                                                                                                                                                                                        {lincoln, ford}                                {lincoln, ford}  1         \n",
       "198                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "199                                                                                                                                                                                                                                        {lincoln, ford}                                {lincoln, ford}  1         \n",
       "200                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "201                                                                                                                                                                                                                                                 {ford}                                {mercury, ford}  1         \n",
       "202                                                                                                                                                                                                                                        {mercury, ford}                                {mercury, ford}  1         \n",
       "203                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "204                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "205                                                                                                                                                                                                                                        {lincoln, ford}                                {lincoln, ford}  1         \n",
       "206                                                                                                                                                                                                                                         {honda, isuzu}                               {chevrolet, gmc}  0         \n",
       "207                                                                                                                                                                                                                                               {nissan}                                       {nissan}  1         \n",
       "208                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "209                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "210                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "211                                                                                                                                                                                                                                                  {gmc}                                          {gmc}  1         \n",
       "212                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "213                                                                                                                                                                                                                                           {volkswagen}                                   {volkswagen}  1         \n",
       "214                                                                                                                                                                                                                                                 {audi}                                        {mazda}  0         \n",
       "215                                                                                                                                                                                                                                       {sterling truck}                               {sterling truck}  0         \n",
       "216                                                                                                                                                                                                                              {mercedes-benz, chrysler}                                {mercedes-benz}  0         \n",
       "217                                                                                                                                                                                                                                       {chevrolet, gmc}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "218                                                                                                                                                                                                                          {volkswagen, chevrolet, ford}                                         {ford}  1         \n",
       "219                                                                                                                                                                                                                                                 {audi}                                         {audi}  1         \n",
       "220                                                                                                                                                                                                                                                  {gmc}                                          {gmc}  1         \n",
       "221                                                                                                                                                                                                                             {chevrolet, cadillac, gmc}                               {chevrolet, gmc}  0         \n",
       "222                                                                                                                                                                                                                                           {volkswagen}                                   {volkswagen}  0         \n",
       "223                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "224                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "225                                                                                                                                                                                                                                             {infiniti}                                     {infiniti}  1         \n",
       "226                                                                                                                                                                                                                                                {lexus}                                        {lexus}  1         \n",
       "227                                                                                                                                                                                                                                                {scion}                                        {scion}  1         \n",
       "228                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "229                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "230                                                                                                                                                                                                                         {chevrolet, pontiac, cadillac}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "231                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  0         \n",
       "232                                                                                                                                                                                                                                                {dodge}                                        {dodge}  0         \n",
       "233                                                                                                                                                                                                       {chevrolet, buick, saab, isuzu, gmc, oldsmobile}                        {chevrolet, gmc, buick}  1         \n",
       "234                                                                                                                                                                                                                                       {chevrolet, gmc}                               {chevrolet, gmc}  1         \n",
       "235                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "236                                                                                                                                                                                                                                                 {ford}                       {mercury, lincoln, ford}  1         \n",
       "237                                                                                                                                                                                                                                               {nissan}                                       {nissan}  1         \n",
       "238                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  1         \n",
       "239                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "240                                                                                                                                                                                                                                                  {kia}                                          {kia}  1         \n",
       "241                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "242                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "243                                                                                                                                                                                                                                               {nissan}                                       {nissan}  0         \n",
       "244                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "245                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "246                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "247                                                                                                                                                                                                                                                {honda}                                        {honda}  1         \n",
       "248                                                                                                                                                                                                                                                {honda}                                        {honda}  1         \n",
       "249                                                                                                                                                                                                                                                {honda}                                        {honda}  1         \n",
       "250                                                                                                                                                                                                                                               {toyota}                                       {toyota}  0         \n",
       "251                                                                                                                                                                                                                                              {hyundai}                                 {kia, hyundai}  1         \n",
       "252                                                                                                                                                                                                                                         {kia, hyundai}                                 {kia, hyundai}  1         \n",
       "253                                                                                                                                                                                                                                              {hyundai}                                      {hyundai}  1         \n",
       "254                                                                                                                                                                                                                                         {kia, hyundai}                                      {hyundai}  1         \n",
       "255                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  0         \n",
       "256                                                                                                                                                                                                                                               {subaru}                                       {subaru}  1         \n",
       "257                                                                                                                                                                                                                                               {daewoo}                                       {daewoo}  0         \n",
       "258                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  0         \n",
       "259                                                                                                                                                                                                                                                {honda}                                        {honda}  0         \n",
       "260                                                                                                                                                                                                                                                 {jeep}                                         {jeep}  1         \n",
       "261                                                                                                                                                                                                                                          {jeep, dodge}                                         {jeep}  1         \n",
       "262                                                                                                                                                                                                                                                 {jeep}                                         {jeep}  1         \n",
       "263                                                                                                                                                                                                                                                 {jeep}                                         {jeep}  0         \n",
       "264                                                                                                                                                                                                                                {jeep, dodge, chrysler}                                  {jeep, dodge}  1         \n",
       "265                                                                                                                                                                                                                                          {jeep, dodge}                                  {jeep, dodge}  1         \n",
       "266                                                                                                                                                                                               {chevrolet, buick, saab, isuzu, hummer, gmc, oldsmobile}        {chevrolet, buick, saturn, isuzu, pont}  1         \n",
       "267                                                                                                                                                                                                                                                  {kia}                                          {kia}  1         \n",
       "268                                                                                                                                                                                                                                         {kia, hyundai}                                 {kia, hyundai}  1         \n",
       "269                                                                                                                                                                                                                                                  {kia}                                          {kia}  1         \n",
       "270                                                                                                                                                                                                                                                  {kia}                                          {kia}  1         \n",
       "271                                                                                                                                                                                                                                                {honda}                                        {honda}  1         \n",
       "272                                                                                                                                                                                                                                                {lexus}                                        {lexus}  1         \n",
       "273                                                                                                                                                                                                                                                {lexus}                                        {lexus}  1         \n",
       "274                                                                                                                                                                                                                                              {lincoln}                                      {lincoln}  1         \n",
       "275                                                                                                                                                                                                                                              {lincoln}                                      {lincoln}  1         \n",
       "276                                                                                                                                                                                                                                        {lincoln, ford}                                      {lincoln}  1         \n",
       "277                                                                                                                                                                                                                                        {lincoln, ford}                                {lincoln, ford}  1         \n",
       "278                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "279                                                                                                                                                                                                                                               {nissan}                                  {mazda, ford}  0         \n",
       "280                                                                                                                                                                                                                                                {fargo}                                        {fargo}  1         \n",
       "281                                                                                                                                                                                                                                                  {gmc}                                          {gmc}  1         \n",
       "282                                                                                                                                                                                                                                          {mazda, ford}                                  {mazda, ford}  0         \n",
       "283                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "284                                                                                                                                                                                                                                                {mazda}                                        {mazda}  1         \n",
       "285                                                                                                                                                                                                                                                {mazda}                                        {mazda}  1         \n",
       "286                                                                                                                                                                                                                                                {mazda}                                        {mazda}  1         \n",
       "287                                                                                                                                                                                              {chevrolet, buick, ford, mercury, pontiac, cadillac, gmc}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "288                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "289                                                                                                                                                                                                                                              {lincoln}                                      {lincoln}  0         \n",
       "290                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  1         \n",
       "291                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  0         \n",
       "292                                                                                                                                                                                                                                        {mercury, ford}                                {mercury, ford}  1         \n",
       "293                                                                                                                                                                                                                                                {honda}                                        {honda}  1         \n",
       "294                                                                                                                                                                                                                                           {mitsubishi}                                   {mitsubishi}  1         \n",
       "295                                                                                                                                                                                                                                           {mitsubishi}                                   {mitsubishi}  0         \n",
       "296                                                                                                                                                                                                                                           {volkswagen}                                   {volkswagen}  1         \n",
       "297                                                                                                                                                                                                     {chevrolet, buick, pontiac, hummer, cadillac, gmc}                               {chevrolet, gmc}  1         \n",
       "298                                                                                                                                                                                                                                         {honda, acura}                                        {honda}  1         \n",
       "299                                                                                                                                                                                                                                                {buick}                                        {buick}  1         \n",
       "300                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "301                                                                                                                                                                                                                                 {ram, dodge, chrysler}                             {jeep, ram, dodge}  1         \n",
       "302                                                                                                                                                                                                                                      {dodge, plymouth}             {volkswagen, ram, dodge, chrysler}  0         \n",
       "303                                                                                                                                                                                                                                           {alfa romeo}                                   {alfa romeo}  1         \n",
       "304                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "305                                                                                                                                                                                                                      {chevrolet, gmc, cadillac, buick}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "306                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "307                                                                                                                                                                                                                               {mercury, lincoln, ford}                       {mercury, lincoln, ford}  1         \n",
       "308                                                                                                                                                                                                           {chevrolet, buick, pontiac, gmc, oldsmobile}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "309                                                                                                                                                                                                                                       {chevrolet, gmc}     {chevrolet, buick, ford, mercury, lincoln}  0         \n",
       "310                                                                                                                                                                                                                                       {chevrolet, gmc}         {chevrolet, pontiac, cadillac,, buick}  1         \n",
       "311                                                                                                                                                                                                 {chevrolet, buick, pontiac, cadillac, gmc, oldsmobile}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "312                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  0         \n",
       "313                                                                                                                                                                                                                                               {datsun}                                       {datsun}  1         \n",
       "314                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "315                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "316                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "317                                                                                                                                                                                                                                               {suzuki}                                       {suzuki}  1         \n",
       "318                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "319                                                                                                                                                                                                                        {chevrolet, hummer, gmc, isuzu}                {chevrolet, gmc, hummer, buick}  1         \n",
       "320                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  1         \n",
       "321                                                                                                                                                                                                                                              {porsche}                                      {porsche}  1         \n",
       "322                                                                                                                                                                                                                     {chevrolet, checker, gmc, pontiac}                                {mercedes-benz}  0         \n",
       "323                                                                                                                                                                                                                           {jeep, ram, dodge, chrysler}                                 {kia, hyundai}  0         \n",
       "324                                                                                                                                                                                                                                               {nissan}                                       {nissan}  1         \n",
       "325                                                                                                                                                                                                                                               {nissan}                                       {nissan}  1         \n",
       "326                                                                                                                                                                                                                                               {nissan}                                       {nissan}  1         \n",
       "327                                                                                                                                                                                                                                               {nissan}                                       {nissan}  1         \n",
       "328                                                                                                                                                                                                                                               {nissan}                                       {nissan}  1         \n",
       "329                                                                                                                                                                                                                                     {nissan, infiniti}                                       {nissan}  1         \n",
       "330                                                                                                                                                                                                                                     {nissan, infiniti}                                       {nissan}  1         \n",
       "331                                                                                                                                                                                                                                               {nissan}                                       {nissan}  1         \n",
       "332                                                                                                                                                                                                                                               {nissan}                                       {nissan}  0         \n",
       "333                                                                                                                                                                                                                                               {nissan}                                       {nissan}  0         \n",
       "334                                                                                                                                                                                                                                                {mazda}                                        {mazda}  1         \n",
       "335                                                                                                                                                                                                                                              {porsche}                                      {porsche}  1         \n",
       "336                                                                                                                                                                                                                                           {oldsmobile}                                   {oldsmobile}  1         \n",
       "337                                                                                                                                                                                                                                               {suzuki}                                       {suzuki}  1         \n",
       "338                                                                                                                                                                                                                                         {freightliner}                                 {freightliner}  0         \n",
       "339                                                                                                                                                                                                                                                {volvo}                                        {volvo}  0         \n",
       "340                                                                                                                                                                                                                                             {plymouth}                                     {plymouth}  1         \n",
       "341                                                                                                                                                                                                                           {chevrolet, cadillac, buick}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "342                                                                                                                                                                                                                                          {jeep, dodge}                                        {dodge}  1         \n",
       "343                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "344                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "345                                                                                                                                                                                                                                                 {ford}                                         {ford}  0         \n",
       "346                                                                                                                                                                                                                                              {pontiac}                                      {pontiac}  1         \n",
       "347                                                                                                                                                                                                                       {chevrolet, pontiac, oldsmobile}                               {pontiac, buick}  1         \n",
       "348                                                                                                                                                                                                                                              {porsche}                                      {porsche}  1         \n",
       "349                                                                                                                                                                                                            {chevrolet, pontiac, gmc, oldsmobile, jeep}         {chevrolet, pontiac, cadillac, buick,}  0         \n",
       "350                                                                                                                                                                                                                                                  {gmc}                                          {gmc}  1         \n",
       "351                                                                                                                                                                                                                                               {nissan}                                 {kia, hyundai}  0         \n",
       "352                                                                                                                                                                                                                                                  {gmc}                                          {gmc}  1         \n",
       "353                                                                                                                                                                                                                                               {hummer}                                       {hummer}  1         \n",
       "354                                                                                                                                                                                                                                             {chrysler}                              {dodge, chrysler}  1         \n",
       "355                                                                                                                                                                                                                                                 {saab}                                         {saab}  1         \n",
       "356                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "357                                                                                                                                                                                                                                             {infiniti}                                     {infiniti}  1         \n",
       "358                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "359                                                                                                                                                                                                                                                  {gmc}                                          {gmc}  1         \n",
       "360                                                                                                                                                                                                                      {chevrolet, gmc, cadillac, buick}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "361                                                                                                                                                                                                                                                  {ram}                                          {ram}  1         \n",
       "362                                                                                                                                                                                                                                      {dodge, chrysler}                              {dodge, chrysler}  1         \n",
       "363                                                                                                                                                                                        {chevrolet, buick, saab, isuzu, pontiac, hummer, cadillac, gmc}               {chevrolet, isuzu,, saab, buick}  1         \n",
       "364                                                                                                                                                                                                                               {mercury, lincoln, ford}                       {mercury, lincoln, ford}  0         \n",
       "365                                                                                                                                                                                                                                                 {jeep}                                         {jeep}  1         \n",
       "366                                                                                                                                                                                                                                 {mazda, mercury, ford}                                        {honda}  0         \n",
       "367                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "368                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "369                                                                                                                                                                                                                               {geo, suzuki, chevrolet}                       {geo, suzuki, chevrolet}  1         \n",
       "370                                                                                                                                                                                                                                             {infiniti}                                     {infiniti}  1         \n",
       "371                                                                                                                                                                                                                                             {infiniti}                                     {infiniti}  1         \n",
       "372                                                                                                                                                                                                                                              {lincoln}                                      {lincoln}  1         \n",
       "373                                                                                                                                                                                                                               {toyota, scion, pontiac}                        {lexus, pontiac, scion}  1         \n",
       "374                                                                                                                                                                                                                                        {subaru, scion}                                {subaru, scion}  1         \n",
       "375                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "376                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  1         \n",
       "377                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "378                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "379                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "380                                                                                                                                                                                                                                           {oldsmobile}                                   {oldsmobile}  1         \n",
       "381                                                                                                                                                                                                                                              {pontiac}                                      {pontiac}  1         \n",
       "382                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "383                                                                                                                                                                                                                                                {buick}                                        {buick}  1         \n",
       "384                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "385                                                                                                                                                                                                                                             {chrysler}                                     {chrysler}  1         \n",
       "386                                                                                                                                                                                                                                               {jaguar}                                       {jaguar}  1         \n",
       "387                                                                                                                                                                                                                                              {lincoln}                                      {lincoln}  1         \n",
       "388                                                                                                                                                                                                                                         {honda, acura}                                 {kia, hyundai}  0         \n",
       "389                                                                                                                                                                                                                                         {honda, acura}                                        {honda}  1         \n",
       "390                                                                                                                                                                                                                                             {plymouth}                                     {plymouth}  1         \n",
       "391                                                                                                                                                                                                                                         {kia, hyundai}                                 {honda, acura}  0         \n",
       "392                                                                                                                                                                                                                                               {toyota}                                        {honda}  0         \n",
       "393                                                                                                                                                                                                                                                  {kia}                                          {kia}  1         \n",
       "394                                                                                                                                                                                                                                          {mazda, ford}                                         {ford}  0         \n",
       "395                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "396                                                                                                                                                                                              {chevrolet, pontiac, international harvester, studebaker}                                    {chevrolet}  1         \n",
       "397                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "398                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "399                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "400                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "401                                                                                                                                                                                                                               {mercury, lincoln, ford}                                         {ford}  1         \n",
       "402                                                                                                                                                                                                                                                  {gmc}                                          {gmc}  1         \n",
       "403                                                                                                                                                                                                                                              {mercury}                                      {mercury}  1         \n",
       "404                                                                                                                                                                                                                                              {mercury}                                      {mercury}  1         \n",
       "405                                                                                                                                                                                                                                               {nissan}                                       {nissan}  1         \n",
       "406                                                                                                                                                                                                                                           {oldsmobile}                                   {oldsmobile}  1         \n",
       "407                                                                                                                                                                                                                                                {dodge}                                        {mazda}  0         \n",
       "408                                                                                                                                                                                                                           {chevrolet, gmc, oldsmobile}     {chevrolet, dodge, ford, mercury, nissan,}  0         \n",
       "409                                                                                                                                                                                                                                       {chevrolet, gmc}                                    {chevrolet}  1         \n",
       "410                                                                                                                                                                                                                                               {nissan}                                       {nissan}  1         \n",
       "411                                                                                                                                                                                                      {chevrolet, buick, pontiac, cadillac, oldsmobile}                   {pontiac, buick, oldsmobile}  1         \n",
       "412                                                                                                                                                                                                                          {lexus, toyota, honda, acura}                                 {honda, isuzu}  0         \n",
       "413                                                                                                                                                                                                                                           {mitsubishi}                                 {honda, isuzu}  0         \n",
       "414                                                                                                                                                                                                                                {genesis, kia, hyundai}                                 {kia, hyundai}  0         \n",
       "415                                                                                                                                                                                                                    {de tomaso, mercury, lincoln, ford}                       {mercury, lincoln, ford}  0         \n",
       "416                                                                                                                                                                                                                                                 {saab}                                         {saab}  1         \n",
       "417                                                                                                                                                                                                                                               {subaru}                                       {subaru}  1         \n",
       "418                                                                                                                                                                                                                                               {subaru}                                       {subaru}  1         \n",
       "419                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "420                                                                                                                                                                                                                                                {honda}                                {lincoln, ford}  0         \n",
       "421                                                                                                                                                                                                                                        {lincoln, ford}                                {lincoln, ford}  0         \n",
       "422                                                                                                                                                                                                                                                {buick}                                        {buick}  1         \n",
       "423                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "424                                                                                                                                                                                                                                                {tesla}                                        {tesla}  0         \n",
       "425                                                                                                                                                                                                                                                {tesla}                                        {tesla}  0         \n",
       "426                                                                                                                                                                                                                                       {chevrolet, gmc}                               {chevrolet, gmc}  1         \n",
       "427                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "428                                                                                                                                                                                                                                          {dodge, ford}                                         {ford}  1         \n",
       "429                                                                                                                                                                                                                                            {ram, ford}                                         {ford}  1         \n",
       "430                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "431                                                                                                                                                                                                   {chevrolet, dodge, isuzu, pontiac, plymouth, subaru}        {chevrolet, dodge, cad, isuzu, pontiac}  0         \n",
       "432                                                                                                                                                                                                                                     {nissan, infiniti}                                       {nissan}  1         \n",
       "433                                                                                                                                                                                                                                                  {kia}                                          {kia}  0         \n",
       "434                                                                                                                                                                                                                                        {lexus, toyota}                                {lexus, toyota}  1         \n",
       "435                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "436                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "437                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "438                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "439                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "440                                                                                                                                                                                                                {chevrolet, pontiac, buick, oldsmobile}         {chevrolet, pontiac, cadillac,, buick}  1         \n",
       "441                                                                                                                                                                                                                                               {subaru}                                       {subaru}  1         \n",
       "442                                                                                                                                                                                                                                              {hyundai}                                 {kia, hyundai}  1         \n",
       "443                                                                                                                                                                                                                                             {infiniti}                                     {infiniti}  1         \n",
       "444                                                                                                                                                                                                                                           {mitsubishi}                                   {mitsubishi}  1         \n",
       "445                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "446                                                                                                                                                                                                                                           {land rover}                                   {land rover}  1         \n",
       "447                                                                                                                                                                                                                                                {volvo}                                        {volvo}  1         \n",
       "448                                                                                                                                                                                                                              {chevrolet, pontiac, gmc}                                        {honda}  0         \n",
       "449                                                                                                                                                                                                                                     {chevrolet, buick}                             {chevrolet, buick}  1         \n",
       "450                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "451                                                                                                                                                                                                                                               {saturn}                                       {saturn}  1         \n",
       "452                                                                                                                                                                                                                                         {kia, hyundai}         {chevrolet, pontiac, cadillac,, buick}  0         \n",
       "453                                                                                                                                                                                                                                        {lexus, toyota}                                {lexus, toyota}  1         \n",
       "454                                                                                                                                                                                                                                              {porsche}                                      {porsche}  1         \n",
       "455                                                                                                                                                                                                                                                 {audi}                                         {audi}  1         \n",
       "456                                                                                                                                                                                                                                           {volkswagen}                             {volkswagen, audi}  1         \n",
       "457                                                                                                                                                                                                                                     {volkswagen, audi}                             {volkswagen, audi}  1         \n",
       "458                                                                                                                                                                                                                                     {volkswagen, audi}                             {volkswagen, audi}  1         \n",
       "459                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "460                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "461                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "462                                                                                                                                                                                                                                                  {bmw}                                          {bmw}  1         \n",
       "463                                                                                                                                                                                                                           {jeep, ram, dodge, chrysler}                   {jeep, ram, dodge, chrysler}  1         \n",
       "464                                                                                                                                                                                                                                        {mercury, ford}                       {mercury, lincoln, ford}  1         \n",
       "465                                                                                                                                                                                                                                                {honda}                                        {honda}  1         \n",
       "466                                                                                                                                                                                                                                         {honda, acura}                                        {honda}  1         \n",
       "467                                                                                                                                                                                                   {dodge, freightliner, chrysler, jeep, mercedes-benz}                                {mercedes-benz}  1         \n",
       "468                                                                                                                                                                                                                                     {nissan, infiniti}                             {nissan, infiniti}  1         \n",
       "469                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "470                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  0         \n",
       "471                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  0         \n",
       "472                                                                                                                                                                                                                                     {cadillac, saturn}                                     {cadillac}  1         \n",
       "473                                                                                                                                                                                                                                           {volkswagen}                                   {volkswagen}  1         \n",
       "474                                                                                                                                                                                                                          {mercury, vpg, lincoln, ford}                  {mercury, vpg, lincoln, ford}  1         \n",
       "475                                                                                                                                                                                                                                                {volvo}                                        {volvo}  1         \n",
       "476                                                                                                                                                                                                                                               {nissan}                                       {nissan}  0         \n",
       "477                                                                                                                                                                                                                                                {scion}             {chevrolet, pontiac, cadillac, gm}  1         \n",
       "478                                                                                                                                                                                                                                                {volvo}                                        {volvo}  1         \n",
       "479                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "480                                                                                                                                                                                                                                                 {ford}                                         {ford}  1         \n",
       "481                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  0         \n",
       "482                                                                                                                                                                                                                                                  {gmc}                                          {gmc}  1         \n",
       "483                                                                                                                                                                                                                      {geo, pontiac, suzuki, chevrolet}                                    {chevrolet}  0         \n",
       "484                                                                                                                                                                                                                                               {subaru}                                        {honda}  0         \n",
       "485                                                                                                                                                                                                                                               {subaru}                                       {subaru}  1         \n",
       "486                                                                                                                                                                                                                                            {chevrolet}                                    {chevrolet}  1         \n",
       "487                                                                                                                                                                                                                              {international harvester}                      {international harvester}  0         \n",
       "488                                                                                                                                                                                                                                                {dodge}                                        {dodge}  0         \n",
       "489                                                                                                                                                                                                                                                 {jeep}                                         {jeep}  1         \n",
       "490                                                                                                                                                                                                                                             {chrysler}                                       {westar}  0         \n",
       "491                                                                                                                                                                                                                                                {acura}                                        {acura}  1         \n",
       "492                                                                                                                                                                                                                                         {honda, acura}                                 {honda, acura}  1         \n",
       "493                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  0         \n",
       "494                                                                                                                                                                                                                                           {mitsubishi}    {mitsubishi, dodge, je, chrysler, plymouth}  0         \n",
       "495                                                                                                                                                                                                                                               {toyota}                                       {toyota}  1         \n",
       "496                                                                                                                                                                                                                                                {dodge}                                        {dodge}  1         \n",
       "497                                                                                                                                                                                                                                                 {jeep}                                         {jeep}  0         \n",
       "498                                                                                                                                                                                                                                        {mercedes-benz}                                {mercedes-benz}  1         \n",
       "499                                                                                                                                                                                                                                                {volvo}                                        {volvo}  1         "
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions_df.head(500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Overall metrics for has_desc = 1:\n",
      "{'Precision': 0.9414331736482472, 'Recall': 0.810126582278481, 'Accuracy': 0.8206521739130435}\n",
      "\n",
      "Overall metrics for has_desc = 0:\n",
      "{'Precision': 0.5172607619678126, 'Recall': 0.4155405405405405, 'Accuracy': 0.3939393939393939}\n"
     ]
    }
   ],
   "source": [
    "print(\"\\nOverall metrics for has_desc = 1:\")\n",
    "print(overall_metrics_1)\n",
    "\n",
    "\n",
    "print(\"\\nOverall metrics for has_desc = 0:\")\n",
    "print(overall_metrics_0)"
   ]
  }
 ],
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