{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "A6iFUUQLNDlE"
   },
   "source": [
    "<table class=\"m01-notebook-buttons\" align=\"left\">\n",
    "  <td>\n",
    "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/yy/dviz-course/blob/master/docs/m07-1D/lab07.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
    "  </td>\n",
    "  <td>\n",
    "    <a href=\"https://yyahn.com/dviz-course/m07-1D/lab07/\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View on Github</a>\n",
    "  </td>\n",
    "  <td>\n",
    "    <a href=\"https://raw.githubusercontent.com/yy/dviz-course/master/docs/m07-1D/lab07.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View raw on Github</a>\n",
    "  </td>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jBcmxL63L-4J"
   },
   "source": [
    "# Module 7: 1D data\n",
    "\n",
    "Let's first import basic packages and then load a dataset from `vega_datasets` package. If you don't have `vega_datasets` or `altair` installed yet, use `pip` or `conda` to install them. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "executionInfo": {
     "elapsed": 26,
     "status": "ok",
     "timestamp": 1664924274830,
     "user": {
      "displayName": "Vincent Wong",
      "userId": "06927694896148305320"
     },
     "user_tz": 240
    },
    "id": "U0t_SjSDL-4S"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from vega_datasets import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
    },
    "executionInfo": {
     "elapsed": 239,
     "status": "ok",
     "timestamp": 1664924275046,
     "user": {
      "displayName": "Vincent Wong",
      "userId": "06927694896148305320"
     },
     "user_tz": 240
    },
    "id": "TAw9u-tDL-4X",
    "outputId": "44fbf0ce-fede-401c-b3e4-1c5853724536"
   },
   "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: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Miles_per_Gallon</th>\n",
       "      <th>Cylinders</th>\n",
       "      <th>Displacement</th>\n",
       "      <th>Horsepower</th>\n",
       "      <th>Weight_in_lbs</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Year</th>\n",
       "      <th>Origin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>buick skylark 320</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693</td>\n",
       "      <td>11.5</td>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>plymouth satellite</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>amc rebel sst</td>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ford torino</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449</td>\n",
       "      <td>10.5</td>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name  Miles_per_Gallon  Cylinders  Displacement   \n",
       "0  chevrolet chevelle malibu              18.0          8         307.0  \\\n",
       "1          buick skylark 320              15.0          8         350.0   \n",
       "2         plymouth satellite              18.0          8         318.0   \n",
       "3              amc rebel sst              16.0          8         304.0   \n",
       "4                ford torino              17.0          8         302.0   \n",
       "\n",
       "   Horsepower  Weight_in_lbs  Acceleration       Year Origin  \n",
       "0       130.0           3504          12.0 1970-01-01    USA  \n",
       "1       165.0           3693          11.5 1970-01-01    USA  \n",
       "2       150.0           3436          11.0 1970-01-01    USA  \n",
       "3       150.0           3433          12.0 1970-01-01    USA  \n",
       "4       140.0           3449          10.5 1970-01-01    USA  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars = data.cars()\n",
    "cars.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FLuNEZG2L-4Z"
   },
   "source": [
    "## 1D scatter plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "D5jSlFa8L-4a"
   },
   "source": [
    "Let's consider the `Acceleration` column as our 1D data. If we ask pandas to plot this series, it'll produce a line graph where the index becomes the horizontal axis. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "dDEr9LKBL-4c",
    "outputId": "31ed15df-01b8-4a41-968d-24b7ae24afbd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cars.Acceleration.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pu8hiRIXL-4d"
   },
   "source": [
    "Because the index is not really meaningful, drawing line between subsequent values is misleading! This is definitely not the plot we want! \n",
    "\n",
    "It's actually not trivial to use pandas to create an 1-D scatter plot. Instead, we can use `matploblib`'s `scatter` function. We can first create an array with zeros that we can use as the vertical coordinates of the points that we will plot.  `np.zeros_like` returns an array with zeros that matches the shape of the input array. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "LtVSWMRQL-4e",
    "outputId": "6e085ebb-f8a5-4fbb-d440-ae6c96adbd44"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.zeros_like([1,2,3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TQK5Ox8GL-4g"
   },
   "source": [
    "**Q: now can you create an 1D scatter plot wit `matplotlib`'s scatter function?** Make the figure wide (e.g. set `figsize=(10,2)`) and then remove the y tics. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "RTAe1rCZL-4h",
    "outputId": "75162af4-c3db-41f3-899e-eaf9d4fa91bd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x12689e110>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# YOUR SOLUTION HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "XAG9yjjSL-4j"
   },
   "source": [
    "As you can see, there are lots of occlusions. So this plot cannot show the distribution properly and we would like to fix it. How about adding some jitters? You can use `numpy`'s `random.rand()` function to generate random numbers, instead of using an array with zeros. \n",
    "\n",
    "**Q: create a jittered 1D scatter plot.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "qzKs2J7dL-4k",
    "outputId": "68245e86-bcb8-4d2f-947e-10b19166bfd3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# jittered_y = ...\n",
    "\n",
    "# YOUR SOLUTION HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "I30M1oReL-4m"
   },
   "source": [
    "We can further improve this by adding transparency to the symbols. The transparency option for `scatter` function is called `alpha`. Set it to be 0.2.\n",
    "\n",
    "**Q: create a jittered 1D scatter plot with transparency (alpha=0.2)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "97OidszmL-4n",
    "outputId": "fd4f965c-bf95-4535-de83-718ee658ae15"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# YOUR SOLUTION HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Fyc15W1lL-4o"
   },
   "source": [
    "Another strategy is using empty symbols. The option is `facecolors`. You can also change the stroke color (`edgecolors`). \n",
    "\n",
    "**Q: create a jittered 1D scatter plot with empty symbols.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "gzEeZRsBL-4p",
    "outputId": "9af8f759-6517-4e56-b7f3-f542498a20fb"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# YOUR SOLUTION HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "I_Tsr7snL-4q"
   },
   "source": [
    "## What happens if you have lots and lots of points?\n",
    "\n",
    "Whatever strategy that you use, it's almost useless if you have too many data points. Let's play with different number of data points and see how it looks. \n",
    "\n",
    "It not only becomes completely useless, it also take a while to draw the plot itself. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "PC1f8sXCL-4q",
    "outputId": "7cce93ab-2a79-4300-be8e-5ad48babb20a"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TODO: play with N and see what happens. \n",
    "N = 100000\n",
    "x = np.random.rand(N)\n",
    "jittered_y = np.random.rand(N)\n",
    "\n",
    "# YOUR SOLUTION HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TnQjanpUL-4r"
   },
   "source": [
    "## Histogram and boxplot\n",
    "\n",
    "When you have lots of data points, you can't no longer use the scatter plots. Even when you don't have millions of data points, you often want to get a quick summary of the distribution rather than seeing the whole dataset. For 1-D datasets, two major approaches are histogram and boxplot. Histogram is about aggregating and counting the data while boxplot is about summarizing the data. Let's first draw some histograms. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5IDYu2haL-4s"
   },
   "source": [
    "### Histogram\n",
    "\n",
    "It's very easy to draw a histogram with pandas. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "v_ybN2u-L-4t",
    "outputId": "19d0077a-cb23-446b-85e8-dab90044bc34"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cars.Acceleration.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FE0uzD6wL-4u"
   },
   "source": [
    "You can adjust the bin size, which is the main parameter of the histogram. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "82El3ByNL-4v",
    "outputId": "a9db9941-9404-4ecf-f237-8fa28a157794"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cars.Acceleration.hist(bins=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "URmajoCTL-4w"
   },
   "source": [
    "You can even specify the actual bins. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "BrYgoqlSL-4x",
    "outputId": "9c96056d-6c31-43c4-af21-d6ac9fa3a64e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = [7.5, 8.5, 10, 15, 30]\n",
    "cars.Acceleration.hist(bins=bins)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dFT12811L-4x"
   },
   "source": [
    "Do you see anything funky going on with this histogram? What's wrong? Can you fix it? \n",
    "\n",
    "**Q: Explain what's wrong with this histogram and fix it.** \n",
    "\n",
    "(hints: do you remember what we discussed regarding histogram? Also [pandas documentation](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.hist.html) does not show the option that you should use. You should take a look at the `matplotlib`'s documentation.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "I70dRbUlL-4y",
    "outputId": "609d2fc9-28a3-4fdb-ad50-22055c1f7374"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# YOUR SOLUTION HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "B-hqyb4KL-4z"
   },
   "source": [
    "### Boxplot\n",
    "\n",
    "Boxplot can be created with pandas very easily. Check out the `plot` documentation: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.html \n",
    "\n",
    "**Q: create a box plot of `Acceleration`**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "Rec5SXp8L-4z",
    "outputId": "021f26d2-6584-4542-f5a5-de48578642cb"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# YOUR SOLUTION HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1ZrtDTmcL-40"
   },
   "source": [
    "## 1D scatter plot with Seaborn and Altair\n",
    "\n",
    "As you may have noticed, it is not very easy to use `matplotlib`. The organization of plot functions and parameters are not very systematic. Whenever you draw something, you should search how to do it, what are the parameters you can tweak, etc. You need to manually tweak a lot of things when you work with `matplotlib`. \n",
    "\n",
    "There are more systematic approaches towards data visualization, such as the \"[Grammar of Graphics](https://www.amazon.com/Grammar-Graphics-Statistics-Computing/dp/0387245448)\". This idea of *grammar* led to the famous `ggplot2` (http://ggplot2.tidyverse.org) package in R as well as the [Vega & Vega-lite](https://vega.github.io) for the web. The grammar-based approach lets you work with *tidy data* in a natural way, and also lets you approach the data visualization systematically. In other words, they are very cool. 😎\n",
    "\n",
    "I'd like to introduce two nice Python libraries. One is called `seaborn` (https://seaborn.pydata.org), which is focused on creating complex statistical data visualizations, and the other is called `altair` (https://altair-viz.github.io/) and it is a Python library that lets you *define* a visualization and translates it into vega-lite json. \n",
    "\n",
    "Seaborn would be useful when you are doing exploratory data analysis; altair may be useful if you are thinking about creating and putting an interactive visualization on the web. \n",
    "\n",
    "If you don't have them yet, check the [installation page of altair](https://altair-viz.github.io/getting_started/installation.html). In `conda`, \n",
    "\n",
    "    $ conda install -c conda-forge altair vega_datasets jupyterlab \n",
    "\n",
    "Let's play with it. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "executionInfo": {
     "elapsed": 3659,
     "status": "ok",
     "timestamp": 1664924274823,
     "user": {
      "displayName": "Vincent Wong",
      "userId": "06927694896148305320"
     },
     "user_tz": 240
    },
    "id": "5CXJ0sdVL-42"
   },
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import altair as alt\n",
    "\n",
    "# Uncomment the following line if you are using Jupyter notebook\n",
    "# alt.renderers.enable('notebook')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
    },
    "executionInfo": {
     "elapsed": 200,
     "status": "ok",
     "timestamp": 1664924323402,
     "user": {
      "displayName": "Vincent Wong",
      "userId": "06927694896148305320"
     },
     "user_tz": 240
    },
    "id": "SKJbEtT9L-43",
    "outputId": "bac41628-b0c2-4cf4-9a58-80d5e34da5fe"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Miles_per_Gallon</th>\n",
       "      <th>Cylinders</th>\n",
       "      <th>Displacement</th>\n",
       "      <th>Horsepower</th>\n",
       "      <th>Weight_in_lbs</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Year</th>\n",
       "      <th>Origin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>buick skylark 320</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693</td>\n",
       "      <td>11.5</td>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>plymouth satellite</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>amc rebel sst</td>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ford torino</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449</td>\n",
       "      <td>10.5</td>\n",
       "      <td>1970-01-01</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name  Miles_per_Gallon  Cylinders  Displacement   \n",
       "0  chevrolet chevelle malibu              18.0          8         307.0  \\\n",
       "1          buick skylark 320              15.0          8         350.0   \n",
       "2         plymouth satellite              18.0          8         318.0   \n",
       "3              amc rebel sst              16.0          8         304.0   \n",
       "4                ford torino              17.0          8         302.0   \n",
       "\n",
       "   Horsepower  Weight_in_lbs  Acceleration       Year Origin  \n",
       "0       130.0           3504          12.0 1970-01-01    USA  \n",
       "1       165.0           3693          11.5 1970-01-01    USA  \n",
       "2       150.0           3436          11.0 1970-01-01    USA  \n",
       "3       150.0           3433          12.0 1970-01-01    USA  \n",
       "4       140.0           3449          10.5 1970-01-01    USA  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1mcAkxZiL-43"
   },
   "source": [
    "### Beeswarm plots with seaborn \n",
    "\n",
    "Seaborn has a built-in function to create 1D scatter plots with multiple categories. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 296
    },
    "executionInfo": {
     "elapsed": 492,
     "status": "ok",
     "timestamp": 1664924327056,
     "user": {
      "displayName": "Vincent Wong",
      "userId": "06927694896148305320"
     },
     "user_tz": 240
    },
    "id": "Gs3FH1EkL-44",
    "outputId": "cfeba698-0e45-4a1b-d564-a0f511115a13"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Origin', ylabel='Acceleration'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x='Origin', y='Acceleration', data=cars)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "21dYZ80YL-44"
   },
   "source": [
    "And you can easily add jitters or even create a beeswarm plot. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "id": "jERE2xD4L-45",
    "outputId": "77fe0723-b376-401e-b2a7-fbfb0ca18000"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Origin', ylabel='Acceleration'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x='Origin', y='Acceleration', data=cars, jitter=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6yZjfo57L-45"
   },
   "source": [
    "Seems like European cars tend to have good acceleration. 😎 Let's look at the beeswarm plot, which is a pretty nice option for fairly small datasets. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "id": "5UsgwUxCL-46",
    "outputId": "70fdfb73-3b7a-427a-9e45-d19fc821ed8f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Origin', ylabel='Acceleration'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x='Origin', y='Acceleration', data=cars)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "uGtRr9boL-47"
   },
   "source": [
    "Seaborn also allows you to use colors for another categorical variable. The option is `hue`.  \n",
    "\n",
    "**Q: can you create a beeswarm plot where the swarms are grouped by `Cylinders`, y-values are `Acceleration`, and colors represent the `Origin`?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "-lOjrxFPL-47",
    "outputId": "0d7613c9-3524-40ef-c067-f6a8235cc226"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Cylinders', ylabel='Acceleration'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# YOUR SOLUTION HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xxjQ8B5QL-48"
   },
   "source": [
    "And of course you can create box plots too. \n",
    "\n",
    "**Q: Create boxplots to show the relationships between `Cylinders` and `Acceleration`.**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "id": "Fe0_xjYlL-48",
    "outputId": "d91764a9-2714-4cbe-e8f4-071e63e8a9f5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Cylinders', ylabel='Acceleration'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# YOUR SOLUTION HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZRyvuefeL-5D"
   },
   "source": [
    "### Altair basics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yLiPdxImL-5D"
   },
   "source": [
    "With `altair`, you're thinking in terms of a whole dataframe, rather than vectors for x or vectors for y. Passing the dataset to `Chart` creates an empty plot. If you try to run `alt.Chart(cars)`, it will complain. You need to say what's the visual encoding of the data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 485
    },
    "executionInfo": {
     "elapsed": 313,
     "status": "ok",
     "timestamp": 1664924331727,
     "user": {
      "displayName": "Vincent Wong",
      "userId": "06927694896148305320"
     },
     "user_tz": 240
    },
    "id": "eXhzMKi2L-5E",
    "outputId": "2585b927-5052-45dd-b179-94023b806e42"
   },
   "outputs": [
    {
     "ename": "SchemaValidationError",
     "evalue": "'{'data': {'name': 'data-f02450ab61490a1363517a0190416235'}}' is an invalid value.\n\n'mark' is a required property",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mSchemaValidationError\u001b[0m                     Traceback (most recent call last)",
      "File \u001b[0;32m/opt/homebrew/lib/python3.11/site-packages/altair/vegalite/v5/api.py:2520\u001b[0m, in \u001b[0;36mChart.to_dict\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   2518\u001b[0m     copy\u001b[39m.\u001b[39mdata \u001b[39m=\u001b[39m core\u001b[39m.\u001b[39mInlineData(values\u001b[39m=\u001b[39m[{}])\n\u001b[1;32m   2519\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39m(Chart, copy)\u001b[39m.\u001b[39mto_dict(\u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m-> 2520\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49mto_dict(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
      "File \u001b[0;32m/opt/homebrew/lib/python3.11/site-packages/altair/vegalite/v5/api.py:850\u001b[0m, in \u001b[0;36mTopLevelMixin.to_dict\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    845\u001b[0m kwargs[\u001b[39m\"\u001b[39m\u001b[39mcontext\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m context\n\u001b[1;32m    847\u001b[0m \u001b[39m# TopLevelMixin instance does not necessarily have to_dict defined\u001b[39;00m\n\u001b[1;32m    848\u001b[0m \u001b[39m# but due to how Altair is set up this should hold.\u001b[39;00m\n\u001b[1;32m    849\u001b[0m \u001b[39m# Too complex to type hint right now\u001b[39;00m\n\u001b[0;32m--> 850\u001b[0m dct \u001b[39m=\u001b[39m \u001b[39msuper\u001b[39;49m(TopLevelMixin, copy)\u001b[39m.\u001b[39;49mto_dict(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)  \u001b[39m# type: ignore[misc]\u001b[39;00m\n\u001b[1;32m    852\u001b[0m \u001b[39m# TODO: following entries are added after validation. Should they be validated?\u001b[39;00m\n\u001b[1;32m    853\u001b[0m \u001b[39mif\u001b[39;00m is_top_level:\n\u001b[1;32m    854\u001b[0m     \u001b[39m# since this is top-level we add $schema if it's missing\u001b[39;00m\n",
      "File \u001b[0;32m/opt/homebrew/lib/python3.11/site-packages/altair/utils/schemapi.py:814\u001b[0m, in \u001b[0;36mSchemaBase.to_dict\u001b[0;34m(self, validate, ignore, context)\u001b[0m\n\u001b[1;32m    807\u001b[0m         \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mvalidate(result)\n\u001b[1;32m    808\u001b[0m     \u001b[39mexcept\u001b[39;00m jsonschema\u001b[39m.\u001b[39mValidationError \u001b[39mas\u001b[39;00m err:\n\u001b[1;32m    809\u001b[0m         \u001b[39m# We do not raise `from err` as else the resulting\u001b[39;00m\n\u001b[1;32m    810\u001b[0m         \u001b[39m# traceback is very long as it contains part\u001b[39;00m\n\u001b[1;32m    811\u001b[0m         \u001b[39m# of the Vega-Lite schema. It would also first\u001b[39;00m\n\u001b[1;32m    812\u001b[0m         \u001b[39m# show the less helpful ValidationError instead of\u001b[39;00m\n\u001b[1;32m    813\u001b[0m         \u001b[39m# the more user friendly SchemaValidationError\u001b[39;00m\n\u001b[0;32m--> 814\u001b[0m         \u001b[39mraise\u001b[39;00m SchemaValidationError(\u001b[39mself\u001b[39m, err) \u001b[39mfrom\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m    815\u001b[0m \u001b[39mreturn\u001b[39;00m result\n",
      "\u001b[0;31mSchemaValidationError\u001b[0m: '{'data': {'name': 'data-f02450ab61490a1363517a0190416235'}}' is an invalid value.\n\n'mark' is a required property"
     ]
    },
    {
     "data": {
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(cars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "executionInfo": {
     "elapsed": 172,
     "status": "ok",
     "timestamp": 1664924338907,
     "user": {
      "displayName": "Vincent Wong",
      "userId": "06927694896148305320"
     },
     "user_tz": 240
    },
    "id": "-OAXqT-CL-5E",
    "outputId": "15f0797a-d02a-4220-df0a-5db6fc7d81aa"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "  #altair-viz-e775b3ad648b47d3a03dc211f6b91600.vega-embed {\n",
       "    width: 100%;\n",
       "    display: flex;\n",
       "  }\n",
       "\n",
       "  #altair-viz-e775b3ad648b47d3a03dc211f6b91600.vega-embed details,\n",
       "  #altair-viz-e775b3ad648b47d3a03dc211f6b91600.vega-embed details summary {\n",
       "    position: relative;\n",
       "  }\n",
       "</style>\n",
       "<div id=\"altair-viz-e775b3ad648b47d3a03dc211f6b91600\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-e775b3ad648b47d3a03dc211f6b91600\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-e775b3ad648b47d3a03dc211f6b91600\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.8.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.8.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-f02450ab61490a1363517a0190416235\"}, \"mark\": {\"type\": \"point\"}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.8.0.json\", \"datasets\": {\"data-f02450ab61490a1363517a0190416235\": [{\"Name\": \"chevrolet chevelle malibu\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3504, \"Acceleration\": 12.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark 320\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 3693, \"Acceleration\": 11.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3436, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc rebel sst\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3433, \"Acceleration\": 12.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3449, \"Acceleration\": 10.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 198.0, \"Weight_in_lbs\": 4341, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 454.0, \"Horsepower\": 220.0, \"Weight_in_lbs\": 4354, \"Acceleration\": 9.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4312, \"Acceleration\": 8.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 4425, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador dpl\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 390.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 3850, \"Acceleration\": 8.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"citroen ds-21 pallas\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 133.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 3090, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet chevelle concours (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4142, \"Acceleration\": 11.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4034, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4166, \"Acceleration\": 10.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc rebel sst (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 3850, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge challenger se\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 3563, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth 'cuda 340\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 340.0, \"Horsepower\": 160.0, \"Weight_in_lbs\": 3609, \"Acceleration\": 8.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang boss 302\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3353, \"Acceleration\": 8.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3761, \"Acceleration\": 9.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick estate wagon (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 3086, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona mark ii\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2372, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2833, \"Acceleration\": 15.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2774, \"Acceleration\": 15.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2587, \"Acceleration\": 16.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun pl510\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen 1131 deluxe sedan\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Weight_in_lbs\": 1835, \"Acceleration\": 20.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 110.0, \"Horsepower\": 87.0, \"Weight_in_lbs\": 2672, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 100 ls\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2430, \"Acceleration\": 14.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99e\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 104.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2375, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"bmw 2002\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 113.0, \"Weight_in_lbs\": 2234, \"Acceleration\": 12.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2648, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford f250\", \"Miles_per_Gallon\": 10.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4615, \"Acceleration\": 14.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy c20\", \"Miles_per_Gallon\": 10.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 200.0, \"Weight_in_lbs\": 4376, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge d200\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 210.0, \"Weight_in_lbs\": 4382, \"Acceleration\": 13.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"hi 1200d\", \"Miles_per_Gallon\": 9.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 193.0, \"Weight_in_lbs\": 4732, \"Acceleration\": 18.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun pl510\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet vega 2300\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2264, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2228, \"Acceleration\": 14.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": null, \"Weight_in_lbs\": 2046, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen super beetle 117\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 1978, \"Acceleration\": 20.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2634, \"Acceleration\": 13.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite custom\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3439, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevelle malibu\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3329, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino 500\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3302, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3288, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4209, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina brougham\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4464, \"Acceleration\": 11.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4154, \"Acceleration\": 13.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4096, \"Acceleration\": 13.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge monaco (sw)\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4955, \"Acceleration\": 11.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country squire (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4746, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac safari (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 5140, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet sportabout (sw)\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2962, \"Acceleration\": 13.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet vega (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2408, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", 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\"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2074, \"Acceleration\": 19.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"fiat 124b\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 88.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2065, \"Acceleration\": 14.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corolla 1200\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1773, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 1200\", \"Miles_per_Gallon\": 35.0, \"Cylinders\": 4, \"Displacement\": 72.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 1613, \"Acceleration\": 18.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen model 111\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1834, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth cricket\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1955, \"Acceleration\": 20.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona hardtop\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2278, \"Acceleration\": 15.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt hardtop\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 97.5, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2126, \"Acceleration\": 17.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen type 3\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 54.0, \"Weight_in_lbs\": 2254, \"Acceleration\": 23.5, \"Year\": 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\"plymouth fury iii\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4135, \"Acceleration\": 13.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4129, \"Acceleration\": 13.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador sst\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3672, \"Acceleration\": 11.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury marquis\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 208.0, \"Weight_in_lbs\": 4633, \"Acceleration\": 11.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick lesabre custom\", \"Miles_per_Gallon\": 13.0, 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\"Weight_in_lbs\": 2933, \"Acceleration\": 14.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen 411 (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2511, \"Acceleration\": 18.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 504 (sw)\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 87.0, \"Weight_in_lbs\": 2979, \"Acceleration\": 19.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"renault 12 (sw)\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 96.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 2189, \"Acceleration\": 18.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford pinto (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2395, \"Acceleration\": 16.0, \"Year\": 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{\"Name\": \"buick century 350\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4100, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3672, \"Acceleration\": 11.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3988, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 137.0, \"Weight_in_lbs\": 4042, \"Acceleration\": 14.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge coronet custom\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3777, \"Acceleration\": 12.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury marquis brougham\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 198.0, \"Weight_in_lbs\": 4952, \"Acceleration\": 11.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4464, \"Acceleration\": 12.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ltd\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 158.0, \"Weight_in_lbs\": 4363, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury gran sedan\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4237, \"Acceleration\": 14.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler new yorker brougham\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4735, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick electra 225 custom\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 4951, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador brougham\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 3821, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth valiant\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3121, \"Acceleration\": 16.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova custom\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3278, \"Acceleration\": 18.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 16.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3021, \"Acceleration\": 16.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2904, \"Acceleration\": 16.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen super beetle\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Weight_in_lbs\": 1950, \"Acceleration\": 21.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4997, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 167.0, \"Weight_in_lbs\": 4906, \"Acceleration\": 12.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth custom suburb\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4654, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile vista 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\"Horsepower\": 94.0, \"Weight_in_lbs\": 2379, \"Acceleration\": 16.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"maxda rx3\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2124, \"Acceleration\": 13.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2310, \"Acceleration\": 18.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury capri v6\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 155.0, \"Horsepower\": 107.0, \"Weight_in_lbs\": 2472, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"fiat 124 sport coupe\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 15.5, 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\"Displacement\": 156.0, \"Horsepower\": 122.0, \"Weight_in_lbs\": 2807, \"Acceleration\": 13.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"oldsmobile omega\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 3664, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3102, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": null, \"Weight_in_lbs\": 2875, \"Acceleration\": 17.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2901, 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{\"Name\": \"honda civic\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2489, \"Acceleration\": 15.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"subaru\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 93.0, \"Weight_in_lbs\": 2391, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat x1.9\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2000, \"Acceleration\": 16.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth valiant custom\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3264, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3459, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury monarch\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 3432, \"Acceleration\": 21.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 3158, \"Acceleration\": 19.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4668, \"Acceleration\": 11.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet bel air\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4440, 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\"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3730, \"Acceleration\": 19.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3785, \"Acceleration\": 19.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skyhawk\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3039, \"Acceleration\": 15.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monza 2+2\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 8, \"Displacement\": 262.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3221, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang ii\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Weight_in_lbs\": 3169, \"Acceleration\": 12.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2171, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2639, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2914, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac astro\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2592, \"Acceleration\": 18.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2702, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 2223, \"Acceleration\": 16.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 710\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2545, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 171.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2984, \"Acceleration\": 14.5, \"Year\": 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\"Horsepower\": 81.0, \"Weight_in_lbs\": 2220, \"Acceleration\": 16.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"capri ii\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2572, \"Acceleration\": 14.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 79.0, \"Weight_in_lbs\": 2255, \"Acceleration\": 17.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"renault 12tl\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 101.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2202, \"Acceleration\": 15.3, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet chevelle malibu classic\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4215, \"Acceleration\": 13.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge coronet brougham\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4190, \"Acceleration\": 13.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3962, \"Acceleration\": 13.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 14.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 152.0, \"Weight_in_lbs\": 4215, \"Acceleration\": 12.8, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth valiant\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3233, \"Acceleration\": 15.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3353, \"Acceleration\": 14.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 81.0, \"Weight_in_lbs\": 3012, \"Acceleration\": 17.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 22.5, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3085, \"Acceleration\": 17.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 2035, \"Acceleration\": 22.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet woody\", \"Miles_per_Gallon\": 24.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 2164, \"Acceleration\": 22.1, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1937, \"Acceleration\": 14.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Weight_in_lbs\": 1795, \"Acceleration\": 17.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge aspen se\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3651, \"Acceleration\": 17.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada ghia\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 3574, \"Acceleration\": 21.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac ventura sj\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3645, \"Acceleration\": 16.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc pacer d/l\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3193, \"Acceleration\": 17.8, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit\", \"Miles_per_Gallon\": 29.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1825, \"Acceleration\": 12.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun b-210\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1990, \"Acceleration\": 17.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 16.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 26.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2565, \"Acceleration\": 13.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volvo 245\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 130.0, \"Horsepower\": 102.0, \"Weight_in_lbs\": 3150, \"Acceleration\": 15.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth volare premier v8\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3940, \"Acceleration\": 13.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3270, \"Acceleration\": 21.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota mark ii\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 108.0, \"Weight_in_lbs\": 2930, \"Acceleration\": 15.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mercedes-benz 280s\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3820, \"Acceleration\": 16.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"cadillac seville\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4380, \"Acceleration\": 12.1, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy c10\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4055, \"Acceleration\": 12.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford f108\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3870, \"Acceleration\": 15.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge d100\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3755, \"Acceleration\": 14.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda Accelerationord cvcc\", \"Miles_per_Gallon\": 31.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2045, \"Acceleration\": 18.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick opel isuzu deluxe\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 111.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 14.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"renault 5 gtl\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Weight_in_lbs\": 1825, \"Acceleration\": 18.6, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth arrow gs\", \"Miles_per_Gallon\": 25.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 15.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun f-10 hatchback\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1945, \"Acceleration\": 16.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3880, \"Acceleration\": 12.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass supreme\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 4060, \"Acceleration\": 19.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge monaco brougham\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4140, \"Acceleration\": 13.7, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury cougar brougham\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 4295, \"Acceleration\": 14.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet concours\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3520, \"Acceleration\": 16.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3425, \"Acceleration\": 16.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth volare custom\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3630, \"Acceleration\": 17.7, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 98.0, \"Weight_in_lbs\": 3525, \"Acceleration\": 19.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac grand prix lj\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4220, \"Acceleration\": 11.1, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo landau\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4165, \"Acceleration\": 11.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler cordoba\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 4325, \"Acceleration\": 12.2, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford thunderbird\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 149.0, \"Weight_in_lbs\": 4335, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit custom\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 1940, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"pontiac sunbird coupe\", \"Miles_per_Gallon\": 24.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2740, \"Acceleration\": 16.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla liftback\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 18.2, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford mustang ii 2+2\", \"Miles_per_Gallon\": 25.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 89.0, \"Weight_in_lbs\": 2755, \"Acceleration\": 15.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 30.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2051, \"Acceleration\": 17.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge colt m/m\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2075, \"Acceleration\": 15.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"subaru dl\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 16.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 30.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2190, \"Acceleration\": 14.1, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 810\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2815, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"bmw 320i\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2600, \"Acceleration\": 12.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mazda rx-4\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 3, \"Displacement\": 80.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 13.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen rabbit custom diesel\", \"Miles_per_Gallon\": 43.1, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 21.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford fiesta\", \"Miles_per_Gallon\": 36.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 66.0, \"Weight_in_lbs\": 1800, \"Acceleration\": 14.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mazda glc deluxe\", \"Miles_per_Gallon\": 32.8, \"Cylinders\": 4, \"Displacement\": 78.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 19.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun b210 gx\", \"Miles_per_Gallon\": 39.4, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2070, \"Acceleration\": 18.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic cvcc\", \"Miles_per_Gallon\": 36.1, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1800, \"Acceleration\": 16.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"oldsmobile cutlass salon brougham\", \"Miles_per_Gallon\": 19.9, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3365, \"Acceleration\": 15.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge diplomat\", \"Miles_per_Gallon\": 19.4, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3735, \"Acceleration\": 13.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury monarch ghia\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Weight_in_lbs\": 3570, \"Acceleration\": 12.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix lj\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3535, \"Acceleration\": 19.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3155, \"Acceleration\": 18.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont (auto)\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2965, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont (man)\", \"Miles_per_Gallon\": 25.1, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 15.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth volare\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3430, \"Acceleration\": 17.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord\", \"Miles_per_Gallon\": 19.4, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3210, \"Acceleration\": 17.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century special\", \"Miles_per_Gallon\": 20.6, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3380, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury zephyr\", \"Miles_per_Gallon\": 20.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3070, \"Acceleration\": 16.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen\", \"Miles_per_Gallon\": 18.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3620, \"Acceleration\": 18.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord d/l\", \"Miles_per_Gallon\": 18.1, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3410, \"Acceleration\": 15.1, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo landau\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3425, \"Acceleration\": 13.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick regal sport coupe (turbo)\", \"Miles_per_Gallon\": 17.7, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 3445, \"Acceleration\": 13.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford futura\", \"Miles_per_Gallon\": 18.1, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Weight_in_lbs\": 3205, \"Acceleration\": 11.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge magnum xe\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4080, \"Acceleration\": 13.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 16.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 27.5, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2560, \"Acceleration\": 14.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 510\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 14.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge omni\", \"Miles_per_Gallon\": 30.9, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2230, \"Acceleration\": 14.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota celica gt liftback\", \"Miles_per_Gallon\": 21.1, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2515, \"Acceleration\": 14.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth sapporo\", \"Miles_per_Gallon\": 23.2, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 2745, \"Acceleration\": 16.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile starfire sx\", \"Miles_per_Gallon\": 23.8, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2855, \"Acceleration\": 17.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 200-sx\", \"Miles_per_Gallon\": 23.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2405, \"Acceleration\": 14.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"audi 5000\", \"Miles_per_Gallon\": 20.3, \"Cylinders\": 5, \"Displacement\": 131.0, \"Horsepower\": 103.0, \"Weight_in_lbs\": 2830, \"Acceleration\": 15.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 264gl\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3140, \"Acceleration\": 13.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99gle\", \"Miles_per_Gallon\": 21.6, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2795, \"Acceleration\": 15.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 604sl\", \"Miles_per_Gallon\": 16.2, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 133.0, \"Weight_in_lbs\": 3410, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen scirocco\", \"Miles_per_Gallon\": 31.5, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1990, \"Acceleration\": 14.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda Accelerationord lx\", \"Miles_per_Gallon\": 29.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2135, \"Acceleration\": 16.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"pontiac lemans v6\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 3245, \"Acceleration\": 15.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury zephyr 6\", \"Miles_per_Gallon\": 19.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2990, \"Acceleration\": 18.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont 4\", \"Miles_per_Gallon\": 22.3, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2890, \"Acceleration\": 17.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord dl 6\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3265, \"Acceleration\": 18.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen 6\", \"Miles_per_Gallon\": 20.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3360, \"Acceleration\": 16.6, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3840, \"Acceleration\": 15.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ltd landau\", \"Miles_per_Gallon\": 17.6, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Weight_in_lbs\": 3725, \"Acceleration\": 13.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury grand marquis\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 138.0, \"Weight_in_lbs\": 3955, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge st. regis\", \"Miles_per_Gallon\": 18.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 135.0, \"Weight_in_lbs\": 3830, \"Acceleration\": 15.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick estate wagon (sw)\", \"Miles_per_Gallon\": 16.9, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Weight_in_lbs\": 4360, \"Acceleration\": 14.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country squire (sw)\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 142.0, \"Weight_in_lbs\": 4054, \"Acceleration\": 14.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu classic (sw)\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 8, \"Displacement\": 267.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3605, \"Acceleration\": 15.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron town @ country (sw)\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3940, \"Acceleration\": 13.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit custom\", \"Miles_per_Gallon\": 31.9, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1925, \"Acceleration\": 14.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"maxda glc deluxe\", \"Miles_per_Gallon\": 34.1, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1975, \"Acceleration\": 15.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt hatchback custom\", \"Miles_per_Gallon\": 35.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 1915, \"Acceleration\": 14.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc spirit dl\", \"Miles_per_Gallon\": 27.4, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2670, \"Acceleration\": 15.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercedes benz 300d\", \"Miles_per_Gallon\": 25.4, \"Cylinders\": 5, \"Displacement\": 183.0, \"Horsepower\": 77.0, \"Weight_in_lbs\": 3530, \"Acceleration\": 20.1, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"cadillac eldorado\", 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\"Displacement\": 105.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2150, \"Acceleration\": 14.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 31.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2020, \"Acceleration\": 19.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat strada custom\", \"Miles_per_Gallon\": 37.3, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.7, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"buick skylark limited\", \"Miles_per_Gallon\": 28.4, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2670, \"Acceleration\": 16.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 28.8, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2595, \"Acceleration\": 11.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile omega brougham\", \"Miles_per_Gallon\": 26.8, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2700, \"Acceleration\": 12.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2556, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit\", \"Miles_per_Gallon\": 41.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2144, \"Acceleration\": 14.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corolla tercel\", \"Miles_per_Gallon\": 38.1, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1968, \"Acceleration\": 18.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 32.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2120, \"Acceleration\": 15.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 310\", \"Miles_per_Gallon\": 37.2, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2019, \"Acceleration\": 16.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2678, \"Acceleration\": 16.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont\", \"Miles_per_Gallon\": 26.4, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2870, \"Acceleration\": 18.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord\", \"Miles_per_Gallon\": 24.3, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3003, \"Acceleration\": 20.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen\", \"Miles_per_Gallon\": 19.1, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3381, \"Acceleration\": 18.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi 4000\", \"Miles_per_Gallon\": 34.3, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2188, \"Acceleration\": 15.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corona liftback\", \"Miles_per_Gallon\": 29.8, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2711, \"Acceleration\": 15.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda 626\", \"Miles_per_Gallon\": 31.3, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2542, \"Acceleration\": 17.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 510 hatchback\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2434, \"Acceleration\": 15.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 32.2, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 15.2, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc\", \"Miles_per_Gallon\": 46.6, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2110, \"Acceleration\": 17.9, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 27.9, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 2800, \"Acceleration\": 14.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 40.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2110, \"Acceleration\": 19.2, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"vw rabbit c (diesel)\", \"Miles_per_Gallon\": 44.3, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 2085, \"Acceleration\": 21.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"vw dasher (diesel)\", \"Miles_per_Gallon\": 43.4, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 2335, \"Acceleration\": 23.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 5000s (diesel)\", \"Miles_per_Gallon\": 36.4, \"Cylinders\": 5, \"Displacement\": 121.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2950, \"Acceleration\": 19.9, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mercedes-benz 240d\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 146.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 3250, \"Acceleration\": 21.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic 1500 gl\", \"Miles_per_Gallon\": 44.6, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1850, \"Acceleration\": 13.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"renault lecar deluxe\", \"Miles_per_Gallon\": 40.9, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": null, \"Weight_in_lbs\": 1835, \"Acceleration\": 17.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"subaru dl\", \"Miles_per_Gallon\": 33.8, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2145, \"Acceleration\": 18.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"vokswagen rabbit\", \"Miles_per_Gallon\": 29.8, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Weight_in_lbs\": 1845, \"Acceleration\": 15.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 280-zx\", \"Miles_per_Gallon\": 32.7, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 132.0, \"Weight_in_lbs\": 2910, \"Acceleration\": 11.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda rx-7 gs\", \"Miles_per_Gallon\": 23.7, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2420, \"Acceleration\": 12.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"triumph tr7 coupe\", \"Miles_per_Gallon\": 35.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2500, \"Acceleration\": 15.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford mustang cobra\", \"Miles_per_Gallon\": 23.6, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": null, \"Weight_in_lbs\": 2905, \"Acceleration\": 14.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda Accelerationord\", \"Miles_per_Gallon\": 32.4, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2290, \"Acceleration\": 17.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth reliant\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2490, \"Acceleration\": 15.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark\", \"Miles_per_Gallon\": 26.6, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2635, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aries wagon (sw)\", \"Miles_per_Gallon\": 25.8, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2620, \"Acceleration\": 14.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 23.5, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2725, \"Acceleration\": 12.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth reliant\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2385, \"Acceleration\": 12.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota starlet\", \"Miles_per_Gallon\": 39.1, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Weight_in_lbs\": 1755, \"Acceleration\": 16.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth champ\", \"Miles_per_Gallon\": 39.0, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 64.0, \"Weight_in_lbs\": 1875, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda civic 1300\", \"Miles_per_Gallon\": 35.1, \"Cylinders\": 4, \"Displacement\": 81.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1760, \"Acceleration\": 16.1, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"subaru\", \"Miles_per_Gallon\": 32.3, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2065, \"Acceleration\": 17.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1975, \"Acceleration\": 19.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota tercel\", \"Miles_per_Gallon\": 37.7, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Weight_in_lbs\": 2050, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc 4\", \"Miles_per_Gallon\": 34.1, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 16.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth horizon 4\", \"Miles_per_Gallon\": 34.7, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2215, \"Acceleration\": 14.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford escort 4w\", \"Miles_per_Gallon\": 34.4, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2045, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford escort 2h\", \"Miles_per_Gallon\": 29.9, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2380, \"Acceleration\": 20.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen jetta\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 2190, \"Acceleration\": 14.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"renault 18i\", \"Miles_per_Gallon\": 34.5, \"Cylinders\": 4, \"Displacement\": 100.0, \"Horsepower\": null, \"Weight_in_lbs\": 2320, \"Acceleration\": 15.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda prelude\", \"Miles_per_Gallon\": 33.7, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2210, \"Acceleration\": 14.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 32.4, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2350, \"Acceleration\": 16.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 200sx\", \"Miles_per_Gallon\": 32.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2615, \"Acceleration\": 14.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda 626\", \"Miles_per_Gallon\": 31.6, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 2635, \"Acceleration\": 18.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"peugeot 505s turbo diesel\", \"Miles_per_Gallon\": 28.1, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 3230, \"Acceleration\": 20.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 900s\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2800, \"Acceleration\": 15.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo diesel\", \"Miles_per_Gallon\": 30.7, \"Cylinders\": 6, \"Displacement\": 145.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 3160, \"Acceleration\": 19.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota cressida\", \"Miles_per_Gallon\": 25.4, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 116.0, \"Weight_in_lbs\": 2900, \"Acceleration\": 12.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 810 maxima\", \"Miles_per_Gallon\": 24.2, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 2930, \"Acceleration\": 13.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century\", \"Miles_per_Gallon\": 22.4, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3415, \"Acceleration\": 15.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass ls\", \"Miles_per_Gallon\": 26.6, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3725, \"Acceleration\": 19.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada gl\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3060, \"Acceleration\": 17.1, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron salon\", \"Miles_per_Gallon\": 17.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3465, \"Acceleration\": 16.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2605, \"Acceleration\": 19.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier wagon\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2640, \"Acceleration\": 18.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier 2-door\", \"Miles_per_Gallon\": 34.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2395, \"Acceleration\": 18.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac j2000 se hatchback\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2575, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aries se\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2525, \"Acceleration\": 16.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2735, \"Acceleration\": 18.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont futura\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2865, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord dl\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": null, \"Weight_in_lbs\": 3035, \"Acceleration\": 20.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit l\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 1980, \"Acceleration\": 15.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mazda glc custom l\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2025, \"Acceleration\": 18.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc custom\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 1970, \"Acceleration\": 17.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth horizon miser\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 14.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury lynx l\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"nissan stanza xe\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2160, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda Accelerationord\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2205, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 34.0, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2245, \"Acceleration\": 16.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1965, \"Acceleration\": 15.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic (auto)\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1965, \"Acceleration\": 15.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 310 gx\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1995, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century limited\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 6, \"Displacement\": 181.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass ciera (diesel)\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 6, \"Displacement\": 262.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3015, \"Acceleration\": 17.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron medallion\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2585, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada l\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2835, \"Acceleration\": 14.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota celica gt\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 144.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2665, \"Acceleration\": 13.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge charger 2.2\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2370, \"Acceleration\": 13.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet camaro\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2950, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang gl\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2790, \"Acceleration\": 15.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw pickup\", \"Miles_per_Gallon\": 44.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 24.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"dodge rampage\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2295, \"Acceleration\": 11.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ranger\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 79.0, \"Weight_in_lbs\": 2625, \"Acceleration\": 18.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy s-10\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 82.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 19.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "alt.Chart(cars).mark_point()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_yG9M57kL-5F"
   },
   "source": [
    "So you just see one *point*. But actually this is not a single point. This is every row of the dataset represented as a point at the same location. Because there is no specification about where to put the points, it simply draws everything on top of each other. Let's specify how to spread them across the horizontal axis. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "id": "67Zoa2aCL-5F",
    "outputId": "6115d701-15f8-4cd3-b839-a519bdbae281"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "  #altair-viz-9956fcadfac2494b914fe1dd50cf5f68.vega-embed {\n",
       "    width: 100%;\n",
       "    display: flex;\n",
       "  }\n",
       "\n",
       "  #altair-viz-9956fcadfac2494b914fe1dd50cf5f68.vega-embed details,\n",
       "  #altair-viz-9956fcadfac2494b914fe1dd50cf5f68.vega-embed details summary {\n",
       "    position: relative;\n",
       "  }\n",
       "</style>\n",
       "<div id=\"altair-viz-9956fcadfac2494b914fe1dd50cf5f68\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-9956fcadfac2494b914fe1dd50cf5f68\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-9956fcadfac2494b914fe1dd50cf5f68\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.8.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.8.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-f02450ab61490a1363517a0190416235\"}, \"mark\": {\"type\": \"point\"}, \"encoding\": {\"x\": {\"field\": \"Acceleration\", \"type\": \"quantitative\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.8.0.json\", \"datasets\": {\"data-f02450ab61490a1363517a0190416235\": [{\"Name\": \"chevrolet chevelle malibu\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3504, \"Acceleration\": 12.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark 320\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 3693, \"Acceleration\": 11.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3436, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc rebel sst\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3433, \"Acceleration\": 12.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3449, \"Acceleration\": 10.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 198.0, \"Weight_in_lbs\": 4341, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 454.0, \"Horsepower\": 220.0, \"Weight_in_lbs\": 4354, \"Acceleration\": 9.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4312, \"Acceleration\": 8.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 4425, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador dpl\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 390.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 3850, \"Acceleration\": 8.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"citroen ds-21 pallas\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 133.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 3090, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet chevelle concours (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4142, \"Acceleration\": 11.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4034, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4166, \"Acceleration\": 10.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc rebel sst (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 3850, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge challenger se\", 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\"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 3086, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona mark ii\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2372, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2833, \"Acceleration\": 15.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2774, \"Acceleration\": 15.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2587, 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2264, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2228, \"Acceleration\": 14.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": null, \"Weight_in_lbs\": 2046, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen super beetle 117\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 1978, \"Acceleration\": 20.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2634, \"Acceleration\": 13.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite custom\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3439, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevelle malibu\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3329, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino 500\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3302, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3288, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", 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\"Displacement\": 383.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4955, \"Acceleration\": 11.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country squire (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4746, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac safari (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 5140, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet sportabout (sw)\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2962, \"Acceleration\": 13.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet vega (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2408, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac firebird\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3282, \"Acceleration\": 15.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3139, \"Acceleration\": 14.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury capri 2000\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2220, \"Acceleration\": 14.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"opel 1900\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2123, \"Acceleration\": 14.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 304\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2074, \"Acceleration\": 19.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"fiat 124b\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 88.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2065, \"Acceleration\": 14.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corolla 1200\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1773, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 1200\", \"Miles_per_Gallon\": 35.0, \"Cylinders\": 4, \"Displacement\": 72.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 1613, \"Acceleration\": 18.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen model 111\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1834, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth cricket\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1955, \"Acceleration\": 20.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona hardtop\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2278, \"Acceleration\": 15.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt hardtop\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 97.5, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2126, \"Acceleration\": 17.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen type 3\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 54.0, \"Weight_in_lbs\": 2254, \"Acceleration\": 23.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet vega\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2408, \"Acceleration\": 19.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford pinto runabout\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2226, \"Acceleration\": 16.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4274, \"Acceleration\": 12.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4385, \"Acceleration\": 12.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4135, \"Acceleration\": 13.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4129, \"Acceleration\": 13.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador sst\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3672, \"Acceleration\": 11.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury marquis\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 208.0, \"Weight_in_lbs\": 4633, \"Acceleration\": 11.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick lesabre custom\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Weight_in_lbs\": 4502, \"Acceleration\": 13.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile delta 88 royale\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 160.0, \"Weight_in_lbs\": 4456, \"Acceleration\": 13.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler newport royal\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 4422, \"Acceleration\": 12.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mazda rx2 coupe\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2330, \"Acceleration\": 13.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"amc matador (sw)\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3892, \"Acceleration\": 12.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevelle concours (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 4098, \"Acceleration\": 14.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4294, \"Acceleration\": 16.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite custom (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4077, \"Acceleration\": 14.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volvo 145e (sw)\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2933, \"Acceleration\": 14.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen 411 (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2511, \"Acceleration\": 18.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 504 (sw)\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 87.0, \"Weight_in_lbs\": 2979, \"Acceleration\": 19.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"renault 12 (sw)\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 96.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 2189, \"Acceleration\": 18.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford pinto (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 122.0, 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\"Acceleration\": 16.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century 350\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4100, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3672, \"Acceleration\": 11.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3988, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 137.0, \"Weight_in_lbs\": 4042, \"Acceleration\": 14.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": 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\"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3121, \"Acceleration\": 16.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova custom\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3278, \"Acceleration\": 18.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 16.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3021, \"Acceleration\": 16.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2904, \"Acceleration\": 16.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen super beetle\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Weight_in_lbs\": 1950, \"Acceleration\": 21.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4997, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 167.0, \"Weight_in_lbs\": 4906, \"Acceleration\": 12.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth custom suburb\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4654, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile vista cruiser\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4499, \"Acceleration\": 12.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2789, \"Acceleration\": 15.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota carina\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2279, \"Acceleration\": 19.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet vega\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2401, \"Acceleration\": 19.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 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\"Horsepower\": 90.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 15.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet monte carlo s\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4082, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac grand prix\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 230.0, \"Weight_in_lbs\": 4278, \"Acceleration\": 9.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"fiat 128\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 68.0, \"Horsepower\": 49.0, \"Weight_in_lbs\": 1867, \"Acceleration\": 19.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"opel manta\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2158, \"Acceleration\": 15.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 100ls\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 114.0, \"Horsepower\": 91.0, \"Weight_in_lbs\": 2582, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 144ea\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2868, \"Acceleration\": 15.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"dodge dart custom\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3399, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"saab 99le\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2660, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota mark ii\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 122.0, \"Weight_in_lbs\": 2807, \"Acceleration\": 13.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"oldsmobile omega\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 3664, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3102, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": null, \"Weight_in_lbs\": 2875, \"Acceleration\": 17.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2901, \"Acceleration\": 16.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3336, \"Acceleration\": 17.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun b210\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1950, \"Acceleration\": 19.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2451, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla 1200\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1836, \"Acceleration\": 21.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet vega\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2542, \"Acceleration\": 17.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevelle malibu classic\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3781, \"Acceleration\": 17.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3632, \"Acceleration\": 18.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite sebring\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3613, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4141, \"Acceleration\": 14.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century luxus (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4699, \"Acceleration\": 14.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge coronet custom (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4457, \"Acceleration\": 13.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4638, \"Acceleration\": 16.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4257, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi fox\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2219, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1963, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"opel manta\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 14.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 76.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 1649, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 710\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 83.0, \"Horsepower\": 61.0, \"Weight_in_lbs\": 2003, \"Acceleration\": 19.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 14.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"fiat 128\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2108, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"fiat 124 tc\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2246, \"Acceleration\": 14.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2489, \"Acceleration\": 15.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"subaru\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 93.0, \"Weight_in_lbs\": 2391, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat x1.9\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2000, \"Acceleration\": 16.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth valiant custom\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3264, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3459, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury monarch\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 3432, \"Acceleration\": 21.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 3158, \"Acceleration\": 19.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4668, \"Acceleration\": 11.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet bel air\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4440, \"Acceleration\": 14.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth grand fury\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4498, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ltd\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 148.0, \"Weight_in_lbs\": 4657, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3907, \"Acceleration\": 21.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevroelt chevelle malibu\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3897, \"Acceleration\": 18.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3730, \"Acceleration\": 19.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3785, \"Acceleration\": 19.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skyhawk\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3039, \"Acceleration\": 15.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monza 2+2\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 8, \"Displacement\": 262.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3221, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": 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4, \"Displacement\": 140.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2592, \"Acceleration\": 18.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2702, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 2223, \"Acceleration\": 16.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 710\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2545, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 171.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2984, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1937, \"Acceleration\": 14.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc pacer\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3211, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi 100ls\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 115.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2694, \"Acceleration\": 15.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2957, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 244dl\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 98.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99le\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2671, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic cvcc\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Weight_in_lbs\": 1795, \"Acceleration\": 17.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat 131\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2464, \"Acceleration\": 15.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"opel 1900\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 81.0, \"Weight_in_lbs\": 2220, \"Acceleration\": 16.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"capri ii\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2572, \"Acceleration\": 14.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 79.0, \"Weight_in_lbs\": 2255, \"Acceleration\": 17.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"renault 12tl\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 101.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2202, \"Acceleration\": 15.3, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet chevelle malibu classic\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4215, \"Acceleration\": 13.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge coronet brougham\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4190, \"Acceleration\": 13.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3962, \"Acceleration\": 13.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 14.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 152.0, \"Weight_in_lbs\": 4215, \"Acceleration\": 12.8, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth valiant\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3233, \"Acceleration\": 15.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3353, \"Acceleration\": 14.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 81.0, \"Weight_in_lbs\": 3012, \"Acceleration\": 17.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 22.5, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3085, \"Acceleration\": 17.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 2035, \"Acceleration\": 22.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet woody\", \"Miles_per_Gallon\": 24.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 2164, \"Acceleration\": 22.1, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1937, \"Acceleration\": 14.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Weight_in_lbs\": 1795, \"Acceleration\": 17.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge aspen se\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3651, \"Acceleration\": 17.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada ghia\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 3574, \"Acceleration\": 21.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac ventura sj\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3645, \"Acceleration\": 16.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc pacer d/l\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3193, \"Acceleration\": 17.8, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit\", \"Miles_per_Gallon\": 29.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1825, \"Acceleration\": 12.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun b-210\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1990, \"Acceleration\": 17.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 16.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 26.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2565, \"Acceleration\": 13.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volvo 245\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 130.0, \"Horsepower\": 102.0, \"Weight_in_lbs\": 3150, \"Acceleration\": 15.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth volare premier v8\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3940, \"Acceleration\": 13.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3270, \"Acceleration\": 21.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota mark ii\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 108.0, \"Weight_in_lbs\": 2930, \"Acceleration\": 15.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mercedes-benz 280s\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3820, \"Acceleration\": 16.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"cadillac seville\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4380, \"Acceleration\": 12.1, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy c10\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4055, \"Acceleration\": 12.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford f108\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3870, \"Acceleration\": 15.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge d100\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3755, \"Acceleration\": 14.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda Accelerationord cvcc\", \"Miles_per_Gallon\": 31.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2045, \"Acceleration\": 18.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick opel isuzu deluxe\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 111.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 14.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"renault 5 gtl\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Weight_in_lbs\": 1825, \"Acceleration\": 18.6, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth arrow gs\", \"Miles_per_Gallon\": 25.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 15.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun f-10 hatchback\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1945, \"Acceleration\": 16.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3880, \"Acceleration\": 12.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass supreme\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 4060, \"Acceleration\": 19.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge monaco brougham\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4140, \"Acceleration\": 13.7, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury cougar brougham\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 4295, \"Acceleration\": 14.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet concours\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3520, \"Acceleration\": 16.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3425, \"Acceleration\": 16.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth volare custom\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3630, \"Acceleration\": 17.7, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 98.0, \"Weight_in_lbs\": 3525, \"Acceleration\": 19.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac grand prix lj\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4220, \"Acceleration\": 11.1, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo landau\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4165, \"Acceleration\": 11.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler cordoba\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 4325, \"Acceleration\": 12.2, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford thunderbird\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 149.0, \"Weight_in_lbs\": 4335, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit custom\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 1940, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"pontiac sunbird coupe\", \"Miles_per_Gallon\": 24.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2740, \"Acceleration\": 16.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla liftback\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 18.2, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford mustang ii 2+2\", \"Miles_per_Gallon\": 25.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 89.0, \"Weight_in_lbs\": 2755, \"Acceleration\": 15.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 30.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2051, \"Acceleration\": 17.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge colt m/m\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2075, \"Acceleration\": 15.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"subaru dl\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 16.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 30.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2190, \"Acceleration\": 14.1, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 810\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2815, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"bmw 320i\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2600, \"Acceleration\": 12.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mazda rx-4\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 3, \"Displacement\": 80.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 13.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen rabbit custom diesel\", \"Miles_per_Gallon\": 43.1, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 21.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford fiesta\", \"Miles_per_Gallon\": 36.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 66.0, \"Weight_in_lbs\": 1800, \"Acceleration\": 14.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mazda glc deluxe\", \"Miles_per_Gallon\": 32.8, \"Cylinders\": 4, \"Displacement\": 78.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 19.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun b210 gx\", \"Miles_per_Gallon\": 39.4, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2070, \"Acceleration\": 18.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic cvcc\", \"Miles_per_Gallon\": 36.1, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1800, \"Acceleration\": 16.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"oldsmobile cutlass salon brougham\", \"Miles_per_Gallon\": 19.9, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3365, \"Acceleration\": 15.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge diplomat\", \"Miles_per_Gallon\": 19.4, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3735, \"Acceleration\": 13.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury monarch ghia\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Weight_in_lbs\": 3570, \"Acceleration\": 12.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix lj\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3535, \"Acceleration\": 19.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3155, \"Acceleration\": 18.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont (auto)\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2965, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont (man)\", \"Miles_per_Gallon\": 25.1, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 15.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth volare\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3430, \"Acceleration\": 17.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord\", \"Miles_per_Gallon\": 19.4, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3210, \"Acceleration\": 17.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century special\", \"Miles_per_Gallon\": 20.6, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3380, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury zephyr\", \"Miles_per_Gallon\": 20.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3070, \"Acceleration\": 16.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen\", \"Miles_per_Gallon\": 18.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3620, \"Acceleration\": 18.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord d/l\", \"Miles_per_Gallon\": 18.1, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3410, \"Acceleration\": 15.1, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo landau\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3425, \"Acceleration\": 13.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick regal sport coupe (turbo)\", \"Miles_per_Gallon\": 17.7, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 3445, \"Acceleration\": 13.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford futura\", \"Miles_per_Gallon\": 18.1, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Weight_in_lbs\": 3205, \"Acceleration\": 11.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge magnum xe\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4080, \"Acceleration\": 13.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 16.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 27.5, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2560, \"Acceleration\": 14.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 510\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 14.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge omni\", \"Miles_per_Gallon\": 30.9, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2230, \"Acceleration\": 14.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota celica gt liftback\", \"Miles_per_Gallon\": 21.1, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2515, \"Acceleration\": 14.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth sapporo\", \"Miles_per_Gallon\": 23.2, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 2745, \"Acceleration\": 16.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile starfire sx\", \"Miles_per_Gallon\": 23.8, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2855, \"Acceleration\": 17.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 200-sx\", \"Miles_per_Gallon\": 23.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2405, \"Acceleration\": 14.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"audi 5000\", \"Miles_per_Gallon\": 20.3, \"Cylinders\": 5, \"Displacement\": 131.0, \"Horsepower\": 103.0, \"Weight_in_lbs\": 2830, \"Acceleration\": 15.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 264gl\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3140, \"Acceleration\": 13.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99gle\", \"Miles_per_Gallon\": 21.6, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2795, \"Acceleration\": 15.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 604sl\", \"Miles_per_Gallon\": 16.2, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 133.0, \"Weight_in_lbs\": 3410, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen scirocco\", \"Miles_per_Gallon\": 31.5, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1990, \"Acceleration\": 14.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda Accelerationord lx\", \"Miles_per_Gallon\": 29.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2135, \"Acceleration\": 16.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"pontiac lemans v6\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 3245, \"Acceleration\": 15.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury zephyr 6\", \"Miles_per_Gallon\": 19.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2990, \"Acceleration\": 18.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont 4\", \"Miles_per_Gallon\": 22.3, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2890, \"Acceleration\": 17.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord dl 6\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3265, \"Acceleration\": 18.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen 6\", \"Miles_per_Gallon\": 20.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3360, \"Acceleration\": 16.6, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3840, \"Acceleration\": 15.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ltd landau\", \"Miles_per_Gallon\": 17.6, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Weight_in_lbs\": 3725, \"Acceleration\": 13.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury grand marquis\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 138.0, \"Weight_in_lbs\": 3955, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge st. regis\", \"Miles_per_Gallon\": 18.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 135.0, \"Weight_in_lbs\": 3830, \"Acceleration\": 15.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick estate wagon (sw)\", \"Miles_per_Gallon\": 16.9, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Weight_in_lbs\": 4360, \"Acceleration\": 14.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country squire (sw)\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 142.0, \"Weight_in_lbs\": 4054, \"Acceleration\": 14.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu classic (sw)\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 8, \"Displacement\": 267.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3605, \"Acceleration\": 15.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron town @ country (sw)\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3940, \"Acceleration\": 13.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit custom\", \"Miles_per_Gallon\": 31.9, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1925, \"Acceleration\": 14.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"maxda glc deluxe\", \"Miles_per_Gallon\": 34.1, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1975, \"Acceleration\": 15.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt hatchback custom\", \"Miles_per_Gallon\": 35.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 1915, \"Acceleration\": 14.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc spirit dl\", \"Miles_per_Gallon\": 27.4, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2670, \"Acceleration\": 15.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercedes benz 300d\", \"Miles_per_Gallon\": 25.4, \"Cylinders\": 5, \"Displacement\": 183.0, \"Horsepower\": 77.0, \"Weight_in_lbs\": 3530, \"Acceleration\": 20.1, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"cadillac eldorado\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3900, \"Acceleration\": 17.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 3190, \"Acceleration\": 24.8, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"oldsmobile cutlass salon brougham\", \"Miles_per_Gallon\": 23.9, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3420, \"Acceleration\": 22.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth horizon\", \"Miles_per_Gallon\": 34.2, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2200, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth horizon tc3\", \"Miles_per_Gallon\": 34.5, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2150, \"Acceleration\": 14.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 31.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2020, \"Acceleration\": 19.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat strada custom\", \"Miles_per_Gallon\": 37.3, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.7, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"buick skylark limited\", \"Miles_per_Gallon\": 28.4, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2670, \"Acceleration\": 16.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 28.8, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2595, \"Acceleration\": 11.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile omega brougham\", \"Miles_per_Gallon\": 26.8, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2700, \"Acceleration\": 12.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2556, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit\", \"Miles_per_Gallon\": 41.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2144, \"Acceleration\": 14.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corolla tercel\", \"Miles_per_Gallon\": 38.1, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1968, \"Acceleration\": 18.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 32.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2120, \"Acceleration\": 15.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 310\", \"Miles_per_Gallon\": 37.2, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2019, \"Acceleration\": 16.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2678, \"Acceleration\": 16.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont\", \"Miles_per_Gallon\": 26.4, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2870, \"Acceleration\": 18.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord\", \"Miles_per_Gallon\": 24.3, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3003, \"Acceleration\": 20.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen\", \"Miles_per_Gallon\": 19.1, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3381, \"Acceleration\": 18.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi 4000\", \"Miles_per_Gallon\": 34.3, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2188, \"Acceleration\": 15.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corona liftback\", \"Miles_per_Gallon\": 29.8, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2711, \"Acceleration\": 15.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda 626\", \"Miles_per_Gallon\": 31.3, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2542, \"Acceleration\": 17.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 510 hatchback\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2434, \"Acceleration\": 15.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 32.2, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 15.2, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc\", \"Miles_per_Gallon\": 46.6, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2110, \"Acceleration\": 17.9, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 27.9, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 2800, \"Acceleration\": 14.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 40.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2110, \"Acceleration\": 19.2, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"vw rabbit c (diesel)\", \"Miles_per_Gallon\": 44.3, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 2085, \"Acceleration\": 21.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"vw dasher (diesel)\", \"Miles_per_Gallon\": 43.4, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 2335, \"Acceleration\": 23.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 5000s (diesel)\", \"Miles_per_Gallon\": 36.4, \"Cylinders\": 5, \"Displacement\": 121.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2950, \"Acceleration\": 19.9, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mercedes-benz 240d\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 146.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 3250, \"Acceleration\": 21.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic 1500 gl\", \"Miles_per_Gallon\": 44.6, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1850, \"Acceleration\": 13.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"renault lecar deluxe\", \"Miles_per_Gallon\": 40.9, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": null, \"Weight_in_lbs\": 1835, \"Acceleration\": 17.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"subaru dl\", \"Miles_per_Gallon\": 33.8, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2145, \"Acceleration\": 18.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"vokswagen rabbit\", \"Miles_per_Gallon\": 29.8, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Weight_in_lbs\": 1845, \"Acceleration\": 15.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 280-zx\", \"Miles_per_Gallon\": 32.7, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 132.0, \"Weight_in_lbs\": 2910, \"Acceleration\": 11.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda rx-7 gs\", \"Miles_per_Gallon\": 23.7, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2420, \"Acceleration\": 12.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"triumph tr7 coupe\", \"Miles_per_Gallon\": 35.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2500, \"Acceleration\": 15.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford mustang cobra\", \"Miles_per_Gallon\": 23.6, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": null, \"Weight_in_lbs\": 2905, \"Acceleration\": 14.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda Accelerationord\", \"Miles_per_Gallon\": 32.4, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2290, \"Acceleration\": 17.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth reliant\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2490, \"Acceleration\": 15.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark\", \"Miles_per_Gallon\": 26.6, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2635, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aries wagon (sw)\", \"Miles_per_Gallon\": 25.8, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2620, \"Acceleration\": 14.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 23.5, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2725, \"Acceleration\": 12.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth reliant\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2385, \"Acceleration\": 12.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota starlet\", \"Miles_per_Gallon\": 39.1, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Weight_in_lbs\": 1755, \"Acceleration\": 16.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth champ\", \"Miles_per_Gallon\": 39.0, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 64.0, \"Weight_in_lbs\": 1875, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda civic 1300\", \"Miles_per_Gallon\": 35.1, \"Cylinders\": 4, \"Displacement\": 81.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1760, \"Acceleration\": 16.1, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"subaru\", \"Miles_per_Gallon\": 32.3, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2065, \"Acceleration\": 17.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1975, \"Acceleration\": 19.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota tercel\", \"Miles_per_Gallon\": 37.7, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Weight_in_lbs\": 2050, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc 4\", \"Miles_per_Gallon\": 34.1, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 16.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth horizon 4\", \"Miles_per_Gallon\": 34.7, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2215, \"Acceleration\": 14.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford escort 4w\", \"Miles_per_Gallon\": 34.4, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2045, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford escort 2h\", \"Miles_per_Gallon\": 29.9, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2380, \"Acceleration\": 20.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen jetta\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 2190, \"Acceleration\": 14.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"renault 18i\", \"Miles_per_Gallon\": 34.5, \"Cylinders\": 4, \"Displacement\": 100.0, \"Horsepower\": null, \"Weight_in_lbs\": 2320, \"Acceleration\": 15.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda prelude\", \"Miles_per_Gallon\": 33.7, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2210, \"Acceleration\": 14.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 32.4, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2350, \"Acceleration\": 16.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 200sx\", \"Miles_per_Gallon\": 32.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2615, \"Acceleration\": 14.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda 626\", \"Miles_per_Gallon\": 31.6, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 2635, \"Acceleration\": 18.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"peugeot 505s turbo diesel\", \"Miles_per_Gallon\": 28.1, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 3230, \"Acceleration\": 20.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 900s\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2800, \"Acceleration\": 15.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo diesel\", \"Miles_per_Gallon\": 30.7, \"Cylinders\": 6, \"Displacement\": 145.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 3160, \"Acceleration\": 19.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota cressida\", \"Miles_per_Gallon\": 25.4, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 116.0, \"Weight_in_lbs\": 2900, \"Acceleration\": 12.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 810 maxima\", \"Miles_per_Gallon\": 24.2, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 2930, \"Acceleration\": 13.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century\", \"Miles_per_Gallon\": 22.4, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3415, \"Acceleration\": 15.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass ls\", \"Miles_per_Gallon\": 26.6, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3725, \"Acceleration\": 19.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada gl\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3060, \"Acceleration\": 17.1, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron salon\", \"Miles_per_Gallon\": 17.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3465, \"Acceleration\": 16.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2605, \"Acceleration\": 19.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier wagon\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2640, \"Acceleration\": 18.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier 2-door\", \"Miles_per_Gallon\": 34.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2395, \"Acceleration\": 18.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac j2000 se hatchback\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2575, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aries se\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2525, \"Acceleration\": 16.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2735, \"Acceleration\": 18.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont futura\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2865, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord dl\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": null, \"Weight_in_lbs\": 3035, \"Acceleration\": 20.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit l\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 1980, \"Acceleration\": 15.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mazda glc custom l\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2025, \"Acceleration\": 18.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc custom\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 1970, \"Acceleration\": 17.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth horizon miser\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 14.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury lynx l\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"nissan stanza xe\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2160, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda Accelerationord\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2205, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 34.0, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2245, \"Acceleration\": 16.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1965, \"Acceleration\": 15.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic (auto)\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1965, \"Acceleration\": 15.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 310 gx\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1995, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century limited\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 6, \"Displacement\": 181.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass ciera (diesel)\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 6, \"Displacement\": 262.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3015, \"Acceleration\": 17.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron medallion\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2585, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada l\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2835, \"Acceleration\": 14.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota celica gt\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 144.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2665, \"Acceleration\": 13.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge charger 2.2\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2370, \"Acceleration\": 13.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet camaro\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2950, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang gl\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2790, \"Acceleration\": 15.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw pickup\", \"Miles_per_Gallon\": 44.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 24.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"dodge rampage\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2295, \"Acceleration\": 11.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ranger\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 79.0, \"Weight_in_lbs\": 2625, \"Acceleration\": 18.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy s-10\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 82.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 19.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(cars).mark_point().encode(\n",
    "    x='Acceleration',\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nwld_6WNL-5F"
   },
   "source": [
    "There is another nice mark called `tick`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "id": "LXwLLZk6L-5G",
    "outputId": "db974ef5-4dfa-4c33-b4b1-3cf85590a87a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "  #altair-viz-004d2c0de29b4a84b38e4fbc2456ba81.vega-embed {\n",
       "    width: 100%;\n",
       "    display: flex;\n",
       "  }\n",
       "\n",
       "  #altair-viz-004d2c0de29b4a84b38e4fbc2456ba81.vega-embed details,\n",
       "  #altair-viz-004d2c0de29b4a84b38e4fbc2456ba81.vega-embed details summary {\n",
       "    position: relative;\n",
       "  }\n",
       "</style>\n",
       "<div id=\"altair-viz-004d2c0de29b4a84b38e4fbc2456ba81\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-004d2c0de29b4a84b38e4fbc2456ba81\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-004d2c0de29b4a84b38e4fbc2456ba81\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.8.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.8.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-f02450ab61490a1363517a0190416235\"}, \"mark\": {\"type\": \"tick\"}, \"encoding\": {\"x\": {\"field\": \"Acceleration\", \"type\": \"quantitative\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.8.0.json\", \"datasets\": {\"data-f02450ab61490a1363517a0190416235\": [{\"Name\": \"chevrolet chevelle malibu\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3504, \"Acceleration\": 12.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark 320\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 3693, \"Acceleration\": 11.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3436, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc rebel sst\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3433, \"Acceleration\": 12.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3449, \"Acceleration\": 10.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 198.0, \"Weight_in_lbs\": 4341, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 454.0, \"Horsepower\": 220.0, \"Weight_in_lbs\": 4354, \"Acceleration\": 9.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4312, \"Acceleration\": 8.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 4425, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador dpl\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 390.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 3850, \"Acceleration\": 8.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"citroen ds-21 pallas\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 133.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 3090, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet chevelle concours (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4142, \"Acceleration\": 11.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4034, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4166, \"Acceleration\": 10.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc rebel sst (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 3850, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge challenger se\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 3563, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth 'cuda 340\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 340.0, \"Horsepower\": 160.0, \"Weight_in_lbs\": 3609, \"Acceleration\": 8.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang boss 302\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3353, \"Acceleration\": 8.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3761, \"Acceleration\": 9.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick estate wagon (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 3086, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona mark ii\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2372, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2833, \"Acceleration\": 15.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2774, \"Acceleration\": 15.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2587, \"Acceleration\": 16.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun pl510\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen 1131 deluxe sedan\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Weight_in_lbs\": 1835, \"Acceleration\": 20.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 110.0, \"Horsepower\": 87.0, \"Weight_in_lbs\": 2672, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 100 ls\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2430, \"Acceleration\": 14.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99e\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 104.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2375, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"bmw 2002\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 113.0, \"Weight_in_lbs\": 2234, \"Acceleration\": 12.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2648, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford f250\", \"Miles_per_Gallon\": 10.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4615, \"Acceleration\": 14.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy c20\", \"Miles_per_Gallon\": 10.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 200.0, \"Weight_in_lbs\": 4376, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge d200\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 210.0, \"Weight_in_lbs\": 4382, \"Acceleration\": 13.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"hi 1200d\", \"Miles_per_Gallon\": 9.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 193.0, \"Weight_in_lbs\": 4732, \"Acceleration\": 18.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun pl510\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet vega 2300\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2264, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2228, \"Acceleration\": 14.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": null, \"Weight_in_lbs\": 2046, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen super beetle 117\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 1978, \"Acceleration\": 20.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2634, \"Acceleration\": 13.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite custom\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3439, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevelle malibu\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3329, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino 500\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3302, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3288, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4209, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina brougham\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4464, \"Acceleration\": 11.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4154, \"Acceleration\": 13.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4096, \"Acceleration\": 13.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge monaco (sw)\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4955, \"Acceleration\": 11.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country squire (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4746, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac safari (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 5140, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet sportabout (sw)\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2962, \"Acceleration\": 13.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet vega (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2408, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac firebird\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3282, \"Acceleration\": 15.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3139, \"Acceleration\": 14.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury capri 2000\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2220, \"Acceleration\": 14.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"opel 1900\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2123, \"Acceleration\": 14.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 304\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2074, \"Acceleration\": 19.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"fiat 124b\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 88.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2065, \"Acceleration\": 14.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corolla 1200\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1773, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 1200\", \"Miles_per_Gallon\": 35.0, \"Cylinders\": 4, \"Displacement\": 72.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 1613, \"Acceleration\": 18.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen model 111\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1834, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth cricket\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1955, \"Acceleration\": 20.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona hardtop\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2278, \"Acceleration\": 15.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt hardtop\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 97.5, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2126, \"Acceleration\": 17.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen type 3\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 54.0, \"Weight_in_lbs\": 2254, \"Acceleration\": 23.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet vega\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2408, \"Acceleration\": 19.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford pinto runabout\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2226, \"Acceleration\": 16.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4274, \"Acceleration\": 12.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4385, \"Acceleration\": 12.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4135, \"Acceleration\": 13.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4129, \"Acceleration\": 13.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador sst\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3672, \"Acceleration\": 11.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury marquis\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 208.0, \"Weight_in_lbs\": 4633, \"Acceleration\": 11.0, \"Year\": \"1972-01-01T00:00:00\", 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18.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2933, \"Acceleration\": 14.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen 411 (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2511, \"Acceleration\": 18.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 504 (sw)\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 87.0, \"Weight_in_lbs\": 2979, \"Acceleration\": 19.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"renault 12 (sw)\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 96.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 2189, \"Acceleration\": 18.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford pinto (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 122.0, 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\"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3121, \"Acceleration\": 16.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova custom\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3278, \"Acceleration\": 18.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 16.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3021, \"Acceleration\": 16.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2904, \"Acceleration\": 16.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen super beetle\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Weight_in_lbs\": 1950, \"Acceleration\": 21.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4997, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 167.0, \"Weight_in_lbs\": 4906, \"Acceleration\": 12.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth custom suburb\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4654, \"Acceleration\": 13.0, \"Year\": 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\"Horsepower\": 90.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 15.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet monte carlo s\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4082, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac grand prix\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 230.0, \"Weight_in_lbs\": 4278, \"Acceleration\": 9.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"fiat 128\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 68.0, \"Horsepower\": 49.0, \"Weight_in_lbs\": 1867, \"Acceleration\": 19.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"opel manta\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2158, \"Acceleration\": 15.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 100ls\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 114.0, \"Horsepower\": 91.0, \"Weight_in_lbs\": 2582, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 144ea\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2868, \"Acceleration\": 15.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"dodge dart custom\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3399, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"saab 99le\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2660, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota mark ii\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 122.0, \"Weight_in_lbs\": 2807, \"Acceleration\": 13.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"oldsmobile omega\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 3664, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3102, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": null, \"Weight_in_lbs\": 2875, \"Acceleration\": 17.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2901, \"Acceleration\": 16.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3336, \"Acceleration\": 17.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun b210\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1950, \"Acceleration\": 19.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2451, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla 1200\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1836, \"Acceleration\": 21.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet vega\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2542, \"Acceleration\": 17.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevelle malibu classic\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3781, \"Acceleration\": 17.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3632, \"Acceleration\": 18.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite sebring\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3613, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4141, \"Acceleration\": 14.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century luxus (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4699, \"Acceleration\": 14.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge coronet custom (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4457, \"Acceleration\": 13.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4638, \"Acceleration\": 16.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4257, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi fox\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2219, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1963, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"opel manta\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 14.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 76.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 1649, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 710\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 83.0, \"Horsepower\": 61.0, \"Weight_in_lbs\": 2003, \"Acceleration\": 19.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 14.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"fiat 128\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2108, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"fiat 124 tc\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2246, \"Acceleration\": 14.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2489, \"Acceleration\": 15.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"subaru\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 93.0, \"Weight_in_lbs\": 2391, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat x1.9\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2000, \"Acceleration\": 16.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth valiant custom\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3264, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3459, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury monarch\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 3432, \"Acceleration\": 21.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 3158, \"Acceleration\": 19.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4668, \"Acceleration\": 11.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet bel air\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4440, \"Acceleration\": 14.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth grand fury\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4498, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ltd\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 148.0, \"Weight_in_lbs\": 4657, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3907, \"Acceleration\": 21.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevroelt chevelle malibu\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 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\"USA\"}, {\"Name\": \"ford mustang ii\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Weight_in_lbs\": 3169, \"Acceleration\": 12.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2171, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2639, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2914, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac astro\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2592, \"Acceleration\": 18.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2702, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 2223, \"Acceleration\": 16.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 710\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2545, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 171.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2984, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1937, \"Acceleration\": 14.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc pacer\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3211, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi 100ls\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 115.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2694, \"Acceleration\": 15.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2957, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 244dl\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 98.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99le\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2671, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic cvcc\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Weight_in_lbs\": 1795, \"Acceleration\": 17.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat 131\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2464, \"Acceleration\": 15.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"opel 1900\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 81.0, \"Weight_in_lbs\": 2220, \"Acceleration\": 16.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"capri ii\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2572, \"Acceleration\": 14.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 79.0, \"Weight_in_lbs\": 2255, \"Acceleration\": 17.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"renault 12tl\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 101.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2202, \"Acceleration\": 15.3, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet chevelle malibu classic\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4215, \"Acceleration\": 13.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge coronet brougham\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4190, \"Acceleration\": 13.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3962, \"Acceleration\": 13.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 14.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 152.0, \"Weight_in_lbs\": 4215, \"Acceleration\": 12.8, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth valiant\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3233, \"Acceleration\": 15.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3353, \"Acceleration\": 14.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 81.0, \"Weight_in_lbs\": 3012, \"Acceleration\": 17.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 22.5, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3085, \"Acceleration\": 17.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 2035, \"Acceleration\": 22.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet woody\", \"Miles_per_Gallon\": 24.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 2164, \"Acceleration\": 22.1, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1937, \"Acceleration\": 14.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Weight_in_lbs\": 1795, \"Acceleration\": 17.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge aspen se\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3651, \"Acceleration\": 17.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada ghia\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 3574, \"Acceleration\": 21.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac ventura sj\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3645, \"Acceleration\": 16.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc pacer d/l\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3193, \"Acceleration\": 17.8, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit\", \"Miles_per_Gallon\": 29.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1825, \"Acceleration\": 12.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun b-210\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1990, \"Acceleration\": 17.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 16.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 26.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2565, \"Acceleration\": 13.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volvo 245\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 130.0, \"Horsepower\": 102.0, \"Weight_in_lbs\": 3150, \"Acceleration\": 15.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth volare premier v8\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3940, \"Acceleration\": 13.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3270, \"Acceleration\": 21.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota mark ii\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 108.0, \"Weight_in_lbs\": 2930, \"Acceleration\": 15.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mercedes-benz 280s\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3820, \"Acceleration\": 16.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"cadillac seville\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4380, \"Acceleration\": 12.1, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy c10\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4055, \"Acceleration\": 12.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford f108\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3870, \"Acceleration\": 15.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge d100\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3755, \"Acceleration\": 14.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda Accelerationord cvcc\", \"Miles_per_Gallon\": 31.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2045, \"Acceleration\": 18.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick opel isuzu deluxe\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 111.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 14.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"renault 5 gtl\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Weight_in_lbs\": 1825, \"Acceleration\": 18.6, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth arrow gs\", \"Miles_per_Gallon\": 25.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 15.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun f-10 hatchback\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1945, \"Acceleration\": 16.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3880, \"Acceleration\": 12.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass supreme\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 4060, \"Acceleration\": 19.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge monaco brougham\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4140, \"Acceleration\": 13.7, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury cougar brougham\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 4295, \"Acceleration\": 14.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet concours\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3520, \"Acceleration\": 16.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3425, \"Acceleration\": 16.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth volare custom\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3630, \"Acceleration\": 17.7, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 98.0, \"Weight_in_lbs\": 3525, \"Acceleration\": 19.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac grand prix lj\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4220, \"Acceleration\": 11.1, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo landau\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4165, \"Acceleration\": 11.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler cordoba\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 4325, \"Acceleration\": 12.2, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford thunderbird\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 149.0, \"Weight_in_lbs\": 4335, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit custom\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 1940, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"pontiac sunbird coupe\", \"Miles_per_Gallon\": 24.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2740, \"Acceleration\": 16.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla liftback\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 18.2, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford mustang ii 2+2\", \"Miles_per_Gallon\": 25.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 89.0, \"Weight_in_lbs\": 2755, \"Acceleration\": 15.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 30.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2051, \"Acceleration\": 17.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge colt m/m\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2075, \"Acceleration\": 15.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"subaru dl\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 16.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 30.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2190, \"Acceleration\": 14.1, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 810\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2815, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"bmw 320i\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2600, \"Acceleration\": 12.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mazda rx-4\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 3, \"Displacement\": 80.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 13.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen rabbit custom diesel\", \"Miles_per_Gallon\": 43.1, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 21.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford fiesta\", \"Miles_per_Gallon\": 36.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 66.0, \"Weight_in_lbs\": 1800, \"Acceleration\": 14.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mazda glc deluxe\", \"Miles_per_Gallon\": 32.8, \"Cylinders\": 4, \"Displacement\": 78.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 19.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun b210 gx\", \"Miles_per_Gallon\": 39.4, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2070, \"Acceleration\": 18.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic cvcc\", \"Miles_per_Gallon\": 36.1, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1800, \"Acceleration\": 16.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"oldsmobile cutlass salon brougham\", \"Miles_per_Gallon\": 19.9, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3365, \"Acceleration\": 15.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge diplomat\", \"Miles_per_Gallon\": 19.4, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3735, \"Acceleration\": 13.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury monarch ghia\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Weight_in_lbs\": 3570, \"Acceleration\": 12.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix lj\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3535, \"Acceleration\": 19.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3155, \"Acceleration\": 18.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont (auto)\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2965, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont (man)\", \"Miles_per_Gallon\": 25.1, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 15.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth volare\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3430, \"Acceleration\": 17.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord\", \"Miles_per_Gallon\": 19.4, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3210, \"Acceleration\": 17.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century special\", \"Miles_per_Gallon\": 20.6, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3380, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury zephyr\", \"Miles_per_Gallon\": 20.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3070, \"Acceleration\": 16.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen\", \"Miles_per_Gallon\": 18.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3620, \"Acceleration\": 18.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord d/l\", \"Miles_per_Gallon\": 18.1, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3410, \"Acceleration\": 15.1, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo landau\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3425, \"Acceleration\": 13.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick regal sport coupe (turbo)\", \"Miles_per_Gallon\": 17.7, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 3445, \"Acceleration\": 13.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford futura\", \"Miles_per_Gallon\": 18.1, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Weight_in_lbs\": 3205, \"Acceleration\": 11.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge magnum xe\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4080, \"Acceleration\": 13.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 16.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 27.5, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2560, \"Acceleration\": 14.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 510\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 14.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge omni\", \"Miles_per_Gallon\": 30.9, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2230, \"Acceleration\": 14.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota celica gt liftback\", \"Miles_per_Gallon\": 21.1, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2515, \"Acceleration\": 14.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth sapporo\", \"Miles_per_Gallon\": 23.2, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 2745, \"Acceleration\": 16.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile starfire sx\", \"Miles_per_Gallon\": 23.8, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2855, \"Acceleration\": 17.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 200-sx\", \"Miles_per_Gallon\": 23.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2405, \"Acceleration\": 14.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"audi 5000\", \"Miles_per_Gallon\": 20.3, \"Cylinders\": 5, \"Displacement\": 131.0, \"Horsepower\": 103.0, \"Weight_in_lbs\": 2830, \"Acceleration\": 15.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 264gl\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3140, \"Acceleration\": 13.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99gle\", \"Miles_per_Gallon\": 21.6, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2795, \"Acceleration\": 15.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 604sl\", \"Miles_per_Gallon\": 16.2, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 133.0, \"Weight_in_lbs\": 3410, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen scirocco\", \"Miles_per_Gallon\": 31.5, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1990, \"Acceleration\": 14.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda Accelerationord lx\", \"Miles_per_Gallon\": 29.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2135, \"Acceleration\": 16.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"pontiac lemans v6\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 3245, \"Acceleration\": 15.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury zephyr 6\", \"Miles_per_Gallon\": 19.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2990, \"Acceleration\": 18.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont 4\", \"Miles_per_Gallon\": 22.3, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2890, \"Acceleration\": 17.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord dl 6\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3265, \"Acceleration\": 18.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen 6\", \"Miles_per_Gallon\": 20.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3360, \"Acceleration\": 16.6, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3840, \"Acceleration\": 15.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ltd landau\", \"Miles_per_Gallon\": 17.6, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Weight_in_lbs\": 3725, \"Acceleration\": 13.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury grand marquis\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 138.0, \"Weight_in_lbs\": 3955, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge st. regis\", \"Miles_per_Gallon\": 18.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 135.0, \"Weight_in_lbs\": 3830, \"Acceleration\": 15.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick estate wagon (sw)\", \"Miles_per_Gallon\": 16.9, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Weight_in_lbs\": 4360, \"Acceleration\": 14.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country squire (sw)\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 142.0, \"Weight_in_lbs\": 4054, \"Acceleration\": 14.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu classic (sw)\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 8, \"Displacement\": 267.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3605, \"Acceleration\": 15.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron town @ country (sw)\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3940, \"Acceleration\": 13.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit custom\", \"Miles_per_Gallon\": 31.9, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1925, \"Acceleration\": 14.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"maxda glc deluxe\", \"Miles_per_Gallon\": 34.1, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1975, \"Acceleration\": 15.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt hatchback custom\", \"Miles_per_Gallon\": 35.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 1915, \"Acceleration\": 14.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc spirit dl\", \"Miles_per_Gallon\": 27.4, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2670, \"Acceleration\": 15.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercedes benz 300d\", \"Miles_per_Gallon\": 25.4, \"Cylinders\": 5, \"Displacement\": 183.0, \"Horsepower\": 77.0, \"Weight_in_lbs\": 3530, \"Acceleration\": 20.1, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"cadillac eldorado\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3900, \"Acceleration\": 17.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 3190, \"Acceleration\": 24.8, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"oldsmobile cutlass salon brougham\", \"Miles_per_Gallon\": 23.9, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3420, \"Acceleration\": 22.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth horizon\", \"Miles_per_Gallon\": 34.2, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2200, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth horizon tc3\", \"Miles_per_Gallon\": 34.5, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2150, \"Acceleration\": 14.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 31.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2020, \"Acceleration\": 19.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat strada custom\", \"Miles_per_Gallon\": 37.3, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.7, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"buick skylark limited\", \"Miles_per_Gallon\": 28.4, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2670, \"Acceleration\": 16.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 28.8, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2595, \"Acceleration\": 11.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile omega brougham\", \"Miles_per_Gallon\": 26.8, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2700, \"Acceleration\": 12.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2556, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit\", \"Miles_per_Gallon\": 41.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2144, \"Acceleration\": 14.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corolla tercel\", \"Miles_per_Gallon\": 38.1, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1968, \"Acceleration\": 18.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 32.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2120, \"Acceleration\": 15.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 310\", \"Miles_per_Gallon\": 37.2, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2019, \"Acceleration\": 16.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2678, \"Acceleration\": 16.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont\", \"Miles_per_Gallon\": 26.4, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2870, \"Acceleration\": 18.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord\", \"Miles_per_Gallon\": 24.3, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3003, \"Acceleration\": 20.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen\", \"Miles_per_Gallon\": 19.1, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3381, \"Acceleration\": 18.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi 4000\", \"Miles_per_Gallon\": 34.3, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2188, \"Acceleration\": 15.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corona liftback\", \"Miles_per_Gallon\": 29.8, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2711, \"Acceleration\": 15.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda 626\", \"Miles_per_Gallon\": 31.3, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2542, \"Acceleration\": 17.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 510 hatchback\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2434, \"Acceleration\": 15.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 32.2, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 15.2, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc\", \"Miles_per_Gallon\": 46.6, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2110, \"Acceleration\": 17.9, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 27.9, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 2800, \"Acceleration\": 14.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 40.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2110, \"Acceleration\": 19.2, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"vw rabbit c (diesel)\", \"Miles_per_Gallon\": 44.3, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 2085, \"Acceleration\": 21.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"vw dasher (diesel)\", \"Miles_per_Gallon\": 43.4, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 2335, \"Acceleration\": 23.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 5000s (diesel)\", \"Miles_per_Gallon\": 36.4, \"Cylinders\": 5, \"Displacement\": 121.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2950, \"Acceleration\": 19.9, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mercedes-benz 240d\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 146.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 3250, \"Acceleration\": 21.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic 1500 gl\", \"Miles_per_Gallon\": 44.6, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1850, \"Acceleration\": 13.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"renault lecar deluxe\", \"Miles_per_Gallon\": 40.9, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": null, \"Weight_in_lbs\": 1835, \"Acceleration\": 17.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"subaru dl\", \"Miles_per_Gallon\": 33.8, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2145, \"Acceleration\": 18.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"vokswagen rabbit\", \"Miles_per_Gallon\": 29.8, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Weight_in_lbs\": 1845, \"Acceleration\": 15.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 280-zx\", \"Miles_per_Gallon\": 32.7, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 132.0, \"Weight_in_lbs\": 2910, \"Acceleration\": 11.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda rx-7 gs\", \"Miles_per_Gallon\": 23.7, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2420, \"Acceleration\": 12.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"triumph tr7 coupe\", \"Miles_per_Gallon\": 35.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2500, \"Acceleration\": 15.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford mustang cobra\", \"Miles_per_Gallon\": 23.6, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": null, \"Weight_in_lbs\": 2905, \"Acceleration\": 14.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda Accelerationord\", \"Miles_per_Gallon\": 32.4, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2290, \"Acceleration\": 17.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth reliant\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2490, \"Acceleration\": 15.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark\", \"Miles_per_Gallon\": 26.6, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2635, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aries wagon (sw)\", \"Miles_per_Gallon\": 25.8, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2620, \"Acceleration\": 14.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 23.5, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2725, \"Acceleration\": 12.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth reliant\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2385, \"Acceleration\": 12.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota starlet\", \"Miles_per_Gallon\": 39.1, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Weight_in_lbs\": 1755, \"Acceleration\": 16.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth champ\", \"Miles_per_Gallon\": 39.0, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 64.0, \"Weight_in_lbs\": 1875, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda civic 1300\", \"Miles_per_Gallon\": 35.1, \"Cylinders\": 4, \"Displacement\": 81.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1760, \"Acceleration\": 16.1, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"subaru\", \"Miles_per_Gallon\": 32.3, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2065, \"Acceleration\": 17.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1975, \"Acceleration\": 19.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota tercel\", \"Miles_per_Gallon\": 37.7, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Weight_in_lbs\": 2050, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc 4\", \"Miles_per_Gallon\": 34.1, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 16.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth horizon 4\", \"Miles_per_Gallon\": 34.7, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2215, \"Acceleration\": 14.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford escort 4w\", \"Miles_per_Gallon\": 34.4, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2045, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford escort 2h\", \"Miles_per_Gallon\": 29.9, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2380, \"Acceleration\": 20.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen jetta\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 2190, \"Acceleration\": 14.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"renault 18i\", \"Miles_per_Gallon\": 34.5, \"Cylinders\": 4, \"Displacement\": 100.0, \"Horsepower\": null, \"Weight_in_lbs\": 2320, \"Acceleration\": 15.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda prelude\", \"Miles_per_Gallon\": 33.7, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2210, \"Acceleration\": 14.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 32.4, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2350, \"Acceleration\": 16.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 200sx\", \"Miles_per_Gallon\": 32.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2615, \"Acceleration\": 14.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda 626\", \"Miles_per_Gallon\": 31.6, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 2635, \"Acceleration\": 18.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"peugeot 505s turbo diesel\", \"Miles_per_Gallon\": 28.1, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 3230, \"Acceleration\": 20.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 900s\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2800, \"Acceleration\": 15.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo diesel\", \"Miles_per_Gallon\": 30.7, \"Cylinders\": 6, \"Displacement\": 145.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 3160, \"Acceleration\": 19.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota cressida\", \"Miles_per_Gallon\": 25.4, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 116.0, \"Weight_in_lbs\": 2900, \"Acceleration\": 12.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 810 maxima\", \"Miles_per_Gallon\": 24.2, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 2930, \"Acceleration\": 13.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century\", \"Miles_per_Gallon\": 22.4, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3415, \"Acceleration\": 15.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass ls\", \"Miles_per_Gallon\": 26.6, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3725, \"Acceleration\": 19.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada gl\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3060, \"Acceleration\": 17.1, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron salon\", \"Miles_per_Gallon\": 17.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3465, \"Acceleration\": 16.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2605, \"Acceleration\": 19.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier wagon\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2640, \"Acceleration\": 18.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier 2-door\", \"Miles_per_Gallon\": 34.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2395, \"Acceleration\": 18.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac j2000 se hatchback\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2575, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aries se\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2525, \"Acceleration\": 16.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2735, \"Acceleration\": 18.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont futura\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2865, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord dl\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": null, \"Weight_in_lbs\": 3035, \"Acceleration\": 20.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit l\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 1980, \"Acceleration\": 15.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mazda glc custom l\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2025, \"Acceleration\": 18.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc custom\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 1970, \"Acceleration\": 17.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth horizon miser\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 14.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury lynx l\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"nissan stanza xe\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2160, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda Accelerationord\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2205, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 34.0, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2245, \"Acceleration\": 16.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1965, \"Acceleration\": 15.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic (auto)\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1965, \"Acceleration\": 15.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 310 gx\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1995, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century limited\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 6, \"Displacement\": 181.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass ciera (diesel)\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 6, \"Displacement\": 262.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3015, \"Acceleration\": 17.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron medallion\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2585, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada l\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2835, \"Acceleration\": 14.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota celica gt\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 144.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2665, \"Acceleration\": 13.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge charger 2.2\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2370, \"Acceleration\": 13.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet camaro\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2950, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang gl\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2790, \"Acceleration\": 15.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw pickup\", \"Miles_per_Gallon\": 44.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 24.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"dodge rampage\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2295, \"Acceleration\": 11.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ranger\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 79.0, \"Weight_in_lbs\": 2625, \"Acceleration\": 18.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy s-10\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 82.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 19.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(cars).mark_tick().encode(\n",
    "    x='Acceleration',\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HfSTSjHaL-5G"
   },
   "source": [
    "In `altair`, histogram is not a special type of visualization, but simply a plot with bars where a variable is binned and a counting aggregation function is used. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "id": "ptrRt3YmL-5H",
    "outputId": "efe9c567-7c58-429c-eac5-7cb3c4ca1287"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "  #altair-viz-ec6432755f4f43be944ba292d507c6be.vega-embed {\n",
       "    width: 100%;\n",
       "    display: flex;\n",
       "  }\n",
       "\n",
       "  #altair-viz-ec6432755f4f43be944ba292d507c6be.vega-embed details,\n",
       "  #altair-viz-ec6432755f4f43be944ba292d507c6be.vega-embed details summary {\n",
       "    position: relative;\n",
       "  }\n",
       "</style>\n",
       "<div id=\"altair-viz-ec6432755f4f43be944ba292d507c6be\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-ec6432755f4f43be944ba292d507c6be\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-ec6432755f4f43be944ba292d507c6be\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.8.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.8.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-f02450ab61490a1363517a0190416235\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"x\": {\"bin\": true, \"field\": \"Acceleration\", \"type\": \"quantitative\"}, \"y\": {\"aggregate\": \"count\", \"type\": \"quantitative\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.8.0.json\", \"datasets\": {\"data-f02450ab61490a1363517a0190416235\": [{\"Name\": \"chevrolet chevelle malibu\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3504, \"Acceleration\": 12.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark 320\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 3693, \"Acceleration\": 11.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3436, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc rebel sst\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3433, \"Acceleration\": 12.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3449, \"Acceleration\": 10.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 198.0, \"Weight_in_lbs\": 4341, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 454.0, \"Horsepower\": 220.0, \"Weight_in_lbs\": 4354, \"Acceleration\": 9.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4312, \"Acceleration\": 8.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 4425, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador dpl\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 390.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 3850, \"Acceleration\": 8.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"citroen ds-21 pallas\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 133.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 3090, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet chevelle concours (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4142, \"Acceleration\": 11.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4034, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4166, \"Acceleration\": 10.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc rebel sst (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 3850, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge challenger se\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 3563, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth 'cuda 340\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 340.0, \"Horsepower\": 160.0, \"Weight_in_lbs\": 3609, \"Acceleration\": 8.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang boss 302\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3353, \"Acceleration\": 8.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3761, \"Acceleration\": 9.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick estate wagon (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 3086, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona mark ii\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2372, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2833, \"Acceleration\": 15.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2774, \"Acceleration\": 15.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2587, \"Acceleration\": 16.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun pl510\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen 1131 deluxe sedan\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Weight_in_lbs\": 1835, \"Acceleration\": 20.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 110.0, \"Horsepower\": 87.0, \"Weight_in_lbs\": 2672, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 100 ls\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2430, \"Acceleration\": 14.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99e\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 104.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2375, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"bmw 2002\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 113.0, \"Weight_in_lbs\": 2234, \"Acceleration\": 12.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2648, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford f250\", \"Miles_per_Gallon\": 10.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4615, \"Acceleration\": 14.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy c20\", \"Miles_per_Gallon\": 10.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 200.0, \"Weight_in_lbs\": 4376, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge d200\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 210.0, \"Weight_in_lbs\": 4382, \"Acceleration\": 13.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"hi 1200d\", \"Miles_per_Gallon\": 9.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 193.0, \"Weight_in_lbs\": 4732, \"Acceleration\": 18.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun pl510\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet vega 2300\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2264, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2228, \"Acceleration\": 14.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": null, \"Weight_in_lbs\": 2046, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen super beetle 117\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 1978, \"Acceleration\": 20.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2634, \"Acceleration\": 13.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite custom\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3439, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevelle malibu\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3329, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino 500\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3302, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3288, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4209, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina brougham\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4464, \"Acceleration\": 11.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4154, \"Acceleration\": 13.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4096, \"Acceleration\": 13.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge monaco (sw)\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4955, \"Acceleration\": 11.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country squire (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4746, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac safari (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 5140, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet sportabout (sw)\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2962, \"Acceleration\": 13.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet vega (sw)\", 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{\"Name\": \"volkswagen type 3\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 54.0, \"Weight_in_lbs\": 2254, \"Acceleration\": 23.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet vega\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2408, \"Acceleration\": 19.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford pinto runabout\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2226, \"Acceleration\": 16.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4274, \"Acceleration\": 12.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4385, \"Acceleration\": 12.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4135, \"Acceleration\": 13.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4129, \"Acceleration\": 13.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador sst\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3672, \"Acceleration\": 11.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury marquis\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 208.0, 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\"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"amc matador (sw)\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3892, \"Acceleration\": 12.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevelle concours (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 4098, \"Acceleration\": 14.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4294, \"Acceleration\": 16.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite custom (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4077, \"Acceleration\": 14.0, \"Year\": 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\"ford pinto (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2395, \"Acceleration\": 16.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 510 (sw)\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2288, \"Acceleration\": 17.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyouta corona mark ii (sw)\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2506, \"Acceleration\": 14.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt (sw)\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2164, \"Acceleration\": 15.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla 1600 (sw)\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2100, \"Acceleration\": 16.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century 350\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4100, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3672, \"Acceleration\": 11.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3988, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 137.0, \"Weight_in_lbs\": 4042, \"Acceleration\": 14.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge coronet custom\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3777, \"Acceleration\": 12.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury marquis brougham\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 198.0, \"Weight_in_lbs\": 4952, \"Acceleration\": 11.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4464, \"Acceleration\": 12.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ltd\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 158.0, \"Weight_in_lbs\": 4363, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury gran sedan\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4237, \"Acceleration\": 14.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler new yorker brougham\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4735, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick electra 225 custom\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 4951, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador brougham\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 3821, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth valiant\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3121, \"Acceleration\": 16.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova custom\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3278, \"Acceleration\": 18.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 16.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3021, \"Acceleration\": 16.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2904, \"Acceleration\": 16.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen super beetle\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Weight_in_lbs\": 1950, \"Acceleration\": 21.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4997, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 167.0, \"Weight_in_lbs\": 4906, \"Acceleration\": 12.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth custom suburb\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4654, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile vista cruiser\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4499, \"Acceleration\": 12.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2789, \"Acceleration\": 15.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota carina\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2279, \"Acceleration\": 19.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet vega\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2401, \"Acceleration\": 19.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 610\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 94.0, \"Weight_in_lbs\": 2379, \"Acceleration\": 16.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"maxda rx3\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2124, \"Acceleration\": 13.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2310, \"Acceleration\": 18.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury capri v6\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 155.0, \"Horsepower\": 107.0, \"Weight_in_lbs\": 2472, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"fiat 124 sport coupe\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 15.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet monte carlo s\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4082, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac grand prix\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 230.0, \"Weight_in_lbs\": 4278, \"Acceleration\": 9.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"fiat 128\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 68.0, \"Horsepower\": 49.0, \"Weight_in_lbs\": 1867, \"Acceleration\": 19.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"opel manta\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2158, \"Acceleration\": 15.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 100ls\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 114.0, \"Horsepower\": 91.0, \"Weight_in_lbs\": 2582, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 144ea\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2868, \"Acceleration\": 15.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"dodge dart custom\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3399, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"saab 99le\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, 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\"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3613, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4141, \"Acceleration\": 14.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century luxus (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4699, \"Acceleration\": 14.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge coronet custom (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4457, \"Acceleration\": 13.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4638, \"Acceleration\": 16.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4257, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi fox\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2219, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1963, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"opel manta\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 14.5, \"Year\": 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\"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2246, \"Acceleration\": 14.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2489, \"Acceleration\": 15.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"subaru\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 93.0, \"Weight_in_lbs\": 2391, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat x1.9\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2000, \"Acceleration\": 16.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth valiant custom\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3264, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3459, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury monarch\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 3432, \"Acceleration\": 21.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 3158, \"Acceleration\": 19.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4668, \"Acceleration\": 11.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet bel air\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4440, \"Acceleration\": 14.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth grand fury\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4498, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ltd\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 148.0, \"Weight_in_lbs\": 4657, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3907, \"Acceleration\": 21.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevroelt chevelle malibu\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3897, \"Acceleration\": 18.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3730, \"Acceleration\": 19.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3785, \"Acceleration\": 19.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skyhawk\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3039, \"Acceleration\": 15.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monza 2+2\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 8, \"Displacement\": 262.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3221, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang ii\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Weight_in_lbs\": 3169, \"Acceleration\": 12.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2171, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2639, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2914, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac astro\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2592, \"Acceleration\": 18.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2702, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 2223, \"Acceleration\": 16.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 710\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2545, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 171.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2984, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1937, \"Acceleration\": 14.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc pacer\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3211, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi 100ls\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 115.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2694, \"Acceleration\": 15.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2957, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 244dl\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 98.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99le\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2671, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic cvcc\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Weight_in_lbs\": 1795, \"Acceleration\": 17.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat 131\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2464, \"Acceleration\": 15.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"opel 1900\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 81.0, \"Weight_in_lbs\": 2220, \"Acceleration\": 16.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"capri ii\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2572, \"Acceleration\": 14.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 79.0, \"Weight_in_lbs\": 2255, \"Acceleration\": 17.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"renault 12tl\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 101.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2202, \"Acceleration\": 15.3, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet chevelle malibu classic\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4215, \"Acceleration\": 13.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge coronet brougham\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4190, \"Acceleration\": 13.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3962, \"Acceleration\": 13.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 14.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 152.0, \"Weight_in_lbs\": 4215, \"Acceleration\": 12.8, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth valiant\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3233, \"Acceleration\": 15.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3353, \"Acceleration\": 14.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 81.0, \"Weight_in_lbs\": 3012, \"Acceleration\": 17.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 22.5, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3085, \"Acceleration\": 17.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 2035, \"Acceleration\": 22.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet woody\", \"Miles_per_Gallon\": 24.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 2164, \"Acceleration\": 22.1, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1937, \"Acceleration\": 14.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Weight_in_lbs\": 1795, \"Acceleration\": 17.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge aspen se\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3651, \"Acceleration\": 17.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada ghia\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 3574, \"Acceleration\": 21.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac ventura sj\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3645, \"Acceleration\": 16.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc pacer d/l\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3193, \"Acceleration\": 17.8, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit\", \"Miles_per_Gallon\": 29.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1825, \"Acceleration\": 12.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun b-210\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1990, \"Acceleration\": 17.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 16.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 26.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2565, \"Acceleration\": 13.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volvo 245\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 130.0, \"Horsepower\": 102.0, \"Weight_in_lbs\": 3150, \"Acceleration\": 15.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth volare premier v8\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3940, \"Acceleration\": 13.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3270, \"Acceleration\": 21.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota mark ii\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 108.0, \"Weight_in_lbs\": 2930, \"Acceleration\": 15.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mercedes-benz 280s\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3820, \"Acceleration\": 16.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"cadillac seville\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4380, \"Acceleration\": 12.1, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy c10\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4055, \"Acceleration\": 12.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford f108\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3870, \"Acceleration\": 15.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge d100\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3755, \"Acceleration\": 14.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda Accelerationord cvcc\", \"Miles_per_Gallon\": 31.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2045, \"Acceleration\": 18.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick opel isuzu deluxe\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 111.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 14.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"renault 5 gtl\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Weight_in_lbs\": 1825, \"Acceleration\": 18.6, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth arrow gs\", \"Miles_per_Gallon\": 25.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 15.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun f-10 hatchback\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1945, \"Acceleration\": 16.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3880, \"Acceleration\": 12.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass supreme\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 4060, \"Acceleration\": 19.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge monaco brougham\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4140, \"Acceleration\": 13.7, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury cougar brougham\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 4295, \"Acceleration\": 14.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet concours\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3520, \"Acceleration\": 16.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3425, \"Acceleration\": 16.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth volare custom\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3630, \"Acceleration\": 17.7, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 98.0, \"Weight_in_lbs\": 3525, \"Acceleration\": 19.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac grand prix lj\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4220, \"Acceleration\": 11.1, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo landau\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4165, \"Acceleration\": 11.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler cordoba\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 4325, \"Acceleration\": 12.2, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford thunderbird\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 149.0, \"Weight_in_lbs\": 4335, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit custom\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 1940, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"pontiac sunbird coupe\", \"Miles_per_Gallon\": 24.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2740, \"Acceleration\": 16.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla liftback\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 18.2, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford mustang ii 2+2\", \"Miles_per_Gallon\": 25.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 89.0, \"Weight_in_lbs\": 2755, \"Acceleration\": 15.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 30.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2051, \"Acceleration\": 17.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge colt m/m\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2075, \"Acceleration\": 15.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"subaru dl\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 16.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 30.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2190, \"Acceleration\": 14.1, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 810\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2815, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"bmw 320i\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2600, \"Acceleration\": 12.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mazda rx-4\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 3, \"Displacement\": 80.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 13.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen rabbit custom diesel\", \"Miles_per_Gallon\": 43.1, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 21.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford fiesta\", \"Miles_per_Gallon\": 36.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 66.0, \"Weight_in_lbs\": 1800, \"Acceleration\": 14.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mazda glc deluxe\", \"Miles_per_Gallon\": 32.8, \"Cylinders\": 4, \"Displacement\": 78.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 19.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun b210 gx\", \"Miles_per_Gallon\": 39.4, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2070, \"Acceleration\": 18.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic cvcc\", \"Miles_per_Gallon\": 36.1, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1800, \"Acceleration\": 16.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"oldsmobile cutlass salon brougham\", \"Miles_per_Gallon\": 19.9, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3365, \"Acceleration\": 15.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge diplomat\", \"Miles_per_Gallon\": 19.4, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3735, \"Acceleration\": 13.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury monarch ghia\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Weight_in_lbs\": 3570, \"Acceleration\": 12.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix lj\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3535, \"Acceleration\": 19.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3155, \"Acceleration\": 18.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont (auto)\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2965, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont (man)\", \"Miles_per_Gallon\": 25.1, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 15.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth volare\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3430, \"Acceleration\": 17.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord\", \"Miles_per_Gallon\": 19.4, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3210, \"Acceleration\": 17.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century special\", \"Miles_per_Gallon\": 20.6, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3380, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury zephyr\", \"Miles_per_Gallon\": 20.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3070, \"Acceleration\": 16.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen\", \"Miles_per_Gallon\": 18.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3620, \"Acceleration\": 18.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord d/l\", \"Miles_per_Gallon\": 18.1, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3410, \"Acceleration\": 15.1, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo landau\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3425, \"Acceleration\": 13.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick regal sport coupe (turbo)\", \"Miles_per_Gallon\": 17.7, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 3445, \"Acceleration\": 13.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford futura\", \"Miles_per_Gallon\": 18.1, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Weight_in_lbs\": 3205, \"Acceleration\": 11.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge magnum xe\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4080, \"Acceleration\": 13.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 16.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 27.5, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2560, \"Acceleration\": 14.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 510\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 14.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge omni\", \"Miles_per_Gallon\": 30.9, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2230, \"Acceleration\": 14.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota celica gt liftback\", \"Miles_per_Gallon\": 21.1, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2515, \"Acceleration\": 14.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth sapporo\", \"Miles_per_Gallon\": 23.2, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 2745, \"Acceleration\": 16.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile starfire sx\", \"Miles_per_Gallon\": 23.8, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2855, \"Acceleration\": 17.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 200-sx\", \"Miles_per_Gallon\": 23.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2405, \"Acceleration\": 14.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"audi 5000\", \"Miles_per_Gallon\": 20.3, \"Cylinders\": 5, \"Displacement\": 131.0, \"Horsepower\": 103.0, \"Weight_in_lbs\": 2830, \"Acceleration\": 15.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 264gl\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3140, \"Acceleration\": 13.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99gle\", \"Miles_per_Gallon\": 21.6, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2795, \"Acceleration\": 15.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 604sl\", \"Miles_per_Gallon\": 16.2, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 133.0, \"Weight_in_lbs\": 3410, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen scirocco\", \"Miles_per_Gallon\": 31.5, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1990, \"Acceleration\": 14.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda Accelerationord lx\", \"Miles_per_Gallon\": 29.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2135, \"Acceleration\": 16.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"pontiac lemans v6\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 3245, \"Acceleration\": 15.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury zephyr 6\", \"Miles_per_Gallon\": 19.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2990, \"Acceleration\": 18.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont 4\", \"Miles_per_Gallon\": 22.3, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2890, \"Acceleration\": 17.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord dl 6\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3265, \"Acceleration\": 18.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen 6\", \"Miles_per_Gallon\": 20.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3360, \"Acceleration\": 16.6, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3840, \"Acceleration\": 15.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ltd landau\", \"Miles_per_Gallon\": 17.6, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Weight_in_lbs\": 3725, \"Acceleration\": 13.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury grand marquis\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 138.0, \"Weight_in_lbs\": 3955, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge st. regis\", \"Miles_per_Gallon\": 18.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 135.0, \"Weight_in_lbs\": 3830, \"Acceleration\": 15.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick estate wagon (sw)\", \"Miles_per_Gallon\": 16.9, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Weight_in_lbs\": 4360, \"Acceleration\": 14.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country squire (sw)\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 142.0, \"Weight_in_lbs\": 4054, \"Acceleration\": 14.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu classic (sw)\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 8, \"Displacement\": 267.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3605, \"Acceleration\": 15.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron town @ country (sw)\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3940, \"Acceleration\": 13.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit custom\", \"Miles_per_Gallon\": 31.9, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1925, \"Acceleration\": 14.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"maxda glc deluxe\", \"Miles_per_Gallon\": 34.1, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1975, \"Acceleration\": 15.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt hatchback custom\", \"Miles_per_Gallon\": 35.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 1915, \"Acceleration\": 14.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc spirit dl\", \"Miles_per_Gallon\": 27.4, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2670, \"Acceleration\": 15.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercedes benz 300d\", \"Miles_per_Gallon\": 25.4, \"Cylinders\": 5, \"Displacement\": 183.0, \"Horsepower\": 77.0, \"Weight_in_lbs\": 3530, \"Acceleration\": 20.1, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"cadillac eldorado\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3900, \"Acceleration\": 17.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 3190, \"Acceleration\": 24.8, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"oldsmobile cutlass salon brougham\", \"Miles_per_Gallon\": 23.9, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3420, \"Acceleration\": 22.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth horizon\", \"Miles_per_Gallon\": 34.2, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2200, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth horizon tc3\", \"Miles_per_Gallon\": 34.5, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2150, \"Acceleration\": 14.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 31.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2020, \"Acceleration\": 19.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat strada custom\", \"Miles_per_Gallon\": 37.3, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.7, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"buick skylark limited\", \"Miles_per_Gallon\": 28.4, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2670, \"Acceleration\": 16.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 28.8, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2595, \"Acceleration\": 11.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile omega brougham\", \"Miles_per_Gallon\": 26.8, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2700, \"Acceleration\": 12.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2556, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit\", \"Miles_per_Gallon\": 41.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2144, \"Acceleration\": 14.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corolla tercel\", \"Miles_per_Gallon\": 38.1, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1968, \"Acceleration\": 18.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 32.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2120, \"Acceleration\": 15.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 310\", \"Miles_per_Gallon\": 37.2, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2019, \"Acceleration\": 16.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2678, \"Acceleration\": 16.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont\", \"Miles_per_Gallon\": 26.4, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2870, \"Acceleration\": 18.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord\", \"Miles_per_Gallon\": 24.3, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3003, \"Acceleration\": 20.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen\", \"Miles_per_Gallon\": 19.1, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3381, \"Acceleration\": 18.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi 4000\", \"Miles_per_Gallon\": 34.3, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2188, \"Acceleration\": 15.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corona liftback\", \"Miles_per_Gallon\": 29.8, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2711, \"Acceleration\": 15.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda 626\", \"Miles_per_Gallon\": 31.3, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2542, \"Acceleration\": 17.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 510 hatchback\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2434, \"Acceleration\": 15.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 32.2, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 15.2, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc\", \"Miles_per_Gallon\": 46.6, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2110, \"Acceleration\": 17.9, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 27.9, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 2800, \"Acceleration\": 14.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 40.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2110, \"Acceleration\": 19.2, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"vw rabbit c (diesel)\", \"Miles_per_Gallon\": 44.3, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 2085, \"Acceleration\": 21.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"vw dasher (diesel)\", \"Miles_per_Gallon\": 43.4, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 2335, \"Acceleration\": 23.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 5000s (diesel)\", \"Miles_per_Gallon\": 36.4, \"Cylinders\": 5, \"Displacement\": 121.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2950, \"Acceleration\": 19.9, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mercedes-benz 240d\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 146.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 3250, \"Acceleration\": 21.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic 1500 gl\", \"Miles_per_Gallon\": 44.6, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1850, \"Acceleration\": 13.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"renault lecar deluxe\", \"Miles_per_Gallon\": 40.9, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": null, \"Weight_in_lbs\": 1835, \"Acceleration\": 17.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"subaru dl\", \"Miles_per_Gallon\": 33.8, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2145, \"Acceleration\": 18.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"vokswagen rabbit\", \"Miles_per_Gallon\": 29.8, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Weight_in_lbs\": 1845, \"Acceleration\": 15.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 280-zx\", \"Miles_per_Gallon\": 32.7, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 132.0, \"Weight_in_lbs\": 2910, \"Acceleration\": 11.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda rx-7 gs\", \"Miles_per_Gallon\": 23.7, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2420, \"Acceleration\": 12.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"triumph tr7 coupe\", \"Miles_per_Gallon\": 35.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2500, \"Acceleration\": 15.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford mustang cobra\", \"Miles_per_Gallon\": 23.6, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": null, \"Weight_in_lbs\": 2905, \"Acceleration\": 14.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda Accelerationord\", \"Miles_per_Gallon\": 32.4, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2290, \"Acceleration\": 17.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth reliant\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2490, \"Acceleration\": 15.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark\", \"Miles_per_Gallon\": 26.6, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2635, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aries wagon (sw)\", \"Miles_per_Gallon\": 25.8, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2620, \"Acceleration\": 14.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 23.5, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2725, \"Acceleration\": 12.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth reliant\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2385, \"Acceleration\": 12.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota starlet\", \"Miles_per_Gallon\": 39.1, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Weight_in_lbs\": 1755, \"Acceleration\": 16.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth champ\", \"Miles_per_Gallon\": 39.0, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 64.0, \"Weight_in_lbs\": 1875, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda civic 1300\", \"Miles_per_Gallon\": 35.1, \"Cylinders\": 4, \"Displacement\": 81.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1760, \"Acceleration\": 16.1, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"subaru\", \"Miles_per_Gallon\": 32.3, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2065, \"Acceleration\": 17.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1975, \"Acceleration\": 19.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota tercel\", \"Miles_per_Gallon\": 37.7, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Weight_in_lbs\": 2050, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc 4\", \"Miles_per_Gallon\": 34.1, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 16.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth horizon 4\", \"Miles_per_Gallon\": 34.7, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2215, \"Acceleration\": 14.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford escort 4w\", \"Miles_per_Gallon\": 34.4, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2045, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford escort 2h\", \"Miles_per_Gallon\": 29.9, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2380, \"Acceleration\": 20.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen jetta\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 2190, \"Acceleration\": 14.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"renault 18i\", \"Miles_per_Gallon\": 34.5, \"Cylinders\": 4, \"Displacement\": 100.0, \"Horsepower\": null, \"Weight_in_lbs\": 2320, \"Acceleration\": 15.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda prelude\", \"Miles_per_Gallon\": 33.7, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2210, \"Acceleration\": 14.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 32.4, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2350, \"Acceleration\": 16.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 200sx\", \"Miles_per_Gallon\": 32.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2615, \"Acceleration\": 14.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda 626\", \"Miles_per_Gallon\": 31.6, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 2635, \"Acceleration\": 18.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"peugeot 505s turbo diesel\", \"Miles_per_Gallon\": 28.1, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 3230, \"Acceleration\": 20.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 900s\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2800, \"Acceleration\": 15.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo diesel\", \"Miles_per_Gallon\": 30.7, \"Cylinders\": 6, \"Displacement\": 145.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 3160, \"Acceleration\": 19.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota cressida\", \"Miles_per_Gallon\": 25.4, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 116.0, \"Weight_in_lbs\": 2900, \"Acceleration\": 12.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 810 maxima\", \"Miles_per_Gallon\": 24.2, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 2930, \"Acceleration\": 13.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century\", \"Miles_per_Gallon\": 22.4, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3415, \"Acceleration\": 15.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass ls\", \"Miles_per_Gallon\": 26.6, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3725, \"Acceleration\": 19.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada gl\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3060, \"Acceleration\": 17.1, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron salon\", \"Miles_per_Gallon\": 17.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3465, \"Acceleration\": 16.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2605, \"Acceleration\": 19.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier wagon\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2640, \"Acceleration\": 18.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier 2-door\", \"Miles_per_Gallon\": 34.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2395, \"Acceleration\": 18.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac j2000 se hatchback\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2575, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aries se\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2525, \"Acceleration\": 16.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2735, \"Acceleration\": 18.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont futura\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2865, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord dl\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": null, \"Weight_in_lbs\": 3035, \"Acceleration\": 20.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit l\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 1980, \"Acceleration\": 15.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mazda glc custom l\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2025, \"Acceleration\": 18.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc custom\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 1970, \"Acceleration\": 17.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth horizon miser\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 14.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury lynx l\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"nissan stanza xe\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2160, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda Accelerationord\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2205, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 34.0, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2245, \"Acceleration\": 16.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1965, \"Acceleration\": 15.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic (auto)\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1965, \"Acceleration\": 15.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 310 gx\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1995, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century limited\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 6, \"Displacement\": 181.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass ciera (diesel)\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 6, \"Displacement\": 262.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3015, \"Acceleration\": 17.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron medallion\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2585, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada l\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2835, \"Acceleration\": 14.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota celica gt\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 144.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2665, \"Acceleration\": 13.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge charger 2.2\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2370, \"Acceleration\": 13.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet camaro\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2950, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang gl\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2790, \"Acceleration\": 15.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw pickup\", \"Miles_per_Gallon\": 44.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 24.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"dodge rampage\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2295, \"Acceleration\": 11.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ranger\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 79.0, \"Weight_in_lbs\": 2625, \"Acceleration\": 18.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy s-10\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 82.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 19.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(cars).mark_bar().encode(\n",
    "    x=alt.X('Acceleration', bin=True),\n",
    "    y='count()'\n",
    ") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aUjfx0TiL-5H"
   },
   "source": [
    "**Q: can you create a 2D scatterplot with `Acceleration` and `Horsepower`? Use `Origin` for the colors.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "id": "vzYUZPheL-5I",
    "outputId": "399cd345-6ad9-4975-cb82-697d64185948"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "  #altair-viz-9fdd72a36f78487c8cd00e97b80b8b79.vega-embed {\n",
       "    width: 100%;\n",
       "    display: flex;\n",
       "  }\n",
       "\n",
       "  #altair-viz-9fdd72a36f78487c8cd00e97b80b8b79.vega-embed details,\n",
       "  #altair-viz-9fdd72a36f78487c8cd00e97b80b8b79.vega-embed details summary {\n",
       "    position: relative;\n",
       "  }\n",
       "</style>\n",
       "<div id=\"altair-viz-9fdd72a36f78487c8cd00e97b80b8b79\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-9fdd72a36f78487c8cd00e97b80b8b79\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-9fdd72a36f78487c8cd00e97b80b8b79\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.8.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.8.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-f02450ab61490a1363517a0190416235\"}, \"mark\": {\"type\": \"point\"}, \"encoding\": {\"color\": {\"field\": \"Origin\", \"type\": \"nominal\"}, \"x\": {\"field\": \"Acceleration\", \"type\": \"quantitative\"}, \"y\": {\"field\": \"Horsepower\", \"type\": \"quantitative\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.8.0.json\", \"datasets\": {\"data-f02450ab61490a1363517a0190416235\": [{\"Name\": \"chevrolet chevelle malibu\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3504, \"Acceleration\": 12.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark 320\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 3693, \"Acceleration\": 11.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3436, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc rebel sst\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3433, \"Acceleration\": 12.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3449, \"Acceleration\": 10.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 198.0, \"Weight_in_lbs\": 4341, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 454.0, \"Horsepower\": 220.0, \"Weight_in_lbs\": 4354, \"Acceleration\": 9.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4312, \"Acceleration\": 8.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 4425, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador dpl\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 390.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 3850, \"Acceleration\": 8.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"citroen ds-21 pallas\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 133.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 3090, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet chevelle concours (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4142, \"Acceleration\": 11.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4034, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4166, \"Acceleration\": 10.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc rebel sst (sw)\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 3850, \"Acceleration\": 11.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge challenger se\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 3563, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth 'cuda 340\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 340.0, \"Horsepower\": 160.0, \"Weight_in_lbs\": 3609, \"Acceleration\": 8.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang boss 302\", \"Miles_per_Gallon\": null, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3353, \"Acceleration\": 8.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3761, \"Acceleration\": 9.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick estate wagon (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 3086, \"Acceleration\": 10.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona mark ii\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2372, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2833, \"Acceleration\": 15.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2774, \"Acceleration\": 15.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford 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\"Displacement\": 107.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2430, \"Acceleration\": 14.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99e\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 104.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2375, \"Acceleration\": 17.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"bmw 2002\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 113.0, \"Weight_in_lbs\": 2234, \"Acceleration\": 12.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2648, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford f250\", \"Miles_per_Gallon\": 10.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4615, \"Acceleration\": 14.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy c20\", \"Miles_per_Gallon\": 10.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 200.0, \"Weight_in_lbs\": 4376, \"Acceleration\": 15.0, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge d200\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 210.0, \"Weight_in_lbs\": 4382, \"Acceleration\": 13.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"hi 1200d\", \"Miles_per_Gallon\": 9.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 193.0, \"Weight_in_lbs\": 4732, \"Acceleration\": 18.5, \"Year\": \"1970-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun pl510\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet vega 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232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2634, \"Acceleration\": 13.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite custom\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3439, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevelle malibu\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3329, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford torino 500\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3302, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3288, \"Acceleration\": 15.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4209, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina brougham\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4464, \"Acceleration\": 11.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4154, \"Acceleration\": 13.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4096, \"Acceleration\": 13.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge monaco (sw)\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4955, \"Acceleration\": 11.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country squire (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4746, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac safari (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 5140, \"Acceleration\": 12.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc hornet sportabout (sw)\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2962, \"Acceleration\": 13.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet vega (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2408, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac firebird\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3282, \"Acceleration\": 15.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3139, \"Acceleration\": 14.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury capri 2000\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2220, \"Acceleration\": 14.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"opel 1900\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2123, \"Acceleration\": 14.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 304\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2074, \"Acceleration\": 19.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"fiat 124b\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 88.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2065, \"Acceleration\": 14.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corolla 1200\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1773, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 1200\", \"Miles_per_Gallon\": 35.0, \"Cylinders\": 4, \"Displacement\": 72.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 1613, \"Acceleration\": 18.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen model 111\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1834, \"Acceleration\": 19.0, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth cricket\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1955, \"Acceleration\": 20.5, \"Year\": \"1971-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona hardtop\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2278, \"Acceleration\": 15.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt hardtop\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 97.5, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2126, \"Acceleration\": 17.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen type 3\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 54.0, \"Weight_in_lbs\": 2254, \"Acceleration\": 23.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet vega\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2408, \"Acceleration\": 19.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford pinto runabout\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2226, \"Acceleration\": 16.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet impala\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 4274, \"Acceleration\": 12.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4385, \"Acceleration\": 12.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury iii\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4135, \"Acceleration\": 13.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford galaxie 500\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Weight_in_lbs\": 4129, \"Acceleration\": 13.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador sst\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3672, \"Acceleration\": 11.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury marquis\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 208.0, \"Weight_in_lbs\": 4633, \"Acceleration\": 11.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick lesabre custom\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Weight_in_lbs\": 4502, \"Acceleration\": 13.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile delta 88 royale\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 160.0, \"Weight_in_lbs\": 4456, \"Acceleration\": 13.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler newport royal\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 4422, \"Acceleration\": 12.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mazda rx2 coupe\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2330, \"Acceleration\": 13.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"amc matador (sw)\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3892, \"Acceleration\": 12.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevelle concours (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 4098, \"Acceleration\": 14.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4294, \"Acceleration\": 16.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth satellite custom (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4077, \"Acceleration\": 14.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volvo 145e (sw)\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2933, \"Acceleration\": 14.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen 411 (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2511, \"Acceleration\": 18.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 504 (sw)\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 87.0, \"Weight_in_lbs\": 2979, \"Acceleration\": 19.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"renault 12 (sw)\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 96.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 2189, \"Acceleration\": 18.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford pinto (sw)\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2395, \"Acceleration\": 16.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 510 (sw)\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2288, \"Acceleration\": 17.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyouta corona mark ii (sw)\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2506, \"Acceleration\": 14.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt (sw)\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2164, \"Acceleration\": 15.0, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla 1600 (sw)\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2100, \"Acceleration\": 16.5, \"Year\": \"1972-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century 350\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 4100, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3672, \"Acceleration\": 11.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3988, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 137.0, 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\"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury gran sedan\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4237, \"Acceleration\": 14.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler new yorker brougham\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Weight_in_lbs\": 4735, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick electra 225 custom\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Weight_in_lbs\": 4951, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc ambassador brougham\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Weight_in_lbs\": 3821, \"Acceleration\": 11.0, \"Year\": 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\"Displacement\": 360.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4654, \"Acceleration\": 13.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile vista cruiser\", \"Miles_per_Gallon\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4499, \"Acceleration\": 12.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2789, \"Acceleration\": 15.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota carina\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2279, \"Acceleration\": 19.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet vega\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 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\"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2158, \"Acceleration\": 15.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 100ls\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 114.0, \"Horsepower\": 91.0, \"Weight_in_lbs\": 2582, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 144ea\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2868, \"Acceleration\": 15.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"dodge dart custom\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3399, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"saab 99le\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2660, \"Acceleration\": 14.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota mark ii\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 122.0, \"Weight_in_lbs\": 2807, \"Acceleration\": 13.5, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"oldsmobile omega\", \"Miles_per_Gallon\": 11.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 3664, \"Acceleration\": 11.0, \"Year\": \"1973-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth duster\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3102, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": null, \"Weight_in_lbs\": 2875, \"Acceleration\": 17.0, \"Year\": 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\"Displacement\": 225.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3613, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4141, \"Acceleration\": 14.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century luxus (sw)\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4699, \"Acceleration\": 14.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge coronet custom (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4457, \"Acceleration\": 13.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4638, \"Acceleration\": 16.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador (sw)\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4257, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi fox\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2219, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1963, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"opel manta\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 14.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 76.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 1649, \"Acceleration\": 16.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 710\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 83.0, \"Horsepower\": 61.0, \"Weight_in_lbs\": 2003, \"Acceleration\": 19.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 14.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"fiat 128\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2108, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"fiat 124 tc\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2246, \"Acceleration\": 14.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2489, \"Acceleration\": 15.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"subaru\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 93.0, \"Weight_in_lbs\": 2391, \"Acceleration\": 15.5, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat x1.9\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2000, \"Acceleration\": 16.0, \"Year\": \"1974-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth valiant custom\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3264, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet nova\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3459, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury monarch\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 3432, \"Acceleration\": 21.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford maverick\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 3158, \"Acceleration\": 19.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac catalina\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4668, \"Acceleration\": 11.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet bel air\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4440, \"Acceleration\": 14.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth grand fury\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4498, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ltd\", \"Miles_per_Gallon\": 14.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 148.0, \"Weight_in_lbs\": 4657, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3907, \"Acceleration\": 21.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevroelt chevelle malibu\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3897, \"Acceleration\": 18.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3730, \"Acceleration\": 19.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth fury\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3785, \"Acceleration\": 19.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skyhawk\", \"Miles_per_Gallon\": 21.0, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3039, \"Acceleration\": 15.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monza 2+2\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 8, \"Displacement\": 262.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3221, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang ii\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Weight_in_lbs\": 3169, \"Acceleration\": 12.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2171, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2639, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc gremlin\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2914, \"Acceleration\": 16.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac astro\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2592, \"Acceleration\": 18.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2702, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 2223, \"Acceleration\": 16.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 710\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2545, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 171.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2984, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1937, \"Acceleration\": 14.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"amc pacer\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3211, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi 100ls\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 115.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2694, \"Acceleration\": 15.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2957, \"Acceleration\": 17.0, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 244dl\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 98.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 14.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99le\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2671, \"Acceleration\": 13.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic cvcc\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Weight_in_lbs\": 1795, \"Acceleration\": 17.5, \"Year\": \"1975-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat 131\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2464, \"Acceleration\": 15.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"opel 1900\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 81.0, \"Weight_in_lbs\": 2220, \"Acceleration\": 16.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"capri ii\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2572, \"Acceleration\": 14.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 79.0, \"Weight_in_lbs\": 2255, \"Acceleration\": 17.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"renault 12tl\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 101.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2202, \"Acceleration\": 15.3, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"chevrolet chevelle malibu classic\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4215, \"Acceleration\": 13.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge coronet brougham\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 4190, \"Acceleration\": 13.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc matador\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3962, \"Acceleration\": 13.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford gran torino\", \"Miles_per_Gallon\": 14.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 152.0, \"Weight_in_lbs\": 4215, \"Acceleration\": 12.8, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth valiant\", 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\"Horsepower\": 52.0, \"Weight_in_lbs\": 2035, \"Acceleration\": 22.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet woody\", \"Miles_per_Gallon\": 24.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 2164, \"Acceleration\": 22.1, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1937, \"Acceleration\": 14.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Weight_in_lbs\": 1795, \"Acceleration\": 17.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge aspen se\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3651, \"Acceleration\": 17.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada ghia\", \"Miles_per_Gallon\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 3574, \"Acceleration\": 21.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac ventura sj\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3645, \"Acceleration\": 16.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc pacer d/l\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3193, \"Acceleration\": 17.8, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit\", \"Miles_per_Gallon\": 29.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1825, \"Acceleration\": 12.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun b-210\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1990, \"Acceleration\": 17.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 16.4, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford pinto\", \"Miles_per_Gallon\": 26.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2565, \"Acceleration\": 13.6, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volvo 245\", \"Miles_per_Gallon\": 20.0, \"Cylinders\": 4, \"Displacement\": 130.0, \"Horsepower\": 102.0, \"Weight_in_lbs\": 3150, \"Acceleration\": 15.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth volare premier v8\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3940, \"Acceleration\": 13.2, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3270, \"Acceleration\": 21.9, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota mark ii\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 108.0, \"Weight_in_lbs\": 2930, \"Acceleration\": 15.5, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mercedes-benz 280s\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3820, \"Acceleration\": 16.7, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"cadillac seville\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4380, \"Acceleration\": 12.1, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy c10\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4055, \"Acceleration\": 12.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford f108\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3870, \"Acceleration\": 15.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge d100\", \"Miles_per_Gallon\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3755, \"Acceleration\": 14.0, \"Year\": \"1976-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda Accelerationord cvcc\", \"Miles_per_Gallon\": 31.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2045, \"Acceleration\": 18.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick opel isuzu deluxe\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 111.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 14.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"renault 5 gtl\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Weight_in_lbs\": 1825, \"Acceleration\": 18.6, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"plymouth arrow gs\", \"Miles_per_Gallon\": 25.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 15.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun f-10 hatchback\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 1945, \"Acceleration\": 16.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3880, \"Acceleration\": 12.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass supreme\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 4060, \"Acceleration\": 19.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge monaco brougham\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 4140, \"Acceleration\": 13.7, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury cougar brougham\", \"Miles_per_Gallon\": 15.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 4295, \"Acceleration\": 14.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet concours\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3520, \"Acceleration\": 16.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3425, \"Acceleration\": 16.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth volare custom\", \"Miles_per_Gallon\": 19.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3630, \"Acceleration\": 17.7, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 98.0, \"Weight_in_lbs\": 3525, \"Acceleration\": 19.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac grand prix lj\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 180.0, \"Weight_in_lbs\": 4220, \"Acceleration\": 11.1, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo landau\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 170.0, \"Weight_in_lbs\": 4165, \"Acceleration\": 11.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler cordoba\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Weight_in_lbs\": 4325, \"Acceleration\": 12.2, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford thunderbird\", \"Miles_per_Gallon\": 16.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 149.0, \"Weight_in_lbs\": 4335, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit custom\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 1940, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"pontiac sunbird coupe\", \"Miles_per_Gallon\": 24.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2740, \"Acceleration\": 16.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corolla liftback\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 18.2, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"ford mustang ii 2+2\", \"Miles_per_Gallon\": 25.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 89.0, \"Weight_in_lbs\": 2755, \"Acceleration\": 15.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 30.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2051, \"Acceleration\": 17.0, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge colt m/m\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Weight_in_lbs\": 2075, \"Acceleration\": 15.9, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"subaru dl\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 16.4, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen dasher\", \"Miles_per_Gallon\": 30.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2190, \"Acceleration\": 14.1, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 810\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2815, \"Acceleration\": 14.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"bmw 320i\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2600, \"Acceleration\": 12.8, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mazda rx-4\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 3, \"Displacement\": 80.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 13.5, \"Year\": \"1977-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"volkswagen rabbit custom diesel\", \"Miles_per_Gallon\": 43.1, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 21.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford fiesta\", \"Miles_per_Gallon\": 36.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 66.0, \"Weight_in_lbs\": 1800, \"Acceleration\": 14.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mazda glc deluxe\", \"Miles_per_Gallon\": 32.8, \"Cylinders\": 4, \"Displacement\": 78.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 19.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun b210 gx\", \"Miles_per_Gallon\": 39.4, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2070, \"Acceleration\": 18.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic cvcc\", \"Miles_per_Gallon\": 36.1, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1800, \"Acceleration\": 16.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"oldsmobile cutlass salon brougham\", \"Miles_per_Gallon\": 19.9, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3365, \"Acceleration\": 15.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge diplomat\", \"Miles_per_Gallon\": 19.4, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 3735, \"Acceleration\": 13.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury monarch ghia\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Weight_in_lbs\": 3570, \"Acceleration\": 12.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix lj\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3535, \"Acceleration\": 19.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 3155, \"Acceleration\": 18.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont (auto)\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2965, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont (man)\", \"Miles_per_Gallon\": 25.1, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 15.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth volare\", \"Miles_per_Gallon\": 20.5, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 3430, \"Acceleration\": 17.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord\", \"Miles_per_Gallon\": 19.4, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3210, \"Acceleration\": 17.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick century special\", \"Miles_per_Gallon\": 20.6, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3380, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury zephyr\", \"Miles_per_Gallon\": 20.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3070, \"Acceleration\": 16.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen\", \"Miles_per_Gallon\": 18.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3620, \"Acceleration\": 18.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord d/l\", \"Miles_per_Gallon\": 18.1, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 3410, \"Acceleration\": 15.1, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet monte carlo landau\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Weight_in_lbs\": 3425, \"Acceleration\": 13.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick regal sport coupe (turbo)\", \"Miles_per_Gallon\": 17.7, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 165.0, \"Weight_in_lbs\": 3445, \"Acceleration\": 13.4, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford futura\", \"Miles_per_Gallon\": 18.1, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Weight_in_lbs\": 3205, \"Acceleration\": 11.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge magnum xe\", \"Miles_per_Gallon\": 17.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Weight_in_lbs\": 4080, \"Acceleration\": 13.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2155, \"Acceleration\": 16.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota corona\", \"Miles_per_Gallon\": 27.5, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2560, \"Acceleration\": 14.2, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 510\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2300, \"Acceleration\": 14.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge omni\", \"Miles_per_Gallon\": 30.9, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2230, \"Acceleration\": 14.5, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota celica gt liftback\", \"Miles_per_Gallon\": 21.1, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Weight_in_lbs\": 2515, \"Acceleration\": 14.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth sapporo\", \"Miles_per_Gallon\": 23.2, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 2745, \"Acceleration\": 16.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile starfire sx\", \"Miles_per_Gallon\": 23.8, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2855, \"Acceleration\": 17.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 200-sx\", \"Miles_per_Gallon\": 23.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Weight_in_lbs\": 2405, \"Acceleration\": 14.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"audi 5000\", \"Miles_per_Gallon\": 20.3, \"Cylinders\": 5, \"Displacement\": 131.0, \"Horsepower\": 103.0, \"Weight_in_lbs\": 2830, \"Acceleration\": 15.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo 264gl\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3140, \"Acceleration\": 13.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 99gle\", \"Miles_per_Gallon\": 21.6, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2795, \"Acceleration\": 15.7, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"peugeot 604sl\", \"Miles_per_Gallon\": 16.2, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 133.0, \"Weight_in_lbs\": 3410, \"Acceleration\": 15.8, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volkswagen scirocco\", \"Miles_per_Gallon\": 31.5, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1990, \"Acceleration\": 14.9, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda Accelerationord lx\", \"Miles_per_Gallon\": 29.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2135, \"Acceleration\": 16.6, \"Year\": \"1978-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"pontiac lemans v6\", \"Miles_per_Gallon\": 21.5, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 3245, \"Acceleration\": 15.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury zephyr 6\", \"Miles_per_Gallon\": 19.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2990, \"Acceleration\": 18.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont 4\", \"Miles_per_Gallon\": 22.3, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2890, \"Acceleration\": 17.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord dl 6\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3265, \"Acceleration\": 18.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen 6\", \"Miles_per_Gallon\": 20.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3360, \"Acceleration\": 16.6, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet caprice classic\", \"Miles_per_Gallon\": 17.0, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 130.0, \"Weight_in_lbs\": 3840, \"Acceleration\": 15.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ltd landau\", \"Miles_per_Gallon\": 17.6, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Weight_in_lbs\": 3725, \"Acceleration\": 13.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury grand marquis\", \"Miles_per_Gallon\": 16.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 138.0, \"Weight_in_lbs\": 3955, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge st. regis\", \"Miles_per_Gallon\": 18.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 135.0, \"Weight_in_lbs\": 3830, \"Acceleration\": 15.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick estate wagon (sw)\", \"Miles_per_Gallon\": 16.9, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Weight_in_lbs\": 4360, \"Acceleration\": 14.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford country squire (sw)\", \"Miles_per_Gallon\": 15.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 142.0, \"Weight_in_lbs\": 4054, \"Acceleration\": 14.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet malibu classic (sw)\", \"Miles_per_Gallon\": 19.2, \"Cylinders\": 8, \"Displacement\": 267.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3605, \"Acceleration\": 15.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron town @ country (sw)\", \"Miles_per_Gallon\": 18.5, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 150.0, \"Weight_in_lbs\": 3940, \"Acceleration\": 13.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit custom\", \"Miles_per_Gallon\": 31.9, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 1925, \"Acceleration\": 14.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"maxda glc deluxe\", \"Miles_per_Gallon\": 34.1, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1975, \"Acceleration\": 15.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt hatchback custom\", \"Miles_per_Gallon\": 35.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 1915, \"Acceleration\": 14.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc spirit dl\", \"Miles_per_Gallon\": 27.4, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 2670, \"Acceleration\": 15.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercedes benz 300d\", \"Miles_per_Gallon\": 25.4, \"Cylinders\": 5, \"Displacement\": 183.0, \"Horsepower\": 77.0, \"Weight_in_lbs\": 3530, \"Acceleration\": 20.1, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"cadillac eldorado\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 125.0, \"Weight_in_lbs\": 3900, \"Acceleration\": 17.4, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"peugeot 504\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 71.0, \"Weight_in_lbs\": 3190, \"Acceleration\": 24.8, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"oldsmobile cutlass salon brougham\", \"Miles_per_Gallon\": 23.9, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3420, \"Acceleration\": 22.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth horizon\", \"Miles_per_Gallon\": 34.2, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2200, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth horizon tc3\", \"Miles_per_Gallon\": 34.5, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2150, \"Acceleration\": 14.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 31.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2020, \"Acceleration\": 19.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"fiat strada custom\", \"Miles_per_Gallon\": 37.3, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 69.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 14.7, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"buick skylark limited\", \"Miles_per_Gallon\": 28.4, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2670, \"Acceleration\": 16.0, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 28.8, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2595, \"Acceleration\": 11.3, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile omega brougham\", \"Miles_per_Gallon\": 26.8, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Weight_in_lbs\": 2700, \"Acceleration\": 12.9, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix\", \"Miles_per_Gallon\": 33.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2556, \"Acceleration\": 13.2, \"Year\": \"1979-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw rabbit\", \"Miles_per_Gallon\": 41.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 2144, \"Acceleration\": 14.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corolla tercel\", \"Miles_per_Gallon\": 38.1, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1968, \"Acceleration\": 18.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet chevette\", \"Miles_per_Gallon\": 32.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2120, \"Acceleration\": 15.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 310\", \"Miles_per_Gallon\": 37.2, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2019, \"Acceleration\": 16.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2678, \"Acceleration\": 16.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont\", \"Miles_per_Gallon\": 26.4, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2870, \"Acceleration\": 18.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord\", \"Miles_per_Gallon\": 24.3, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3003, \"Acceleration\": 20.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aspen\", \"Miles_per_Gallon\": 19.1, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 3381, \"Acceleration\": 18.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"audi 4000\", \"Miles_per_Gallon\": 34.3, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Weight_in_lbs\": 2188, \"Acceleration\": 15.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota corona liftback\", \"Miles_per_Gallon\": 29.8, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2711, \"Acceleration\": 15.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda 626\", \"Miles_per_Gallon\": 31.3, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2542, \"Acceleration\": 17.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 510 hatchback\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2434, \"Acceleration\": 15.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 32.2, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2265, \"Acceleration\": 15.2, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc\", \"Miles_per_Gallon\": 46.6, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2110, \"Acceleration\": 17.9, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge colt\", \"Miles_per_Gallon\": 27.9, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 2800, \"Acceleration\": 14.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 40.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2110, \"Acceleration\": 19.2, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"vw rabbit c (diesel)\", \"Miles_per_Gallon\": 44.3, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 2085, \"Acceleration\": 21.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"vw dasher (diesel)\", \"Miles_per_Gallon\": 43.4, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Weight_in_lbs\": 2335, \"Acceleration\": 23.7, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"audi 5000s (diesel)\", \"Miles_per_Gallon\": 36.4, \"Cylinders\": 5, \"Displacement\": 121.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2950, \"Acceleration\": 19.9, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mercedes-benz 240d\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 146.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 3250, \"Acceleration\": 21.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda civic 1500 gl\", \"Miles_per_Gallon\": 44.6, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1850, \"Acceleration\": 13.8, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"renault lecar deluxe\", \"Miles_per_Gallon\": 40.9, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": null, \"Weight_in_lbs\": 1835, \"Acceleration\": 17.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"subaru dl\", \"Miles_per_Gallon\": 33.8, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2145, \"Acceleration\": 18.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"vokswagen rabbit\", \"Miles_per_Gallon\": 29.8, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Weight_in_lbs\": 1845, \"Acceleration\": 15.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"datsun 280-zx\", \"Miles_per_Gallon\": 32.7, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 132.0, \"Weight_in_lbs\": 2910, \"Acceleration\": 11.4, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda rx-7 gs\", \"Miles_per_Gallon\": 23.7, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2420, \"Acceleration\": 12.5, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"triumph tr7 coupe\", \"Miles_per_Gallon\": 35.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2500, \"Acceleration\": 15.1, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"ford mustang cobra\", \"Miles_per_Gallon\": 23.6, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": null, \"Weight_in_lbs\": 2905, \"Acceleration\": 14.3, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda Accelerationord\", \"Miles_per_Gallon\": 32.4, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 72.0, \"Weight_in_lbs\": 2290, \"Acceleration\": 17.0, \"Year\": \"1980-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth reliant\", \"Miles_per_Gallon\": 27.2, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2490, \"Acceleration\": 15.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"buick skylark\", \"Miles_per_Gallon\": 26.6, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2635, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aries wagon (sw)\", \"Miles_per_Gallon\": 25.8, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2620, \"Acceleration\": 14.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet citation\", \"Miles_per_Gallon\": 23.5, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2725, \"Acceleration\": 12.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"plymouth reliant\", \"Miles_per_Gallon\": 30.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2385, \"Acceleration\": 12.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota starlet\", \"Miles_per_Gallon\": 39.1, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Weight_in_lbs\": 1755, \"Acceleration\": 16.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth champ\", \"Miles_per_Gallon\": 39.0, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 64.0, \"Weight_in_lbs\": 1875, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"honda civic 1300\", \"Miles_per_Gallon\": 35.1, \"Cylinders\": 4, \"Displacement\": 81.0, \"Horsepower\": 60.0, \"Weight_in_lbs\": 1760, \"Acceleration\": 16.1, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"subaru\", \"Miles_per_Gallon\": 32.3, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 2065, \"Acceleration\": 17.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 210\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 1975, \"Acceleration\": 19.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota tercel\", \"Miles_per_Gallon\": 37.7, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Weight_in_lbs\": 2050, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc 4\", \"Miles_per_Gallon\": 34.1, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 1985, \"Acceleration\": 16.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth horizon 4\", \"Miles_per_Gallon\": 34.7, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2215, \"Acceleration\": 14.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford escort 4w\", \"Miles_per_Gallon\": 34.4, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2045, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford escort 2h\", \"Miles_per_Gallon\": 29.9, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Weight_in_lbs\": 2380, \"Acceleration\": 20.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen jetta\", \"Miles_per_Gallon\": 33.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 2190, \"Acceleration\": 14.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"renault 18i\", \"Miles_per_Gallon\": 34.5, \"Cylinders\": 4, \"Displacement\": 100.0, \"Horsepower\": null, \"Weight_in_lbs\": 2320, \"Acceleration\": 15.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"honda prelude\", \"Miles_per_Gallon\": 33.7, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2210, \"Acceleration\": 14.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 32.4, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2350, \"Acceleration\": 16.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 200sx\", \"Miles_per_Gallon\": 32.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 100.0, \"Weight_in_lbs\": 2615, \"Acceleration\": 14.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda 626\", \"Miles_per_Gallon\": 31.6, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 2635, \"Acceleration\": 18.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"peugeot 505s turbo diesel\", \"Miles_per_Gallon\": 28.1, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 80.0, \"Weight_in_lbs\": 3230, \"Acceleration\": 20.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"saab 900s\", \"Miles_per_Gallon\": null, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2800, \"Acceleration\": 15.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"volvo diesel\", \"Miles_per_Gallon\": 30.7, \"Cylinders\": 6, \"Displacement\": 145.0, \"Horsepower\": 76.0, \"Weight_in_lbs\": 3160, \"Acceleration\": 19.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"toyota cressida\", \"Miles_per_Gallon\": 25.4, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 116.0, \"Weight_in_lbs\": 2900, \"Acceleration\": 12.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 810 maxima\", \"Miles_per_Gallon\": 24.2, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 120.0, \"Weight_in_lbs\": 2930, \"Acceleration\": 13.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century\", \"Miles_per_Gallon\": 22.4, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 3415, \"Acceleration\": 15.8, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass ls\", \"Miles_per_Gallon\": 26.6, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 105.0, \"Weight_in_lbs\": 3725, \"Acceleration\": 19.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada gl\", \"Miles_per_Gallon\": 20.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 3060, \"Acceleration\": 17.1, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron salon\", \"Miles_per_Gallon\": 17.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3465, \"Acceleration\": 16.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2605, \"Acceleration\": 19.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier wagon\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2640, \"Acceleration\": 18.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet cavalier 2-door\", \"Miles_per_Gallon\": 34.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2395, \"Acceleration\": 18.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac j2000 se hatchback\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 2575, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"dodge aries se\", \"Miles_per_Gallon\": 29.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2525, \"Acceleration\": 16.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"pontiac phoenix\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2735, \"Acceleration\": 18.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford fairmont futura\", \"Miles_per_Gallon\": 24.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2865, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"amc concord dl\", \"Miles_per_Gallon\": 23.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": null, \"Weight_in_lbs\": 3035, \"Acceleration\": 20.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"volkswagen rabbit l\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Weight_in_lbs\": 1980, \"Acceleration\": 15.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"mazda glc custom l\", \"Miles_per_Gallon\": 37.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 2025, \"Acceleration\": 18.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"mazda glc custom\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Weight_in_lbs\": 1970, \"Acceleration\": 17.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"plymouth horizon miser\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 14.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"mercury lynx l\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2125, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"nissan stanza xe\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Weight_in_lbs\": 2160, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda Accelerationord\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Weight_in_lbs\": 2205, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"toyota corolla\", \"Miles_per_Gallon\": 34.0, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 70.0, \"Weight_in_lbs\": 2245, \"Acceleration\": 16.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1965, \"Acceleration\": 15.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"honda civic (auto)\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1965, \"Acceleration\": 15.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"datsun 310 gx\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Weight_in_lbs\": 1995, \"Acceleration\": 16.2, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"buick century limited\", \"Miles_per_Gallon\": 25.0, \"Cylinders\": 6, \"Displacement\": 181.0, \"Horsepower\": 110.0, \"Weight_in_lbs\": 2945, \"Acceleration\": 16.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"oldsmobile cutlass ciera (diesel)\", \"Miles_per_Gallon\": 38.0, \"Cylinders\": 6, \"Displacement\": 262.0, \"Horsepower\": 85.0, \"Weight_in_lbs\": 3015, \"Acceleration\": 17.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chrysler lebaron medallion\", \"Miles_per_Gallon\": 26.0, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Weight_in_lbs\": 2585, \"Acceleration\": 14.5, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford granada l\", \"Miles_per_Gallon\": 22.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 112.0, \"Weight_in_lbs\": 2835, \"Acceleration\": 14.7, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"toyota celica gt\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 144.0, \"Horsepower\": 96.0, \"Weight_in_lbs\": 2665, \"Acceleration\": 13.9, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Japan\"}, {\"Name\": \"dodge charger 2.2\", \"Miles_per_Gallon\": 36.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2370, \"Acceleration\": 13.0, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevrolet camaro\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Weight_in_lbs\": 2950, \"Acceleration\": 17.3, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford mustang gl\", \"Miles_per_Gallon\": 27.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 86.0, \"Weight_in_lbs\": 2790, \"Acceleration\": 15.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"vw pickup\", \"Miles_per_Gallon\": 44.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 52.0, \"Weight_in_lbs\": 2130, \"Acceleration\": 24.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"Europe\"}, {\"Name\": \"dodge rampage\", \"Miles_per_Gallon\": 32.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Weight_in_lbs\": 2295, \"Acceleration\": 11.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"ford ranger\", \"Miles_per_Gallon\": 28.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 79.0, \"Weight_in_lbs\": 2625, \"Acceleration\": 18.6, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}, {\"Name\": \"chevy s-10\", \"Miles_per_Gallon\": 31.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 82.0, \"Weight_in_lbs\": 2720, \"Acceleration\": 19.4, \"Year\": \"1982-01-01T00:00:00\", \"Origin\": \"USA\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# YOUR SOLUTION HERE"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {
    "id": "LstfAIpnL-5I"
   },
   "source": [
    "Because altair/vega-lite/vega are essentially drawing the chart using javascript (and D3.js), it is very easy to export it on the web. Probably the simplest way is just exporting it into an HTML file: https://altair-viz.github.io/getting_started/starting.html#publishing-your-visualization\n",
    "\n",
    "**Save the chart to m07.html and upload it too.** "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "id": "PpILKkQHL-5I"
   },
   "outputs": [],
   "source": [
    "# YOUR SOLUTION HERE"
   ]
  }
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