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Created August 7, 2019 23:01
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bar.ipynb
{
"cells": [
{
"cell_type": "code",
"source": [
"using VegaLite, VegaDatasets"
],
"outputs": [],
"execution_count": 1,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"dataset(\"cars\") |> @vlplot(:point, x=:Acceleration, y=:Miles_per_Gallon)"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": [
"VegaLite.VLSpec{:plot}"
],
"application/vnd.vegalite.v3+json": {
"encoding": {
"x": {
"field": "Acceleration",
"type": "quantitative"
},
"y": {
"field": "Miles_per_Gallon",
"type": "quantitative"
}
},
"data": {
"values": [
{
"Miles_per_Gallon": 18,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3504,
"Displacement": 307,
"Acceleration": 12,
"Name": "chevrolet chevelle malibu",
"Year": "1970-01-01",
"Horsepower": 130
},
{
"Miles_per_Gallon": 15,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3693,
"Displacement": 350,
"Acceleration": 11.5,
"Name": "buick skylark 320",
"Year": "1970-01-01",
"Horsepower": 165
},
{
"Miles_per_Gallon": 18,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3436,
"Displacement": 318,
"Acceleration": 11,
"Name": "plymouth satellite",
"Year": "1970-01-01",
"Horsepower": 150
},
{
"Miles_per_Gallon": 16,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3433,
"Displacement": 304,
"Acceleration": 12,
"Name": "amc rebel sst",
"Year": "1970-01-01",
"Horsepower": 150
},
{
"Miles_per_Gallon": 17,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3449,
"Displacement": 302,
"Acceleration": 10.5,
"Name": "ford torino",
"Year": "1970-01-01",
"Horsepower": 140
},
{
"Miles_per_Gallon": 15,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4341,
"Displacement": 429,
"Acceleration": 10,
"Name": "ford galaxie 500",
"Year": "1970-01-01",
"Horsepower": 198
},
{
"Miles_per_Gallon": 14,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4354,
"Displacement": 454,
"Acceleration": 9,
"Name": "chevrolet impala",
"Year": "1970-01-01",
"Horsepower": 220
},
{
"Miles_per_Gallon": 14,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4312,
"Displacement": 440,
"Acceleration": 8.5,
"Name": "plymouth fury iii",
"Year": "1970-01-01",
"Horsepower": 215
},
{
"Miles_per_Gallon": 14,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4425,
"Displacement": 455,
"Acceleration": 10,
"Name": "pontiac catalina",
"Year": "1970-01-01",
"Horsepower": 225
},
{
"Miles_per_Gallon": 15,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3850,
"Displacement": 390,
"Acceleration": 8.5,
"Name": "amc ambassador dpl",
"Year": "1970-01-01",
"Horsepower": 190
},
{
"Miles_per_Gallon": null,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 3090,
"Displacement": 133,
"Acceleration": 17.5,
"Name": "citroen ds-21 pallas",
"Year": "1970-01-01",
"Horsepower": 115
},
{
"Miles_per_Gallon": null,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4142,
"Displacement": 350,
"Acceleration": 11.5,
"Name": "chevrolet chevelle concours (sw)",
"Year": "1970-01-01",
"Horsepower": 165
},
{
"Miles_per_Gallon": null,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4034,
"Displacement": 351,
"Acceleration": 11,
"Name": "ford torino (sw)",
"Year": "1970-01-01",
"Horsepower": 153
},
{
"Miles_per_Gallon": null,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4166,
"Displacement": 383,
"Acceleration": 10.5,
"Name": "plymouth satellite (sw)",
"Year": "1970-01-01",
"Horsepower": 175
},
{
"Miles_per_Gallon": null,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3850,
"Displacement": 360,
"Acceleration": 11,
"Name": "amc rebel sst (sw)",
"Year": "1970-01-01",
"Horsepower": 175
},
{
"Miles_per_Gallon": 15,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3563,
"Displacement": 383,
"Acceleration": 10,
"Name": "dodge challenger se",
"Year": "1970-01-01",
"Horsepower": 170
},
{
"Miles_per_Gallon": 14,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3609,
"Displacement": 340,
"Acceleration": 8,
"Name": "plymouth 'cuda 340",
"Year": "1970-01-01",
"Horsepower": 160
},
{
"Miles_per_Gallon": null,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3353,
"Displacement": 302,
"Acceleration": 8,
"Name": "ford mustang boss 302",
"Year": "1970-01-01",
"Horsepower": 140
},
{
"Miles_per_Gallon": 15,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3761,
"Displacement": 400,
"Acceleration": 9.5,
"Name": "chevrolet monte carlo",
"Year": "1970-01-01",
"Horsepower": 150
},
{
"Miles_per_Gallon": 14,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3086,
"Displacement": 455,
"Acceleration": 10,
"Name": "buick estate wagon (sw)",
"Year": "1970-01-01",
"Horsepower": 225
},
{
"Miles_per_Gallon": 24,
"Cylinders": 4,
"Origin": "Japan",
"Weight_in_lbs": 2372,
"Displacement": 113,
"Acceleration": 15,
"Name": "toyota corona mark ii",
"Year": "1970-01-01",
"Horsepower": 95
},
{
"Miles_per_Gallon": 22,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 2833,
"Displacement": 198,
"Acceleration": 15.5,
"Name": "plymouth duster",
"Year": "1970-01-01",
"Horsepower": 95
},
{
"Miles_per_Gallon": 18,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 2774,
"Displacement": 199,
"Acceleration": 15.5,
"Name": "amc hornet",
"Year": "1970-01-01",
"Horsepower": 97
},
{
"Miles_per_Gallon": 21,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 2587,
"Displacement": 200,
"Acceleration": 16,
"Name": "ford maverick",
"Year": "1970-01-01",
"Horsepower": 85
},
{
"Miles_per_Gallon": 27,
"Cylinders": 4,
"Origin": "Japan",
"Weight_in_lbs": 2130,
"Displacement": 97,
"Acceleration": 14.5,
"Name": "datsun pl510",
"Year": "1970-01-01",
"Horsepower": 88
},
{
"Miles_per_Gallon": 26,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 1835,
"Displacement": 97,
"Acceleration": 20.5,
"Name": "volkswagen 1131 deluxe sedan",
"Year": "1970-01-01",
"Horsepower": 46
},
{
"Miles_per_Gallon": 25,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 2672,
"Displacement": 110,
"Acceleration": 17.5,
"Name": "peugeot 504",
"Year": "1970-01-01",
"Horsepower": 87
},
{
"Miles_per_Gallon": 24,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 2430,
"Displacement": 107,
"Acceleration": 14.5,
"Name": "audi 100 ls",
"Year": "1970-01-01",
"Horsepower": 90
},
{
"Miles_per_Gallon": 25,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 2375,
"Displacement": 104,
"Acceleration": 17.5,
"Name": "saab 99e",
"Year": "1970-01-01",
"Horsepower": 95
},
{
"Miles_per_Gallon": 26,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 2234,
"Displacement": 121,
"Acceleration": 12.5,
"Name": "bmw 2002",
"Year": "1970-01-01",
"Horsepower": 113
},
{
"Miles_per_Gallon": 21,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 2648,
"Displacement": 199,
"Acceleration": 15,
"Name": "amc gremlin",
"Year": "1970-01-01",
"Horsepower": 90
},
{
"Miles_per_Gallon": 10,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4615,
"Displacement": 360,
"Acceleration": 14,
"Name": "ford f250",
"Year": "1970-01-01",
"Horsepower": 215
},
{
"Miles_per_Gallon": 10,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4376,
"Displacement": 307,
"Acceleration": 15,
"Name": "chevy c20",
"Year": "1970-01-01",
"Horsepower": 200
},
{
"Miles_per_Gallon": 11,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4382,
"Displacement": 318,
"Acceleration": 13.5,
"Name": "dodge d200",
"Year": "1970-01-01",
"Horsepower": 210
},
{
"Miles_per_Gallon": 9,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4732,
"Displacement": 304,
"Acceleration": 18.5,
"Name": "hi 1200d",
"Year": "1970-01-01",
"Horsepower": 193
},
{
"Miles_per_Gallon": 27,
"Cylinders": 4,
"Origin": "Japan",
"Weight_in_lbs": 2130,
"Displacement": 97,
"Acceleration": 14.5,
"Name": "datsun pl510",
"Year": "1971-01-01",
"Horsepower": 88
},
{
"Miles_per_Gallon": 28,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2264,
"Displacement": 140,
"Acceleration": 15.5,
"Name": "chevrolet vega 2300",
"Year": "1971-01-01",
"Horsepower": 90
},
{
"Miles_per_Gallon": 25,
"Cylinders": 4,
"Origin": "Japan",
"Weight_in_lbs": 2228,
"Displacement": 113,
"Acceleration": 14,
"Name": "toyota corona",
"Year": "1971-01-01",
"Horsepower": 95
},
{
"Miles_per_Gallon": 25,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2046,
"Displacement": 98,
"Acceleration": 19,
"Name": "ford pinto",
"Year": "1971-01-01",
"Horsepower": null
},
{
"Miles_per_Gallon": null,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 1978,
"Displacement": 97,
"Acceleration": 20,
"Name": "volkswagen super beetle 117",
"Year": "1971-01-01",
"Horsepower": 48
},
{
"Miles_per_Gallon": 19,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 2634,
"Displacement": 232,
"Acceleration": 13,
"Name": "amc gremlin",
"Year": "1971-01-01",
"Horsepower": 100
},
{
"Miles_per_Gallon": 16,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 3439,
"Displacement": 225,
"Acceleration": 15.5,
"Name": "plymouth satellite custom",
"Year": "1971-01-01",
"Horsepower": 105
},
{
"Miles_per_Gallon": 17,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 3329,
"Displacement": 250,
"Acceleration": 15.5,
"Name": "chevrolet chevelle malibu",
"Year": "1971-01-01",
"Horsepower": 100
},
{
"Miles_per_Gallon": 19,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 3302,
"Displacement": 250,
"Acceleration": 15.5,
"Name": "ford torino 500",
"Year": "1971-01-01",
"Horsepower": 88
},
{
"Miles_per_Gallon": 18,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 3288,
"Displacement": 232,
"Acceleration": 15.5,
"Name": "amc matador",
"Year": "1971-01-01",
"Horsepower": 100
},
{
"Miles_per_Gallon": 14,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4209,
"Displacement": 350,
"Acceleration": 12,
"Name": "chevrolet impala",
"Year": "1971-01-01",
"Horsepower": 165
},
{
"Miles_per_Gallon": 14,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4464,
"Displacement": 400,
"Acceleration": 11.5,
"Name": "pontiac catalina brougham",
"Year": "1971-01-01",
"Horsepower": 175
},
{
"Miles_per_Gallon": 14,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4154,
"Displacement": 351,
"Acceleration": 13.5,
"Name": "ford galaxie 500",
"Year": "1971-01-01",
"Horsepower": 153
},
{
"Miles_per_Gallon": 14,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4096,
"Displacement": 318,
"Acceleration": 13,
"Name": "plymouth fury iii",
"Year": "1971-01-01",
"Horsepower": 150
},
{
"Miles_per_Gallon": 12,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4955,
"Displacement": 383,
"Acceleration": 11.5,
"Name": "dodge monaco (sw)",
"Year": "1971-01-01",
"Horsepower": 180
},
{
"Miles_per_Gallon": 13,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4746,
"Displacement": 400,
"Acceleration": 12,
"Name": "ford country squire (sw)",
"Year": "1971-01-01",
"Horsepower": 170
},
{
"Miles_per_Gallon": 13,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 5140,
"Displacement": 400,
"Acceleration": 12,
"Name": "pontiac safari (sw)",
"Year": "1971-01-01",
"Horsepower": 175
},
{
"Miles_per_Gallon": 18,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 2962,
"Displacement": 258,
"Acceleration": 13.5,
"Name": "amc hornet sportabout (sw)",
"Year": "1971-01-01",
"Horsepower": 110
},
{
"Miles_per_Gallon": 22,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2408,
"Displacement": 140,
"Acceleration": 19,
"Name": "chevrolet vega (sw)",
"Year": "1971-01-01",
"Horsepower": 72
},
{
"Miles_per_Gallon": 19,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 3282,
"Displacement": 250,
"Acceleration": 15,
"Name": "pontiac firebird",
"Year": "1971-01-01",
"Horsepower": 100
},
{
"Miles_per_Gallon": 18,
"Cylinders": 6,
"Origin": "USA",
"Weight_in_lbs": 3139,
"Displacement": 250,
"Acceleration": 14.5,
"Name": "ford mustang",
"Year": "1971-01-01",
"Horsepower": 88
},
{
"Miles_per_Gallon": 23,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2220,
"Displacement": 122,
"Acceleration": 14,
"Name": "mercury capri 2000",
"Year": "1971-01-01",
"Horsepower": 86
},
{
"Miles_per_Gallon": 28,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 2123,
"Displacement": 116,
"Acceleration": 14,
"Name": "opel 1900",
"Year": "1971-01-01",
"Horsepower": 90
},
{
"Miles_per_Gallon": 30,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 2074,
"Displacement": 79,
"Acceleration": 19.5,
"Name": "peugeot 304",
"Year": "1971-01-01",
"Horsepower": 70
},
{
"Miles_per_Gallon": 30,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 2065,
"Displacement": 88,
"Acceleration": 14.5,
"Name": "fiat 124b",
"Year": "1971-01-01",
"Horsepower": 76
},
{
"Miles_per_Gallon": 31,
"Cylinders": 4,
"Origin": "Japan",
"Weight_in_lbs": 1773,
"Displacement": 71,
"Acceleration": 19,
"Name": "toyota corolla 1200",
"Year": "1971-01-01",
"Horsepower": 65
},
{
"Miles_per_Gallon": 35,
"Cylinders": 4,
"Origin": "Japan",
"Weight_in_lbs": 1613,
"Displacement": 72,
"Acceleration": 18,
"Name": "datsun 1200",
"Year": "1971-01-01",
"Horsepower": 69
},
{
"Miles_per_Gallon": 27,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 1834,
"Displacement": 97,
"Acceleration": 19,
"Name": "volkswagen model 111",
"Year": "1971-01-01",
"Horsepower": 60
},
{
"Miles_per_Gallon": 26,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 1955,
"Displacement": 91,
"Acceleration": 20.5,
"Name": "plymouth cricket",
"Year": "1971-01-01",
"Horsepower": 70
},
{
"Miles_per_Gallon": 24,
"Cylinders": 4,
"Origin": "Japan",
"Weight_in_lbs": 2278,
"Displacement": 113,
"Acceleration": 15.5,
"Name": "toyota corona hardtop",
"Year": "1972-01-01",
"Horsepower": 95
},
{
"Miles_per_Gallon": 25,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2126,
"Displacement": 97.5,
"Acceleration": 17,
"Name": "dodge colt hardtop",
"Year": "1972-01-01",
"Horsepower": 80
},
{
"Miles_per_Gallon": 23,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 2254,
"Displacement": 97,
"Acceleration": 23.5,
"Name": "volkswagen type 3",
"Year": "1972-01-01",
"Horsepower": 54
},
{
"Miles_per_Gallon": 20,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2408,
"Displacement": 140,
"Acceleration": 19.5,
"Name": "chevrolet vega",
"Year": "1972-01-01",
"Horsepower": 90
},
{
"Miles_per_Gallon": 21,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2226,
"Displacement": 122,
"Acceleration": 16.5,
"Name": "ford pinto runabout",
"Year": "1972-01-01",
"Horsepower": 86
},
{
"Miles_per_Gallon": 13,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4274,
"Displacement": 350,
"Acceleration": 12,
"Name": "chevrolet impala",
"Year": "1972-01-01",
"Horsepower": 165
},
{
"Miles_per_Gallon": 14,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4385,
"Displacement": 400,
"Acceleration": 12,
"Name": "pontiac catalina",
"Year": "1972-01-01",
"Horsepower": 175
},
{
"Miles_per_Gallon": 15,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4135,
"Displacement": 318,
"Acceleration": 13.5,
"Name": "plymouth fury iii",
"Year": "1972-01-01",
"Horsepower": 150
},
{
"Miles_per_Gallon": 14,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4129,
"Displacement": 351,
"Acceleration": 13,
"Name": "ford galaxie 500",
"Year": "1972-01-01",
"Horsepower": 153
},
{
"Miles_per_Gallon": 17,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 3672,
"Displacement": 304,
"Acceleration": 11.5,
"Name": "amc ambassador sst",
"Year": "1972-01-01",
"Horsepower": 150
},
{
"Miles_per_Gallon": 11,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4633,
"Displacement": 429,
"Acceleration": 11,
"Name": "mercury marquis",
"Year": "1972-01-01",
"Horsepower": 208
},
{
"Miles_per_Gallon": 13,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4502,
"Displacement": 350,
"Acceleration": 13.5,
"Name": "buick lesabre custom",
"Year": "1972-01-01",
"Horsepower": 155
},
{
"Miles_per_Gallon": 12,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4456,
"Displacement": 350,
"Acceleration": 13.5,
"Name": "oldsmobile delta 88 royale",
"Year": "1972-01-01",
"Horsepower": 160
},
{
"Miles_per_Gallon": 13,
"Cylinders": 8,
"Origin": "USA",
"Weight_in_lbs": 4422,
"Displacement": 400,
"Acceleration": 12.5,
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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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"Weight_in_lbs": 2295,
"Displacement": 135,
"Acceleration": 11.6,
"Name": "dodge rampage",
"Year": "1982-01-01",
"Horsepower": 84
},
{
"Miles_per_Gallon": 28,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2625,
"Displacement": 120,
"Acceleration": 18.6,
"Name": "ford ranger",
"Year": "1982-01-01",
"Horsepower": 79
},
{
"Miles_per_Gallon": 31,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2720,
"Displacement": 119,
"Acceleration": 19.4,
"Name": "chevy s-10",
"Year": "1982-01-01",
"Horsepower": 82
}
]
},
"mark": "point"
},
"image/png": [
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},
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],
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}
],
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