How do I use factorial (!) in a vega formula transform

user_15210688 0
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I am trying to create a histogram of a binomial distribution PMF using a vega js specification.

How is this usually done? The vega expressions does not include functions for choose, or factorial, nor does it include a binomial distribution under the statistical functions.

I also cannot seem to reference other functions within the vega specification (i.e. for yval below).

  "data":[
{"name": "dataset",
"transform": [
  {"type":"sequence", "start": 1, "stop": 50, "step": 1, "as": "seq" },
  {"type": "formula", "as": "xval", "expr": "if(datum.seq<nval,datum.seq,NaN)"},
  {"type": "formula", "as": "yval", "expr": "math.factorial(datum.xval)
  " }
]}],

Thanks.

vega vega-lite
1 Answers

There is no factorial operation available, but one suitable option might be to approximate it with Stirling's approximation, or perhaps a Stirling series if more accuracy is required.

For example, in Vega-Lite (view in editor):

{
  "data": {
    "values": [
      {"n": 0, "factorial": 1},
      {"n": 1, "factorial": 1},
      {"n": 2, "factorial": 2},
      {"n": 3, "factorial": 6},
      {"n": 4, "factorial": 24},
      {"n": 5, "factorial": 120},
      {"n": 6, "factorial": 720},
      {"n": 7, "factorial": 5040},
      {"n": 8, "factorial": 40320},
      {"n": 9, "factorial": 362880},
      {"n": 10, "factorial": 3628800}
    ]
  },
  "transform": [
    {
      "calculate": "datum.n == 0 ? 1 : sqrt(2 * PI * datum.n) * pow(datum.n / E, datum.n)",
      "as": "stirling"
    },
    {"fold": ["factorial", "stirling"]}
  ],
  "mark": "point",
  "encoding": {
    "x": {"field": "n", "type": "quantitative"},
    "y": {"field": "value", "type": "quantitative", "scale": {"type": "log"}},
    "color": {"field": "key", "type": "nominal"}
  }
}

enter image description here

user_29378310
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