altair/notebooks/01-Index.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Altair Notebook Tutorial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Altair](http://github.com/altair-viz/altair/) provides a declarative Python API for statistical visualization, built on top of [Vega-Lite](http://vega.github.io/vega-lite/).\n",
    "\n",
    "The notebooks listed here provide a set of tutorials and examples of Altair's use. For more complete documentation, see [Altair's Documentation](http://altair-viz.github.io/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## About Altair\n",
    "\n",
    "Altair is built on [Vega-Lite](http://vega.github.io/vega-lite/). From the Vega-lite documentation:\n",
    "\n",
    "> Vega-Lite specifications describe visualizations as mappings from data to properties of graphical marks (e.g., points or bars). It automatically produces visualization components including axes, legends, and scales. It then determines properties of these components based on a set of carefully designed rules. This approach allows Vega-Lite specifications to be succinct and expressive, but also provide user control. As Vega-Lite is designed for analysis, it supports data transformations such as aggregation, binning, filtering, sorting, and visual transformations including stacking and faceting.\n",
    "\n",
    "The key feature of this declarative approach is that the user is free to think about the data, rather than the mechanics of the visualization. Vega-Lite specifications are expressed in JavaScript Object Notation (JSON), a cross-platform format often used for storage of nested and/or hierarchical data. Altair builds a Python layer on top of this, so that rather than writing raw JSON strings the user can write declarative Python code.\n",
    "\n",
    "To download the Altair documentation as a set of Jupyter Notebooks that you can run yourself, run the following Python code from a Jupyter Notebook:\n",
    "\n",
    "```python\n",
    "from altair import tutorial\n",
    "tutorial()\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quick Altair example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is a quick example of the Altair API in action:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"8e9ee9fd-d3fd-445c-87fc-fdf3463433c9\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#8e9ee9fd-d3fd-445c-87fc-fdf3463433c9"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"encoding\": {\"color\": {\"field\": \"Origin\", \"type\": \"nominal\"}, \"y\": {\"field\": \"Miles_per_Gallon\", \"type\": \"quantitative\"}, \"x\": {\"field\": \"Horsepower\", \"type\": \"quantitative\"}}, \"data\": {\"values\": [{\"Displacement\": 307.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3504, \"Year\": \"1970-01-01\", \"Acceleration\": 12.0, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 130.0, \"Name\": \"chevrolet chevelle malibu\", \"Cylinders\": 8}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3693, \"Year\": \"1970-01-01\", \"Acceleration\": 11.5, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 165.0, \"Name\": \"buick skylark 320\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3436, \"Year\": \"1970-01-01\", \"Acceleration\": 11.0, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 150.0, \"Name\": \"plymouth satellite\", \"Cylinders\": 8}, {\"Displacement\": 304.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3433, \"Year\": \"1970-01-01\", \"Acceleration\": 12.0, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 150.0, \"Name\": \"amc rebel sst\", \"Cylinders\": 8}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3449, \"Year\": \"1970-01-01\", \"Acceleration\": 10.5, \"Miles_per_Gallon\": 17.0, \"Horsepower\": 140.0, \"Name\": \"ford torino\", \"Cylinders\": 8}, {\"Displacement\": 429.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4341, \"Year\": \"1970-01-01\", \"Acceleration\": 10.0, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 198.0, \"Name\": \"ford galaxie 500\", \"Cylinders\": 8}, {\"Displacement\": 454.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4354, \"Year\": \"1970-01-01\", \"Acceleration\": 9.0, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 220.0, \"Name\": \"chevrolet impala\", \"Cylinders\": 8}, {\"Displacement\": 440.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4312, \"Year\": \"1970-01-01\", \"Acceleration\": 8.5, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 215.0, \"Name\": \"plymouth fury iii\", \"Cylinders\": 8}, {\"Displacement\": 455.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4425, \"Year\": \"1970-01-01\", \"Acceleration\": 10.0, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 225.0, \"Name\": \"pontiac catalina\", \"Cylinders\": 8}, {\"Displacement\": 390.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3850, \"Year\": \"1970-01-01\", \"Acceleration\": 8.5, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 190.0, \"Name\": \"amc ambassador dpl\", \"Cylinders\": 8}, {\"Displacement\": 133.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 3090, \"Year\": \"1970-01-01\", \"Acceleration\": 17.5, \"Miles_per_Gallon\": null, \"Horsepower\": 115.0, \"Name\": \"citroen ds-21 pallas\", \"Cylinders\": 4}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4142, \"Year\": \"1970-01-01\", \"Acceleration\": 11.5, \"Miles_per_Gallon\": null, \"Horsepower\": 165.0, \"Name\": \"chevrolet chevelle concours (sw)\", \"Cylinders\": 8}, {\"Displacement\": 351.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4034, \"Year\": \"1970-01-01\", \"Acceleration\": 11.0, \"Miles_per_Gallon\": null, \"Horsepower\": 153.0, \"Name\": \"ford torino (sw)\", \"Cylinders\": 8}, {\"Displacement\": 383.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4166, \"Year\": \"1970-01-01\", \"Acceleration\": 10.5, \"Miles_per_Gallon\": null, \"Horsepower\": 175.0, \"Name\": \"plymouth satellite (sw)\", \"Cylinders\": 8}, {\"Displacement\": 360.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3850, \"Year\": \"1970-01-01\", \"Acceleration\": 11.0, \"Miles_per_Gallon\": null, \"Horsepower\": 175.0, \"Name\": \"amc rebel sst (sw)\", \"Cylinders\": 8}, {\"Displacement\": 383.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3563, \"Year\": \"1970-01-01\", \"Acceleration\": 10.0, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 170.0, \"Name\": \"dodge challenger se\", \"Cylinders\": 8}, {\"Displacement\": 340.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3609, \"Year\": \"1970-01-01\", \"Acceleration\": 8.0, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 160.0, \"Name\": \"plymouth 'cuda 340\", \"Cylinders\": 8}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3353, \"Year\": \"1970-01-01\", \"Acceleration\": 8.0, \"Miles_per_Gallon\": null, \"Horsepower\": 140.0, \"Name\": \"ford mustang boss 302\", \"Cylinders\": 8}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3761, \"Year\": \"1970-01-01\", \"Acceleration\": 9.5, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 150.0, \"Name\": \"chevrolet monte carlo\", \"Cylinders\": 8}, {\"Displacement\": 455.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3086, \"Year\": \"1970-01-01\", \"Acceleration\": 10.0, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 225.0, \"Name\": \"buick estate wagon (sw)\", \"Cylinders\": 8}, {\"Displacement\": 113.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2372, \"Year\": \"1970-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 24.0, \"Horsepower\": 95.0, \"Name\": \"toyota corona mark ii\", \"Cylinders\": 4}, {\"Displacement\": 198.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2833, \"Year\": \"1970-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 22.0, \"Horsepower\": 95.0, \"Name\": \"plymouth duster\", \"Cylinders\": 6}, {\"Displacement\": 199.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2774, \"Year\": \"1970-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 97.0, \"Name\": \"amc hornet\", \"Cylinders\": 6}, {\"Displacement\": 200.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2587, \"Year\": \"1970-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 21.0, \"Horsepower\": 85.0, \"Name\": \"ford maverick\", \"Cylinders\": 6}, {\"Displacement\": 97.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2130, \"Year\": \"1970-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 27.0, \"Horsepower\": 88.0, \"Name\": \"datsun pl510\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1835, \"Year\": \"1970-01-01\", \"Acceleration\": 20.5, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 46.0, \"Name\": \"volkswagen 1131 deluxe sedan\", \"Cylinders\": 4}, {\"Displacement\": 110.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2672, \"Year\": \"1970-01-01\", \"Acceleration\": 17.5, \"Miles_per_Gallon\": 25.0, \"Horsepower\": 87.0, \"Name\": \"peugeot 504\", \"Cylinders\": 4}, {\"Displacement\": 107.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2430, \"Year\": \"1970-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 24.0, \"Horsepower\": 90.0, \"Name\": \"audi 100 ls\", \"Cylinders\": 4}, {\"Displacement\": 104.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2375, \"Year\": \"1970-01-01\", \"Acceleration\": 17.5, \"Miles_per_Gallon\": 25.0, \"Horsepower\": 95.0, \"Name\": \"saab 99e\", \"Cylinders\": 4}, {\"Displacement\": 121.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2234, \"Year\": \"1970-01-01\", \"Acceleration\": 12.5, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 113.0, \"Name\": \"bmw 2002\", \"Cylinders\": 4}, {\"Displacement\": 199.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2648, \"Year\": \"1970-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 21.0, \"Horsepower\": 90.0, \"Name\": \"amc gremlin\", \"Cylinders\": 6}, {\"Displacement\": 360.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4615, \"Year\": \"1970-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 10.0, \"Horsepower\": 215.0, \"Name\": \"ford f250\", \"Cylinders\": 8}, {\"Displacement\": 307.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4376, \"Year\": \"1970-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 10.0, \"Horsepower\": 200.0, \"Name\": \"chevy c20\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4382, \"Year\": \"1970-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 11.0, \"Horsepower\": 210.0, \"Name\": \"dodge d200\", \"Cylinders\": 8}, {\"Displacement\": 304.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4732, \"Year\": \"1970-01-01\", \"Acceleration\": 18.5, \"Miles_per_Gallon\": 9.0, \"Horsepower\": 193.0, \"Name\": \"hi 1200d\", \"Cylinders\": 8}, {\"Displacement\": 97.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2130, \"Year\": \"1971-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 27.0, \"Horsepower\": 88.0, \"Name\": \"datsun pl510\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2264, \"Year\": \"1971-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 28.0, \"Horsepower\": 90.0, \"Name\": \"chevrolet vega 2300\", \"Cylinders\": 4}, {\"Displacement\": 113.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2228, \"Year\": \"1971-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 25.0, \"Horsepower\": 95.0, \"Name\": \"toyota corona\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2046, \"Year\": \"1971-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 25.0, \"Horsepower\": null, \"Name\": \"ford pinto\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1978, \"Year\": \"1971-01-01\", \"Acceleration\": 20.0, \"Miles_per_Gallon\": null, \"Horsepower\": 48.0, \"Name\": \"volkswagen super beetle 117\", \"Cylinders\": 4}, {\"Displacement\": 232.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2634, \"Year\": \"1971-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 100.0, \"Name\": \"amc gremlin\", \"Cylinders\": 6}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3439, \"Year\": \"1971-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 105.0, \"Name\": \"plymouth satellite custom\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3329, \"Year\": \"1971-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 17.0, \"Horsepower\": 100.0, \"Name\": \"chevrolet chevelle malibu\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3302, \"Year\": \"1971-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 88.0, \"Name\": \"ford torino 500\", \"Cylinders\": 6}, {\"Displacement\": 232.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3288, \"Year\": \"1971-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 100.0, \"Name\": \"amc matador\", \"Cylinders\": 6}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4209, \"Year\": \"1971-01-01\", \"Acceleration\": 12.0, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 165.0, \"Name\": \"chevrolet impala\", \"Cylinders\": 8}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4464, \"Year\": \"1971-01-01\", \"Acceleration\": 11.5, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 175.0, \"Name\": \"pontiac catalina brougham\", \"Cylinders\": 8}, {\"Displacement\": 351.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4154, \"Year\": \"1971-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 153.0, \"Name\": \"ford galaxie 500\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4096, \"Year\": \"1971-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 150.0, \"Name\": \"plymouth fury iii\", \"Cylinders\": 8}, {\"Displacement\": 383.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4955, \"Year\": \"1971-01-01\", \"Acceleration\": 11.5, \"Miles_per_Gallon\": 12.0, \"Horsepower\": 180.0, \"Name\": \"dodge monaco (sw)\", \"Cylinders\": 8}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4746, \"Year\": \"1971-01-01\", \"Acceleration\": 12.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 170.0, \"Name\": \"ford country squire (sw)\", \"Cylinders\": 8}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 5140, \"Year\": \"1971-01-01\", \"Acceleration\": 12.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 175.0, \"Name\": \"pontiac safari (sw)\", \"Cylinders\": 8}, {\"Displacement\": 258.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2962, \"Year\": \"1971-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 110.0, \"Name\": \"amc hornet sportabout (sw)\", \"Cylinders\": 6}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2408, \"Year\": \"1971-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 22.0, \"Horsepower\": 72.0, \"Name\": \"chevrolet vega (sw)\", \"Cylinders\": 4}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3282, \"Year\": \"1971-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 100.0, \"Name\": \"pontiac firebird\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3139, \"Year\": \"1971-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 88.0, \"Name\": \"ford mustang\", \"Cylinders\": 6}, {\"Displacement\": 122.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2220, \"Year\": \"1971-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 23.0, \"Horsepower\": 86.0, \"Name\": \"mercury capri 2000\", \"Cylinders\": 4}, {\"Displacement\": 116.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2123, \"Year\": \"1971-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 28.0, \"Horsepower\": 90.0, \"Name\": \"opel 1900\", \"Cylinders\": 4}, {\"Displacement\": 79.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2074, \"Year\": \"1971-01-01\", \"Acceleration\": 19.5, \"Miles_per_Gallon\": 30.0, \"Horsepower\": 70.0, \"Name\": \"peugeot 304\", \"Cylinders\": 4}, {\"Displacement\": 88.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2065, \"Year\": \"1971-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 30.0, \"Horsepower\": 76.0, \"Name\": \"fiat 124b\", \"Cylinders\": 4}, {\"Displacement\": 71.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1773, \"Year\": \"1971-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 31.0, \"Horsepower\": 65.0, \"Name\": \"toyota corolla 1200\", \"Cylinders\": 4}, {\"Displacement\": 72.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1613, \"Year\": \"1971-01-01\", \"Acceleration\": 18.0, \"Miles_per_Gallon\": 35.0, \"Horsepower\": 69.0, \"Name\": \"datsun 1200\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1834, \"Year\": \"1971-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 27.0, \"Horsepower\": 60.0, \"Name\": \"volkswagen model 111\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 1955, \"Year\": \"1971-01-01\", \"Acceleration\": 20.5, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 70.0, \"Name\": \"plymouth cricket\", \"Cylinders\": 4}, {\"Displacement\": 113.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2278, \"Year\": \"1972-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 24.0, \"Horsepower\": 95.0, \"Name\": \"toyota corona hardtop\", \"Cylinders\": 4}, {\"Displacement\": 97.5, \"Origin\": \"USA\", \"Weight_in_lbs\": 2126, \"Year\": \"1972-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 25.0, \"Horsepower\": 80.0, \"Name\": \"dodge colt hardtop\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2254, \"Year\": \"1972-01-01\", \"Acceleration\": 23.5, \"Miles_per_Gallon\": 23.0, \"Horsepower\": 54.0, \"Name\": \"volkswagen type 3\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2408, \"Year\": \"1972-01-01\", \"Acceleration\": 19.5, \"Miles_per_Gallon\": 20.0, \"Horsepower\": 90.0, \"Name\": \"chevrolet vega\", \"Cylinders\": 4}, {\"Displacement\": 122.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2226, \"Year\": \"1972-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 21.0, \"Horsepower\": 86.0, \"Name\": \"ford pinto runabout\", \"Cylinders\": 4}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4274, \"Year\": \"1972-01-01\", \"Acceleration\": 12.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 165.0, \"Name\": \"chevrolet impala\", \"Cylinders\": 8}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4385, \"Year\": \"1972-01-01\", \"Acceleration\": 12.0, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 175.0, \"Name\": \"pontiac catalina\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4135, \"Year\": \"1972-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 150.0, \"Name\": \"plymouth fury iii\", \"Cylinders\": 8}, {\"Displacement\": 351.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4129, \"Year\": \"1972-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 153.0, \"Name\": \"ford galaxie 500\", \"Cylinders\": 8}, {\"Displacement\": 304.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3672, \"Year\": \"1972-01-01\", \"Acceleration\": 11.5, \"Miles_per_Gallon\": 17.0, \"Horsepower\": 150.0, \"Name\": \"amc ambassador sst\", \"Cylinders\": 8}, {\"Displacement\": 429.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4633, \"Year\": \"1972-01-01\", \"Acceleration\": 11.0, \"Miles_per_Gallon\": 11.0, \"Horsepower\": 208.0, \"Name\": \"mercury marquis\", \"Cylinders\": 8}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4502, \"Year\": \"1972-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 155.0, \"Name\": \"buick lesabre custom\", \"Cylinders\": 8}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4456, \"Year\": \"1972-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 12.0, \"Horsepower\": 160.0, \"Name\": \"oldsmobile delta 88 royale\", \"Cylinders\": 8}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4422, \"Year\": \"1972-01-01\", \"Acceleration\": 12.5, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 190.0, \"Name\": \"chrysler newport royal\", \"Cylinders\": 8}, {\"Displacement\": 70.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2330, \"Year\": \"1972-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 97.0, \"Name\": \"mazda rx2 coupe\", \"Cylinders\": 3}, {\"Displacement\": 304.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3892, \"Year\": \"1972-01-01\", \"Acceleration\": 12.5, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 150.0, \"Name\": \"amc matador (sw)\", \"Cylinders\": 8}, {\"Displacement\": 307.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4098, \"Year\": \"1972-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 130.0, \"Name\": \"chevrolet chevelle concours (sw)\", \"Cylinders\": 8}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4294, \"Year\": \"1972-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 140.0, \"Name\": \"ford gran torino (sw)\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4077, \"Year\": \"1972-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 150.0, \"Name\": \"plymouth satellite custom (sw)\", \"Cylinders\": 8}, {\"Displacement\": 121.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2933, \"Year\": \"1972-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 112.0, \"Name\": \"volvo 145e (sw)\", \"Cylinders\": 4}, {\"Displacement\": 121.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2511, \"Year\": \"1972-01-01\", \"Acceleration\": 18.0, \"Miles_per_Gallon\": 22.0, \"Horsepower\": 76.0, \"Name\": \"volkswagen 411 (sw)\", \"Cylinders\": 4}, {\"Displacement\": 120.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2979, \"Year\": \"1972-01-01\", \"Acceleration\": 19.5, \"Miles_per_Gallon\": 21.0, \"Horsepower\": 87.0, \"Name\": \"peugeot 504 (sw)\", \"Cylinders\": 4}, {\"Displacement\": 96.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2189, \"Year\": \"1972-01-01\", \"Acceleration\": 18.0, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 69.0, \"Name\": \"renault 12 (sw)\", \"Cylinders\": 4}, {\"Displacement\": 122.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2395, \"Year\": \"1972-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 22.0, \"Horsepower\": 86.0, \"Name\": \"ford pinto (sw)\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2288, \"Year\": \"1972-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 28.0, \"Horsepower\": 92.0, \"Name\": \"datsun 510 (sw)\", \"Cylinders\": 4}, {\"Displacement\": 120.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2506, \"Year\": \"1972-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 23.0, \"Horsepower\": 97.0, \"Name\": \"toyouta corona mark ii (sw)\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2164, \"Year\": \"1972-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 28.0, \"Horsepower\": 80.0, \"Name\": \"dodge colt (sw)\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2100, \"Year\": \"1972-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 27.0, \"Horsepower\": 88.0, \"Name\": \"toyota corolla 1600 (sw)\", \"Cylinders\": 4}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4100, \"Year\": \"1973-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 175.0, \"Name\": \"buick century 350\", \"Cylinders\": 8}, {\"Displacement\": 304.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3672, \"Year\": \"1973-01-01\", \"Acceleration\": 11.5, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 150.0, \"Name\": \"amc matador\", \"Cylinders\": 8}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3988, \"Year\": \"1973-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 145.0, \"Name\": \"chevrolet malibu\", \"Cylinders\": 8}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4042, \"Year\": \"1973-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 137.0, \"Name\": \"ford gran torino\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3777, \"Year\": \"1973-01-01\", \"Acceleration\": 12.5, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 150.0, \"Name\": \"dodge coronet custom\", \"Cylinders\": 8}, {\"Displacement\": 429.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4952, \"Year\": \"1973-01-01\", \"Acceleration\": 11.5, \"Miles_per_Gallon\": 12.0, \"Horsepower\": 198.0, \"Name\": \"mercury marquis brougham\", \"Cylinders\": 8}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4464, \"Year\": \"1973-01-01\", \"Acceleration\": 12.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 150.0, \"Name\": \"chevrolet caprice classic\", \"Cylinders\": 8}, {\"Displacement\": 351.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4363, \"Year\": \"1973-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 158.0, \"Name\": \"ford ltd\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4237, \"Year\": \"1973-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 150.0, \"Name\": \"plymouth fury gran sedan\", \"Cylinders\": 8}, {\"Displacement\": 440.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4735, \"Year\": \"1973-01-01\", \"Acceleration\": 11.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 215.0, \"Name\": \"chrysler new yorker brougham\", \"Cylinders\": 8}, {\"Displacement\": 455.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4951, \"Year\": \"1973-01-01\", \"Acceleration\": 11.0, \"Miles_per_Gallon\": 12.0, \"Horsepower\": 225.0, \"Name\": \"buick electra 225 custom\", \"Cylinders\": 8}, {\"Displacement\": 360.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3821, \"Year\": \"1973-01-01\", \"Acceleration\": 11.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 175.0, \"Name\": \"amc ambassador brougham\", \"Cylinders\": 8}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3121, \"Year\": \"1973-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 105.0, \"Name\": \"plymouth valiant\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3278, \"Year\": \"1973-01-01\", \"Acceleration\": 18.0, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 100.0, \"Name\": \"chevrolet nova custom\", \"Cylinders\": 6}, {\"Displacement\": 232.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2945, \"Year\": \"1973-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 100.0, \"Name\": \"amc hornet\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3021, \"Year\": \"1973-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 88.0, \"Name\": \"ford maverick\", \"Cylinders\": 6}, {\"Displacement\": 198.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2904, \"Year\": \"1973-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 23.0, \"Horsepower\": 95.0, \"Name\": \"plymouth duster\", \"Cylinders\": 6}, {\"Displacement\": 97.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1950, \"Year\": \"1973-01-01\", \"Acceleration\": 21.0, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 46.0, \"Name\": \"volkswagen super beetle\", \"Cylinders\": 4}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4997, \"Year\": \"1973-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 11.0, \"Horsepower\": 150.0, \"Name\": \"chevrolet impala\", \"Cylinders\": 8}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4906, \"Year\": \"1973-01-01\", \"Acceleration\": 12.5, \"Miles_per_Gallon\": 12.0, \"Horsepower\": 167.0, \"Name\": \"ford country\", \"Cylinders\": 8}, {\"Displacement\": 360.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4654, \"Year\": \"1973-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 170.0, \"Name\": \"plymouth custom suburb\", \"Cylinders\": 8}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4499, \"Year\": \"1973-01-01\", \"Acceleration\": 12.5, \"Miles_per_Gallon\": 12.0, \"Horsepower\": 180.0, \"Name\": \"oldsmobile vista cruiser\", \"Cylinders\": 8}, {\"Displacement\": 232.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2789, \"Year\": \"1973-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 100.0, \"Name\": \"amc gremlin\", \"Cylinders\": 6}, {\"Displacement\": 97.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2279, \"Year\": \"1973-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 20.0, \"Horsepower\": 88.0, \"Name\": \"toyota carina\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2401, \"Year\": \"1973-01-01\", \"Acceleration\": 19.5, \"Miles_per_Gallon\": 21.0, \"Horsepower\": 72.0, \"Name\": \"chevrolet vega\", \"Cylinders\": 4}, {\"Displacement\": 108.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2379, \"Year\": \"1973-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 22.0, \"Horsepower\": 94.0, \"Name\": \"datsun 610\", \"Cylinders\": 4}, {\"Displacement\": 70.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2124, \"Year\": \"1973-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 90.0, \"Name\": \"maxda rx3\", \"Cylinders\": 3}, {\"Displacement\": 122.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2310, \"Year\": \"1973-01-01\", \"Acceleration\": 18.5, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 85.0, \"Name\": \"ford pinto\", \"Cylinders\": 4}, {\"Displacement\": 155.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2472, \"Year\": \"1973-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 21.0, \"Horsepower\": 107.0, \"Name\": \"mercury capri v6\", \"Cylinders\": 6}, {\"Displacement\": 98.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2265, \"Year\": \"1973-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 90.0, \"Name\": \"fiat 124 sport coupe\", \"Cylinders\": 4}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4082, \"Year\": \"1973-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 145.0, \"Name\": \"chevrolet monte carlo s\", \"Cylinders\": 8}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4278, \"Year\": \"1973-01-01\", \"Acceleration\": 9.5, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 230.0, \"Name\": \"pontiac grand prix\", \"Cylinders\": 8}, {\"Displacement\": 68.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1867, \"Year\": \"1973-01-01\", \"Acceleration\": 19.5, \"Miles_per_Gallon\": 29.0, \"Horsepower\": 49.0, \"Name\": \"fiat 128\", \"Cylinders\": 4}, {\"Displacement\": 116.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2158, \"Year\": \"1973-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 24.0, \"Horsepower\": 75.0, \"Name\": \"opel manta\", \"Cylinders\": 4}, {\"Displacement\": 114.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2582, \"Year\": \"1973-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 20.0, \"Horsepower\": 91.0, \"Name\": \"audi 100ls\", \"Cylinders\": 4}, {\"Displacement\": 121.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2868, \"Year\": \"1973-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 112.0, \"Name\": \"volvo 144ea\", \"Cylinders\": 4}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3399, \"Year\": \"1973-01-01\", \"Acceleration\": 11.0, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 150.0, \"Name\": \"dodge dart custom\", \"Cylinders\": 8}, {\"Displacement\": 121.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2660, \"Year\": \"1973-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 24.0, \"Horsepower\": 110.0, \"Name\": \"saab 99le\", \"Cylinders\": 4}, {\"Displacement\": 156.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2807, \"Year\": \"1973-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 20.0, \"Horsepower\": 122.0, \"Name\": \"toyota mark ii\", \"Cylinders\": 6}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3664, \"Year\": \"1973-01-01\", \"Acceleration\": 11.0, \"Miles_per_Gallon\": 11.0, \"Horsepower\": 180.0, \"Name\": \"oldsmobile omega\", \"Cylinders\": 8}, {\"Displacement\": 198.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3102, \"Year\": \"1974-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 20.0, \"Horsepower\": 95.0, \"Name\": \"plymouth duster\", \"Cylinders\": 6}, {\"Displacement\": 200.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2875, \"Year\": \"1974-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 21.0, \"Horsepower\": null, \"Name\": \"ford maverick\", \"Cylinders\": 6}, {\"Displacement\": 232.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2901, \"Year\": \"1974-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 100.0, \"Name\": \"amc hornet\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3336, \"Year\": \"1974-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 100.0, \"Name\": \"chevrolet nova\", \"Cylinders\": 6}, {\"Displacement\": 79.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1950, \"Year\": \"1974-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 31.0, \"Horsepower\": 67.0, \"Name\": \"datsun b210\", \"Cylinders\": 4}, {\"Displacement\": 122.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2451, \"Year\": \"1974-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 80.0, \"Name\": \"ford pinto\", \"Cylinders\": 4}, {\"Displacement\": 71.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1836, \"Year\": \"1974-01-01\", \"Acceleration\": 21.0, \"Miles_per_Gallon\": 32.0, \"Horsepower\": 65.0, \"Name\": \"toyota corolla 1200\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2542, \"Year\": \"1974-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 25.0, \"Horsepower\": 75.0, \"Name\": \"chevrolet vega\", \"Cylinders\": 4}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3781, \"Year\": \"1974-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 100.0, \"Name\": \"chevrolet chevelle malibu classic\", \"Cylinders\": 6}, {\"Displacement\": 258.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3632, \"Year\": \"1974-01-01\", \"Acceleration\": 18.0, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 110.0, \"Name\": \"amc matador\", \"Cylinders\": 6}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3613, \"Year\": \"1974-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 105.0, \"Name\": \"plymouth satellite sebring\", \"Cylinders\": 6}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4141, \"Year\": \"1974-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 140.0, \"Name\": \"ford gran torino\", \"Cylinders\": 8}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4699, \"Year\": \"1974-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 150.0, \"Name\": \"buick century luxus (sw)\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4457, \"Year\": \"1974-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 150.0, \"Name\": \"dodge coronet custom (sw)\", \"Cylinders\": 8}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4638, \"Year\": \"1974-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 140.0, \"Name\": \"ford gran torino (sw)\", \"Cylinders\": 8}, {\"Displacement\": 304.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4257, \"Year\": \"1974-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 150.0, \"Name\": \"amc matador (sw)\", \"Cylinders\": 8}, {\"Displacement\": 98.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2219, \"Year\": \"1974-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 29.0, \"Horsepower\": 83.0, \"Name\": \"audi fox\", \"Cylinders\": 4}, {\"Displacement\": 79.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1963, \"Year\": \"1974-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 67.0, \"Name\": \"volkswagen dasher\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2300, \"Year\": \"1974-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 78.0, \"Name\": \"opel manta\", \"Cylinders\": 4}, {\"Displacement\": 76.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1649, \"Year\": \"1974-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 31.0, \"Horsepower\": 52.0, \"Name\": \"toyota corona\", \"Cylinders\": 4}, {\"Displacement\": 83.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2003, \"Year\": \"1974-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 32.0, \"Horsepower\": 61.0, \"Name\": \"datsun 710\", \"Cylinders\": 4}, {\"Displacement\": 90.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2125, \"Year\": \"1974-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 28.0, \"Horsepower\": 75.0, \"Name\": \"dodge colt\", \"Cylinders\": 4}, {\"Displacement\": 90.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2108, \"Year\": \"1974-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 24.0, \"Horsepower\": 75.0, \"Name\": \"fiat 128\", \"Cylinders\": 4}, {\"Displacement\": 116.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2246, \"Year\": \"1974-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 75.0, \"Name\": \"fiat 124 tc\", \"Cylinders\": 4}, {\"Displacement\": 120.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2489, \"Year\": \"1974-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 24.0, \"Horsepower\": 97.0, \"Name\": \"honda civic\", \"Cylinders\": 4}, {\"Displacement\": 108.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2391, \"Year\": \"1974-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 93.0, \"Name\": \"subaru\", \"Cylinders\": 4}, {\"Displacement\": 79.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2000, \"Year\": \"1974-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 31.0, \"Horsepower\": 67.0, \"Name\": \"fiat x1.9\", \"Cylinders\": 4}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3264, \"Year\": \"1975-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 95.0, \"Name\": \"plymouth valiant custom\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3459, \"Year\": \"1975-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 105.0, \"Name\": \"chevrolet nova\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3432, \"Year\": \"1975-01-01\", \"Acceleration\": 21.0, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 72.0, \"Name\": \"mercury monarch\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3158, \"Year\": \"1975-01-01\", \"Acceleration\": 19.5, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 72.0, \"Name\": \"ford maverick\", \"Cylinders\": 6}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4668, \"Year\": \"1975-01-01\", \"Acceleration\": 11.5, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 170.0, \"Name\": \"pontiac catalina\", \"Cylinders\": 8}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4440, \"Year\": \"1975-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 145.0, \"Name\": \"chevrolet bel air\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4498, \"Year\": \"1975-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 150.0, \"Name\": \"plymouth grand fury\", \"Cylinders\": 8}, {\"Displacement\": 351.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4657, \"Year\": \"1975-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 14.0, \"Horsepower\": 148.0, \"Name\": \"ford ltd\", \"Cylinders\": 8}, {\"Displacement\": 231.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3907, \"Year\": \"1975-01-01\", \"Acceleration\": 21.0, \"Miles_per_Gallon\": 17.0, \"Horsepower\": 110.0, \"Name\": \"buick century\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3897, \"Year\": \"1975-01-01\", \"Acceleration\": 18.5, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 105.0, \"Name\": \"chevroelt chevelle malibu\", \"Cylinders\": 6}, {\"Displacement\": 258.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3730, \"Year\": \"1975-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 110.0, \"Name\": \"amc matador\", \"Cylinders\": 6}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3785, \"Year\": \"1975-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 95.0, \"Name\": \"plymouth fury\", \"Cylinders\": 6}, {\"Displacement\": 231.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3039, \"Year\": \"1975-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 21.0, \"Horsepower\": 110.0, \"Name\": \"buick skyhawk\", \"Cylinders\": 6}, {\"Displacement\": 262.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3221, \"Year\": \"1975-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 20.0, \"Horsepower\": 110.0, \"Name\": \"chevrolet monza 2+2\", \"Cylinders\": 8}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3169, \"Year\": \"1975-01-01\", \"Acceleration\": 12.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 129.0, \"Name\": \"ford mustang ii\", \"Cylinders\": 8}, {\"Displacement\": 97.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2171, \"Year\": \"1975-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 29.0, \"Horsepower\": 75.0, \"Name\": \"toyota corolla\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2639, \"Year\": \"1975-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 23.0, \"Horsepower\": 83.0, \"Name\": \"ford pinto\", \"Cylinders\": 4}, {\"Displacement\": 232.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2914, \"Year\": \"1975-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 20.0, \"Horsepower\": 100.0, \"Name\": \"amc gremlin\", \"Cylinders\": 6}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2592, \"Year\": \"1975-01-01\", \"Acceleration\": 18.5, \"Miles_per_Gallon\": 23.0, \"Horsepower\": 78.0, \"Name\": \"pontiac astro\", \"Cylinders\": 4}, {\"Displacement\": 134.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2702, \"Year\": \"1975-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 24.0, \"Horsepower\": 96.0, \"Name\": \"toyota corona\", \"Cylinders\": 4}, {\"Displacement\": 90.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2223, \"Year\": \"1975-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 25.0, \"Horsepower\": 71.0, \"Name\": \"volkswagen dasher\", \"Cylinders\": 4}, {\"Displacement\": 119.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2545, \"Year\": \"1975-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 24.0, \"Horsepower\": 97.0, \"Name\": \"datsun 710\", \"Cylinders\": 4}, {\"Displacement\": 171.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2984, \"Year\": \"1975-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 97.0, \"Name\": \"ford pinto\", \"Cylinders\": 6}, {\"Displacement\": 90.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1937, \"Year\": \"1975-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 29.0, \"Horsepower\": 70.0, \"Name\": \"volkswagen rabbit\", \"Cylinders\": 4}, {\"Displacement\": 232.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3211, \"Year\": \"1975-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 90.0, \"Name\": \"amc pacer\", \"Cylinders\": 6}, {\"Displacement\": 115.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2694, \"Year\": \"1975-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 23.0, \"Horsepower\": 95.0, \"Name\": \"audi 100ls\", \"Cylinders\": 4}, {\"Displacement\": 120.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2957, \"Year\": \"1975-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 23.0, \"Horsepower\": 88.0, \"Name\": \"peugeot 504\", \"Cylinders\": 4}, {\"Displacement\": 121.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2945, \"Year\": \"1975-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 22.0, \"Horsepower\": 98.0, \"Name\": \"volvo 244dl\", \"Cylinders\": 4}, {\"Displacement\": 121.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2671, \"Year\": \"1975-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 25.0, \"Horsepower\": 115.0, \"Name\": \"saab 99le\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1795, \"Year\": \"1975-01-01\", \"Acceleration\": 17.5, \"Miles_per_Gallon\": 33.0, \"Horsepower\": 53.0, \"Name\": \"honda civic cvcc\", \"Cylinders\": 4}, {\"Displacement\": 107.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2464, \"Year\": \"1976-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 28.0, \"Horsepower\": 86.0, \"Name\": \"fiat 131\", \"Cylinders\": 4}, {\"Displacement\": 116.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2220, \"Year\": \"1976-01-01\", \"Acceleration\": 16.9, \"Miles_per_Gallon\": 25.0, \"Horsepower\": 81.0, \"Name\": \"opel 1900\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2572, \"Year\": \"1976-01-01\", \"Acceleration\": 14.9, \"Miles_per_Gallon\": 25.0, \"Horsepower\": 92.0, \"Name\": \"capri ii\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2255, \"Year\": \"1976-01-01\", \"Acceleration\": 17.7, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 79.0, \"Name\": \"dodge colt\", \"Cylinders\": 4}, {\"Displacement\": 101.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2202, \"Year\": \"1976-01-01\", \"Acceleration\": 15.3, \"Miles_per_Gallon\": 27.0, \"Horsepower\": 83.0, \"Name\": \"renault 12tl\", \"Cylinders\": 4}, {\"Displacement\": 305.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4215, \"Year\": \"1976-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 17.5, \"Horsepower\": 140.0, \"Name\": \"chevrolet chevelle malibu classic\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4190, \"Year\": \"1976-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 150.0, \"Name\": \"dodge coronet brougham\", \"Cylinders\": 8}, {\"Displacement\": 304.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3962, \"Year\": \"1976-01-01\", \"Acceleration\": 13.9, \"Miles_per_Gallon\": 15.5, \"Horsepower\": 120.0, \"Name\": \"amc matador\", \"Cylinders\": 8}, {\"Displacement\": 351.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4215, \"Year\": \"1976-01-01\", \"Acceleration\": 12.8, \"Miles_per_Gallon\": 14.5, \"Horsepower\": 152.0, \"Name\": \"ford gran torino\", \"Cylinders\": 8}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3233, \"Year\": \"1976-01-01\", \"Acceleration\": 15.4, \"Miles_per_Gallon\": 22.0, \"Horsepower\": 100.0, \"Name\": \"plymouth valiant\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3353, \"Year\": \"1976-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 22.0, \"Horsepower\": 105.0, \"Name\": \"chevrolet nova\", \"Cylinders\": 6}, {\"Displacement\": 200.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3012, \"Year\": \"1976-01-01\", \"Acceleration\": 17.6, \"Miles_per_Gallon\": 24.0, \"Horsepower\": 81.0, \"Name\": \"ford maverick\", \"Cylinders\": 6}, {\"Displacement\": 232.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3085, \"Year\": \"1976-01-01\", \"Acceleration\": 17.6, \"Miles_per_Gallon\": 22.5, \"Horsepower\": 90.0, \"Name\": \"amc hornet\", \"Cylinders\": 6}, {\"Displacement\": 85.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2035, \"Year\": \"1976-01-01\", \"Acceleration\": 22.2, \"Miles_per_Gallon\": 29.0, \"Horsepower\": 52.0, \"Name\": \"chevrolet chevette\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2164, \"Year\": \"1976-01-01\", \"Acceleration\": 22.1, \"Miles_per_Gallon\": 24.5, \"Horsepower\": 60.0, \"Name\": \"chevrolet woody\", \"Cylinders\": 4}, {\"Displacement\": 90.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1937, \"Year\": \"1976-01-01\", \"Acceleration\": 14.2, \"Miles_per_Gallon\": 29.0, \"Horsepower\": 70.0, \"Name\": \"vw rabbit\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1795, \"Year\": \"1976-01-01\", \"Acceleration\": 17.4, \"Miles_per_Gallon\": 33.0, \"Horsepower\": 53.0, \"Name\": \"honda civic\", \"Cylinders\": 4}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3651, \"Year\": \"1976-01-01\", \"Acceleration\": 17.7, \"Miles_per_Gallon\": 20.0, \"Horsepower\": 100.0, \"Name\": \"dodge aspen se\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3574, \"Year\": \"1976-01-01\", \"Acceleration\": 21.0, \"Miles_per_Gallon\": 18.0, \"Horsepower\": 78.0, \"Name\": \"ford granada ghia\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3645, \"Year\": \"1976-01-01\", \"Acceleration\": 16.2, \"Miles_per_Gallon\": 18.5, \"Horsepower\": 110.0, \"Name\": \"pontiac ventura sj\", \"Cylinders\": 6}, {\"Displacement\": 258.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3193, \"Year\": \"1976-01-01\", \"Acceleration\": 17.8, \"Miles_per_Gallon\": 17.5, \"Horsepower\": 95.0, \"Name\": \"amc pacer d/l\", \"Cylinders\": 6}, {\"Displacement\": 97.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1825, \"Year\": \"1976-01-01\", \"Acceleration\": 12.2, \"Miles_per_Gallon\": 29.5, \"Horsepower\": 71.0, \"Name\": \"volkswagen rabbit\", \"Cylinders\": 4}, {\"Displacement\": 85.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1990, \"Year\": \"1976-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 32.0, \"Horsepower\": 70.0, \"Name\": \"datsun b-210\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2155, \"Year\": \"1976-01-01\", \"Acceleration\": 16.4, \"Miles_per_Gallon\": 28.0, \"Horsepower\": 75.0, \"Name\": \"toyota corolla\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2565, \"Year\": \"1976-01-01\", \"Acceleration\": 13.6, \"Miles_per_Gallon\": 26.5, \"Horsepower\": 72.0, \"Name\": \"ford pinto\", \"Cylinders\": 4}, {\"Displacement\": 130.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 3150, \"Year\": \"1976-01-01\", \"Acceleration\": 15.7, \"Miles_per_Gallon\": 20.0, \"Horsepower\": 102.0, \"Name\": \"volvo 245\", \"Cylinders\": 4}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3940, \"Year\": \"1976-01-01\", \"Acceleration\": 13.2, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 150.0, \"Name\": \"plymouth volare premier v8\", \"Cylinders\": 8}, {\"Displacement\": 120.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 3270, \"Year\": \"1976-01-01\", \"Acceleration\": 21.9, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 88.0, \"Name\": \"peugeot 504\", \"Cylinders\": 4}, {\"Displacement\": 156.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2930, \"Year\": \"1976-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 108.0, \"Name\": \"toyota mark ii\", \"Cylinders\": 6}, {\"Displacement\": 168.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 3820, \"Year\": \"1976-01-01\", \"Acceleration\": 16.7, \"Miles_per_Gallon\": 16.5, \"Horsepower\": 120.0, \"Name\": \"mercedes-benz 280s\", \"Cylinders\": 6}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4380, \"Year\": \"1976-01-01\", \"Acceleration\": 12.1, \"Miles_per_Gallon\": 16.5, \"Horsepower\": 180.0, \"Name\": \"cadillac seville\", \"Cylinders\": 8}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4055, \"Year\": \"1976-01-01\", \"Acceleration\": 12.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 145.0, \"Name\": \"chevy c10\", \"Cylinders\": 8}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3870, \"Year\": \"1976-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 130.0, \"Name\": \"ford f108\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3755, \"Year\": \"1976-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 13.0, \"Horsepower\": 150.0, \"Name\": \"dodge d100\", \"Cylinders\": 8}, {\"Displacement\": 98.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2045, \"Year\": \"1977-01-01\", \"Acceleration\": 18.5, \"Miles_per_Gallon\": 31.5, \"Horsepower\": 68.0, \"Name\": \"honda Accelerationord cvcc\", \"Cylinders\": 4}, {\"Displacement\": 111.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2155, \"Year\": \"1977-01-01\", \"Acceleration\": 14.8, \"Miles_per_Gallon\": 30.0, \"Horsepower\": 80.0, \"Name\": \"buick opel isuzu deluxe\", \"Cylinders\": 4}, {\"Displacement\": 79.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1825, \"Year\": \"1977-01-01\", \"Acceleration\": 18.6, \"Miles_per_Gallon\": 36.0, \"Horsepower\": 58.0, \"Name\": \"renault 5 gtl\", \"Cylinders\": 4}, {\"Displacement\": 122.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2300, \"Year\": \"1977-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 25.5, \"Horsepower\": 96.0, \"Name\": \"plymouth arrow gs\", \"Cylinders\": 4}, {\"Displacement\": 85.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1945, \"Year\": \"1977-01-01\", \"Acceleration\": 16.8, \"Miles_per_Gallon\": 33.5, \"Horsepower\": 70.0, \"Name\": \"datsun f-10 hatchback\", \"Cylinders\": 4}, {\"Displacement\": 305.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3880, \"Year\": \"1977-01-01\", \"Acceleration\": 12.5, \"Miles_per_Gallon\": 17.5, \"Horsepower\": 145.0, \"Name\": \"chevrolet caprice classic\", \"Cylinders\": 8}, {\"Displacement\": 260.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4060, \"Year\": \"1977-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 17.0, \"Horsepower\": 110.0, \"Name\": \"oldsmobile cutlass supreme\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4140, \"Year\": \"1977-01-01\", \"Acceleration\": 13.7, \"Miles_per_Gallon\": 15.5, \"Horsepower\": 145.0, \"Name\": \"dodge monaco brougham\", \"Cylinders\": 8}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4295, \"Year\": \"1977-01-01\", \"Acceleration\": 14.9, \"Miles_per_Gallon\": 15.0, \"Horsepower\": 130.0, \"Name\": \"mercury cougar brougham\", \"Cylinders\": 8}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3520, \"Year\": \"1977-01-01\", \"Acceleration\": 16.4, \"Miles_per_Gallon\": 17.5, \"Horsepower\": 110.0, \"Name\": \"chevrolet concours\", \"Cylinders\": 6}, {\"Displacement\": 231.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3425, \"Year\": \"1977-01-01\", \"Acceleration\": 16.9, \"Miles_per_Gallon\": 20.5, \"Horsepower\": 105.0, \"Name\": \"buick skylark\", \"Cylinders\": 6}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3630, \"Year\": \"1977-01-01\", \"Acceleration\": 17.7, \"Miles_per_Gallon\": 19.0, \"Horsepower\": 100.0, \"Name\": \"plymouth volare custom\", \"Cylinders\": 6}, {\"Displacement\": 250.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3525, \"Year\": \"1977-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 18.5, \"Horsepower\": 98.0, \"Name\": \"ford granada\", \"Cylinders\": 6}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4220, \"Year\": \"1977-01-01\", \"Acceleration\": 11.1, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 180.0, \"Name\": \"pontiac grand prix lj\", \"Cylinders\": 8}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4165, \"Year\": \"1977-01-01\", \"Acceleration\": 11.4, \"Miles_per_Gallon\": 15.5, \"Horsepower\": 170.0, \"Name\": \"chevrolet monte carlo landau\", \"Cylinders\": 8}, {\"Displacement\": 400.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4325, \"Year\": \"1977-01-01\", \"Acceleration\": 12.2, \"Miles_per_Gallon\": 15.5, \"Horsepower\": 190.0, \"Name\": \"chrysler cordoba\", \"Cylinders\": 8}, {\"Displacement\": 351.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4335, \"Year\": \"1977-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 16.0, \"Horsepower\": 149.0, \"Name\": \"ford thunderbird\", \"Cylinders\": 8}, {\"Displacement\": 97.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1940, \"Year\": \"1977-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 29.0, \"Horsepower\": 78.0, \"Name\": \"volkswagen rabbit custom\", \"Cylinders\": 4}, {\"Displacement\": 151.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2740, \"Year\": \"1977-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 24.5, \"Horsepower\": 88.0, \"Name\": \"pontiac sunbird coupe\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2265, \"Year\": \"1977-01-01\", \"Acceleration\": 18.2, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 75.0, \"Name\": \"toyota corolla liftback\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2755, \"Year\": \"1977-01-01\", \"Acceleration\": 15.8, \"Miles_per_Gallon\": 25.5, \"Horsepower\": 89.0, \"Name\": \"ford mustang ii 2+2\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2051, \"Year\": \"1977-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 30.5, \"Horsepower\": 63.0, \"Name\": \"chevrolet chevette\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2075, \"Year\": \"1977-01-01\", \"Acceleration\": 15.9, \"Miles_per_Gallon\": 33.5, \"Horsepower\": 83.0, \"Name\": \"dodge colt m/m\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1985, \"Year\": \"1977-01-01\", \"Acceleration\": 16.4, \"Miles_per_Gallon\": 30.0, \"Horsepower\": 67.0, \"Name\": \"subaru dl\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2190, \"Year\": \"1977-01-01\", \"Acceleration\": 14.1, \"Miles_per_Gallon\": 30.5, \"Horsepower\": 78.0, \"Name\": \"volkswagen dasher\", \"Cylinders\": 4}, {\"Displacement\": 146.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2815, \"Year\": \"1977-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 22.0, \"Horsepower\": 97.0, \"Name\": \"datsun 810\", \"Cylinders\": 6}, {\"Displacement\": 121.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2600, \"Year\": \"1977-01-01\", \"Acceleration\": 12.8, \"Miles_per_Gallon\": 21.5, \"Horsepower\": 110.0, \"Name\": \"bmw 320i\", \"Cylinders\": 4}, {\"Displacement\": 80.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2720, \"Year\": \"1977-01-01\", \"Acceleration\": 13.5, \"Miles_per_Gallon\": 21.5, \"Horsepower\": 110.0, \"Name\": \"mazda rx-4\", \"Cylinders\": 3}, {\"Displacement\": 90.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1985, \"Year\": \"1978-01-01\", \"Acceleration\": 21.5, \"Miles_per_Gallon\": 43.1, \"Horsepower\": 48.0, \"Name\": \"volkswagen rabbit custom diesel\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 1800, \"Year\": \"1978-01-01\", \"Acceleration\": 14.4, \"Miles_per_Gallon\": 36.1, \"Horsepower\": 66.0, \"Name\": \"ford fiesta\", \"Cylinders\": 4}, {\"Displacement\": 78.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1985, \"Year\": \"1978-01-01\", \"Acceleration\": 19.4, \"Miles_per_Gallon\": 32.8, \"Horsepower\": 52.0, \"Name\": \"mazda glc deluxe\", \"Cylinders\": 4}, {\"Displacement\": 85.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2070, \"Year\": \"1978-01-01\", \"Acceleration\": 18.6, \"Miles_per_Gallon\": 39.4, \"Horsepower\": 70.0, \"Name\": \"datsun b210 gx\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1800, \"Year\": \"1978-01-01\", \"Acceleration\": 16.4, \"Miles_per_Gallon\": 36.1, \"Horsepower\": 60.0, \"Name\": \"honda civic cvcc\", \"Cylinders\": 4}, {\"Displacement\": 260.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3365, \"Year\": \"1978-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 19.9, \"Horsepower\": 110.0, \"Name\": \"oldsmobile cutlass salon brougham\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3735, \"Year\": \"1978-01-01\", \"Acceleration\": 13.2, \"Miles_per_Gallon\": 19.4, \"Horsepower\": 140.0, \"Name\": \"dodge diplomat\", \"Cylinders\": 8}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3570, \"Year\": \"1978-01-01\", \"Acceleration\": 12.8, \"Miles_per_Gallon\": 20.2, \"Horsepower\": 139.0, \"Name\": \"mercury monarch ghia\", \"Cylinders\": 8}, {\"Displacement\": 231.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3535, \"Year\": \"1978-01-01\", \"Acceleration\": 19.2, \"Miles_per_Gallon\": 19.2, \"Horsepower\": 105.0, \"Name\": \"pontiac phoenix lj\", \"Cylinders\": 6}, {\"Displacement\": 200.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3155, \"Year\": \"1978-01-01\", \"Acceleration\": 18.2, \"Miles_per_Gallon\": 20.5, \"Horsepower\": 95.0, \"Name\": \"chevrolet malibu\", \"Cylinders\": 6}, {\"Displacement\": 200.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2965, \"Year\": \"1978-01-01\", \"Acceleration\": 15.8, \"Miles_per_Gallon\": 20.2, \"Horsepower\": 85.0, \"Name\": \"ford fairmont (auto)\", \"Cylinders\": 6}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2720, \"Year\": \"1978-01-01\", \"Acceleration\": 15.4, \"Miles_per_Gallon\": 25.1, \"Horsepower\": 88.0, \"Name\": \"ford fairmont (man)\", \"Cylinders\": 4}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3430, \"Year\": \"1978-01-01\", \"Acceleration\": 17.2, \"Miles_per_Gallon\": 20.5, \"Horsepower\": 100.0, \"Name\": \"plymouth volare\", \"Cylinders\": 6}, {\"Displacement\": 232.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3210, \"Year\": \"1978-01-01\", \"Acceleration\": 17.2, \"Miles_per_Gallon\": 19.4, \"Horsepower\": 90.0, \"Name\": \"amc concord\", \"Cylinders\": 6}, {\"Displacement\": 231.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3380, \"Year\": \"1978-01-01\", \"Acceleration\": 15.8, \"Miles_per_Gallon\": 20.6, \"Horsepower\": 105.0, \"Name\": \"buick century special\", \"Cylinders\": 6}, {\"Displacement\": 200.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3070, \"Year\": \"1978-01-01\", \"Acceleration\": 16.7, \"Miles_per_Gallon\": 20.8, \"Horsepower\": 85.0, \"Name\": \"mercury zephyr\", \"Cylinders\": 6}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3620, \"Year\": \"1978-01-01\", \"Acceleration\": 18.7, \"Miles_per_Gallon\": 18.6, \"Horsepower\": 110.0, \"Name\": \"dodge aspen\", \"Cylinders\": 6}, {\"Displacement\": 258.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3410, \"Year\": \"1978-01-01\", \"Acceleration\": 15.1, \"Miles_per_Gallon\": 18.1, \"Horsepower\": 120.0, \"Name\": \"amc concord d/l\", \"Cylinders\": 6}, {\"Displacement\": 305.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3425, \"Year\": \"1978-01-01\", \"Acceleration\": 13.2, \"Miles_per_Gallon\": 19.2, \"Horsepower\": 145.0, \"Name\": \"chevrolet monte carlo landau\", \"Cylinders\": 8}, {\"Displacement\": 231.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3445, \"Year\": \"1978-01-01\", \"Acceleration\": 13.4, \"Miles_per_Gallon\": 17.7, \"Horsepower\": 165.0, \"Name\": \"buick regal sport coupe (turbo)\", \"Cylinders\": 6}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3205, \"Year\": \"1978-01-01\", \"Acceleration\": 11.2, \"Miles_per_Gallon\": 18.1, \"Horsepower\": 139.0, \"Name\": \"ford futura\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4080, \"Year\": \"1978-01-01\", \"Acceleration\": 13.7, \"Miles_per_Gallon\": 17.5, \"Horsepower\": 140.0, \"Name\": \"dodge magnum xe\", \"Cylinders\": 8}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2155, \"Year\": \"1978-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 30.0, \"Horsepower\": 68.0, \"Name\": \"chevrolet chevette\", \"Cylinders\": 4}, {\"Displacement\": 134.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2560, \"Year\": \"1978-01-01\", \"Acceleration\": 14.2, \"Miles_per_Gallon\": 27.5, \"Horsepower\": 95.0, \"Name\": \"toyota corona\", \"Cylinders\": 4}, {\"Displacement\": 119.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2300, \"Year\": \"1978-01-01\", \"Acceleration\": 14.7, \"Miles_per_Gallon\": 27.2, \"Horsepower\": 97.0, \"Name\": \"datsun 510\", \"Cylinders\": 4}, {\"Displacement\": 105.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2230, \"Year\": \"1978-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 30.9, \"Horsepower\": 75.0, \"Name\": \"dodge omni\", \"Cylinders\": 4}, {\"Displacement\": 134.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2515, \"Year\": \"1978-01-01\", \"Acceleration\": 14.8, \"Miles_per_Gallon\": 21.1, \"Horsepower\": 95.0, \"Name\": \"toyota celica gt liftback\", \"Cylinders\": 4}, {\"Displacement\": 156.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2745, \"Year\": \"1978-01-01\", \"Acceleration\": 16.7, \"Miles_per_Gallon\": 23.2, \"Horsepower\": 105.0, \"Name\": \"plymouth sapporo\", \"Cylinders\": 4}, {\"Displacement\": 151.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2855, \"Year\": \"1978-01-01\", \"Acceleration\": 17.6, \"Miles_per_Gallon\": 23.8, \"Horsepower\": 85.0, \"Name\": \"oldsmobile starfire sx\", \"Cylinders\": 4}, {\"Displacement\": 119.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2405, \"Year\": \"1978-01-01\", \"Acceleration\": 14.9, \"Miles_per_Gallon\": 23.9, \"Horsepower\": 97.0, \"Name\": \"datsun 200-sx\", \"Cylinders\": 4}, {\"Displacement\": 131.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2830, \"Year\": \"1978-01-01\", \"Acceleration\": 15.9, \"Miles_per_Gallon\": 20.3, \"Horsepower\": 103.0, \"Name\": \"audi 5000\", \"Cylinders\": 5}, {\"Displacement\": 163.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 3140, \"Year\": \"1978-01-01\", \"Acceleration\": 13.6, \"Miles_per_Gallon\": 17.0, \"Horsepower\": 125.0, \"Name\": \"volvo 264gl\", \"Cylinders\": 6}, {\"Displacement\": 121.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2795, \"Year\": \"1978-01-01\", \"Acceleration\": 15.7, \"Miles_per_Gallon\": 21.6, \"Horsepower\": 115.0, \"Name\": \"saab 99gle\", \"Cylinders\": 4}, {\"Displacement\": 163.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 3410, \"Year\": \"1978-01-01\", \"Acceleration\": 15.8, \"Miles_per_Gallon\": 16.2, \"Horsepower\": 133.0, \"Name\": \"peugeot 604sl\", \"Cylinders\": 6}, {\"Displacement\": 89.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1990, \"Year\": \"1978-01-01\", \"Acceleration\": 14.9, \"Miles_per_Gallon\": 31.5, \"Horsepower\": 71.0, \"Name\": \"volkswagen scirocco\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2135, \"Year\": \"1978-01-01\", \"Acceleration\": 16.6, \"Miles_per_Gallon\": 29.5, \"Horsepower\": 68.0, \"Name\": \"honda Accelerationord lx\", \"Cylinders\": 4}, {\"Displacement\": 231.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3245, \"Year\": \"1979-01-01\", \"Acceleration\": 15.4, \"Miles_per_Gallon\": 21.5, \"Horsepower\": 115.0, \"Name\": \"pontiac lemans v6\", \"Cylinders\": 6}, {\"Displacement\": 200.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2990, \"Year\": \"1979-01-01\", \"Acceleration\": 18.2, \"Miles_per_Gallon\": 19.8, \"Horsepower\": 85.0, \"Name\": \"mercury zephyr 6\", \"Cylinders\": 6}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2890, \"Year\": \"1979-01-01\", \"Acceleration\": 17.3, \"Miles_per_Gallon\": 22.3, \"Horsepower\": 88.0, \"Name\": \"ford fairmont 4\", \"Cylinders\": 4}, {\"Displacement\": 232.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3265, \"Year\": \"1979-01-01\", \"Acceleration\": 18.2, \"Miles_per_Gallon\": 20.2, \"Horsepower\": 90.0, \"Name\": \"amc concord dl 6\", \"Cylinders\": 6}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3360, \"Year\": \"1979-01-01\", \"Acceleration\": 16.6, \"Miles_per_Gallon\": 20.6, \"Horsepower\": 110.0, \"Name\": \"dodge aspen 6\", \"Cylinders\": 6}, {\"Displacement\": 305.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3840, \"Year\": \"1979-01-01\", \"Acceleration\": 15.4, \"Miles_per_Gallon\": 17.0, \"Horsepower\": 130.0, \"Name\": \"chevrolet caprice classic\", \"Cylinders\": 8}, {\"Displacement\": 302.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3725, \"Year\": \"1979-01-01\", \"Acceleration\": 13.4, \"Miles_per_Gallon\": 17.6, \"Horsepower\": 129.0, \"Name\": \"ford ltd landau\", \"Cylinders\": 8}, {\"Displacement\": 351.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3955, \"Year\": \"1979-01-01\", \"Acceleration\": 13.2, \"Miles_per_Gallon\": 16.5, \"Horsepower\": 138.0, \"Name\": \"mercury grand marquis\", \"Cylinders\": 8}, {\"Displacement\": 318.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3830, \"Year\": \"1979-01-01\", \"Acceleration\": 15.2, \"Miles_per_Gallon\": 18.2, \"Horsepower\": 135.0, \"Name\": \"dodge st. regis\", \"Cylinders\": 8}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4360, \"Year\": \"1979-01-01\", \"Acceleration\": 14.9, \"Miles_per_Gallon\": 16.9, \"Horsepower\": 155.0, \"Name\": \"buick estate wagon (sw)\", \"Cylinders\": 8}, {\"Displacement\": 351.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 4054, \"Year\": \"1979-01-01\", \"Acceleration\": 14.3, \"Miles_per_Gallon\": 15.5, \"Horsepower\": 142.0, \"Name\": \"ford country squire (sw)\", \"Cylinders\": 8}, {\"Displacement\": 267.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3605, \"Year\": \"1979-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 19.2, \"Horsepower\": 125.0, \"Name\": \"chevrolet malibu classic (sw)\", \"Cylinders\": 8}, {\"Displacement\": 360.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3940, \"Year\": \"1979-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 18.5, \"Horsepower\": 150.0, \"Name\": \"chrysler lebaron town @ country (sw)\", \"Cylinders\": 8}, {\"Displacement\": 89.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1925, \"Year\": \"1979-01-01\", \"Acceleration\": 14.0, \"Miles_per_Gallon\": 31.9, \"Horsepower\": 71.0, \"Name\": \"vw rabbit custom\", \"Cylinders\": 4}, {\"Displacement\": 86.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1975, \"Year\": \"1979-01-01\", \"Acceleration\": 15.2, \"Miles_per_Gallon\": 34.1, \"Horsepower\": 65.0, \"Name\": \"maxda glc deluxe\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 1915, \"Year\": \"1979-01-01\", \"Acceleration\": 14.4, \"Miles_per_Gallon\": 35.7, \"Horsepower\": 80.0, \"Name\": \"dodge colt hatchback custom\", \"Cylinders\": 4}, {\"Displacement\": 121.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2670, \"Year\": \"1979-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 27.4, \"Horsepower\": 80.0, \"Name\": \"amc spirit dl\", \"Cylinders\": 4}, {\"Displacement\": 183.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 3530, \"Year\": \"1979-01-01\", \"Acceleration\": 20.1, \"Miles_per_Gallon\": 25.4, \"Horsepower\": 77.0, \"Name\": \"mercedes benz 300d\", \"Cylinders\": 5}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3900, \"Year\": \"1979-01-01\", \"Acceleration\": 17.4, \"Miles_per_Gallon\": 23.0, \"Horsepower\": 125.0, \"Name\": \"cadillac eldorado\", \"Cylinders\": 8}, {\"Displacement\": 141.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 3190, \"Year\": \"1979-01-01\", \"Acceleration\": 24.8, \"Miles_per_Gallon\": 27.2, \"Horsepower\": 71.0, \"Name\": \"peugeot 504\", \"Cylinders\": 4}, {\"Displacement\": 260.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3420, \"Year\": \"1979-01-01\", \"Acceleration\": 22.2, \"Miles_per_Gallon\": 23.9, \"Horsepower\": 90.0, \"Name\": \"oldsmobile cutlass salon brougham\", \"Cylinders\": 8}, {\"Displacement\": 105.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2200, \"Year\": \"1979-01-01\", \"Acceleration\": 13.2, \"Miles_per_Gallon\": 34.2, \"Horsepower\": 70.0, \"Name\": \"plymouth horizon\", \"Cylinders\": 4}, {\"Displacement\": 105.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2150, \"Year\": \"1979-01-01\", \"Acceleration\": 14.9, \"Miles_per_Gallon\": 34.5, \"Horsepower\": 70.0, \"Name\": \"plymouth horizon tc3\", \"Cylinders\": 4}, {\"Displacement\": 85.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2020, \"Year\": \"1979-01-01\", \"Acceleration\": 19.2, \"Miles_per_Gallon\": 31.8, \"Horsepower\": 65.0, \"Name\": \"datsun 210\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2130, \"Year\": \"1979-01-01\", \"Acceleration\": 14.7, \"Miles_per_Gallon\": 37.3, \"Horsepower\": 69.0, \"Name\": \"fiat strada custom\", \"Cylinders\": 4}, {\"Displacement\": 151.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2670, \"Year\": \"1979-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 28.4, \"Horsepower\": 90.0, \"Name\": \"buick skylark limited\", \"Cylinders\": 4}, {\"Displacement\": 173.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2595, \"Year\": \"1979-01-01\", \"Acceleration\": 11.3, \"Miles_per_Gallon\": 28.8, \"Horsepower\": 115.0, \"Name\": \"chevrolet citation\", \"Cylinders\": 6}, {\"Displacement\": 173.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2700, \"Year\": \"1979-01-01\", \"Acceleration\": 12.9, \"Miles_per_Gallon\": 26.8, \"Horsepower\": 115.0, \"Name\": \"oldsmobile omega brougham\", \"Cylinders\": 6}, {\"Displacement\": 151.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2556, \"Year\": \"1979-01-01\", \"Acceleration\": 13.2, \"Miles_per_Gallon\": 33.5, \"Horsepower\": 90.0, \"Name\": \"pontiac phoenix\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2144, \"Year\": \"1980-01-01\", \"Acceleration\": 14.7, \"Miles_per_Gallon\": 41.5, \"Horsepower\": 76.0, \"Name\": \"vw rabbit\", \"Cylinders\": 4}, {\"Displacement\": 89.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1968, \"Year\": \"1980-01-01\", \"Acceleration\": 18.8, \"Miles_per_Gallon\": 38.1, \"Horsepower\": 60.0, \"Name\": \"toyota corolla tercel\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2120, \"Year\": \"1980-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 32.1, \"Horsepower\": 70.0, \"Name\": \"chevrolet chevette\", \"Cylinders\": 4}, {\"Displacement\": 86.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2019, \"Year\": \"1980-01-01\", \"Acceleration\": 16.4, \"Miles_per_Gallon\": 37.2, \"Horsepower\": 65.0, \"Name\": \"datsun 310\", \"Cylinders\": 4}, {\"Displacement\": 151.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2678, \"Year\": \"1980-01-01\", \"Acceleration\": 16.5, \"Miles_per_Gallon\": 28.0, \"Horsepower\": 90.0, \"Name\": \"chevrolet citation\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2870, \"Year\": \"1980-01-01\", \"Acceleration\": 18.1, \"Miles_per_Gallon\": 26.4, \"Horsepower\": 88.0, \"Name\": \"ford fairmont\", \"Cylinders\": 4}, {\"Displacement\": 151.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3003, \"Year\": \"1980-01-01\", \"Acceleration\": 20.1, \"Miles_per_Gallon\": 24.3, \"Horsepower\": 90.0, \"Name\": \"amc concord\", \"Cylinders\": 4}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3381, \"Year\": \"1980-01-01\", \"Acceleration\": 18.7, \"Miles_per_Gallon\": 19.1, \"Horsepower\": 90.0, \"Name\": \"dodge aspen\", \"Cylinders\": 6}, {\"Displacement\": 97.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2188, \"Year\": \"1980-01-01\", \"Acceleration\": 15.8, \"Miles_per_Gallon\": 34.3, \"Horsepower\": 78.0, \"Name\": \"audi 4000\", \"Cylinders\": 4}, {\"Displacement\": 134.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2711, \"Year\": \"1980-01-01\", \"Acceleration\": 15.5, \"Miles_per_Gallon\": 29.8, \"Horsepower\": 90.0, \"Name\": \"toyota corona liftback\", \"Cylinders\": 4}, {\"Displacement\": 120.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2542, \"Year\": \"1980-01-01\", \"Acceleration\": 17.5, \"Miles_per_Gallon\": 31.3, \"Horsepower\": 75.0, \"Name\": \"mazda 626\", \"Cylinders\": 4}, {\"Displacement\": 119.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2434, \"Year\": \"1980-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 37.0, \"Horsepower\": 92.0, \"Name\": \"datsun 510 hatchback\", \"Cylinders\": 4}, {\"Displacement\": 108.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2265, \"Year\": \"1980-01-01\", \"Acceleration\": 15.2, \"Miles_per_Gallon\": 32.2, \"Horsepower\": 75.0, \"Name\": \"toyota corolla\", \"Cylinders\": 4}, {\"Displacement\": 86.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2110, \"Year\": \"1980-01-01\", \"Acceleration\": 17.9, \"Miles_per_Gallon\": 46.6, \"Horsepower\": 65.0, \"Name\": \"mazda glc\", \"Cylinders\": 4}, {\"Displacement\": 156.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2800, \"Year\": \"1980-01-01\", \"Acceleration\": 14.4, \"Miles_per_Gallon\": 27.9, \"Horsepower\": 105.0, \"Name\": \"dodge colt\", \"Cylinders\": 4}, {\"Displacement\": 85.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2110, \"Year\": \"1980-01-01\", \"Acceleration\": 19.2, \"Miles_per_Gallon\": 40.8, \"Horsepower\": 65.0, \"Name\": \"datsun 210\", \"Cylinders\": 4}, {\"Displacement\": 90.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2085, \"Year\": \"1980-01-01\", \"Acceleration\": 21.7, \"Miles_per_Gallon\": 44.3, \"Horsepower\": 48.0, \"Name\": \"vw rabbit c (diesel)\", \"Cylinders\": 4}, {\"Displacement\": 90.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2335, \"Year\": \"1980-01-01\", \"Acceleration\": 23.7, \"Miles_per_Gallon\": 43.4, \"Horsepower\": 48.0, \"Name\": \"vw dasher (diesel)\", \"Cylinders\": 4}, {\"Displacement\": 121.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2950, \"Year\": \"1980-01-01\", \"Acceleration\": 19.9, \"Miles_per_Gallon\": 36.4, \"Horsepower\": 67.0, \"Name\": \"audi 5000s (diesel)\", \"Cylinders\": 5}, {\"Displacement\": 146.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 3250, \"Year\": \"1980-01-01\", \"Acceleration\": 21.8, \"Miles_per_Gallon\": 30.0, \"Horsepower\": 67.0, \"Name\": \"mercedes-benz 240d\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1850, \"Year\": \"1980-01-01\", \"Acceleration\": 13.8, \"Miles_per_Gallon\": 44.6, \"Horsepower\": 67.0, \"Name\": \"honda civic 1500 gl\", \"Cylinders\": 4}, {\"Displacement\": 85.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1835, \"Year\": \"1980-01-01\", \"Acceleration\": 17.3, \"Miles_per_Gallon\": 40.9, \"Horsepower\": null, \"Name\": \"renault lecar deluxe\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2145, \"Year\": \"1980-01-01\", \"Acceleration\": 18.0, \"Miles_per_Gallon\": 33.8, \"Horsepower\": 67.0, \"Name\": \"subaru dl\", \"Cylinders\": 4}, {\"Displacement\": 89.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1845, \"Year\": \"1980-01-01\", \"Acceleration\": 15.3, \"Miles_per_Gallon\": 29.8, \"Horsepower\": 62.0, \"Name\": \"vokswagen rabbit\", \"Cylinders\": 4}, {\"Displacement\": 168.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2910, \"Year\": \"1980-01-01\", \"Acceleration\": 11.4, \"Miles_per_Gallon\": 32.7, \"Horsepower\": 132.0, \"Name\": \"datsun 280-zx\", \"Cylinders\": 6}, {\"Displacement\": 70.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2420, \"Year\": \"1980-01-01\", \"Acceleration\": 12.5, \"Miles_per_Gallon\": 23.7, \"Horsepower\": 100.0, \"Name\": \"mazda rx-7 gs\", \"Cylinders\": 3}, {\"Displacement\": 122.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2500, \"Year\": \"1980-01-01\", \"Acceleration\": 15.1, \"Miles_per_Gallon\": 35.0, \"Horsepower\": 88.0, \"Name\": \"triumph tr7 coupe\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2905, \"Year\": \"1980-01-01\", \"Acceleration\": 14.3, \"Miles_per_Gallon\": 23.6, \"Horsepower\": null, \"Name\": \"ford mustang cobra\", \"Cylinders\": 4}, {\"Displacement\": 107.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2290, \"Year\": \"1980-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 32.4, \"Horsepower\": 72.0, \"Name\": \"honda Accelerationord\", \"Cylinders\": 4}, {\"Displacement\": 135.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2490, \"Year\": \"1982-01-01\", \"Acceleration\": 15.7, \"Miles_per_Gallon\": 27.2, \"Horsepower\": 84.0, \"Name\": \"plymouth reliant\", \"Cylinders\": 4}, {\"Displacement\": 151.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2635, \"Year\": \"1982-01-01\", \"Acceleration\": 16.4, \"Miles_per_Gallon\": 26.6, \"Horsepower\": 84.0, \"Name\": \"buick skylark\", \"Cylinders\": 4}, {\"Displacement\": 156.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2620, \"Year\": \"1982-01-01\", \"Acceleration\": 14.4, \"Miles_per_Gallon\": 25.8, \"Horsepower\": 92.0, \"Name\": \"dodge aries wagon (sw)\", \"Cylinders\": 4}, {\"Displacement\": 173.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2725, \"Year\": \"1982-01-01\", \"Acceleration\": 12.6, \"Miles_per_Gallon\": 23.5, \"Horsepower\": 110.0, \"Name\": \"chevrolet citation\", \"Cylinders\": 6}, {\"Displacement\": 135.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2385, \"Year\": \"1982-01-01\", \"Acceleration\": 12.9, \"Miles_per_Gallon\": 30.0, \"Horsepower\": 84.0, \"Name\": \"plymouth reliant\", \"Cylinders\": 4}, {\"Displacement\": 79.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1755, \"Year\": \"1982-01-01\", \"Acceleration\": 16.9, \"Miles_per_Gallon\": 39.1, \"Horsepower\": 58.0, \"Name\": \"toyota starlet\", \"Cylinders\": 4}, {\"Displacement\": 86.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 1875, \"Year\": \"1982-01-01\", \"Acceleration\": 16.4, \"Miles_per_Gallon\": 39.0, \"Horsepower\": 64.0, \"Name\": \"plymouth champ\", \"Cylinders\": 4}, {\"Displacement\": 81.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1760, \"Year\": \"1982-01-01\", \"Acceleration\": 16.1, \"Miles_per_Gallon\": 35.1, \"Horsepower\": 60.0, \"Name\": \"honda civic 1300\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2065, \"Year\": \"1982-01-01\", \"Acceleration\": 17.8, \"Miles_per_Gallon\": 32.3, \"Horsepower\": 67.0, \"Name\": \"subaru\", \"Cylinders\": 4}, {\"Displacement\": 85.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1975, \"Year\": \"1982-01-01\", \"Acceleration\": 19.4, \"Miles_per_Gallon\": 37.0, \"Horsepower\": 65.0, \"Name\": \"datsun 210\", \"Cylinders\": 4}, {\"Displacement\": 89.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2050, \"Year\": \"1982-01-01\", \"Acceleration\": 17.3, \"Miles_per_Gallon\": 37.7, \"Horsepower\": 62.0, \"Name\": \"toyota tercel\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1985, \"Year\": \"1982-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 34.1, \"Horsepower\": 68.0, \"Name\": \"mazda glc 4\", \"Cylinders\": 4}, {\"Displacement\": 105.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2215, \"Year\": \"1982-01-01\", \"Acceleration\": 14.9, \"Miles_per_Gallon\": 34.7, \"Horsepower\": 63.0, \"Name\": \"plymouth horizon 4\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2045, \"Year\": \"1982-01-01\", \"Acceleration\": 16.2, \"Miles_per_Gallon\": 34.4, \"Horsepower\": 65.0, \"Name\": \"ford escort 4w\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2380, \"Year\": \"1982-01-01\", \"Acceleration\": 20.7, \"Miles_per_Gallon\": 29.9, \"Horsepower\": 65.0, \"Name\": \"ford escort 2h\", \"Cylinders\": 4}, {\"Displacement\": 105.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2190, \"Year\": \"1982-01-01\", \"Acceleration\": 14.2, \"Miles_per_Gallon\": 33.0, \"Horsepower\": 74.0, \"Name\": \"volkswagen jetta\", \"Cylinders\": 4}, {\"Displacement\": 100.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2320, \"Year\": \"1982-01-01\", \"Acceleration\": 15.8, \"Miles_per_Gallon\": 34.5, \"Horsepower\": null, \"Name\": \"renault 18i\", \"Cylinders\": 4}, {\"Displacement\": 107.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2210, \"Year\": \"1982-01-01\", \"Acceleration\": 14.4, \"Miles_per_Gallon\": 33.7, \"Horsepower\": 75.0, \"Name\": \"honda prelude\", \"Cylinders\": 4}, {\"Displacement\": 108.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2350, \"Year\": \"1982-01-01\", \"Acceleration\": 16.8, \"Miles_per_Gallon\": 32.4, \"Horsepower\": 75.0, \"Name\": \"toyota corolla\", \"Cylinders\": 4}, {\"Displacement\": 119.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2615, \"Year\": \"1982-01-01\", \"Acceleration\": 14.8, \"Miles_per_Gallon\": 32.9, \"Horsepower\": 100.0, \"Name\": \"datsun 200sx\", \"Cylinders\": 4}, {\"Displacement\": 120.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2635, \"Year\": \"1982-01-01\", \"Acceleration\": 18.3, \"Miles_per_Gallon\": 31.6, \"Horsepower\": 74.0, \"Name\": \"mazda 626\", \"Cylinders\": 4}, {\"Displacement\": 141.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 3230, \"Year\": \"1982-01-01\", \"Acceleration\": 20.4, \"Miles_per_Gallon\": 28.1, \"Horsepower\": 80.0, \"Name\": \"peugeot 505s turbo diesel\", \"Cylinders\": 4}, {\"Displacement\": 121.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2800, \"Year\": \"1982-01-01\", \"Acceleration\": 15.4, \"Miles_per_Gallon\": null, \"Horsepower\": 110.0, \"Name\": \"saab 900s\", \"Cylinders\": 4}, {\"Displacement\": 145.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 3160, \"Year\": \"1982-01-01\", \"Acceleration\": 19.6, \"Miles_per_Gallon\": 30.7, \"Horsepower\": 76.0, \"Name\": \"volvo diesel\", \"Cylinders\": 6}, {\"Displacement\": 168.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2900, \"Year\": \"1982-01-01\", \"Acceleration\": 12.6, \"Miles_per_Gallon\": 25.4, \"Horsepower\": 116.0, \"Name\": \"toyota cressida\", \"Cylinders\": 6}, {\"Displacement\": 146.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2930, \"Year\": \"1982-01-01\", \"Acceleration\": 13.8, \"Miles_per_Gallon\": 24.2, \"Horsepower\": 120.0, \"Name\": \"datsun 810 maxima\", \"Cylinders\": 6}, {\"Displacement\": 231.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3415, \"Year\": \"1982-01-01\", \"Acceleration\": 15.8, \"Miles_per_Gallon\": 22.4, \"Horsepower\": 110.0, \"Name\": \"buick century\", \"Cylinders\": 6}, {\"Displacement\": 350.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3725, \"Year\": \"1982-01-01\", \"Acceleration\": 19.0, \"Miles_per_Gallon\": 26.6, \"Horsepower\": 105.0, \"Name\": \"oldsmobile cutlass ls\", \"Cylinders\": 8}, {\"Displacement\": 200.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3060, \"Year\": \"1982-01-01\", \"Acceleration\": 17.1, \"Miles_per_Gallon\": 20.2, \"Horsepower\": 88.0, \"Name\": \"ford granada gl\", \"Cylinders\": 6}, {\"Displacement\": 225.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3465, \"Year\": \"1982-01-01\", \"Acceleration\": 16.6, \"Miles_per_Gallon\": 17.6, \"Horsepower\": 85.0, \"Name\": \"chrysler lebaron salon\", \"Cylinders\": 6}, {\"Displacement\": 112.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2605, \"Year\": \"1982-01-01\", \"Acceleration\": 19.6, \"Miles_per_Gallon\": 28.0, \"Horsepower\": 88.0, \"Name\": \"chevrolet cavalier\", \"Cylinders\": 4}, {\"Displacement\": 112.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2640, \"Year\": \"1982-01-01\", \"Acceleration\": 18.6, \"Miles_per_Gallon\": 27.0, \"Horsepower\": 88.0, \"Name\": \"chevrolet cavalier wagon\", \"Cylinders\": 4}, {\"Displacement\": 112.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2395, \"Year\": \"1982-01-01\", \"Acceleration\": 18.0, \"Miles_per_Gallon\": 34.0, \"Horsepower\": 88.0, \"Name\": \"chevrolet cavalier 2-door\", \"Cylinders\": 4}, {\"Displacement\": 112.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2575, \"Year\": \"1982-01-01\", \"Acceleration\": 16.2, \"Miles_per_Gallon\": 31.0, \"Horsepower\": 85.0, \"Name\": \"pontiac j2000 se hatchback\", \"Cylinders\": 4}, {\"Displacement\": 135.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2525, \"Year\": \"1982-01-01\", \"Acceleration\": 16.0, \"Miles_per_Gallon\": 29.0, \"Horsepower\": 84.0, \"Name\": \"dodge aries se\", \"Cylinders\": 4}, {\"Displacement\": 151.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2735, \"Year\": \"1982-01-01\", \"Acceleration\": 18.0, \"Miles_per_Gallon\": 27.0, \"Horsepower\": 90.0, \"Name\": \"pontiac phoenix\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2865, \"Year\": \"1982-01-01\", \"Acceleration\": 16.4, \"Miles_per_Gallon\": 24.0, \"Horsepower\": 92.0, \"Name\": \"ford fairmont futura\", \"Cylinders\": 4}, {\"Displacement\": 151.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3035, \"Year\": \"1982-01-01\", \"Acceleration\": 20.5, \"Miles_per_Gallon\": 23.0, \"Horsepower\": null, \"Name\": \"amc concord dl\", \"Cylinders\": 4}, {\"Displacement\": 105.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 1980, \"Year\": \"1982-01-01\", \"Acceleration\": 15.3, \"Miles_per_Gallon\": 36.0, \"Horsepower\": 74.0, \"Name\": \"volkswagen rabbit l\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2025, \"Year\": \"1982-01-01\", \"Acceleration\": 18.2, \"Miles_per_Gallon\": 37.0, \"Horsepower\": 68.0, \"Name\": \"mazda glc custom l\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1970, \"Year\": \"1982-01-01\", \"Acceleration\": 17.6, \"Miles_per_Gallon\": 31.0, \"Horsepower\": 68.0, \"Name\": \"mazda glc custom\", \"Cylinders\": 4}, {\"Displacement\": 105.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2125, \"Year\": \"1982-01-01\", \"Acceleration\": 14.7, \"Miles_per_Gallon\": 38.0, \"Horsepower\": 63.0, \"Name\": \"plymouth horizon miser\", \"Cylinders\": 4}, {\"Displacement\": 98.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2125, \"Year\": \"1982-01-01\", \"Acceleration\": 17.3, \"Miles_per_Gallon\": 36.0, \"Horsepower\": 70.0, \"Name\": \"mercury lynx l\", \"Cylinders\": 4}, {\"Displacement\": 120.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2160, \"Year\": \"1982-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 36.0, \"Horsepower\": 88.0, \"Name\": \"nissan stanza xe\", \"Cylinders\": 4}, {\"Displacement\": 107.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2205, \"Year\": \"1982-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 36.0, \"Horsepower\": 75.0, \"Name\": \"honda Accelerationord\", \"Cylinders\": 4}, {\"Displacement\": 108.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2245, \"Year\": \"1982-01-01\", \"Acceleration\": 16.9, \"Miles_per_Gallon\": 34.0, \"Horsepower\": 70.0, \"Name\": \"toyota corolla\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1965, \"Year\": \"1982-01-01\", \"Acceleration\": 15.0, \"Miles_per_Gallon\": 38.0, \"Horsepower\": 67.0, \"Name\": \"honda civic\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1965, \"Year\": \"1982-01-01\", \"Acceleration\": 15.7, \"Miles_per_Gallon\": 32.0, \"Horsepower\": 67.0, \"Name\": \"honda civic (auto)\", \"Cylinders\": 4}, {\"Displacement\": 91.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 1995, \"Year\": \"1982-01-01\", \"Acceleration\": 16.2, \"Miles_per_Gallon\": 38.0, \"Horsepower\": 67.0, \"Name\": \"datsun 310 gx\", \"Cylinders\": 4}, {\"Displacement\": 181.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2945, \"Year\": \"1982-01-01\", \"Acceleration\": 16.4, \"Miles_per_Gallon\": 25.0, \"Horsepower\": 110.0, \"Name\": \"buick century limited\", \"Cylinders\": 6}, {\"Displacement\": 262.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 3015, \"Year\": \"1982-01-01\", \"Acceleration\": 17.0, \"Miles_per_Gallon\": 38.0, \"Horsepower\": 85.0, \"Name\": \"oldsmobile cutlass ciera (diesel)\", \"Cylinders\": 6}, {\"Displacement\": 156.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2585, \"Year\": \"1982-01-01\", \"Acceleration\": 14.5, \"Miles_per_Gallon\": 26.0, \"Horsepower\": 92.0, \"Name\": \"chrysler lebaron medallion\", \"Cylinders\": 4}, {\"Displacement\": 232.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2835, \"Year\": \"1982-01-01\", \"Acceleration\": 14.7, \"Miles_per_Gallon\": 22.0, \"Horsepower\": 112.0, \"Name\": \"ford granada l\", \"Cylinders\": 6}, {\"Displacement\": 144.0, \"Origin\": \"Japan\", \"Weight_in_lbs\": 2665, \"Year\": \"1982-01-01\", \"Acceleration\": 13.9, \"Miles_per_Gallon\": 32.0, \"Horsepower\": 96.0, \"Name\": \"toyota celica gt\", \"Cylinders\": 4}, {\"Displacement\": 135.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2370, \"Year\": \"1982-01-01\", \"Acceleration\": 13.0, \"Miles_per_Gallon\": 36.0, \"Horsepower\": 84.0, \"Name\": \"dodge charger 2.2\", \"Cylinders\": 4}, {\"Displacement\": 151.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2950, \"Year\": \"1982-01-01\", \"Acceleration\": 17.3, \"Miles_per_Gallon\": 27.0, \"Horsepower\": 90.0, \"Name\": \"chevrolet camaro\", \"Cylinders\": 4}, {\"Displacement\": 140.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2790, \"Year\": \"1982-01-01\", \"Acceleration\": 15.6, \"Miles_per_Gallon\": 27.0, \"Horsepower\": 86.0, \"Name\": \"ford mustang gl\", \"Cylinders\": 4}, {\"Displacement\": 97.0, \"Origin\": \"Europe\", \"Weight_in_lbs\": 2130, \"Year\": \"1982-01-01\", \"Acceleration\": 24.6, \"Miles_per_Gallon\": 44.0, \"Horsepower\": 52.0, \"Name\": \"vw pickup\", \"Cylinders\": 4}, {\"Displacement\": 135.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2295, \"Year\": \"1982-01-01\", \"Acceleration\": 11.6, \"Miles_per_Gallon\": 32.0, \"Horsepower\": 84.0, \"Name\": \"dodge rampage\", \"Cylinders\": 4}, {\"Displacement\": 120.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2625, \"Year\": \"1982-01-01\", \"Acceleration\": 18.6, \"Miles_per_Gallon\": 28.0, \"Horsepower\": 79.0, \"Name\": \"ford ranger\", \"Cylinders\": 4}, {\"Displacement\": 119.0, \"Origin\": \"USA\", \"Weight_in_lbs\": 2720, \"Year\": \"1982-01-01\", \"Acceleration\": 19.4, \"Miles_per_Gallon\": 31.0, \"Horsepower\": 82.0, \"Name\": \"chevy s-10\", \"Cylinders\": 4}]}, \"config\": {\"cell\": {\"height\": 350, \"width\": 500}}, \"mark\": \"circle\"};\n",
       "var selector = \"#8e9ee9fd-d3fd-445c-87fc-fdf3463433c9\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#8e9ee9fd-d3fd-445c-87fc-fdf3463433c9"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {
      "jupyter-vega": "#8e9ee9fd-d3fd-445c-87fc-fdf3463433c9"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from altair import datasets, Chart\n",
    "\n",
    "data = datasets.load_dataset('cars')\n",
    "\n",
    "chart = Chart(data).mark_circle().encode(\n",
    "    x='Horsepower',\n",
    "    y='Miles_per_Gallon',\n",
    "    color='Origin',\n",
    ")\n",
    "\n",
    "chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In most cases, the data passed to the ``Chart`` will be a standard Pandas dataframe, as we can see here:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Cylinders</th>\n",
       "      <th>Displacement</th>\n",
       "      <th>Horsepower</th>\n",
       "      <th>Miles_per_Gallon</th>\n",
       "      <th>Name</th>\n",
       "      <th>Origin</th>\n",
       "      <th>Weight_in_lbs</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "      <td>USA</td>\n",
       "      <td>3504</td>\n",
       "      <td>1970-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11.5</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>buick skylark 320</td>\n",
       "      <td>USA</td>\n",
       "      <td>3693</td>\n",
       "      <td>1970-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>plymouth satellite</td>\n",
       "      <td>USA</td>\n",
       "      <td>3436</td>\n",
       "      <td>1970-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>amc rebel sst</td>\n",
       "      <td>USA</td>\n",
       "      <td>3433</td>\n",
       "      <td>1970-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10.5</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>ford torino</td>\n",
       "      <td>USA</td>\n",
       "      <td>3449</td>\n",
       "      <td>1970-01-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Acceleration  Cylinders  Displacement  Horsepower  Miles_per_Gallon  \\\n",
       "0          12.0          8         307.0       130.0              18.0   \n",
       "1          11.5          8         350.0       165.0              15.0   \n",
       "2          11.0          8         318.0       150.0              18.0   \n",
       "3          12.0          8         304.0       150.0              16.0   \n",
       "4          10.5          8         302.0       140.0              17.0   \n",
       "\n",
       "                        Name Origin  Weight_in_lbs        Year  \n",
       "0  chevrolet chevelle malibu    USA           3504  1970-01-01  \n",
       "1          buick skylark 320    USA           3693  1970-01-01  \n",
       "2         plymouth satellite    USA           3436  1970-01-01  \n",
       "3              amc rebel sst    USA           3433  1970-01-01  \n",
       "4                ford torino    USA           3449  1970-01-01  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Under the hood, Altair interprets the input and constructs a Python dictionary of the vega spec:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'encoding': {'color': {'field': 'Origin', 'type': 'nominal'},\n",
       "  'x': {'field': 'Horsepower', 'type': 'quantitative'},\n",
       "  'y': {'field': 'Miles_per_Gallon', 'type': 'quantitative'}},\n",
       " 'mark': 'circle'}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart.to_dict(data=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When converted to JSON, this spec is exactly in the form expected by Vega-Lite."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparison to Matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To clarify the declarative nature of Altair, we perform the same visualization with [Matplotlib](http://matplotlib.org/). In this case, the user has to manually perform a group-by operation and label the axes and legend. With Altairs declarative approach, the user only has to specify *what* should happen, not *how*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAEPCAYAAACp/QjLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl8VNXd8L8nC0s2FpGEhGxOxAVRKE8rItpEjXUrAbG4\nTIBUrV0UBfRpCzokeaaPtZYHt9bX4vIAgtbtVbRaJYIBXGKrBRVc3iaZCZgQECFkAYSQ3/vHnZnM\nZO4kk8xkITnfz+d+Mnc55/zuJLm/e85vUyKCRqPRaDTeRPS2ABqNRqPpe2jloNFoNBo/tHLQaDQa\njR9aOWg0Go3GD60cNBqNRuOHVg4ajUaj8SOqJwZRSjmBg0ALcExEfqCUGgE8B6QDTmC2iBzsCXk0\nGo1G0z49NXNoAbJFZJKI/MB17LfA2yJyGrARWNxDsmg0Go2mA3pKOSiTsfKAVa7Pq4AZPSSLRqPR\naDqgp5SDACVKqX8qpW52HUsUkT0AIlILjO4hWTQajUbTAT1icwDOF5HdSqmTgfVKqa8wFIY3Oo+H\nRqPR9BF6RDmIyG7Xz2+UUq8APwD2KKUSRWSPUioJ2GvWVimllYZGo9F0ARFRXW3b7ctKSqkYpVSc\n63MscCnwGfAqUOC6bB6wLlAfIqI3EQoLC3tdhr6y6e9Cfxf6u2h/C5WemDkkAi+7ZgBRwFoRWa+U\n+gh4Xil1I1AFzO4BWTQajUYTBN2uHETEAUw0Ob4fuKS7x9doNBpN59ER0icQ2dnZvS1Cn0F/F63o\n76IV/V2EDxWOtanuRCklfV1GjUaj6WsopZAQDNI95cqq0WgGOBkZGVRVVfW2GP2O9PR0nE5n2PvV\nMweNRtMjuN5ke1uMfkeg7zXUmYO2OWg0Go3GD60cNBqNRuOHVg4ajUaj8UMrB41G02+prq5mxowZ\njBs3jlNPPZWFCxfS3Nzsd93u3buZPbvjONyrrrqK+vr67hC1z6EN0hqNpkfoDYP0ueeey6233src\nuXMREX72s58xcuRI7r//fs81x48fJzIyskflCifdZZDWrqwDEIfTgW25jer6alISUrAvspOZkdnb\nYmk0YWXjxo0MHTqUuXPnAsbD8oEHHiAzM5PMzEzefPNNGhsbaWlpYeXKlVx11VV89tlnHD58mIKC\nAnbs2MG4ceOoqanh0Ucf5Xvf+x6ZmZl8/PHHNDQ0cPnllzNt2jTef/99xo4dy7p16xg8eHAv33X4\n0MphgOFwOsi9LZeKcyrgJOAolN1WRsmfSrSC0PQrduzYweTJk32OxcfHk56eTnNzM1u3buWzzz5j\n2LBhVFVVoZTxkv3oo48ycuRItm/fzo4dO5g0aZKnvfsagPLycp577jlWrFjBtddey0svvcQNN9zQ\nMzfXA2ibwwDDttxmKIZBrgODoOKcCmzLbb0ql0bTU4gISilyc3MZNmyY3/l3332X6667DoDx48dz\n9tln+7R1k5mZyYQJEwCYPHlytwSi9SZaOQwwquurWxWDm0FQU1/TK/JoNN3FmWeeyUcffeRzrL6+\nnp07dxIVFUVsbGxQ/QSyk3gvIUVGRpoauk9ktHIYYKQkpMDRNgePQnJCcq/Io9F0FxdffDGHDx9m\nzZo1gGF4vuuuu/jpT3/K0KFDA7Y7//zzee655wD4/PPP+eyzz0yv6++OMlo5DDDsi+xYPrG0Koij\nYPnEgn2RvVfl0mi6g5dffpnnn3+ecePGcfrppxMTE8O9997bbptf/epX7Nu3j7POOoulS5dy1lln\neZafvG0O3p/7I9qVdQDi9laqqa8hOSFZeytpeoQTJbdSS0sLx44dY/DgwVRWVpKbm8tXX31FVFTf\n9N/pLlfWHlMOSqkI4GNgl4hMV0oVAj+jtXb0EhF506SdVg4aTT/gRFEOjY2N5OTkcOzYMQDuv/9+\nLr300l6WKjD9QTksBCYDCV7KoUFElnfQTisHjaYfcKIohxONEzorq1JqLHAF8ETbUz0xvkaj0Wg6\nR08ZpB8A/hNoq95uU0ptU0o9oZTydzjWdDsOp4P82/PJKcgh//Z8HE5Hb4uk0Wj6AN1uYVFKXQns\nEZFtSqlsr1OPAv8lIqKU+h2wHLjJrI+ioiLP5+zsbF0nNkzoaGmNpv9QWlpKaWlp2PrrdpuDUupe\nIB9oBoYC8cD/FZG5XtekA6+JyNkm7QekzcHhqMJmW0l1dQspKRHY7QVkZqaHdYz82/NZG7/WNyju\nKFgbrKx5eE1Yx9JotM2hezhhE++JyBJgCYBS6ofAnSIyVymVJCK1rsuuBrZ3tywnCg5HFbm5j1BR\nUQzEAk2UlRXy1FMzWbHi7bApjOr6amPG4I2OltZoNPRu4r37lVITgRbACfy8F2XpU9hsK70UA0As\nFRU3ceWVf6Sx8RG8FUZJyfwuKwhPtHSbmYOOltZoND0aIS0im0RkuuvzXBE5W0QmisgMEdnTk7L0\nZaqrW2hVDG6e91IMYCiMYmy2lV0eR0dLazStZGRkEBMTQ0JCAvHx8SQkJHD77bf3tli9Rt8M+Rvg\npKREAF8Az2NMrCKABvwVRiw1NS1dHiczI5OSP5X4Rkv/SUdLa3qWcNjXwtGHUorXX3+dnJycTrVr\nizvr6wmPiPTpzRBxYLFp07sSFTVPoFFABBpFqUu99sVz3Got6m1xNZqgMPtfrqx0isVyp8/fusVy\np1RWOoPuNxx9iIhkZGTIhg0b/I4XFRVJfn6+Z9/pdIpSSo4fPy4iItnZ2XL33XfL+eefLzExMVJR\nUSE1NTUyffp0GTlypJx66qny+OOP+/R3zTXXyLXXXivx8fEyefJk+eSTTzzna2pqZNasWXLyySfL\nKaecIg8//HC7cgd6RrqOd/nZqxPv9UFWrHib5uY/472EJPIgcXHzgSbXsSYslkLs9oLeEFGjCQvm\n9rXOLZeGo4+OaDsTaLu/Zs0annjiCRoaGkhLS+O6664jLS2N2tpaXnjhBZYsWeLjZvrqq69y7bXX\ncuDAAa6//npmzJjB8ePHERF+/OMfM2nSJHbv3s2GDRt46KGHKCkpCdu9BIteVuqDVFQcwn8J6Qyy\nsgYxfvwyampaSE6OwG7vujFao+kLmNvXOrdcGo4+3MyYMYOoqCjP0tAf//jHoNoVFBRw+umnA1BT\nU8P777/P3//+d6KjoznnnHO4+eabWb16tSdGa/LkycycOROARYsWsXz5csrKyoiOjmbfvn3cfffd\ngGEHufnmm/nrX/9Kbm5up+8nFLRy6IPU1pZjzBC8/+CbqKv7hjVrHuslqTSa8GPY1/z/1pOTg1/U\nCEcfbtatW+dncyguLu6wXWpqqudzTU0NI0eOJCYmxnMsPT2djz/+2PR6pRQpKSnU1Bgu5NXV1Ywc\nORIwlv1bWlq48MILO30voaKXlfogiYmpQCHeS0hQSFJSauBGGs0JiN1egMXi+7fe2eXScPThRkyC\nyWJjYzl06JBnf/fu3X7XeC8zJScns3//fpqamjzHdu7cSUpKimd/165dPmN+/fXXJCcnk5qayimn\nnML+/fvZv38/Bw4c4ODBg7z22mudvpdQ0cqhD5KVNQIjk8gyDCWxDLgJi2VEr8ql0YSbzMx0Skrm\nY7UuIyenEKt1Wadjd8LRR3tMnDiRzZs3s2vXLg4ePMh9993X7vVjx45l6tSpLF68mO+++45PP/2U\nJ598kjlz5niu+fjjj3nllVc4fvw4DzzwAEOGDGHKlCn84Ac/ID4+nvvvv58jR45w/PhxduzY4Vfu\ntEcIxZrdExsD0FspXN4XGk1foq//L2dkZEhMTIzEx8d7tquvvlpERG699VYZPny4nHrqqfLEE09I\nRESEx1spJydHnnzySZ++qqur5aqrrpKRI0dKVlaWrFixwnOuqKhIfvKTn8h1110n8fHx8r3vfU+2\nbdvmOb979265/vrrJSkpSUaOHCnnnXeeqReVm0DfKyF6K+lKcH0Ut992q/E5/LmVNJqeROdWMigu\nLqaiooLVq1eHpb8TNreSpmtkZqazZk1hb4uh0WgGKFo5aDpFT2SL1Wg0vY9eVtIEjVm2WIsltOR/\nmoGDXlbqHk7oMqGa/kFPRKJqNJq+gVYOA5CulgYNZySqRqPp22ibwwAjlNKg4YxE1Wg0fRv9Xz3A\nsC23GYrBXeBnEFScU4Ftua3DtuGMRNVoNH2bHps5KKUigI+Ar0VkulJqBPAckI5RCW62iBzsKXkG\nKqGUBnVHotpsOvmfRtPf6cllpTuAz4EE1/5vgbdF5H6l1G+Axa5jmm4k1NKgOv5CoxkY9MiyklJq\nLHAF8ITX4TxglevzKmBGT8gy0NGlQTUac3Jycnjqqad6W4w+Q0/ZHB4A/hPwdsZNFFfdaBGpBUb3\nkCwDGndpUGuDlRxHDtYGa1DGaI2mu+iq91y4+9D40u3LSkqpK4E9IrJNKZXdzqUBo2OKioo8n7Oz\nsz0FMzRdIzMjkzUPrzE953A6sC23UV1fTUpCCvZFuqa0pvsIxXsunH14U1dXx5w5c/jwww85fvw4\nU6dO5bHHHvOk3M7JyeG8885jw4YNfPnll1x00UX87//+L8OHDwdg9uzZbNmyhSNHjnDOOefw6KOP\ncuaZZwLw05/+lNjYWJxOJ5s3b2b8+PE888wzZGaG/j9WWlrqU20uVLo9QlopdS+QDzQDQ4F44GXg\nP4BsEdmjlEoC3hGRM0za6wjpHsLnn2wQniUnPbPQhAOzSN782/NZG7/WzwZmbbAGfIFpSzj6AOOh\nP2fOHGbMmMGmTZu44ooraG5u5sYbb+To0aO8/PLLnuvKy8tZv349GRkZzJkzh6FDh/L0008DsHLl\nSmbPnk10dDS/+c1veOedd9i6dStgKIe//e1vvPnmm0yaNIm5c+fS0tLCM888E7ScbTlhI6RFZImI\npInIKcB1wEYRmQO8BhS4LpsHrOtuWQYCHU2vqxwOivPzKczJoTg/nypH6/lQ3Fw1mq5QXV/t+1CH\noL3nwtmHNyNHjmTmzJkMHjyY2NhYFi9ezObNm32umTNnDmeccQZDhw7FbrfzwgsveB7QBQUFxMTE\nEB0dzdKlS/nkk09oaGjwtJ05cyaTJ08mIiICq9XKtm3buiRnd9ObQXD3Ac8rpW4EqoDZvShLv6Cj\n6XWVw8EjubkUV1S4MiNBYVkZ80tKSM/MDMnNVaPpCqF6z4WrD28OHz7MggULeOutt6irq0NEaGxs\n9NSVBt8yn+np6Rw9epR9+/Zx0kknsWTJEl588UX27duHUgqlFPv27SM+Ph6ApKQkT9uYmBgaGxu7\nJGd306NBcCKySUSmuz7vF5FLROQ0EblUROp6Upb+SEdv/ittNo9iACPOubiigpU247znn8ybEP7J\nNJqOCIf3XLg98P7nf/6Hf//73/zzn/+krq7OM2vwXrrxLvNZVVXFoEGDGDVqFGvXruW1115j48aN\n1NXV4XQ6vQuXnVDoCOl+REfT65bqapPMSNDiKmyu3Vw1PU04vOfC7YHX0NDA0KFDSUhIYP/+/T4O\nMW7WrFnDl19+yaFDhygsLOQnP/kJSikaGxsZPHgwI0aMoKmpicWLF/vUlz6R0MqhH9HRm39ESgpN\nbU43ARHJxnnt5qrpDdzecxtXbmTNw2u69PcWjj7AMOIuXLiQQ4cOMWrUKKZOncoVV1zhd92cOXOY\nN28eycnJHD16lIceegiAuXPnkpaWRkpKCmeddRZTp07tkhx9AV3PoR9h5m00ZP0QfjT+R9x10yLW\nLfsfatav55QjR7gZGAX8OiWZV0crGqIbGRE5glX3r+LCaReGTaYqh4OVNhst1dVEpKRQYLeTHga3\nPc2JR1+v5zB58mQKCwuZPn16u9e5vZpuvPHGHpKsfXSZUE2HuN/8F9gXsH7reo7EHeHItCOsO7qO\n6MteZ+WhZo8hev7QoTR/bxLP1pXRfHkLDIKDRw9y8R0Xs+GhDWFREB0ZwDWavsKOHTv48ssvmTRp\nUm+L0mfQy0r9jMyMTOJj4zly+RG4GBgOWRvwKAYw7AyPHD7MZ199QnNei48Bu/myZub9el5YZOnI\nAK7R9AV++9vfctlll3H//ff7eCEF4kS1IXQWPXPoh/i4pNZB0m6zEj0w/LsjpgbsuuPhcRzryACu\n0fQF7rvvPu67776gr9+4cWM3StN30DOHfoiPYXob1KZiaojejZgasI/tFxyOqpDl6MgArtFo+i5a\nOfRDfFxSBcovBusI7xI9YB0EX41tgb/h47rKa4qm8gfJzX0kZAVRYLdTaLH4jFtosVBg93WN1UnT\nNJq+h/ZW6qe4E+i9/cHb7Ll0DzRC1juQ1AC1sVA+FLgK+AT4GBgOHMPIePUPC3y1Dqv1xZBrN3i8\nlWpqiEhO9vNW0vmcBg593VvpRKW7vJW0cujnmD182QhMwVAIpcBU/FIP8JiVnHMsbNxY3K3yhStp\nmqbvo5VD93DCJt7T9C5tA9sGvzS4VTGAkSjdxChN3C6Sk7v/zyPcSdM0Gk140N5KAwDv+g15N+Xx\nasyrrScVpknL4tiL3V7Q7bKFO2maRqMJD3rm0M9wOKrIzy9mynm3kzn5bM677jwfI++DtgdJ+ygN\n9kLWSzDt35D1ZwV7XR3shXF/juTGk4ay2nY3VQ4HDkcVM2bcQeKZE0j8QSZ5N87o0GgcKDV4W+Pz\nLbNv0fmcNL1OREQElZWVPseKi4uZM2eOZ//ee+/llFNOISEhgbS0NK6//nq/fgoKCoiOjmbPnj3d\nLnO3484Y2Fc3Q0RNMFRWOsViuVNgu3CaRViCUISwBLFcaZFKR6WIiGzZvEnyE+KkEURAGkHyIuKE\nkydKXoTv8dvT0iR5zGzhtEyf/tIuTfP01xZnZaXcabH49HOnxSJbNm8Sy5X+cm3askms862SMy9H\nrPOtAfvVnNgE+l92VlZKkdUqS7OzpchqFWdl53//ofYREREhFRUVPseKiopkzpw5IiKycuVKOfPM\nM8XhcIiIyJ49e+Txxx/3ub6pqUni4+Nl1KhRsmzZsk7fQ1cJ9L26jnf92RtK457YtHIIHqu1SKBR\nGGltfQAXtT6IrfOtIiJSZLV6Htzi9QCfRIbp8axBae321/Yf867p0037yR2X0W4/mv6N2f9yoBeJ\nzjzcw9GHUqpd5XDbbbfJwoUL2+1j1apVkpaWJg8//LCcddZZQY8dKt2lHPSyUj+iuroFiIW4rqXu\nTuGA6fEkVR+wP3f+pLvWrqW4tJS71q6lZv16034G19dp47PGh3CkWOmJNC1Tpkxh9erVLFu2jI8/\n/piWlha/a1avXs0NN9zAtddey5dffukpDXqi0u3KQSk1WCn1oVJqq1LqM6VUoet4oVLqa6XUv1zb\nZd0tS38nJSUCaILGrqXuPhhrHkldKwkB+zP7xzzlyBHTfr5LGK6LCWl8CEeKlZ5I02K1WnnkkUdY\nv3492dnZJCYmcv/993vO79y5k3feeYcbbriB0aNHc8kll7B69eqwjd8b9EQN6e+AHBGZBEwELldK\n/cB1ermIfM+1vdndsvR37PYCLJZC2L8Y/poKG4B3gA2Q+kGqx8hrFrm8JC2NmEu/z83xQ/yOHzpp\nCryU6WM0TvsoDfsiu+k/5s0YWV/bRkYvfWKVYQw36UczMAlHipVw9BEZGcmxY8d8jh07dozo6GjP\n/vXXX8/69eupq6vjsccew2azUVJSAsDTTz/NmWeeyYQJEzzXPvPMMxw/fjxoGfoanXJlVUpNBTK8\n24lIh+pRRA65Pg52tXVHbAyM9IY9RGZmOiUl81m4cDlvOg/y3QV4At9aNjfz6IIFxBysJyIlhZlP\nPcWyFStoqanhUEI86+q3UnXG25AKH22AzN1DOOeCS1n0wIMsIIKFC5dT9vJGiGvk3LPO4cG/PEBm\nRqbnH9NbQYwChl16Kcvi4jyR0fPtdlqIQL68FD5qgLi90DgaiYsH0aubA5UCu53CsjLftO4WC/Pt\nwb8whKOPtLQ0nE4np512mueYw+Hw2XcTGRnJrFmzOPvss9m+fTu5ubk8/fTT7Nq1izFjxgDQ3NzM\n/v37eeONN/jxj38ctBx9imCNE8DTwPvAo8Ajru3hINtGAFuBeuD3rmOFgAPYBjwBDAvQNkRzzcDD\nOr+NQfp2JG84AQ12PtffjmRNQKalGQbkjox6nTEGegzmPrbqRrFai7rle9D0LQL9L3scGnJyQvdW\n6mIfixcvlmnTpsnXX38tLS0tUlJSIgkJCfL555+LiOGt9Prrr0tDQ4O0tLTIG2+8ITExMfLee+/J\n+++/L9HR0bJjxw7Zs2ePZ7NarTJr1qxO30tnCfS9EqJBujMzh/8AznQN2lkF1AJMUkolAC8rpc50\nKZn/EhFRSv0OWA7cZNbeu4ZrdnY22dnZnRVhQOGTshsjp9Lauta3+33A0IoKbFOmYMnNpfJwOZwN\n7Ie8p2HtAVxvYE4Kc3NNi/M4HFXYbCuprm5h+FlXUjS+ipiGes8swayYj8dg7kMsNTX+xj3NwCE9\nM5PCNaGlSgm1j6VLl1JYWMi0adOoq6vDYrHwzDPPcMYZZwCQkJDAvffey5w5czh+/Djp6ek89thj\nTJ06lV/+8pfMmDGDM88806fPO+64gwsvvJC6ujqGDx9uNmxYKS0tpbS0NHwdBqtFgBeAMaFoIlc/\nNmBRm2PpwKcBru+qQh2wtJ05TMtofVV3gtyJ7yzi+tihwn8gWaMxdUEtsvq6mrbGUzR63v4tljul\nstLZvlx65jCg0f/L3UOg75UedGUdBXyulHpLKfWqe+uokVJqlFJqmOvzUCAX+FIpleR12dXA9k7I\nomkHn5TdGFlY3Qa7lUAx+HgXPd50mKzDkBRtXhSoqaLC55jNtpKKCt9eKiqKsdlWti+XvYD01AVk\ncR3TyCGL60hPXdAjaTo0Gk3n6MyyUlEXxxgDrFJKRWDYHp4TkTeUUquVUhOBFsAJ/LyL/Wva4E62\nZ1tuo6a+hmGTE1jSsJV7d+7EfGEHkpqgqR4/43IT8NXXuzwpwKvrq/n8X/uAuUCmTy8dLQ9F0EKe\nWs+97PQYDpeoNCJYEuotazSaMNOplN1KqUTg+67df4jI3vauDwc6ZXd4cNdVeOel53n9yDE/BTBx\nAoxwwIWNrTOLJgyvge2jhlF+7ijftN8vZcJXG2hVEE1YrctYs6awtYZDdTURKSmeGg7F+fnctXat\n39hzMzJYvnGjqZ1C03/QKbu7h16v56CUmg38EaMCgAIuAP5TRF7s6uBBjquVQxiZOW8G8uo6j4G6\nCbAOh3VzIeuv8OpeeB5jOhcBzAZ+ctIgdvz8qEnNh2th/1+BJiyWQkpK5hNBC4/k5vq7FZaU8NSN\nN1JsYjC7BzjiukYriP6LVg7dQ19QDp8Aue7ZglLqZOBtETmnq4MHOa5WDmHE4XSQc+MPid67i6Sv\noTYJymOAy4ENkPcVforjzRHRfDfvmF9fia9ncGbcXJKTI7DbC8jMTA84O1hmtQKYnwPucl0TqteK\npu+ilUP30BeK/US0WUb6tpPtNWFi87ubyZyayfBzh5M5NZPN724Oum1mRibvPLWJcy+y8u9TEymf\nBfwQI4IFWDcGJo6HCzKMn+syYUhMrGnai0umnM/GjcWsWVNIZmY60H4qA9Oa0kABwac70PWmNZqe\noTMG6TeVUm8Bz7r2rwXeCL9ImkA4nA5uWXwLb3/2NowEzoWDMQe5+I6L2fDQBi6cdmFQ/biL//iU\nEM3GUAB/N+pLl4/CWDwcD0dfHgkvjYBZDo/NIe2jNOx/8Y9ANYuYdqcySM/MZH5JCXMvuogznE6i\ngfkYfszBpDvwkfckQ46y28r6bL1pbyN+SkIK9kX2PilnT5Geno5SOilCuElPT++WfjtrkJ4FnO/a\n3SIiL3eLVL5j6mUlAtSCfgc4F4iBjHcycLzf+bdo9wOspr6G+Mh4tjq2suu8XZ4x4taPoPGjLcYg\nI20QVwONo8m7IJFXXnnIrz93llYzm4PbnhDMNWacSPWmzX5flk8sfVaRafofoS4rdSq3koi8BLzU\n1cE0Xce23Nb6oAHjZw7GclA21B2vC6l/QYiPjWfNf61hxfMrqKipoLamlm+PHIORv4f9t3iuhCj2\n7DVX2O7ZwTKbzSevkvdDP5hrzGgb+Q302ZTfZr+vinMqsC239TlFptGY0aFyUEo10Jooz+cURgRe\nQtil0vgR6MGIAEdheGTnw/PNlmneXbqZK6JOI/7jbewbc4SGi4Hja2Hzc/DjZs9b8KdvJuBwLjR9\nCw4mlUFX0h2cSPWmTyRFptGY0aFyEJH4nhBE0z6BHoy0QNSbUax6aJVpO7N1bzDebEs+KGHvuXuN\n2YcAR2DiF7v4Y/0uY7lnP1hrYN04WhUDhgyHLqtngX0B655cZzpuoFiHYDGT277ITtltZX5LNfY/\n9b2U3yeSItNozOjQ5qCUGtneeRHZH1aJ/MfXNgfM17DV64rkyGSeeegZU2O0WZu0j9I42nCU2qha\n+AYYgbE8NQiyXoBtO/yNyRNHQ/mv/GVKXJ9I7Xu1fse7alNoT273ej3gsZEkJyT3WSOvtjloeptu\nj3NQSjkw3ivNBhEROaWrgweDVg6teBuPg3kwmhpwvwHeA64AXgZm4jk/bSVscfr3c0ECvHsOhuOy\nwijZFONSDv/0Vw7txToEs5R0Ihme26Ozvy+NJpx0u0FaRPRfcx/B7YIaLKbr3jswFMMgjFmD1wO4\nNt48t1JtNEY8vNtLaiPwHUw5e4rpuKGWbewv6/Wd/X1pNH2JTgWxKaVGKKV+oJS60L11l2Ca0PGs\ne3tzHF+PJ6/z5TlGRLR3kJo1GsqvbdPmIqAOFt28yHTcUMs2msqt1+s1mh4laOWglLoZ2Ay8hZGb\n7S26nqlV0wU6Gx3cNnU3RyFmf0zr/kSMWAn3fpwrQvoUuGCYK0I6NRpGA/sh6yVj6SnrNWA4rHh+\nhd+YVQ4HjQ0N3DJkCDagCkMxzB8yhLrGRqocHcdimMlt+cSia01rND1IZ3IrfYaRkbVMRCYqpU4H\n7hWRq7tVQG1zALpu4Gy77n3VBVeRf28+x684bvRTgeGtlAxEAuOBj4GqIfBdFnAMrvuKvGe9K8SB\ndQi8f2oC2j0fAAAgAElEQVQKH657z5M6w8wQ/QuM1as7MQqCBGuY1uv1Gk1o9GTivX+KyPeVUtuA\nc0XkO6XUDhEZ39XBgxxXKwdCN9K6XUu3l5awLWYv5SOBw8AR4BpMMq5eCfv/Buzg1GET2HpQ/L2Y\nBqXxdcTF/OhHw3jggQWstt0dMLFeofe+TrCn0XQ7PRkh/bVSajjwClCilDqAsWrQkYCDMZajBrnG\ne1FEipVSI4DnMFLrOIHZInKwk/IPGEIx0pq90VtHwLpT8TNKu/tNtOzgzHMKSU6OIG7rGcQe/Nzn\nklgg6Wgy5TzCunX3sX37I1x9coW5IbrtfpCGaY1G03sEbXMQkZkiUiciRRh1oJ8EZgTR7jsgR0Qm\nYaxyX66U+gHwW4yU36dh+L8s7oL8A4ZQjLQrbTaPYgDjAb32AGQ5MZ7cHWRcHTNpkqmBuRaLq7cI\nKiqK2VbbZG6IbrsfpGFao9H0Hp1Oua2USgEcwDZ8XwoDIiKHXB8HY8weBMgD3GG9qwhC0QxkQjHS\ntnUtrcJY6jm9DrI+BZ4zAuCmrTR+DnklhvJ/jiQ/vxiHo8o01bYVC+XYXXt1ZPFz5NtvmR8X53Pd\nLzEKBrn3Cy0WCuzasKzR9HlEpN0N441+qdf+TuBT4EtgcUftXW0igK1APfB717EDba7ZH6CtaAwq\nHZVinW+VnHk5Yp1vlUpHZVDt7pqeJ40gAuIEuRM8+40gNyjkc6/9PEYLVAo0isVyp1RWOsVZWSm/\nvCRXLiBJsrjWcx5uljzSPP19DnJZTIxcN3iw3APyLsg9IDcMGSJ3TZ8uzspKn3vJnpfdqXvRaDTB\n4Xp2dvh8DrQF82D/FxDrtb/V9TMSeLdTg0ECsAHDJ2Z/m3PfBmjTHd/bgKGy0inpqTdLHpnSCFLk\npRjESyEUtdnPYoLAUoF7JC9vgYiIWK1FAp8L3CVwg8A9kkWeX3/3BBrDajVkclSK5UqLsAShCGEJ\nYrnSohWERhNGQlUOQRmkRcR7Kfkh17HjSqmhnZyl1CulSoHLgD1KqUQR2aOUSgL2BmpXVFTk+Zyd\nnU12dnZnhh3Q2Gwrqdr1IFXsZSI2Tud1YvFN721mNE5iCOUUA02sXz8fh6OK6uoW4AyMUuJVwEqS\n2OZnhI6AdiOkdTprjSb8lJaWUmpSo72rBKMc4pRS0SJyDEBEVoLHC6nDdN1KqVHAMRE56FImucB9\nwKsYFSL/AMwDzNN74qscNJ3DeKDHApmUswbIpwl/d9O2RuPaQd+47BuxHD78CDbbMlJSImhNsJEO\nFFLLFzRR5dNfC+ZpONyG6P6SHkOj6Uu0fXEuLi4Oqb9glMOLwF+UUreJy7CslIoF/uQ61xFjgFVK\nqQiMZ9BzIvKGUqoMeF4pdSPGa+js9joZiDgcVdhsK6mubiElJYJf3HIxG1Y81qk02L4PdCjHjpX3\nWYvD49Z6SwTc45o6uN1cy4ckwW53L7FUVH7L6NN3MuS0MzjyzVTYfxvwFrsGHeaWqGGsOHTQ01/1\nmDFY99cz4bsmIjCUxZ7UVO52GaJ1OmuNpu8TTFbWSOC/gZtpjWtIw3BlvUdEmrtVwAEaBOdwVJGb\n+wgVFcUYD/YdXBN1PiubWx/CwUQb+/fTRHrqAn4y6RtiGup5p+ILtlxYS9YnkNRgJN8rvwD4qxX2\nu5d4dhD3HxfQeOmB1nxML8fDFx9gmI92MCnuGi45awQyejR//cdgJtd+wFp2eWT9dXIKv353C+mZ\nmX0qnXWodSc0mr5KT0ZIDwWyXLvlInK4zflcESnpqiDtjDsglUN+fjFr196F+40/i3y2mSwHBRNt\n7J6B1NS0kJwcgd1e4El5YVqb+qVh8NV7GA/+JtRJ45GfV5lEUXsrkCas1mUAfLj2C7bxXLuy9oX0\nGKHWndBo+jI9FiHtUgaftXPJH4CwK4eBSqutwCCJrqfBzsxMZ82aQvNzGZmU/KkE23Ibf339bY7X\nXQL7f4GxYvg8EIFKaEJMoqiJqwFPqadYampaEIEk9nQoa4TAqfvBUi1EpBj7PY1ZcGBxRQXLbDad\n3kMz4OlM+oyO6LKG0vjT1lZQS0q7Rt5QcNcdeO+1WTj3/8U1yjTPKEObn6TJrERpo3vsKuAJduyo\nIiamiShi25XV9I29rKzH39hDrTuh0fRnOh0h3Q4Db+2nG7HbC7BYCnFXVyhnMQVRw3yij8Mdbbxq\n1SKiom71jAlNREXdyhN//B+SNyaR9WeY9gBk/RkinhkK+xcD75LFRVzKX8ja+xY4v8NJM1ZSfWS9\nJWYYb5WPZOaMO7j9gguhooK5wAKMaO2bKiqwXjwlqFTkZlQ5HBTn51OYk0Nxfn5QqcFDrTuh0fRn\ngrY5dNiRUv8Ske+FpTPffgekzQH8bQUeb6WaGiKSk7vFeLp583vMm7ecurpYhg9vYtWqRUSo4zz4\no4tZdbjZ86Y/b2gk30zKY1TZ31ndcthz3AbsYCyfjc7Eog4wqrkOx+FYPjn0EhBDHhf7eEoVAjdh\neDdsToR/3tR543RXbQfa5qDpz4Rqcwg2sjkCmNrBNf83lGi8dvrtQmygJpzkjsswjXi+ID7W9Pg9\nINMSzxIRd1R1o4BIFtaA0dmNID+IdkVM34pknJcRdGqNImuAfl0R2e3hrKyUIqtVlubkSJHV6knv\nodGc6NBDEdItSqk/A5PauaZbi/5oeo8hBw+Yrs2fdOSI6fHvgEQaAV/DekCjuuvnKAXUAf8CZ44T\n5yAnHIWy28ranUmEYjtIz8zUxmeNxoTO2Bw2KKVmKaW04bmf43BUkZ9fTE5OIfn5xTTExpuuzX87\nZIjp8S+BwackU5yfz6jPV5PFdYDDY1Rve73b9L57KEau3xxajd+HoKK+ginWwPYIbTvQaMJPZ+Ic\nGjBeyI5j1BBTGNOWDlNohMJAtjmEQtvoau/Yho7atQ2aSx5zI+fV/V8fm0NBTBTXPvU0f7vxJv58\n6JCPDeEy4MnIaJ44foxY4AvgVmI5xjgUO5jIUZow8r6PxHB8+g5YPw+oBC52CVMHfEirsggQLKdt\nBxqNPz0WBNdbaOXQecwe8BZLISUl8ztUEG2D7wyauPSSW5GdmxhSX8eRhOEsfWIV0y64kAVTpjDi\nww9pwZgBFAArAXcPVcAjQKsk8J/AN67r3Md+Dnzxo4nsr6/DmeM0lEEpMJWgSqN6Ip07aazXEdKa\n/kqPBcG5lpOsQKaI2JVSqcAYEflHVwfXdA8220ovxQAQS0VFMTbbsoDBcG5abQQOsrCRRDW1pNDQ\nOJL3v/Jf0hmRlcVdH37oo0qOAfswXFQ/AZ72kcTI6Xpfm2N/AeZ+VceL72xsjdgWTEuYtpugrxMv\nEn0l3kKj6Yt0xubwKHAecINrvxH4c9gl0oRM2+hqAyOCuSOM4Lsd5JHLNtayhVK2sRbL9jWmsQNm\nVeI2MpSHMGYPE0wl8f/DiwVi6+o8EdvWBiuJTYlBlUZ1P+TvWruW4tJS7lq7lkdyczuMdQgUIb3S\nZmu3nUYzEOiMcjhXRG4FjgCIyAH83+s0fYDW6GpvmkhO7vjXbbcXMCnuGtbi+9B8rPGA6UMzPTOT\n+SUlRt6knBxmZkzgG6Zgp1UJmBmL26qpJqBp+HCgNWL7gxc+CKo0alcf8jpCWqMJTGfSZxxzZWgV\nAKXUyQRZQ1oTHO4AtAMHYhkxwghAu/DC8zvdj91eQFlZoZ/NwW6f73et23BdUXGI2tpyRgxLYOzR\nKtOH5rvrXmH4xAxGRCbw+1/b+Ntrn1NZ/i1Dqtcz5vA+DkdGkjnhbKRmB7GuB3oBhpHazObQ5HXs\nZ8ChhgNMOyWRky84j+XFD/jkffIk6PuTf4K+zj7k3ffs/Hwfv6Z7UpJoNCc8wQZEYNgbXgWqMVJ4\nfwX8JJQgiyDHDTUW5IRg06Z3JSpqnidgDBolKmqebNr0bpf6q6x0itVaJDk5S8VqLZLKSqfpNRbL\nnV5jbpc8hgUs85k1vrWsJ6fHC6zyqR/dCLIQ5EdDhvi0d7oC42ZGR8tdIAtAbgS5CORakItpU8M6\nAUnPSQ26bGhnguB877nSUz7V3eZOi0UHwmn6BXR3DWmfi+F04FbXdkYoA3dizPB+Y32UjIyrvR7S\n4lEQGRlXd9uY3tHL3hHMTpA7vRREI0jecITbXcrBpSCyBg0zfSjPB/lpXJzfQ3dBnn+96YWBFFEG\nkjsuQ5ZmZ3cYueysrJQ7LZagHvJt7xkqJYtrZVZiho6Q1vQrQlUOnc3KGgO4l5aCqh+tlBoLrAYS\nMZahVojII0qpQozVBHft6CUi8mYn5ek3HDgQi5nptq6u7bHwESgteCwwH8PbqAXYEBnBe3NbjKAE\nN4MgSR0yXc4ZAUScdRbLLBaPa+l8V4LAJVu3cu/OnZ7lJAfmBuszquBZcRL7/5wdehF57B5erqzz\nA7ik+hvrMynn9zSMnM63UdX8+wFbr9SW0Gj6Gp1xZV0K/AR4CSMA7n+VUi+IyO86aNoMLBKRbUqp\nOOBjpZS77sNyEVneFcH7GyNGNHHwoH+i6+HD25pzw0d7acGNCtHG2VcT4iHuoG/jo1ArKTTh9Fuz\nbwFGWCymaSmaxo0jf+dO4l3XNvtI0NpHpOBnYG6vzkKwaTDa3jM44LSL2TPTwR5XoF1H6To0moFA\nZ7yVrMD3RaRIRAqBKcCcjhqJSK2IbHN9bsQImE1xndapOFwESpe9atWibhvTLC24Fd+04L+IG8GN\nRb8j6oU4sl6AaSsh6wXg2VTKj67CSprP9Tbgs8GxXHzLL3zGcjiqmDnjDg5vKGUNxlRyNYbrm83n\nro39jDayhuJF5J3Oe0zDVtJTF7SOOHI+zHK0+t0NgopzKrAt1+6smoFNZ5aVaoAhuFxZgcEYxumg\nUUplABMxkiJMA25TSs0BPgLuFJGDgVv3by688Hw2bIB58+b6pMvuirdSsGRmplNSMh+bbRkVFU3U\n1lZQPvRSvv/vjzmpeSy1pFLeuJgtyx7kxqOxLN/T6FkOsqJYRyrreJrLuZx0DtEEjAUOfzeC/PxV\nvLMplczMdE/EtqrYwzaafWYED2PMUO7DeFNpASpc+9501YvILNDtaFoaO/OWULtH8Y89H9PS2UA7\njWYA0JncSq8A38coBSpALvAP4GsAEbm9g/ZxGAkR7CKyzuUKu09ERCn1O4xo65tM2kmwMmpa6Wpa\nCLP0GVlcZ1oTeiJWANPa1hO5lnOtZ7BmTaGnz2lcxRZK/cacAZyKYdCKAM4H/hINK4+1uroWDIpm\n2ZdfdTpyuTg/n7vWmtfe/jensvbvX8AvngsqRYdGcyLRY+kzgJddm5vSYBsqpaIwihI/LSLrAETk\nG69LHgdeC9S+qKjI8zk7O5vs7Oxghx6QhJIWwiy6OlBN6CRqwGsm4HtuLzU1p/n0WUuCZ7W/CiO3\n0jHXdhuGncPNktEwcSQkNUBtPOw9NrpLKS3ai4GoFgvs/z289BHMqvAk9xv6xgjsL4evwp5G0xOU\nlpZSWloatv6CVg4isqq980qpl0RkVoDTTwGfi8hDXtcniUita/dqYHugvr2Vg6ZjAkUMt2fQdeNv\nsIVaEk2NxiR+w9Chiian/7laRnOuKyLb3WczChuGi9qT+AbGFWJ4SKW79g+MhPJZUA5wFDLe9HaV\nCh53Om+zQLcUIoDR8FUJPGaDuBpoHM2lFySSmZGJw+nAttxGdX01KQkp2otJ06dp++JcXFwcWoeh\n+MF6b8DWAMfPx0jzvQ3YCvwLI6vzauBT1/FXgMQA7UNx9R2QLM3O9okbcG9Lc3I6bOsfGNco6ak3\nyy2JiT5xBL9KThFnZaU4Kyvl9rQ0+dxV0e1ukBxiZWzSbE/gnbvPaVwgTpCr28Q2OF1BcnNcPy+N\nQJiAcDpCJsJYJOLMCIkdFyvPPv9sp74Lt3zest+elibOykrTe7VY7pTKSqdUOirFcqXFCPhzxXVY\nrrQEHZin0fQ29HCcQ7t6JoDyeQ8jNqItAzamobtp7225I7yN1O7a1VdddRlzrPvZSDRJ7KWW0Thr\nj3HtrhouvPB8Zj/9NH+4/HKvug5NLBlURgQtVDkcrLbZuPrkCspqv+BQE2R5yWaW0tsagfEXMxHj\n9eFKaBnUQtPRJq5fej1/WvMnokdEB/U230IE6+RS3qDBI/sxiWcBEab3arcbac3zb883MsOaeDFp\nW4RmIBC2eg5KqX+JyPfC0plvvxIuGQcK4S5+k5k5C6dzNW3VTUbGXByOlwIafe/JyyNy+3YfOW6N\nimJ/czPPunorprX2g3fbieOhvAWYSesDug4oAy6i3eI/3hjG8GvI4vee9OPlLMZqfbHd9OU5BTmU\nZpb6H3fksHHlxoDtNJq+Qk8apDuUJYx9aUKgMxHDwdBR9HYgo29VWRlP79njY/v4c3Mz01EUIhTT\nWj+6bdukJihPwNeLaButigGCepuvLP+WPPI8WWYNN9wyKiuuaPeeUxJSjGywbbyY2qYL12j6K11S\nDkqpEUCqiHzqdfg34RFJEw6CjRgOho6itwMtY8WJmD74GRLDTUeaWAZ8hnmEdG0shhuT9wO6neI/\ngVx34/aU+qUfX0sFM2tL271n+yI7ZbeVtS4tudOF/0l7MWkGBkFHSCulSpVSCUqpkRhG5ceVUp7U\nFyKyvjsE1JjjcFSRn19MTo4RR+BwVHXbWKbR2xFzuTyrgcKcHOoaG1mS5hspPT8ujgPHj5vWcmiM\nHckS4rgLeAD/COn8KGj+Gqbth6xHac2+1YJp8Z9hkhCw2M/EpFhTBTUxKa7de/YuOpTjyMHaYPUs\nX3lHXBfn53dYVEijORHpTBDcVhGZpJS6GWPWUKiU+lREzu5WAbXNwY9QakR3FXetibq6WOJi9zJd\ntnN/TbVnqWZhairDJk1C7d3Ll9u384fGRmKAh8BT+MedGmMHY1nPWrJ4lGS1iWOjhzJpQhajjjez\nLzKKyg1beFGOtC4DRcK6DOA7iBgZQctVLT5v8zOjxlO07lXTQDcgYBBcV2ZW4bbnaDTdRag2h864\nqn4GjAHWY+RYAvg0FFepIMcN1aOr3+Gfdtpww7Rai3pk/PbqJ7Q95/RyUy1y7TeCZJAnWVhlGhdI\nbsYET6rs3IwJ5im8J7hcSm9FMs7LkJx5OWKdb5VKR2W7rrvOykr5WWqq3AOy1CXLz1JTu5yauzO1\nIzSa3oQedGX9L+At4D0R+adS6hTg313WSpouE0qN6HDQbuW1NnaGdIyZQ6FrqwKKgMm8yhkINwOj\nnFCYm8v8khKGHKg3N1A3uALiTobMcZk+HkMdue4OVYrf0jp7WaK6/jKlS4tqBgpB2xxE5AUROVtE\nfunar5TAEdGabiSUGtHBEmhd3eGo4gPnt6a2hIjkZM+Duu257cACDNfVIuBFhN9ixDjso7Xmc2P8\nENP2tYcwErZUgGz5t49cBXa7n81jSVoaBXY7K202T/0IXGMl7NyJbcqULtkLAt2fLi2q6XcEO8UA\nxgEbgO2u/bOBe0KZtgQ5btimWf2F9iJ7w0GgympbNm1xjbtd8jCvvGbWNh88EdSmSzKuz/85ZYok\nTT5ZblC+VehuUAjzEH6F5EXjN+67mzYFXDryXnJy4l/hrrNlQTtTdU6j6U0IcVmpMwbpTRi14f8i\nIpNcx7aLyFnhVVd+40qwMg4kHI4qbLaVXpG9BWEzRgcKapuZMYES5wcYCykOsrCRxC6GZhzg8Y3r\nPAZZj1tpTQ3bHQ5+53RyBsayklm2l0Lg18DMcRk4op28ugOex3BOigBmA9MnGNdu+8x/+WhuRgar\nnf5Fh9oapAMF3M3MmMCxjJmkpAT3PXrfX0RyctAZbzWanqQng+BiROQfyne9trmrA2tCIzMzvd0I\n31AItK4+uK6B1kdrJuWsoRzIySz0eTh6x1gU5uRwhtMJGA96M9tAC4bHT+NZo0j6V6si8SapoVWO\ntnLF1tUFtAPc+OST/PqdUu6vqQ4YcIdzD83OzXxIIjmbf8c7m+5pV0GEM4ZEo+mrdGaRep9SyoIr\nh5JS6hpgd7dIpelVAq2rfzfcXdzT90x7tg7vvgpoLT3q7nP+0KE05uUxv6SEU1KyqI01G8FI210b\nb36uafjwgHaAqq+rWRF7kInj4e0AfZ/LXrZQyjaeY+KuDSxaqCvXajSdUQ63An8BTldKVWPYF3/Z\nLVJpepUCu52FqanYMB7mNow4hqWrHvUpK+qOr7DbCwL2dcktt/CrmBiaMDyXbgJmREbxyzPHMzcj\ng4Szz2Z4nBGQZl9k59joVKwJvgrEmgDlOVB+AVijo3zOFVosLFq1ikKLxT8Ir7ycO/KuovncRoiA\nY8OhINq/JOnNrn0jetrBvjKdO0mj6XTiPaVULBAhIg3dI5LfeNrm0MNUORwsz872ePm4vX8WlZbS\nQkTQto4qh4PFU6dyoLaWUa5+xgJfcTJREYd5vqXRL5CsqnoXV9x2GWOaD5PUZKTRqI4YTIwaRdSx\nEZyTMpmzY+qIaaj3We932wGaKio8QXhnYBQs/10ErGgxHv5fALcOAokcRERLNE9910Rb6a9JzODF\nWh31rDmx6Xabg1LKtMK92/YgInoO3s9o6/4ZC9y7c6enWFCwto4HFy5kcG0tL+Jb1OdBvuGZFnz6\ndxcj+vdIaLryMOWDXHENAEe/4+qG7KBSZddWVnKOKzobDMP2PS2wjFYD95+Pwg0jhnLJBdmMenWd\nT/smIPPcc4K6P42mPxOMQTq+26XQ9CnCFehV9cEHPE0bJYDxoG67nukp3RkloCDrndYSoeU5RnI9\nMK+NDfjPdIBFwAHMq85NHDOW2x58gCXbtvrPkB58oFP3qdH0RzpUDiISUq05pdRYjKpviRgvb4+L\nyMOuzK7PYSxFO4HZInIwlLE04SGUYkHexOHvHbQPI/P2EGAWkAqMwHBXjUhOZrg0krca1tZ5Ff/Z\nBWp6gmleoyVbtrDtaCRv1LaZ6WAE2+3C+ONrq6DmHmoiPTOTRaWlPqnNF/WwW2qgbLIaTa/TUSAE\n8GvXz0eAh9tuQbRPAia6PscBXwGnA3/w6vs3wH0B2ocvKkQTFOEK9Lr1kkv88iwtbBuE5gqQuwEl\nP7pknvzyklzTQLm78qYHzGt0OYNNcyvNcfVvdu4/p0wJ+j4qHZVinW+V7HnZnnxO4UAH1Gm6E3og\nt9IXrp8fdVH51AK1rs+NSqkvMOySecAPXZetwkiO8NuujKEJL+EqFhQdG8sCjLeDCIyKn2swX2Za\ngTDx7X0cH7TddElL7dnL/p27TM8d4rh5TYjoaA4kJtL09dd+52T06KDuweF0kHtbrlHX4STgKJTd\nVtZu9blgWWmzeWZB7ntx2150HIWmtwlmWek1189VoQ6mlMrAqAxcBiSKyB5X37VKqeD+WzU9QjgC\nvaS2lhjwJL27B/MgNHdwWiYfse/oYNMHfUVtLXXffGN6roHj2PBPDT7+iitoaGri1q+/5s9e524F\nog4dCuoebMtt3VZLWifx0/RlgvFWerW98yIyPZiBlFJxwIvAHa4ZRFv/1ID+qkVFRZ7P2dnZZGdn\nBzOkppfZtWePz3p/NOYR0u7I6SYgijEUstPPgJyalAT79nlScHifG8JQdnAS97GLCAxl05iayt0P\nPMDCKVP4b3y9lX4D3P3ZZ0HdQ3V9tTFj8GZQq4E8FALZdg7Fax8QTecpLS2ltLQ0bP0Fs6x0HoZd\n71ngQ7pQK1opFYWhGJ4WEbfv4B6lVKKI7FFKJdFa78sPb+WgOXHISkoi1pU6A1ojpNs+3G/CeJvf\nyQSGcBI38aHPw/wm4HmLhV21tdzU2Oh3biOjeJ+n+YY5pKpaSB7Nr9esMcqEgmk6jvbrwLViWkt6\nL0R94KAwJyckI3KB3c6SLVt8vKVsQOPWrVQ5HD7xG9pgremIti/OxcUh+RJ1HASnlIoEcoHrMTKx\nvg48KyI7gh5EqdXAPhFZ5HXsD8B+EfmDUuo3wAgR8bM56CC4ExezBH5fADcq+A+Bz4HhruO/BH7J\nlRxLHcNFza+Tsnu3ZxawI3YotT86mwSJJ/bltzkTPOc+A9Yxgxm8zRpag+qWpKWxM3sSe955l5Jd\n3/q9neeeNI5TLruhw0R7PjaHQcBeuGZlFCsPNYelEtzCGTOIW7eOCNc9FQCjMJIGFtjtuuqcpsv0\nWCU41wN6MMbf7zfAbUG2OR84juHBuBWj/vRlwEjgbQzvpfXA8ADtw2S71/Q0727aJPOiovzSd19j\nljob5LJhibJl0xa5PS3N51xeAsLtCJcg17dpdz3IlBFjzKvHjTfa5SX4tskjVaAy6FTnbm+lnHk5\nkjsuI6yV4NqrYqerzmlCgR7wVkIpNRi4EmP2kIHhxvpykMrnPSAywOlLgulDc2Ly9ooV/Ka52WcZ\naAlwC7ASf6+l6c2NbFjxmF909tp6mPgOjNoOj7dp9zhw3YHd5tXjmqB8JKybCRe8AqkNEexqGctW\nngaMN++KimJstmXtRn1nZmR6jM+FOTnE/j+n31hdNSK3F1OiDdaa3qTDxHuuJaEPgO8BxSLyfRGx\ni0h1t0unOaFpqa72qeNQiLH+fzLmXkuJkZGmD8R9wOhKGCOGYbmqTbtDBM7kyn7Iexm2HIR1LS1s\nYSd5zAEcnh46U1413JXgCux2v6SBhRYLBXZ7h2MFqtan0YSFjqYWGC99Da6t3mtrAOpDmbYEs6GX\nlU5YAi2LXIR5RbirMzL82jgDBM45vfa/r5RfMFnecGNJKes087GymO7abRSrtSjoewolcM1ZWSlF\nVqsszc6WIqvV08Zz3LWU5H080Fg6gE7TEYS4rNTprKw9jTZI902C8aIxS3dxM0aulCzgMVq9ln4V\nFcUtGzYwNjWV//7hD0ncZbilfoyRY8WvyhtGVbefA9MefBCAtXfeyejjx9kTGcm/x8Wzd2Ydlz4E\nb7V9/QYuJZESKkhLW0Jp6SJTo3Sge2yvElx7bcyMyzOfeoq3V6wI+D0GGitQtb5lVqsOoNMAPWyQ\n7nz3Y40AABbASURBVI0NPXPoc3TmrdX7rfjWSy6RWUpJI8i7IDNAZoJMikXGTkmSSofxRuw2SDtd\nBmczg+01rvaXgdx5222S32Z2kQ/yw0unyg8HR5nOHKYyVOAeSU39malBuitv5u21CTSL+nFcXJfe\n/n89ZYrp99KZtCCa/g0hzhx6/eHfoYBaOfQ5OuNF472UclFsrHxu0m7SMIQliHW+1afvIpB7AixB\nFXl9Pi/ANRfFxsplKSl+y1ILQcaT0u6yUlc8hRbk5ck9IEtd8jm92gTySrq7k2O4uTrD3Gvq6oyM\nzv0yA/yuvJe3NCcmoSqHztSQ1miA4NM+mC6lAPPBU2AnFkg+AltdUceWamEfxrJRBUZw8hKMLKvu\nPubTGtQWi5G7yUyekUeOkDJ2LLXV1eRj5J5vAIYCMaR6rjQzSHfWU6jK4eDgW2/xO/C715aamoBe\nSdEYBvaVtHp07d6xw6dfs2Wq1MRECp1O80jyLmD6uyor0zEVAxitHDSdJtiU3qaJ5TAe/IVe7WqG\nAEchOSGZ+mGNPIRvnqSFGOm3YzAeoMNoVS5NGFkdzeTZP2QIY5OSGAX83qu/xcAHJHquNKuB3dm0\n5SttNh45csTvXu8Doly2gsKyMp+H7/y4OG5obOQRfKPGb/nkE97bvJmxqakBH9gjsrKY/aF5JHlX\n0EkANX6EMu3oiQ29rNTnCHY9vqOllEaQGyIQ8hHLlRapdFTKXdOnB1xGctsSPvc6nt+OzeHFZ58N\n2J/hrRQ4CK69e6ysdIrVWiTZ2UvFai2SykpnwHudPXhwQK+kdzdtkh9FmdtEzDy3vJednJWV8rPU\nVM8y1j0gP0tN7fJSUHvBeJoTE/SykqanCTald6C37w9iY7FGRrJLjtM09VSsI8Zjt9vJzMgkpr7e\ndDlne2Qk140Zw+H6em6tr+ck4FsgYdQofrdoER+dfz7Tb76ZkUeOsH/IEH71xBPMuu46Nt9/v2l/\np8Z+yLkzlmG3zzf1VAp0jy1EkJv7CBUVre/6ZWWFzBw/zDyJXmSkT59t38KHDx5MbHOzn3xD9u/v\ncGlrqFKejLdNwBJX6d6u5GMKV4EnTT8iFM3SExt65nDC0hWPn/belrtiJL4oNjagsborWK1FAo1t\nXrAbZUbe7fLTtp5HrllOV+XrynexIC+vS/EPOm6i/0GIM4cOI6Q1mq7iefu2WinMyWGZ1dqhgbO9\niOGupJMYrhSF4NsfMDyi4z99h6OK/PxicnIKyc8vxuGoorraXX3CV4qD9cNJGD/eY09ZhmGMPqMd\n+aocDqKjo/kpRjbWKlrrTWScemqXvosqL7uG+1hxRQUrbbZ277Urv6uO0BHcJzZ6WUnTrXS2aFB7\nS1ZdWvoYNco0zfc9J7Ut0uCLw1Flunw0frzCzPydnBzBCLK468MP/ZfRHPvIySkkJSXCkwXW7R30\nUl2dZ1noFxipQu4E3hs/vkvfRZxIl/MxhaPAkxvt/dQPCGXa0RMbellJ48JZWSnXJyXJDIz60DNA\nrk9KEmdlpby7aZNcnZEhc4YNk6szMuTdTZtExMgMO7dNZti5UVGe84EItHyUl7dALJY7vc61GrXN\nlmauiRomsN3v2kDLQjOCMCw7Kw3D/ayoKMkBudrVbvbJJwc26IeYybWzMRBFVquxpEZr3EdHS2z9\nmd6IISHEZaVef/h3KKBWDhoXgR70/+fBB/1Sg89zKYD2FEp7ZGcvNXPekZycpR5vpZycVm8lN94e\nSbkZE7wUQ6uCsVqL2vXkuj0tLaB8prYB14M3H+T/PPhg2G0HXbFH3HHuuaZp2e8YgBHcvWXP0cpB\nM2AIFBU8LTKyS+6g7RFo5tCZJH3tKZiAcnUgX0ftLoqNDZjIr6t05TvsjgjuE5XeqssRqnLQNgfN\nCUPsgQOm6+mjjx83PR5bV9flmgh2ewHvbl5A9K4GkthDLYkcS43Hbr8naHlTUtzVsf3tE2ZBcYXA\nTFzR4a+/TnF+PpfccotPYr5DXsZmn/uhNSo8nLYDMKLF3VHrbrtNAe1/h21LxLrltHQQwd0fy6Ke\nqHU5ul05KKWeBK4C9ojI2a5jhcDPaK0bvURE3uxuWTQnNk0jRtB08KCfEXZvZCRNbRREE9A0fHiX\n/fcjaCFPredeWus7L1FpRLAkaHnt9gLKygp9jNoWSyF2+3zSM9OZX1LC3Isu4gynk2gMxfAyrmjp\nujqa1q7l1uee4zfNzZzhkuH6uDjz+6E1Kjzc1A8b5he1bgMkISFgmxiLhaayMj85Y9uJ4O6vRuwT\nNoYklGlHMBswDZgIfOp1rBBYFGT7sE61NMERyMDb2zLN8VpCagT5/+2df5BdZXnHP89uEIYNkKDN\nz4UgwRI71YLTQgohLixhYotBHepoE0zSWjqFasDBIFOYJA2dAqM0HUexRUqD/HCETgF1HKDUXQiK\n2IYQMEBpsgk1wYRplR9hQDFP/zjv3Zzce87Z3XvPvefce7+fmTN7znt+Pee5757nvO/3/XFRb++Y\nmkM9PYnrrQqoFh4fHX40VZ+oHF+pj14bq6OvrjKqbG+D1P4US4l6hddLmmiaJnJfsWRJ5rXy7OMy\nEXvLRrtqDk0vObj7JjObk7Cr/nHGRVN57JFHuHlwkNvefjv6gnvlFS4dHISHH+bMhQsLs6v/uOOY\nNG0a1730Ej1EVRyTpk3jQ0uW8L5TT+VTy5dHX9xTpvC5jRs5c+FCdo2MpPYkzqKeqoC0L9+/yfjy\njTdX3f7d79L3i1/U3jO2/V6A449neU8Pbz/zDK8CU4kGJ3wTeC42aN9EyPpq79m3L9EXtm9f7YUS\nniurF32ctCqz/du3T8jespUy6vFFKWgksox3IRonrbrkMAJsAb4OHJNxbt4BVYxBWcXEer7m6y0B\ntPJeY55ftX1OX5+fEebFqD72jGhyrAmTZXur8sNE7lOUyNtOUPaSQwpfBf7a3d3MrgVuJOqblMja\ntWtH1wcGBhgYGGi2fV1NmvBb/VXbaur5mq9XDEwUjOfO5TPr1+d+r6x7XgpcGfbHe3e7H+zsFh/y\n+3B3do2MTPirNMv2vIcHT2Mi92lXkbeZDA0NMTQ0lNv1CgkO7v5ybPNm4NtZx8eDg2g+acLv/ilT\nijIJqE/Yq1cMrKcqoFHhsfqem554gqv27+db1Pbu3vv66+z3aO6L6iG/1yxaNOHqlSzbp0Kuw4On\nMZFhyNtW5G0i1R/O69ata+yCjRQ7xrsAJwBPx7ZnxNYvB+7MODfHgpYYD5uGh1MF3iLJe+rOouyr\nFlI3DQ8nCqtJv8OFPT1+6bnn+qfmzPGzwBemiNjn9PUl/l5pIm6WcJ/1XHk2XJjo9LPN/F2z/JQm\ngpetEQcNViu1IjDcCewB3gJeBFYCtwFbiTSHe4HpGec3w29iDEYz+pQppcjoFerp4JV3p7BG7lX9\nUtsWAm/aSy7+OyyePdsvmTXrkGPT5tj+q4SAnvVCjc/dXdkX76md9FzN+IiYyG/VrN81zU+bhocz\ng2TZPqhKHxwaXRQcRCdRLaSuTfnyTxJWk0TYrDm2q8XcvIdDL2vDhUZJ80Xa87ZStJ8IjQYHDdkt\nRAupFlKTBwBPFlaTRNhPEw0NXj0k+QpqGxFkibj1CLxlbbjQKGm+6Asj6FanH9izpyN9oeAgRAup\nCKmj23DINqQLq9XnAryLaE7tLwJXA4uIgsUcahsRJJ1fuVfWvjT2T52aeE7RDRcaJc0X+6dMSfVR\nR/qikWJHKxZUrSTahJ07dvjFg4O+6PDD/aOHHebn9/fX1DknaQ7VI83G6/rjIuf5/f2+cubM0WMf\nAh8g6hn9EfDFQUzeGaqb/gj80nPPHRW8V8+f7x+ePPmQObjjmkNWT/IksXXT8LAvDve+KGZDLppD\ngb2e03whzaFki4KDaAd27tjhK2fO9MtjGkBleI+kAFERUq9YssQ/OWNG4ks56YVzUW+vXzw46B8/\n6SRfWnWvpeC/3dfny2Id5JIE75WTJ/uq+fNrWuGkCdJpL75rr77al1XZsIz6h/Aoy1SlWb7IEsHL\n1ohDwUGIErB26dJUcThLlKy3Z3LaMOXVPafXpthULTTXY0daL+165+cuS6/nstjRKI0GB2kOQuTA\ngd276SFZXM4SJbOE4CyRM22Y8unudQne9dhRfa9K+rFvvkk9lKXXc1nsKBoFByFyoGf2bA6QLC5n\niZJZQnCWyLmvtzdx316zugTveuyovlclvd5hw+sRxZtBWewonEaKHa1YULWSaAMmojlUn1ePyHnT\nhg2J9f3XXn31mJ3sVk6e7KtOP71Gc6g+78OTJ/vq+fP94sHBmqHSx6M5TLTH8EQ1h2aJ1/VqH2UQ\n0+MgzUGIcjDaWumII1JbK6WdV4/IedOGDb6gt9c/RjRV6k0bNiRer9Ja6fMZrZXi562aP79mzoiV\nM2f6+f39NXbcc9ddfk5fn1/Y2+vn9PUdEhjqab0z3l7PLRs+Y5y9r8sipsdRcBBCjIvxCq15CLLN\n7jFcNtG4bPa4Nx4cpDkI0SWMV2jNQ5Btdo/hsonGZbMnDxQchOgSxiu05iHINrvHcNlE47LZkwcW\nlT7Ki0UzWxVthhClY9fICP98zTVRM9rZs1kxxnwTiVNrzp1bM/fDeI/L4rFHHmHD2Wcz78CB0Sld\nn+vp4bLvfz+XqWbrtTHuszeOPpq3zTj6lVfG5b9m2NNMzAx3r3s6ZgUHIdqQhl+OYQKjtBfieI/L\nus8NCxZww549o/atnjWL1Zs25faynKiNST67BlhFNEZVoy/zRn2WN40Gh8IF57EWJEgLUUMZBdA4\nZbRvrDm6i7Yvb5AgLUT3UXYBtIz2pdoUXy+J/8pA04ODmd1iZnvNbGssbaqZPWhmz5vZA2Z2TLPt\nEKKTKLsAWkb7Um2Kr5fEf6WgkWLHeBZgAXAKsDWWdj2wOqxfCVyXcX7uxS0h2p0ydrqK02r7xtM7\nOcmmy4mGOE/rEFiW3s71QIPVSi0RpM1sDvBtd39/2H4O+KC77zWzGcCQu89LOddbYaMQ7UbZBNBq\nWmXfRMT5uE1vHHVU1Frp1VcPsa+MLY/qoS1aKyUEh/9z92Nj+w/ZrjpXwUEIkcq6Zcu44o47DtET\n9gNfXLqUNbffXvj1iqLR4DApT2MaIPPtv3bt2tH1gYEBBgYGmmyOEKJdyFv8LqOYPh6GhoYYGhrK\n7XpFBYe9ZjY9Vq20L+vgeHAQQog4FaG5+ku/XnE57+u1iuoP53Xr1jV0vVY1ZbWwVLgfWBHWlwP3\ntcgOIUQbsWtkhHXLlrHm7LNZt2wZu0ZGao5ZsX49a+bOHW2JVNEIVqxfX9c9875eu9J0zcHM7gQG\ngHcCe4E1wL3A3cBxwC7g4+6eOCKXNAchupN6heY8xO+yi/3joS0E6UZQcBCiO+kUYbgoGg0O6iEt\nhCgl7SoMdwoKDkKIUlLGXtbdhIKDEKKUSBguFmkOQojS0gnCcFFIkBZCCFGDBGkhhBC5o+AghBCi\nBgUHIYQQNSg4CCGEqEHBQQghRA0KDkIIIWpQcBBCCFGDgoMQQogaFByEEELUoOAghBCihkLnkDaz\nncArwAHgV+5+WpH2CCGEiCi65HAAGHD3UxUYxibPycPbHfniIPLFQeSL/Cg6OFgJbGgblPEPIl8c\nRL44iHyRH0W/mB14yMx+bGZ/VrAtQgghAoVqDsCZ7v6Smf0GUZB41t03FWyTEEJ0PaWZz8HM1gCv\nufuNVenlMFAIIdqMRuZzKKzkYGZHAj3u/rqZ9QHnAeuqj2vk4YQQQtRHkdVK04F/DSWDScAd7v5g\ngfYIIYQIlKZaSQghRHkourVSKma22MyeM7P/MrMri7an1ZjZTjN7ysyeNLMnQtpUM3vQzJ43swfM\n7Jii7WwGZnaLme01s62xtNRnN7OrzOwFM3vWzM4rxurmkOKLNWb2UzPbHJbFsX2d7It+M/t3M/uJ\nmT1tZp8N6V2XNxJ88ZmQnl/ecPfSLURB67+BOcBhwBZgXtF2tdgHO4CpVWnXA6vD+pXAdUXb2aRn\nXwCcAmwd69mB3wKeJKqaPCHkGyv6GZrsizXA5xKOfW+H+2IGcEpYnww8D8zrxryR4Yvc8kZZSw6n\nAS+4+y53/xXwTeCCgm1qNUkdBC8ANob1jcBHWmpRi/CoOfPPq5LTnn0J8E13f9vddwIvEOWfjiDF\nFxDlj2ouoLN98TN33xLWXweeBfrpwryR4ovZYXcueaOswWE28D+x7Z9y8MG7hXgHwU+HtOnuvhei\nzAFMK8y61jMt5dmr88puuiOv/KWZbTGzr8eqUbrGF2Z2AlGJ6nHS/y+6wh8xX/woJOWSN8oaHETU\nQfADwB8Al5rZWUQBI043tybo5mf/KnCiu58C/Az4UsH2tBQzmwzcA6wKX81d+3+R4Ivc8kZZg8Nu\n4PjYdn9I6xrc/aXw92XgXqIi4F4zmw5gZjOAfcVZ2HLSnn03cFzsuI7PK+7+soeKZOBmDlYPdLwv\nzGwS0cvwG+5+X0juyryR5Is880ZZg8OPgZPMbI6ZvQP4BHB/wTa1DDM7MnwREOsg+DSRD1aEw5YD\n9yVeoDMwDq07TXv2+4FPmNk7zOzdwEnAE60yskUc4ovwAqzwMeCZsN4NvvgnYJu7/30srVvzRo0v\ncs0bRavuGWr8YiIF/gXgC0Xb0+JnfzdRC60niYLCF0L6scC/Bb88CEwp2tYmPf+dwB7gLeBFYCUw\nNe3ZgauIWl88C5xXtP0t8MVtwNaQR+4lqnPvBl+cCfw69r+xObwnUv8vOtUfGb7ILW+oE5wQQoga\nylqtJIQQokAUHIQQQtSg4CCEEKIGBQchhBA1KDgIIYSoQcFBCCFEDQoOoiMws9eqtpeb2ZeLskeI\ndkfBQXQKSR12xt2Jx8x6c7SlabSLnaL9UXAQHU8YhuXhMFLlQ2bWH9JvNbObzOxx4HozWxgmV9ps\nZv8Zhi7BzK4wsyfC+Wti13zWzG43s21m9i0zOyLsGwzXeCqMjHmYmf2umf1L2H+Bmb1hZpPM7HAz\n2x7STzSz74WReIfN7DeT7Gy9B0U3UuQc0kLkyZFmtjmsG9FwG5XxuL4M3Orut5vZyrD90bBvtrvP\nBzCz+4FL3P2HZnYk8JaZLQLe4+6nmZkB95vZAqLhj08GVrr742Z2C3CJmX0FuBU42923m9lG4C+A\nrwC/E+65gGhYlN8jmszq8ZD+j8Cfh/NOA24CBqvtFKIVqOQgOoU33P0DYTmVaEasCr8P3BXWv0E0\nLk2Fu2PrjwF/F6ZcnOruvyYa9HBRCDybiQLCe8LxL7p75cV+O9FL/2Rgh7tvD+kbgYXhWtvNbB7R\nSJk3Ah8EzgIeDaWUM4C7zexJ4B+A6Sl2CtF0VHIQ3UCW9rB/9CD3683sO8AfApvC/LsG/K273xw/\nyczmZNwnaSYugEeBDwG/JBoobiPRB9rnw9+fezSHR6adQrQClRxEp5D2Qgb4AfDJsL6M6CVdewGz\nE939J+5+A/AfRKWAB4A/iekPs8zsXeGU483s9LD+x+G6zwNzzOzEkH4RMBzWHwUuA37g7v8LvBM4\nOdzzNWDEzC6M2fP+cT67ELmj4CA6hazSwWeBlWa2BVgKrEo55zIzezoc90vge+7+ENGw2T80s61E\n1TtHheOfJ5qlbxswBfiau79FNKz2PWb2FNGwyl8Lx/+IaArLR8L21rBUWAr8aRC+nyGaA3msZxOi\nKWjIbiHqIFQrfcfd31e0LUI0A5UchKgffVmJjkUlByGEEDWo5CCEEKIGBQchhBA1KDgIIYSoQcFB\nCCFEDQoOQgghalBwEEIIUcP/Axd5XX0mBLVNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114d342b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter(group):\n",
    "    plt.plot(group['Horsepower'], group['Miles_per_Gallon'],\n",
    "             'o', label=group.name)\n",
    "\n",
    "data.groupby('Origin').apply(scatter)\n",
    "plt.legend(title='Origin')\n",
    "plt.xlabel('Horsepower')\n",
    "plt.ylabel('Miles_per_Gallon');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Learning More\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Documentation\n",
    "\n",
    "You can learn more about Altair at its documentation site:\n",
    "\n",
    "- [Altair Documentation](http://altair-viz.github.io)\n",
    "\n",
    "Additionally, it can be useful when using Altair to understand the Vega-Lite library that underlies it. Vega-Lite's documentation can be found here:\n",
    "\n",
    "- [Vega-Lite Documentation](https://vega.github.io/vega-lite/docs/)\n",
    "\n",
    "The following notebooks are the beginning of the introductory documentation we are building for the Altair project:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Introductory Tutorials\n",
    "\n",
    "This set of notebooks contains an introductory tutorial to Altair; see\n",
    "\n",
    "- [Tutorial: Introduction to Altair](02-Introduction.ipynb)\n",
    "\n",
    "There are also several tutorials available in Altair's online documentation:\n",
    "\n",
    "- https://altair-viz.github.io/tutorials/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example Plots\n",
    "\n",
    "A picture is worth a thousand words.\n",
    "One of the best ways to see the capabilities of any visualization library is to peruse its usage examples.\n",
    "The following notebooks contain basic examples of many of the plot types available in Altair:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- [Scatter Charts](03-ScatterCharts.ipynb)\n",
    "- [Bar Charts](04-BarCharts.ipynb)\n",
    "- [Line Charts](05-LineCharts.ipynb)\n",
    "- [Area Charts](06-AreaCharts.ipynb)\n",
    "- [Layered Charts](07-LayeredCharts.ipynb)\n",
    "- [Grouped Regression Charts](08-GroupedRegressionCharts.ipynb)\n",
    "- [Cars Dataset](09-CarsDataset.ipynb)\n",
    "- [Heatmaps](10-Heatmaps.ipynb)\n",
    "- [Example: Measles Data](12-Measles.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In addition, we have generated example Altair plots from the dozens of [Vega-Lite examples](http://vega.github.io/vega-lite/examples/) included in the Vega-Lite project.\n",
    "The notebooks with Altair versions of these plots are listed here:\n",
    "\n",
    "- [Vega-Lite Example Plots](auto_examples/Index.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A few more complicated examples, using datasets gathered from around the internet, can be found at this site:\n",
    "\n",
    "- [Altair Examples](http://github.com/jakevdp/altair-examples)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### API Listing\n",
    "\n",
    "Altair provides a host of options for customization of plots.\n",
    "We plan to have more comprehensive documentation and examples of these customizations soon.\n",
    "You can see a listing of all available Altair options here:\n",
    "\n",
    "- [Altair API Listing](API.ipynb)\n",
    "\n",
    "In addition, the Vega-Lite documentation has a wealth of information on different plotting options:\n",
    "\n",
    "- [Vega-Lite documentation](http://vega.github.io/vega-lite/)\n",
    "\n",
    "The JSON fields of a Vega-Lite spec have a one-to-one mapping with arguments to Python classes in Altair.\n",
    "If you'd like to go further with Altair plotting, this is the most comprehensive resource available at the moment!"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  },
  "nav_menu": {},
  "toc": {
   "navigate_menu": true,
   "number_sections": true,
   "sideBar": true,
   "threshold": "1",
   "toc_cell": false,
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}