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vega-lite: how to specify date in JSON as separate fields containing year, month, and day numbers?

My JSON data is a list of objects, each object contains the date in this format:

  "date" : {
    "year" : 2019,
    "month" : 2,
    "day" : 17
  },

How can I tell Vega-lite that this is a date? I have worked around this by creating another day field that is a string concatenating these three fields, and using:

    "format" : {
      "parse" : {
        "day" : "date: '%Y %m %d'"
      }

But I'd like to be able to just use the existing 3 fields....

like image 216
dcj Avatar asked Feb 22 '19 22:02

dcj


1 Answers

You can do this with a calculate transform, along with the datetime expression. For example (vega-editor link):

{
  "data": {
    "values": [
      {"date": {"year": 2019, "month": 2, "day": 15}, "val": 1},
      {"date": {"year": 2019, "month": 2, "day": 16}, "val": 2},
      {"date": {"year": 2019, "month": 2, "day": 17}, "val": 4},
      {"date": {"year": 2019, "month": 2, "day": 18}, "val": 3},
      {"date": {"year": 2019, "month": 2, "day": 19}, "val": 5},
      {"date": {"year": 2019, "month": 2, "day": 20}, "val": 6}
    ]
  },
  "transform": [
    {
      "calculate": "datetime(datum.date.year, datum.date.month, datum.date.day)",
      "as": "combined"
    }
  ],
  "mark": "area",
  "encoding": {
    "x": {"field": "combined", "type": "temporal"},
    "y": {"field": "val", "type": "quantitative"}
  }
}

enter image description here

like image 53
jakevdp Avatar answered Nov 08 '22 23:11

jakevdp