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},
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},
{
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},
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},
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},
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},
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},
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},
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},
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"Miles_per_Gallon": 17,
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"Year": "1977-01-01T00:00:00"
},
{
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},
{
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},
{
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},
{
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"Name": "buick skylark",
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},
{
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"Horsepower": 100,
"Miles_per_Gallon": 19,
"Name": "plymouth volare custom",
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},
{
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"Horsepower": 98,
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},
{
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"Miles_per_Gallon": 16,
"Name": "pontiac grand prix lj",
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},
{
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"Year": "1977-01-01T00:00:00"
},
{
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"Miles_per_Gallon": 15.5,
"Name": "chrysler cordoba",
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},
{
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},
{
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},
{
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},
{
"Acceleration": 18.2,
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"Miles_per_Gallon": 26,
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"Year": "1977-01-01T00:00:00"
},
{
"Acceleration": 15.8,
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"Horsepower": 89,
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"Year": "1977-01-01T00:00:00"
},
{
"Acceleration": 17,
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"Horsepower": 63,
"Miles_per_Gallon": 30.5,
"Name": "chevrolet chevette",
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"Year": "1977-01-01T00:00:00"
},
{
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"Name": "dodge colt m/m",
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"Year": "1977-01-01T00:00:00"
},
{
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"Miles_per_Gallon": 30,
"Name": "subaru dl",
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},
{
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"Name": "volkswagen dasher",
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"Year": "1977-01-01T00:00:00"
},
{
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"Name": "datsun 810",
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"Year": "1977-01-01T00:00:00"
},
{
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"Year": "1977-01-01T00:00:00"
},
{
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"Horsepower": 110,
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},
{
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"Horsepower": 48,
"Miles_per_Gallon": 43.1,
"Name": "volkswagen rabbit custom diesel",
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},
{
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},
{
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"Name": "mazda glc deluxe",
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"Year": "1978-01-01T00:00:00"
},
{
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"Miles_per_Gallon": 39.4,
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 60,
"Miles_per_Gallon": 36.1,
"Name": "honda civic cvcc",
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"Year": "1978-01-01T00:00:00"
},
{
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"Name": "oldsmobile cutlass salon brougham",
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"Year": "1978-01-01T00:00:00"
},
{
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},
{
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"Name": "mercury monarch ghia",
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"Year": "1978-01-01T00:00:00"
},
{
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"Name": "pontiac phoenix lj",
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"Year": "1978-01-01T00:00:00"
},
{
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},
{
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},
{
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},
{
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},
{
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"Year": "1978-01-01T00:00:00"
},
{
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},
{
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},
{
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},
{
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"Horsepower": 120,
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"Year": "1978-01-01T00:00:00"
},
{
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"Name": "chevrolet monte carlo landau",
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"Year": "1978-01-01T00:00:00"
},
{
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"Name": "buick regal sport coupe (turbo)",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 139,
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"Name": "ford futura",
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"Year": "1978-01-01T00:00:00"
},
{
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"Name": "dodge magnum xe",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 16.5,
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"Name": "chevrolet chevette",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 95,
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"Name": "toyota corona",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 97,
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"Name": "datsun 510",
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"Year": "1978-01-01T00:00:00"
},
{
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"Name": "dodge omni",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 95,
"Miles_per_Gallon": 21.1,
"Name": "toyota celica gt liftback",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 16.7,
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"Miles_per_Gallon": 23.2,
"Name": "plymouth sapporo",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 17.6,
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"Horsepower": 85,
"Miles_per_Gallon": 23.8,
"Name": "oldsmobile starfire sx",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 97,
"Miles_per_Gallon": 23.9,
"Name": "datsun 200-sx",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 15.9,
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"Horsepower": 103,
"Miles_per_Gallon": 20.3,
"Name": "audi 5000",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 13.6,
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"Horsepower": 125,
"Miles_per_Gallon": 17,
"Name": "volvo 264gl",
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"Weight_in_lbs": 3140,
"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 15.7,
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"Horsepower": 115,
"Miles_per_Gallon": 21.6,
"Name": "saab 99gle",
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"Year": "1978-01-01T00:00:00"
},
{
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"Miles_per_Gallon": 16.2,
"Name": "peugeot 604sl",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 14.9,
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"Horsepower": 71,
"Miles_per_Gallon": 31.5,
"Name": "volkswagen scirocco",
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"Weight_in_lbs": 1990,
"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 16.6,
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"Horsepower": 68,
"Miles_per_Gallon": 29.5,
"Name": "honda Accelerationord lx",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 15.4,
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"Displacement": 231,
"Horsepower": 115,
"Miles_per_Gallon": 21.5,
"Name": "pontiac lemans v6",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 18.2,
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"Displacement": 200,
"Horsepower": 85,
"Miles_per_Gallon": 19.8,
"Name": "mercury zephyr 6",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 17.3,
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"Horsepower": 88,
"Miles_per_Gallon": 22.3,
"Name": "ford fairmont 4",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 18.2,
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"Horsepower": 90,
"Miles_per_Gallon": 20.2,
"Name": "amc concord dl 6",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 16.6,
"Cylinders": 6,
"Displacement": 225,
"Horsepower": 110,
"Miles_per_Gallon": 20.6,
"Name": "dodge aspen 6",
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"Year": "1979-01-01T00:00:00"
},
{
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"Horsepower": 130,
"Miles_per_Gallon": 17,
"Name": "chevrolet caprice classic",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 13.4,
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"Miles_per_Gallon": 17.6,
"Name": "ford ltd landau",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 13.2,
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"Horsepower": 138,
"Miles_per_Gallon": 16.5,
"Name": "mercury grand marquis",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 15.2,
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"Horsepower": 135,
"Miles_per_Gallon": 18.2,
"Name": "dodge st. regis",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 14.9,
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"Horsepower": 155,
"Miles_per_Gallon": 16.9,
"Name": "buick estate wagon (sw)",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 14.3,
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"Horsepower": 142,
"Miles_per_Gallon": 15.5,
"Name": "ford country squire (sw)",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 15,
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"Horsepower": 125,
"Miles_per_Gallon": 19.2,
"Name": "chevrolet malibu classic (sw)",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 13,
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"Horsepower": 150,
"Miles_per_Gallon": 18.5,
"Name": "chrysler lebaron town @ country (sw)",
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"Weight_in_lbs": 3940,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 14,
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"Horsepower": 71,
"Miles_per_Gallon": 31.9,
"Name": "vw rabbit custom",
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"Weight_in_lbs": 1925,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 15.2,
"Cylinders": 4,
"Displacement": 86,
"Horsepower": 65,
"Miles_per_Gallon": 34.1,
"Name": "maxda glc deluxe",
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"Weight_in_lbs": 1975,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 14.4,
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"Horsepower": 80,
"Miles_per_Gallon": 35.7,
"Name": "dodge colt hatchback custom",
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"Weight_in_lbs": 1915,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 15,
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"Displacement": 121,
"Horsepower": 80,
"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,
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"Horsepower": 77,
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
{
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},
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},
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},
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},
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},
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},
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},
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{
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},
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},
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},
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},
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},
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},
{
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},
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},
{
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},
{
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"Name": "renault 18i",
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},
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},
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},
{
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},
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},
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},
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},
{
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},
{
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},
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},
{
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"Name": "buick century",
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},
{
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"Name": "oldsmobile cutlass ls",
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},
{
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"Name": "ford granada gl",
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"Year": "1982-01-01T00:00:00"
},
{
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},
{
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"Year": "1982-01-01T00:00:00"
},
{
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"Horsepower": 88,
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"Year": "1982-01-01T00:00:00"
},
{
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"Name": "chevrolet cavalier 2-door",
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"Year": "1982-01-01T00:00:00"
},
{
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"Miles_per_Gallon": 31,
"Name": "pontiac j2000 se hatchback",
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"Year": "1982-01-01T00:00:00"
},
{
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"Horsepower": 84,
"Miles_per_Gallon": 29,
"Name": "dodge aries se",
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",
"text/plain": [
"<VegaLite 3 object>\n",
"\n",
"If you see this message, it means the renderer has not been properly enabled\n",
"for the frontend that you are using. For more information, see\n",
"https://altair-viz.github.io/user_guide/troubleshooting.html\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# https://altair-viz.github.io/gallery/scatter_linked_brush.html\n",
"\n",
"import altair as alt\n",
"from vega_datasets import data\n",
"\n",
"source = data.cars()\n",
"\n",
"brush = alt.selection(type='interval', resolve='global')\n",
"\n",
"base = alt.Chart(source).mark_point().encode(\n",
" y='Miles_per_Gallon',\n",
" color=alt.condition(brush, 'Origin', alt.ColorValue('gray')),\n",
").add_selection(\n",
" brush\n",
").properties(\n",
" width=250,\n",
" height=250\n",
")\n",
"\n",
"chart = (base.encode(x='Horsepower') | base.encode(x='Acceleration'))\n",
"chart.display()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"chart.save('output/interactive_scatterplot_brushing.html')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.vegalite.v3+json": {
"$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
"config": {
"mark": {
"tooltip": null
},
"view": {
"height": 300,
"width": 400
}
},
"data": {
"name": "data-f02450ab61490a1363517a0190416235"
},
"datasets": {
"data-f02450ab61490a1363517a0190416235": [
{
"Acceleration": 12,
"Cylinders": 8,
"Displacement": 307,
"Horsepower": 130,
"Miles_per_Gallon": 18,
"Name": "chevrolet chevelle malibu",
"Origin": "USA",
"Weight_in_lbs": 3504,
"Year": "1970-01-01T00:00:00"
},
{
"Acceleration": 11.5,
"Cylinders": 8,
"Displacement": 350,
"Horsepower": 165,
"Miles_per_Gallon": 15,
"Name": "buick skylark 320",
"Origin": "USA",
"Weight_in_lbs": 3693,
"Year": "1970-01-01T00:00:00"
},
{
"Acceleration": 11,
"Cylinders": 8,
"Displacement": 318,
"Horsepower": 150,
"Miles_per_Gallon": 18,
"Name": "plymouth satellite",
"Origin": "USA",
"Weight_in_lbs": 3436,
"Year": "1970-01-01T00:00:00"
},
{
"Acceleration": 12,
"Cylinders": 8,
"Displacement": 304,
"Horsepower": 150,
"Miles_per_Gallon": 16,
"Name": "amc rebel sst",
"Origin": "USA",
"Weight_in_lbs": 3433,
"Year": "1970-01-01T00:00:00"
},
{
"Acceleration": 10.5,
"Cylinders": 8,
"Displacement": 302,
"Horsepower": 140,
"Miles_per_Gallon": 17,
"Name": "ford torino",
"Origin": "USA",
"Weight_in_lbs": 3449,
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
{
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},
{
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"Name": "chrysler newport royal",
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},
{
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"Name": "mazda rx2 coupe",
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},
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},
{
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"Name": "chevrolet chevelle concours (sw)",
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},
{
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},
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},
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},
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},
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},
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},
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},
{
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"Name": "honda civic",
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},
{
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"Name": "subaru",
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},
{
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},
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},
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},
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},
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},
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"Year": "1977-01-01T00:00:00"
},
{
"Acceleration": 11.1,
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"Displacement": 400,
"Horsepower": 180,
"Miles_per_Gallon": 16,
"Name": "pontiac grand prix lj",
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},
{
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"Horsepower": 170,
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"Year": "1977-01-01T00:00:00"
},
{
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"Miles_per_Gallon": 15.5,
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},
{
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},
{
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"Name": "volkswagen rabbit custom",
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"Year": "1977-01-01T00:00:00"
},
{
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"Horsepower": 88,
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},
{
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"Miles_per_Gallon": 26,
"Name": "toyota corolla liftback",
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"Year": "1977-01-01T00:00:00"
},
{
"Acceleration": 15.8,
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"Horsepower": 89,
"Miles_per_Gallon": 25.5,
"Name": "ford mustang ii 2+2",
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"Year": "1977-01-01T00:00:00"
},
{
"Acceleration": 17,
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"Horsepower": 63,
"Miles_per_Gallon": 30.5,
"Name": "chevrolet chevette",
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"Year": "1977-01-01T00:00:00"
},
{
"Acceleration": 15.9,
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"Horsepower": 83,
"Miles_per_Gallon": 33.5,
"Name": "dodge colt m/m",
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"Year": "1977-01-01T00:00:00"
},
{
"Acceleration": 16.4,
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"Miles_per_Gallon": 30,
"Name": "subaru dl",
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"Year": "1977-01-01T00:00:00"
},
{
"Acceleration": 14.1,
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"Miles_per_Gallon": 30.5,
"Name": "volkswagen dasher",
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"Year": "1977-01-01T00:00:00"
},
{
"Acceleration": 14.5,
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"Horsepower": 97,
"Miles_per_Gallon": 22,
"Name": "datsun 810",
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"Year": "1977-01-01T00:00:00"
},
{
"Acceleration": 12.8,
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"Horsepower": 110,
"Miles_per_Gallon": 21.5,
"Name": "bmw 320i",
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"Year": "1977-01-01T00:00:00"
},
{
"Acceleration": 13.5,
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"Horsepower": 110,
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"Name": "mazda rx-4",
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"Year": "1977-01-01T00:00:00"
},
{
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"Horsepower": 48,
"Miles_per_Gallon": 43.1,
"Name": "volkswagen rabbit custom diesel",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 66,
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"Name": "ford fiesta",
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"Year": "1978-01-01T00:00:00"
},
{
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"Miles_per_Gallon": 32.8,
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 18.6,
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"Horsepower": 70,
"Miles_per_Gallon": 39.4,
"Name": "datsun b210 gx",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 16.4,
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"Horsepower": 60,
"Miles_per_Gallon": 36.1,
"Name": "honda civic cvcc",
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"Year": "1978-01-01T00:00:00"
},
{
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"Name": "oldsmobile cutlass salon brougham",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 140,
"Miles_per_Gallon": 19.4,
"Name": "dodge diplomat",
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"Year": "1978-01-01T00:00:00"
},
{
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"Miles_per_Gallon": 20.2,
"Name": "mercury monarch ghia",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 105,
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"Name": "pontiac phoenix lj",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 95,
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"Name": "chevrolet malibu",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 85,
"Miles_per_Gallon": 20.2,
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"Year": "1978-01-01T00:00:00"
},
{
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 17.2,
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"Horsepower": 100,
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"Name": "plymouth volare",
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"Year": "1978-01-01T00:00:00"
},
{
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 105,
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"Name": "buick century special",
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},
{
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},
{
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"Name": "dodge aspen",
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},
{
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"Horsepower": 120,
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 145,
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"Name": "chevrolet monte carlo landau",
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"Year": "1978-01-01T00:00:00"
},
{
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"Name": "buick regal sport coupe (turbo)",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 139,
"Miles_per_Gallon": 18.1,
"Name": "ford futura",
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"Year": "1978-01-01T00:00:00"
},
{
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"Name": "dodge magnum xe",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 68,
"Miles_per_Gallon": 30,
"Name": "chevrolet chevette",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 95,
"Miles_per_Gallon": 27.5,
"Name": "toyota corona",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 97,
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"Name": "datsun 510",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 75,
"Miles_per_Gallon": 30.9,
"Name": "dodge omni",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 95,
"Miles_per_Gallon": 21.1,
"Name": "toyota celica gt liftback",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 16.7,
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"Miles_per_Gallon": 23.2,
"Name": "plymouth sapporo",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 85,
"Miles_per_Gallon": 23.8,
"Name": "oldsmobile starfire sx",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 97,
"Miles_per_Gallon": 23.9,
"Name": "datsun 200-sx",
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"Year": "1978-01-01T00:00:00"
},
{
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"Horsepower": 103,
"Miles_per_Gallon": 20.3,
"Name": "audi 5000",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 13.6,
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"Horsepower": 125,
"Miles_per_Gallon": 17,
"Name": "volvo 264gl",
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"Weight_in_lbs": 3140,
"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 15.7,
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"Horsepower": 115,
"Miles_per_Gallon": 21.6,
"Name": "saab 99gle",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 15.8,
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"Horsepower": 133,
"Miles_per_Gallon": 16.2,
"Name": "peugeot 604sl",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 14.9,
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"Displacement": 89,
"Horsepower": 71,
"Miles_per_Gallon": 31.5,
"Name": "volkswagen scirocco",
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"Weight_in_lbs": 1990,
"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 16.6,
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"Displacement": 98,
"Horsepower": 68,
"Miles_per_Gallon": 29.5,
"Name": "honda Accelerationord lx",
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"Year": "1978-01-01T00:00:00"
},
{
"Acceleration": 15.4,
"Cylinders": 6,
"Displacement": 231,
"Horsepower": 115,
"Miles_per_Gallon": 21.5,
"Name": "pontiac lemans v6",
"Origin": "USA",
"Weight_in_lbs": 3245,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 18.2,
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"Displacement": 200,
"Horsepower": 85,
"Miles_per_Gallon": 19.8,
"Name": "mercury zephyr 6",
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"Weight_in_lbs": 2990,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 17.3,
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"Displacement": 140,
"Horsepower": 88,
"Miles_per_Gallon": 22.3,
"Name": "ford fairmont 4",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 18.2,
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"Displacement": 232,
"Horsepower": 90,
"Miles_per_Gallon": 20.2,
"Name": "amc concord dl 6",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 16.6,
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"Horsepower": 110,
"Miles_per_Gallon": 20.6,
"Name": "dodge aspen 6",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 15.4,
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"Miles_per_Gallon": 17,
"Name": "chevrolet caprice classic",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 13.4,
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"Miles_per_Gallon": 17.6,
"Name": "ford ltd landau",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 13.2,
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"Displacement": 351,
"Horsepower": 138,
"Miles_per_Gallon": 16.5,
"Name": "mercury grand marquis",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 15.2,
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"Horsepower": 135,
"Miles_per_Gallon": 18.2,
"Name": "dodge st. regis",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 14.9,
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"Horsepower": 155,
"Miles_per_Gallon": 16.9,
"Name": "buick estate wagon (sw)",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 14.3,
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"Displacement": 351,
"Horsepower": 142,
"Miles_per_Gallon": 15.5,
"Name": "ford country squire (sw)",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 15,
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"Horsepower": 125,
"Miles_per_Gallon": 19.2,
"Name": "chevrolet malibu classic (sw)",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 13,
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"Horsepower": 150,
"Miles_per_Gallon": 18.5,
"Name": "chrysler lebaron town @ country (sw)",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 14,
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"Horsepower": 71,
"Miles_per_Gallon": 31.9,
"Name": "vw rabbit custom",
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"Weight_in_lbs": 1925,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 15.2,
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"Horsepower": 65,
"Miles_per_Gallon": 34.1,
"Name": "maxda glc deluxe",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 14.4,
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"Horsepower": 80,
"Miles_per_Gallon": 35.7,
"Name": "dodge colt hatchback custom",
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"Weight_in_lbs": 1915,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 15,
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"Horsepower": 80,
"Miles_per_Gallon": 27.4,
"Name": "amc spirit dl",
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"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 20.1,
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"Horsepower": 77,
"Miles_per_Gallon": 25.4,
"Name": "mercedes benz 300d",
"Origin": "Europe",
"Weight_in_lbs": 3530,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 17.4,
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"Displacement": 350,
"Horsepower": 125,
"Miles_per_Gallon": 23,
"Name": "cadillac eldorado",
"Origin": "USA",
"Weight_in_lbs": 3900,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 24.8,
"Cylinders": 4,
"Displacement": 141,
"Horsepower": 71,
"Miles_per_Gallon": 27.2,
"Name": "peugeot 504",
"Origin": "Europe",
"Weight_in_lbs": 3190,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 22.2,
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"Displacement": 260,
"Horsepower": 90,
"Miles_per_Gallon": 23.9,
"Name": "oldsmobile cutlass salon brougham",
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"Weight_in_lbs": 3420,
"Year": "1979-01-01T00:00:00"
},
{
"Acceleration": 13.2,
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"Displacement": 105,
"Horsepower": 70,
"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,
"Horsepower": 70,
"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,
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
{
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},
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},
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},
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},
{
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},
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},
{
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},
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},
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},
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},
{
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},
{
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},
{
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},
{
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"Name": "ford fairmont futura",
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},
{
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"Name": "amc concord dl",
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},
{
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"Miles_per_Gallon": 36,
"Name": "volkswagen rabbit l",
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"Year": "1982-01-01T00:00:00"
},
{
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"Miles_per_Gallon": 37,
"Name": "mazda glc custom l",
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},
{
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"Miles_per_Gallon": 31,
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",
"text/plain": [
"<VegaLite 3 object>\n",
"\n",
"If you see this message, it means the renderer has not been properly enabled\n",
"for the frontend that you are using. For more information, see\n",
"https://altair-viz.github.io/user_guide/troubleshooting.html\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# https://altair-viz.github.io/gallery/selection_histogram.html\n",
"\n",
"import altair as alt\n",
"from vega_datasets import data\n",
"\n",
"source = data.cars()\n",
"\n",
"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",
"chart = points & bars\n",
"chart.display()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"chart.save('output/interactive_selection_histogram.html')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}