Vegalite的多直方图

时间:2020-07-06 21:33:50

标签: data-visualization histogram vega-lite vega

我想创建一个在其上显示多个直方图的视觉效果。我有简单的值数组,如下所示:

"data": {"values": {"foo": [0,0,0,1,1,1,2,2,2], "baz": [2,2,2,3,3,3,4,4,4]}}

我想使用不同的颜色条来显示“ foo”和“ baz”的值分布。我可以像这样为“ foo”制作一个直方图:

{
  "data": {"values": {"foo": [0,0,0,1,1,1,2,2,2]}},
  "mark": "bar",
  "transform": [{"flatten": ["foo"]}],
  "encoding": {
    "x": {"field": "foo", "type": "quantitative"},
    "y": {"field": "foo", "type": "quantitative", "aggregate": "count"}
  }
}

但是,我找不到找平阵​​列的正确方法。这不起作用:

{
  "data": {"values": {"foo": [0,0,0,1,1,1,2,2,2], "bar": [0,0,0,1,1,1,2,2,2]}},
  "mark": "bar",
  "transform": [{"flatten": ["foo", "baz"]}],
  "encoding": {
    "x": {"field": "foo", "type": "quantitative"},
    "y": {"field": "foo", "type": "quantitative", "aggregate": "count"}
  },
  "layer": [{
    "mark": "bar",
    "encoding": {
      "y": {"field": "baz", "type": "quantitative", "aggregate": "count"}
    }
  }]
}

https://vega.github.io/editor/#/url/vega-lite/N4IgJghgLhIFygG4QDYFcCmBneoBmA9gfANoAMANJZQIwV10BMFzjAuhSAEYQBep1KvWFMWLNgF8JnALYQATgGt43BSE5R5EAHZZC8maXwpoUDNtIhCxTj36SOIcwGMCYAJbaA5rhAAPXzx3DBQwFWt1ECgATwAHDBUARzQdKHcYNMQE6RBowODQ8KJImPiklO00jPcsyIgvL3kML2gEuBBXNEqQKU4TaIx5IxA5JRUeIc4XN08fBFz8kLD2uxK4tpBk1PToGoTOesbm1pVO7qkJSSA

检查data_0,foo的列及其计数,而baz的列无。

这也不起作用,

{
  "data": {
    "values": {
      "foo": [0, 0, 0, 1, 1, 1, 2, 2, 2],
      "baz": [0, 0, 0, 1, 1, 1, 2, 2, 2]
    }
  },
  "mark": "bar",
  "transform": [{"flatten": ["foo"]},{"flatten": ["baz"]}],
  "encoding": {
    "x": {"field": "foo", "type": "quantitative"},
    "y": {"field": "foo", "type": "quantitative", "aggregate": "count"}
  },
  "layer": [
    {
      "mark": "bar",
      "encoding": {
        "y": {"field": "baz", "type": "quantitative", "aggregate": "count"}
      }
    }
  ]
}

https://vega.github.io/editor/#/url/vega-lite/N4IgJghgLhIFygG4QDYFcCmBneoBmA9gfANoAMANJZQIwV10BMFzjAuhSAEYQBep1KvWFMWLNgF8JnALYQATgGt43BSE5R5EAHZZC8maXwpoUDNtIhCxSRWOnzlnv0kcQ5gMYEwAS20BzXBAADyC8HwwUMBVrdRAoAE8ABwwVAEc0HSgfGGzEVOkQBLCIqJiiOMSU9MztbNyffLiIf395DH9oVLgQLzQ6kClOEwSMeSMQOSUVHnHOT28-QIQiksjonudK5O6QDKyc6EbUzha2jq6VPoGpCUkgA

那仍然只提供foo的列及其计数,但现在每个存储区的计数为27!

如何完成从数组数据开始的多直方图图形?

1 个答案:

答案 0 :(得分:1)

您可以先使用flatten transform,然后再使用fold transform,然后使用颜色编码将两个数据集分开。例如(open in editor):

{
  "data": {
    "values": {
      "foo": [0, 0, 1, 1, 1, 1, 2, 2, 2],
      "baz": [4, 4, 5, 5, 6, 6, 6, 6, 7]
    }
  },
  "transform": [{"flatten": ["foo", "baz"]}, {"fold": ["foo", "baz"]}],
  "mark": "bar",
  "encoding": {
    "x": {"field": "value", "type": "quantitative"},
    "y": {
      "field": "value",
      "type": "quantitative",
      "aggregate": "count",
      "stack": null
    },
    "color": {"field": "key", "type": "nominal"}
  }
}

enter image description here

顺便说一句,如果将编码放在单独的层中,则层方法也可以使用,这样外部foo聚合不会破坏baz数据,但是比它更冗长基于 fold

的方法
{
  "data": {
    "values": {
      "foo": [0, 0, 1, 1, 1, 1, 2, 2, 2],
      "baz": [4, 4, 5, 5, 6, 6, 6, 6, 7]
    }
  },
  "transform": [{"flatten": ["foo", "baz"]}],
  "layer": [
    {
      "mark": {"type": "bar", "color": "orange"},
      "encoding": {
        "x": {"field": "foo", "type": "quantitative"},
        "y": {"field": "foo", "type": "quantitative", "aggregate": "count"}
      }
    },
    {
      "mark": "bar",
      "encoding": {
        "x": {"field": "baz", "type": "quantitative"},
        "y": {"field": "baz", "type": "quantitative", "aggregate": "count"}
      }
    }
  ]
}