Files
cellxgene/client/src/util/stateManager/summarizeAnnotations.js
T
Bruce Martin 0c271bc815 categorical metadata performance work (#356)
* do not create unecessary option state for categories we will not display

* performance improvements for categorical metadata handling
2018-10-22 09:56:41 -07:00

95 lines
2.1 KiB
JavaScript

import _ from "lodash";
/*
Build and return obs/var summary using any annotation in the schema
Summary information for each annotation, keyed by annotation name.
Value will be an object, containing summary information.
For continuous annotations (int, float, etc):
<annotation_name>: {
range {
min: <number>,
max: <number>
}
}
For categorical annotations (boolean, string, category):
<annotatoin_name>: {
options: {
<option1>: <number>,
...
},
numOptions: <number>
}
Summarize will be returned for BOTH obs and var annotations.
Example:
{
"Splice_sites_Annotated": {
"range": {
"min": 26,
"max": 1075869
}
},
"Selection": {
numOptions, 6,
"options": {
"Astrocytes(HEPACAM)": 714,
"Endothelial(BSC)": 123,
"Oligodendrocytes(GC)": 294,
"Neurons(Thy1)": 685,
"Microglia(CD45)": 1108,
"Unpanned": 665
}
}
}
NOTE: will not summarize the required 'name' annotation, as that is
specified as unique per element.
*/
function summarizeDimension(schema, annotations) {
return _(schema)
.filter(v => v.name !== "name")
.keyBy("name")
.mapValues(anno => {
const { name, type } = anno;
const continuous = type === "int32" || type === "float32";
if (!continuous) {
const options = _.countBy(annotations, name);
const numOptions = _.size(options);
return {
numOptions,
options
};
}
if (continuous) {
let min = Number.POSITIVE_INFINITY;
let max = Number.NEGATIVE_INFINITY;
_.forEach(annotations, obs => {
const val = Number(obs[name]);
min = val < min ? val : min;
max = val > max ? val : max;
});
return { range: { min, max } };
}
throw new Error("incomprehensible schema");
})
.value();
}
export default function summarizeAnnotations(
schema,
obsAnnotations,
varAnnotations
) {
return {
obs: summarizeDimension(schema.annotations.obs, obsAnnotations),
var: summarizeDimension(schema.annotations.var, varAnnotations)
};
}