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GrammarTypes.ts
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/**
* The Universal Discovery Interface (UDI) Grammar.
*/
export interface UDIGrammar {
/**
* The data source or data sources.
* This can be a single CSV file or a list of CSV files.
*/
source: DataSource | DataSource[];
/**
* The data transformations applied to the source data before displaying
* the data.
*/
transformation?: DataTransformation[];
/**
* The visual representation of the data as either a visualization or table.
*/
representation: Representation | Representations;
}
/**
* A single tabular data source. Currently, only CSV files are supported.
*/
export interface DataSource {
/**
* The unique name of the data source.
*/
name: string;
/**
* The URL of the CSV file.
*/
source: string;
}
/**
* The possible data transformations.
* These include operations like grouping, filtering, joining, and more.
*/
export type DataTransformation =
| GroupBy
| BinBy
| RollUp
| Join
| OrderBy
| Derive
| Filter
| KDE;
/**
* Base interface for all data transformations.
* All transformations operate on one or two input tables and produce one output table.
*/
interface DataTransformationBase {
/**
* The name of the input table(s) that match the data source name.
* If not specified, it assumes the output of the previous operation.
*/
in?: string | [string, string];
/**
* The name of the output table.
* If not specified, it overwrites the name of the previous table.
*/
out?: string;
}
/**
* Groups data by specified fields.
*/
export interface GroupBy extends DataTransformationBase {
/**
* The name of the input table.
* If not specified, it assumes the output of the previous operation.
*/
in?: string;
/**
* The field(s) to group by.
*/
groupby: string | string[];
}
/**
* Bins data into intervals for a specified field.
*/
export interface BinBy extends DataTransformationBase {
/**
* The name of the input table.
* If not specified, it assumes the output of the previous operation.
*/
in?: string;
/**
* Configuration for binning the data.
*/
binby: {
/**
* The field to bin.
*/
field: string;
/**
* The number of bins to create. Optional.
*/
bins?: number;
/**
* Whether to use "nice" bin boundaries. Optional.
*/
nice?: boolean;
/**
* Output field names for the bin start and end. Optional.
*/
output?: {
bin_start?: string;
bin_end?: string;
};
};
}
/**
* Aggregates data by applying specified functions to groups.
*/
export interface RollUp extends DataTransformationBase {
/**
* The name of the input table.
* If not specified, it assumes the output of the previous operation.
*/
in?: string;
/**
* A mapping of output field names to aggregate functions.
*/
rollup: {
[outputName: string]: AggregateFunction;
};
}
/**
* Orders data by a specified field or fields.
*/
export interface OrderBy extends DataTransformationBase {
/**
* The name of the input table.
* If not specified, it assumes the output of the previous operation.
*/
in?: string;
/**
* The field to order by.
*/
orderby: string; // TODO: Extend to support a list of strings
}
/**
* Joins two tables based on a specified condition.
*/
export interface Join extends DataTransformationBase {
/**
* The names of the two input tables to join.
*/
in: [string, string];
/**
* Configuration for the join operation.
*/
join: {
/**
* The field(s) to join on. If one field is specified, it's assumed to be the same in both tables.
* If two fields are specified, the first field is from the first table and the second field is from the second table.
*/
on: string | [string, string];
};
}
/**
* Applies Kernel Density Estimation (KDE) to a specified field.
*/
export interface KDE extends DataTransformationBase {
/**
* The name of the input table.
* If not specified, it assumes the output of the previous operation.
*/
in?: string;
/**
* Configuration for the KDE operation.
*/
kde: {
/**
* The field to apply KDE to.
*/
field: string;
/**
* The bandwidth for the KDE. Optional.
*/
bandwidth?: number;
/**
* The number of samples to generate. Optional.
*/
samples?: number;
/**
* Output field names for the KDE results. Optional.
*/
output?: {
sample?: string;
density?: string;
};
};
}
/**
* Derives new fields based on expressions.
*/
export interface Derive extends DataTransformationBase {
/**
* The name of the input table.
* If not specified, it assumes the output of the previous operation.
*/
in?: string;
/**
* A mapping of output field names to derive expressions.
*/
derive: {
[outputName: string]: DeriveExpression;
};
}
/**
* Filters data based on a specified condition or selection.
*/
export interface Filter extends DataTransformationBase {
/**
* The name of the input table.
* If not specified, it assumes the output of the previous operation.
*/
in?: string;
/**
* The filter condition or selection.
*/
filter: FilterExpression;
}
/**
* A filter expression, which can be a string or a data selection.
*/
export type FilterExpression = string | FilterDataSelection;
/**
* A data selection used for filtering.
*/
export interface FilterDataSelection {
/**
* The name of the selection.
*/
name: string;
/**
* Specifies whether to use 'all' or 'any' of the selected data in a 1-to-many mapping.
* Default is 'any'.
*/
match?: 'all' | 'any';
}
/**
* A derive expression, which can be a string or a rolling derive expression.
*/
export type DeriveExpression = string | RollingDeriveExpression;
/**
* A rolling derive expression for creating new fields based on a rolling window.
*/
export interface RollingDeriveExpression {
/**
* Configuration for the rolling derive expression.
*/
rolling: {
/**
* The expression to apply.
*/
expression: string;
/**
* The rolling window size. Optional.
*/
window?: [number, number];
};
}
/**
* An aggregate function for summarizing data.
*/
export interface AggregateFunction {
/**
* The operation to apply (e.g., count, sum, mean, etc.).
*/
op: 'count' | 'sum' | 'mean' | 'min' | 'max' | 'median' | 'frequency';
/**
* The field to aggregate. Optional.
*/
field?: string;
}
/**
* A visual representation of the data, such as a chart or table.
*/
export type Representation = VisualizationLayer | RowLayer;
/**
* A list of visual representations.
* Charts and tables cannot be intermixed.
*/
export type Representations = VisualizationLayer[] | RowLayer[];
/**
* The possible data types for fields.
*/
export type DataTypes = 'quantitative' | 'ordinal' | 'nominal';
/**
* A generic layer for visualizing data.
* @template Mark - The type of mark (e.g., line, bar, point).
* @template Mapping - The type of mapping for the layer.
*/
export interface GenericLayer<Mark, Mapping> {
/**
* The type of mark used in the layer.
*/
mark: Mark;
/**
* The mapping of data fields or values to visual encodings.
*/
mapping: Mapping | Mapping[];
/**
* The data selection configuration for the layer. Optional.
*/
select?: DataSelection;
}
/**
* A generic field mapping for visual encodings.
* @template Encoding - The type of encodings supported (e.g., x, y, color).
*/
export interface GenericFieldMapping<Encoding> {
/**
* The encoding type (e.g., x, y, color).
*/
encoding: Encoding;
/**
* The field to map to the encoding.
*/
field: string;
/**
* The data type of the field (e.g., quantitative, ordinal, nominal).
*/
type: DataTypes;
}
/**
* A generic value mapping for visual encodings.
* @template Encoding - The type of encoding (e.g., x, y, color).
*/
export interface GenericValueMapping<Encoding> {
/**
* The encoding type (e.g., x, y, color).
*/
encoding: Encoding;
/**
* The value to map to the encoding.
*/
value: string | number;
}
/**
* A visualization layer for rendering data.
* This can include various types of marks such as lines, bars, points, etc.
*/
export type VisualizationLayer =
| LineLayer
| AreaLayer
| GeometryLayer
| RectLayer
| BarLayer
| PointLayer
| TextLayer
| ArcLayer;
/**
* Encoding options for arc marks.
*/
export type ArcEncodingOptions =
| 'theta'
| 'theta2'
| 'radius'
| 'radius2'
| 'color';
/**
* A layer for rendering arc marks.
*/
export type ArcLayer = GenericLayer<'arc', ArcMapping>;
/**
* The mapping for arc marks.
*/
export type ArcMapping = ArcFieldMapping | ArcValueMapping;
/**
* A field mapping for arc marks.
*/
export type ArcFieldMapping = GenericFieldMapping<ArcEncodingOptions>;
/**
* A value mapping for arc marks.
*/
export type ArcValueMapping = GenericValueMapping<ArcEncodingOptions>;
/**
* Encoding options for text marks.
*/
export type TextEncodingOptions =
| 'x'
| 'y'
| 'color'
| 'text'
| 'size'
| 'theta'
| 'radius';
/**
* A layer for rendering text marks.
*/
export type TextLayer = GenericLayer<'text', TextMapping>;
/**
* The mapping for text marks.
*/
export type TextMapping = TextFieldMapping | TextValueMapping;
/**
* A field mapping for text marks.
*/
export type TextFieldMapping = GenericFieldMapping<TextEncodingOptions>;
/**
* A value mapping for text marks.
*/
export type TextValueMapping = GenericValueMapping<TextEncodingOptions>;
/**
* Encoding options for line marks.
*/
export type LineEncodingOptions = 'x' | 'y' | 'color';
/**
* A layer for rendering line marks.
*/
export type LineLayer = GenericLayer<'line', LineMapping>;
/**
* The mapping for line marks.
*/
export type LineMapping = LineFieldMapping | LineValueMapping;
/**
* A field mapping for line marks.
*/
export type LineFieldMapping = GenericFieldMapping<LineEncodingOptions>;
/**
* A value mapping for line marks.
*/
export type LineValueMapping = GenericValueMapping<LineEncodingOptions>;
/**
* Encoding options for area marks.
*/
export type AreaEncodingOptions =
| 'x'
| 'y'
| 'y2'
| 'color'
| 'stroke'
| 'opacity';
/**
* A layer for rendering area marks.
*/
export type AreaLayer = GenericLayer<'area', AreaMapping>;
/**
* The mapping for area marks.
*/
export type AreaMapping = AreaFieldMapping | AreaValueMapping;
/**
* A field mapping for area marks.
*/
export type AreaFieldMapping = GenericFieldMapping<AreaEncodingOptions>;
/**
* A value mapping for area marks.
*/
export type AreaValueMapping = GenericValueMapping<AreaEncodingOptions>;
/**
* Encoding options for geometry marks.
*/
export type GeometryEncodingOptions = 'color' | 'stroke' | 'strokeWidth';
/**
* A layer for rendering geometry marks.
*/
export type GeometryLayer = GenericLayer<'geometry', GeometryMapping>;
/**
* The mapping for geometry marks.
*/
export type GeometryMapping = GeometryFieldMapping | GeometryValueMapping;
/**
* A field mapping for geometry marks.
*/
export type GeometryFieldMapping = GenericFieldMapping<GeometryEncodingOptions>;
/**
* A value mapping for geometry marks.
*/
export type GeometryValueMapping = GenericValueMapping<GeometryEncodingOptions>;
/**
* Encoding options for rect marks.
*/
export type RectEncodingOptions = 'x' | 'x2' | 'y' | 'y2' | 'color';
/**
* A layer for rendering rect marks.
*/
export type RectLayer = GenericLayer<'rect', RectMapping>;
/**
* The mapping for rect marks.
*/
export type RectMapping = RectFieldMapping | RectValueMapping;
/**
* A field mapping for rect marks.
*/
export type RectFieldMapping = GenericFieldMapping<RectEncodingOptions>;
/**
* A value mapping for rect marks.
*/
export type RectValueMapping = GenericValueMapping<RectEncodingOptions>;
/**
* Encoding options for bar marks.
*/
export type BarEncodingOptions =
| 'x'
| 'x2'
| 'y'
| 'y2'
| 'xOffset'
| 'yOffset'
| 'color';
/**
* A layer for rendering bar marks.
*/
export type BarLayer = GenericLayer<'bar', BarMapping>;
/**
* The mapping for bar marks.
*/
export type BarMapping = BarFieldMapping | BarValueMapping;
/**
* A field mapping for bar marks.
*/
export type BarFieldMapping = GenericFieldMapping<BarEncodingOptions>;
/**
* A value mapping for bar marks.
*/
export type BarValueMapping = GenericValueMapping<BarEncodingOptions>;
/**
* Encoding options for point marks.
*/
export type PointEncodingOptions =
| 'x'
| 'y'
| 'xOffset'
| 'yOffset'
| 'color'
| 'size'
| 'shape';
/**
* A layer for rendering point marks.
*/
export type PointLayer = GenericLayer<'point', PointMapping>;
/**
* The mapping for point marks.
*/
export type PointMapping = PointFieldMapping | PointValueMapping;
/**
* A field mapping for point marks.
*/
export type PointFieldMapping = GenericFieldMapping<PointEncodingOptions>;
/**
* A value mapping for point marks.
*/
export type PointValueMapping = GenericValueMapping<PointEncodingOptions>;
/**
* Encoding options for row marks.
*/
export type RowEncodingOptions =
| 'text'
| 'x'
| 'y'
| 'xOffset'
| 'yOffset'
| 'color'
| 'size'
| 'shape';
/**
* Mark options for row layers.
*/
export type RowMarkOptions =
| 'select'
| 'text'
| 'geometry'
| 'point'
| 'bar'
| 'rect'
| 'line';
/**
* A layer for rendering row marks.
*/
export type RowLayer = GenericLayer<'row', RowMapping>;
/**
* The mapping for row marks.
*/
export interface RowMapping extends GenericFieldMapping<RowEncodingOptions> {
/**
* The type of mark used in the row layer.
*/
mark: RowMarkOptions;
}
/**
* Configuration for data selection in visualizations or tables.
*/
export interface DataSelection {
/**
* The name of the data selection.
*/
name: string;
/**
* How the data is selected in the visualization / table.
*/
how: DataSelectionInterval | DataSelectionPoint;
/**
* The fields selected from the data points.
* If not specified, all fields are selected.
*/
fields?: string | string[];
}
/**
* Configuration for interval-based data selection.
*/
export interface DataSelectionInterval {
/**
* The type of selection (interval).
*/
type: 'interval';
/**
* The axis or axes to apply the selection on ('x', 'y', or both ('xy')).
*/
on: 'x' | 'y' | 'xy';
}
/**
* Configuration for point-based data selection.
*/
export interface DataSelectionPoint {
/**
* The type of selection (point).
*/
type: 'point';
}