week-7-altair-interactive-examples.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import altair as alt\n",
    "from vega_datasets import data\n",
    "alt.renderers.enable('notebook')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## .interactive()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}, \"mark\": {\"tooltip\": null}}, \"data\": {\"name\": \"data-f02450ab61490a1363517a0190416235\"}, \"mark\": \"circle\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Origin\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"Horsepower\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Miles_per_Gallon\"}}, \"selection\": {\"selector001\": {\"type\": \"interval\", \"bind\": \"scales\", \"encodings\": [\"x\", \"y\"]}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v3.3.0.json\", \"datasets\": {\"data-f02450ab61490a1363517a0190416235\": [{\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"chevrolet chevelle malibu\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3504, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"buick skylark 320\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3693, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"plymouth satellite\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3436, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"amc rebel sst\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3433, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.5, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"ford torino\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3449, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 198.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"ford galaxie 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4341, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 9.0, \"Cylinders\": 8, \"Displacement\": 454.0, \"Horsepower\": 220.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"chevrolet impala\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4354, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 8.5, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth fury iii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4312, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"pontiac catalina\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4425, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 8.5, \"Cylinders\": 8, \"Displacement\": 390.0, \"Horsepower\": 190.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"amc ambassador dpl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3850, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 133.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": null, \"Name\": \"citroen ds-21 pallas\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3090, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": null, \"Name\": \"chevrolet chevelle concours (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4142, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Miles_per_Gallon\": null, \"Name\": \"ford torino (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4034, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.5, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": null, \"Name\": \"plymouth satellite (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4166, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": null, \"Name\": \"amc rebel sst (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3850, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 170.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"dodge challenger se\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3563, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 8.0, \"Cylinders\": 8, \"Displacement\": 340.0, \"Horsepower\": 160.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth 'cuda 340\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3609, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 8.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": null, \"Name\": \"ford mustang boss 302\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3353, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 9.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"chevrolet monte carlo\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3761, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"buick estate wagon (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3086, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"toyota corona mark ii\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2372, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"plymouth duster\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2833, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc hornet\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2774, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"ford maverick\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2587, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"datsun pl510\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2130, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 20.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"volkswagen 1131 deluxe sedan\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1835, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 110.0, \"Horsepower\": 87.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2672, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"audi 100 ls\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2430, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 104.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"saab 99e\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2375, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 12.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 113.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"bmw 2002\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2234, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"amc gremlin\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2648, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 215.0, \"Miles_per_Gallon\": 10.0, \"Name\": \"ford f250\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4615, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 200.0, \"Miles_per_Gallon\": 10.0, \"Name\": \"chevy c20\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4376, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 210.0, \"Miles_per_Gallon\": 11.0, \"Name\": \"dodge d200\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4382, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 18.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 193.0, \"Miles_per_Gallon\": 9.0, \"Name\": \"hi 1200d\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4732, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"datsun pl510\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2130, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"chevrolet vega 2300\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2264, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"toyota corona\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2228, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": null, \"Miles_per_Gallon\": 25.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2046, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 20.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 48.0, \"Miles_per_Gallon\": null, \"Name\": \"volkswagen super beetle 117\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1978, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"amc gremlin\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2634, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"plymouth satellite custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3439, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"chevrolet chevelle malibu\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3329, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"ford torino 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3302, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc matador\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3288, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"chevrolet impala\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4209, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"pontiac catalina brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4464, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"ford galaxie 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4154, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth fury iii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4096, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 180.0, \"Miles_per_Gallon\": 12.0, \"Name\": \"dodge monaco (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4955, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"ford country squire (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4746, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"pontiac safari (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 5140, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc hornet sportabout (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2962, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"chevrolet vega (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2408, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"pontiac firebird\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3282, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"ford mustang\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3139, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"mercury capri 2000\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2220, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"opel 1900\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2123, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 19.5, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"peugeot 304\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2074, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 88.0, \"Horsepower\": 76.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"fiat 124b\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2065, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"toyota corolla 1200\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1773, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 72.0, \"Horsepower\": 69.0, \"Miles_per_Gallon\": 35.0, \"Name\": \"datsun 1200\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1613, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"volkswagen model 111\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1834, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 20.5, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"plymouth cricket\", \"Origin\": \"USA\", \"Weight_in_lbs\": 1955, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"toyota corona hardtop\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2278, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 97.5, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"dodge colt hardtop\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2126, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 23.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 54.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"volkswagen type 3\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2254, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 19.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"chevrolet vega\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2408, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"ford pinto runabout\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2226, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chevrolet impala\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4274, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"pontiac catalina\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4385, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"plymouth fury iii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4135, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"ford galaxie 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4129, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"amc ambassador sst\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3672, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 208.0, \"Miles_per_Gallon\": 11.0, \"Name\": \"mercury marquis\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4633, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"buick lesabre custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4502, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 160.0, \"Miles_per_Gallon\": 12.0, \"Name\": \"oldsmobile delta 88 royale\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4456, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chrysler newport royal\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4422, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"mazda rx2 coupe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2330, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"amc matador (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3892, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chevrolet chevelle concours (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4098, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"ford gran torino (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4294, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth satellite custom (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4077, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 112.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"volvo 145e (sw)\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2933, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 76.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"volkswagen 411 (sw)\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2511, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 19.5, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 87.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"peugeot 504 (sw)\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2979, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 4, 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{\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"amc ambassador brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3821, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"plymouth valiant\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3121, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"chevrolet nova custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3278, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc hornet\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2945, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 6, \"Displacement\": 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\"Displacement\": 122.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2451, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 21.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"toyota corolla 1200\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1836, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"chevrolet vega\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2542, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"chevrolet chevelle malibu classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3781, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, 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\"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"opel manta\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2300, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 76.0, \"Horsepower\": 52.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"toyota corona\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1649, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 83.0, \"Horsepower\": 61.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"datsun 710\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2003, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"dodge colt\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2125, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 4, 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21.0, \"Name\": \"buick skyhawk\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3039, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 262.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"chevrolet monza 2+2\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3221, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"ford mustang ii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3169, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2171, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 83.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 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23.0, \"Name\": \"audi 100ls\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2694, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2957, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 98.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"volvo 244dl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2945, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"saab 99le\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2671, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Miles_per_Gallon\": 33.0, \"Name\": \"honda civic cvcc\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1795, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"fiat 131\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2464, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 16.9, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 81.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"opel 1900\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2220, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"capri ii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2572, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 17.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 79.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"dodge colt\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2255, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 15.3, \"Cylinders\": 4, \"Displacement\": 101.0, \"Horsepower\": 83.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"renault 12tl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2202, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"chevrolet chevelle malibu classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4215, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"dodge coronet brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4190, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 13.9, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"amc matador\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3962, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 12.8, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 152.0, 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17.7, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"dodge aspen se\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3651, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 21.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"ford granada ghia\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3574, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 16.2, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 18.5, \"Name\": \"pontiac ventura sj\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3645, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 17.8, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"amc pacer d/l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3193, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 12.2, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 29.5, \"Name\": \"volkswagen rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1825, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"datsun b-210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1990, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2155, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 13.6, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 26.5, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2565, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 130.0, \"Horsepower\": 102.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"volvo 245\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3150, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"plymouth volare premier v8\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3940, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 21.9, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3270, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 108.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"toyota mark ii\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2930, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 16.7, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 16.5, \"Name\": \"mercedes-benz 280s\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3820, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 12.1, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Miles_per_Gallon\": 16.5, \"Name\": \"cadillac seville\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4380, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chevy c10\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4055, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"ford f108\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3870, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"dodge d100\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3755, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 18.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 31.5, \"Name\": \"honda Accelerationord cvcc\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2045, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.8, \"Cylinders\": 4, \"Displacement\": 111.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"buick opel isuzu deluxe\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2155, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"renault 5 gtl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1825, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 96.0, \"Miles_per_Gallon\": 25.5, \"Name\": \"plymouth arrow gs\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2300, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 16.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 33.5, \"Name\": \"datsun f-10 hatchback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1945, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"chevrolet caprice classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3880, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"oldsmobile cutlass supreme\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4060, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 13.7, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"dodge monaco brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4140, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"mercury cougar 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\"1977-01-01T00:00:00\"}, {\"Acceleration\": 11.1, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 180.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"pontiac grand prix lj\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4220, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 11.4, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 170.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"chevrolet monte carlo landau\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4165, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 12.2, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"chrysler cordoba\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4325, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 149.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"ford thunderbird\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4335, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"volkswagen rabbit custom\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1940, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 24.5, \"Name\": \"pontiac sunbird coupe\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2740, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 18.2, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"toyota corolla liftback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2265, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 89.0, \"Miles_per_Gallon\": 25.5, \"Name\": \"ford mustang ii 2+2\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2755, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 63.0, \"Miles_per_Gallon\": 30.5, \"Name\": \"chevrolet chevette\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2051, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 15.9, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Miles_per_Gallon\": 33.5, \"Name\": \"dodge colt m/m\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2075, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"subaru dl\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1985, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.1, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 30.5, \"Name\": \"volkswagen dasher\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2190, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"datsun 810\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2815, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 12.8, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 21.5, \"Name\": \"bmw 320i\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2600, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 3, \"Displacement\": 80.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 21.5, \"Name\": \"mazda rx-4\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2720, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 21.5, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Miles_per_Gallon\": 43.1, \"Name\": \"volkswagen rabbit custom diesel\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1985, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 66.0, \"Miles_per_Gallon\": 36.1, \"Name\": \"ford fiesta\", \"Origin\": \"USA\", \"Weight_in_lbs\": 1800, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 19.4, \"Cylinders\": 4, \"Displacement\": 78.0, \"Horsepower\": 52.0, \"Miles_per_Gallon\": 32.8, \"Name\": \"mazda glc deluxe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1985, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 39.4, \"Name\": \"datsun b210 gx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2070, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 36.1, \"Name\": \"honda civic cvcc\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1800, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 19.9, \"Name\": \"oldsmobile cutlass salon brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3365, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 19.4, \"Name\": \"dodge diplomat\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3735, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 12.8, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"mercury monarch ghia\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3570, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 19.2, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 19.2, \"Name\": \"pontiac phoenix lj\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3535, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 18.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 20.5, \"Name\": \"chevrolet malibu\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3155, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"ford fairmont (auto)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2965, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.4, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 25.1, \"Name\": \"ford fairmont (man)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2720, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 17.2, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 20.5, \"Name\": \"plymouth volare\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3430, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 17.2, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 19.4, \"Name\": \"amc concord\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3210, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 20.6, \"Name\": \"buick century special\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3380, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 16.7, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 20.8, \"Name\": \"mercury zephyr\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3070, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 18.7, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 18.6, \"Name\": \"dodge aspen\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3620, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.1, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 18.1, \"Name\": \"amc concord d/l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3410, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 19.2, \"Name\": \"chevrolet monte carlo landau\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3425, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 13.4, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 17.7, \"Name\": \"buick regal sport coupe (turbo)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3445, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 11.2, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Miles_per_Gallon\": 18.1, \"Name\": \"ford futura\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3205, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 13.7, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"dodge magnum xe\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4080, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"chevrolet chevette\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2155, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.2, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 27.5, \"Name\": \"toyota corona\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2560, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 27.2, \"Name\": \"datsun 510\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2300, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 30.9, \"Name\": \"dodge omni\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2230, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.8, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 21.1, \"Name\": \"toyota celica gt liftback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2515, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 16.7, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 23.2, \"Name\": \"plymouth sapporo\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2745, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 17.6, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 23.8, \"Name\": \"oldsmobile starfire sx\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2855, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 23.9, \"Name\": \"datsun 200-sx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2405, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.9, \"Cylinders\": 5, \"Displacement\": 131.0, \"Horsepower\": 103.0, \"Miles_per_Gallon\": 20.3, \"Name\": \"audi 5000\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2830, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 13.6, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 125.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"volvo 264gl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3140, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 21.6, \"Name\": \"saab 99gle\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2795, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 133.0, \"Miles_per_Gallon\": 16.2, \"Name\": \"peugeot 604sl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3410, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 31.5, \"Name\": \"volkswagen scirocco\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1990, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 16.6, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 29.5, \"Name\": \"honda Accelerationord lx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2135, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.4, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 21.5, \"Name\": \"pontiac lemans v6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3245, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 18.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 19.8, \"Name\": \"mercury zephyr 6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2990, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 22.3, \"Name\": \"ford fairmont 4\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2890, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 18.2, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"amc concord dl 6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3265, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 16.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 20.6, \"Name\": \"dodge aspen 6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3360, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 15.4, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"chevrolet caprice classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3840, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 13.4, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Miles_per_Gallon\": 17.6, \"Name\": \"ford ltd landau\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3725, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 138.0, \"Miles_per_Gallon\": 16.5, \"Name\": \"mercury grand marquis\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3955, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 15.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 135.0, \"Miles_per_Gallon\": 18.2, \"Name\": \"dodge st. regis\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3830, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Miles_per_Gallon\": 16.9, \"Name\": \"buick estate wagon (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4360, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.3, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 142.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"ford country squire (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4054, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 8, \"Displacement\": 267.0, \"Horsepower\": 125.0, \"Miles_per_Gallon\": 19.2, \"Name\": \"chevrolet malibu classic (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3605, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 18.5, \"Name\": \"chrysler lebaron town @ country (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3940, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 31.9, \"Name\": \"vw rabbit custom\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1925, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 15.2, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 34.1, \"Name\": \"maxda glc deluxe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1975, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 35.7, \"Name\": \"dodge colt hatchback custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 1915, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 27.4, \"Name\": \"amc spirit dl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2670, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 20.1, \"Cylinders\": 5, \"Displacement\": 183.0, \"Horsepower\": 77.0, \"Miles_per_Gallon\": 25.4, \"Name\": \"mercedes benz 300d\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3530, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 17.4, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 125.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"cadillac eldorado\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3900, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 24.8, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 27.2, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3190, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 22.2, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 23.9, \"Name\": \"oldsmobile cutlass salon brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3420, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 34.2, \"Name\": \"plymouth horizon\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2200, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 34.5, \"Name\": \"plymouth horizon tc3\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2150, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 19.2, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 31.8, \"Name\": \"datsun 210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2020, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 69.0, \"Miles_per_Gallon\": 37.3, \"Name\": \"fiat strada custom\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2130, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.4, \"Name\": \"buick skylark limited\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2670, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 11.3, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 28.8, \"Name\": \"chevrolet citation\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2595, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 12.9, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 26.8, \"Name\": \"oldsmobile omega brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2700, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 33.5, \"Name\": \"pontiac phoenix\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2556, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 76.0, \"Miles_per_Gallon\": 41.5, \"Name\": \"vw rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2144, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 18.8, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 38.1, \"Name\": \"toyota corolla tercel\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1968, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 32.1, \"Name\": \"chevrolet chevette\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2120, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 37.2, \"Name\": \"datsun 310\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2019, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"chevrolet citation\", \"Origin\": 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15.5, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 29.8, \"Name\": \"toyota corona liftback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2711, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 31.3, \"Name\": \"mazda 626\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2542, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 37.0, \"Name\": \"datsun 510 hatchback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2434, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 15.2, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 32.2, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2265, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 17.9, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 46.6, \"Name\": \"mazda glc\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2110, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 27.9, \"Name\": \"dodge colt\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2800, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 19.2, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 40.8, \"Name\": \"datsun 210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2110, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 21.7, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Miles_per_Gallon\": 44.3, \"Name\": \"vw rabbit c (diesel)\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2085, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 23.7, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Miles_per_Gallon\": 43.4, \"Name\": \"vw dasher (diesel)\", \"Origin\": 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\"1980-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 33.8, \"Name\": \"subaru dl\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2145, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 15.3, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Miles_per_Gallon\": 29.8, \"Name\": \"vokswagen rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1845, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 11.4, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 132.0, \"Miles_per_Gallon\": 32.7, \"Name\": \"datsun 280-zx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2910, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 12.5, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 23.7, \"Name\": \"mazda rx-7 gs\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2420, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 15.1, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 35.0, \"Name\": \"triumph tr7 coupe\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2500, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 14.3, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": null, \"Miles_per_Gallon\": 23.6, \"Name\": \"ford mustang cobra\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2905, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 32.4, \"Name\": \"honda Accelerationord\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2290, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 27.2, \"Name\": \"plymouth reliant\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2490, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 26.6, \"Name\": \"buick skylark\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2635, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 25.8, \"Name\": \"dodge aries wagon (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2620, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 12.6, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 23.5, \"Name\": \"chevrolet citation\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2725, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 12.9, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"plymouth reliant\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2385, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.9, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Miles_per_Gallon\": 39.1, \"Name\": \"toyota starlet\", 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{\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Miles_per_Gallon\": 37.7, \"Name\": \"toyota tercel\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2050, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 34.1, \"Name\": \"mazda glc 4\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1985, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Miles_per_Gallon\": 34.7, \"Name\": \"plymouth horizon 4\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2215, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.2, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 34.4, \"Name\": \"ford escort 4w\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2045, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 20.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 29.9, \"Name\": \"ford escort 2h\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2380, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.2, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Miles_per_Gallon\": 33.0, \"Name\": \"volkswagen jetta\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2190, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 4, \"Displacement\": 100.0, \"Horsepower\": null, \"Miles_per_Gallon\": 34.5, \"Name\": \"renault 18i\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2320, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 33.7, \"Name\": \"honda prelude\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2210, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.8, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 32.4, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2350, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.8, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 32.9, \"Name\": \"datsun 200sx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2615, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.3, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 74.0, \"Miles_per_Gallon\": 31.6, \"Name\": \"mazda 626\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2635, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 20.4, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 28.1, \"Name\": \"peugeot 505s turbo diesel\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3230, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.4, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": null, \"Name\": \"saab 900s\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2800, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 19.6, \"Cylinders\": 6, \"Displacement\": 145.0, \"Horsepower\": 76.0, \"Miles_per_Gallon\": 30.7, \"Name\": \"volvo diesel\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3160, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 12.6, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 116.0, \"Miles_per_Gallon\": 25.4, \"Name\": \"toyota cressida\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2900, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 13.8, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 24.2, \"Name\": \"datsun 810 maxima\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2930, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 22.4, \"Name\": \"buick century\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3415, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 26.6, \"Name\": \"oldsmobile cutlass ls\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3725, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 17.1, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"ford granada gl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3060, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 17.6, \"Name\": \"chrysler lebaron salon\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3465, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 19.6, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"chevrolet cavalier\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2605, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"chevrolet cavalier wagon\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2640, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 34.0, \"Name\": \"chevrolet cavalier 2-door\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2395, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.2, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"pontiac j2000 se hatchback\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2575, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"dodge aries se\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2525, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"pontiac phoenix\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2735, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"ford fairmont futura\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2865, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 20.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": null, \"Miles_per_Gallon\": 23.0, \"Name\": \"amc concord dl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3035, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.3, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"volkswagen rabbit l\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1980, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.2, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 37.0, \"Name\": \"mazda glc custom l\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2025, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 17.6, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"mazda glc custom\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1970, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"plymouth horizon miser\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2125, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"mercury lynx l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2125, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"nissan stanza xe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2160, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"honda Accelerationord\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2205, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.9, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 34.0, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2245, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"honda civic\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1965, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"honda civic (auto)\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1965, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.2, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"datsun 310 gx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1995, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 6, \"Displacement\": 181.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"buick century limited\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2945, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 262.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"oldsmobile cutlass ciera (diesel)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3015, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"chrysler lebaron medallion\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2585, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.7, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 112.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"ford granada l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2835, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 13.9, \"Cylinders\": 4, \"Displacement\": 144.0, \"Horsepower\": 96.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"toyota celica gt\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2665, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"dodge charger 2.2\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2370, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"chevrolet camaro\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2950, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.6, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"ford mustang gl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2790, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 24.6, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 52.0, \"Miles_per_Gallon\": 44.0, \"Name\": \"vw pickup\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2130, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 11.6, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"dodge rampage\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2295, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 79.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"ford ranger\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2625, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 19.4, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 82.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"chevy s-10\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2720, \"Year\": \"1982-01-01T00:00:00\"}]}};\n",
       "var opt = {};\n",
       "var type = \"vega-lite\";\n",
       "var id = \"dd242f34-5f50-4af2-81aa-99c1cf7e7e0f\";\n",
       "\n",
       "var output_area = this;\n",
       "\n",
       "require([\"nbextensions/jupyter-vega/index\"], function(vega) {\n",
       "  var target = document.createElement(\"div\");\n",
       "  target.id = id;\n",
       "  target.className = \"vega-embed\";\n",
       "\n",
       "  var style = document.createElement(\"style\");\n",
       "  style.textContent = [\n",
       "    \".vega-embed .error p {\",\n",
       "    \"  color: firebrick;\",\n",
       "    \"  font-size: 14px;\",\n",
       "    \"}\",\n",
       "  ].join(\"\\\\n\");\n",
       "\n",
       "  // element is a jQuery wrapped DOM element inside the output area\n",
       "  // see http://ipython.readthedocs.io/en/stable/api/generated/\\\n",
       "  // IPython.display.html#IPython.display.Javascript.__init__\n",
       "  element[0].appendChild(target);\n",
       "  element[0].appendChild(style);\n",
       "\n",
       "  vega.render(\"#\" + id, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== \"scripterror\") {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ],
      "text/plain": [
       "<vega.vegalite.VegaLite at 0x11ed4a898>"
      ]
     },
     "metadata": {
      "jupyter-vega": "#dd242f34-5f50-4af2-81aa-99c1cf7e7e0f"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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usdKZWu8ZdQGRIbNVOdYJAj+fM2+HGHBKihUZUnKjPju5SukbMgmyFXhOkcMJEyEF//TBv21BUfzY/gTOndsULbFPNPivMLPwiQ/cOeYOuGTlE/iPMI/Ei1/cF80sfvJbZF2Bv+yoLgVwkRn1TzIDWip2wd+ScAr+icP/4sol39BAl4cqmA3jzzk5rr94OgxJHRlWGPTwippZshsTt1gFL9dC93w8uijb1daa6rS+VmWI+zD9qOCUQdZuXTgBeAr+Bw3ZKXYpEtltm6mWoZ/wl+152eKXTH4rAfzUhLxEBJR/N5vZ+oLwF4d5idonmVFlV0AS+0SrK/D/s7l7fh6A75vx/i2Nbgr+cdTkBCNOxJCrqqq01R1H32zAkPSOMo185ZlFs39adndd7kDB35LlJVnJCe/DKYOs3bpQ8O8FXlt3QZxil4mMV0kOA5YuS2X/sLLtL57/OXOjbvvLp1U52fYWAAlsJ7H55STcbjOOvwTCkwQ9QfjLqbiXzWPx8rlUPpdHq6vgb8kSkqyUSgNKUoTAZVbluHDOE8Vuwy3xE7odKRkbDUOreea+8qaZlcsWAhy27Q9du2F5dfl2K7JZlcFKW8nWcYIMThlk7daFgr+Cf6x+bLdtJjJmWhmLPPeMnGbEcfgzmB/Kn78jWmKf6wHcZ95HkuxI6t1TzPS7nwEQh7/pZgY+OSX3AYAhAHYCmGam8P0bgMi6EiwvdOUvjvRq29/KC7VSxwlGnIghz7x9yY0M+jIokOtZ4N8Kwj9W1Mz+1YU/rB3izvSXM2tjQEYzG1j5zOKKd6zoIREZrLaXTD0nvA8F/+43p+Cv4H+4wF+es23hyGthRD/qB+ancufv6Cuxj5yAKwQQutCSv8kW/14A8m9xgpftfrf53T/UFytaXXEaTLqobf84qnMCbBIB78zblv6GCTOJEHi3zLLzz0+vuLdCnPD6VZygCyfIoOCv4B/ZkZwwEXKKXSYyXvVrQLJh7JYjf7pGF4UG+fEb/FyMFX8yjycOfxIOXzz801oU/G0woGTeqFXozahctpzAU8PvQW8tr5kVzws1rlhWZYjbUD8qOEEGpwyyduvCCcBzyg6EE3ThFLs8lOHfj6HL6qWyO7DPauX+1FPwP8Tgr1b+/ekO1q51yiCr4O+cHQgF//C+Y7dtOmUCYm1EsaeWgv+hBv/bl93I4Kjf/PtrYqpDh8FGBfnhQLwDWz3c1cr/YK92yqTUKeB1wnjV3zE3ndcr+B9i8O/29ndVAiRZFQP90PB3e/v315Cc0JmcIINTBlm7deGE1a6Cv4J/rHEtHf2jsbz8HB/xdEJ3Yh8G1hPTs6Nra/tK7CMRT48B8HqIrBKZT77vbzT/JuO1BPR53/zPCKkrnwIkIdD/mU6B/R3KA9cr+B9i8A8+ziVznhwp//7Hwit3pMRSEjhumKr7RWsnHR06UXkV/MN2QNTK3yEnH5xil4fqyr9+dtm1xPhqtPGCiP5WsrQ2VmIf8cGSQD2heWwWmfH47zZD+WYDeBeAHMWWZHcS3EcmB1IkRsBCABLIR4IEpaQo+B+i8E+JdUQ04gTwOkEGpwyydutCrfx7rbptnQg5xS4PRfhvKyubBi1O3HymB2PsAPQF/3sBeAAcF5KUR5L6PG+e8xdGfwpAAvrI7sA3UzW2K/gr+Fu2Jbth45RBxSmDrN3vQ8FfwT/W4GG3baZ6rNg+q2wxm1v9sZ6ZQB+WLKuVAGuRJd7K/x4A88w0vxLkp86M6CftfAFAJYBrAGwxo/21WR60+6io4K/gb9mODrUObfnBIyoq+HcrRMFfwf9wgf+2WWXxE/uAePSy2mhHquV7vUTii9z2bzfD+wqHJfutbOsL5CWcryS/k98fMwP/PGPmAZCMf5LIp99FwV/B37IRpRv+VlIOp1sGK8pQ8Ffwj7QTJ0yEnGKXqV51W+mT0eqkcqzoJ/wlVK8k9ckA4DVl/QOAfwF4wwzJGwz/K0yWRGuyzS8hfSXKX3DiIRMCiQB4cbI6Cb1OwV/B37IdpbIzRbuplZTD6ZbBijKcMsjarQsnAM8pOxBO0IVT7PJQhH99efl9RDy5r/FBPP/HLKu7LUYdcbyW2Pt/MR36JKy6xPP/D4B6AFeb3/klFbrA/1HT4e8rAMrNNuXUwAEAowA0Whmr+qqj4K/gb9mG0gmbsqraPCtZB9Mpg1VFOGWQtVsXTgCegn+vTw+2x584FOG/raJsGow4Dn8GHhpdVxctsY+oRLL2/QPALtNx7ycAZAtfyjcAzDf/LbsDcmxQsv6tAPAb0wcg+KKXA3gOwC+sjlex6in4K/hbtqF0wkbB3/Jr6KmYzvdhRRoF/17gVd7+pkrsts10TEC2zy67lmMc9WPCU2OW1vWV2EdE0gCMBSAxVzqi9DHx5pddgOCnASvdMOk6Cv4K/paNJ1aHbllYNFwHnUXgfL+ft+fN3yHbVgkXKymHnTCoqJV/96tV8Ffwj9XJndBP0yGD7ACwn6cTUeATAAHr2cBzfaz4Ex4HB+oCBX8Ff8u2Fq0zcdXwvHa3/ktwIP90oBDoxZx5jQ9abtisaCXlcDo6dKJyKvgr+EfajBMmQk6xy3SsuhPto06RIRm5B+oaBX8Ff8u2Fg28LfcUna0RbolsJKcg7wq66VPxTE1pUfA/qE67deEE4DllB8IJulDwDx9q7O4fKR340tCYgr+Cv2WzitaZOqqLL/Qzf78X/H1dV1HV3mbLjVus6IQO7ZRB1m5dOAF4Cv4HO45T7NIpq267+4fFIc22agMBfxcASUwgXo7BkmuGNAxNXtBLCTU1NVxZWTkQMsZ8AU4xICfIEU2G5oWjJuuGETyj2q1HQn3u3CY51pLy4gQ9OGWQtVsXCv69wKsc/kyV2G2bTpmApHwATGGDAwHWB8xkBRcAGAbgSTMz0TgAAg0JZhC1KPgfVIuTO1P7wuLL2MB00jgfBj7zEz+RP3eHnF9NeXGCHhT8u1+rgr+Cf6wO7oR+6gQZUj4AprDBdMNfQh3eAEBW/wJ/iVGcD2CuGb5QAhXILoCEMexVFPz/O+CfQnuM25QTOrSCv4J/pKE6YSLkFLt0yqrbCWNF3AHNxgrphL+cWZQoRQvMpAUC//81oxdJbGK5t2z7S7zjTQr+fVuBEwxZyRAGPduDqdj9PpwAPKfsQDhBFwr+4WOo3f3DRq5bunW64J8VEqVoMIAqc+VfC0D+kyQHUiTk4amSrejee++9i5mlXlgpKyuz9CCqksM1wAa0jr1gVzbYLZs9qigNKA0oDaRXA6WlpeliXHoFH4DW06UYWeVLasK3AQwCMMnMTrQdgHiA/xSADmAfAJkcGDJrjXzee++917j99tslKpJtZdOmTcaECRNslUEe3glyJCtDW03J+ZrB1zGzTAolDsDz2XMbfp7MS01WhmTu1cc1tGnTJr/dduEAXYgefBMmTJC+bGdxghxOkcF2u3TSeKXgH7tbpgv+OQBKzNueAOBHAGQJfxIAORYmkwP5//L302OJp775H9TMQG9hddwzopTJVewnas2bu32NSJKsDO0Liv/IYJkEHiyGdmfunQ3vJUqMZGVI9D591XfK9qrdunDCVre8JyfI4SAZbP8c1Z+xIpX91O7+kcpnSUdb6YJ/qKySp1i++wvwswFIXuLPmf8+H8CbCv7xX+1AGnLrguKrCRzMJAUirMuZ21QZKcNnV15ZqPu7ygEaw0zNOvPKUXV1q0OfZl/VEYMzXB1PRD4hM/0yb36jJKhIqAykHmIJpuDfrRknAM8pcjhBF06xSwX/hIY02yoPBPyjPdwYM7lBnwkM1Mp/4Ff+XAWt3VX8V4DDtnJJMxY2znrj9dBttG2zyxeC+diwBT3p149dulRyUHcDoo/2cubslFzWCRUF/4G3iTiTIFvPtiv4H3w7Cv7hluqEsSKhwW2AK9sFf0uPqeA/8AN9Xyv1HVe++mwQ/jvLyvK6NCyJfJHE9HBJbW1YYp/W6qJriAOfebonBMCHefOabrdkBBGVnNChnTLI2q0LJ6x2FfwV/GONI3b3j2TGt4G8RsE/jradYkADKUdrdfGfiLkgTDW6dmdT+SvvJgN/aedA1fCJlOEq1n3Umsy3/qAsA6mHOCte27+t2q0LBf9e4LV1F8Qpk1LRit226RQZBhLmid5LwV/Bv5cGWu8ZdQGR8R0AmfIjgZ/PmbfjZ5EdOtq2Pxu4YUxdnZzqSEtxwqDilEHWbl0o+Cv4O3nVbXf/SMsAmMJGFfwV/KNqgGuhez4eXZTtamvd3zGIMl2eybvP/80b+c9eU1hYtX+/XFRfVjaEiMQxcAxraNbhXzlq6V/eSaF99mrKCR1awb/7tSj4K/gr+KdztEtv2wr+Cv59aqC1esRxGvQqZnZ3lpw5M3P7q39jA3ft+/CLEwE6Xi7WDawZVVv7lPx7/z0jx2eQdg8TjgBzs0b0ZPbcxj+myoxjwT/05AExNZOLV456MvzkQapkUPBX8I+0JSdMhJxil6IbJ0zSnSBDqsacdLSj4K/g36cG2hcU3crAl6RSN/xfW+7ZecSejh1jhoZeqDH9ViYAbdVFrwOQ0M4hhS7Ondv4bioMOFaHjvYJIpP064eHnDxIxf1DVrzqmz9zINhRaWmprUGwHAReW3Wh4B/ewxX8+x7xFPwV/PvUQNuC4mqAj+uBf8Nr77Q3lI72t+cbbGge9mZuM/yuFiZaXTj5xUfJrQcCAoUWZjyYN69pcSrgG61DJ3LyIBUyOGWQtXtwcwJ0QyZjTgCvE2SwfVKqVv6pGGXS34aCv4J/3/CvLroRjIukUtfIk2Zm7Hx3R3vDBPJ78jkw8Bpah9+Tt1bBP/2dNfIOCv7dGnHCJMRBMij4mx3F7v4x8CNCYndU8FfwjwP/YcXM7koCT/AOmzLTvXvd5q59xc2d+0YUBS/0t+e/R4b262jb/j7W3Y93XP7g874zthh+/7pn7ruq185AIiabyLZ/uk4eqJW/c6Cr4H+w9zjFLtXKP5ERzb66Cv4K/pasr7V6xMgDX6hpGvzKnOWBXYC9xUW+jjwzFgA/nTNqYwGDC4hoP8CjCTR4r5HnXu4917286+yQo3/8wPKaipcs3TRKpb4d/vzlYP9YhtbMmn/l2DSdPHDKIGv3ysYJq10FfwX/WGOJ3f0j2TFuoK5T8Ffwt2xrmz5ay0V15z/BQGHwImKsg4YzmDGMQC4D3EGEt8H0yKu+k6s74R6/2xjc8YL3jIZmzvcysGpFzexqyzeNqJiqDt22oHgqaTyNmQpgoN7rctcOvmOrZJmMWxT81co/0kicMBFyil2qlX/cIcQRFRT8FfwtG6KAd8QTZ4zUXdpZBnE+oG3XmUcYxA9ENOIBY8NWY1RpBzIDuwPb/CNbft05ewOI1yxfVDHf8k3TAP/2BaNLGL5Hw5umD3LnNc61IpdTBtlUTYSsPHO0Ok4Anlr5q5W/Wvkn14MV/BX8LVtONNi0VxfdwsCPI0CaAeCtJv/Qombk9/gG1LRf/26rkbFsxeIrf2/5pmmAf8eiUef5/cbNkTK0+fwVI6p2tcaTTcFfrfzVyr/vXmL3xNQpuw/xxhI7f1fwV/C3bH/ROnTbwpGXgOmXANzBhgjU0cnuTQSja6cxdIwH2YPkt/s6vvXzP1ZftxhEgZMCyZRUDCqt1aPOJzZuUvBP5g30WmnaerxNrfzVyl+t/JPrxwr+Cv6WLSfqyj+whe7/HYiHMpPrAPIzP/JPcBXSgXxpOI/ado2inVuYaW3e/MY5lm8Wo2Iq4B9t2z8R+dTKX6381cpfrfz7O5bZfb2Cv4J/XBuUNL/RYvsHLxTnOSY+Fz59+N9906a/3HVayzB9F5/g3jAoCx3uMVrTsvEZDQ9YdajrS6BUwF/aD8pM4vCnYauXlMNfXEOIqKC++TtrF8Qpk1LRSqr6aaI2GVrfCTL0R/50X6vgr+DfSwMzKv9UyKyXE2HMaRkf5Fzrrj1xELW2hsb2z7tzx9rQC8a9yAkAACAASURBVOsrLj+ulXKqHx1x2inyd4PAO1z5H7XrGS1jvft/P2fbC0MBGhMZd//i25ZM1XRt2ldcz5/yOX1T1pH6lnW5eseq3DkNgVwBkSVah66fXXZp1DwDi8YWun3ecmgYQ8zNrNPK3DsaV/e3UzllkLV7cFPwV/CP1Zfstk2nTED6O9ak83oFfwX/XhqYWblkIUDHyg9fy/h76VGuLUPGatvXUskp50lsfyK8lDO3KczDf/vs8lt9wNk/Hfmlkw1CwK7a9cw9je68TXdte2FvsffAkNAbSdz9b5ZeRvAbj57reqPo7Iy3xsjvmehsGac1bICm/TbaBCByUGmYXXapwfhWaNsH8wwULwRz4Dl6itt9fe7t9Q396VQK/t3aU/BX8Ffw789IYu+1Cv4K/mEaKKuqzfN0GEuCf/xO5tLJY/Qd+cNpz+ac0ceeJvAH0fu5cxvnhV64rby8GsTHPT9o0ug1OaOK5bcOcjXv1zNXPFC/YmKkmonp4e9MuBwEvvnbmXWTxukNAadAKRPos/dcMN7Mnd9UFfybQJ5B0/3HHncdffDBYpem/6F4yZJ19bPK7ibgpND2JdTw6Mkv3t/u0nueI/g7Mz+cN3/HC/3pdgr+Cv6R9uOEiZBT7FJ0o1b+/RlhBuZaBX8F/z7hX57x7BHHuj4eHgZ/4NnceU2/Cr1w++zyG5k5kAOgPmNw7l5XTmaH5n75rObPFnZp6AVhgf91R3yVNE27KR78t5eVHcUa7pe2jclHz9Q2rJcog/Wjl9V9T8G/1LY+7ATgOWUHwgm6UPAPH8ydMAEZGIwndxfbBg4r4tbU1HBlZaWtMjrFgAZSjpmVyxYC3dvlI7U9mbMyn5l4sr52o2z7ZzW8/rDh9tXk3barKfQdbvnaZcV6l6uSiIPpfDdmGKgZUVfXFC3drsTd/+6kMljZ9m8oL7/QIP5+BPyR7cq4qtPfdW4i2/4E1w0587aFhBu2YonhdZwyyA6kTUTTkhOAp+B/8M04xS7Vyj/xMcWOK9INVgn24pLPv8k8nIL/Qa0N5EAvDn8a6+UGaCzIaJ6iffzWXXmPZO876/4VuSu/X1hYtX9/rPe5o6JiZGDSsGTJjmCdz668slD3R4+7f/HcJVPJj3Mvdf/7lKNdn2ZN0j9blwvPqpx5jX8LXl8/+4qziemWSPiXjCi6gn7+8075JOBnnKARsQF+f8zSusC1vGhsYTt7y2FgLBM3E9PK3HmN7yRji6HXOGWQHUibUPDv22qcMBFyil0q+Pd3hBmY69MJ/xoA0wB8CGAwgKsA+ADsAvCc+XgfAYgZ6lXB3x74h5pea/WI4zToVczs7svbP5a5ti8ovpSJj4cBQNfWxPLi78vcN1xySX5edqYEEioM2fZ/cfSyugf7ui701AIRNTPTyhU15crbP0VjixOAp1b+auUfy5ztnhynqJulrZl0wT8XwIsAPm9K/iqAxQA+BvATAFeaE4E+H0zB3374ty8oupWBL4kk3fCP7u0f7UUGwA8O88SP5cUfz8I/vfTSEZlu91n+siv+TLV1F4yrq3s+3jWhpxaCdTWDr//H4grl7R9PeRZ+V/DvBV5box2qlX+40Sr4992J0wX/4F2PAfBNOTEGYDKAMwE8CUCiv70N4HZzkhBVSgV/++HftqC4GuDjQuEP0Af7PjhrNxFPlQU9QXu7ZNmyhwkIC9vbtqDobkR44oOxOtSL3wJjwqpY7dCRpxaCjTDo4RU1s5S3f6KKj1JfwV/B38mrbqtjRQq6wn9lE+mGv0Dju+aW/1cDnOiGwS8AzAJwhzkp4HvvvfcuZu452hXUZllZ2X+lYg8VoXM++QsyG98Me5yOtonw7coM+5tx1GQYRx8Nzs8HqNus8tb+Fu59H4G9gL+JwB2AkT8cnjMrwCUlaVVRp9eP3/97U697fOmYkTiqJJBoUBWlAaWBQ1wDpaX2nYZxumrTBX8Z2acC+LupgHsADAMgmdT85n+6ufUvwV22RVOUWvk7YOVfPayY2V1J4Amy7S/e/nvXnQr43aUHV9MYT4A4d34ERgcxHiupq3s+uO3ftn3SZKMzOxDr3/Bm1htdmU0S5Gf40qV9br9fPKf2BM0wpgSu8/vXPXPfVWsSmc2Hnlro0WRn5w3LH/q68vZPwcikVv5q5a9W/inoSDY1kS74FwLYAOBEAHIk7AkALwOQScFwAN8DcIb59x6IROpAwd9++AclaK0eMXLXV1c0jZ9yCm0rv2IeiE6V3xgYpIEmgfwe6P4GGFqHYbgaxyyr/VprdckJ5NO/2lo/6dv+9vxsNnQwUysDOzWmO0pqa2Nuv8+sXHI20O3hHzLEPvDwdZ9/0epsPvLUAhtY+cziCuXtn6LBRsFfwV/BP0WdyYZm0gV/eZQ7AdwK4ACA9wFcDSALgAz44vUv/90FQAK2RC0K/s6Bv0gSXHVvKy8/B8Q/CsCfMYI0/zFaRmen5vJ1BVbpXZmN+RPXvKy5ukol05+/veBsw5vJhi/DYL+Lva2Du/ye/FtGL617PNa7n3n7kp4JRrAOA6t+dt0pC6zCv/uIYVd5tJwC/elrTnGsSmQXpD/PG+taBX8FfwX/dPSsgWkznfCXJ8g2gb8v4nGKzB2BPp9Swd+Z8Bepts++/ETD0Ke4slvlOOdXSPd7g9ISGdl54/+zmYi9hqE1szfjLOh+3fDk9dRp3z36luL/fV6O70UtMyqXLiDg+LAfidc8/O3Pz7MK/2jBhax8bojX9RT8uzWk4K/gr+Afb7Rw7u/phn+/nlzB37nwD0rWVl00va3+qJ8bXVl58jciznEP2qlnDGlqIwqc7vez3zUMDM3XkSc7AwYRdxkdOdWFD74XOKfPVdDa3MU3a91+IvIt4e3y5gcOQNMuCzUgNow//+z6Ux+3Av+dZWV5scIK9/W5wYrBKvgr+EfaiRMmQk6xS9GN3btSTpHBynhiVx0F/ziad4IRO8WQo+mirbr4JDDf7WsbNIj9ulvP6pioZbQbkrEnoFrJ8Gdo+WzoLn9Hdlf337md9M5vF/xk69NSxbOg6OsGcEXoq/CT/perWh4sNGAEUgQz8PYzi2b/dOOmTUYQ/ltnXz5VN/RpTFygAVuzs721hY8/FYg+GA3+DMiO03oQbdINrBlVWxs1bXC8zuiUQdZu23QC8JyyA+EEXTjFLp08XsXr24fT7wr+Cv6W7T0WbNoXjLyJQeeboZyPB2ErGHmgwAkPAXcO+VxkGC5DNos1l7cLWtdFuXN3vyu/t1UXLwBz+BY/eE3uvB29oj8GZagvKyshDY+GCc/0weja2rnBv4Vu+wv4NdAYBtYicOgQCKb+tawAs6JTBlkFf+fsQCj4h/ciu23TKROQRMeWgayv4K/gb9ne+urQXFM4yOPLzWPyzgdT4BA/A24AmcTsBlEBCNlgeImw2zD4J8HUum0LiucBHDg90FOIVuXObayOFC4ow/by8vOYWI6OhhVXRtbsoieeaJM/huYUkNMJchyRux1QA0VS/45ZWtsrtkQ8hSj4Owe6gffITJs2bXJCdD0nyNCzMxbPjtP5u4J/OrWbmrYV/A9D+LcuKL6awBUCZAI2ZzPm0bzGz+KZlJUO3Vk98hgv6BqNMJYNamHDeJE0qohsm5kfFvhffNuSqdMzX73uPPcb52SQ1zOU9jW64fMajAfy5ze9FAv+n5WVna9ruCny9wMGKqbU1bVG/j1W6t9E4S/+CR7X6OKmK57ZNmHycbb2HyvvI9477c/vToCugv/BN+iUSalIZLdtOkWG/vSvdF9r6+AV7+GUw99BDaWqM7UsKPoeAYuISLbgxfveANPG3HmNEnq5z5KsDG3VxQvB3SmCg0VS65Z7Hgyk9JW/TdE/LThC35afR+31l2asvCtv7vY10YTpc9ufaO3opbVzol0nmf8iU/+ygd+NqevOAGildFSPOt8P4ztgZHUHPHr1ppy5O35u5dp01En2faRKFgX/XuBVK39TJXbbpoJ//F6u4J8m4MVXfWI1UtGZWquLbiGma0GYELg7M0NDMxick8HH0Y937OxLqmRlOFA1eojm8pdrwJjQ1LozKpedR+i9dd/lK5z9r/svDGzdR5ZQGRpmz57qh3EuGSgA0Va/rteOe/LJyGOlPU0EU/8G/kBYE0z9a/VNtC8o/iODB0n9YJIjGNqduXc2vGe1jVTWS/Z9hMoQ7aRF9rzGXnkaosmt4K/gH8ueU2Gb/e0rTpChv8+QzusV/A8T+HPVEVntro46gEp74N/9Xb6dwF0M4/i8uTt3pAP+0dqUiIGV7bd/cYu/5Jrg78NoXyBhwJYDQy976Vflvbbu7ZzN76s6YnCGq0MiVQZKEP7M9Mu8+Y3BFNXp7Kt9ToSSvXG0kxYaoS57btMf4rWp4K/gr+Afr5c493cF/8ME/ntrCgdl+jL/SIRBDAqmWpanbwd4Q+7cJgm33GexOpPuuGfkeaxTCYNa/OBX8uc07Qo23FY9rJjgvp2ZS5t4eNZDnq+XeuGuv9z9rzHD9b05mehsGas3roDXV5NXtUtCQ4cVqzLEe5ZEf5cVcrur+K8AS06Kg+mNNWNhzpydbyTaXirqp0IXiZy0iJRZwV/BX8E/FT3ZnjYU/FMEvHS/vpQM9AuKHgEwGkSjmbkEIBfAr/mYbxo8f8fmeM9gRYbuTws4u6ctwt42r//GjvXTRroMozhv0nsz9OxWSfUcKB/4jhrcjuyCEm3HqEzqcg2lAx4dvr0G45H8+U29IgBakSHecyT7e2t10TXECKSZlJV/xvbXFufNa5K01LaUVOgikZMWCv6xX7MTJkLK4c8ZCwVbBoMkbpoI/CVJT8+gbd5rKYCekK1J3L/PS5TD30H1pGKgj/TEJ+CZnHmNlhze9i8aW+g56Qd7C965r5qZm0mnlbl3NK4WCdsWFE8l8DQQhjBhJhsgDeRmsE+O9Xl2jH27a9+I80nnLPfQbUO1bE+nO6v5XQp8dQjEATpKAvWEGgMBb+bMbfpKpIFE00N9Wdml0CkQJ6A/wXuC92peUHypHow7oGtrcuc09AQDOlA1fKLmyhq176LHXh47dXoi/SfV3SMlHtUt1UXnaIxAnoZgiXXSQsFfwd+qEadivLJ6r1j1nCBDf58hnddbHbz+F8C1UQQR56fmdAmo4J9a+PfnPYnHfueoM+7I3P7awURMbt/15M0ihv93IB4KlrS+dCQR+xno/mbPIM/OsYavtZB28pCc7MKm7LysPdoBd+b+XP3AJ0O05l0gTAYQSPnbU5jW5s5rlMBBYSWyQ9fPLruUGN8KrZRs8B5pI5iGOOymmvbb0AmAU1ZYqRrc2n4y6kTWOZA6GdD+E+ukhYK/gr/VMSRVtmn1ftHqOUGG/sif7mutwF++cUoGvtcASNCV0JW+nMOW39JSFPydAX+uGp7X7tKX9Hi4m2LJWX2XW8/2+/lXgATyCQTvHRpAPmNv4P8x6R27R2ccOFDia8Cw3JyMZioa8pGrxe1u97j0A5P0rW8xI5uBzxNxIBdA4GpCXe7cpl7n+HvBf1bZ3QScFD5vSC54j7TRtqDobkS0B8bq3PlNPcGADjX4J9t5nbDVHZhfqiA/gVfoFLsUWZwAXifIkGzfGojrrMBf5FgH4FkzRe9AyBW4h4K/8+EPohOIAqmbA/v3xDSYxSmOsR8gXULpenaOy9vTOtrfxENy/HCRrnlp7bDBe5v0nE0/ynn8vUzqki37iTJRkM8EDN5sGKjpK8hPUDOpCt4TbE/B33r3dgJ0FfwPvi8F/3DbVfDvuy9bhf8/AHwZQB2APSFN/hBAIE56OoqCvzPgH1gRR9n2l0A9BvxnE/EDQUkJkOx+ZDCCWf3gbS1E086jB201ijOk3sfZw4x/5h+1/2jXRs+d2b/8IPDtn2gUmIeSBB0ibU7O3AbxJ+lVIjt0KoL3hN4k2ra/H/S7ghDfCKcMsnYPbgr+vcCrgvyYKrHbNkUMJ8iQDi6mqk2r8Jfz3yOi3FR980/Vm4jTjt2GLIF62k//4Z6Ct+9fGBqop3nhqMkuNh5jxjAQ3Ax0gQNbABkSxz8wWSRqe8d3zKSlLV8d2kJZeouW1ekn3ft5fU3bzVl/+NilGWJH3YGHAtuXWMNsbeUv9fsbvCdS9eYE4AT5O4HWRDpFKvgH35P9MfW77cV+ORwkg4rt76AJyADhIanbWIW/KzAO9i5p8/SXW6mV/0GFpwL+4rHv9nnLoWEMMTdziMe+FeuJJUN7ddGPAVzBQF6nkbFnrf+onLFaw5HZ1KllU2erDu+ut33HdT7Ucc1uP1y54pQPRucU/RPX3OxH2nTi8UQ8GEwawOJDshp9JPZxzZ8/RPd3lQM0hpiaycUrvXBvivzbqCfrAqcRUl0U/BX8I21KwT9cI6kYr/rbb50gQ3+fIZ3XW4W/eGJfDeBK0ytbtmR/L4uudAqn4J9a+EeLsQ+3+/rc2+stvcdonal9wegShq8nte7jnZeeaUDPmp25IhCtT0oWOve3cdbmb7ctbAy3F15bm/eDJmbtB2BtJFjTDJ/bY7C2X3N1/j2/ql4+K4UVkSFz7h2LInMFMLCFgCNCK2eSfv3wpUstPVsidqzgr+Cv4N93j3ECeJ0gQyLjykDXtQr/RQAqAbSgOyXqaAAfAhBHLeXtPwBvrb+GHPTYjzJoBbLrWXmEaDJ0LBp1nt9vBFLrtiI782eeb3xxglavnZmxGrnoICI/ZXHXrmyt8/1bO35cvdVbfAZYK9DAWw3y166ouWrf/ltOXKpntU7bYozSXsaJWXswSO/yZ9S/r024fXlNRVgcgo3r13Nm1Z0Hjxt2fyZwEdFggHeHPgcxPVxSW2vp2aw8f7COgr+Cv4K/gn8iY4YT61qBv2zTypnt3wC4IZAFDvgBgIcAHA1gQ7oeTK38U7fyTzX85Xw9QMe7cponZA3ecXTGkMamUPif7FrLRBQI4jOM9m4aTM0b23z+ihFVu3rF7N82u3xh9sjNX/ld1rRxe6lA9xtu737voB3bMwbtJ8IqgPcQaWueXjTrKQX/1NlEf/utE7a65RmcIIeDZFDf/E3D7u+Cqb/9w+nXW4F/jjh7A5BzznIGWoqEOK0FMDXwfTZNRcE/tQN9tG1/D1w3DJu3bbuVVxjsTKEe9qQZWXp267GZg3fWywRAtv2bkZ95sfv/AjHwpYyhhrcy4H01b35j1HS722eX39pCGec+MvJ0iSIZKK16hneHO18cCGU7P5AbgIh++9NvT/2b1W1/NnDDmLo6S89m5fmDddTKv1sTTgCeU+Rwgi6cYpfyTpwAXifIkMi4MtB1rcBfZHoVgOR7l7P+7QAuB/A2gFO7E8PFLHK0S5wF5ZrQIrsJHnMXIebFCv6phT8vGlvYzt5yGBgb6rFv1eiCnSnybL3m8g7Scw505o3b8NYOHt7+VNe0Ewqp+ciJ+pasEm3XRyP13c94yV07+I6tUdPt1ldcflwHMhb8YuQXAgmHmMANroLODt2dBfAmgMzjpbz64es+f1e3w5+/HOwfy9CaWfOvZC1zY+Tfxi79yztWny2Rek4ZZO0e3JwAPAX/g5brFLtU8E9kNLGvrlX4jwMgq7YK0+FPVv0S7e+DPkSvATDN9A0YDOAqANkAnjT9BKTN+wA8HqsNBf/Uwr+/ZhYL/tIuAf/xk/7zf08syN6N/Lu93uxj8juNrEltuz8a3eZ56b7iL2GnO28oETUz08oVNeVhO0afXXll4eKRX6zZ7co+16O5yQ+tgMAGE94lkC/P3zVoYsfuzuumZJ+nv7jyBr+eUTvuyScDk4ngJwj5dypi+8fTk1MGWQX/7jflhEmIg2RQ2/5mB7a7f8QbR+z+3Sr8g3LGWslHPoes7F8EEEwdKzsHiwF8zpw8zAVQBEC8v6Vu5M5AoD0Ff+fB//v/u3rEOS2bbh3W1XLBEL+nY2pr/W4GxstODgFN23NyT387v9hV7xqWFZT+/H2f7tyj53c+MeykHv8QzeDr/7G4IswTf2blkoUMmgaGXJtHhAIG3s9kP8Z07j/2tNbP6s8syZqqbVi/HEwfjK6tnRstyE+s2P6t1SUn6GwEYtj7SVtnNYZ9pHEr+DsHugr+auUfC6IK/n1PL+LBvx6QZC0xS6npDBirgmQB/CaArwGB5C2y0hfvazkqKPcW50FpY1O0BhT8nQX/Dzd8zLc9/u4fAAwZ4msvyjJ8BZ9v+2zvhfs/dgn4/USZ9dkFX+wknf41eFLwcxCd2La9q7ijve0XI7/wrkdz+QMDNujhFTWzejzxy6pq8zwdxpJQO2BGERHWj+vchy+0bD76rJbNTcbko2cG4C/HTgxUFGj4sZXY/p57is42CLeEtm81e52Cf/Tu7YTVroK/gr+Cf3J7CPHgL4OsfLOPVS6LtWo3LzgOwHfNLf+vmqcF5JPBn83fJXKg+A1sWbRoURUR3RlxIyorK+vLpyC5p07sKtGR3TKIxLbL8UljC734QVOY9sbt3YaLuz6DRgTD78P2pj0Bbb1QOAFe3QCIcabvEwzuyMOfx5+H/V7AbzCOGTuYLzp5FLIzuv0CO70Gfv/vjb3s8exjRvJkz07or7/W6zfv7ArW/+9l0hrCj/Ibo0rgP++8sHeW9+HjcO/+MKwN77Ap3Pq5rydmDQdr2/4+nGATDpHBEf3DIbpwgl065n2UlpbGY1yy/f+//rp0KabEPAnwd1ND98iJL3ObX1IA/zQQ5Q2Qb7biDyA7AL2KWvkfVIkTtrCWv/wuP/rsx2Fn7I/1NBVev2NVi4v9gXgPTdnZZ3ooI/dfI8e6gvS9mp7t7PRnd83RvtOTB4KBtRrRW08vmiWfgAJlZuWyhQAfG2YInZ03PLJtOUhDIJBQcOVvEK0du7R2jtVt/7bq4gVglrgUIYXX5M7bMT/RXqy2/bs1plb+By3HCbpwil2KVpwwXjlBhkTHloGsHw/+yW77F5rn/+XoliwVnwDwsvnv7wO4wDwu+CMAp8d6YAV/Z8H/9dXreGHd2vAAO4T6xzb9tYXB4s8Bn0Y5Hw/LLto4KHd0Lndpx2Bj23h9655GfXDune3/4/dQVieA3dQdLAqtzVrFS78qD5z9n1H5p0KN9XIDNBZkNLOBlc8srgh47DfMnj3VbxjnGuecXaO/9PINfl3vcfgLxvbXAjmB+f0xS+vCAgMF7lNd9A3iwCmVnsLAn/PmNUmkyoSKUwZZuwc3JwDPKZMQJ+jCKXap4J/QcGJb5Xjw78+2v2zhS6pXGeTfN8MDy8rvGdPxTzz/zwfwpoJ//Pef6EAvIGXWy4kwJuhh/6utT/Ur/r3IcNOv376cNEwPOG4yfcY6P7Fi4ez/bJ99+Yl+UF4m6w25x70ygdi4KfhUHs7M2WKMPq7G8x29A1legOXsfeD8fRD+gWQ6xMcH9oB0bU3unIanZlYuudSMIomeID8bN3JwK+/i25ZM1XRt2kX7PjplYufurNLO3etyfb5Vo2prn4rUKFdB87iLbzYYp8hvGuHt7DmNPyVK/JOOUwbZRG0ivpUlVsMJwFPw77X7oLz9TZXY3T8S600DXzse/EMlkljtkn1Nilw3EcBbQCBzW6wigBfP7cjz3WPMXYA+EwOplf9BtSZqyOI5D1DYFvoDn63YnGt0iGd+T0kk/r1VGSLj/a83Jp650T8284nOr/QE/mHwWwR+dXlNxZxoaXR/0zVr3Qtdpwc884MlGORH4D9zbm0J/MajZ7VsKTqtdYvYEzINX8vorgMbYnn7p6p7pRv+28vLxWGhRCNqIcN4pbiuLhDkKLJYfR+peu7IdhT8e4FXpfR1EHjt7h/p6nepatcq/GcB+FmUtL4qpW+q3kScdhIx5Gie89n+LldVwwuDB/k8Sce/T0SGtgXFU5n43FYjt/jP3ou++ar35M4WI0cnQgbL5JHxT5D/2xLbv21BkUSOPClUBQ92fDP/Td/xkksipHQH+RH4z6hcdh6Bb75y95pJJd79wUkpxnn2vqdreHPM0lqJSJmWkk74by2/4haN6OyQKc/eAwbfOKWurldY5ETeRzoUoeCv4B/Lruy2TZHLCTKko9+lqk2r8N8IYD+AIwGJtR6I6b8TwGlxVv79klOt/A+qLxFDdgL8g5Jf/OPaIk031vQyBKYHl987S2I/IBn4X3zbk+drmnZTovDfVFExMsfl4qInnhD7TaqkC/6bv/GNLLenrS5SKF3D/cVL6sRnJqwkYhNJPWicixT8FfwV/NPRswamTSvwdwPoMs/qf1GctYCA5/VWAOLYJ5OCtBQF/+TgL1dF85y/b8vyLfncGZb2NpH498nCZmblstcBnhBqJOz1z1jxwFWBKH8Dse2/5bLLil1u/XYzroR86N/oM1Azvq4u/OyiBUtOF/w3lpUNytTwx0gRDKZfjK2t/aeCf/SX44RJiINkUN/8TTNJdryyMAQcElWswF8eVLz+ZQLwCABx5PsLgG8AmATgk3RpQsE/efhH85x/ZNvT/Yp/n2xn+vK82vHsNRYw0TgCNxsGL3lmcYWcAOkp5gTgBI0CJ8jez5nX+LeZlbWXMhsndGcHNN43NH3zD2cc9d6DT62f+Ox9szdePHfJVPLj3Iv2f3zKkR27syZ07l2XzV2ronn7by8vv5GJLwq9J0F7tmTZsl8lar/pgr/Isa28/BEQS8rsnkIGbi2pq/tIwV/Bvy9bTaddJtpHkh0rEr1PX/WdIEMqnyfVbVmFv8TolxS+VwNYAUAGp6cBXJJqgULbU/BPHv7peC/p7Ex7f3hiDbl88hkJ7HOtGvLQe5Xyb4n5r/u7ytfkjL7xgCtz5I6ho0es7cpa69UyfvnH+7/+68jnDJ4AYOaCEd7WPT9ufBkF/o6hYDrDo7uO80OTLJXQta72gpw97+cd8eEbMFDvdcVOPBR5j3iDbH8+LTTNmnWMF8Y1GjDWALXoxM+MinJ0UWRK5/uwYj9OWO0G7IWZNm3alhVDCgAAIABJREFU5ARnOyfIoFb+pvHa3T+s9CE761iFf6iMEvFvhBy9TrfgCv6HB/z3/ujEGldWm+wk9RSfJ/dxmQBsm12+sFXLOG+XK0+iRYJ0PfO5vIm79riy940c1HR0VVVVT4Co4AmAYCNX73538rjOvZATAF2a60suw8jr0iT2ECOTOgm5ba1Dxq0xv6XTB7nzGnsCDiWzwkrlpwUrfcvuwc0J0FXwP2gp8SalVmwqVXXstk0nTI5Tpct0tWMF/vKNWCKjyTf+wGospMiALal501IU/A8P+O+77diXdVfnUaFG5PdmbvBumTyzS8OS/Xr2xH2unMARRYH/6qzifZsyC7uGd+w7ed6j8wLxAqQETwDIv+V0w/d3vi5BpgInALo01zmZ7M/wkQaQgQzywZ/X1jl87Jqe/AJtPn/FiKpdvbzqI4071iCbyk8LVjqU3QOsgn8v8KqVv6kSu21TwT/+CBIP/mUAJBa/fBeVbf5nQ5qU7X+JmCYR29JSFPwV/AX+bXrGuJ2u/ElgJnLpGe9kFe9vzChou6bh1cmhR+CCJwCiwb9Dz/iSC5zZprkMTfMhz92qcVZ758hRa1cGtaxptJjBpzNTQV+fAmLBf1t5eTWIAzsUIeX90cvq5qWjg9g9wCr4K/jHsmu7bVPBP/6IEw/+kpZXgvnMBFBswv9CAIvMpk+Of4vkayj4Hx7wj7ftD8Ypu925Z7VqGW4J9fdy3vjOSR073yj77QPnhFpXX9v+rVrmVB08Yrcrx0dkYIR7l8s1aM/OoUM2BsIHG8AWDQg7CQFE/xQQc+U/u/xWZv5SqEwG08tja2vvT74XxL7S7gFWwV/BX8E/HT17YNrsC/5DzWN915ix+acCkMAp3wJwMYD/h+7B8rN0iargf2jBX7z3wTwdxAUG4zMdrj88fe8V6+QpZQJALt/pBLAhDn8Phjj8+Xy3gnC1l7Qsz6Chw/P271qrARtGL6str6qq0r794Yc3E/FU+fi/NXNIU82os3carBUU+Vp23yIOfz7PMIbWvCl76IUecgWOHOZl7t90wtjn/0myytewlQzsZLDYdqAQIZ854Ni6BqC9BDwrJxDkt1jwr6+4/DgY+t0EDmTCJIbXYNw1pq5ubTr6iIJ/t1adMAlxkAzK4c/sbHb3j3T0+VS22Rf85Qz/XgCPAbg+4qZy3E+iskmc9MDKKR1Fwd8Z8A/G2L/opJK7nnt3+2XLayp6Jc6J9/4vua32KEMzwlbAzKhfce/s78W7tn7WFdMJFKgXzOon/76/+IsPnOhp/O7ktl0nutjXMcTX3pABI4eZGkH8iZbVmpVRsK8MrA0G+Tp9rUO3ez15gYRCGuONkmV1dwTv3Vo96vzQfAQAjgUhixnvERDIWOhn7daC+Q0f9eVYFTid4PVOlvq5ud71hY8/lbY4GHYPbk4AnoL/wd6jHP7CRxK7+0e8cc3u3+Nt+0tCHvmGOQfAvwBsMaP6LTEFH66++Q/MK7TLkLvBT4EV8ZSxg2eu27p/OcC/S3QCMOP2ZRcSsWR0DCv+LN9Vz1Z9TdI8xyzbZ19xBjMFQB2Ef4fmcv9w7CW+q/a+N6m4q7kgAFujy1Pc1ZrNYGnvI93dcRETdD3Tw/6ObDJ8mWLvB4g1M7Uw/7/gBCAiH4ELBHEWbAFjQ1AwJvpF3tzGf6Z7kFWx/RPrU06YhDhIBrXyN83HrjEzMeu1r3Y8+IuX/yuBDG69izj7/TWdoquV/0Ht2mXIM25fejdRd9z9EPivXl5TkVDs/JmVS84G6JZe8B9VcMWzN10c12l0+6zyeyVtcBD+a3JHr3t0xKlTZu1ec+T4rn2Fbva7sgyfe4ivvZPAe0jz7yDNOEvup2e1sdeTp8HQJalAJ1gPrMYN4g1jltb1xNEP5iPQGEMMYDoRNYC5J/mUpuH+7DlNL/cF/81f/epgd2ZmYOXv7ezcMP6pxFb+KrZ/4iOKg8CrvP0dBF67xszELdieK+LBX6SS1f13AZxgZuhbD+A3wMEVUbpEV/A/dOB/yW2/zTe03F9KSOhCX3tRtuErOKJr75Zv7Hz3kWgpeKPZlKQN7rrue+/mPPbYxG+O+8oEie1/4f6Px1xw4OPJGgxoYC3T8BkAbSDNd6AH/pke9nbkxIV/6D3bq4tuYcbBBDuEvW1e/41yFLCvb/6aX6tigoTEBjO8SOCbv4rtn9xIouDfrbd070gl8nacAF4nyJCIzga6rhX49yWTOAHKqlD8AlJeFPzth3+qtv3lSS649Q8jzvVsv3WYt+2Cof52z9TW+kCGwURS8AY7dNCz/7I9a0s/17FjZKZh6Jns6yrwe3QCNTF4k+byTjcMTdc0g2XVbzDF3PaPZrziBwAYJRpTS7bG/0dzmgKpdRPx9gfTS6Nrax+w0jlUbH8rWupdR8FfwT+a5Sj4992f+gt/cfgT+PcKs5pcNw6/SsHffviLBDIBYKYTpp886s5kHf6CT1I/q+xuikjfy0SrrabgDe3QEtv/xoY3Fg/1to9xs98jDn9uNnKhoQsGr4LGl2lu7zhiuJnYYF9GBwztEya0MmjVmKW1kUGrLJltOs/5q9j+ll5BWCUFfwV/Bf/E+42CfxydOWX22JccX771D+MNV8Y9cvSSgGZmenLFvbN6ZYdL3DzCr7CiC0koxKyXE2EMETWzYRjZhnf4xM69nzuyc3fHRfs/HgxwJgMBr/vASppo9erJvqx8tAdi+7cgZ9VXq/5aKZOOYT7Pqecd+GTK+M692eM693YZU0+Zrr3z1g1+PaN23JNP7ts+u/xG5t4Je7o6O590Z7rDkgft1XOKVg6e+NHKgomfntu8sbV89weaK7f5FC2nNSt76LZ1lNW1KndOw1Px9NTHyj+qLPGSB4XmI5jats1/1e7VhbmGb4SK7R/vTYRBzwnf250gg3L4M83GynhlzcIOzVoK/ocA/GdWLnkdoLCUufDj4uX3zX43lWZrpTPNrFyyEKBjA1BnFMkkoLir2ZNjeLPlb5fs+0/r5I49eQysBTjgdd9Q0u51D957Rqis7/iPfe3vndMyJD5/UVfzYA3IH+Jv9xRkuQZTa+sLYLw1urZ27pavXVasd7kqiXpSBm/MMFAzfMqUndvWr/srAbq0K+Df584e8+zgyZ/udOV7vrXrzeNHGfv82dSRAzL8em7LntySjzdA034bbwIQC/6xZBnRR9rgyMBEIisRffD0ollx8wxYeR+pfP+RbTlhxd1tZyqxT4geFPwV/C11ewX//3L4X/zj2iJNN9b0egymB5ffO2uxJSuwWCkebMqqavM8HUbwGCgYmETMhcW+VleOv0tSQkuSnQNX7nmvmaGtJ+JNBvj9jyc3/2CI1hwW23+jb3THMs+X10t8fmJkEJCTbXT5RmYil1pbVwG8+4CBimB43x0VFSOl/ZFLluwIPs62WVdcA5CEqMb2jEGTPsss1P8w7OT1Z7RsGXnZvv8cm4NOTYeP5XdN93cVHPnuqyDfW7nzm/o8yRDPsSqaLLFUHJqPILROa7NW8dKvyvvMMxDvfVh8rUlXcwJ0FfwPvr54dpn0i07iQrttU0R2ggxJqG7ALlHwV/C3bGzxOpNV+Ffsee9jYnq4pLY2kFRnZdWFL0fCf71vfNdfOi769H92rPocsT9TA2X3Bf9YD1FfVjYRGp+9Lqvouv0ZOYV7tJyOAu7IOK1l6xGZ5KUg/OX6QUetfom0rlV71531PkByzBW6gTWRpxFSOciG5iOIhP9fx16vZ5Kem+PZ3URVEoE4vMR7H5ZfbJIVFfx7gVdt+5sqsds2Ffzjd2or8JdQpX8G8BKAn0Y0mSeRUgE0xb9V4jWUw99BnfXVmWZWLnsd6Nn2DlzEXv+MFQ9ctTpxrce+wkqHnlm5bCHAMbf9T2v9rP6sls1NbOCGMXV1gYx8T1VdVjNOa+xJ6fua96ScN33Hte3jQVTSdSD3tNbP/BM79maFbvsbhLfHLq2V4FN9lvqyshLS8Ghw218qy6HA0V37B2ew1+/SfIHPAqQZvoJJ777S3jj+/a69I6eENhp5GiGV8I+27Q/w2iV5P2jSQOcH5CB0MLTH8uY2PB8ql5X3EU8//fldwV/BP5b92G2bCv7xe7YV+EsrywF8EcAYiZAWv9meGjJxkMlBUiFOFfytwf/L82rHs9dYwETjCNxsGLzkmcUVYc5uCbyzmFWtdGhx+NNYLzdAY0FGM0jz5/q8w8d37ZlypGdnx4X7P3mbNf/KsUv/EhYWWiYAeWg7fbtRlLvSe/rgvTx4vfgMuNgoHOFrzfrm7tUbxorD38lTp2ur373Br+sBh794z7Vt1qxrAON6Avn26Nk5Ht1d4Db8GTns68j3dzLrvsEaGZqe5WnIH//BPXvWfuGEeKcRUgl/kV9OLZAf54K1Ag28tTr34Q2l2uZbQ5+NQQfy5jV+TcG/9xt3wiTEQTKob/6miVgZr+KNH4fy71bhL9n9ggFPNoUoREL/tsVQ0I/MnABvApDwq7eb4YHlrPRz5jUfAZgfS8EK/tbgP1AG2t/OFOrVLnH9ify1K2quCgC8vqzsUuh0/MpBR05cmV961D5XTthu0i1NLz0wqX3v51efdsG9r3/WuvzTzKHrOvWMVU8vmhXVO19OCly678OrT2ndekqBryvPDX+nAbQSWIJUSVkFpkuIOM8Atmmk3/3aJJRO3tlxZ3anNoQNzZPp1TfofsMTeRSxP/DfOvvyqbqhT2PiAoDrg6cWgu9QJk9XZKy8+zTXmos0MnwFaNldQG2BCXeOq/NrVLmvZ/Ld3/fRX7txAvDkGZwgh4NkUPBX8LfUta3CX1b+kuUvspwLoD3K3zPMmP+y6pfJgeQzF4csifD2EwBXwkyW0peUCv6HDvz78mqvn112KXEgWyTWZo8qfG7wpIl7Xdn1wQlAhuFzP7TlH77XC44Y+f6ISVM97Z07PORqacgctIGIfhs5ARDwa4xrf9j0ysluw+ca6WvNdxvskQkAA58S8C6Dx4faXnumtqtt4taLMw/kZGbtzwmcTPAbrvbsdtdrqdr2D36CCLN5pg/k1ELwb3Ja4iTX+i9emvG8pNIOlLHa9rVZ5G3N8TZeHvrtX8G/Wz8OAq/65u8g8NrdPywR2MZKVuEvIkpd2faX41mS7S+Q6ayPIlkBZVWXIz5dAB4GIN7LT5q5At42dwNkVyFqUfA/dODfl1f7E3vqfhy61f774VOP/iyj0N+QUfCxaOCEtsZ1N+x8fcqfhp00ad+g4ZME/vL3zRmF7xkavRmZZ0DyERT4O0+9YdcbEpIaEvO/wN9h5Ps69zPRszrj3wbxtaFG58mk0rYJ24eyZrBMAPQOd3eI3gOD/mfyH5dJ+uqekuzKP5Cwh/jmSGMPnloIdZj8buaSo0fpO2XyjOG0Z/NgavlV3rzGsE85dg9uToCugn//7TId/LHbNuWZnCBDOnSbqjatwv9Ic6tezpIvAnCMCfGlcQSR6H8ycP4HgAy2Z5oRAX8BYBYAydQmSVB40aJFVUR0V2R7ZWWBk1qq2KgBbd06UFNjYPZnFBfD+FyYP5wlyT7a3oyX/9NzCq/nmq9PK0Xuy/8GNQR8/3rK1mFj0X7SVAzKycCInfXQX38Ny33DsZUDi/JA4VGjMGZEHqafXBJ27bOrt6N+dzumf/hvFLYfgG74obt05A4dBN/ML4Pa2wPthZbOlj1oG7EJrAVO/vWUrIsXIyM719Izxqukffppr/vKNd7ZFUBGBjq9fvz+3we/qhX5P0MGd+JzR03E2IlhJyHj3Ur9rjSgNACgtLTUKuMOO31ZVYx4jcsEQL7XL5Pj2gCuBjC4DwdA+SQgq/ybzGtEufI5wG/+J17WsnsguwnbomlerfwPasWuWWzD7LJLDXNLPphRL5FY/MEniOXVvrymYk7otn8P2A38bkxd3d/k/we3y1/JH1/Us+2vuVoaMmJv+0sa4pubXj1pXNf+IcQGyba/Dv8eDfxTA0watCvM1L+BWwa3/UPtcJ9RsHFa1T9lwhpWkl35R9v2N4jWhp5aCD0t0XPTzs4blj/09fDZkQNWNmrlf9AsnKCLZO0yHdSza7wKfRYnyJAO3aaqTSvwzzS3+iUX+1gT3HUAJHqcrOzfiyJMIIEKgPMAvBXy+91mlsDvAZCIbrKNWRrrYRT87Yd/aCz+IPwTicUf+m4jvdqNUIe/2WWXggOZI+UD05oxS7vBHywNs2dP9RvGue+eekHN61vbVmzOGLquXddXLa+pCKsXrP/NW35XccPO16vEEHOMLs8gX0eXBoxlYLMECCJgkAGsJ+bdIH2rnB54Y5L/y0OoZbYLRkEnZ2zZ5Rs0/5oFT2xOFfylneBzEIyC4H1DTy1EnpZgAyufWVzRczKCq6C1uYtv1oCpnnHnX5m95fkfZs9rfJggMZUGtjgBePLETpDDQTIohz+zGyj49z0eWIG/tNAM4APzyJ5EapOAIxeYToA9+c5DbiXOSp9E3Pr35ja/BHaRFb/8J9v84kwYtSj4H1rw78sUZ1QuqSEgENufgVUraiqiJt3Z/I9/sOvJP8okMmoAnuA9dpaV5XVp6Ik2KDtXPrhGtrjcnk5yt2f7u7oGG51bGfxO0Ot+xOdenGkQVzBovGaADJJ5COsAb9ZI+0P23MZAvoT+rLD6OvFgBd2eBUVfN4ArpG5nyZkzM7e/tlwj1GXPbfqDletTWccJwFPwP/hG+2OXqbQLacsJ4HWCDKnWayrbswr/CjNzX37IzeWI3oIkhSmyEhhIwd9++Kdq279v8C+rIXBPkJ/uCQA/HjkBEFl8Rx39V23D+p4JY+gniIBDHVCiEbWQYbzi1+mH4O6AQ13kOkUDD/OS5hejd7Gh+4l2Zxo+cTyFnunZVXDUOxcDJDtd2QBngLvdHIjgN4AOAp2dO7fx3WQH2f7E8Q/qr626eAGYA9EHg/AHeE3uvB0xj8wm2UfjXqbg3wu8ytvfVIkTwOsEGeJ2IhsrWIW/iCiD4jkA5IjU+wBeT7fcCv72w18kEOj6GScY0867U3vxhcsit+T7awczbl/6MhEiPNp4w/KaimBsicAt5BMETz76zlD4Bz9BbC2/4haNKKQ+7YXLPRc+3wywf+w+d863sg3fUAYMDay52dA7SW/NNrz/Z8K/NH/ie0NJ9+cSyMXMYu9SDFn+AyRJAOo05gZoGNc+4ZJZOZ8+fVnOvMaonx2i6aQ/cfx74L+geB7Ap4bBn2hV7tzG6v6+h0SvV/BX8I9lM04ArxNkSLRPDWR9q/AfAeDrAMT1fpDpwCfbjJ+mU1gFf2fAPyhFujpTf+Hvy8qpcXvaxA8lrOga7i9eUvey/HH5N29+ZWzXgeMz2efW2dA0NrQu0pvzjK7AJFbP9MSHP/NmMm0+uOr2s3ZrwfwGCVYVt0gc/yldu+dPadsxLAtel+QZeDV/fENje/YV8ZL4BBtvqS46R2NIAK2elb/BeCB/fpOE3x7QouCv4K/gP6BdLqU3swr/xwBcB2CneVZfjvzJv8eZzoApFSrYmIL/YQL/yv5t+3uYX8zUEPgeH1oMpl+Mra39p/ztX9/4/uOZ7LtI/u1mQxvubZWok7uyDW8gI2Kvbf+Qlb9s+zPIYMYGAteHgpeJfpE3tzFwj3jlN9+df/Kk9l0rQus169kbv/y7h3qdKOirrbafjDqRdZ7SfNr8JwpWVZ+YN3d776yO8YRJwe8K/gr+Cv4p6Eg2NWEF/sEjeX8HcGm3PxZ+COBBAHLg+8N0ya7gf3jAX55yRuWyGjCfHnhiojdW1MyK7fD3pyd+ohGxpAMOfoLYVl7+CIjlCGpPIQO3ltTVBVbl9RWXH7dXz3+sg1wSfAp5vs6uQUbnC2CjPeh1P3TKv79MwGwCjQdYdrjyxdq5O4qlHHeVY6qB0uNsp+H+7DlNgd2Fqqoq7dsffngzEU8Vj1iC9nbJsmU9nvjik9CiZ9zZ8v/b+xIwuaoq/995r/fu7Hu6myXNEkAUWVxAZZd1VCBV3VFRx3EUl3EcdSDKkihLElxRx21mcEGT7ipAnAGRkfwBZ1AUwyoQEJKQ7g4BQsjW6a3q3f93Xr/X/apSVe9Wd1W9m+Tc78tHU++++84999zzu/fcc8+pqp2ZVlRdrdL901N7Nu9xnEV+auJi5lK5LDG6NAj4C/gL+OvOFvPq6YA/U82x+DnaGJ+psl77pBfsh0P+5vL2L0lPBfzLC/4cBheA6zxGZD2WL06+T0WlwYbv/2en1g3SEIyTTxyNFzSNSC2EQ1MAtenl2qY/fG3uqdhl180gop0L+1/58+d6fz/I/WlsHH5m2k/vyEg49a1PX3fpTqpdnCJrcpMa3Lx42uruGXVbZxLwurJwCznqNKVGcly44L/5wZ/3Dac/PXvZqxy5Ej3x+IdByvXEHytWsqWry/XEfzEWO9u23LgXGcWP8FfspMk3HmH5A4r9Tr76Av4C/gL+pZpNlW9HF/z/z4vO5wfj4R3WLgDrPJI5taqbm72URcC/fOB/4ZLERYDjxtP3S644+cHnlQT/4C0Dnwb27O9fvvxXHLUrV8AcAm0Ixuy/ZeYJCzfUTgMHAxptw1Gf+K8bF2/OltObPvnVE9bXzhg1ydfQUFMLvTL0sek/GQsFWF39CZVKHwNCy46Tr715/h+unE1f3sKBr9zS0x7j2y/uYirA1MdaOhOuJ75OkJ9i5k+u8dDJH1DMNwrVFfAf444JvBjvLZRSyUNUuiIf/ZXUV+XgYbnb1AX///ES8+Sj51/5WLXUxAr4lw/8Of49kRukKVDU2uw4+VFN6GBwIZ8G9uwfun75Ugb/3HHyaSagOJ9Eus+qqfr+nJPfzO+O5ACw3FwUCnTTXSva91qofv1TN1zeXTPFdaQDlFVnDbJPAP516g8fqLd2cWwLvt9/U9PVL9+bT8n2xBddBSLXEz9QHmrpSo564ocF+SlmDuVSbmH5A4ppP6yuCYDnjQutX7/ehGt2JtAgQX48wRXwLzyDdcE/Xyt8PYsD+mQ4MYUpDd3nAv4C/hlLkwmC/zt2bZx7yq71zxwytH297eCx+YnEaDrgr33y+it6aqeyL8sEwD9+Okh5CwivJVLfaO28NcMT/4VYbEq1bTe2Lly4hZYt42O0cZVcyq3URwuFCBPwH+OOCbyQnX+mtAr4lxf8T/JC/P5oXNor5CUB//KB/4Fi9q9S6YYa5bwyb3jnpPlDOybPG971eK2T4syUCAYI0jH796PqsplX9fQWUrK9HZe82XFsN/MRKfXXlmQywxO/Ox7/LJE6e2SNgQFS+HFzMvm78cwfXbN/dv6A8Xwr1zsmAJ7s/PdagMjOX3b+WlN8ojt/AX8tNk+8UjlWsbwAUMo5jog49s3j+eLk+9SXg4ZCnPGDCwU9+4M05DKhVztOG+cA4Nj5A3btG3ZaNYcNkV0zNd0/tU6l01UqzTkpXK/97BwF3/7U9R/aYdV2jDj8DWyOTbv9sTm1vY2K1E5StKbxqpfcGPvj3WFtbG8/vgqOG5rYLwq0o7Ur8cHxSEi+8Sjl0YLs/PVGxoSF0HjlUq+HxdWqtK7IRZ0JNBTHtcrWFvAP4bcpAmQCHaWiYXM8/r60NZLEJ2h+56Q2StlxIrSSop2KaM1dK+J8xW60hNHge7o7cKYT0XkKeIncGyl0BCfzUUqtB+G1IPhvX37QtOrUcDw9VP8WZ6Bp7tCOGVuc/oYnJx/+JHow7diNTsvch4aP3bJxsO3Jy1/6PSanhmYOnXvOlTW/ufvE+clkBn3dsdhFsMl1+ss+WuhuX3QegTiplVsUqBpKzbdA9zjAq7ZSa7LbKySeYbwotyoxAfACizETzttNoEF2/p7gRz0/yj3/Jtq+gL+Av7YMlWIy5Urf65vfL1yy+gaA3Fj8frGyvPML0RD0dCeFKhC9WSm1C8TBeTAXoFYFtdFLTQ3lpQ3uu37eDcqxTnL6G0e/nR6u7XfqhtSm6ukNPi2bNr+5f07fUKplaMc6P8OhQ/YnDursdG8PFOobP+/tWHSyUvSlQPcWEqhJKbV2JIQwJxIYay9sYEoxHmHfKPRcwH+MOybwQnb+mdIa9fyYyNyqxLsC/gL+2nJWisnU2xFfppQ6IfhRNr9/fuGir/cPOMEsfP7uOMM7vxANOTzdjyVQnYJyTf28AHBI/QmKXvPTBqtls5r2VNmrnVTtTDVUy3kr+LCeyEpX71CT8Gp1w7ALzAoWbZlbtWPPnKGDB7c/ah15xLmcY4AU3dScSLi3B/LdUGjtTCzz+9vbHl+poI5WClUWL06gXuJbgv5zbu9jB1+8wbaseY6N3b+5IZ43el8pxkN78HNUNAHwmCwT6DCIBtn5e7Ia9fyYyNyqxLvjBf8qLyXvfO8K4KPlIFYc/sa4aoIgl4KGfABZCvDfy9OdOEIftSioxwHaZpP6zfzOZEYiHh/806naWRiqPSQb/F+pbkgRwSkV+Ceu6bh0Xn/fJ+ocNXXa1roZ1cP2U3ba6fdHes3Uw1/YjZozZjh76gZQnXq+fsafr/vO5zMyHvp1SzEeE5m3JgCegP9e1gcBfwF/rWmtC/58X/omAOcDYM9k9ma+AsAPtL4yzkoC/vsf+OcK3qMIN3OY3guXdN0AjKTgHS22ddmd18d7dQAvZ4AboidbOhMchCpvyWf2T9cNobt6er3/Yi6zv3JwWWsy6dKXs2/e0QI//+VXP3zC0Xhu9Fps48tTm2hP3VD9nio3kJBSRI80NR81Nd3fGCT2/slH/OPS737+v7M7IOA/whETFiEG0SDgL+Cvhbi64P9HAJzM51oA3wXAZtTDAUz3LABaHyu2koD//gf+PkhyimD+2yY85u/Gz/mXxPTq2nRcKasV5OxUDtb85sbFroe9DviPtN1xYhrOmeRgMog2pW07cfCqVRz4J2/ZsaxlulWVjquh+reo4Zoj0nuadjiDTY/WzH1h2xZ7+hs2Os1z/zT0pi2mIzscAAAgAElEQVTdA21Pfnbz/TRVDc1IvfvcL9f8z10nze+8LYM+/4aC+zHCY8H0x7ctXXT5Art3NA4ApSyrbkdjbe3WaTdXpdWWLdWTn9xjVd2cTeiGmqk3feTfVywX8M89hAYBrzj8GQS8US+Oi8W7StfXAf86AGyWfA+AzwF4A4ATAWzyQpk+US6iBfz1Qa9cY1AM8OrSkM/bX+f9fBP6xfe/f5qdHoorhbeAaN79kw6reaphTv/zdTOeGrRrHuK8BWHf3X3d3JUEHO3ToUCJpqteuiWbLl3HqmCMfQvYtPZINa/F2vxZgGrY1R+k0spSg2sHjjn2H2/4j5dficWanqufsS5N4GO10bLdrl/23pu/9UMBfwH/QnNEVy515tlE65gAvCbQMFE+lvN9HfDn73NmtGcAvBcAp/dlJ6WlXrKfvnIRKOC//4F/mEd8mCzlm9A9HfEboHCOAg7bUDvDXjNlQfUOu2HnHqravrl2yrp37nrhqQ9sfcwNvuOXYJCfPdfNPlnBCnric7ajVMPwS5fQMjeZ1WjRUbK5jiC2Ntl9aO55X7CtXalJr77zhrtb/d8evPTjnWmy3qUIFv/WmBrcOmdo9zn+0UI5FmNhPM/33IQdN9NmAh0G0SBmf09gBfwLz2xd8P8QgJ95TfEdZk70w2eQHxiv4tB5T8B//wP/fN7+QY/4QrKRa0LzjnnYwp8UaB6gGrZUT6raXlWP300+YteAVTW4oXb6I8ft2dzw8Vce4mRUYyBOtNb/bt/1c8+DwugdfL9SQ9XgB2nJ6zt0wX/D+943tbq2diEBJzlQFxBUIOslzXxpOjWouoEWC+nqYVW9Z9q26qemqtr3zL3lFncR3R2LTVeW1d5n1RxVpdKvNWLwruyjBZ+WqJWbCYAn4F/colRH75aiTtSyyX0wgYZS8LJcbeiCP3+fz/fnAtgK4GAAD5eLKL9dAf/9D/x1rsMVC/6bFy+eqZz0XxVQ44P/gFVNDze29m2snbaHE/sc1/9SfWHwn3e8SlV9W6VqZvI1PLKcfqt68NnGqzfHfXr8owULdmuuID/diy95IznWjwGaBqUaQNQIUk9AuRkw2QlgplJqjkU0GjtAKfXSDoV3HpNMummBiylRKzcB/72AV878PZZELZsC/uGaRBf82bnvt57THzse8bn/KgCd4Z8Yfw0B//0P/At5++tISi6lwolyai38BaCpgJq00663tlXV2480Nu9+un7OKz01U9adumvDU4u3PpJh9vdvGXg77uaG+S/eU924febIbtJyhnbMvH/W9//v/T5dI0cLI7cRgkF+PnnIRUeD0Ny+9bGPnLS755jJzqCjAJtpUQqvEsG9q28pDCiidwb7qYAdzUcdfdR4EvxErWAF/AX8883ZqGVTwD9cm+qCP4cw5QUA5y7vAtAC4FIAUwFkmESzPsmOS00Atmf9zleZ2ImwYEYzAf/9D/y5R0GP+KC3f7i45jfldbfHf2VBnaKARj6s77NrUn9sPGjd3FSfM2d41/DM4d3rSKkFimi2G1gX9HBzV+IfiP+Ho+/F42cpUv9M9nA1VaVsZ6h+kEP7VNXUdbBJno8WhiyMBiHywf+bc0/tfa5+ZjO3cfjAqydPSQ00XPraozvrnJRSUNUE2qEUVvPNAwDbCM4/eRaAasVzgGhzo6PapyeTheZRTtZEoWA3tbe/gaAuJaiDiWjn8Ac++LFD/u49rn9CVMWERYhBNMiZv0HWh6jmhM53dcC/FgBnQfsMgIO8pChJ77of54PPF+CHrzR9AsCfAHBudI4LwDHV2WLAudX56OBrAH6aj1AB//0T/HUEs9gdRU98URfI4siB9YBKEfCKsvCiXdV/BNmqTg1XN6ZTVZNTZG/bbjfUDpHtPF0/+3+TM467kfMHcICgKgtXu8AMxYvWfs4LsNPBIjbJu+BP+DUIRwJUr5oap28dwMavzT+taodduwcKOw8bfO2gWpWacvb25/YcPfDqkGshANa2diUu4L85sU81nG8r0Bx3YaCwG0TrWroSo0cLxfCGwX/u6necRFBnKCKeY5sahmsTtGxj9mK7mGYL1u2JL/oBiHjx7xZeBNlPP7OwOZlkp+BIikHAK2Z/g4A3isVxJBNgnB/VAX9ueicAvtLHSoWVGu/Y3w1gBtykKXuVGgCDgdsAV3mRADkYyiQAV3r+A3xrgK0Ae3LRL+Av4J8tFwXM/r9g4AZQp5RKW8AOq2ZwIdUM2txGeqhuKhy7ehsmDbMzIJeXqpu2/XzWiWs5f8APN9w+T1k0GoCHnyuoF1q6kqf4NPTEYz0guMcCO2oaa1+yG50fzH7bzkGrmmUdM4f7+mel+mafseP5wTf2bxlyoPZYsK5t7ur6CT/nGwAg/IUI00baJ0UKf2xJJM4Yz/zd+NeH1Kw73ndn5rv0RONVL/H8Knnxjld+EWyYwR/PrDv3oETinpJ/ULNBAf8RRuncQtFk6YSrmQC8JtAwYUaWsQFd8F8M4EcecPvkXA3gugK0sYLj4Crs3LTGixB4FgCOg86+AvxtXkS0AVgv4F94lE0QZFNp2PCRj9TV9PetBYgXoyOKECpt1fY3WFXDLjA7Q3XTlGNXvWRNdfqtGjelb2/N5F2/mHn8Qwp004/X38bvLCWiGY5icz36iWizXVN7CZv9N8Ric6steoKAWj7Pf6ZpXuMTdbOHHmo8uK/fqnJ3+Xx+PyO1Z+eHX1375JEDr25TpB4MBvnpiccvI8IyDuUHIlf+FVSqqqbuSN/bv5i53v1gp5p+3+eywB9oqFUd9K8vl/wKLvO5ur+PrX6jhcG/+rlnTpu3OvlAMbSXsq6Av4B/LnkyQV+VUs5L3ZYu+PN32fx/OgBOfvI4gD9oEMPHArzr+SuAfwDwcwAJALd6774M4K1sEV25cuVSpdRoAhS/7VgspvEZqXJAcyCVQs33vgvsCRiQLEL15J1QLvQDqj8FZ9BCT9V0cMK/NFl4dPbh6Dl4IU59wxwc1f8K7D+4UXYzynDHYqCmBti9GzXf4QjXI+XOhjZsqp6M/ikzsL26HkMphcn11Tjn+Hl44yHuxn6vYt9/f85vDH3mn4DJbLUvrtRseRiNz2VgsdvA9pO/AuVZN4prMby2/b//C2uDt1Z3HJc3w5csAmpZPUgRDpjFgba2tmIwziziy0xNGGM4oE91ARr4XvRoUpKsemd65/uf9ZwE+fE13hHCtzmyq2cZYKdBh1fv2d9ZuXKlc8UVV0TqTLR+/XpnwYIFkdLAfDGBDlNp2Pj3fz+lur/vFgXMGsnih5QF9Vp98wuvw0odolK1dXDsKUO7pszbNjibhqjK2lbdkLpj2jHPbqid3l3jpD75nd67gdRQZq4KoiebV3eNmtB7F7c/SAoLWFYfndk2+3+r5w1uqpn25912jeusZ9vWzXdcF7sj33zpbm9/r03IiNTnevtfsuhoxGIFnV9ztfniU39y9jL7Ez3Z8OXNZTH7+zR0d3ScbcP5MEBHpg8//ATr+b/d6ij699bOTs77EUWh9evXpxYsWOAe8URUTKEhLfpqRAJYXwn4558NYeDvekIXKLxdyQic4tXldlkhspn/z4H3OUQwOw6yvwBv6dkp8O352pcz/zHOmGDCMpmGnnj8ByA16ojmgnHTzmubDn3ieAto3dNz2DGDO2celU5XN+6yaxv6rZqh5+umP3TL9OOv8/MHhOUFePn9Fy9Ipe1rFXCIc8SRJ9/6Wt131kw6zHWuI1KPnVj37K8/9vTT/0ykTmQkJ1gPN3d13eTfKOB6Pe3xn3EAIKWU6+1PFn2/pTOxV+heHQDzHf4UqTNJ0WRY2DRM1Yk9j7/1NAU6Tyk1WYFerLLsn89bvfopnTZ16rDjYhWcr3Bd/9aDAu1o7Up80H8/+1aAA3V38AhE5zu6dcTsP8IpOfPPlBgT9JWuDEdRLwz8x0vTYQD+lvUyRwj8JIDfYCR+Ontdne3dBsj5HQF/Af9swcg3oXs7Ok52VHqpBbQoRbsJSN4++djbdtTWXDtoVR1yzo7nDmodfH0GX7732hxSyrm1NXHrx0cBq+OSE23HPkORmgw79dqkBY+jqr5/hlJqJ9m05uVH39lYQ+pnCjQdjQ2TafeeH7YkEizTbumJxz8MUosyabaS04/9/S6lFEfGBGzrse1PvP3FNKjp6fo5fd+Z/c6TiNBKinYqojV880B30uXiRW8sdqSy8PWsNrpbupJ7RS/U/U52ve72RecRyG3PB3/+u8HBB/0ri9m3Avg5OfhiOW4FCPgL+OeSZQH/wjO8EPizqfvD3pW+ozywzm6NPX9zefuH6RWOZb4l7F0BfwF/XfAPBuDx3/mP2W+b+7pd58bNj217Yvqc4V1VtU6KjwQ8Ezs90dKVeAs/z47Fb9ftWWg37EJj83Pr/PZe/+s7ToeyRq4KEFlQylGOurQ1meTrq+hpj7ED7AjIe8Vu2DUwue0xTo41VizrPxu/vPmOC5esvgGgjBTGfPPgv25cvDlsAvHzXMptczx+jkOKrWsZpb6q5gMzfvlLvrUz4dLbsehkpcjNg+CDP4FS8486+hIOVpTrVoBbV9H3ynErQMB/ZEhl558p2gL+had6IfD3r+txLnTO5jc7R1NTvDP8CSuUXA0I+I9xxQRBNpWG7AA8zLU9VnXtD2effGKayPXEP3/HuhmHDmyza51U2oaT5u2/Bfprc1eCM1SOBvnhv4lUld2w683896RDnnoEViqdHqqftPO5E94FZY1YDjzwh8JvWxIj9/h74ouuAhE7sI6WmqmvNDa2PpvheT+8Y2Zv90sn3vZvs05e0lM7OeOaK988uGtFO9+ICS25xqO7Y9FppOgL2S83z567iL77Xc/9MbTp0Aq97fGVCuro0Z0/IdHSmXQzIOa6FcC/2xa+Xo5bAQL+Av65BNYEfRU6kSKsUAj8+RnfcebIZPPyOP790Qv6U5YuCPgL+GcLVr7EPsHoe7nA/6Td3dMWDG2rmpXqG6hPDw8AKq1AD/sBeDjIj22BnVMzwL9+Vs8Lw7unTEunqhuHd8xuBd/Mzwv+8dNBiv1YRktD89+21U7fwnkx3NLXfeRx6f5JdanBhh2vVTXMfrDpkI13T1v4ov98ouC/7j3vmdRUX/tvwEgsAa/c19KV/GapJymf/auPf/wvDT/+8eFzurpeCLbfE49/AaROG/uNttU46tOzAzkMumOxi2CTaymxHTw2P5HI6yxZiHYBfwF/Af/iZ3fYmf+NQGZu8axPsFWAo/+VpQj4j7HVhFWsyTTkNvu/dd7rdr3rBDglPVD/1t0vNh7d/8qOGuUM5wrAQ9aYJz6b/a26vio1XDti5uewlH2TZ0KxwYDUqNkfzodau279pV+nt+OSNzuO7eYQIKX+Ov1N/3eogvoo///wrplzBl5peaMzXNevhmsGB6yqpj1WFb7cct79itt0UdC67M7r4xwMK7TkG4/nL7podm119TvJUpPSafQenEyWxQs/DHR7Y7GzlY1m5dCuKqV+Py+Z5PDgbploaucgc8LoCGVkCSoYRIMRHu4m64oSDPd+0UQY+Id5+4vZv0JiIJNphNH5+MCpcImIw+S2Kgs7baTX3DHt2G2vWw3X9lv2IdVQO47t2/y3t/T1uD4q2QF4+LcMb/+a4ddqp2w5IrV7+plQGFbp6q1OurpKKRxHCmnV1NhEfXt+1NKVuCxMBPZcN+8iBXXcwCuHnjK4bc4JDPz8jgNYQ5Zdt3LuGT/prW3arBys8W8eFGrTTxs8fNllf8RNN0079I47ShrOd9myZVahWwub2tvbqhxnnrLtvoHrr1/b1tZW9FXYiWZ3FPDfW0LkzD+TJybozDDdEOVzXfDvAXCfF9iHr+5t8IjmCH5lK7LzH2OtCYJcaRp4dwhkmoWLoWFjLHZotUXXKqhD2Delfv765+qm97pAmSZ6fPJVL/0qKLybgt7+RHuUwjkE9QZSSMFCLxSx1/4bFdCH2bOaaevWa1o6E9cG2+iOx24nwvEcv1I5eKQ1kbzYf94Ti30SlhsVs4YPFxj/B8l2rmo598e7quu2KhXu7c9pg620tUwRqvm8nZ555ldQWNqaTD6pOxH91MQAubcMqEqtmb8qOXrLIN+thZaurp/3dMQuhcJoLoLUu0698JBPfyZMj+xFGoM/u2IQ3JwEHF1xJ4juau1M7BXoK6xfBu26Jba/N1jFzNOw8R3vcxNoGC/tlXgvbNKyyZMdn94G4B3evX2Ozf8KgPu92wBi9q/ASJkgyJWkIVfqX0vRf/YvX/4r3cAdPR2xP5CiBTw8NVNera2ZvqXeqt/9Z8sedoPypEE3+wuAbG9/gE6BUrUgNxhVsHDSnxSqqmqRSg1ait4734tr390Rv52UOj+r/l0tXclL+LfNsdgJinCfIgZ/YICq7Y21Uwe+Pe9dPJfcEubt39sR/6JS6lSuO+psp+j+lkTiG7pimOuIpJbsT8zq7HRvGeS6tQCix5oXHr2055mnbqeRAF1ucWl4+pmTW5JJ9v/RLuww6OmPwDv0k+auLvcWQTFFwH+EW7Lzz5SaSuqrYuTVlLph4B+kk5UoB+The81+shMx+1doJE0Q5ErSkM8sPHT98qX5wN83RzvA7mFgS41Fj/nDUzd3Q1NV/e4qqh5ab9f2jTinKaxtvHqLu9P0U/p6vzPov2vkXdoDKI5yaQFUB6iRq60e+JOinzcnEm6sgJ6O2EYozM0SiS0tXUm2PIx8YyR/wKxhsup+P7lt2tN1swefrpu11rEsznTJyX4Kevv3xOPXg9QbuW7gjv3jLV1JTp4VWrbGYs0DFnFabg54sJu8/pCim5oTCfeWQa5bCwAeGh4c/rfq2mrXo98vrvXhuWfOa12d/G3oxwMVeHwt4Hzl7fwJaqdT4p1/2PFFMfSG1TVoASJn/t5gVVJfhcmHic/DwJ8DefAug712/at+d3vm/4e8owA3SUo5ipj9x7hqgiBXkoZiwT/bHK2AjRZoNDGEDviD1DWcGdBRqo4D77inAwo72MGPk/kQ1FTFBoNxgn8wbfAwWTUPTG6bxeD/TBHg39sR/7RS6twg+BOsu5u7ur4fNgf5yIAc+zoC3NgGDmcYIjwLhV2Z4L/3rQVF6hutnbfe390e+yUBkwlohkKz09AwG/177q4i+1PzOjs3+jSEHS1U4sy/0PFFGK+KfS7gn8mxSuqKfGNlAg3FylEl64eBv+/wx2f+bJrktL7uDsUrfKXIvUddjiLgf+CCfzFmf7VsmZVtjmbOcRheCzSL/85l9ifQzQ3eub9rkg+k9FXA9JFYANjmj4Kbf4LA1q7Rnb9y8L7W5Miut7cjfrvKMvsrhd/45/7Z33ipelLTxtqpQz+dddJYRqHBwcvu/NaH83r7b/zgxfPsoaolRGqBt/O/qcbBitnJJAfNKlgCRwYLCcTHd1xeU1DrlYPLWpPJ0e9m31poSSZdK8qm9kXvJkVXEHnWv9q6WhocfHmv9Mcd8RugVEYAo+DRQr7xHc91v3zAm+/4oqUzwRlJS1oE/DPZaQLwmkBDSYWsxI3pgn++z4rZv8QDkq85EwS50jQwQKQVjrOIlAP1OMeGz0XDiPd7pjma+eg4uI0snG2BDmaHsrr56/9WP2PE4Y9Aj/nA7wJ3PH6Wv/PnuPsgpJXCZCJ6EVCvg7AaaTwJGz+Cg/lq1qwWbH11aWtX8qvBMXMXAFCczZJN+I+0diZGHf6yv5Eia2hbVQO+Nu+Mu3ZWVb2m6+3Pbb+8ePGcviVLtix405vC5vAoef6RgQJVQ6n55IbYpk2Olb7ioM7b/qIryt3t7UsI6gvuKXPTpFnW7t2cnRODlv2mBatXv5wr6JLL88DRAv9/rvHVpSFYLy/45wi6xMcXLV3J68fznULvCPgL+JdapsrdXpji4LC+ha7xPDNyY6k8RXb+Y3ytNPDmGlGTafDN0UG6iZxrmjtve1RHOjPO/AMv7HCw+BgvMM2oKVtZB6XOO/fLNb+7+8Sgl3zYd7xAQjeSwnxFbvyMfgLWbXfwPv8bYW0En+cbj/MvX32iZVtnuIl9FLqJ0om7Vnzgdf/IYBT8CXUEeopsdV0x/eiOx68gUpe7txZqapowOLQLhIEhq+rYYsA/122O7P5zqOBq225sXbhwC4cOzsWf/OCf//iiGD7r1BXwF/DXkROT6oSBf6S0CvgL+O8FBi+8oHI5/LE52oL1cUC5ieWVot+1JhLf0RXgvb39AYfoyYM6ExzIyi1BL3nf2S5oyg77VveiReeRTRnXC6Hwaksi6eYfKLbkAv8Lr0w0I+1kZAkkoif+e3n7lYEjA75iN4kDHZHC8yAMjrsfnuNjdj9y3SgIHi3omP274/HPEilO/sVmlAFS+HFzjoBFhYA33/FFsbwOqy/gL+AfJiOmPRfwDxkRE3a7TKIJdJhOg4rF7B5gbiOw288uV8yEc4P8OM6ZBGcyyN6Utu3EwatWubEssk3ZowltskzZhb7XG49frghXAMq9509AWkEN+jvmYmjNJxMXLOk6i6D+Obut3Tutxfd/P77b7Qfhdvc5YTTWf7ZJPqQffGvhawTMZ4c/2rOnV1n07M60em+mlSQdh0ofpGDtVFZ6TfBoIczhL5g22KclO23w6O9K0fr16024Y28CDeLt7wmGCfqq2DldyfoC/gL+2vJmwmSKioZSgD+byy3Cv2Qz3D8r1x2IC5esvoizB557fMvSex7dfNF/L28fjYmvBf4WVmd/Swf8fTM9KbVAAUcRsCWY0jd4RBLWlzDwD6YNDrYVTBtsCvi7fFE4Ln3GWdfUrFlz0XicFsP4pfNc7vmbZ33QGbeo6gj4C/hry15UwBskMEoacpn9s73kCzEz29uf62Z7yYcNxoVLEhcBjpsr4JiDpl741KbtdxLRf/oLgFxmf0A9eeeKxTmPL0YBNMvbP5uOTDM91RFwrAPVrRYedaK17pk7s49IwvoRZvYPpg322wqmDQ62H6XJPdgPfyHEwaiiWAAI+Av4h8274HMBfwF/bXmJEnh9IqOkYcThLx0HqYNS55z7Zeueu04qxkue+9DT3v4hwOnwwtpuHHbU1Yckk3647NCxuOCKzq+44YMD4A+otXeuWDwaFvf8K1efSGmcCWVNtqA2OZ7Dn9/4aD8CJvlPLogNUBqXgnAwFO0EOXffuWLxqH9C9k6dwFceaXD4tNPOqrr/gcuCRyShnfAqhHn7+2mDR9sLpA02BfyDfPHBXxGtHU+YYl2+5asn4C/gX4wMCfgL+GvLS5TAawL4j+UKwCHOkUecUvW35y6dvzrxiyADu+PxFbAUh8MGHPVQa+LWJcHnGfkDoLrTds2oX4HOQOiAv0472XUuXLL6BwC5GRD9knKsL/72xviz/P+5wF+BBlMu+P+/y4rpxxgP8FEoNRMW7YFSD/thkIM0sMNeGtRUq+zN2WmD/XoT2flPdDyCkQrVzJlHYOurfxlvjoLxjFuORdA+feY/0fEI8sMEfTXRMS3n+wL+Av7a8mXCZIqShmCuAKepac7I/XY6v7mr6xFmYm9HfAUUPhJkqKOcn/oLgFw3CqDoiZZE4krdQQgz++u2E6x31hWJKXXkZCxi+LlS9L27Vrbfw3+Hmf11++HzgEAnqtGooRxA0Q0eNpoHoZh+jBf8SzEewTEfkwn1k+auZNE5Corpc666+/rOvxTjIeCvL0UC/gL+2tISJfD6REZFw4ZYbG4wV4Cv6B2Fb7YmEjd6u+MHLNCRGeBPal1rZ5LDY2fmDwhUKsZRjl/jBYBSznHnnTD/mt8+0ntx0DyvPZiBiqct+0ld00B9MvtdIuvr/708/oD/u2+mJ+BQAo5S43D4C8RTOBMg91rmSHFzJozmQSimH+MFf53YDmF0ZO78ZxyBrVtl5z/O20mlGA8B/zCJHXsu4C/gry0tUQGvCRO6FODvBfn5bDbDiwV/3+s+fcaZS+3f3XtxazKZGTtAe0THKl6wpOsLBOUuUryyrb7O+nRyWXx3dnPBfvA5t71u3T2OUvNB+K2laCunCB5G9Xo7PRTPThtsEvgHcy0oqCqlMACizTsdtUg36FIpzvzD8iDoDue+vvMv1fzw+WWCvtIduyjqCfgL+GvLnQmTKUoacpn9U4664OBkci0zcTxm/2K95Bn4ScH19h91MHNwcykWAOdfvupsWNRsw9qVIvr93cvjr+YSjqB51qPhea/eutF9PLCRADeboV84kNBAOk1k4YcmmP1LcfuiFN7+YSmWdSfovg7+OoG2dHnB9aLUFcXQGVXdSoB/E4C+kTwrxRWJ8DfGLxME+UCngR3+bAvXca6A9BFHnGL97dkPtXQmM1Lc8gLAUertRFAK9FBrZyLD4a9QICGd2VGKnabOd8LqcD8UnDOH3/HOFfbvf/8k75j99MBKoYqIpgJqa7AdP5bAKA8If6+gZhFRnwL+EsyDEPb94POJmP2D+RwU0F/szp/pGDkOsY5Ln3H6NfZ9ay7mHBS69OvmQdBpb18H/xFe5g+0pcODYB0T9FWxNFeyfjnBn1MAc95xjiZ2GAdJA8BnfLyb8HN/sydx3gxbAv77J/h3s2McRjziLYU/FuMcFeWEnmhsf+7vRL2ZSwH+JTUzr1uXrl12zV2ZYIwqAuaCwBkV60khBQu9cOjy5kTiXr9uT0f8WeWog/n/OYFSS1ciw19CVxEWAv9C+QNKYfb3aRzvAoTBf9CiW91ESyO5FlLuoknRV4O8ysWL7L7N6+r69fr16/dpb3/dMdepF6Wu0KEv6jrlBP9LADftJ0c0m+OB/0IAnAXt/VmpgXPyQcB//wP/XKZxQN87OsoJPeHY/rFYM5u8M4S9SG//Upj9S2xmTtde+aUV2el7CWBv/mnBvlqK3js/kXBvD/Qy8Ct1eObEp7+NZwGQD3jDAgmVwuw/UfDn94PHSWP8GLtFkks55uqbIvvmoeuvvz1X7otKA02U80wGQaEAACAASURBVNTvqwk0VJrvxXyvnOA/Oi8C4H8hgFUAOJf4wwDHOcd9+QgW8N//wL+7PVbQIz5MeKOa0KUI71sqb2Y/nKxzxlnXWPfdG7WZOV119dUz3OBHftAg4DGLcAsBtQqw+dIgQENKYeXozYh4bIAINVkWg6HWRLIuTAayn+cD/7AQwu54QC0lohkOp3Eep9mf6ZnIzn/YoluVUvMVUG8RDevs/HP1jYjWDly/fKmA/4iERKUripXfqOpXGvzPBNzoZN8D0A6A78KyNUAtX758GREtzWZELBaLijfy3TJwoPrffwx6NdOPTM2aheF//HgZvlbCJoeGUN25V0h8pE8+Bc5hfKoVXqznn4f9hwf3qjjcsRioycDB8MbGW6ME/Qj99O7dqPnOTXtVS7/jnUi/613u7zXXXA1K8dX+saIsC86pp0JNmYL0sW8E6utDP1Wogn3vvbA292ZUcZqbkT7zLPe3fXk8wvo2IcbtRy+bsBAylZ2VBn/WcGnvn+2Z/jmdaU8uBsnOf4wrJqxiS0HD/mb2Lya2vynezGHpdnWVVaHdbi5TdvBmRE9H7Dko1xfILwRQH6BGLIFFHIeM1+xfyvEY786fuzqe8ch5pEH2zf1i9h8VqFLoK925sC/WqzT4fwVwnYA+BeBkAOwp3ZaPcQL++x/4c4/CPOILTaQoJ3QpYvub4M2cK7Z/sTkKXHwukEo3eDNCQe0EYXX2zQheACgHB4HIImBoFPg9AdCNf1CIjrD8AaUaj4mA/3jHI7tvLasTd4jDn1k60+RFQaXAnz3/2dY7DwB7+7K9j/+xmf9OAf9wEYkS9HzqhIYRTphypapS45HrhgI5g20E+8z0qaet0I3tn33LABa+6DhqOhF418/gf68CHUWkpo4wGj9r6Up+Id/sCN6+SJ933peqf/ebk+avGom54JdC3v7hsw4Yy+egOGbBTsuiVdn5HMIWQjrfKUWdcstl2E2V4Pimzj3vyprf3X3iXuMRX7QCFuXNfVEKPpikr0rZn1K3VQnwz0XzXA7lGdYZ2fmbtYqtFNiYuvP36Sq3kg2bF5VUbrlM46RogyJ1KNPhBxrSMdMHzdsKOJsdAoN9JSClRo4F+fJfioDdwdwI2XwJu30R5u2vw2ddT/yJ7Px16NCpU0651Im7HzYefMXXKpD7QqePxdQxQV8VQ2+l60YF/lr9FPAX8M8WFBMmdDmVrNbE8CpVghe5byjQTKXUdiKkRsEfQCEz/V7BbBQugLvjHyvunQCiPgLSChgkwHECuRGCdXVuX4R5+4fxOjuks18/mM8ha0GYbmtrs8LaLdfzcspl2E0VzfGY0E2fYvlWiflRLE0m1RfwDxkNUwTIBDqEhhFhKaeSLUY5VGI8csdbLx/4W0QvB3kg4K8vEeWUy7C4+wL++uNkSk0BfwF/bVmsBNiEEWMCDeVUsmH9Dz6vBC9ymXtVIG6/v/PXyVEQZvYHaDeNhAIfLcWa/YO3L8pl9g/eWjhQdv46NyNymf2D45E79wV+2prIDIFdzBwoVLcS86NUtEbRjoC/gL+23JkwmUyg4UACfxaOXB7x1Y7T5sb2dx3+HrgsbduJg1eter2QMGV7tZOFL8JRI1EALXq5pTPR7N8EcX8j+mN2boRg+8HbF+lzzv0S3XPXW7JvLYR5+4cJv86thYA1aL81++eTg+CYB8c3dd75X7buueuk7PEoZnzDxibsuQm6IozGKJ8L+Av4a8ufCZPJBBr2ZfD3vN9Pg6NOJwJHtduQz4O9kGCw53chb38dL/nujthDcLDQ9fUHPdPSlXh78Jv5bhnYjn2GIjUZUN1puyZx0C9/uX39+vU5gTfM27+nI3YpFBYDmEygjRZZV83r7Nzo07EhFjuumvAjBXDs/T4Q/bKlM3FtNm8m4vBX0lwLZYztH+btX2mrVJjiMkFXhNEY5XMBfwF/bfkzYTKZQMO+Cv5jZnA6BVAN3sD3E2gQKBxLPigkOVL63pnt7R/mJd/DwK/opCzh+7O/AAi7ZTD6nqInmru6rsoF/mFmf53Y/j3tMQ5ANjNIZzBHgf/7RMC/xLkWypLYR8fbX8BfW5UaUVHAX8BfWxBNAF4TaNhXwd/1fld4OwgjMXbd4l+pwzf9uPthAhH0/M7l7a/jJd/dHttOIM7xMYbjSu1qTSTdO/5htwyC79XMmLV41xe+sDPb0z7M2783Hr8chM9n93fQst+0YPXqlze1t7dZcJ7Kfk6Kft6cSGTEox4v+O8rKX3DvP2zeWTCPDWBhrC5FOVzAX8Bf235M2EymUDDgQ7+Qc/vcoF/2C2DUoB/dzx+hUVu1tGMIuC/t0oI8/YX8NdWo8ZUFPAX8NcWRhOA1wQa9lXwL2T2z+XBnk8wcpn9s739NWL7F232D94y8Gnj77au7rqykmZ/5eB9rcnkb7OsFpTP7yBsgo0ntn+uNssplzre/kGaTJinJtAQNvZRPhfwF/DXlj8TJpMJNJRTyWoPxjhTlrre76DTyHP4U8CGXHH3w+jgGwCFvP11vOT53F8pN6sne/yta+1MjoR99Uq+WwZpxzmT4EwG2Zv4lkEhh78wb/+e9vYPAU4HgSYD2DjsqKsPSSY3+DT0xGLHwcaP4GA+CH0KWNXalfxqNn/Ga/bndsYb2z8PDWU58+dvFZMHwYR5agINYfMoyucC/gL+2vJnwmQygYZ9Gfy1B1uj4kQAT6P50Co6sf2DjRTjrR768UAFDltLUG9zDllwqr1h/YrmriSnKi97yb7JMK+r69emJ/bpjsUugk1vcpmTVo+3JpO/KhejTNAV5epbKdoV8Bfw15YjEyaTCTQI+I+ITNTgHxZLPijYxXqr606KYOAap6lpjrV798uA+km5FwC5bjIosm8eMjilLy9WSOGjQd4qBzeXawFggq7QlaMo6gn4C/hry50Jk8kEGgT8owd/nXCyQcEu1ltdd1J0t8dG49X74J8vJLFumzr1ct1kIKK1A9cvX9rW1ha5Xs81T8NuX+j0u5g6JuiKYuitdN3IhaRQhyWxzxh3TBBkoSED9Mp2tqqrBKIejyh3/gL+sa8QcHxQVgT8M2dO1PNDdx5HVU/AX3b+2rJnwmQygQbZ+Ue/82cKwmLJh5n9dfIRhE0Ok8z+Ftk394vZf3TITNAVYfIT5XMBfwF/bfkzYTKZQIOAvxngrxPbPyjcxXira08KDkjUEV/hKLxdHXrou2jjhpWF8hEU025Y3eybDC2rE3cY7/DXEbsICse5fSM81topDn9h41yu5wL+Av7asmUC8JpAg4B/acA/LO6+rmBGefzANLIHu2XTm4ZPP2Opfe+ai8vlwBbGj2LlMjunQNqCQ0CT+50JeuKbME9NoCFszKJ8LuAv4K8tfyZMJhNoKFbJajO4yIpR82IioBsWd78YVkyEjmK+k6tu0IPdj3ZYTg/2QvQWK5dZKZbnWqBWBTwJqAH+zkT6EbVsMv0m0DBR+Srn+wL+Av7a8mXCZDKBhmKVrDaDi6wYNS8mArql9PyeCB1Fsnyv6sF+jII/0drWzsSyibZd7PvFyOXeOQXoCAKmuEGfoLa64D+BfkQtmwL+4dIj4C/gHy4lXg2Z0COMKEbJajN3HBWjHo+JgK6A/zgGPOSVYuRSwL/0/N/XWhTwF/DXltmowcaU1XwxSlabueOoGPV4TAT8xew/jgEvIfhzU2L2L/0Y7EstVgL82YGkjzdMAcY0AugH4BRiltzzH+NO1IreFOA1gQ8C/hkWkHR2Kl1dBRgWd1+3nYksQnS/Uaie67iorOPSZ5x+jX3fmovL6cFeiI5i5TI7p4BlIe0oNZJmeYKe+CbMUxNoKIV8lauNcoL/bABvBHA7gMMAvAJgJoBVAFIADgbwNQA/zdc5AX8B/2zZMGFCF6tkyzV5o+ZF1KDr89UEOqKmgfMWEOwzndNOX2Hft+aytF2TOHjVqtdLKXvF5EaIWjZN2ayUkv+lbquc4H8JgFMAN1/2HA/8lwDgleWVAOYCeAkAWwH25OqYgL+Av4B//ikftYKNGvAE/Ec4kCvFMoieaOlMsJ4tSSk2N0LUsingHz7s5QT/0bkZAP//AHAvgE7XsDRi9m8DsF7Av/BgyWQa4Y8JfJCd/8hYCPiPzdkoeRHMW+DfOGDKdjhYfEwyuTscBsJrFJsbwYR5agIN4ZyNrkalwT8BgP/d6nX5ZQBv5Tzay5cvX0ZES7NZEYvFouOOfFk4IBwQDhjOAev552H/4cG9qBzuWAzU1JSE+kp8oySEZjViQpKjcvSrFG1WGvyvAbATwLcB2AD4TGpqPsc/MfuPDbEJq1ihIWPHK4l9lKL169eP2+GvFArMFAtElDv/XGb/UuQtCI5PLrN/oW+IriiVdJevnUqD/3sAfAbAuwHwlv7zAN6er3sC/gL+2bJhglIRs3/GIkjA34AjEM5boOCcmTr1tBX2/Q9clrbtkjv8FZMbwYR5agIN5YPuibdcKfBnz/9XAdQD+A2Ao72/zwbwJwH/8IE0QZCFBtn5ByU1yt2uaXSUmhfZcfepSq2Zvyq5tpCmMGVRyjSKrgjX6VHXqAT45+pjK4AtAIYLMUB2/rLzl51//hkStYItNeCNVxmaQEepaQgG4PH5Ukv2J2Z1dm7OxycB/0zORD0/xivPlXovKvDX6p+Av4C/gL+Af5iyKDXwhn0v1/NS0rB36N2RL5Kim5oTCb4tlbMI+Av4FyO7Av4h3DJl9WgCHULDiLCYomSjHo9SAl4xSiu7rgl0lJIGAf+JSINZG6bS9KQ8rQj4C/hrS1bUYMOEmkCDgH/GIkgc/srg8JfL7K8cXNaaTPbKzl9PZZmgK/QojaaWgL+Av7bkmTCZTKBBwF/Av9zWh+y4+8pKrzmo87a/FJqspsilKYt0E3SFtnKNoKKAv4C/ttiZMJlMoMEUJRs1L0pp6tYWwhwVTaDDIBoijz8h4D8Raa7cuwL+Av7a0hY12JiiVAT8Zedf7p2/9qQMVDRFLk2Zpyboq/GMY6XeEfAX8NeWNRMmkwk0mKJko+aFCbtdFl4T6DCIBtn5exot6vmhrVgjqijgL+CvLXomTCYTaBDwl52/7PwLqw0T5qkJNGgr1wgqCvgL+GuLnQmTyQQaBPwF/AX8Bfy1FaehFQX8Bfy1RdME4DWBBgF/AX8BfwF/bcVpaEUBfwF/bdE0AXhNoEHAX8BfwF/AX1txGlpRwF/AX1s0TQBeE2gQ8BfwF/AX8NdWnIZWFPAX8NcWTROA1wQaBPwF/AX8Bfy1FaehFQX8Bfy1RdME4DWBBgF/AX8BfwF/bcVpaEUBfwF/bdE0AXhNoEHAX8BfwF/AX1txGlpRwF/AX1s0TQBeE2gQ8BfwF/AX8NdWnIZWFPAX8NcWTROA1wQaBPwF/AX8Bfy1FaehFQX8Bfy1RdME4DWBBgF/AX8BfwF/bcVpaEUBfwF/bdE0AXhNoEHAX8BfwF/AX1txGlpRwF/AX1s0TQBeE2gQ8BfwF/AX8NdWnIZWFPAX8NcWTROA1wQaBPwF/AX8Bfy1FaehFQX8Bfy1RdME4DWBBgF/AX8BfwF/bcVpaMVKg38tgFcB/Nbjx7MArs7HmxUrVqglS5ZUmsYMckwAGybIBDqEhgzQizxvetTjYUIOex4RE+gwiIbI5VL0laFon0VWpYF1IYCvAng/gFQYiwT8xzgUtaKXCT02FrLzl52/7Pxl5x+GX6Y/rzT4XwhgFYBJAB4GcAWA+2TnHy4mAv4jPDKBDwL+Av4C/gL+4Vrb7BqVBv8zARwP4HsA2gF8CQBbA9Ty5cuXEdHSbHbFYjGzOSjUCQeEA8IB4YCRHGhra6s0xhnJh1xEVZoxNQDS3j/bM/23AujJRZyY/cXsny0XsvM3RyZMOOdmbphAh0E0yJm/N0VM0BUmrwQqDf5fATALwKcAnAzgFgBtYvYPFxETBFloyDB3R65kox4PEwBPwH9Md5hyHGXK8VzU8yNcq0dbo9LgPw/Avd6Onx3+2Mx/p4B/uBCYIMhCg4B/UFIF/PcC3nRbW5sVPpvLU0PAP5OvJuir8ox0aVqtNPj7VM8FsCWsC2L2N8fEK6t583ZYUSs3AX8B/3w6PGrZNEVfhWFclM+jAn+tPgv4C/hnC4oJSsWUHVbUvBDwF/AX8NeCMiMrCfiHDEvUCtYnzwQ6hAYx+4vZP7fCMGEhZMqi1JRdtwn6ykjU94gS8Bfw15ZPEyaTCTSYomSj5oUJgMfCawIdBtEQuSOqgL+2So20ooC/gL+2AEYNNqYoFQH/DAtIpE5uAv7m+aKYMk9N0FfayjWCigL+Av7aYmfCZDKBBgF/Af/sSSM7/0yOmDBPTaBBW7lGUFHAX8BfW+xMmEwm0CDgL+Av4F9YbZgwT02gQVu5RlBRwF/AX1vsTJhMJtAg4C/gL+Av4K+tOA2tKOAv4K8tmiYArwk0CPgL+Av4C/hrK05DKwr4C/hri6YJwGsCDQL+Av4C/gL+2orT0IoC/gL+2qJpAvCaQIOAv4C/gL+Av7biNLSigL+Av7ZomgC8JtAg4C/gL+Av4K+tOA2tKOAv4K8tmiYArwk0CPgL+Av4C/hrK05DKwr4C/hri6YJwGsCDQL+Av4C/gL+2orT0IoC/gL+2qJpAvCaQIOAv4C/gL+Av7biNLSigL+Av7ZomgC8JtAg4C/gL+Av4K+tOA2tKOAv4K8tmiYArwk0CPgL+Av4C/hrK05DKwr4C/hri6YJwGsCDQL+Av4C/gL+2orT0IoC/gL+2qJpAvCaQIOAv4C/gL+Av7biNLSigL+Av7ZomgC8JtAg4C/gL+Av4K+tOA2tKOAv4K8tmiYArwk0CPgL+Av4C/hrK05DKwr4C/hri6YJwGsCDQL+Av4C/gL+2orT0IpRgX8jgH4ATiG+rFixQi1ZsiQqGl3STAAbU+gwgRcm0CDgL+Av4C/gbyima5NVaWCdCWAVgBSAgwF8DcBP81Er4D/GGRNAT2jIAD2nra2t0vMnY6pEPR7eIijd1tZmaWucMlQ0gQ6DaIhcLmWzUgYhL0OTlVZeSwBMAnAlgLkAXgLAVoA9ufom4C/gny0XUQMe0yM7f9n5y85fdv5lwOOKNllp8P8PAPcC6ATA32azfxuA9QL+Mpl0JF/A35wFoQm73cBiLFILhAm8MGVRKjt/HU0WfZ1Kg38CAP+71ev6ywDeCmDj8uXLlxHR0iBLqqurMTw8HD2XhALhgHBAOCAc2Kc4MHv2bHz0ox+tNMbtMzyqNGOuAbATwLcB2ABeBzA1n+OfCWZ/E2hgaTKBDqFhzNy9cuVKJ2pn1KjHg3eaK1euTC9ZsiTyM/+o6TCBFx4NkculQfqKeRGpbJq8Eqg0+L8HwGcAvBtADMDnAbw9H4OiVm6mCLEpdMh4CPgH56oJgOeb/QX8R3xRTFiUGqSvBPwLrD4qDf71AH4D4GgA/PfZAP4k4B++PhTgHeGRCXwwRclGzQsB/7F5awIvTJFLU+bpihUrBPwNAn+flFYAWwAUPNCPWrmZIsSm0CHjITt/2fnn1qYC/pl8MURXCPgbCP7hW10A7AT4pS99aZlW5TJVMoEG7poJdAgNY+C/YsWKpQe6bDLgmcAHE+gQGjIVsOiKMgFSCZuttNm/hKRLU8IB4YBwQDggHBAOjIcDAv7j4Zq8IxwQDggHhAPCgX2YA/sK+PN1DXYQ7KsQrxu872RHHuTohLsqRAN/pgrANACvBr5Zy0HmAAxViA6OwMj8D/a70uPBfeYymNXnSoxHHYB0ln9Kvv5r5awY57hN9q7JBl+fAeC1rPbKKR9N3hxk+QuW6d7v/viUUz5yjQfrMb4yzFeHg6XS4zEFwI4KjQfrBh6P7Rp9Lud45JLBYmjTmQ65vpFPP5ZzzHVo3Wfq7Avg//cAPgeg1wPDD2SBYSmZXe3lGuC8Axx1kGMR/AOAYwDcDOBFLycB//aXUn44T1vfAHCsdzWSJ9S3ALzZo+sRAP8UlhxpAjSykv1PAKzQOBLjowA4CFMlx4PJ/46n2JkeDgfNsnB8BcaDlQjz/kaP77/yeJmr/wyG2jkrihyTwwCc6l2LZTnkcgaAHwBgGWA6OXIm36Ipl3zMBvBGALcDYHpeCfSB58qTAM4F8Icyyke+8eBrw8sBPAWAF0hXeAuiSo7HWwB82QNi5hXPE54v5RoPviL9Ce+mVFifyzVfc8ngf3lyqktb2FTI9w3/vaB+LCpvTNiHD4TnpoM/Ax7fCOBVPa+oGQgYAHiyl6O8C8ANAN7hNX4fgO8D+EcAXwfwPwAu8SYeK51yFo6JcJm34OFvnewFR2JFw+VZAB8F8GCZiPgIAP7Wp7xQzBcBuAvAQAXHg4GGAY6tH7wQ453lfAA/q8B4vAnAhwG8F8AXATD455NHBn/tnBVFjhfnw+BFyHHeIpRfZ7m83guVzTL77x7ocvCscsgHy/wpAP4FwJwA+Nd4ETsPBfBJAH8u43zNNR7MC44SegKAHgBHeVaqv6vwePzE6zsvyHjx0QJgdZnmK/Oc54FvhbnKGxPeHGXLoG+JKIf+zCWDLKe6tOXN6RKYH7m+caT3PFs/FpU3psg5uF9WNx38WalwLgCO/8+Fd7qsBHnnXY7Cyp13mLu9HT7vaN7gASyDb7e38/6tN+HKQQO3uQDADwFcB4AnN4P/Bz0FzEqWyx0AbgNwS5mI+CqAEwOKlelYV+Hx4K793ltw8FEMmzgv9MahUuPBoah/6YF/Pnlk8NfOWTGO8eJdN4OJv/NnJc9HUnwc8U3vSIwXgQzQ5ZQP7mcQ/Pnba7x5yfLCC/Nyz9fgeLBM8FEgL8zOAvALAJd7oFvJ8eAdKs/HX3uLRZ6vvHAt13jwYpiPOLj/zP+bvP5n9/k0z0JWDv2ZSwZZ9nRpy5vTJTA/8n0jl34sKm/MOObgfveK6eDPSi8JwF/tXeqZQD9W5pFo93ZTfM2QFRyHJGYaWLmx4D0AgGMVlKPw4oNXvLzA4RU708DKhHfgvLPhBRAXNslzPVZ45Si8m+Fd5fnegofTLzPwcm6GSo1Hs7fzZ4XPRzIdAPg33uVUajyCYJNPHtn0mjNnRYkGJhv8uVkG4X8DcDgA3gVdUAH5CII/WwPYKvIhALwYZvDnRXO552twPBhg/+bttvlIgq10P/f4Ucnx4DnKEUu7APCx5I8B9Jd5PPjoi+foXz1dwf3O7jNbrnhhUK75mi2DfCzKRYc2N6eLxvzI/gZbenLpx7x5YzS+cUBWMR382cmPdzjssMKKh82OXPgsrVyFz+54AvNCg03OXHj3yd9e6+2GOUcBK9xyFAb6ewA87J23H+EpE9758Vmf/10+X2OFWy7fA170sAnvS14nedKd6Z3vVmo8+OiBAZ/Pk7n8n2fuZz5UajyCYJNPHnmHop2zYhxCkw3+B3kKkBX+Ss8ywru8cstHEPz/CIDPt9nh8CQAz3nHUDxG5ZSP4HjwOS87w7J5m/nPCxHehbO/TiXHg+cGH4uxzwN//7sAPl3G8eB5yD4Nn/UWHCxSufKmzPMWZOUYj1wyyHTo0pY3p0tgfuT6Rj79yBuCco75OKat2a+YDv7Mvce9XS+b4BkU2ZmGz97LUTjsMK8qGXCDXrvsWLLVc/7is3/e4VxdDgI8Ux7vbrnwEQcrdN5V8E5ig3ccwd7V7FDE1ods7+JSkcWLH/Z1YHMqn2Gysufzdl4QsRWiEuPBuwN2tOSdBJu42c/hfQB4UVCp8QiCTT55ZGuNds6KcQxQNvjzQpAXh7xA8wt7RJdbPoLgz7LH/ebCVijedfOClOWknPIRHA/WX5sAfNyzPvzIc4LjBUElx4OdLXkhxqnKeePAFhE2gZdjPLjPPOd5XrKPhV/y5U0pl/7MJYPF0hY2FXJ9g486culH1hHlHPMwWve55/sC+LNQ+6Ztdjh7v2cFKAezGVTYlBYs7FTHO39e1XPhc2dORrStHARktcnOW3zu7zsXrvAUK+80WdDZ7FuuwlfG2MGSzf5sfeFFFyu3So4H940VAO+m+GrjnZ5S5fPCSo0Hgw3LH5/pcsnVfwZB7ZwV4xiwbPDnnSbvuv3C3vdsHi23fDD483eDV0+ZBh4XdpTlMSm3fGSPB4Mgm7b56IW/z6DLC+VKjgdbXdj3hudJyls0My3lGA//qCMoRuwAy/3O1edyjUcuGWQfBz6G0aUtbCrkk3P/vaB+LCpvTNiHD4Tn+wL48zjwao9Ne3zmHlVhZ0De+bLTX/Y950rSxKZOBkI2cVWisAMPf4t33n6p9Hj4JsJgn6Mcj3z918pZUeZBq7R85OpOpeWD9RjLafaCvJLjwTSwhYz1Q7BUejxy9bnS45FPxCsxHpX4RpmncGWa31fAvzLckK8IB4QDwgHhgHDgAOCAgP8BMMjSReGAcEA4IBwQDgQ5IOAv8iAcEA4IB4QDwoEDjAMC/gfYgEt3hQPCAeGAcEA4IOAvMiAcEA4IB4QDwoEDjAMC/gfYgEt3hQPCAeGAcEA4IOAvMiAcmBgHvuBFHTwdwP1eUxzu9hwvEVDwiuTEviRvCweEA8KBEnFAwL9EjJRmDlgO5AJ/jkB5tpePgIO+SBEOCAeEA0ZxQMDfqOEQYvZBDoSBPyck4uh3HJmSo5CxVYCTM3H0Mo5Wx7Hx+XcO2crRHDlG+yIAnCSFU/XyPw5gw8ms+B+nVOYkSxx18DwAX/HCXnMkN46uxuGnH/ICznDIXY4+xxHvOEwyt825GjhBE6e95UiVnMuCU2RzRjjOEMfR+jhd8GIvpfTB3rc4nDW3xX3hLHqcZZK/+cI+OGZCsnDggOeAgP8BLwLCgAlywAf/XYE8CxzpjQsDP4eMZgDnRCwM+JyQiEGZE79wrgLOI8HvMghzdDJOScvAe7GX04HTCHOeBU7ixNnjOIQqWxX4v5xh0k/pzCFeOYsbh/rlhC78Oy84OPHPQi/efBwAh23mZ7wA4IRJHCaaS/qB9QAAAx9JREFU00dz6GY+tuB3Nnt//9RbOHDoWM6XzglzOHsaF15gMI1RRt2c4NDJ68KBA5cDAv4H7thLz0vDAR/8GdwZHLkw4PMCgMH/dwBO8NIzO15SqrcB4LCvnByJgZrrcuhijlHPmdqe9nbhDNKcSfIZ731OXHOItxjg3TrX4zpsKbgNgE8L50L4fx5Qc3pqPxsh55u/zANstjJw3gYOk8z/ePHAC4VZXh4HXhTw/7PPAi9MOJEQWxwY/HkhwM+kCAeEA/soBwT899GBE7KN4UCY2Z/Bm7Mw8q6eC+ed5/SvTV6GRDb3c4ISLpy/gnfZvCvnnT2Xd3ipjHlHz3ni/cJgzMlsGPw50yEDO2fT42RP/D6b7znbHh8VMLhz3HumhR0T+b9cOBMaWxW4jQcD3/N9Fhjgh73fOYsiWwQY/Pm4gY8vpAgHhAP7KAcE/PfRgROyjeFAGPh/ztsx8+55i3f2ziZ2Nu2z2Z9Bmc/euTDo8hk7AzKnM+asipyuljNLsrWAQZfTTnd45/dsPfCBm60GvJtnSwIvNji9Li8ceEHA7/BZ/ye8BQSf/bOvAB838E6f/Qi4/KvnM3AtgKu8Iwimkf/mrIbsU8DgzzcZypVW25iBFUKEA/szBwT89+fRlb5VggM++LMz3APeB4NX/RiI2UHO38n3eCD+1xzgz+Z6Nr/7PgOcwprP6dnUfyOAC7z2GYB5gcDPGPwf8Xbx/Jh9Cdin4EQA/L6f+pePH2KeXwIvLPjMnp+zlYAd/fjbxwJgujhl9De81LTc5hOegyC/J+BfCamSbwgHyswBAf8yM1iaFw54HOAdOTvbbQLAZ//5ig2Ac7ZzaljODx8svEvnM3g/dS173DP4s+XgOQCDAPoCL3BbbEng39jZsNjCqWB58dIbcRrrYumW+sIB4UAIBwT8RUSEA/suB4Lgzzt5KcIB4YBwQIsDAv5abJJKwgEjOTAfwBsA/BnAdiMpFKKEA8IBIzkg4G/ksAhRwgHhgHBAOCAcKB8HBPzLx1tpWTggHBAOCAeEA0ZyQMDfyGERooQDwgHhgHBAOFA+Dvx/4mNx683cC78AAAAASUVORK5CYII="
     },
     "metadata": {
      "jupyter-vega": "#dd242f34-5f50-4af2-81aa-99c1cf7e7e0f"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "source = data.cars()\n",
    "\n",
    "alt.Chart(source).mark_circle().encode(\n",
    "    x='Horsepower',\n",
    "    y='Miles_per_Gallon',\n",
    "    color='Origin',\n",
    ").interactive()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## tooltips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}, \"mark\": {\"tooltip\": null}}, \"data\": {\"name\": \"data-f02450ab61490a1363517a0190416235\"}, \"mark\": {\"type\": \"circle\", \"size\": 60}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Origin\"}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"Name\"}, {\"type\": \"nominal\", \"field\": \"Origin\"}, {\"type\": \"quantitative\", \"field\": \"Horsepower\"}, {\"type\": \"quantitative\", \"field\": \"Miles_per_Gallon\"}], \"x\": {\"type\": \"quantitative\", \"field\": \"Horsepower\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Miles_per_Gallon\"}}, \"selection\": {\"selector002\": {\"type\": \"interval\", \"bind\": \"scales\", \"encodings\": [\"x\", \"y\"]}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v3.3.0.json\", \"datasets\": {\"data-f02450ab61490a1363517a0190416235\": [{\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"chevrolet chevelle malibu\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3504, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"buick skylark 320\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3693, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"plymouth satellite\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3436, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"amc rebel sst\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3433, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.5, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"ford torino\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3449, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 198.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"ford galaxie 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4341, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 9.0, \"Cylinders\": 8, \"Displacement\": 454.0, \"Horsepower\": 220.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"chevrolet impala\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4354, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 8.5, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth fury iii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4312, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"pontiac catalina\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4425, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 8.5, \"Cylinders\": 8, \"Displacement\": 390.0, \"Horsepower\": 190.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"amc ambassador dpl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3850, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 133.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": null, \"Name\": \"citroen ds-21 pallas\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3090, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": null, \"Name\": \"chevrolet chevelle concours (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4142, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Miles_per_Gallon\": null, \"Name\": \"ford torino (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4034, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.5, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": null, \"Name\": \"plymouth satellite (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4166, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": null, \"Name\": \"amc rebel sst (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3850, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 170.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"dodge challenger se\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3563, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 8.0, \"Cylinders\": 8, \"Displacement\": 340.0, \"Horsepower\": 160.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth 'cuda 340\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3609, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 8.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": null, \"Name\": \"ford mustang boss 302\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3353, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 9.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"chevrolet monte carlo\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3761, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"buick estate wagon (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3086, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"toyota corona mark ii\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2372, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"plymouth duster\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2833, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc hornet\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2774, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"ford maverick\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2587, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"datsun pl510\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2130, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 20.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"volkswagen 1131 deluxe sedan\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1835, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 110.0, \"Horsepower\": 87.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2672, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"audi 100 ls\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2430, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 104.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"saab 99e\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2375, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 12.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 113.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"bmw 2002\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2234, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"amc gremlin\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2648, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 215.0, \"Miles_per_Gallon\": 10.0, \"Name\": \"ford f250\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4615, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 200.0, \"Miles_per_Gallon\": 10.0, \"Name\": \"chevy c20\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4376, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 210.0, \"Miles_per_Gallon\": 11.0, \"Name\": \"dodge d200\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4382, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 18.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 193.0, \"Miles_per_Gallon\": 9.0, \"Name\": \"hi 1200d\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4732, \"Year\": \"1970-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"datsun pl510\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2130, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"chevrolet vega 2300\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2264, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"toyota corona\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2228, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": null, \"Miles_per_Gallon\": 25.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2046, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 20.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 48.0, \"Miles_per_Gallon\": null, \"Name\": \"volkswagen super beetle 117\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1978, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"amc gremlin\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2634, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"plymouth satellite custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3439, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"chevrolet chevelle malibu\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3329, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"ford torino 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3302, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc matador\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3288, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"chevrolet impala\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4209, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"pontiac catalina brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4464, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"ford galaxie 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4154, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth fury iii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4096, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 180.0, \"Miles_per_Gallon\": 12.0, \"Name\": \"dodge monaco (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4955, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"ford country squire (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4746, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"pontiac safari (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 5140, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc hornet sportabout (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2962, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"chevrolet vega (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2408, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"pontiac firebird\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3282, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"ford mustang\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3139, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"mercury capri 2000\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2220, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"opel 1900\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2123, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 19.5, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"peugeot 304\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2074, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 88.0, \"Horsepower\": 76.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"fiat 124b\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2065, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"toyota corolla 1200\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1773, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 72.0, \"Horsepower\": 69.0, \"Miles_per_Gallon\": 35.0, \"Name\": \"datsun 1200\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1613, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"volkswagen model 111\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1834, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 20.5, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"plymouth cricket\", \"Origin\": \"USA\", \"Weight_in_lbs\": 1955, \"Year\": \"1971-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"toyota corona hardtop\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2278, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 97.5, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"dodge colt hardtop\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2126, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 23.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 54.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"volkswagen type 3\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2254, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 19.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"chevrolet vega\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2408, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"ford pinto runabout\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2226, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chevrolet impala\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4274, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"pontiac catalina\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4385, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"plymouth fury iii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4135, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"ford galaxie 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4129, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"amc ambassador sst\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3672, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 208.0, \"Miles_per_Gallon\": 11.0, \"Name\": \"mercury marquis\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4633, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"buick lesabre custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4502, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 160.0, \"Miles_per_Gallon\": 12.0, \"Name\": \"oldsmobile delta 88 royale\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4456, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chrysler newport royal\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4422, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"mazda rx2 coupe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2330, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"amc matador (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3892, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chevrolet chevelle concours (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4098, \"Year\": \"1972-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 8, \"Displacement\": 302.0, 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18.0, \"Name\": \"amc hornet\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2945, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"ford maverick\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3021, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"plymouth duster\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2904, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 21.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"volkswagen super beetle\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1950, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 11.0, \"Name\": \"chevrolet impala\", \"Origin\": \"USA\", 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{\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"toyota carina\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2279, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 19.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"chevrolet vega\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2401, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 94.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"datsun 610\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2379, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"maxda rx3\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2124, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 18.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2310, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 6, \"Displacement\": 155.0, \"Horsepower\": 107.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"mercury capri v6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2472, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"fiat 124 sport coupe\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2265, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"chevrolet monte carlo s\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4082, \"Year\": \"1973-01-01T00:00:00\"}, {\"Acceleration\": 9.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 230.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"pontiac grand 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\"Displacement\": 198.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"plymouth duster\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3102, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": null, \"Miles_per_Gallon\": 21.0, \"Name\": \"ford maverick\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2875, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"amc hornet\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2901, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"chevrolet nova\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3336, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"datsun b210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1950, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2451, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 21.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"toyota corolla 1200\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1836, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"chevrolet vega\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2542, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"chevrolet chevelle malibu classic\", \"Origin\": \"USA\", 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\"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"volkswagen dasher\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1963, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"opel manta\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2300, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 76.0, \"Horsepower\": 52.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"toyota corona\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1649, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 83.0, \"Horsepower\": 61.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"datsun 710\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2003, \"Year\": \"1974-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 75.0, 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90.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"volkswagen dasher\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2223, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"datsun 710\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2545, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 6, \"Displacement\": 171.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2984, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"volkswagen rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1937, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"amc pacer\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3211, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 115.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"audi 100ls\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2694, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2957, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 98.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"volvo 244dl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2945, \"Year\": \"1975-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"saab 99le\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2671, \"Year\": 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98.0, \"Horsepower\": 79.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"dodge colt\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2255, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 15.3, \"Cylinders\": 4, \"Displacement\": 101.0, \"Horsepower\": 83.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"renault 12tl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2202, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"chevrolet chevelle malibu classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4215, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"dodge coronet brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4190, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 13.9, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"amc matador\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3962, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 12.8, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 152.0, \"Miles_per_Gallon\": 14.5, \"Name\": \"ford gran torino\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4215, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 15.4, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"plymouth valiant\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3233, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"chevrolet nova\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3353, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 17.6, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 81.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"ford maverick\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3012, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 17.6, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 22.5, \"Name\": \"amc hornet\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3085, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 22.2, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 52.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"chevrolet chevette\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2035, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 22.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 24.5, \"Name\": \"chevrolet woody\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2164, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 14.2, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"vw rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1937, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 17.4, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Miles_per_Gallon\": 33.0, \"Name\": \"honda civic\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1795, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 17.7, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"dodge aspen se\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3651, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 21.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"ford granada ghia\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3574, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 16.2, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 18.5, \"Name\": \"pontiac ventura sj\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3645, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 17.8, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"amc pacer d/l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3193, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 12.2, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 29.5, \"Name\": \"volkswagen rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1825, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"datsun b-210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1990, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2155, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 13.6, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 26.5, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2565, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 130.0, \"Horsepower\": 102.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"volvo 245\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3150, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"plymouth volare premier v8\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3940, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 21.9, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3270, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 108.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"toyota mark ii\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2930, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 16.7, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 16.5, \"Name\": \"mercedes-benz 280s\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3820, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 12.1, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Miles_per_Gallon\": 16.5, \"Name\": \"cadillac seville\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4380, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chevy c10\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4055, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"ford f108\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3870, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"dodge d100\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3755, \"Year\": \"1976-01-01T00:00:00\"}, {\"Acceleration\": 18.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 31.5, \"Name\": \"honda Accelerationord cvcc\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2045, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.8, \"Cylinders\": 4, \"Displacement\": 111.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"buick opel isuzu deluxe\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2155, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"renault 5 gtl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1825, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 96.0, \"Miles_per_Gallon\": 25.5, \"Name\": \"plymouth arrow gs\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2300, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 16.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 33.5, \"Name\": \"datsun f-10 hatchback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1945, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"chevrolet caprice classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3880, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"oldsmobile cutlass supreme\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4060, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 13.7, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"dodge monaco brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4140, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"mercury cougar brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4295, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"chevrolet concours\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3520, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 16.9, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 20.5, \"Name\": \"buick skylark\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3425, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 17.7, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"plymouth volare custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3630, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 98.0, \"Miles_per_Gallon\": 18.5, \"Name\": \"ford granada\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3525, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 11.1, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 180.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"pontiac grand prix lj\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4220, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 11.4, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 170.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"chevrolet monte carlo landau\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4165, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 12.2, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"chrysler cordoba\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4325, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 149.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"ford thunderbird\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4335, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"volkswagen rabbit custom\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1940, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 24.5, \"Name\": \"pontiac sunbird coupe\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2740, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 18.2, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"toyota corolla liftback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2265, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 89.0, \"Miles_per_Gallon\": 25.5, \"Name\": \"ford mustang ii 2+2\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2755, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 63.0, \"Miles_per_Gallon\": 30.5, \"Name\": \"chevrolet chevette\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2051, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 15.9, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Miles_per_Gallon\": 33.5, \"Name\": \"dodge colt m/m\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2075, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"subaru dl\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1985, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.1, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 30.5, \"Name\": \"volkswagen dasher\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2190, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"datsun 810\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2815, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 12.8, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 21.5, \"Name\": \"bmw 320i\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2600, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 13.5, \"Cylinders\": 3, \"Displacement\": 80.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 21.5, \"Name\": \"mazda rx-4\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2720, \"Year\": \"1977-01-01T00:00:00\"}, {\"Acceleration\": 21.5, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Miles_per_Gallon\": 43.1, \"Name\": \"volkswagen rabbit custom diesel\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1985, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 66.0, \"Miles_per_Gallon\": 36.1, \"Name\": \"ford fiesta\", \"Origin\": \"USA\", \"Weight_in_lbs\": 1800, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 19.4, \"Cylinders\": 4, \"Displacement\": 78.0, \"Horsepower\": 52.0, \"Miles_per_Gallon\": 32.8, \"Name\": \"mazda glc deluxe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1985, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 39.4, \"Name\": \"datsun b210 gx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2070, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 36.1, \"Name\": \"honda civic cvcc\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1800, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 19.9, \"Name\": \"oldsmobile cutlass salon brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3365, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 19.4, \"Name\": \"dodge diplomat\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3735, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 12.8, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"mercury monarch ghia\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3570, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 19.2, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 19.2, \"Name\": \"pontiac phoenix lj\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3535, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 18.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 20.5, \"Name\": \"chevrolet malibu\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3155, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"ford fairmont (auto)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2965, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.4, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 25.1, \"Name\": \"ford fairmont (man)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2720, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 17.2, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 20.5, \"Name\": \"plymouth volare\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3430, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 17.2, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 19.4, \"Name\": \"amc concord\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3210, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 20.6, \"Name\": \"buick century special\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3380, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 16.7, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 20.8, \"Name\": \"mercury zephyr\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3070, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 18.7, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 18.6, \"Name\": \"dodge aspen\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3620, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.1, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 18.1, \"Name\": \"amc concord d/l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3410, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 19.2, \"Name\": \"chevrolet monte carlo landau\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3425, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 13.4, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 17.7, \"Name\": \"buick regal sport coupe (turbo)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3445, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 11.2, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Miles_per_Gallon\": 18.1, \"Name\": \"ford futura\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3205, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 13.7, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"dodge magnum xe\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4080, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"chevrolet chevette\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2155, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.2, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 27.5, \"Name\": \"toyota corona\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2560, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 27.2, \"Name\": \"datsun 510\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2300, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 30.9, \"Name\": \"dodge omni\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2230, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.8, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 21.1, \"Name\": \"toyota celica gt liftback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2515, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 16.7, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 23.2, \"Name\": \"plymouth sapporo\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2745, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 17.6, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 23.8, \"Name\": \"oldsmobile starfire sx\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2855, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 23.9, \"Name\": \"datsun 200-sx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2405, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.9, \"Cylinders\": 5, \"Displacement\": 131.0, \"Horsepower\": 103.0, \"Miles_per_Gallon\": 20.3, \"Name\": \"audi 5000\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2830, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 13.6, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 125.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"volvo 264gl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3140, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 21.6, \"Name\": \"saab 99gle\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2795, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 133.0, \"Miles_per_Gallon\": 16.2, \"Name\": \"peugeot 604sl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3410, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 31.5, \"Name\": \"volkswagen scirocco\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1990, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 16.6, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 29.5, \"Name\": \"honda Accelerationord lx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2135, \"Year\": \"1978-01-01T00:00:00\"}, {\"Acceleration\": 15.4, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 21.5, \"Name\": \"pontiac lemans v6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3245, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 18.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 19.8, \"Name\": \"mercury zephyr 6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2990, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 22.3, \"Name\": \"ford fairmont 4\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2890, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 18.2, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"amc concord dl 6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3265, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 16.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 20.6, \"Name\": \"dodge aspen 6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3360, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 15.4, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"chevrolet caprice classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3840, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 13.4, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Miles_per_Gallon\": 17.6, \"Name\": \"ford ltd landau\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3725, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 138.0, \"Miles_per_Gallon\": 16.5, \"Name\": \"mercury grand marquis\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3955, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 15.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 135.0, \"Miles_per_Gallon\": 18.2, \"Name\": \"dodge st. regis\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3830, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Miles_per_Gallon\": 16.9, \"Name\": \"buick estate wagon (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4360, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.3, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 142.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"ford country squire (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4054, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 8, \"Displacement\": 267.0, \"Horsepower\": 125.0, \"Miles_per_Gallon\": 19.2, \"Name\": \"chevrolet malibu classic (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3605, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 18.5, \"Name\": \"chrysler lebaron town @ country (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3940, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 31.9, \"Name\": \"vw rabbit custom\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1925, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 15.2, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 34.1, \"Name\": \"maxda glc deluxe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1975, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 35.7, \"Name\": \"dodge colt hatchback custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 1915, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 27.4, \"Name\": \"amc spirit dl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2670, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 20.1, \"Cylinders\": 5, \"Displacement\": 183.0, \"Horsepower\": 77.0, \"Miles_per_Gallon\": 25.4, \"Name\": \"mercedes benz 300d\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3530, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 17.4, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 125.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"cadillac eldorado\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3900, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 24.8, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 27.2, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3190, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 22.2, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 23.9, \"Name\": \"oldsmobile cutlass salon brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3420, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 34.2, \"Name\": \"plymouth horizon\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2200, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 34.5, \"Name\": \"plymouth horizon tc3\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2150, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 19.2, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 31.8, \"Name\": \"datsun 210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2020, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 69.0, \"Miles_per_Gallon\": 37.3, \"Name\": \"fiat strada custom\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2130, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.4, \"Name\": \"buick skylark limited\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2670, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 11.3, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 28.8, \"Name\": \"chevrolet citation\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2595, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 12.9, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 26.8, \"Name\": \"oldsmobile omega brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2700, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 13.2, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 33.5, \"Name\": \"pontiac phoenix\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2556, \"Year\": \"1979-01-01T00:00:00\"}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 76.0, \"Miles_per_Gallon\": 41.5, \"Name\": \"vw rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2144, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 18.8, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 38.1, \"Name\": \"toyota corolla tercel\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1968, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 32.1, \"Name\": \"chevrolet chevette\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2120, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 37.2, \"Name\": \"datsun 310\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2019, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"chevrolet citation\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2678, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 18.1, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 26.4, \"Name\": \"ford fairmont\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2870, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 20.1, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 24.3, \"Name\": \"amc concord\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3003, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 18.7, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 19.1, \"Name\": \"dodge aspen\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3381, \"Year\": 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\"Displacement\": 108.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 32.2, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2265, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 17.9, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 46.6, \"Name\": \"mazda glc\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2110, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 27.9, \"Name\": \"dodge colt\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2800, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 19.2, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 40.8, \"Name\": \"datsun 210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2110, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 21.7, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Miles_per_Gallon\": 44.3, \"Name\": \"vw 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\"Weight_in_lbs\": 1850, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": null, \"Miles_per_Gallon\": 40.9, \"Name\": \"renault lecar deluxe\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1835, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 33.8, \"Name\": \"subaru dl\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2145, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 15.3, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Miles_per_Gallon\": 29.8, \"Name\": \"vokswagen rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1845, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 11.4, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 132.0, \"Miles_per_Gallon\": 32.7, \"Name\": \"datsun 280-zx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2910, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 12.5, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 23.7, \"Name\": \"mazda rx-7 gs\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2420, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 15.1, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 35.0, \"Name\": \"triumph tr7 coupe\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2500, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 14.3, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": null, \"Miles_per_Gallon\": 23.6, \"Name\": \"ford mustang cobra\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2905, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 32.4, \"Name\": \"honda Accelerationord\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2290, \"Year\": \"1980-01-01T00:00:00\"}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 27.2, \"Name\": \"plymouth reliant\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2490, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 26.6, \"Name\": \"buick skylark\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2635, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 25.8, \"Name\": \"dodge aries wagon (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2620, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 12.6, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 23.5, \"Name\": \"chevrolet citation\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2725, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 12.9, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 30.0, \"Name\": 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\"Displacement\": 98.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 34.4, \"Name\": \"ford escort 4w\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2045, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 20.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 29.9, \"Name\": \"ford escort 2h\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2380, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.2, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Miles_per_Gallon\": 33.0, \"Name\": \"volkswagen jetta\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2190, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 4, \"Displacement\": 100.0, \"Horsepower\": null, \"Miles_per_Gallon\": 34.5, \"Name\": \"renault 18i\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2320, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 33.7, \"Name\": \"honda prelude\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2210, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.8, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 32.4, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2350, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.8, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 32.9, \"Name\": \"datsun 200sx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2615, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.3, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 74.0, \"Miles_per_Gallon\": 31.6, \"Name\": \"mazda 626\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2635, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 20.4, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 28.1, \"Name\": \"peugeot 505s turbo diesel\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3230, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.4, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": null, \"Name\": \"saab 900s\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2800, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 19.6, \"Cylinders\": 6, \"Displacement\": 145.0, \"Horsepower\": 76.0, \"Miles_per_Gallon\": 30.7, \"Name\": \"volvo diesel\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3160, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 12.6, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 116.0, \"Miles_per_Gallon\": 25.4, \"Name\": \"toyota cressida\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2900, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 13.8, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 24.2, \"Name\": \"datsun 810 maxima\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2930, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 22.4, \"Name\": \"buick century\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3415, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 19.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 26.6, \"Name\": \"oldsmobile cutlass ls\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3725, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 17.1, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"ford granada gl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3060, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 17.6, \"Name\": \"chrysler lebaron salon\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3465, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 19.6, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"chevrolet cavalier\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2605, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"chevrolet cavalier wagon\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2640, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 34.0, \"Name\": \"chevrolet cavalier 2-door\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2395, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.2, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"pontiac j2000 se hatchback\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2575, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"dodge aries se\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2525, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"pontiac phoenix\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2735, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"ford fairmont futura\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2865, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 20.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": null, \"Miles_per_Gallon\": 23.0, \"Name\": \"amc concord dl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3035, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.3, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"volkswagen rabbit l\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1980, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.2, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 37.0, \"Name\": \"mazda glc custom l\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2025, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 17.6, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"mazda glc custom\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1970, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"plymouth horizon miser\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2125, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"mercury lynx l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2125, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"nissan stanza xe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2160, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"honda Accelerationord\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2205, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.9, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 34.0, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2245, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"honda civic\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1965, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"honda civic (auto)\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1965, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.2, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"datsun 310 gx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1995, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 16.4, \"Cylinders\": 6, \"Displacement\": 181.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"buick century limited\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2945, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 262.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"oldsmobile cutlass ciera (diesel)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3015, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"chrysler lebaron medallion\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2585, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 14.7, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 112.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"ford granada l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2835, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 13.9, \"Cylinders\": 4, \"Displacement\": 144.0, \"Horsepower\": 96.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"toyota celica gt\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2665, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 13.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"dodge charger 2.2\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2370, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"chevrolet camaro\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2950, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 15.6, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"ford mustang gl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2790, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 24.6, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 52.0, \"Miles_per_Gallon\": 44.0, \"Name\": \"vw pickup\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2130, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 11.6, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"dodge rampage\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2295, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 79.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"ford ranger\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2625, \"Year\": \"1982-01-01T00:00:00\"}, {\"Acceleration\": 19.4, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 82.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"chevy s-10\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2720, \"Year\": \"1982-01-01T00:00:00\"}]}};\n",
       "var opt = {};\n",
       "var type = \"vega-lite\";\n",
       "var id = \"a7b54c0e-438d-4968-9759-aa6da86287f9\";\n",
       "\n",
       "var output_area = this;\n",
       "\n",
       "require([\"nbextensions/jupyter-vega/index\"], function(vega) {\n",
       "  var target = document.createElement(\"div\");\n",
       "  target.id = id;\n",
       "  target.className = \"vega-embed\";\n",
       "\n",
       "  var style = document.createElement(\"style\");\n",
       "  style.textContent = [\n",
       "    \".vega-embed .error p {\",\n",
       "    \"  color: firebrick;\",\n",
       "    \"  font-size: 14px;\",\n",
       "    \"}\",\n",
       "  ].join(\"\\\\n\");\n",
       "\n",
       "  // element is a jQuery wrapped DOM element inside the output area\n",
       "  // see http://ipython.readthedocs.io/en/stable/api/generated/\\\n",
       "  // IPython.display.html#IPython.display.Javascript.__init__\n",
       "  element[0].appendChild(target);\n",
       "  element[0].appendChild(style);\n",
       "\n",
       "  vega.render(\"#\" + id, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== \"scripterror\") {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ],
      "text/plain": [
       "<vega.vegalite.VegaLite at 0x11f28b668>"
      ]
     },
     "metadata": {
      "jupyter-vega": "#a7b54c0e-438d-4968-9759-aa6da86287f9"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#a7b54c0e-438d-4968-9759-aa6da86287f9"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alt.Chart(source).mark_circle(size=60).encode(\n",
    "    x='Horsepower',\n",
    "    y='Miles_per_Gallon',\n",
    "    color='Origin',\n",
    "    tooltip=['Name', 'Origin', 'Horsepower', 'Miles_per_Gallon']\n",
    ").interactive()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import altair as alt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "np.random.seed(42)\n",
    "source = pd.DataFrame(np.cumsum(np.random.randn(100, 3), 0).round(2),\n",
    "                    columns=['A', 'B', 'C'], index=pd.RangeIndex(100, name='x'))\n",
    "source = source.reset_index().melt('x', var_name='category', value_name='y')\n",
    "\n",
    "# Create a selection that chooses the nearest point & selects based on x-value\n",
    "nearest = alt.selection(type='single', nearest=True, on='mouseover',\n",
    "                        fields=['x'], empty='none')\n",
    "\n",
    "# The basic line\n",
    "line = alt.Chart(source).mark_line(interpolate='basis').encode(\n",
    "    x='x:Q',\n",
    "    y='y:Q',\n",
    "    color='category:N'\n",
    ")\n",
    "\n",
    "# Transparent selectors across the chart. This is what tells us\n",
    "# the x-value of the cursor\n",
    "selectors = alt.Chart(source).mark_point().encode(\n",
    "    x='x:Q',\n",
    "    opacity=alt.value(0),\n",
    ").add_selection(\n",
    "    nearest\n",
    ")\n",
    "\n",
    "# Draw points on the line, and highlight based on selection\n",
    "points = line.mark_point().encode(\n",
    "    opacity=alt.condition(nearest, alt.value(1), alt.value(0))\n",
    ")\n",
    "\n",
    "# Draw text labels near the points, and highlight based on selection\n",
    "text = line.mark_text(align='left', dx=5, dy=-5).encode(\n",
    "    text=alt.condition(nearest, 'y:Q', alt.value(' '))\n",
    ")\n",
    "\n",
    "# Draw a rule at the location of the selection\n",
    "rules = alt.Chart(source).mark_rule(color='gray').encode(\n",
    "    x='x:Q',\n",
    ").transform_filter(\n",
    "    nearest\n",
    ")\n",
    "\n",
    "# Put the five layers into a chart and bind the data\n",
    "alt.layer(\n",
    "    line, selectors, points, rules, text\n",
    ").properties(\n",
    "    width=600, height=300\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## brushing and linking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "brush = alt.selection(type='interval')\n",
    "\n",
    "points = alt.Chart(source).mark_point().encode(\n",
    "    x='Horsepower:Q',\n",
    "    y='Miles_per_Gallon:Q',\n",
    "    color=alt.condition(brush, 'Origin:N', alt.value('lightgray'))\n",
    ").add_selection(\n",
    "    brush\n",
    ")\n",
    "\n",
    "bars = alt.Chart(source).mark_bar().encode(\n",
    "    y='Origin:N',\n",
    "    color='Origin:N',\n",
    "    x='count(Origin):Q'\n",
    ").transform_filter(\n",
    "    brush\n",
    ")\n",
    "\n",
    "points & bars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import altair as alt\n",
    "from vega_datasets import data\n",
    "\n",
    "counties = alt.topo_feature(data.us_10m.url, 'counties')\n",
    "source = data.unemployment.url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "alt.Chart(counties).mark_geoshape().encode(\n",
    "    color='rate:Q',\n",
    "    tooltip=\n",
    ").transform_lookup(\n",
    "    lookup='id',\n",
    "    from_=alt.LookupData(source, 'id', ['rate'])\n",
    ").project(\n",
    "    type='albersUsa'\n",
    ").properties(\n",
    "    width=500,\n",
    "    height=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
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