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Created May 16, 2019 18:22
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test.ipynb
{
"cells": [
{
"cell_type": "code",
"source": [
"using VegaDatasets, VegaLite"
],
"outputs": [],
"execution_count": 1,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"cars = dataset(\"cars\")"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": [
"406x9 Vega dataset\n",
"Miles_per_Gallon │ Cylinders │ Origin │ Weight_in_lbs │ Displacement\n",
"─────────────────┼───────────┼────────┼───────────────┼─────────────\n",
"18.0 │ 8 │ USA │ 3504 │ 307.0 \n",
"15.0 │ 8 │ USA │ 3693 │ 350.0 \n",
"18.0 │ 8 │ USA │ 3436 │ 318.0 \n",
"16.0 │ 8 │ USA │ 3433 │ 304.0 \n",
"17.0 │ 8 │ USA │ 3449 │ 302.0 \n",
"15.0 │ 8 │ USA │ 4341 │ 429.0 \n",
"14.0 │ 8 │ USA │ 4354 │ 454.0 \n",
"14.0 │ 8 │ USA │ 4312 │ 440.0 \n",
"14.0 │ 8 │ USA │ 4425 │ 455.0 \n",
"15.0 │ 8 │ USA │ 3850 │ 390.0 \n",
"... with 396 more rows, and 4 more columns: Acceleration, Name, Year, Horsepower"
],
"application/vnd.dataresource+json": {
"schema": {
"fields": [
{
"name": "Miles_per_Gallon",
"type": "number"
},
{
"name": "Cylinders",
"type": "integer"
},
{
"name": "Origin",
"type": "string"
},
{
"name": "Weight_in_lbs",
"type": "integer"
},
{
"name": "Displacement",
"type": "number"
},
{
"name": "Acceleration",
"type": "number"
},
{
"name": "Name",
"type": "string"
},
{
"name": "Year",
"type": "string"
},
{
"name": "Horsepower",
"type": "integer"
}
]
},
"data": [
{
"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,
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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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"Origin": "USA",
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"Acceleration": 11.3,
"Name": "chevrolet citation",
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},
{
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"Name": "oldsmobile omega brougham",
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},
{
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},
{
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"Origin": "Europe",
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},
{
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"Horsepower": 60
},
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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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"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2370,
"Displacement": 135,
"Acceleration": 13,
"Name": "dodge charger 2.2",
"Year": "1982-01-01",
"Horsepower": 84
},
{
"Miles_per_Gallon": 27,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2950,
"Displacement": 151,
"Acceleration": 17.3,
"Name": "chevrolet camaro",
"Year": "1982-01-01",
"Horsepower": 90
},
{
"Miles_per_Gallon": 27,
"Cylinders": 4,
"Origin": "USA",
"Weight_in_lbs": 2790,
"Displacement": 140,
"Acceleration": 15.6,
"Name": "ford mustang gl",
"Year": "1982-01-01",
"Horsepower": 86
},
{
"Miles_per_Gallon": 44,
"Cylinders": 4,
"Origin": "Europe",
"Weight_in_lbs": 2130,
"Displacement": 97,
"Acceleration": 24.6,
"Name": "vw pickup",
"Year": "1982-01-01",
"Horsepower": 52
},
{
"Miles_per_Gallon": 32,
"Cylinders": 4,
"Origin": "USA",
"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
}
]
},
"text/html": [
"<table><thead><tr><th>Miles_per_Gallon</th><th>Cylinders</th><th>Origin</th><th>Weight_in_lbs</th><th>Displacement</th><th>Acceleration</th><th>Name</th><th>Year</th><th>Horsepower</th></tr></thead><tbody><tr><td>18.0</td><td>8</td><td>&quot;USA&quot;</td><td>3504</td><td>307.0</td><td>12.0</td><td>&quot;chevrolet chevelle malibu&quot;</td><td>&quot;1970-01-01&quot;</td><td>130</td></tr><tr><td>15.0</td><td>8</td><td>&quot;USA&quot;</td><td>3693</td><td>350.0</td><td>11.5</td><td>&quot;buick skylark 320&quot;</td><td>&quot;1970-01-01&quot;</td><td>165</td></tr><tr><td>18.0</td><td>8</td><td>&quot;USA&quot;</td><td>3436</td><td>318.0</td><td>11.0</td><td>&quot;plymouth satellite&quot;</td><td>&quot;1970-01-01&quot;</td><td>150</td></tr><tr><td>16.0</td><td>8</td><td>&quot;USA&quot;</td><td>3433</td><td>304.0</td><td>12.0</td><td>&quot;amc rebel sst&quot;</td><td>&quot;1970-01-01&quot;</td><td>150</td></tr><tr><td>17.0</td><td>8</td><td>&quot;USA&quot;</td><td>3449</td><td>302.0</td><td>10.5</td><td>&quot;ford torino&quot;</td><td>&quot;1970-01-01&quot;</td><td>140</td></tr><tr><td>15.0</td><td>8</td><td>&quot;USA&quot;</td><td>4341</td><td>429.0</td><td>10.0</td><td>&quot;ford galaxie 500&quot;</td><td>&quot;1970-01-01&quot;</td><td>198</td></tr><tr><td>14.0</td><td>8</td><td>&quot;USA&quot;</td><td>4354</td><td>454.0</td><td>9.0</td><td>&quot;chevrolet impala&quot;</td><td>&quot;1970-01-01&quot;</td><td>220</td></tr><tr><td>14.0</td><td>8</td><td>&quot;USA&quot;</td><td>4312</td><td>440.0</td><td>8.5</td><td>&quot;plymouth fury iii&quot;</td><td>&quot;1970-01-01&quot;</td><td>215</td></tr><tr><td>14.0</td><td>8</td><td>&quot;USA&quot;</td><td>4425</td><td>455.0</td><td>10.0</td><td>&quot;pontiac catalina&quot;</td><td>&quot;1970-01-01&quot;</td><td>225</td></tr><tr><td>15.0</td><td>8</td><td>&quot;USA&quot;</td><td>3850</td><td>390.0</td><td>8.5</td><td>&quot;amc ambassador dpl&quot;</td><td>&quot;1970-01-01&quot;</td><td>190</td></tr><tr><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table><p>... with 396 more rows.</p>"
]
},
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}
],
"execution_count": 2,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"cars |> @vlplot(:point, x=:Miles_per_Gallon, y=:Acceleration, color=:Origin)"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 3,
"data": {
"text/plain": [
"VegaLite.VLSpec{:plot}"
],
"application/vnd.vegalite.v2+json": {
"encoding": {
"x": {
"field": "Miles_per_Gallon",
"type": "quantitative"
},
"color": {
"field": "Origin",
"type": "nominal"
},
"y": {
"field": "Acceleration",
"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",
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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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"Acceleration": 20.1,
"Name": "mercedes benz 300d",
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},
{
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},
{
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"Weight_in_lbs": 3190,
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"Name": "peugeot 504",
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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": "oldsmobile cutlass ciera (diesel)",
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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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stroke: #4c78a8; stroke-width: 2; opacity: 0.7;\"></path><path transform=\"translate(128,110.76923076923077)\" d=\"M2.7386127875258306,0A2.7386127875258306,2.7386127875258306,0,1,1,-2.7386127875258306,0A2.7386127875258306,2.7386127875258306,0,1,1,2.7386127875258306,0\" style=\"fill: none; stroke: #e45756; stroke-width: 2; opacity: 0.7;\"></path><path transform=\"translate(112.00000000000001,56.923076923076934)\" d=\"M2.7386127875258306,0A2.7386127875258306,2.7386127875258306,0,1,1,-2.7386127875258306,0A2.7386127875258306,2.7386127875258306,0,1,1,2.7386127875258306,0\" style=\"fill: none; stroke: #e45756; stroke-width: 2; opacity: 0.7;\"></path><path transform=\"translate(124,50.7692307692308)\" d=\"M2.7386127875258306,0A2.7386127875258306,2.7386127875258306,0,1,1,-2.7386127875258306,0A2.7386127875258306,2.7386127875258306,0,1,1,2.7386127875258306,0\" style=\"fill: none; stroke: #e45756; stroke-width: 2; opacity: 0.7;\"></path></g><g class=\"mark-group role-legend\"><g transform=\"translate(218,0)\"><path class=\"background\" d=\"M0,0h65v61h-65Z\" style=\"pointer-events: none; fill: none;\"></path><g><g class=\"mark-group role-legend-entry\"><g transform=\"translate(0,16)\"><path class=\"background\" d=\"M0,0h0v0h0Z\" style=\"pointer-events: none; fill: none;\"></path><g><g class=\"mark-group role-scope\"><g transform=\"translate(0,0)\"><path class=\"background\" d=\"M0,0h65v12.5h-65Z\" style=\"pointer-events: none; fill: none; opacity: 1;\"></path><g><g class=\"mark-symbol role-legend-symbol\" style=\"pointer-events: none;\"><path transform=\"translate(6,6)\" d=\"M5,0A5,5,0,1,1,-5,0A5,5,0,1,1,5,0\" style=\"fill: none; stroke: #4c78a8; stroke-width: 1.5; opacity: 0.7;\"></path></g><g class=\"mark-text role-legend-label\" style=\"pointer-events: none;\"><text text-anchor=\"start\" transform=\"translate(16,9)\" style=\"font-family: sans-serif; font-size: 10px; fill: #000; opacity: 1;\">Europe</text></g></g></g><g transform=\"translate(0,16)\"><path class=\"background\" d=\"M0,0h65v12.5h-65Z\" style=\"pointer-events: none; fill: none; opacity: 1;\"></path><g><g class=\"mark-symbol role-legend-symbol\" style=\"pointer-events: none;\"><path transform=\"translate(6,6)\" d=\"M5,0A5,5,0,1,1,-5,0A5,5,0,1,1,5,0\" style=\"fill: none; 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font-size: 11px; font-weight: bold; fill: #000; opacity: 1;\">Origin</text></g></g></g></g><g class=\"mark-group role-axis\"><g transform=\"translate(0.5,200.5)\"><path class=\"background\" d=\"M0,0h0v0h0Z\" style=\"pointer-events: none; fill: none;\"></path><g><g class=\"mark-rule role-axis-tick\" style=\"pointer-events: none;\"><line transform=\"translate(0,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(40,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(80,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(120,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(160,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(200,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line></g><g class=\"mark-text role-axis-label\" style=\"pointer-events: none;\"><text text-anchor=\"start\" transform=\"translate(0,15)\" style=\"font-family: sans-serif; font-size: 10px; fill: #000; opacity: 1;\">0</text><text text-anchor=\"middle\" transform=\"translate(40,15)\" style=\"font-family: sans-serif; font-size: 10px; fill: #000; opacity: 1;\">10</text><text text-anchor=\"middle\" transform=\"translate(80,15)\" style=\"font-family: sans-serif; font-size: 10px; fill: #000; opacity: 1;\">20</text><text text-anchor=\"middle\" transform=\"translate(120,15)\" style=\"font-family: sans-serif; font-size: 10px; fill: #000; opacity: 1;\">30</text><text text-anchor=\"middle\" transform=\"translate(160,15)\" style=\"font-family: sans-serif; font-size: 10px; fill: #000; opacity: 1;\">40</text><text text-anchor=\"end\" transform=\"translate(200,15)\" style=\"font-family: sans-serif; font-size: 10px; fill: #000; opacity: 1;\">50</text></g><g class=\"mark-rule role-axis-domain\" style=\"pointer-events: none;\"><line transform=\"translate(0,0)\" x2=\"200\" y2=\"0\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line></g><g class=\"mark-text role-axis-title\" style=\"pointer-events: none;\"><text text-anchor=\"middle\" transform=\"translate(100,31)\" style=\"font-family: sans-serif; font-size: 11px; font-weight: bold; fill: #000; opacity: 1;\">Miles_per_Gallon</text></g></g></g></g><g class=\"mark-group role-axis\"><g transform=\"translate(0.5,0.5)\"><path class=\"background\" d=\"M0,0h0v0h0Z\" style=\"pointer-events: none; fill: none;\"></path><g><g class=\"mark-rule role-axis-tick\" style=\"pointer-events: none;\"><line transform=\"translate(0,200)\" x2=\"-5\" y2=\"0\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(0,162)\" x2=\"-5\" y2=\"0\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(0,123)\" x2=\"-5\" y2=\"0\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(0,85)\" x2=\"-5\" y2=\"0\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(0,46)\" x2=\"-5\" y2=\"0\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(0,8)\" x2=\"-5\" y2=\"0\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line></g><g class=\"mark-text role-axis-label\" style=\"pointer-events: none;\"><text text-anchor=\"end\" transform=\"translate(-7,203)\" style=\"font-family: sans-serif; font-size: 10px; fill: #000; opacity: 1;\">0</text><text text-anchor=\"end\" transform=\"translate(-7,164.53846153846155)\" style=\"font-family: sans-serif; font-size: 10px; fill: #000; opacity: 1;\">5</text><text text-anchor=\"end\" transform=\"translate(-7,126.07692307692307)\" style=\"font-family: sans-serif; font-size: 10px; fill: #000; opacity: 1;\">10</text><text text-anchor=\"end\" transform=\"translate(-7,87.61538461538463)\" style=\"font-family: sans-serif; font-size: 10px; fill: #000; opacity: 1;\">15</text><text text-anchor=\"end\" transform=\"translate(-7,49.15384615384613)\" style=\"font-family: sans-serif; 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]
},
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}
],
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}
],
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