370 lines
13 KiB
Plaintext
370 lines
13 KiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# загрузим датасет"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>ID</th>\n",
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" <th>Price</th>\n",
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" <th>Levy</th>\n",
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" <th>Manufacturer</th>\n",
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" <th>Model</th>\n",
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" <th>Prod. year</th>\n",
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" <th>Category</th>\n",
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" <th>Leather interior</th>\n",
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" <th>Fuel type</th>\n",
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" <th>Engine volume</th>\n",
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" <th>Mileage</th>\n",
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" <th>Cylinders</th>\n",
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" <th>Gear box type</th>\n",
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" <th>Drive wheels</th>\n",
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" <th>Doors</th>\n",
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" <th>Wheel</th>\n",
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" <th>Color</th>\n",
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" <th>Airbags</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>45654403</td>\n",
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" <td>13328</td>\n",
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" <td>1399</td>\n",
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" <td>LEXUS</td>\n",
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" <td>RX 450</td>\n",
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" <td>2010</td>\n",
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" <td>Jeep</td>\n",
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" <td>Yes</td>\n",
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" <td>Hybrid</td>\n",
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" <td>3.5</td>\n",
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" <td>186005 km</td>\n",
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" <td>6.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>4x4</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Silver</td>\n",
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" <td>12</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>44731507</td>\n",
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" <td>16621</td>\n",
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" <td>1018</td>\n",
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" <td>CHEVROLET</td>\n",
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" <td>Equinox</td>\n",
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" <td>2011</td>\n",
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" <td>Jeep</td>\n",
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" <td>No</td>\n",
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" <td>Petrol</td>\n",
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" <td>3</td>\n",
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" <td>192000 km</td>\n",
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" <td>6.0</td>\n",
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" <td>Tiptronic</td>\n",
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" <td>4x4</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Black</td>\n",
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" <td>8</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>45774419</td>\n",
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" <td>8467</td>\n",
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" <td>-</td>\n",
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" <td>HONDA</td>\n",
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" <td>FIT</td>\n",
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" <td>2006</td>\n",
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" <td>Hatchback</td>\n",
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" <td>No</td>\n",
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" <td>Petrol</td>\n",
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" <td>1.3</td>\n",
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" <td>200000 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Variator</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Right-hand drive</td>\n",
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" <td>Black</td>\n",
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" <td>2</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>45769185</td>\n",
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" <td>3607</td>\n",
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" <td>862</td>\n",
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" <td>FORD</td>\n",
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" <td>Escape</td>\n",
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" <td>2011</td>\n",
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" <td>Jeep</td>\n",
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" <td>Yes</td>\n",
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" <td>Hybrid</td>\n",
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" <td>2.5</td>\n",
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" <td>168966 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>4x4</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>White</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>45809263</td>\n",
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" <td>11726</td>\n",
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" <td>446</td>\n",
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" <td>HONDA</td>\n",
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" <td>FIT</td>\n",
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" <td>2014</td>\n",
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" <td>Hatchback</td>\n",
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" <td>Yes</td>\n",
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" <td>Petrol</td>\n",
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" <td>1.3</td>\n",
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" <td>91901 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Silver</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>...</th>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19232</th>\n",
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" <td>45798355</td>\n",
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" <td>8467</td>\n",
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" <td>-</td>\n",
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" <td>MERCEDES-BENZ</td>\n",
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" <td>CLK 200</td>\n",
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" <td>1999</td>\n",
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" <td>Coupe</td>\n",
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" <td>Yes</td>\n",
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" <td>CNG</td>\n",
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" <td>2.0 Turbo</td>\n",
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" <td>300000 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Manual</td>\n",
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" <td>Rear</td>\n",
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" <td>02-Mar</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Silver</td>\n",
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" <td>5</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19233</th>\n",
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" <td>45778856</td>\n",
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" <td>15681</td>\n",
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" <td>831</td>\n",
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" <td>HYUNDAI</td>\n",
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" <td>Sonata</td>\n",
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" <td>2011</td>\n",
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" <td>Sedan</td>\n",
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" <td>Yes</td>\n",
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" <td>Petrol</td>\n",
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" <td>2.4</td>\n",
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" <td>161600 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Tiptronic</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Red</td>\n",
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" <td>8</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19234</th>\n",
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" <td>45804997</td>\n",
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" <td>26108</td>\n",
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" <td>836</td>\n",
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" <td>HYUNDAI</td>\n",
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" <td>Tucson</td>\n",
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" <td>2010</td>\n",
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" <td>Jeep</td>\n",
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" <td>Yes</td>\n",
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" <td>Diesel</td>\n",
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" <td>2</td>\n",
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" <td>116365 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Grey</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19235</th>\n",
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" <td>45793526</td>\n",
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" <td>5331</td>\n",
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" <td>1288</td>\n",
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" <td>CHEVROLET</td>\n",
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" <td>Captiva</td>\n",
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" <td>2007</td>\n",
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" <td>Jeep</td>\n",
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" <td>Yes</td>\n",
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" <td>Diesel</td>\n",
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" <td>2</td>\n",
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" <td>51258 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Black</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19236</th>\n",
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" <td>45813273</td>\n",
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" <td>470</td>\n",
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" <td>753</td>\n",
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" <td>HYUNDAI</td>\n",
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" <td>Sonata</td>\n",
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" <td>2012</td>\n",
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" <td>Sedan</td>\n",
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" <td>Yes</td>\n",
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" <td>Hybrid</td>\n",
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" <td>2.4</td>\n",
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" <td>186923 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>White</td>\n",
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" <td>12</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>19237 rows × 18 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" ID Price Levy Manufacturer Model Prod. year Category \\\n",
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"0 45654403 13328 1399 LEXUS RX 450 2010 Jeep \n",
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"1 44731507 16621 1018 CHEVROLET Equinox 2011 Jeep \n",
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"2 45774419 8467 - HONDA FIT 2006 Hatchback \n",
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"3 45769185 3607 862 FORD Escape 2011 Jeep \n",
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"4 45809263 11726 446 HONDA FIT 2014 Hatchback \n",
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"... ... ... ... ... ... ... ... \n",
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"19232 45798355 8467 - MERCEDES-BENZ CLK 200 1999 Coupe \n",
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"19233 45778856 15681 831 HYUNDAI Sonata 2011 Sedan \n",
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"19234 45804997 26108 836 HYUNDAI Tucson 2010 Jeep \n",
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"19235 45793526 5331 1288 CHEVROLET Captiva 2007 Jeep \n",
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"19236 45813273 470 753 HYUNDAI Sonata 2012 Sedan \n",
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"\n",
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" Leather interior Fuel type Engine volume Mileage Cylinders \\\n",
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"0 Yes Hybrid 3.5 186005 km 6.0 \n",
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"1 No Petrol 3 192000 km 6.0 \n",
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"2 No Petrol 1.3 200000 km 4.0 \n",
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"3 Yes Hybrid 2.5 168966 km 4.0 \n",
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"4 Yes Petrol 1.3 91901 km 4.0 \n",
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"... ... ... ... ... ... \n",
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"19232 Yes CNG 2.0 Turbo 300000 km 4.0 \n",
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"19233 Yes Petrol 2.4 161600 km 4.0 \n",
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"19234 Yes Diesel 2 116365 km 4.0 \n",
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"19235 Yes Diesel 2 51258 km 4.0 \n",
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"19236 Yes Hybrid 2.4 186923 km 4.0 \n",
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"\n",
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|
|
" Gear box type Drive wheels Doors Wheel Color Airbags \n",
|
|||
|
|
"0 Automatic 4x4 04-May Left wheel Silver 12 \n",
|
|||
|
|
"1 Tiptronic 4x4 04-May Left wheel Black 8 \n",
|
|||
|
|
"2 Variator Front 04-May Right-hand drive Black 2 \n",
|
|||
|
|
"3 Automatic 4x4 04-May Left wheel White 0 \n",
|
|||
|
|
"4 Automatic Front 04-May Left wheel Silver 4 \n",
|
|||
|
|
"... ... ... ... ... ... ... \n",
|
|||
|
|
"19232 Manual Rear 02-Mar Left wheel Silver 5 \n",
|
|||
|
|
"19233 Tiptronic Front 04-May Left wheel Red 8 \n",
|
|||
|
|
"19234 Automatic Front 04-May Left wheel Grey 4 \n",
|
|||
|
|
"19235 Automatic Front 04-May Left wheel Black 4 \n",
|
|||
|
|
"19236 Automatic Front 04-May Left wheel White 12 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[19237 rows x 18 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 3,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"import pandas as pd\n",
|
|||
|
|
"df = pd.read_csv(\"..//static//csv//car_price_prediction.csv\", sep=\",\")\n",
|
|||
|
|
"df\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"kernelspec": {
|
|||
|
|
"display_name": "laba",
|
|||
|
|
"language": "python",
|
|||
|
|
"name": "python3"
|
|||
|
|
},
|
|||
|
|
"language_info": {
|
|||
|
|
"codemirror_mode": {
|
|||
|
|
"name": "ipython",
|
|||
|
|
"version": 3
|
|||
|
|
},
|
|||
|
|
"file_extension": ".py",
|
|||
|
|
"mimetype": "text/x-python",
|
|||
|
|
"name": "python",
|
|||
|
|
"nbconvert_exporter": "python",
|
|||
|
|
"pygments_lexer": "ipython3",
|
|||
|
|
"version": "3.12.6"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"nbformat": 4,
|
|||
|
|
"nbformat_minor": 2
|
|||
|
|
}
|