diff --git a/README.md b/README.md index b5a7b548b5..5a834fb36d 100644 --- a/README.md +++ b/README.md @@ -311,6 +311,37 @@ Plot automatically generates axes for position scales. You can configure these a Top-level options are also supported as shorthand: **grid** (for *x* and *y* only; see [facet.grid](#facet-options)), **label**, **axis**, **inset**, **round**, **align**, and **padding**. +### Projection options + +The top-level **projection** option applies a two-dimensional (often geographic) projection in place of *x* and *y* scales. It is typically used in conjunction with a [geo mark](#geo) to produce a map, but can be used with any mark that supports *x* and *y* channels, such as [dot](#dot) and [text](#text). The following built-in named projections are supported: + +* *equirectangular* - the equirectangular, or *plate carrée*, projection +* *orthographic* - the orthographic projection +* *stereographic* - the stereographic projection +* *mercator* - the Mercator projection +* *equal-earth* - the [Equal Earth projection](https://en.wikipedia.org/wiki/Equal_Earth_projection) by Šavrič *et al.* +* *natural-earth* - the [Natural Earth projection](https://en.wikipedia.org/wiki/Natural_Earth_projection) by Patterson +* *azimuthal-equal-area* - the azimuthal equal-area projection +* *azimuthal-equidistant* - the azimuthal equidistant projection +* *conic-conformal* - the conic conformal projection +* *conic-equal-area* - the conic equal-area projection +* *conic-equidistant* - the conic equidistant projection +* *gnomonic* - the gnomonic projection +* *transverse-mercator* - the transverse Mercator projection +* *albers* - the Albers’ conic equal-area projection +* *albers-usa* - a composite Albers conic equal-area projection suitable for the United States +* *identity* or null (default) - the identity projection for pre-projected geometry + +In addition to these named projections, the **projection** option may be specified as a [D3 projection](https://github.com/d3/d3-geo/blob/main/README.md#projections), or any custom projection that implements [*projection*.stream](https://github.com/d3/d3-geo/blob/main/README.md#projection_stream), or a function that receives a configuration object ({width, height, marginTop, marginRight, marginBottom, marginLeft, ...options}) and returns such a projection. + +If the **projection** option is specified as an object, the following additional projection options are supported: + +* projection.**type** - one of the projection names above +* projection.**center** - the [projection’s center of reference](https://github.com/d3/d3-geo/blob/main/README.md#projection_center) +* projection.**parallels** - the [standard parallels](https://github.com/d3/d3-geo/blob/main/README.md#conic_parallels) (for conic projections only) +* projection.**precision** - the [sampling threshold](https://github.com/d3/d3-geo/blob/main/README.md#projection_precision) +* projection.**rotate** - a two- or three- element array of Euler angles to rotate the sphere + ### Color options The normal scale types—*linear*, *sqrt*, *pow*, *log*, *symlog*, and *ordinal*—can be used to encode color. In addition, Plot supports special scale types for color: @@ -1209,12 +1240,46 @@ Equivalent to [Plot.dot](#plotdotdata-options) except that the **symbol** option +### Geo + +[Source](./src/marks/geo.js) · [Examples](https://observablehq.com/@observablehq/plot-geo) · Draws polygons, lines, points, and other GeoJSON geometry, often in conjunction with a [geographic projection](#projection-options) to produce a thematic map. The **geometry** channel specifies the geometry (GeoJSON object) to draw; if not specified, the mark’s *data* is assumed to be GeoJSON. + +#### Plot.geo(*data*, *options*) + +```js +Plot.geo(counties, {fill: d => d.properties.rate}) +``` + +Returns a new geo mark with the given *data* and *options*. If *data* is a GeoJSON feature collection, then the mark’s data is *data*.features; if *data* is a GeoJSON geometry collection, then the mark’s data is *data*.geometries; if *data* is some other GeoJSON object, then the mark’s data is the single-element array [*data*]. If the **geometry** option is not specified, *data* is assumed to be a GeoJSON object or an iterable of GeoJSON objects. + +In addition to the [standard mark options](#marks), the **r** option controls the size of Point and MultiPoint geometries. It can be specified as either a channel or constant. When **r** is specified as a number, it is interpreted as a constant radius in pixels; otherwise it is interpreted as a channel and the effective radius is controlled by the *r* scale. (As with [dots](#dot), the *r* scale defaults to a *sqrt* scale such that the visual area of a point is proportional to its associated value.) If the **r** option is not specified it defaults to 3 pixels. Geometries with a nonpositive radius are not drawn. If **r** is a channel, geometries will be sorted by descending radius by default. + +#### Plot.sphere(*options*) + +```js +Plot.sphere() +``` + +Returns a new geo mark with a *Sphere* geometry object and the given *options*. + +#### Plot.graticule(*options*) + +```js +Plot.graticule() +``` + +Returns a new geo mark with a [default 10° global graticule](https://github.com/d3/d3-geo/blob/main/README.md#geoGraticule10) geometry object and the given *options*. + ### Hexgrid The hexgrid mark can be used to support marks using the [hexbin](#hexbin) layout. #### Plot.hexgrid(*options*) +```js +Plot.hexgrid() +``` + The **binWidth** option specifies the distance between the centers of neighboring hexagons, in pixels (defaults to 20). The **clip** option defaults to true, clipping the mark to the frame’s dimensions. @@ -2355,7 +2420,7 @@ The supported stack options are: The following **order** methods are supported: -- null - input order (default) +- null (default) - input order - *value* - ascending value order (or descending with **reverse**) - *sum* - order series by their total value - *appearance* - order series by the position of their maximum value @@ -2369,7 +2434,7 @@ The stack transform supports diverging stacks: negative values are stacked below After all values have been stacked from zero, an optional **offset** can be applied to translate or scale the stacks. The following **offset** methods are supported: -- null - a zero baseline (default) +- null (default) - a zero baseline - *expand* (or *normalize*) - rescale each stack to fill [0, 1] - *center* (or *silhouette*) - align the centers of all stacks - *wiggle* - translate stacks to minimize apparent movement @@ -2769,7 +2834,7 @@ A [marker](https://developer.mozilla.org/en-US/docs/Web/SVG/Element/marker) defi The following named markers are supported: -* *none* - no marker (default) +* *none* (default) - no marker * *arrow* - an arrowhead * *dot* - a filled *circle* without a stroke and 2.5px radius * *circle*, equivalent to *circle-fill* - a filled circle with a white stroke and 3px radius diff --git a/package.json b/package.json index a189a17afb..7f8e424210 100644 --- a/package.json +++ b/package.json @@ -52,6 +52,7 @@ "@typescript-eslint/eslint-plugin": "^5.25.0", "@typescript-eslint/parser": "^5.25.0", "canvas": "2", + "d3-geo-projection": "^4.0.0", "eslint": "^8.16.0", "eslint-config-prettier": "^8.5.0", "get-tsconfig": "^4.1.0", @@ -65,6 +66,7 @@ "prettier": "^2.7.1", "rollup": "2", "rollup-plugin-terser": "7", + "topojson-client": "^3.1.0", "tsx": "^3.8.0", "typescript": "^4.6.4", "typescript-module-alias": "^1.0.2", diff --git a/src/channel.js b/src/channel.js index afcd3992e5..159e829dab 100644 --- a/src/channel.js +++ b/src/channel.js @@ -1,5 +1,6 @@ import {ascending, descending, rollup, sort} from "d3"; import {first, isIterable, labelof, map, maybeValue, range, valueof} from "./options.js"; +import {applyProjection} from "./projection.js"; import {registry} from "./scales/index.js"; import {maybeReduce} from "./transforms/group.js"; @@ -24,13 +25,37 @@ export function Channels(descriptors, data) { } // TODO Use Float64Array for scales with numeric ranges, e.g. position? -export function valueObject(channels, scales) { - return Object.fromEntries( +export function valueObject(channels, scales, {projection}) { + let x, y; // names of channels bound to x and y scale + + const values = Object.fromEntries( Object.entries(channels).map(([name, {scale: scaleName, value}]) => { - const scale = scales[scaleName]; + let scale; + if (scaleName !== undefined) { + if (scaleName === "x") x = x === undefined ? name : "*"; + else if (scaleName === "y") y = y === undefined ? name : "*"; + scale = scales[scaleName]; + } return [name, scale === undefined ? value : map(value, scale)]; }) ); + + // If there is a projection, and there are both x and y channels, and those x + // and y channels are associated with the x and y scale respectively (and not + // already in screen coordinates as with an initializer), then apply the + // projection, replacing the x and y values. Note that the x and y scales + // themselves don’t exist if there is a projection, but whether the channels + // are associated with scales still determines whether the projection should + // apply; think of the projection as a combination xy-scale. + if (projection) { + if (x === "x" && y === "y") { + applyProjection(values, projection); + } else if (x || y) { + throw new Error("projection requires x and y channels"); + } + } + + return values; } // Note: mutates channel.domain! This is set to a function so that it is lazily diff --git a/src/context.js b/src/context.js index 7603225f78..0787f19309 100644 --- a/src/context.js +++ b/src/context.js @@ -1,7 +1,11 @@ import {creator, select} from "d3"; +import {maybeProjection} from "./projection.js"; -export function Context({document = window.document} = {}) { - return {document}; +export function Context( + {document = typeof window !== "undefined" ? window.document : undefined, projection} = {}, + dimensions +) { + return {document, projection: maybeProjection(projection, dimensions)}; } export function create(name, {document}) { diff --git a/src/dimensions.js b/src/dimensions.js index 3e42112562..c6ae8fe263 100644 --- a/src/dimensions.js +++ b/src/dimensions.js @@ -1,12 +1,15 @@ +import {isProjection} from "./projection.js"; import {isOrdinalScale} from "./scales.js"; import {offset} from "./style.js"; export function Dimensions( scales, + geometry, {x: {axis: xAxis} = {}, y: {axis: yAxis} = {}, fx: {axis: fxAxis} = {}, fy: {axis: fyAxis} = {}}, { + projection, width = 640, - height = autoHeight(scales), + height = autoHeight(scales, geometry || isProjection(projection)), facet: { margin: facetMargin, marginTop: facetMarginTop = facetMargin !== undefined ? facetMargin : fxAxis === "top" ? 30 : 0, @@ -43,8 +46,8 @@ export function Dimensions( }; } -function autoHeight({y, fy, fx}) { +function autoHeight({y, fy, fx}, geometry) { const nfy = fy ? fy.scale.domain().length : 1; - const ny = y ? (isOrdinalScale(y) ? y.scale.domain().length : Math.max(7, 17 / nfy)) : 1; - return !!(y || fy) * Math.max(1, Math.min(60, ny * nfy)) * 20 + !!fx * 30 + 60; + const ny = y ? (isOrdinalScale(y) ? y.scale.domain().length : Math.max(7, 17 / nfy)) : geometry ? 17 : 1; + return !!(y || fy || geometry) * Math.max(1, Math.min(60, ny * nfy)) * 20 + !!fx * 30 + 60; } diff --git a/src/index.js b/src/index.js index a6e5dc7a48..aebeac3b0e 100644 --- a/src/index.js +++ b/src/index.js @@ -8,6 +8,7 @@ export {delaunayLink, delaunayMesh, hull, voronoi, voronoiMesh} from "./marks/de export {Density, density} from "./marks/density.js"; export {Dot, dot, dotX, dotY, circle, hexagon} from "./marks/dot.js"; export {Frame, frame} from "./marks/frame.js"; +export {Geo, geo, sphere, graticule} from "./marks/geo.js"; export {Hexgrid, hexgrid} from "./marks/hexgrid.js"; export {Image, image} from "./marks/image.js"; export {Line, line, lineX, lineY} from "./marks/line.js"; diff --git a/src/marks/area.js b/src/marks/area.js index ba113090fa..952dab303f 100644 --- a/src/marks/area.js +++ b/src/marks/area.js @@ -46,7 +46,7 @@ export class Area extends Mark { render(index, scales, channels, dimensions, context) { const {x1: X1, y1: Y1, x2: X2 = X1, y2: Y2 = Y1} = channels; return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) + .call(applyIndirectStyles, this, scales, dimensions, context) .call(applyTransform, this, scales, 0, 0) .call((g) => g diff --git a/src/marks/arrow.js b/src/marks/arrow.js index 369fa23f52..fe21821dd0 100644 --- a/src/marks/arrow.js +++ b/src/marks/arrow.js @@ -66,7 +66,7 @@ export class Arrow extends Mark { const wingScale = headLength / 1.5; return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) + .call(applyIndirectStyles, this, scales, dimensions, context) .call(applyTransform, this, scales) .call((g) => g diff --git a/src/marks/bar.js b/src/marks/bar.js index 144d58cb37..d506328e9a 100644 --- a/src/marks/bar.js +++ b/src/marks/bar.js @@ -28,7 +28,7 @@ export class AbstractBar extends Mark { render(index, scales, channels, dimensions, context) { const {rx, ry} = this; return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) + .call(applyIndirectStyles, this, scales, dimensions, context) .call(this._transform, this, scales) .call((g) => g diff --git a/src/marks/delaunay.js b/src/marks/delaunay.js index ff3472621f..5df6a0ef40 100644 --- a/src/marks/delaunay.js +++ b/src/marks/delaunay.js @@ -65,6 +65,7 @@ class DelaunayLink extends Mark { markers(this, options); } render(index, scales, channels, dimensions, context) { + const {x, y} = scales; const {x: X, y: Y, z: Z} = channels; const {curve} = this; const [cx, cy] = applyFrameAnchor(this, dimensions); @@ -123,8 +124,8 @@ class DelaunayLink extends Mark { } return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) - .call(applyTransform, this, scales) + .call(applyIndirectStyles, this, scales, dimensions, context) + .call(applyTransform, this, {x: X && x, y: Y && y}) .call( Z ? (g) => @@ -155,6 +156,7 @@ class AbstractDelaunayMark extends Mark { ); } render(index, scales, channels, dimensions, context) { + const {x, y} = scales; const {x: X, y: Y, z: Z} = channels; const [cx, cy] = applyFrameAnchor(this, dimensions); const xi = X ? (i) => X[i] : constant(cx); @@ -172,8 +174,8 @@ class AbstractDelaunayMark extends Mark { } return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) - .call(applyTransform, this, scales) + .call(applyIndirectStyles, this, scales, dimensions, context) + .call(applyTransform, this, {x: X && x, y: Y && y}) .call( Z ? (g) => @@ -223,6 +225,7 @@ class Voronoi extends Mark { ); } render(index, scales, channels, dimensions, context) { + const {x, y} = scales; const {x: X, y: Y, z: Z} = channels; const [cx, cy] = applyFrameAnchor(this, dimensions); const xi = X ? (i) => X[i] : constant(cx); @@ -242,8 +245,8 @@ class Voronoi extends Mark { } return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) - .call(applyTransform, this, scales) + .call(applyIndirectStyles, this, scales, dimensions, context) + .call(applyTransform, this, {x: X && x, y: Y && y}) .call( Z ? (g) => diff --git a/src/marks/density.js b/src/marks/density.js index b637d7055e..eec57de311 100644 --- a/src/marks/density.js +++ b/src/marks/density.js @@ -1,5 +1,6 @@ import {contourDensity, create, geoPath} from "d3"; -import {identity, isTypedArray, maybeTuple, maybeZ, valueof} from "../options.js"; +import {valueObject} from "../channel.js"; +import {isTypedArray, maybeTuple, maybeZ} from "../options.js"; import {Mark} from "../plot.js"; import {coerceNumbers} from "../scales.js"; import { @@ -49,8 +50,8 @@ export class Density extends Mark { const {contours} = channels; const path = geoPath(); return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) - .call(applyTransform, this, scales) + .call(applyIndirectStyles, this, scales, dimensions, context) + .call(applyTransform, this, {}) .call((g) => g .selectAll() @@ -84,15 +85,28 @@ function densityInitializer(options, fillDensity, strokeDensity) { : typeof thresholds?.[Symbol.iterator] === "function" ? coerceNumbers(thresholds) : +thresholds; - return initializer(options, function (data, facets, channels, scales, dimensions) { - const X = channels.x ? coerceNumbers(valueof(channels.x.value, scales[channels.x.scale] || identity)) : null; - const Y = channels.y ? coerceNumbers(valueof(channels.y.value, scales[channels.y.scale] || identity)) : null; + return initializer(options, function (data, facets, channels, scales, dimensions, context) { const W = channels.weight ? coerceNumbers(channels.weight.value) : null; const Z = channels.z?.value; const {z} = this; const [cx, cy] = applyFrameAnchor(this, dimensions); const {width, height} = dimensions; + // Extract the scaled (or projected!) values for the x and y channels. + let {x: X, y: Y} = valueObject( + { + ...(channels.x && {x: channels.x}), + ...(channels.y && {y: channels.y}) + }, + scales, + context + ); + + // Coerce the x and y channels to numbers (so that null is properly treated + // as an undefined value rather than being coerced to zero). + if (X) X = coerceNumbers(X); + if (Y) Y = coerceNumbers(Y); + // Group any of the input channels according to the first index associated // with each z-series or facet. Drop any channels not be needed for // rendering after the contours are computed. diff --git a/src/marks/dot.js b/src/marks/dot.js index 543c8b3a8d..0a070712f0 100644 --- a/src/marks/dot.js +++ b/src/marks/dot.js @@ -21,6 +21,12 @@ const defaults = { strokeWidth: 1.5 }; +export function withDefaultSort(options) { + return options.sort === undefined && options.reverse === undefined + ? sort({channel: "r", order: "descending"}, options) + : options; +} + export class Dot extends Mark { constructor(data, options = {}) { const {x, y, r, rotate, symbol = symbolCircle, frameAnchor} = options; @@ -36,9 +42,7 @@ export class Dot extends Mark { rotate: {value: vrotate, optional: true}, symbol: {value: vsymbol, scale: "symbol", optional: true} }, - options.sort === undefined && options.reverse === undefined - ? sort({channel: "r", order: "descending"}, options) - : options, + withDefaultSort(options), defaults ); this.r = cr; @@ -60,12 +64,13 @@ export class Dot extends Mark { } } render(index, scales, channels, dimensions, context) { + const {x, y} = scales; const {x: X, y: Y, r: R, rotate: A, symbol: S} = channels; const [cx, cy] = applyFrameAnchor(this, dimensions); const circle = this.symbol === symbolCircle; return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) - .call(applyTransform, this, scales) + .call(applyIndirectStyles, this, scales, dimensions, context) + .call(applyTransform, this, {x: X && x, y: Y && y}) .call((g) => g .selectAll() diff --git a/src/marks/frame.js b/src/marks/frame.js index a4ed54600c..9f8dcbac97 100644 --- a/src/marks/frame.js +++ b/src/marks/frame.js @@ -24,7 +24,7 @@ export class Frame extends Mark { const {marginTop, marginRight, marginBottom, marginLeft, width, height} = dimensions; const {insetTop, insetRight, insetBottom, insetLeft, rx, ry} = this; return create("svg:rect", context) - .call(applyIndirectStyles, this, scales, dimensions) + .call(applyIndirectStyles, this, scales, dimensions, context) .call(applyDirectStyles, this) .call(applyTransform, this, {}) .attr("x", marginLeft + insetLeft) diff --git a/src/marks/geo.js b/src/marks/geo.js new file mode 100644 index 0000000000..d04e84464a --- /dev/null +++ b/src/marks/geo.js @@ -0,0 +1,82 @@ +import {geoGraticule10, geoPath} from "d3"; +import {create} from "../context.js"; +import {positive} from "../defined.js"; +import {identity, maybeNumberChannel} from "../options.js"; +import {Mark} from "../plot.js"; +import {applyChannelStyles, applyDirectStyles, applyIndirectStyles, applyTransform} from "../style.js"; +import {withDefaultSort} from "./dot.js"; + +const defaults = { + ariaLabel: "geo", + fill: "none", + stroke: "currentColor", + strokeWidth: 1, + strokeLinecap: "round", + strokeLinejoin: "round", + strokeMiterlimit: 1 +}; + +export class Geo extends Mark { + constructor(data, options = {}) { + const [vr, cr] = maybeNumberChannel(options.r, 3); + super( + data, + { + geometry: {value: options.geometry}, + r: {value: vr, scale: "r", filter: positive, optional: true} + }, + withDefaultSort(options), + defaults + ); + this.r = cr; + } + render(index, scales, channels, dimensions, context) { + const {geometry: G, r: R} = channels; + const path = geoPath(context.projection); + const {r} = this; + if (r !== undefined) path.pointRadius(r); + return create("svg:g", context) + .call(applyIndirectStyles, this, scales, dimensions, context) + .call(applyTransform, this, scales) + .call((g) => { + g.selectAll() + .data(index) + .enter() + .append("path") + .call(applyDirectStyles, this) + .attr("d", R ? (i) => path.pointRadius(R[i])(G[i]) : (i) => path(G[i])) + .call(applyChannelStyles, this, channels); + }) + .node(); + } +} + +export function geo(data, {geometry = identity, ...options} = {}) { + switch (data?.type) { + case "FeatureCollection": + data = data.features; + break; + case "GeometryCollection": + data = data.geometries; + break; + case "Feature": + case "LineString": + case "MultiLineString": + case "MultiPoint": + case "MultiPolygon": + case "Point": + case "Polygon": + case "Sphere": + data = [data]; + break; + } + return new Geo(data, {geometry, ...options}); +} + +export function sphere(options) { + return geo({type: "Sphere"}, options); +} + +export function graticule(options) { + return geo(geoGraticule10(), options); +} diff --git a/src/marks/hexgrid.js b/src/marks/hexgrid.js index 5661b91de8..13ffb35813 100644 --- a/src/marks/hexgrid.js +++ b/src/marks/hexgrid.js @@ -46,7 +46,7 @@ export class Hexgrid extends Mark { } } return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) + .call(applyIndirectStyles, this, scales, dimensions, context) .call((g) => g .append("path") diff --git a/src/marks/image.js b/src/marks/image.js index 6d2673b81e..1039e7256c 100644 --- a/src/marks/image.js +++ b/src/marks/image.js @@ -6,10 +6,10 @@ import { applyChannelStyles, applyDirectStyles, applyIndirectStyles, - applyTransform, applyAttr, impliedString, - applyFrameAnchor + applyFrameAnchor, + applyTransform } from "../style.js"; const defaults = { @@ -66,11 +66,12 @@ export class Image extends Mark { this.frameAnchor = maybeFrameAnchor(frameAnchor); } render(index, scales, channels, dimensions, context) { + const {x, y} = scales; const {x: X, y: Y, width: W, height: H, src: S} = channels; const [cx, cy] = applyFrameAnchor(this, dimensions); return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) - .call(applyTransform, this, scales) + .call(applyIndirectStyles, this, scales, dimensions, context) + .call(applyTransform, this, {x: X && x, y: Y && y}) .call((g) => g .selectAll() diff --git a/src/marks/line.js b/src/marks/line.js index 42a572eaad..bb4c7fffaa 100644 --- a/src/marks/line.js +++ b/src/marks/line.js @@ -46,7 +46,7 @@ export class Line extends Mark { render(index, scales, channels, dimensions, context) { const {x: X, y: Y} = channels; return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) + .call(applyIndirectStyles, this, scales, dimensions, context) .call(applyTransform, this, scales) .call((g) => g diff --git a/src/marks/linearRegression.js b/src/marks/linearRegression.js index 1438b5d659..bf988dd63d 100644 --- a/src/marks/linearRegression.js +++ b/src/marks/linearRegression.js @@ -40,7 +40,7 @@ class LinearRegression extends Mark { const {x: X, y: Y, z: Z} = channels; const {ci} = this; return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) + .call(applyIndirectStyles, this, scales, dimensions, context) .call(applyTransform, this, scales) .call((g) => g diff --git a/src/marks/link.js b/src/marks/link.js index b57f2da1f7..bc81cde26f 100644 --- a/src/marks/link.js +++ b/src/marks/link.js @@ -33,7 +33,7 @@ export class Link extends Mark { const {x1: X1, y1: Y1, x2: X2 = X1, y2: Y2 = Y1} = channels; const {curve} = this; return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) + .call(applyIndirectStyles, this, scales, dimensions, context) .call(applyTransform, this, scales) .call((g) => g diff --git a/src/marks/rect.js b/src/marks/rect.js index db65a45189..4be9f97f99 100644 --- a/src/marks/rect.js +++ b/src/marks/rect.js @@ -57,8 +57,8 @@ export class Rect extends Mark { const {marginTop, marginRight, marginBottom, marginLeft, width, height} = dimensions; const {insetTop, insetRight, insetBottom, insetLeft, rx, ry} = this; return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) - .call(applyTransform, this, {x: X1 && X2 ? x : null, y: Y1 && Y2 ? y : null}, 0, 0) + .call(applyIndirectStyles, this, scales, dimensions, context) + .call(applyTransform, this, {x: X1 && X2 && x, y: Y1 && Y2 && y}, 0, 0) .call((g) => g .selectAll() diff --git a/src/marks/rule.js b/src/marks/rule.js index 5dd281ecf3..fb9a60e4dc 100644 --- a/src/marks/rule.js +++ b/src/marks/rule.js @@ -81,7 +81,7 @@ export class RuleY extends Mark { const {width, height, marginTop, marginRight, marginLeft, marginBottom} = dimensions; const {insetLeft, insetRight} = this; return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) + .call(applyIndirectStyles, this, scales, dimensions, context) .call(applyTransform, this, {y: Y && y}, 0, offset) .call((g) => g diff --git a/src/marks/text.js b/src/marks/text.js index 939b181801..0f9a7d8997 100644 --- a/src/marks/text.js +++ b/src/marks/text.js @@ -82,13 +82,14 @@ export class Text extends Mark { this.frameAnchor = maybeFrameAnchor(frameAnchor); } render(index, scales, channels, dimensions, context) { + const {x, y} = scales; const {x: X, y: Y, rotate: R, text: T, fontSize: FS} = channels; const {rotate} = this; const [cx, cy] = applyFrameAnchor(this, dimensions); return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) + .call(applyIndirectStyles, this, scales, dimensions, context) .call(applyIndirectTextStyles, this, T, dimensions) - .call(applyTransform, this, scales) + .call(applyTransform, this, {x: X && x, y: Y && y}) .call((g) => g .selectAll() @@ -140,7 +141,7 @@ function applyMultilineText(selection, {monospace, lineAnchor, lineHeight, lineW selection.each(function (i) { const lines = linesof(formatDefault(T[i])); const n = lines.length; - const y = lineAnchor === "top" ? 0.71 : lineAnchor === "bottom" ? -0.29 - n : (164 - n * 100) / 200; + const y = lineAnchor === "top" ? 0.71 : lineAnchor === "bottom" ? 1 - n : (164 - n * 100) / 200; if (n > 1) { for (let i = 0; i < n; ++i) { if (!lines[i]) continue; diff --git a/src/marks/tick.js b/src/marks/tick.js index acac004c14..58344b904b 100644 --- a/src/marks/tick.js +++ b/src/marks/tick.js @@ -15,7 +15,7 @@ class AbstractTick extends Mark { } render(index, scales, channels, dimensions, context) { return create("svg:g", context) - .call(applyIndirectStyles, this, scales, dimensions) + .call(applyIndirectStyles, this, scales, dimensions, context) .call(this._transform, this, scales) .call((g) => g diff --git a/src/marks/vector.js b/src/marks/vector.js index bb0125d930..296ce43869 100644 --- a/src/marks/vector.js +++ b/src/marks/vector.js @@ -40,6 +40,7 @@ export class Vector extends Mark { this.frameAnchor = maybeFrameAnchor(frameAnchor); } render(index, scales, channels, dimensions, context) { + const {x, y} = scales; const {x: X, y: Y, length: L, rotate: R} = channels; const {length, rotate, anchor} = this; const [cx, cy] = applyFrameAnchor(this, dimensions); @@ -50,8 +51,8 @@ export class Vector extends Mark { const k = anchor === "start" ? 0 : anchor === "end" ? 1 : 0.5; return create("svg:g", context) .attr("fill", "none") - .call(applyIndirectStyles, this, scales, dimensions) - .call(applyTransform, this, scales) + .call(applyIndirectStyles, this, scales, dimensions, context) + .call(applyTransform, this, {x: X && x, y: Y && y}) .call((g) => g .selectAll() diff --git a/src/plot.js b/src/plot.js index 33b80e48d7..badf692b7e 100644 --- a/src/plot.js +++ b/src/plot.js @@ -119,8 +119,7 @@ export function plot(options = {}) { const scaleDescriptors = Scales(addScaleChannels(channelsByScale, stateByMark), options); const scales = ScaleFunctions(scaleDescriptors); const axes = Axes(scaleDescriptors, options); - const dimensions = Dimensions(scaleDescriptors, axes, options); - const context = Context(options); + const dimensions = Dimensions(scaleDescriptors, hasGeometry(stateByMark), axes, options); autoScaleRange(scaleDescriptors, dimensions); autoAxisTicks(scaleDescriptors, axes); @@ -129,13 +128,23 @@ export function plot(options = {}) { const fyMargins = fy && {marginTop: 0, marginBottom: 0, height: fy.bandwidth()}; const fxMargins = fx && {marginRight: 0, marginLeft: 0, width: fx.bandwidth()}; const subdimensions = {...dimensions, ...fxMargins, ...fyMargins}; + const context = Context(options, subdimensions); // Reinitialize; for deriving channels dependent on other channels. const newByScale = new Set(); for (const [mark, state] of stateByMark) { if (mark.initializer != null) { - const {facets, channels} = mark.initializer(state.data, state.facets, state.channels, scales, subdimensions); - if (facets !== undefined) state.facets = facets; + const {facets, channels} = mark.initializer( + state.data, + state.facets, + state.channels, + scales, + subdimensions, + context + ); + if (facets !== undefined) { + state.facets = facets; + } if (channels !== undefined) { inferChannelScale(channels, mark); applyScaleTransforms(channels, options); @@ -160,9 +169,9 @@ export function plot(options = {}) { autoScaleLabels(channelsByScale, scaleDescriptors, axes, dimensions, options); - // Compute value objects, applying scales as needed. + // Compute value objects, applying scales and projection as needed. for (const state of stateByMark.values()) { - state.values = valueObject(state.channels, scales); + state.values = valueObject(state.channels, scales, context); } const {width, height} = dimensions; @@ -442,6 +451,13 @@ function addScaleChannels(channelsByScale, stateByMark, filter = yes) { return channelsByScale; } +function hasGeometry(stateByMark) { + for (const {channels} of stateByMark.values()) { + if (channels.geometry) return true; + } + return false; +} + // Derives a copy of the specified axis with the label disabled. function nolabel(axis) { return axis === undefined || axis.label === undefined diff --git a/src/projection.js b/src/projection.js new file mode 100644 index 0000000000..cde9c81f0d --- /dev/null +++ b/src/projection.js @@ -0,0 +1,120 @@ +import { + geoAlbers, + geoAlbersUsa, + geoAzimuthalEqualArea, + geoAzimuthalEquidistant, + geoConicConformal, + geoConicEqualArea, + geoConicEquidistant, + geoEqualEarth, + geoEquirectangular, + geoGnomonic, + geoMercator, + geoNaturalEarth1, + geoOrthographic, + geoStereographic, + geoTransverseMercator +} from "d3"; +import {isObject} from "./options.js"; + +export function maybeProjection(projection, dimensions) { + if (projection == null) return; + if (typeof projection.stream === "function") return projection; // d3 projection + let options; + if (isObject(projection)) ({type: projection, ...options} = projection); + if (typeof projection !== "function") projection = namedProjection(projection); + return projection?.({...dimensions, ...options}); +} + +export function isProjection(projection) { + if (projection == null) return false; + if (typeof projection.stream === "function") return true; // d3 projection + if (isObject(projection)) ({type: projection} = projection); + if (typeof projection !== "function") projection = namedProjection(projection); + return projection != null; +} + +const pi = Math.PI; +const tau = 2 * pi; + +function namedProjection(projection) { + switch (`${projection}`.toLowerCase()) { + case "albers-usa": + return scaleProjection(geoAlbersUsa, 0.7463, 0.4673); + case "albers": + return scaleProjection(geoAlbers, 0.7463, 0.4673); + case "azimuthal-equal-area": + return scaleProjection(geoAzimuthalEqualArea, 4, 4); + case "azimuthal-equidistant": + return scaleProjection(geoAzimuthalEquidistant, tau, tau); + case "conic-conformal": + return scaleProjection(geoConicConformal, tau, tau); + case "conic-equal-area": + return scaleProjection(geoConicEqualArea, 6.1702, 2.9781); + case "conic-equidistant": + return scaleProjection(geoConicEquidistant, 7.312, 3.6282); + case "equal-earth": + return scaleProjection(geoEqualEarth, 5.4133, 2.6347); + case "equirectangular": + return scaleProjection(geoEquirectangular, tau, pi); + case "gnomonic": + return scaleProjection(geoGnomonic, 3.4641, 3.4641); + case "identity": + return; + case "mercator": + return scaleProjection(geoMercator, tau, tau); + case "natural-earth": + return scaleProjection(geoNaturalEarth1, 5.4708, 2.8448); + case "orthographic": + return scaleProjection(geoOrthographic, 2, 2); + case "stereographic": + return scaleProjection(geoStereographic, 2, 2); + case "transverse-mercator": + return scaleProjection(geoTransverseMercator, tau, tau); + default: + throw new Error(`unknown projection type: ${projection}`); + } +} + +function scaleProjection(createProjection, kx, ky) { + return ({ + width, + height, + marginTop, + marginBottom, + marginLeft, + marginRight, + rotate, + center, + parallels, + precision = 0.15 + }) => { + const frameWidth = width - marginLeft - marginRight; + const frameHeight = height - marginTop - marginBottom; + const projection = createProjection(); + if (precision != null) projection.precision?.(precision); + if (parallels != null) projection.parallels?.(parallels); + if (rotate != null) projection.rotate?.(rotate); + if (center != null) projection.center?.(center); + projection.scale(Math.min(frameWidth / kx, frameHeight / ky)); + projection.translate([marginLeft + frameWidth / 2, marginTop + frameHeight / 2]); + return projection; + }; +} + +export function applyProjection(values, projection) { + const {x, y} = values; + const n = x.length; + const X = (values.x = new Float64Array(n).fill(NaN)); + const Y = (values.y = new Float64Array(n).fill(NaN)); + let i; + const stream = projection.stream({ + point(x, y) { + X[i] = x; + Y[i] = y; + } + }); + for (i = 0; i < n; ++i) { + stream.point(x[i], y[i]); + } +} diff --git a/src/scales.js b/src/scales.js index e1e4160e18..7092f59fb4 100644 --- a/src/scales.js +++ b/src/scales.js @@ -52,6 +52,7 @@ export function Scales( zero, align, padding, + projection, ...options } = {} ) { @@ -65,6 +66,7 @@ export function Scales( zero, align, padding, + projection, ...scaleOptions }); if (scale) { @@ -300,10 +302,15 @@ function formatScaleType(type) { return typeof type === "symbol" ? type.description : type; } -function inferScaleType(key, channels, {type, domain, range, scheme, pivot}) { +function inferScaleType(key, channels, {type, domain, range, scheme, pivot, projection}) { // The facet scales are always band scales; this cannot be changed. if (key === "fx" || key === "fy") return "band"; + // If a projection is specified, the x- and y-scales are disabled; these + // channels will be projected rather than scaled. (But still check that none + // of the associated channels are incompatible with a projection.) + if ((key === "x" || key === "y") && projection != null) type = "projection"; + // If a channel dictates a scale type, make sure that it is consistent with // the user-specified scale type (if any) and all other channels. For example, // barY requires x to be a band scale and disallows any other scale type. @@ -314,6 +321,7 @@ function inferScaleType(key, channels, {type, domain, range, scheme, pivot}) { } // If the scale, a channel, or user specified a (consistent) type, return it. + if (type === "projection") return; if (type !== undefined) return type; // If there’s no data (and no type) associated with this scale, don’t create a scale. diff --git a/src/scales/quantitative.js b/src/scales/quantitative.js index 20491cfd2a..2fb2702e10 100644 --- a/src/scales/quantitative.js +++ b/src/scales/quantitative.js @@ -184,6 +184,7 @@ export function ScaleQuantize( n = range === undefined ? 5 : (range = [...range]).length, scheme = "rdylbu", domain = inferAutoDomain(key, channels), + unknown, interpolate, reverse } @@ -206,7 +207,7 @@ export function ScaleQuantize( if (min instanceof Date) thresholds = thresholds.map((x) => new Date(x)); // preserve date types } if (order(arrayify(domain)) < 0) thresholds.reverse(); // preserve descending domain - return ScaleThreshold(key, channels, {domain: thresholds, range, reverse}); + return ScaleThreshold(key, channels, {domain: thresholds, range, reverse, unknown}); } export function ScaleThreshold( diff --git a/src/style.js b/src/style.js index 3547c50f1e..d409652908 100644 --- a/src/style.js +++ b/src/style.js @@ -1,4 +1,4 @@ -import {group, namespaces} from "d3"; +import {geoPath, group, namespaces} from "d3"; import {defined, nonempty} from "./defined.js"; import {formatDefault} from "./format.js"; import {string, number, maybeColorChannel, maybeNumberChannel, isNoneish, isNone, isRound, keyof} from "./options.js"; @@ -8,6 +8,10 @@ export const offset = typeof window !== "undefined" && window.devicePixelRatio > let nextClipId = 0; +function getClipId() { + return `plot-clip-${++nextClipId}`; +} + export function styles( mark, { @@ -289,11 +293,12 @@ export function* groupIndex(I, position, {z}, channels) { // https://github.com/observablehq/plot/issues/181 export function maybeClip(clip) { if (clip === true) return "frame"; + if (clip === "sphere") return "sphere"; if (clip == null || clip === false) return false; throw new Error(`invalid clip method: ${clip}`); } -export function applyIndirectStyles(selection, mark, scales, dimensions) { +export function applyIndirectStyles(selection, mark, scales, dimensions, context) { applyAttr(selection, "aria-label", mark.ariaLabel); applyAttr(selection, "aria-description", mark.ariaDescription); applyAttr(selection, "aria-hidden", mark.ariaHidden); @@ -310,19 +315,34 @@ export function applyIndirectStyles(selection, mark, scales, dimensions) { applyAttr(selection, "shape-rendering", mark.shapeRendering); applyAttr(selection, "paint-order", mark.paintOrder); applyAttr(selection, "pointer-events", mark.pointerEvents); - if (mark.clip === "frame") { - const {x, y} = scales; - const {width, height, marginLeft, marginRight, marginTop, marginBottom} = dimensions; - const id = `plot-clip-${++nextClipId}`; - selection - .attr("clip-path", `url(#${id})`) - .append("clipPath") - .attr("id", id) - .append("rect") - .attr("x", marginLeft - (x?.bandwidth ? x.bandwidth() / 2 : 0)) - .attr("y", marginTop - (y?.bandwidth ? y.bandwidth() / 2 : 0)) - .attr("width", width - marginRight - marginLeft) - .attr("height", height - marginTop - marginBottom); + switch (mark.clip) { + case "frame": { + const {x, y} = scales; + const {width, height, marginLeft, marginRight, marginTop, marginBottom} = dimensions; + const id = getClipId(); + selection + .attr("clip-path", `url(#${id})`) + .append("clipPath") + .attr("id", id) + .append("rect") + .attr("x", marginLeft - (x?.bandwidth ? x.bandwidth() / 2 : 0)) + .attr("y", marginTop - (y?.bandwidth ? y.bandwidth() / 2 : 0)) + .attr("width", width - marginRight - marginLeft) + .attr("height", height - marginTop - marginBottom); + break; + } + case "sphere": { + const {projection} = context; + if (!projection) throw new Error(`the "sphere" clip option requires a projection`); + const id = getClipId(); + selection + .attr("clip-path", `url(#${id})`) + .append("clipPath") + .attr("id", id) + .append("path") + .attr("d", geoPath(projection)({type: "Sphere"})); + break; + } } } diff --git a/src/transforms/basic.js b/src/transforms/basic.js index 6cbc7097f7..e97e5ebaea 100644 --- a/src/transforms/basic.js +++ b/src/transforms/basic.js @@ -51,10 +51,10 @@ function composeTransform(t1, t2) { function composeInitializer(i1, i2) { if (i1 == null) return i2 === null ? undefined : i2; if (i2 == null) return i1 === null ? undefined : i1; - return function (data, facets, channels, scales, dimensions) { + return function (data, facets, channels, ...args) { let c1, d1, f1, c2, d2, f2; - ({data: d1 = data, facets: f1 = facets, channels: c1} = i1.call(this, data, facets, channels, scales, dimensions)); - ({data: d2 = d1, facets: f2 = f1, channels: c2} = i2.call(this, d1, f1, {...channels, ...c1}, scales, dimensions)); + ({data: d1 = data, facets: f1 = facets, channels: c1} = i1.call(this, data, facets, channels, ...args)); + ({data: d2 = d1, facets: f2 = f1, channels: c2} = i2.call(this, d1, f1, {...channels, ...c1}, ...args)); return {data: d2, facets: f2, channels: {...c1, ...c2}}; }; } diff --git a/src/transforms/hexbin.js b/src/transforms/hexbin.js index ad67601fea..3f880dff30 100644 --- a/src/transforms/hexbin.js +++ b/src/transforms/hexbin.js @@ -1,6 +1,7 @@ +import {valueObject} from "../channel.js"; import {coerceNumbers} from "../scales.js"; import {sqrt3} from "../symbols.js"; -import {identity, isNoneish, number, valueof} from "../options.js"; +import {isNoneish, number, valueof} from "../options.js"; import {initializer} from "./basic.js"; import {hasOutput, maybeGroup, maybeOutputs, maybeSubgroup} from "./group.js"; @@ -13,32 +14,34 @@ export const ox = 0.5, oy = 0; /** @jsdoc hexbin */ -export function hexbin(outputs = {fill: "count"}, options = {}) { +export function hexbin(outputs = {fill: "count"}, {binWidth, ...options} = {}) { // TODO filter e.g. to show empty hexbins? // TODO disallow x, x1, x2, y, y1, y2 reducers? - let {binWidth, ...remainingOptions} = options; binWidth = binWidth === undefined ? 20 : number(binWidth); - outputs = maybeOutputs(outputs, remainingOptions); + outputs = maybeOutputs(outputs, options); // A fill output means a fill channel, and hence the stroke should default to // none (assuming a mark that defaults to fill and no stroke, such as dot). // Note that it’s safe to mutate options here because we just created it with // the rest operator above. - const {z, fill, stroke} = remainingOptions; - if (stroke === undefined && isNoneish(fill) && hasOutput(outputs, "fill")) remainingOptions.stroke = "none"; + const {z, fill, stroke} = options; + if (stroke === undefined && isNoneish(fill) && hasOutput(outputs, "fill")) options.stroke = "none"; // Populate default values for the r and symbol options, as appropriate. - if (remainingOptions.symbol === undefined) remainingOptions.symbol = "hexagon"; - if (remainingOptions.r === undefined && !hasOutput(outputs, "r")) remainingOptions.r = binWidth / 2; + if (options.symbol === undefined) options.symbol = "hexagon"; + if (options.r === undefined && !hasOutput(outputs, "r")) options.r = binWidth / 2; - return initializer(remainingOptions, (data, facets, {x: X, y: Y, z: Z, fill: F, stroke: S, symbol: Q}, scales) => { + return initializer(options, (data, facets, {x: X, y: Y, z: Z, fill: F, stroke: S, symbol: Q}, scales, _, context) => { if (X === undefined) throw new Error("missing channel: x"); if (Y === undefined) throw new Error("missing channel: y"); - // Coerce the X and Y channels to numbers (so that null is properly treated - // as an undefined value rather than being coerced to zero). - X = coerceNumbers(valueof(X.value, scales[X.scale] || identity)); - Y = coerceNumbers(valueof(Y.value, scales[Y.scale] || identity)); + // Extract the scaled (or projected!) values for the x and y channels. + ({x: X, y: Y} = valueObject({x: X, y: Y}, scales, context)); + + // Coerce the x and y channels to numbers (so that null is properly + // treated as an undefined value rather than being coerced to zero). + X = coerceNumbers(X); + Y = coerceNumbers(Y); // Extract the values for channels that are eligible for grouping; not all // marks define a z channel, so compute one if it not already computed. If z diff --git a/test/data/README.md b/test/data/README.md index 4fd08ec4a8..0df2dec6f7 100644 --- a/test/data/README.md +++ b/test/data/README.md @@ -31,6 +31,10 @@ http://lib.stat.cmu.edu/datasets/ Institute for Health Metrics and Evaluation https://covid19.healthdata.org/ +## countries-50m.json +World Atlas TopoJSON 2.0.2 +https://github.com/topojson/world-atlas + ## d3-survey-2015.json D3 Community Survey, 2015 https://github.com/enjalot/d3surveys @@ -118,6 +122,17 @@ https://observablehq.com/@moklick TSA https://www.tsa.gov/coronavirus/passenger-throughput +## us-counties-10m.json +U.S. Atlas TopoJSON 3.0.0 +https://github.com/topojson/us-atlas + +## us-county-unemployment.csv +U.S. Bureau of Labor Statistics, 2016 +https://www.bls.gov/lau/tables.htm + +## us-state-capitals.csv +Unknown origin + ## us-population-state-age.csv U.S. Census Bureau https://observablehq.com/@d3/barcode-plot @@ -139,6 +154,10 @@ https://www.census.gov/retail/mrts/historic_releases.html U.S. Census Bureau (?) https://observablehq.com/@d3/diverging-bar-chart +## walmarts.tsv +Thomas J. Holmes, University of Minnesota, Federal Reserve Bank of Minneapolis, and NBER +https://users.econ.umn.edu/~holmes/data/WalMart/ + ## wealth-britain.csv U.K. Office for National Statistics A recreation of “Who owns Britain?” by Richard Speigal; proportion plot chart type by Stephanie Evergreen diff --git a/test/data/countries-50m.json b/test/data/countries-50m.json new file mode 100644 index 0000000000..a7a8c4c3f3 --- /dev/null +++ b/test/data/countries-50m.json @@ -0,0 +1 @@ +{"type":"Topology","objects":{"countries":{"type":"GeometryCollection","geometries":[{"type":"Polygon","arcs":[[0,1,2,3]],"id":"716","properties":{"name":"Zimbabwe"}},{"type":"Polygon","arcs":[[-3,4,5,6,7,8,9]],"id":"894","properties":{"name":"Zambia"}},{"type":"MultiPolygon","arcs":[[[10,11,12]],[[13]],[[14]],[[15]],[[16]]],"id":"887","properties":{"name":"Yemen"}},{"type":"MultiPolygon","arcs":[[[17]],[[18,19,20,21]],[[22]],[[23]],[[24]],[[25]],[[26]],[[27]]],"id":"704","properties":{"name":"Vietnam"}},{"type":"MultiPolygon","arcs":[[[28]],[[29]],[[30]],[[31]],[[32,33,34,35]]],"id":"862","properties":{"name":"Venezuela"}},{"type":"Polygon","arcs":[[36]],"id":"336","properties":{"name":"Vatican"}},{"type":"MultiPolygon","arcs":[[[37]],[[38]],[[39]],[[40]],[[41]],[[42]],[[43]],[[44]],[[45]],[[46]],[[47]],[[48]],[[49]],[[50]]],"id":"548","properties":{"name":"Vanuatu"}},{"type":"MultiPolygon","arcs":[[[51,52,53,54,55],[56]],[[57]],[[58]]],"id":"860","properties":{"name":"Uzbekistan"}},{"type":"Polygon","arcs":[[59,60,61]],"id":"858","properties":{"name":"Uruguay"}},{"type":"MultiPolygon","arcs":[[[62]],[[63]],[[64]],[[65]],[[66]]],"id":"583","properties":{"name":"Micronesia"}},{"type":"MultiPolygon","arcs":[[[67]],[[68]],[[69]],[[70]],[[71]]],"id":"584","properties":{"name":"Marshall Is."}},{"type":"MultiPolygon","arcs":[[[72]],[[73]],[[74]],[[75]],[[76]],[[77]]],"id":"580","properties":{"name":"N. 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diff --git a/test/data/us-county-unemployment.csv b/test/data/us-county-unemployment.csv new file mode 100644 index 0000000000..de5d91a237 --- /dev/null +++ b/test/data/us-county-unemployment.csv @@ -0,0 +1,3220 @@ +id,state,county,rate +01001,Alabama,Autauga County,5.1 +01003,Alabama,Baldwin County,4.9 +01005,Alabama,Barbour County,8.6 +01007,Alabama,Bibb County,6.2 +01009,Alabama,Blount County,5.1 +01011,Alabama,Bullock County,7.1 +01013,Alabama,Butler County,6.7 +01015,Alabama,Calhoun County,6.1 +01017,Alabama,Chambers County,5 +01019,Alabama,Cherokee County,5 +01021,Alabama,Chilton County,5.2 +01023,Alabama,Choctaw County,7.9 +01025,Alabama,Clarke County,11.1 +01027,Alabama,Clay County,5.9 +01029,Alabama,Cleburne County,5.5 +01031,Alabama,Coffee County,5.6 +01033,Alabama,Colbert County,6.5 +01035,Alabama,Conecuh County,7.7 +01037,Alabama,Coosa County,5.7 +01039,Alabama,Covington County,6.7 +01041,Alabama,Crenshaw County,5.7 +01043,Alabama,Cullman County,4.8 +01045,Alabama,Dale County,5.6 +01047,Alabama,Dallas County,9.5 +01049,Alabama,DeKalb County,5.7 +01051,Alabama,Elmore County,4.7 +01053,Alabama,Escambia County,6.3 +01055,Alabama,Etowah County,5.7 +01057,Alabama,Fayette County,6.6 +01059,Alabama,Franklin County,5.5 +01061,Alabama,Geneva County,5.4 +01063,Alabama,Greene County,9.3 +01065,Alabama,Hale County,7.6 +01067,Alabama,Henry County,6.3 +01069,Alabama,Houston County,5.6 +01071,Alabama,Jackson County,5.9 +01073,Alabama,Jefferson County,5.5 +01075,Alabama,Lamar County,5.2 +01077,Alabama,Lauderdale County,6 +01079,Alabama,Lawrence County,6.4 +01081,Alabama,Lee County,4.9 +01083,Alabama,Limestone County,5 +01085,Alabama,Lowndes County,10.3 +01087,Alabama,Macon County,7.2 +01089,Alabama,Madison County,4.9 +01091,Alabama,Marengo County,6.9 +01093,Alabama,Marion County,6.1 +01095,Alabama,Marshall County,5.1 +01097,Alabama,Mobile County,6.5 +01099,Alabama,Monroe County,8.6 +01101,Alabama,Montgomery County,5.6 +01103,Alabama,Morgan County,5.2 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County,6.6 +06009,California,Calaveras County,5.7 +06011,California,Colusa County,10 +06013,California,Contra Costa County,4.7 +06015,California,Del Norte County,7.3 +06017,California,El Dorado County,5.1 +06019,California,Fresno County,8.7 +06021,California,Glenn County,7.9 +06023,California,Humboldt County,5.1 +06025,California,Imperial County,26.4 +06027,California,Inyo County,4.9 +06029,California,Kern County,9.7 +06031,California,Kings County,8.9 +06033,California,Lake County,6.3 +06035,California,Lassen County,6.1 +06037,California,Los Angeles County,5.3 +06039,California,Madera County,8.2 +06041,California,Marin County,3.5 +06043,California,Mariposa County,5.4 +06045,California,Mendocino County,5 +06047,California,Merced County,9.2 +06049,California,Modoc County,6.6 +06051,California,Mono County,5.2 +06053,California,Monterey County,5.6 +06055,California,Napa County,4 +06057,California,Nevada County,4.8 +06059,California,Orange County,4.3 +06061,California,Placer County,4.7 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County,5.5 +06115,California,Yuba County,8 +08001,Colorado,Adams County,3.6 +08003,Colorado,Alamosa County,4.3 +08005,Colorado,Arapahoe County,3.2 +08007,Colorado,Archuleta County,3.1 +08009,Colorado,Baca County,1.8 +08011,Colorado,Bent County,3.1 +08013,Colorado,Boulder County,2.9 +08014,Colorado,Broomfield County,3.1 +08015,Colorado,Chaffee County,2.4 +08017,Colorado,Cheyenne County,2.7 +08019,Colorado,Clear Creek County,3.3 +08021,Colorado,Conejos County,4.9 +08023,Colorado,Costilla County,4.8 +08025,Colorado,Crowley County,3.6 +08027,Colorado,Custer County,3 +08029,Colorado,Delta County,4.7 +08031,Colorado,Denver County,3.2 +08033,Colorado,Dolores County,4.1 +08035,Colorado,Douglas County,2.8 +08037,Colorado,Eagle County,2.5 +08039,Colorado,Elbert County,2.6 +08041,Colorado,El Paso County,3.9 +08043,Colorado,Fremont County,5.1 +08045,Colorado,Garfield County,3.3 +08047,Colorado,Gilpin County,2.6 +08049,Colorado,Grand County,2.3 +08051,Colorado,Gunnison County,2.1 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County,5.9 +08111,Colorado,San Juan County,2.4 +08113,Colorado,San Miguel County,2.4 +08115,Colorado,Sedgwick County,2.2 +08117,Colorado,Summit County,2.1 +08119,Colorado,Teller County,3.7 +08121,Colorado,Washington County,2.1 +08123,Colorado,Weld County,3.5 +08125,Colorado,Yuma County,2.2 +09001,Connecticut,Fairfield County,5.2 +09003,Connecticut,Hartford County,6 +09005,Connecticut,Litchfield County,4.8 +09007,Connecticut,Middlesex County,4.8 +09009,Connecticut,New Haven County,6.1 +09011,Connecticut,New London County,5.4 +09013,Connecticut,Tolland County,4.8 +09015,Connecticut,Windham County,5.8 +10001,Delaware,Kent County,5.1 +10003,Delaware,New Castle County,4.5 +10005,Delaware,Sussex County,3.7 +11001,District of Columbia,District of Columbia,6.5 +12001,Florida,Alachua County,4.4 +12003,Florida,Baker County,4.7 +12005,Florida,Bay County,4.6 +12007,Florida,Bradford County,4.2 +12009,Florida,Brevard County,5.2 +12011,Florida,Broward County,4.6 +12013,Florida,Calhoun County,5.9 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County,4.1 +12133,Florida,Washington County,5 +13001,Georgia,Appling County,6.9 +13003,Georgia,Atkinson County,4.6 +13005,Georgia,Bacon County,5.2 +13007,Georgia,Baker County,8.3 +13009,Georgia,Baldwin County,7.2 +13011,Georgia,Banks County,4.8 +13013,Georgia,Barrow County,4.6 +13015,Georgia,Bartow County,5 +13017,Georgia,Ben Hill County,8.1 +13019,Georgia,Berrien County,6.1 +13021,Georgia,Bibb County,5.7 +13023,Georgia,Bleckley County,7.6 +13025,Georgia,Brantley County,6.6 +13027,Georgia,Brooks County,4.8 +13029,Georgia,Bryan County,4.8 +13031,Georgia,Bulloch County,5.6 +13033,Georgia,Burke County,7.5 +13035,Georgia,Butts County,5.2 +13037,Georgia,Calhoun County,6 +13039,Georgia,Camden County,5.7 +13043,Georgia,Candler County,4.7 +13045,Georgia,Carroll County,5.9 +13047,Georgia,Catoosa County,4.8 +13049,Georgia,Charlton County,5.8 +13051,Georgia,Chatham County,5 +13053,Georgia,Chattahoochee County,8.6 +13055,Georgia,Chattooga County,6.1 +13057,Georgia,Cherokee County,4.1 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County,7.7 +13241,Georgia,Rabun County,5.4 +13243,Georgia,Randolph County,8.6 +13245,Georgia,Richmond County,6.5 +13247,Georgia,Rockdale County,5.5 +13249,Georgia,Schley County,6.4 +13251,Georgia,Screven County,6.9 +13253,Georgia,Seminole County,7.5 +13255,Georgia,Spalding County,6.5 +13257,Georgia,Stephens County,5.9 +13259,Georgia,Stewart County,5.8 +13261,Georgia,Sumter County,7.4 +13263,Georgia,Talbot County,6.6 +13265,Georgia,Taliaferro County,6.6 +13267,Georgia,Tattnall County,5.4 +13269,Georgia,Taylor County,7 +13271,Georgia,Telfair County,7.7 +13273,Georgia,Terrell County,6 +13275,Georgia,Thomas County,6.3 +13277,Georgia,Tift County,5.6 +13279,Georgia,Toombs County,7.3 +13281,Georgia,Towns County,6.3 +13283,Georgia,Treutlen County,7.3 +13285,Georgia,Troup County,5 +13287,Georgia,Turner County,6.4 +13289,Georgia,Twiggs County,8.2 +13291,Georgia,Union County,4.5 +13293,Georgia,Upson County,6.2 +13295,Georgia,Walker County,5.3 +13297,Georgia,Walton County,4.7 +13299,Georgia,Ware County,5.4 +13301,Georgia,Warren County,7 +13303,Georgia,Washington County,6.3 +13305,Georgia,Wayne County,6.6 +13307,Georgia,Webster County,8.6 +13309,Georgia,Wheeler County,8.5 +13311,Georgia,White County,4.4 +13313,Georgia,Whitfield County,5.7 +13315,Georgia,Wilcox County,6.8 +13317,Georgia,Wilkes County,6.7 +13319,Georgia,Wilkinson County,6 +13321,Georgia,Worth County,5.8 +15001,Hawaii,Hawaii County,4.1 +15003,Hawaii,Honolulu County,3 +15007,Hawaii,Kauai County,3.4 +15009,Hawaii,Maui County,3.4 +16001,Idaho,Ada County,3.5 +16003,Idaho,Adams County,4.9 +16005,Idaho,Bannock County,3.6 +16007,Idaho,Bear Lake County,3.4 +16009,Idaho,Benewah County,4.6 +16011,Idaho,Bingham County,3.7 +16013,Idaho,Blaine County,2.8 +16015,Idaho,Boise County,4.9 +16017,Idaho,Bonner County,4.3 +16019,Idaho,Bonneville County,3.2 +16021,Idaho,Boundary County,4.1 +16023,Idaho,Butte County,3.7 +16025,Idaho,Camas County,2.6 +16027,Idaho,Canyon County,4.4 +16029,Idaho,Caribou County,3.2 +16031,Idaho,Cassia County,2.9 +16033,Idaho,Clark County,3.3 +16035,Idaho,Clearwater County,5.9 +16037,Idaho,Custer County,4.1 +16039,Idaho,Elmore County,4.2 +16041,Idaho,Franklin County,2.9 +16043,Idaho,Fremont County,3.2 +16045,Idaho,Gem County,4.3 +16047,Idaho,Gooding County,3 +16049,Idaho,Idaho County,4.8 +16051,Idaho,Jefferson County,3.1 +16053,Idaho,Jerome County,2.8 +16055,Idaho,Kootenai County,4 +16057,Idaho,Latah County,3.2 +16059,Idaho,Lemhi County,4.8 +16061,Idaho,Lewis County,6.9 +16063,Idaho,Lincoln County,3.6 +16065,Idaho,Madison County,2.9 +16067,Idaho,Minidoka County,3.1 +16069,Idaho,Nez Perce County,3.1 +16071,Idaho,Oneida County,3.1 +16073,Idaho,Owyhee County,3.7 +16075,Idaho,Payette County,4.1 +16077,Idaho,Power County,4.2 +16079,Idaho,Shoshone County,5.9 +16081,Idaho,Teton County,2 +16083,Idaho,Twin Falls County,3.4 +16085,Idaho,Valley County,4.2 +16087,Idaho,Washington County,5.3 +17001,Illinois,Adams County,4.7 +17003,Illinois,Alexander County,9.5 +17005,Illinois,Bond County,4.7 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County,3 +19031,Iowa,Cedar County,3.8 +19033,Iowa,Cerro Gordo County,4.4 +19035,Iowa,Cherokee County,4.1 +19037,Iowa,Chickasaw County,4.6 +19039,Iowa,Clarke County,3.4 +19041,Iowa,Clay County,4.1 +19043,Iowa,Clayton County,4.2 +19045,Iowa,Clinton County,6.1 +19047,Iowa,Crawford County,5.2 +19049,Iowa,Dallas County,3.2 +19051,Iowa,Davis County,5.3 +19053,Iowa,Decatur County,3.5 +19055,Iowa,Delaware County,3.7 +19057,Iowa,Des Moines County,5.9 +19059,Iowa,Dickinson County,3.5 +19061,Iowa,Dubuque County,4 +19063,Iowa,Emmet County,4.2 +19065,Iowa,Fayette County,5 +19067,Iowa,Floyd County,3.9 +19069,Iowa,Franklin County,3.8 +19071,Iowa,Fremont County,4.1 +19073,Iowa,Greene County,4.3 +19075,Iowa,Grundy County,3.7 +19077,Iowa,Guthrie County,3.6 +19079,Iowa,Hamilton County,4 +19081,Iowa,Hancock County,3 +19083,Iowa,Hardin County,4.2 +19085,Iowa,Harrison County,3.7 +19087,Iowa,Henry County,4.4 +19089,Iowa,Howard County,3.6 +19091,Iowa,Humboldt County,3.2 +19093,Iowa,Ida County,2.8 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County,3.7 +19161,Iowa,Sac County,3 +19163,Iowa,Scott County,5.4 +19165,Iowa,Shelby County,3.2 +19167,Iowa,Sioux County,2.4 +19169,Iowa,Story County,2.9 +19171,Iowa,Tama County,4.2 +19173,Iowa,Taylor County,3.9 +19175,Iowa,Union County,4.4 +19177,Iowa,Van Buren County,4.9 +19179,Iowa,Wapello County,7.4 +19181,Iowa,Warren County,3.8 +19183,Iowa,Washington County,3.5 +19185,Iowa,Wayne County,4.6 +19187,Iowa,Webster County,4.7 +19189,Iowa,Winnebago County,4.1 +19191,Iowa,Winneshiek County,3.6 +19193,Iowa,Woodbury County,4.2 +19195,Iowa,Worth County,3.5 +19197,Iowa,Wright County,4.5 +20001,Kansas,Allen County,6.9 +20003,Kansas,Anderson County,4.6 +20005,Kansas,Atchison County,7.4 +20007,Kansas,Barber County,4.4 +20009,Kansas,Barton County,5 +20011,Kansas,Bourbon County,5.7 +20013,Kansas,Brown County,4.2 +20015,Kansas,Butler County,4.6 +20017,Kansas,Chase County,4.6 +20019,Kansas,Chautauqua County,5.9 +20021,Kansas,Cherokee County,5.2 +20023,Kansas,Cheyenne County,3.3 +20025,Kansas,Clark County,3 +20027,Kansas,Clay County,4.8 +20029,Kansas,Cloud County,5.1 +20031,Kansas,Coffey County,8.2 +20033,Kansas,Comanche County,3.2 +20035,Kansas,Cowley County,5.1 +20037,Kansas,Crawford County,5.4 +20039,Kansas,Decatur County,4.7 +20041,Kansas,Dickinson County,4.7 +20043,Kansas,Doniphan County,4.7 +20045,Kansas,Douglas County,4.1 +20047,Kansas,Edwards County,3.3 +20049,Kansas,Elk County,6.8 +20051,Kansas,Ellis County,3.4 +20053,Kansas,Ellsworth County,4.3 +20055,Kansas,Finney County,3.5 +20057,Kansas,Ford County,3.6 +20059,Kansas,Franklin County,4.8 +20061,Kansas,Geary County,6.4 +20063,Kansas,Gove County,3 +20065,Kansas,Graham County,5 +20067,Kansas,Grant County,3.9 +20069,Kansas,Gray County,2.6 +20071,Kansas,Greeley County,2.7 +20073,Kansas,Greenwood County,5.7 +20075,Kansas,Hamilton County,3.2 +20077,Kansas,Harper County,4 +20079,Kansas,Harvey County,6.3 +20081,Kansas,Haskell County,2.8 +20083,Kansas,Hodgeman County,2.7 +20085,Kansas,Jackson County,4 +20087,Kansas,Jefferson County,4.1 +20089,Kansas,Jewell County,4.5 +20091,Kansas,Johnson County,3.7 +20093,Kansas,Kearny County,3.7 +20095,Kansas,Kingman County,4.8 +20097,Kansas,Kiowa County,3.5 +20099,Kansas,Labette County,6.2 +20101,Kansas,Lane County,3.9 +20103,Kansas,Leavenworth County,4.5 +20105,Kansas,Lincoln County,4 +20107,Kansas,Linn County,7 +20109,Kansas,Logan County,3.2 +20111,Kansas,Lyon County,4.3 +20113,Kansas,McPherson County,3.9 +20115,Kansas,Marion County,5.9 +20117,Kansas,Marshall County,3.6 +20119,Kansas,Meade County,2.9 +20121,Kansas,Miami County,4.3 +20123,Kansas,Mitchell County,3.1 +20125,Kansas,Montgomery County,6.9 +20127,Kansas,Morris County,4.3 +20129,Kansas,Morton County,4.6 +20131,Kansas,Nemaha County,3 +20133,Kansas,Neosho County,8.1 +20135,Kansas,Ness County,4.1 +20137,Kansas,Norton County,2.9 +20139,Kansas,Osage County,4.6 +20141,Kansas,Osborne County,4.1 +20143,Kansas,Ottawa County,4.5 +20145,Kansas,Pawnee County,3.6 +20147,Kansas,Phillips County,3.6 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County,6.1 +21001,Kentucky,Adair County,6.1 +21003,Kentucky,Allen County,3.9 +21005,Kentucky,Anderson County,3.6 +21007,Kentucky,Ballard County,9 +21009,Kentucky,Barren County,4.3 +21011,Kentucky,Bath County,6.5 +21013,Kentucky,Bell County,8.3 +21015,Kentucky,Boone County,3.5 +21017,Kentucky,Bourbon County,4.6 +21019,Kentucky,Boyd County,8.3 +21021,Kentucky,Boyle County,4.5 +21023,Kentucky,Bracken County,5.4 +21025,Kentucky,Breathitt County,8.3 +21027,Kentucky,Breckinridge County,5.7 +21029,Kentucky,Bullitt County,3.8 +21031,Kentucky,Butler County,4.8 +21033,Kentucky,Caldwell County,5 +21035,Kentucky,Calloway County,4.1 +21037,Kentucky,Campbell County,3.5 +21039,Kentucky,Carlisle County,6.8 +21041,Kentucky,Carroll County,5 +21043,Kentucky,Carter County,10.6 +21045,Kentucky,Casey County,4.4 +21047,Kentucky,Christian County,6 +21049,Kentucky,Clark County,4.5 +21051,Kentucky,Clay County,9.7 +21053,Kentucky,Clinton County,6.4 +21055,Kentucky,Crittenden County,5.2 +21057,Kentucky,Cumberland County,4.6 +21059,Kentucky,Daviess County,4 +21061,Kentucky,Edmonson County,5.4 +21063,Kentucky,Elliott County,11.7 +21065,Kentucky,Estill County,5.2 +21067,Kentucky,Fayette County,3.3 +21069,Kentucky,Fleming County,5.5 +21071,Kentucky,Floyd County,10.4 +21073,Kentucky,Franklin County,3.6 +21075,Kentucky,Fulton County,6.6 +21077,Kentucky,Gallatin County,4.4 +21079,Kentucky,Garrard County,4.3 +21081,Kentucky,Grant County,4.2 +21083,Kentucky,Graves County,6.4 +21085,Kentucky,Grayson County,6.2 +21087,Kentucky,Green County,4 +21089,Kentucky,Greenup County,8.8 +21091,Kentucky,Hancock County,4.7 +21093,Kentucky,Hardin County,4.1 +21095,Kentucky,Harlan County,11.6 +21097,Kentucky,Harrison County,4.4 +21099,Kentucky,Hart County,4.4 +21101,Kentucky,Henderson County,4.5 +21103,Kentucky,Henry County,3.9 +21105,Kentucky,Hickman County,5.1 +21107,Kentucky,Hopkins County,5.5 +21109,Kentucky,Jackson County,6.9 +21111,Kentucky,Jefferson County,4.2 +21113,Kentucky,Jessamine County,3.6 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Genevieve County,5.8 +29187,Missouri,St. Francois County,6.7 +29189,Missouri,St. Louis County,5.1 +29195,Missouri,Saline County,5.8 +29197,Missouri,Schuyler County,7.6 +29199,Missouri,Scotland County,4.6 +29201,Missouri,Scott County,6.9 +29203,Missouri,Shannon County,8 +29205,Missouri,Shelby County,4.8 +29207,Missouri,Stoddard County,7.1 +29209,Missouri,Stone County,6 +29211,Missouri,Sullivan County,7.4 +29213,Missouri,Taney County,6.1 +29215,Missouri,Texas County,7.6 +29217,Missouri,Vernon County,5.8 +29219,Missouri,Warren County,4.6 +29221,Missouri,Washington County,7.2 +29223,Missouri,Wayne County,6.1 +29225,Missouri,Webster County,5.9 +29227,Missouri,Worth County,3.6 +29229,Missouri,Wright County,7.3 +29510,Missouri,St. Louis city,6.6 +30001,Montana,Beaverhead County,2.9 +30003,Montana,Big Horn County,7.7 +30005,Montana,Blaine County,4.4 +30007,Montana,Broadwater County,4.3 +30009,Montana,Carbon County,3.5 +30011,Montana,Carter County,2.4 +30013,Montana,Cascade County,3.8 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County,4.6 +30073,Montana,Pondera County,4.7 +30075,Montana,Powder River County,2.5 +30077,Montana,Powell County,4.5 +30079,Montana,Prairie County,3 +30081,Montana,Ravalli County,4.5 +30083,Montana,Richland County,4.9 +30085,Montana,Roosevelt County,6.2 +30087,Montana,Rosebud County,6.8 +30089,Montana,Sanders County,7 +30091,Montana,Sheridan County,3.2 +30093,Montana,Silver Bow County,4.3 +30095,Montana,Stillwater County,3.9 +30097,Montana,Sweet Grass County,2.9 +30099,Montana,Teton County,3.5 +30101,Montana,Toole County,3.3 +30103,Montana,Treasure County,4.1 +30105,Montana,Valley County,3 +30107,Montana,Wheatland County,4.9 +30109,Montana,Wibaux County,4.6 +30111,Montana,Yellowstone County,3.7 +31001,Nebraska,Adams County,3.3 +31003,Nebraska,Antelope County,2.5 +31005,Nebraska,Arthur County,5.4 +31007,Nebraska,Banner County,4.2 +31009,Nebraska,Blaine County,4.1 +31011,Nebraska,Boone County,2.8 +31013,Nebraska,Box Butte County,3.6 +31015,Nebraska,Boyd County,2.8 +31017,Nebraska,Brown County,3.5 +31019,Nebraska,Buffalo County,2.8 +31021,Nebraska,Burt County,3.6 +31023,Nebraska,Butler County,3.2 +31025,Nebraska,Cass County,3.5 +31027,Nebraska,Cedar County,2.8 +31029,Nebraska,Chase County,2.5 +31031,Nebraska,Cherry County,2.5 +31033,Nebraska,Cheyenne County,3.3 +31035,Nebraska,Clay County,3 +31037,Nebraska,Colfax County,3.2 +31039,Nebraska,Cuming County,3.2 +31041,Nebraska,Custer County,2.6 +31043,Nebraska,Dakota County,4.5 +31045,Nebraska,Dawes County,3.4 +31047,Nebraska,Dawson County,3 +31049,Nebraska,Deuel County,3.4 +31051,Nebraska,Dixon County,3.4 +31053,Nebraska,Dodge County,3.3 +31055,Nebraska,Douglas County,3.5 +31057,Nebraska,Dundy County,2.5 +31059,Nebraska,Fillmore County,2.8 +31061,Nebraska,Franklin County,3.3 +31063,Nebraska,Frontier County,2.8 +31065,Nebraska,Furnas County,3.3 +31067,Nebraska,Gage County,3.5 +31069,Nebraska,Garden County,3.2 +31071,Nebraska,Garfield County,2.7 +31073,Nebraska,Gosper County,2.7 +31075,Nebraska,Grant County,2.6 +31077,Nebraska,Greeley County,3.7 +31079,Nebraska,Hall County,3.4 +31081,Nebraska,Hamilton County,2.9 +31083,Nebraska,Harlan County,2.9 +31085,Nebraska,Hayes County,2.8 +31087,Nebraska,Hitchcock County,4.1 +31089,Nebraska,Holt County,3.1 +31091,Nebraska,Hooker County,2.7 +31093,Nebraska,Howard County,2.9 +31095,Nebraska,Jefferson County,2.7 +31097,Nebraska,Johnson County,3.1 +31099,Nebraska,Kearney County,2.4 +31101,Nebraska,Keith County,3 +31103,Nebraska,Keya Paha County,2.3 +31105,Nebraska,Kimball County,4.3 +31107,Nebraska,Knox County,2.8 +31109,Nebraska,Lancaster County,3 +31111,Nebraska,Lincoln County,3.2 +31113,Nebraska,Logan County,3 +31115,Nebraska,Loup County,3.7 +31117,Nebraska,McPherson County,2.5 +31119,Nebraska,Madison County,3 +31121,Nebraska,Merrick County,3.7 +31123,Nebraska,Morrill County,3.5 +31125,Nebraska,Nance County,2.9 +31127,Nebraska,Nemaha County,4.3 +31129,Nebraska,Nuckolls County,3 +31131,Nebraska,Otoe County,3.6 +31133,Nebraska,Pawnee County,2.4 +31135,Nebraska,Perkins County,2.5 +31137,Nebraska,Phelps County,2.8 +31139,Nebraska,Pierce County,2.5 +31141,Nebraska,Platte County,3.5 +31143,Nebraska,Polk County,2.7 +31145,Nebraska,Red Willow County,3.2 +31147,Nebraska,Richardson County,3.3 +31149,Nebraska,Rock County,2.6 +31151,Nebraska,Saline County,3.1 +31153,Nebraska,Sarpy County,3.1 +31155,Nebraska,Saunders County,3.2 +31157,Nebraska,Scotts Bluff County,3.8 +31159,Nebraska,Seward County,3.1 +31161,Nebraska,Sheridan County,3.4 +31163,Nebraska,Sherman County,3.3 +31165,Nebraska,Sioux County,2.6 +31167,Nebraska,Stanton County,2.7 +31169,Nebraska,Thayer County,2.8 +31171,Nebraska,Thomas County,3.2 +31173,Nebraska,Thurston County,4.6 +31175,Nebraska,Valley County,2.9 +31177,Nebraska,Washington County,3.2 +31179,Nebraska,Wayne County,3.4 +31181,Nebraska,Webster County,3.7 +31183,Nebraska,Wheeler County,2.7 +31185,Nebraska,York County,2.9 +32001,Nevada,Churchill County,5.8 +32003,Nevada,Clark County,6 +32005,Nevada,Douglas County,5.3 +32007,Nevada,Elko County,4.4 +32009,Nevada,Esmeralda County,4.7 +32011,Nevada,Eureka County,5.1 +32013,Nevada,Humboldt County,5.5 +32015,Nevada,Lander County,5.9 +32017,Nevada,Lincoln County,5.3 +32019,Nevada,Lyon County,7.3 +32021,Nevada,Mineral County,8.6 +32023,Nevada,Nye County,7.5 +32027,Nevada,Pershing County,6 +32029,Nevada,Storey County,5.8 +32031,Nevada,Washoe County,4.9 +32033,Nevada,White Pine County,4.6 +32510,Nevada,Carson City,6 +33001,New Hampshire,Belknap County,2.6 +33003,New Hampshire,Carroll County,2.8 +33005,New Hampshire,Cheshire County,2.9 +33007,New Hampshire,Coos County,3.5 +33009,New Hampshire,Grafton County,2.4 +33011,New Hampshire,Hillsborough County,3.2 +33013,New Hampshire,Merrimack County,2.6 +33015,New Hampshire,Rockingham County,3.1 +33017,New Hampshire,Strafford County,2.7 +33019,New Hampshire,Sullivan County,2.5 +34001,New Jersey,Atlantic County,7.1 +34003,New Jersey,Bergen County,4.7 +34005,New Jersey,Burlington County,5 +34007,New Jersey,Camden County,6 +34009,New Jersey,Cape May County,5.7 +34011,New Jersey,Cumberland County,7.9 +34013,New Jersey,Essex County,6.6 +34015,New Jersey,Gloucester County,5.6 +34017,New Jersey,Hudson County,5.2 +34019,New Jersey,Hunterdon County,4.1 +34021,New Jersey,Mercer County,4.9 +34023,New Jersey,Middlesex County,4.9 +34025,New Jersey,Monmouth County,4.8 +34027,New Jersey,Morris County,4.2 +34029,New Jersey,Ocean County,5.4 +34031,New Jersey,Passaic County,6.8 +34033,New Jersey,Salem County,6.8 +34035,New Jersey,Somerset County,4.4 +34037,New Jersey,Sussex County,5 +34039,New Jersey,Union County,5.6 +34041,New Jersey,Warren County,5.1 +35001,New Mexico,Bernalillo County,6.2 +35003,New Mexico,Catron County,6.9 +35005,New Mexico,Chaves County,6.9 +35006,New Mexico,Cibola County,9.1 +35007,New Mexico,Colfax County,5.6 +35009,New Mexico,Curry County,5.4 +35011,New Mexico,De Baca County,5 +35013,New Mexico,Dona Ana County,7.1 +35015,New Mexico,Eddy County,7.2 +35017,New Mexico,Grant County,6.6 +35019,New Mexico,Guadalupe County,6.4 +35021,New Mexico,Harding County,7.3 +35023,New Mexico,Hidalgo County,5.4 +35025,New Mexico,Lea County,9.8 +35027,New Mexico,Lincoln County,6 +35028,New Mexico,Los Alamos County,4.5 +35029,New Mexico,Luna County,10 +35031,New Mexico,McKinley County,9.8 +35033,New Mexico,Mora County,8 +35035,New Mexico,Otero County,6.4 +35037,New Mexico,Quay County,7 +35039,New Mexico,Rio Arriba County,7.3 +35041,New Mexico,Roosevelt County,6.1 +35043,New Mexico,Sandoval County,7.1 +35045,New Mexico,San Juan County,9.4 +35047,New Mexico,San Miguel County,8.1 +35049,New Mexico,Santa Fe County,5.5 +35051,New Mexico,Sierra County,7.8 +35053,New Mexico,Socorro County,8 +35055,New Mexico,Taos County,8.3 +35057,New Mexico,Torrance County,9.3 +35059,New Mexico,Union County,4.5 +35061,New Mexico,Valencia County,7.6 +36001,New York,Albany County,4 +36003,New York,Allegany County,4.9 +36005,New York,Bronx County,7.8 +36007,New York,Broome County,5 +36009,New York,Cattaraugus County,5.2 +36011,New York,Cayuga County,4.4 +36013,New York,Chautauqua County,5.1 +36015,New York,Chemung County,5.2 +36017,New York,Chenango County,4.4 +36019,New York,Clinton County,5.1 +36021,New York,Columbia County,3.3 +36023,New York,Cortland County,4.6 +36025,New York,Delaware County,4.9 +36027,New York,Dutchess County,4 +36029,New York,Erie County,4.6 +36031,New York,Essex County,4.1 +36033,New York,Franklin County,4.8 +36035,New York,Fulton County,5.2 +36037,New York,Genesee County,3.8 +36039,New York,Greene County,4.5 +36041,New York,Hamilton County,2.9 +36043,New York,Herkimer County,4.4 +36045,New York,Jefferson County,5.1 +36047,New York,Kings County,5.9 +36049,New York,Lewis County,5.4 +36051,New York,Livingston County,4.2 +36053,New York,Madison County,4.6 +36055,New York,Monroe County,4.6 +36057,New York,Montgomery County,5.2 +36059,New York,Nassau County,3.8 +36061,New York,New York County,4.9 +36063,New York,Niagara County,5.2 +36065,New York,Oneida County,4.3 +36067,New York,Onondaga County,4.2 +36069,New York,Ontario County,3.7 +36071,New York,Orange County,4.2 +36073,New York,Orleans County,5.2 +36075,New York,Oswego County,5.7 +36077,New York,Otsego County,4.3 +36079,New York,Putnam County,3.9 +36081,New York,Queens County,5 +36083,New York,Rensselaer County,4.1 +36085,New York,Richmond County,5.9 +36087,New York,Rockland County,4.1 +36089,New York,St. Lawrence County,5.8 +36091,New York,Saratoga County,3.5 +36093,New York,Schenectady County,4.2 +36095,New York,Schoharie County,4.7 +36097,New York,Schuyler County,4.6 +36099,New York,Seneca County,3.8 +36101,New York,Steuben County,5 +36103,New York,Suffolk County,4.3 +36105,New York,Sullivan County,4.1 +36107,New York,Tioga County,4.5 +36109,New York,Tompkins County,3.7 +36111,New York,Ulster County,4.3 +36113,New York,Warren County,4.1 +36115,New York,Washington County,3.8 +36117,New York,Wayne County,4.5 +36119,New York,Westchester County,4.2 +36121,New York,Wyoming County,4.1 +36123,New York,Yates County,3.7 +37001,North Carolina,Alamance County,4.8 +37003,North Carolina,Alexander County,4.5 +37005,North Carolina,Alleghany County,5.1 +37007,North Carolina,Anson County,5.9 +37009,North Carolina,Ashe County,4.5 +37011,North Carolina,Avery County,4.8 +37013,North Carolina,Beaufort County,5.6 +37015,North Carolina,Bertie County,6.4 +37017,North Carolina,Bladen County,6.7 +37019,North Carolina,Brunswick County,5.7 +37021,North Carolina,Buncombe County,3.9 +37023,North Carolina,Burke County,5.1 +37025,North Carolina,Cabarrus County,4.6 +37027,North Carolina,Caldwell County,5.3 +37029,North Carolina,Camden County,5.3 +37031,North Carolina,Carteret County,4.7 +37033,North Carolina,Caswell County,5.5 +37035,North Carolina,Catawba County,4.9 +37037,North Carolina,Chatham County,4.3 +37039,North Carolina,Cherokee County,5.4 +37041,North Carolina,Chowan County,6.5 +37043,North Carolina,Clay County,5.1 +37045,North Carolina,Cleveland County,5.6 +37047,North Carolina,Columbus County,6.1 +37049,North Carolina,Craven County,5.1 +37051,North Carolina,Cumberland County,6.3 +37053,North Carolina,Currituck County,4.6 +37055,North Carolina,Dare County,4.2 +37057,North Carolina,Davidson County,4.9 +37059,North Carolina,Davie County,4.6 +37061,North Carolina,Duplin County,5.4 +37063,North Carolina,Durham County,4.5 +37065,North Carolina,Edgecombe County,8.5 +37067,North Carolina,Forsyth County,4.9 +37069,North Carolina,Franklin County,5.1 +37071,North Carolina,Gaston County,5.3 +37073,North Carolina,Gates County,5.2 +37075,North Carolina,Graham County,7.1 +37077,North Carolina,Granville County,4.4 +37079,North Carolina,Greene County,5 +37081,North Carolina,Guilford County,5.3 +37083,North Carolina,Halifax County,7.8 +37085,North Carolina,Harnett County,5.8 +37087,North Carolina,Haywood County,4.4 +37089,North Carolina,Henderson County,4.3 +37091,North Carolina,Hertford County,6.5 +37093,North Carolina,Hoke County,6.5 +37095,North Carolina,Hyde County,6.4 +37097,North Carolina,Iredell County,4.7 +37099,North Carolina,Jackson County,5.1 +37101,North Carolina,Johnston County,4.5 +37103,North Carolina,Jones County,5.1 +37105,North Carolina,Lee County,5.7 +37107,North Carolina,Lenoir County,5.4 +37109,North Carolina,Lincoln County,4.6 +37111,North Carolina,McDowell County,4.6 +37113,North Carolina,Macon County,5.1 +37115,North Carolina,Madison County,4.9 +37117,North Carolina,Martin County,6.8 +37119,North Carolina,Mecklenburg County,4.7 +37121,North Carolina,Mitchell County,6 +37123,North Carolina,Montgomery County,5.2 +37125,North Carolina,Moore County,5 +37127,North Carolina,Nash County,6.8 +37129,North Carolina,New Hanover County,4.7 +37131,North Carolina,Northampton County,7.3 +37133,North Carolina,Onslow County,5.4 +37135,North Carolina,Orange County,4.5 +37137,North Carolina,Pamlico County,5.1 +37139,North Carolina,Pasquotank County,6.2 +37141,North Carolina,Pender County,5.2 +37143,North Carolina,Perquimans County,6.3 +37145,North Carolina,Person County,5.4 +37147,North Carolina,Pitt County,5.7 +37149,North Carolina,Polk County,4.9 +37151,North Carolina,Randolph County,4.8 +37153,North Carolina,Richmond County,6.9 +37155,North Carolina,Robeson County,7.3 +37157,North Carolina,Rockingham County,5.5 +37159,North Carolina,Rowan County,5.5 +37161,North Carolina,Rutherford County,6.6 +37163,North Carolina,Sampson County,5.6 +37165,North Carolina,Scotland County,8.9 +37167,North Carolina,Stanly County,4.7 +37169,North Carolina,Stokes County,4.9 +37171,North Carolina,Surry County,4.8 +37173,North Carolina,Swain County,4.9 +37175,North Carolina,Transylvania County,4.8 +37177,North Carolina,Tyrrell County,6.2 +37179,North Carolina,Union County,4.4 +37181,North Carolina,Vance County,7.3 +37183,North Carolina,Wake County,4.2 +37185,North Carolina,Warren County,7 +37187,North Carolina,Washington County,6.9 +37189,North Carolina,Watauga County,4.7 +37191,North Carolina,Wayne County,5.6 +37193,North Carolina,Wilkes County,4.7 +37195,North Carolina,Wilson County,8.1 +37197,North Carolina,Yadkin County,4.4 +37199,North Carolina,Yancey County,5.1 +38001,North Dakota,Adams County,2.3 +38003,North Dakota,Barnes County,3.2 +38005,North Dakota,Benson County,3.1 +38007,North Dakota,Billings County,2.5 +38009,North Dakota,Bottineau County,3.2 +38011,North Dakota,Bowman County,1.8 +38013,North Dakota,Burke County,3.8 +38015,North Dakota,Burleigh County,2.3 +38017,North Dakota,Cass County,2 +38019,North Dakota,Cavalier County,1.9 +38021,North Dakota,Dickey County,1.8 +38023,North Dakota,Divide County,2 +38025,North Dakota,Dunn County,2.2 +38027,North Dakota,Eddy County,2.8 +38029,North Dakota,Emmons County,3.1 +38031,North Dakota,Foster County,2.5 +38033,North Dakota,Golden Valley County,2.4 +38035,North Dakota,Grand Forks County,2.3 +38037,North Dakota,Grant County,2.1 +38039,North Dakota,Griggs County,2.3 +38041,North Dakota,Hettinger County,2.9 +38043,North Dakota,Kidder County,2.6 +38045,North Dakota,LaMoure County,2 +38047,North Dakota,Logan County,2.9 +38049,North Dakota,McHenry County,4.1 +38051,North Dakota,McIntosh County,2.4 +38053,North Dakota,McKenzie County,3.1 +38055,North Dakota,McLean County,3.1 +38057,North Dakota,Mercer County,4.5 +38059,North Dakota,Morton County,2.9 +38061,North Dakota,Mountrail County,2.9 +38063,North Dakota,Nelson County,2.9 +38065,North Dakota,Oliver County,5.3 +38067,North Dakota,Pembina County,4.5 +38069,North Dakota,Pierce County,3 +38071,North Dakota,Ramsey County,2.5 +38073,North Dakota,Ransom County,1.9 +38075,North Dakota,Renville County,3.5 +38077,North Dakota,Richland County,2.7 +38079,North Dakota,Rolette County,14.2 +38081,North Dakota,Sargent County,1.6 +38083,North Dakota,Sheridan County,3.7 +38085,North Dakota,Sioux County,5.3 +38087,North Dakota,Slope County,2.3 +38089,North Dakota,Stark County,3.3 +38091,North Dakota,Steele County,1.7 +38093,North Dakota,Stutsman County,2.1 +38095,North Dakota,Towner County,2 +38097,North Dakota,Traill County,2.7 +38099,North Dakota,Walsh County,3.6 +38101,North Dakota,Ward County,3.5 +38103,North Dakota,Wells County,2.7 +38105,North Dakota,Williams County,3.7 +39001,Ohio,Adams County,6.8 +39003,Ohio,Allen County,4.6 +39005,Ohio,Ashland County,4.3 +39007,Ohio,Ashtabula County,5.3 +39009,Ohio,Athens County,6 +39011,Ohio,Auglaize County,3.5 +39013,Ohio,Belmont County,6.3 +39015,Ohio,Brown County,5 +39017,Ohio,Butler County,4.2 +39019,Ohio,Carroll County,6 +39021,Ohio,Champaign County,4.1 +39023,Ohio,Clark County,4.7 +39025,Ohio,Clermont County,4.1 +39027,Ohio,Clinton County,5.4 +39029,Ohio,Columbiana County,6 +39031,Ohio,Coshocton County,6.2 +39033,Ohio,Crawford County,5.5 +39035,Ohio,Cuyahoga County,5.5 +39037,Ohio,Darke County,3.7 +39039,Ohio,Defiance County,4.3 +39041,Ohio,Delaware County,3.4 +39043,Ohio,Erie County,4.6 +39045,Ohio,Fairfield County,3.9 +39047,Ohio,Fayette County,3.9 +39049,Ohio,Franklin County,3.9 +39051,Ohio,Fulton County,4 +39053,Ohio,Gallia County,6.4 +39055,Ohio,Geauga County,4.4 +39057,Ohio,Greene County,4.2 +39059,Ohio,Guernsey County,5.8 +39061,Ohio,Hamilton County,4.2 +39063,Ohio,Hancock County,3.5 +39065,Ohio,Hardin County,4.9 +39067,Ohio,Harrison County,6.4 +39069,Ohio,Henry County,4.2 +39071,Ohio,Highland County,5.5 +39073,Ohio,Hocking County,4.5 +39075,Ohio,Holmes County,3.3 +39077,Ohio,Huron County,5 +39079,Ohio,Jackson County,7 +39081,Ohio,Jefferson County,7.4 +39083,Ohio,Knox County,4.1 +39085,Ohio,Lake County,4.8 +39087,Ohio,Lawrence County,6.1 +39089,Ohio,Licking County,4.1 +39091,Ohio,Logan County,3.9 +39093,Ohio,Lorain County,5.9 +39095,Ohio,Lucas County,4.9 +39097,Ohio,Madison County,3.5 +39099,Ohio,Mahoning County,5.8 +39101,Ohio,Marion County,4.7 +39103,Ohio,Medina County,4.3 +39105,Ohio,Meigs County,7.6 +39107,Ohio,Mercer County,3 +39109,Ohio,Miami County,4 +39111,Ohio,Monroe County,9.1 +39113,Ohio,Montgomery County,4.6 +39115,Ohio,Morgan County,6.8 +39117,Ohio,Morrow County,4.4 +39119,Ohio,Muskingum County,5.3 +39121,Ohio,Noble County,7.3 +39123,Ohio,Ottawa County,4.6 +39125,Ohio,Paulding County,4.2 +39127,Ohio,Perry County,5.5 +39129,Ohio,Pickaway County,4.2 +39131,Ohio,Pike County,6.8 +39133,Ohio,Portage County,4.5 +39135,Ohio,Preble County,4.3 +39137,Ohio,Putnam County,3.2 +39139,Ohio,Richland County,4.9 +39141,Ohio,Ross County,4.8 +39143,Ohio,Sandusky County,4.1 +39145,Ohio,Scioto County,7 +39147,Ohio,Seneca County,4.4 +39149,Ohio,Shelby County,3.7 +39151,Ohio,Stark County,4.9 +39153,Ohio,Summit County,4.7 +39155,Ohio,Trumbull County,6 +39157,Ohio,Tuscarawas County,5 +39159,Ohio,Union County,3.5 +39161,Ohio,Van Wert County,3.7 +39163,Ohio,Vinton County,5.9 +39165,Ohio,Warren County,3.9 +39167,Ohio,Washington County,6.4 +39169,Ohio,Wayne County,3.6 +39171,Ohio,Williams County,4.1 +39173,Ohio,Wood County,4 +39175,Ohio,Wyandot County,3.4 +40001,Oklahoma,Adair County,5.8 +40003,Oklahoma,Alfalfa County,3.6 +40005,Oklahoma,Atoka County,7.1 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+40123,Oklahoma,Pontotoc County,4.2 +40125,Oklahoma,Pottawatomie County,5 +40127,Oklahoma,Pushmataha County,7.7 +40129,Oklahoma,Roger Mills County,5.4 +40131,Oklahoma,Rogers County,5.6 +40133,Oklahoma,Seminole County,7.3 +40135,Oklahoma,Sequoyah County,6.5 +40137,Oklahoma,Stephens County,10.4 +40139,Oklahoma,Texas County,3.5 +40141,Oklahoma,Tillman County,4.5 +40143,Oklahoma,Tulsa County,5.2 +40145,Oklahoma,Wagoner County,5.2 +40147,Oklahoma,Washington County,5 +40149,Oklahoma,Washita County,7.2 +40151,Oklahoma,Woods County,3.3 +40153,Oklahoma,Woodward County,6.4 +41001,Oregon,Baker County,6.7 +41003,Oregon,Benton County,5 +41005,Oregon,Clackamas County,5.2 +41007,Oregon,Clatsop County,5.1 +41009,Oregon,Columbia County,7.1 +41011,Oregon,Coos County,7.3 +41013,Oregon,Crook County,6.9 +41015,Oregon,Curry County,7 +41017,Oregon,Deschutes County,5.1 +41019,Oregon,Douglas County,7.3 +41021,Oregon,Gilliam County,7.1 +41023,Oregon,Grant County,6.1 +41025,Oregon,Harney County,5.9 +41027,Oregon,Hood River County,4 +41029,Oregon,Jackson County,6.8 +41031,Oregon,Jefferson County,6.6 +41033,Oregon,Josephine County,7.4 +41035,Oregon,Klamath County,7.2 +41037,Oregon,Lake County,5.7 +41039,Oregon,Lane County,6.2 +41041,Oregon,Lincoln County,5.9 +41043,Oregon,Linn County,6.7 +41045,Oregon,Malheur County,6.1 +41047,Oregon,Marion County,5.9 +41049,Oregon,Morrow County,5.8 +41051,Oregon,Multnomah County,5 +41053,Oregon,Polk County,6 +41055,Oregon,Sherman County,4.3 +41057,Oregon,Tillamook County,5.2 +41059,Oregon,Umatilla County,5.9 +41061,Oregon,Union County,6.3 +41063,Oregon,Wallowa County,5 +41065,Oregon,Wasco County,5.9 +41067,Oregon,Washington County,5 +41069,Oregon,Wheeler County,4.9 +41071,Oregon,Yamhill County,5.4 +42001,Pennsylvania,Adams County,4.5 +42003,Pennsylvania,Allegheny County,5.9 +42005,Pennsylvania,Armstrong County,8 +42007,Pennsylvania,Beaver County,6.8 +42009,Pennsylvania,Bedford County,5.8 +42011,Pennsylvania,Berks County,5.6 +42013,Pennsylvania,Blair County,5.7 +42015,Pennsylvania,Bradford County,6.5 +42017,Pennsylvania,Bucks County,5.2 +42019,Pennsylvania,Butler County,5.7 +42021,Pennsylvania,Cambria County,7.7 +42023,Pennsylvania,Cameron County,8.2 +42025,Pennsylvania,Carbon County,6.7 +42027,Pennsylvania,Centre County,4.8 +42029,Pennsylvania,Chester County,4.6 +42031,Pennsylvania,Clarion County,7.2 +42033,Pennsylvania,Clearfield County,7.5 +42035,Pennsylvania,Clinton County,7.3 +42037,Pennsylvania,Columbia County,6.2 +42039,Pennsylvania,Crawford County,6.7 +42041,Pennsylvania,Cumberland County,4.7 +42043,Pennsylvania,Dauphin County,5.3 +42045,Pennsylvania,Delaware County,5.6 +42047,Pennsylvania,Elk County,6.7 +42049,Pennsylvania,Erie County,7.1 +42051,Pennsylvania,Fayette County,8.5 +42053,Pennsylvania,Forest County,8.5 +42055,Pennsylvania,Franklin County,5.7 +42057,Pennsylvania,Fulton County,6.3 +42059,Pennsylvania,Greene County,8.1 +42061,Pennsylvania,Huntingdon County,7.1 +42063,Pennsylvania,Indiana County,8.3 +42065,Pennsylvania,Jefferson County,7.3 +42067,Pennsylvania,Juniata County,5.8 +42069,Pennsylvania,Lackawanna County,6.4 +42071,Pennsylvania,Lancaster County,4.8 +42073,Pennsylvania,Lawrence County,7 +42075,Pennsylvania,Lebanon County,5.1 +42077,Pennsylvania,Lehigh County,6.3 +42079,Pennsylvania,Luzerne County,6.9 +42081,Pennsylvania,Lycoming County,7 +42083,Pennsylvania,McKean County,7.2 +42085,Pennsylvania,Mercer County,6.8 +42087,Pennsylvania,Mifflin County,6 +42089,Pennsylvania,Monroe County,6.9 +42091,Pennsylvania,Montgomery County,4.7 +42093,Pennsylvania,Montour County,4.9 +42095,Pennsylvania,Northampton County,5.9 +42097,Pennsylvania,Northumberland County,6.6 +42099,Pennsylvania,Perry County,5.1 +42101,Pennsylvania,Philadelphia County,7.7 +42103,Pennsylvania,Pike County,6.8 +42105,Pennsylvania,Potter County,7.8 +42107,Pennsylvania,Schuylkill County,6.7 +42109,Pennsylvania,Snyder County,5.1 +42111,Pennsylvania,Somerset County,7.5 +42113,Pennsylvania,Sullivan County,7 +42115,Pennsylvania,Susquehanna County,5.4 +42117,Pennsylvania,Tioga County,7.4 +42119,Pennsylvania,Union County,5.4 +42121,Pennsylvania,Venango County,8 +42123,Pennsylvania,Warren County,5.9 +42125,Pennsylvania,Washington County,6.6 +42127,Pennsylvania,Wayne County,5.6 +42129,Pennsylvania,Westmoreland County,6.6 +42131,Pennsylvania,Wyoming County,6.2 +42133,Pennsylvania,York County,5.2 +44001,Rhode Island,Bristol County,5 +44003,Rhode Island,Kent County,5.3 +44005,Rhode Island,Newport County,4.8 +44007,Rhode Island,Providence County,6.3 +44009,Rhode Island,Washington County,5 +45001,South Carolina,Abbeville County,6.1 +45003,South Carolina,Aiken County,5.6 +45005,South Carolina,Allendale County,9.1 +45007,South Carolina,Anderson County,5.2 +45009,South Carolina,Bamberg County,11.4 +45011,South Carolina,Barnwell County,8 +45013,South Carolina,Beaufort County,5.1 +45015,South Carolina,Berkeley County,5 +45017,South Carolina,Calhoun County,7.4 +45019,South Carolina,Charleston County,4.5 +45021,South Carolina,Cherokee County,6.6 +45023,South Carolina,Chester County,8.4 +45025,South Carolina,Chesterfield County,5.7 +45027,South Carolina,Clarendon County,7.1 +45029,South Carolina,Colleton County,5.8 +45031,South Carolina,Darlington County,6.8 +45033,South Carolina,Dillon County,7.1 +45035,South Carolina,Dorchester County,4.9 +45037,South Carolina,Edgefield County,6.1 +45039,South Carolina,Fairfield County,7.7 +45041,South Carolina,Florence County,5.8 +45043,South Carolina,Georgetown County,6.6 +45045,South Carolina,Greenville County,4.7 +45047,South Carolina,Greenwood County,5.8 +45049,South Carolina,Hampton County,6.2 +45051,South Carolina,Horry County,5.4 +45053,South Carolina,Jasper County,4.7 +45055,South Carolina,Kershaw County,5.8 +45057,South Carolina,Lancaster County,6 +45059,South Carolina,Laurens County,5.6 +45061,South Carolina,Lee County,8.2 +45063,South Carolina,Lexington County,4.5 +45065,South Carolina,McCormick County,5.8 +45067,South Carolina,Marion County,8.6 +45069,South Carolina,Marlboro County,9.1 +45071,South Carolina,Newberry County,4.8 +45073,South Carolina,Oconee County,5.5 +45075,South Carolina,Orangeburg County,11.3 +45077,South Carolina,Pickens County,5.6 +45079,South Carolina,Richland County,5.4 +45081,South Carolina,Saluda County,4.8 +45083,South Carolina,Spartanburg County,5.3 +45085,South Carolina,Sumter County,6.5 +45087,South Carolina,Union County,6.5 +45089,South Carolina,Williamsburg County,7.9 +45091,South Carolina,York County,5.2 +46003,South Dakota,Aurora County,1.9 +46005,South Dakota,Beadle County,2.3 +46007,South Dakota,Bennett County,4 +46009,South Dakota,Bon Homme County,2.4 +46011,South Dakota,Brookings County,2.5 +46013,South Dakota,Brown County,2.4 +46015,South Dakota,Brule County,2.5 +46017,South Dakota,Buffalo County,9.8 +46019,South Dakota,Butte County,2.9 +46021,South Dakota,Campbell County,2.5 +46023,South Dakota,Charles Mix County,3 +46025,South Dakota,Clark County,2.9 +46027,South Dakota,Clay County,2.7 +46029,South Dakota,Codington County,2.6 +46031,South Dakota,Corson County,5.5 +46033,South Dakota,Custer County,3.1 +46035,South Dakota,Davison County,1.9 +46037,South Dakota,Day County,3.6 +46039,South Dakota,Deuel County,3.2 +46041,South Dakota,Dewey County,14.1 +46043,South Dakota,Douglas County,2.2 +46045,South Dakota,Edmunds County,2.1 +46047,South Dakota,Fall River County,3.8 +46049,South Dakota,Faulk County,2.5 +46051,South Dakota,Grant County,2.5 +46053,South Dakota,Gregory County,2.6 +46055,South Dakota,Haakon County,2.1 +46057,South Dakota,Hamlin County,2.4 +46059,South Dakota,Hand County,1.9 +46061,South Dakota,Hanson County,3.2 +46063,South Dakota,Harding County,2.1 +46065,South Dakota,Hughes County,2 +46067,South Dakota,Hutchinson County,2 +46069,South Dakota,Hyde County,2.8 +46071,South Dakota,Jackson County,2.8 +46073,South Dakota,Jerauld County,2.4 +46075,South Dakota,Jones County,2.4 +46077,South Dakota,Kingsbury County,2.1 +46079,South Dakota,Lake County,3 +46081,South Dakota,Lawrence County,2.9 +46083,South Dakota,Lincoln County,1.8 +46085,South Dakota,Lyman County,5 +46087,South Dakota,McCook County,2.1 +46089,South Dakota,McPherson County,3.6 +46091,South Dakota,Marshall County,2.8 +46093,South Dakota,Meade County,2.7 +46095,South Dakota,Mellette County,3.8 +46097,South Dakota,Miner County,2.4 +46099,South Dakota,Minnehaha County,2.2 +46101,South Dakota,Moody County,3.6 +46102,South Dakota,Oglala Lakota County,13.2 +46103,South Dakota,Pennington County,2.6 +46105,South Dakota,Perkins County,2.8 +46107,South Dakota,Potter County,2.3 +46109,South Dakota,Roberts County,3.3 +46111,South Dakota,Sanborn County,2.5 +46115,South Dakota,Spink County,2.6 +46117,South Dakota,Stanley County,2 +46119,South Dakota,Sully County,1.9 +46121,South Dakota,Todd County,6.8 +46123,South Dakota,Tripp County,1.9 +46125,South Dakota,Turner County,2.4 +46127,South Dakota,Union County,2.9 +46129,South Dakota,Walworth County,4.3 +46135,South Dakota,Yankton County,2.3 +46137,South Dakota,Ziebach County,5.6 +47001,Tennessee,Anderson County,5.1 +47003,Tennessee,Bedford County,5.3 +47005,Tennessee,Benton County,7.4 +47007,Tennessee,Bledsoe County,6.6 +47009,Tennessee,Blount County,4.5 +47011,Tennessee,Bradley County,4.7 +47013,Tennessee,Campbell County,6.7 +47015,Tennessee,Cannon County,4.9 +47017,Tennessee,Carroll County,7.1 +47019,Tennessee,Carter County,5.9 +47021,Tennessee,Cheatham County,4 +47023,Tennessee,Chester County,5.7 +47025,Tennessee,Claiborne County,6.4 +47027,Tennessee,Clay County,6.4 +47029,Tennessee,Cocke County,6 +47031,Tennessee,Coffee County,4.9 +47033,Tennessee,Crockett County,5.2 +47035,Tennessee,Cumberland County,5.9 +47037,Tennessee,Davidson County,3.8 +47039,Tennessee,Decatur County,7.3 +47041,Tennessee,DeKalb County,5.8 +47043,Tennessee,Dickson County,4.4 +47045,Tennessee,Dyer County,6.1 +47047,Tennessee,Fayette County,5.3 +47049,Tennessee,Fentress County,6 +47051,Tennessee,Franklin County,5.7 +47053,Tennessee,Gibson County,6.2 +47055,Tennessee,Giles County,4.3 +47057,Tennessee,Grainger County,5.4 +47059,Tennessee,Greene County,5.8 +47061,Tennessee,Grundy County,6.6 +47063,Tennessee,Hamblen County,5.3 +47065,Tennessee,Hamilton County,5 +47067,Tennessee,Hancock County,8 +47069,Tennessee,Hardeman County,6.2 +47071,Tennessee,Hardin County,6.2 +47073,Tennessee,Hawkins County,5.5 +47075,Tennessee,Haywood County,6.5 +47077,Tennessee,Henderson County,7 +47079,Tennessee,Henry County,6 +47081,Tennessee,Hickman County,4.6 +47083,Tennessee,Houston County,7.7 +47085,Tennessee,Humphreys County,6.2 +47087,Tennessee,Jackson County,7.3 +47089,Tennessee,Jefferson County,5.4 +47091,Tennessee,Johnson County,4.9 +47093,Tennessee,Knox County,4.3 +47095,Tennessee,Lake County,7.3 +47097,Tennessee,Lauderdale County,7.8 +47099,Tennessee,Lawrence County,5.9 +47101,Tennessee,Lewis County,5.8 +47103,Tennessee,Lincoln County,4.4 +47105,Tennessee,Loudon County,4.8 +47107,Tennessee,McMinn County,5.8 +47109,Tennessee,McNairy County,7.4 +47111,Tennessee,Macon County,4.5 +47113,Tennessee,Madison County,5.3 +47115,Tennessee,Marion County,6.7 +47117,Tennessee,Marshall County,4.8 +47119,Tennessee,Maury County,4.2 +47121,Tennessee,Meigs County,7.2 +47123,Tennessee,Monroe County,5.5 +47125,Tennessee,Montgomery County,5.5 +47127,Tennessee,Moore County,4.2 +47129,Tennessee,Morgan County,6.6 +47131,Tennessee,Obion County,7.5 +47133,Tennessee,Overton County,5.6 +47135,Tennessee,Perry County,6.2 +47137,Tennessee,Pickett County,5.7 +47139,Tennessee,Polk County,5.8 +47141,Tennessee,Putnam County,5.2 +47143,Tennessee,Rhea County,7.5 +47145,Tennessee,Roane County,5.8 +47147,Tennessee,Robertson County,4.4 +47149,Tennessee,Rutherford County,4 +47151,Tennessee,Scott County,7.4 +47153,Tennessee,Sequatchie County,6.1 +47155,Tennessee,Sevier County,4.2 +47157,Tennessee,Shelby County,5.8 +47159,Tennessee,Smith County,4.6 +47161,Tennessee,Stewart County,6.8 +47163,Tennessee,Sullivan County,5.5 +47165,Tennessee,Sumner County,4.1 +47167,Tennessee,Tipton County,5.9 +47169,Tennessee,Trousdale County,4.9 +47171,Tennessee,Unicoi County,6.9 +47173,Tennessee,Union County,5.9 +47175,Tennessee,Van Buren County,5.8 +47177,Tennessee,Warren County,4.8 +47179,Tennessee,Washington County,5.1 +47181,Tennessee,Wayne County,6.2 +47183,Tennessee,Weakley County,7.3 +47185,Tennessee,White County,5.4 +47187,Tennessee,Williamson County,3.7 +47189,Tennessee,Wilson County,4 +48001,Texas,Anderson County,4.8 +48003,Texas,Andrews County,4.9 +48005,Texas,Angelina County,6.6 +48007,Texas,Aransas County,5.9 +48009,Texas,Archer County,4.5 +48011,Texas,Armstrong County,3.5 +48013,Texas,Atascosa County,5.7 +48015,Texas,Austin County,5.9 +48017,Texas,Bailey County,4.6 +48019,Texas,Bandera County,4.3 +48021,Texas,Bastrop County,4.1 +48023,Texas,Baylor County,3.5 +48025,Texas,Bee County,8.5 +48027,Texas,Bell County,4.8 +48029,Texas,Bexar County,4.1 +48031,Texas,Blanco County,3.3 +48033,Texas,Borden County,3.4 +48035,Texas,Bosque County,4.7 +48037,Texas,Bowie County,5.4 +48039,Texas,Brazoria County,5.7 +48041,Texas,Brazos County,3.9 +48043,Texas,Brewster County,4.3 +48045,Texas,Briscoe County,4.8 +48047,Texas,Brooks County,12.5 +48049,Texas,Brown County,4.8 +48051,Texas,Burleson County,5.2 +48053,Texas,Burnet County,3.8 +48055,Texas,Caldwell County,4.5 +48057,Texas,Calhoun County,5.5 +48059,Texas,Callahan County,4.6 +48061,Texas,Cameron County,7.6 +48063,Texas,Camp County,7.8 +48065,Texas,Carson County,3.5 +48067,Texas,Cass County,8.2 +48069,Texas,Castro County,3.5 +48071,Texas,Chambers County,6.8 +48073,Texas,Cherokee County,5.5 +48075,Texas,Childress County,3.5 +48077,Texas,Clay County,4.5 +48079,Texas,Cochran County,6 +48081,Texas,Coke County,3.9 +48083,Texas,Coleman County,6.4 +48085,Texas,Collin County,3.8 +48087,Texas,Collingsworth County,3.6 +48089,Texas,Colorado County,5.3 +48091,Texas,Comal County,4.2 +48093,Texas,Comanche County,4.6 +48095,Texas,Concho County,3.2 +48097,Texas,Cooke County,4.2 +48099,Texas,Coryell County,4.9 +48101,Texas,Cottle County,5 +48103,Texas,Crane County,9.1 +48105,Texas,Crockett County,6.7 +48107,Texas,Crosby County,5.1 +48109,Texas,Culberson County,4.1 +48111,Texas,Dallam County,2.5 +48113,Texas,Dallas County,4.2 +48115,Texas,Dawson County,6 +48117,Texas,Deaf Smith County,3.5 +48119,Texas,Delta County,4.3 +48121,Texas,Denton County,3.7 +48123,Texas,DeWitt County,6 +48125,Texas,Dickens County,5.7 +48127,Texas,Dimmit County,7.4 +48129,Texas,Donley County,5.3 +48131,Texas,Duval County,12.1 +48133,Texas,Eastland County,5.7 +48135,Texas,Ector County,6.8 +48137,Texas,Edwards County,5.2 +48139,Texas,Ellis County,4.1 +48141,Texas,El Paso County,5.4 +48143,Texas,Erath County,4.7 +48145,Texas,Falls County,4.6 +48147,Texas,Fannin County,4.1 +48149,Texas,Fayette County,4.1 +48151,Texas,Fisher County,4.7 +48153,Texas,Floyd County,5.5 +48155,Texas,Foard County,4.6 +48157,Texas,Fort Bend County,5.7 +48159,Texas,Franklin County,5.5 +48161,Texas,Freestone County,7.2 +48163,Texas,Frio County,5.4 +48165,Texas,Gaines County,3.7 +48167,Texas,Galveston County,5.9 +48169,Texas,Garza County,3.8 +48171,Texas,Gillespie County,3.1 +48173,Texas,Glasscock County,4.3 +48175,Texas,Goliad County,5.7 +48177,Texas,Gonzales County,4.6 +48179,Texas,Gray County,7.3 +48181,Texas,Grayson County,4 +48183,Texas,Gregg County,6.8 +48185,Texas,Grimes County,7.6 +48187,Texas,Guadalupe County,4 +48189,Texas,Hale County,6.4 +48191,Texas,Hall County,8.2 +48193,Texas,Hamilton County,5.3 +48195,Texas,Hansford County,3.2 +48197,Texas,Hardeman County,4.2 +48199,Texas,Hardin County,6.8 +48201,Texas,Harris County,5.8 +48203,Texas,Harrison County,6.7 +48205,Texas,Hartley County,2.1 +48207,Texas,Haskell County,5.1 +48209,Texas,Hays County,3.7 +48211,Texas,Hemphill County,3.8 +48213,Texas,Henderson County,5.3 +48215,Texas,Hidalgo County,8.4 +48217,Texas,Hill County,4.8 +48219,Texas,Hockley County,5.1 +48221,Texas,Hood County,5 +48223,Texas,Hopkins County,4.5 +48225,Texas,Houston County,5 +48227,Texas,Howard County,6.1 +48229,Texas,Hudspeth County,7 +48231,Texas,Hunt County,4.5 +48233,Texas,Hutchinson County,6.7 +48235,Texas,Irion County,3.3 +48237,Texas,Jack County,5.2 +48239,Texas,Jackson County,5.3 +48241,Texas,Jasper County,8.8 +48243,Texas,Jeff Davis County,2.9 +48245,Texas,Jefferson County,7.6 +48247,Texas,Jim Hogg County,9.9 +48249,Texas,Jim Wells County,11.3 +48251,Texas,Johnson County,4.7 +48253,Texas,Jones County,6.2 +48255,Texas,Karnes County,5.3 +48257,Texas,Kaufman County,4 +48259,Texas,Kendall County,3.6 +48261,Texas,Kenedy County,5.4 +48263,Texas,Kent County,2.9 +48265,Texas,Kerr County,3.9 +48267,Texas,Kimble County,3.9 +48269,Texas,King County,3.6 +48271,Texas,Kinney County,6.6 +48273,Texas,Kleberg County,7.9 +48275,Texas,Knox County,5.3 +48277,Texas,Lamar County,5.4 +48279,Texas,Lamb County,7.1 +48281,Texas,Lampasas County,4.6 +48283,Texas,La Salle County,5.7 +48285,Texas,Lavaca County,4.7 +48287,Texas,Lee County,4.2 +48289,Texas,Leon County,7.3 +48291,Texas,Liberty County,8.5 +48293,Texas,Limestone County,6.2 +48295,Texas,Lipscomb County,5.1 +48297,Texas,Live Oak County,5.5 +48299,Texas,Llano County,4.3 +48301,Texas,Loving County,4.4 +48303,Texas,Lubbock County,3.7 +48305,Texas,Lynn County,4.5 +48307,Texas,McCulloch County,5.1 +48309,Texas,McLennan County,4.4 +48311,Texas,McMullen County,2.2 +48313,Texas,Madison County,4.8 +48315,Texas,Marion County,7.7 +48317,Texas,Martin County,4.8 +48319,Texas,Mason County,3.7 +48321,Texas,Matagorda County,7.6 +48323,Texas,Maverick County,11.4 +48325,Texas,Medina County,4.8 +48327,Texas,Menard County,5 +48329,Texas,Midland County,4.6 +48331,Texas,Milam County,5.6 +48333,Texas,Mills County,4.6 +48335,Texas,Mitchell County,7.3 +48337,Texas,Montague County,5.1 +48339,Texas,Montgomery County,5.5 +48341,Texas,Moore County,3.2 +48343,Texas,Morris County,13.1 +48345,Texas,Motley County,3.9 +48347,Texas,Nacogdoches County,5.5 +48349,Texas,Navarro County,4.6 +48351,Texas,Newton County,7.9 +48353,Texas,Nolan County,5.1 +48355,Texas,Nueces County,5.9 +48357,Texas,Ochiltree County,5.4 +48359,Texas,Oldham County,3.4 +48361,Texas,Orange County,7.5 +48363,Texas,Palo Pinto County,5.9 +48365,Texas,Panola County,7.5 +48367,Texas,Parker County,4.3 +48369,Texas,Parmer County,2.8 +48371,Texas,Pecos County,5.9 +48373,Texas,Polk County,7.1 +48375,Texas,Potter County,3.6 +48377,Texas,Presidio County,11.9 +48379,Texas,Rains County,4.5 +48381,Texas,Randall County,3.2 +48383,Texas,Reagan County,7.7 +48385,Texas,Real County,5.3 +48387,Texas,Red River County,6.6 +48389,Texas,Reeves County,6.1 +48391,Texas,Refugio County,7.4 +48393,Texas,Roberts County,4.9 +48395,Texas,Robertson County,5.5 +48397,Texas,Rockwall County,3.9 +48399,Texas,Runnels County,4.8 +48401,Texas,Rusk County,6.4 +48403,Texas,Sabine County,9.8 +48405,Texas,San Augustine County,9.6 +48407,Texas,San Jacinto County,6.9 +48409,Texas,San Patricio County,7.8 +48411,Texas,San Saba County,3.9 +48413,Texas,Schleicher County,5.9 +48415,Texas,Scurry County,6.3 +48417,Texas,Shackelford County,4 +48419,Texas,Shelby County,6.5 +48421,Texas,Sherman County,3.4 +48423,Texas,Smith County,5.1 +48425,Texas,Somervell County,5.1 +48427,Texas,Starr County,14.1 +48429,Texas,Stephens County,5.9 +48431,Texas,Sterling County,3.8 +48433,Texas,Stonewall County,4.9 +48435,Texas,Sutton County,8.5 +48437,Texas,Swisher County,4.7 +48439,Texas,Tarrant County,4.2 +48441,Texas,Taylor County,4 +48443,Texas,Terrell County,4.1 +48445,Texas,Terry County,5.5 +48447,Texas,Throckmorton County,4 +48449,Texas,Titus County,7.2 +48451,Texas,Tom Green County,4.7 +48453,Texas,Travis County,3.4 +48455,Texas,Trinity County,6.7 +48457,Texas,Tyler County,8.2 +48459,Texas,Upshur County,7.3 +48461,Texas,Upton County,5 +48463,Texas,Uvalde County,5.6 +48465,Texas,Val Verde County,6.7 +48467,Texas,Van Zandt County,4.6 +48469,Texas,Victoria County,5.7 +48471,Texas,Walker County,6.2 +48473,Texas,Waller County,6.4 +48475,Texas,Ward County,5.8 +48477,Texas,Washington County,5.6 +48479,Texas,Webb County,5.2 +48481,Texas,Wharton County,5.4 +48483,Texas,Wheeler County,4.4 +48485,Texas,Wichita County,4.6 +48487,Texas,Wilbarger County,5.4 +48489,Texas,Willacy County,13.3 +48491,Texas,Williamson County,3.6 +48493,Texas,Wilson County,4.2 +48495,Texas,Winkler County,8.5 +48497,Texas,Wise County,5.1 +48499,Texas,Wood County,5.8 +48501,Texas,Yoakum County,5 +48503,Texas,Young County,4.8 +48505,Texas,Zapata County,11.2 +48507,Texas,Zavala County,17.3 +49001,Utah,Beaver County,6.1 +49003,Utah,Box Elder County,3.3 +49005,Utah,Cache County,3 +49007,Utah,Carbon County,6.1 +49009,Utah,Daggett County,3.4 +49011,Utah,Davis County,3.1 +49013,Utah,Duchesne County,8.6 +49015,Utah,Emery County,5.9 +49017,Utah,Garfield County,5.3 +49019,Utah,Grand County,3.5 +49021,Utah,Iron County,4.6 +49023,Utah,Juab County,3.4 +49025,Utah,Kane County,2.8 +49027,Utah,Millard County,3.2 +49029,Utah,Morgan County,2.8 +49031,Utah,Piute County,4.8 +49033,Utah,Rich County,2.2 +49035,Utah,Salt Lake County,3.2 +49037,Utah,San Juan County,7.3 +49039,Utah,Sanpete County,4 +49041,Utah,Sevier County,4.2 +49043,Utah,Summit County,2.9 +49045,Utah,Tooele County,3.9 +49047,Utah,Uintah County,9.8 +49049,Utah,Utah County,3.1 +49051,Utah,Wasatch County,3 +49053,Utah,Washington County,3.5 +49055,Utah,Wayne County,5.3 +49057,Utah,Weber County,3.7 +50001,Vermont,Addison County,3.1 +50003,Vermont,Bennington County,4 +50005,Vermont,Caledonia County,4.2 +50007,Vermont,Chittenden County,2.7 +50009,Vermont,Essex County,5.2 +50011,Vermont,Franklin County,3.2 +50013,Vermont,Grand Isle County,3.7 +50015,Vermont,Lamoille County,3.7 +50017,Vermont,Orange County,2.9 +50019,Vermont,Orleans County,4.5 +50021,Vermont,Rutland County,4 +50023,Vermont,Washington County,3.1 +50025,Vermont,Windham County,3.3 +50027,Vermont,Windsor County,3.1 +51001,Virginia,Accomack County,4.3 +51003,Virginia,Albemarle County,3.6 +51005,Virginia,Alleghany County,4.9 +51007,Virginia,Amelia County,4.3 +51009,Virginia,Amherst County,4.6 +51011,Virginia,Appomattox County,4.7 +51013,Virginia,Arlington County,2.6 +51015,Virginia,Augusta County,3.6 +51017,Virginia,Bath County,3.6 +51019,Virginia,Bedford County,4.1 +51021,Virginia,Bland County,6.4 +51023,Virginia,Botetourt County,3.5 +51025,Virginia,Brunswick County,5.9 +51027,Virginia,Buchanan County,10.9 +51029,Virginia,Buckingham County,5.1 +51031,Virginia,Campbell County,4.5 +51033,Virginia,Caroline County,4.3 +51035,Virginia,Carroll County,5.9 +51036,Virginia,Charles City County,4.4 +51037,Virginia,Charlotte County,5.2 +51041,Virginia,Chesterfield County,3.8 +51043,Virginia,Clarke County,3.3 +51045,Virginia,Craig County,4.4 +51047,Virginia,Culpeper County,3.8 +51049,Virginia,Cumberland County,4.6 +51051,Virginia,Dickenson County,10 +51053,Virginia,Dinwiddie County,4.8 +51057,Virginia,Essex County,4.7 +51059,Virginia,Fairfax County,3.2 +51061,Virginia,Fauquier County,3.4 +51063,Virginia,Floyd County,4.4 +51065,Virginia,Fluvanna County,3.4 +51067,Virginia,Franklin County,4.3 +51069,Virginia,Frederick County,3.4 +51071,Virginia,Giles County,6.9 +51073,Virginia,Gloucester County,3.6 +51075,Virginia,Goochland County,3.6 +51077,Virginia,Grayson County,5.2 +51079,Virginia,Greene County,3.2 +51081,Virginia,Greensville County,5.1 +51083,Virginia,Halifax County,6.2 +51085,Virginia,Hanover County,3.5 +51087,Virginia,Henrico County,3.9 +51089,Virginia,Henry County,5.4 +51091,Virginia,Highland County,3 +51093,Virginia,Isle of Wight County,4.4 +51095,Virginia,James City County,3.8 +51097,Virginia,King and Queen County,4.2 +51099,Virginia,King George County,4.1 +51101,Virginia,King William County,3.7 +51103,Virginia,Lancaster County,4.4 +51105,Virginia,Lee County,6.9 +51107,Virginia,Loudoun County,3.2 +51109,Virginia,Louisa County,3.7 +51111,Virginia,Lunenburg County,4.6 +51113,Virginia,Madison County,3.1 +51115,Virginia,Mathews County,3.8 +51117,Virginia,Mecklenburg County,5.6 +51119,Virginia,Middlesex County,3.7 +51121,Virginia,Montgomery County,4.5 +51125,Virginia,Nelson County,3.5 +51127,Virginia,New Kent County,3.3 +51131,Virginia,Northampton County,5 +51133,Virginia,Northumberland County,4.4 +51135,Virginia,Nottoway County,4 +51137,Virginia,Orange County,3.9 +51139,Virginia,Page County,4.5 +51141,Virginia,Patrick County,4.5 +51143,Virginia,Pittsylvania County,4.9 +51145,Virginia,Powhatan County,3.6 +51147,Virginia,Prince Edward County,5.6 +51149,Virginia,Prince George County,4.9 +51153,Virginia,Prince William County,3.6 +51155,Virginia,Pulaski County,10 +51157,Virginia,Rappahannock County,3.5 +51159,Virginia,Richmond County,3.3 +51161,Virginia,Roanoke County,3.6 +51163,Virginia,Rockbridge County,4.3 +51165,Virginia,Rockingham County,3.6 +51167,Virginia,Russell County,6.5 +51169,Virginia,Scott County,4.6 +51171,Virginia,Shenandoah County,3.6 +51173,Virginia,Smyth County,5.6 +51175,Virginia,Southampton County,3.8 +51177,Virginia,Spotsylvania County,4.1 +51179,Virginia,Stafford County,4 +51181,Virginia,Surry County,5.6 +51183,Virginia,Sussex County,5.9 +51185,Virginia,Tazewell County,8.1 +51187,Virginia,Warren County,3.9 +51191,Virginia,Washington County,4.6 +51193,Virginia,Westmoreland County,4.2 +51195,Virginia,Wise County,8.7 +51197,Virginia,Wythe County,7 +51199,Virginia,York County,4 +51510,Virginia,Alexandria city,2.9 +51520,Virginia,Bristol city,5.2 +51530,Virginia,Buena Vista city,5.1 +51540,Virginia,Charlottesville city,3.5 +51550,Virginia,Chesapeake city,4.4 +51570,Virginia,Colonial Heights city,4.5 +51580,Virginia,Covington city,5.8 +51590,Virginia,Danville city,6.6 +51595,Virginia,Emporia city,6.4 +51600,Virginia,Fairfax city,3.1 +51610,Virginia,Falls Church city,2.7 +51620,Virginia,Franklin city,5.9 +51630,Virginia,Fredericksburg city,4.7 +51640,Virginia,Galax city,5.1 +51650,Virginia,Hampton city,5.7 +51660,Virginia,Harrisonburg city,5.2 +51670,Virginia,Hopewell city,6.5 +51678,Virginia,Lexington city,7.4 +51680,Virginia,Lynchburg city,5.5 +51683,Virginia,Manassas city,3.5 +51685,Virginia,Manassas Park city,3.5 +51690,Virginia,Martinsville city,6.8 +51700,Virginia,Newport News city,5.1 +51710,Virginia,Norfolk city,5.4 +51720,Virginia,Norton city,7.2 +51730,Virginia,Petersburg city,7.4 +51735,Virginia,Poquoson city,3.6 +51740,Virginia,Portsmouth city,6.2 +51750,Virginia,Radford city,6.7 +51760,Virginia,Richmond city,4.7 +51770,Virginia,Roanoke city,4.4 +51775,Virginia,Salem city,4 +51790,Virginia,Staunton city,3.9 +51800,Virginia,Suffolk city,4.7 +51810,Virginia,Virginia Beach city,4 +51820,Virginia,Waynesboro city,4.1 +51830,Virginia,Williamsburg city,5.9 +51840,Virginia,Winchester city,3.9 +53001,Washington,Adams County,4.8 +53003,Washington,Asotin County,4.7 +53005,Washington,Benton County,6.5 +53007,Washington,Chelan County,5.1 +53009,Washington,Clallam County,7.6 +53011,Washington,Clark County,6.6 +53013,Washington,Columbia County,5.9 +53015,Washington,Cowlitz County,7.6 +53017,Washington,Douglas County,6.6 +53019,Washington,Ferry County,9.8 +53021,Washington,Franklin County,6.5 +53023,Washington,Garfield County,5.3 +53025,Washington,Grant County,6.6 +53027,Washington,Grays Harbor County,8.7 +53029,Washington,Island County,6 +53031,Washington,Jefferson County,7.2 +53033,Washington,King County,3.9 +53035,Washington,Kitsap County,5.9 +53037,Washington,Kittitas County,5.8 +53039,Washington,Klickitat County,6.5 +53041,Washington,Lewis County,8.1 +53043,Washington,Lincoln County,4.1 +53045,Washington,Mason County,8.3 +53047,Washington,Okanogan County,6.1 +53049,Washington,Pacific County,7.7 +53051,Washington,Pend Oreille County,8.9 +53053,Washington,Pierce County,6.5 +53055,Washington,San Juan County,3.9 +53057,Washington,Skagit County,6.7 +53059,Washington,Skamania County,6.7 +53061,Washington,Snohomish County,4.3 +53063,Washington,Spokane County,6.3 +53065,Washington,Stevens County,7.9 +53067,Washington,Thurston County,5.9 +53069,Washington,Wahkiakum County,8.4 +53071,Washington,Walla Walla County,5.6 +53073,Washington,Whatcom County,6.3 +53075,Washington,Whitman County,5.5 +53077,Washington,Yakima County,7.3 +54001,West Virginia,Barbour County,5.8 +54003,West Virginia,Berkeley County,4 +54005,West Virginia,Boone County,8.5 +54007,West Virginia,Braxton County,6.9 +54009,West Virginia,Brooke County,6.5 +54011,West Virginia,Cabell County,4.8 +54013,West Virginia,Calhoun County,8.5 +54015,West Virginia,Clay County,9.1 +54017,West Virginia,Doddridge County,4.9 +54019,West Virginia,Fayette County,6.8 +54021,West Virginia,Gilmer County,6.8 +54023,West Virginia,Grant County,6.1 +54025,West Virginia,Greenbrier County,4.5 +54027,West Virginia,Hampshire County,4.1 +54029,West Virginia,Hancock County,6.5 +54031,West Virginia,Hardy County,5.3 +54033,West Virginia,Harrison County,5.4 +54035,West Virginia,Jackson County,5.9 +54037,West Virginia,Jefferson County,3.4 +54039,West Virginia,Kanawha County,5.2 +54041,West Virginia,Lewis County,7.1 +54043,West Virginia,Lincoln County,7.4 +54045,West Virginia,Logan County,10 +54047,West Virginia,McDowell County,13.1 +54049,West Virginia,Marion County,6 +54051,West Virginia,Marshall County,7 +54053,West Virginia,Mason County,7 +54055,West Virginia,Mercer County,6.7 +54057,West Virginia,Mineral County,6 +54059,West Virginia,Mingo County,11.7 +54061,West Virginia,Monongalia County,4.5 +54063,West Virginia,Monroe County,4.5 +54065,West Virginia,Morgan County,4.5 +54067,West Virginia,Nicholas County,8.5 +54069,West Virginia,Ohio County,5.3 +54071,West Virginia,Pendleton County,3.5 +54073,West Virginia,Pleasants County,7.5 +54075,West Virginia,Pocahontas County,5.1 +54077,West Virginia,Preston County,5.2 +54079,West Virginia,Putnam County,4.6 +54081,West Virginia,Raleigh County,6.3 +54083,West Virginia,Randolph County,5.3 +54085,West Virginia,Ritchie County,5.9 +54087,West Virginia,Roane County,8.5 +54089,West Virginia,Summers County,5.5 +54091,West Virginia,Taylor County,5.2 +54093,West Virginia,Tucker County,4.8 +54095,West Virginia,Tyler County,8.1 +54097,West Virginia,Upshur County,7 +54099,West Virginia,Wayne County,6.3 +54101,West Virginia,Webster County,8.2 +54103,West Virginia,Wetzel County,8.1 +54105,West Virginia,Wirt County,8.1 +54107,West Virginia,Wood County,5.7 +54109,West Virginia,Wyoming County,9.4 +55001,Wisconsin,Adams County,5.6 +55003,Wisconsin,Ashland County,5.1 +55005,Wisconsin,Barron County,3.9 +55007,Wisconsin,Bayfield County,5.8 +55009,Wisconsin,Brown County,3.6 +55011,Wisconsin,Buffalo County,4.2 +55013,Wisconsin,Burnett County,4.9 +55015,Wisconsin,Calumet County,3.4 +55017,Wisconsin,Chippewa County,3.6 +55019,Wisconsin,Clark County,3.2 +55021,Wisconsin,Columbia County,3.3 +55023,Wisconsin,Crawford County,4.3 +55025,Wisconsin,Dane County,2.8 +55027,Wisconsin,Dodge County,3.7 +55029,Wisconsin,Door County,3.4 +55031,Wisconsin,Douglas County,5.2 +55033,Wisconsin,Dunn County,3.8 +55035,Wisconsin,Eau Claire County,3.4 +55037,Wisconsin,Florence County,5.5 +55039,Wisconsin,Fond du Lac County,3.6 +55041,Wisconsin,Forest County,6.2 +55043,Wisconsin,Grant County,3.7 +55045,Wisconsin,Green County,3.1 +55047,Wisconsin,Green Lake County,3.9 +55049,Wisconsin,Iowa County,3 +55051,Wisconsin,Iron County,7 +55053,Wisconsin,Jackson County,3.7 +55055,Wisconsin,Jefferson County,3.9 +55057,Wisconsin,Juneau County,4 +55059,Wisconsin,Kenosha County,4.8 +55061,Wisconsin,Kewaunee County,3.1 +55063,Wisconsin,La Crosse County,3.7 +55065,Wisconsin,Lafayette County,2.9 +55067,Wisconsin,Langlade County,5.4 +55069,Wisconsin,Lincoln County,4.3 +55071,Wisconsin,Manitowoc County,4.3 +55073,Wisconsin,Marathon County,3.4 +55075,Wisconsin,Marinette County,5.2 +55077,Wisconsin,Marquette County,4.7 +55078,Wisconsin,Menominee County,8.6 +55079,Wisconsin,Milwaukee County,5.5 +55081,Wisconsin,Monroe County,3.5 +55083,Wisconsin,Oconto County,3.9 +55085,Wisconsin,Oneida County,4.3 +55087,Wisconsin,Outagamie County,3.5 +55089,Wisconsin,Ozaukee County,3.4 +55091,Wisconsin,Pepin County,3.2 +55093,Wisconsin,Pierce County,3.8 +55095,Wisconsin,Polk County,3.8 +55097,Wisconsin,Portage County,3.5 +55099,Wisconsin,Price County,3.8 +55101,Wisconsin,Racine County,5.3 +55103,Wisconsin,Richland County,3.4 +55105,Wisconsin,Rock County,4.3 +55107,Wisconsin,Rusk County,4.5 +55109,Wisconsin,St. Croix County,3.5 +55111,Wisconsin,Sauk County,3.1 +55113,Wisconsin,Sawyer County,5.6 +55115,Wisconsin,Shawano County,3.9 +55117,Wisconsin,Sheboygan County,3.3 +55119,Wisconsin,Taylor County,3.5 +55121,Wisconsin,Trempealeau County,3.4 +55123,Wisconsin,Vernon County,3.1 +55125,Wisconsin,Vilas County,4.5 +55127,Wisconsin,Walworth County,4 +55129,Wisconsin,Washburn County,4.6 +55131,Wisconsin,Washington County,3.4 +55133,Wisconsin,Waukesha County,3.6 +55135,Wisconsin,Waupaca County,3.7 +55137,Wisconsin,Waushara County,4.6 +55139,Wisconsin,Winnebago County,3.7 +55141,Wisconsin,Wood County,4.7 +56001,Wyoming,Albany County,3.3 +56003,Wyoming,Big Horn County,4.4 +56005,Wyoming,Campbell County,6.8 +56007,Wyoming,Carbon County,4.1 +56009,Wyoming,Converse County,6 +56011,Wyoming,Crook County,4 +56013,Wyoming,Fremont County,6.6 +56015,Wyoming,Goshen County,3.3 +56017,Wyoming,Hot Springs County,4.3 +56019,Wyoming,Johnson County,4.4 +56021,Wyoming,Laramie County,4 +56023,Wyoming,Lincoln County,3.8 +56025,Wyoming,Natrona County,6.8 +56027,Wyoming,Niobrara County,3.3 +56029,Wyoming,Park County,3.7 +56031,Wyoming,Platte County,4.6 +56033,Wyoming,Sheridan County,4 +56035,Wyoming,Sublette County,5.4 +56037,Wyoming,Sweetwater County,5.7 +56039,Wyoming,Teton County,2 +56041,Wyoming,Uinta County,5.3 +56043,Wyoming,Washakie County,4.5 +56045,Wyoming,Weston County,4.9 +72001,Puerto Rico,Adjuntas Municipio,15.7 +72003,Puerto Rico,Aguada Municipio,14.5 +72005,Puerto Rico,Aguadilla Municipio,14.9 +72007,Puerto Rico,Aguas Buenas Municipio,14.5 +72009,Puerto Rico,Aibonito Municipio,15.1 +72011,Puerto Rico,Anasco Municipio,13 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Municipio,13.6 +72107,Puerto Rico,Orocovis Municipio,15.4 +72109,Puerto Rico,Patillas Municipio,20.6 +72111,Puerto Rico,Penuelas Municipio,16.9 +72113,Puerto Rico,Ponce Municipio,13.8 +72115,Puerto Rico,Quebradillas Municipio,16.1 +72117,Puerto Rico,Rincon Municipio,13.3 +72119,Puerto Rico,Rio Grande Municipio,11.5 +72121,Puerto Rico,Sabana Grande Municipio,16.5 +72123,Puerto Rico,Salinas Municipio,23.4 +72125,Puerto Rico,San German Municipio,15.4 +72127,Puerto Rico,San Juan Municipio,8.2 +72129,Puerto Rico,San Lorenzo Municipio,13.2 +72131,Puerto Rico,San Sebastian Municipio,18.1 +72133,Puerto Rico,Santa Isabel Municipio,20.6 +72135,Puerto Rico,Toa Alta Municipio,8.9 +72137,Puerto Rico,Toa Baja Municipio,9.1 +72139,Puerto Rico,Trujillo Alto Municipio,7.6 +72141,Puerto Rico,Utuado Municipio,15.3 +72143,Puerto Rico,Vega Alta Municipio,12 +72145,Puerto Rico,Vega Baja Municipio,14.3 +72147,Puerto Rico,Vieques Municipio,11.3 +72149,Puerto Rico,Villalba Municipio,19.6 +72151,Puerto Rico,Yabucoa Municipio,16.6 +72153,Puerto Rico,Yauco Municipio,18 \ No newline at end of file diff --git a/test/data/us-state-capitals.csv b/test/data/us-state-capitals.csv new file mode 100644 index 0000000000..a4998aa9b0 --- /dev/null +++ b/test/data/us-state-capitals.csv @@ -0,0 +1,51 @@ +state,capital,latitude,longitude +Alabama,Montgomery,32.377716,-86.300568 +Alaska,Juneau,58.301598,-134.420212 +Arizona,Phoenix,33.448143,-112.096962 +Arkansas,Little Rock,34.746613,-92.288986 +California,Sacramento,38.576668,-121.493629 +Colorado,Denver,39.739227,-104.984856 +Connecticut,Hartford,41.764046,-72.682198 +Delaware,Dover,39.157307,-75.519722 +Hawaii,Honolulu,21.307442,-157.857376 +Florida,Tallahassee,30.438118,-84.281296 +Georgia,Atlanta,33.749027,-84.388229 +Idaho,Boise,43.617775,-116.199722 +Illinois,Springfield,39.798363,-89.654961 +Indiana,Indianapolis,39.768623,-86.162643 +Iowa,Des Moines,41.591087,-93.603729 +Kansas,Topeka,39.048191,-95.677956 +Kentucky,Frankfort,38.186722,-84.875374 +Louisiana,Baton Rouge,30.457069,-91.187393 +Maine,Augusta,44.307167,-69.781693 +Maryland,Annapolis,38.978764,-76.490936 +Massachusetts,Boston,42.358162,-71.063698 +Michigan,Lansing,42.733635,-84.555328 +Minnesota,St. Paul,44.955097,-93.102211 +Mississippi,Jackson,32.303848,-90.182106 +Missouri,Jefferson City,38.579201,-92.172935 +Montana,Helena,46.585709,-112.018417 +Nebraska,Lincoln,40.808075,-96.699654 +Nevada,Carson City,39.163914,-119.766121 +New Hampshire,Concord,43.206898,-71.537994 +New Jersey,Trenton,40.220596,-74.769913 +New Mexico,Santa Fe,35.68224,-105.939728 +North Carolina,Raleigh,35.78043,-78.639099 +North Dakota,Bismarck,46.82085,-100.783318 +New York,Albany,42.652843,-73.757874 +Ohio,Columbus,39.961346,-82.999069 +Oklahoma,Oklahoma City,35.492207,-97.503342 +Oregon,Salem,44.938461,-123.030403 +Pennsylvania,Harrisburg,40.264378,-76.883598 +Rhode Island,Providence,41.830914,-71.414963 +South Carolina,Columbia,34.000343,-81.033211 +South Dakota,Pierre,44.367031,-100.346405 +Tennessee,Nashville,36.16581,-86.784241 +Texas,Austin,30.27467,-97.740349 +Utah,Salt Lake City,40.777477,-111.888237 +Vermont,Montpelier,44.262436,-72.580536 +Virginia,Richmond,37.538857,-77.43364 +Washington,Olympia,47.035805,-122.905014 +West Virginia,Charleston,38.336246,-81.612328 +Wisconsin,Madison,43.074684,-89.384445 +Wyoming,Cheyenne,41.140259,-104.820236 diff --git a/test/data/walmarts.tsv b/test/data/walmarts.tsv new file mode 100644 index 0000000000..adb6c3780d --- /dev/null +++ b/test/data/walmarts.tsv @@ -0,0 +1,3110 @@ +longitude latitude date +-94.148036 36.334145 1962-07-01 +-92.966037 36.203334 1964-08-01 +-83.459929 34.24863 1988-04-12 +-94.513179 36.181117 1965-08-01 +-92.439708 35.110687 1972-05-01 +-92.275897 34.790476 1967-10-01 +-92.72818 35.131691 1967-10-01 +-89.579482 36.86933 1968-03-01 +-94.977187 35.890855 1968-07-01 +-92.465717 36.452566 1968-03-01 +-95.60734 36.32548 1968-07-01 +-94.310477 37.141918 1968-11-01 +-92.649472 37.658495 1969-04-01 +-91.860475 36.727714 1969-05-01 +-94.356251 35.469947 1969-04-01 +-94.394421 36.841485 1969-05-01 +-91.21215 35.71028 1969-11-01 +-90.408144 36.755411 1990-04-03 +-93.749461 38.366172 1970-10-01 +-92.146829 37.82642 1970-03-01 +-95.319049 36.3062 1970-10-01 +-92.0807 32.516689 1970-11-01 +-92.11035 34.883828 1971-04-01 +-91.884766 39.170871 1971-02-01 +-94.914155 39.319931 1970-11-01 +-91.546032 37.636087 1971-02-01 +-94.85117 36.976639 1971-05-01 +-92.185145 38.564489 1971-08-01 +-89.953355 36.79946 1971-11-01 +-94.632948 35.045605 1971-06-01 +-93.259842 36.640851 1971-06-01 +-93.788686 34.045389 1971-06-01 +-94.099869 37.391323 1971-11-01 +-96.558692 39.186668 1971-10-01 +-90.524918 36.059925 1971-11-01 +-90.435012 37.787944 1971-09-01 +-94.800283 33.89552 1971-12-09 +-94.705373 37.810235 1972-03-01 +-92.454 39.43233 1971-11-01 +-95.932435 36.739207 1972-05-01 +-95.643001 37.033267 1973-02-01 +-96.825073 39.021883 1972-05-01 +-92.565568 38.333763 1972-02-01 +-90.685164 35.821221 1972-08-01 +-93.396757 37.594649 1972-08-01 +-94.812222 35.44892 1972-07-01 +-93.947829 36.915901 1972-11-01 +-95.510044 34.010795 1972-10-01 +-95.143509 36.63598 1973-09-01 +-91.943907 38.86403 1973-05-01 +-93.089517 34.493086 1972-07-01 +-94.143611 36.167274 1972-06-01 +-93.902379 35.141897 1972-10-01 +-92.676769 36.962221 1973-08-01 +-90.971722 36.07489 1972-10-01 +-93.106773 35.278174 1973-05-01 +-94.477694 37.07405 1972-05-01 +-90.980646 38.97841 1975-03-01 +-93.737229 38.779135 1972-11-01 +-89.856079 35.928492 1972-11-01 +-95.395139 35.957489 1973-09-01 +-89.240636 35.592466 1973-02-01 +-91.15795 38.221185 1973-07-03 +-93.456641 35.44847 1973-08-01 +-94.225727 34.58631 1973-07-01 +-90.751552 35.244479 1973-08-01 +-90.391083 38.212753 1973-12-01 +-90.148524 35.154948 1974-07-01 +-90.95828 36.248073 1973-11-01 +-94.704909 37.433371 1974-01-01 +-96.160018 35.98849 1974-10-01 +-89.984357 35.697714 1973-11-01 +-92.410009 31.366854 1984-11-13 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36.514801 1974-08-01 +-88.782561 36.324103 1974-10-01 +-97.425418 35.854994 1975-02-01 +-94.234316 39.75388 1975-02-01 +-95.452631 37.653335 1975-11-01 +-88.851806 33.441823 1975-04-01 +-97.933058 35.051213 1975-07-01 +-88.562734 34.676487 1975-04-01 +-88.659436 33.631959 1976-09-01 +-93.984754 32.857636 1975-08-01 +-94.739572 34.022301 1975-06-01 +-88.459403 33.967824 1976-04-01 +-91.613941 35.764825 1976-03-01 +-88.91491 35.841499 1976-03-01 +-95.96181 35.608125 1975-09-01 +-89.632978 37.364007 1975-11-01 +-96.652692 35.246473 1975-06-01 +-92.375747 34.670081 1975-03-01 +-94.410748 35.327836 1975-04-01 +-92.407155 34.747626 1976-03-01 +-92.828072 34.385231 1976-02-01 +-90.675056 35.806744 1978-08-01 +-97.143036 34.153414 1975-07-01 +-95.322847 35.770263 1975-07-01 +-94.968192 33.136035 1975-11-01 +-97.932608 35.848903 1976-02-01 +-94.117647 33.659928 1976-05-01 +-99.443183 35.411701 1976-08-01 +-93.554045 39.777542 1976-04-01 +-97.29936 36.81142 1976-04-01 +-97.051458 36.123412 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2006-01-31 +-80.946228 35.328109 2005-01-26 +-83.483777 33.307354 2005-08-24 +-87.684551 41.720918 2006-01-27 +-82.457901 34.547681 2006-01-23 +-79.185611 34.674266 2005-10-26 +-106.900366 34.052386 2005-01-26 +-97.428277 25.943256 2005-01-26 +-112.050886 43.491073 2005-01-26 +-75.29115 39.905559 2005-05-11 +-75.840381 44.040697 2006-01-31 +-75.485665 43.778785 2006-01-23 diff --git a/test/marks/cell-test.js b/test/marks/cell-test.js index a62c528efd..6517f5eef6 100644 --- a/test/marks/cell-test.js +++ b/test/marks/cell-test.js @@ -125,3 +125,10 @@ it("cellY() defaults y to identity and x to null", () => { ); assert.strictEqual(cell.channels.y.type, "band"); }); + +it("cell() is incompatible with a projection", () => { + assert.throws( + () => Plot.cell([]).plot({projection: "equal-earth"}), + /scale incompatible with channel: projection !== band/ + ); +}); diff --git a/test/marks/rule-test.js b/test/marks/rule-test.js index 5ce78870d6..4d2d5422fa 100644 --- a/test/marks/rule-test.js +++ b/test/marks/rule-test.js @@ -190,3 +190,7 @@ it("ruleY(data, {x1, x2, y}) specifies x1, x2, y", () => { assert.strictEqual(y.value, "2"); assert.strictEqual(y.scale, "y"); }); + +it("rule() is incompatible with a projection", () => { + assert.throws(() => Plot.ruleX([]).plot({projection: {stream: () => ({})}}), /projection requires x and y channels/); +}); diff --git a/test/output/armadillo.svg b/test/output/armadillo.svg new file mode 100644 index 0000000000..e0322aa19a --- /dev/null +++ b/test/output/armadillo.svg @@ -0,0 +1,31 @@ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/test/output/graticule.svg b/test/output/graticule.svg new file mode 100644 index 0000000000..d80caf76b4 --- /dev/null +++ b/test/output/graticule.svg @@ -0,0 +1,22 @@ + + + + + + + + + \ No newline at end of file diff --git a/test/output/nullProjection.svg b/test/output/nullProjection.svg new file mode 100644 index 0000000000..d11171d822 --- /dev/null +++ b/test/output/nullProjection.svg @@ -0,0 +1,19 @@ + + + + + + \ No newline at end of file diff --git a/test/output/penguinAnnotated.svg b/test/output/penguinAnnotated.svg index 5c9d307b04..94885ff75d 100644 --- a/test/output/penguinAnnotated.svg +++ b/test/output/penguinAnnotated.svg @@ -77,5 +77,5 @@ null (5) - Count of penguinsgrouped by species and colored by sex + Count of penguinsgrouped by species and colored by sex \ No newline at end of file diff --git a/test/output/usCountyChoropleth.html b/test/output/usCountyChoropleth.html new file mode 100644 index 0000000000..5a74545d3d --- /dev/null +++ b/test/output/usCountyChoropleth.html @@ -0,0 +1,9766 @@ +
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b/test/plots/armadillo.js new file mode 100644 index 0000000000..9a7704d687 --- /dev/null +++ b/test/plots/armadillo.js @@ -0,0 +1,32 @@ +import * as Plot from "@observablehq/plot"; +import * as d3 from "d3"; +import {geoArmadillo} from "d3-geo-projection"; +import {feature} from "topojson-client"; + +export default async function () { + const world = await d3.json("data/countries-50m.json"); + const land = feature(world, world.objects.land); + return Plot.plot({ + width: 960, + height: 548, + margin: 1, + projection: armadillo, + marks: [ + Plot.geo(land, {clip: "sphere", fill: "currentColor"}), + Plot.graticule({clip: "sphere", strokeOpacity: 0.2}), + Plot.sphere() + ] + }); +} + +function armadillo({width, height, marginTop, marginRight, marginBottom, marginLeft}) { + return geoArmadillo() + .precision(0.2) + .fitExtent( + [ + [marginLeft, marginTop], + [width - marginRight, height - marginBottom] + ], + {type: "Sphere"} + ); +} diff --git a/test/plots/graticule.js b/test/plots/graticule.js new file mode 100644 index 0000000000..dc19404a2d --- /dev/null +++ b/test/plots/graticule.js @@ -0,0 +1,13 @@ +import * as Plot from "@observablehq/plot"; + +export default async function () { + return Plot.plot({ + width: 960, + height: 470, + projection: { + type: "equal-earth", + rotate: [20, 40, 60] + }, + marks: [Plot.sphere(), Plot.graticule()] + }); +} diff --git a/test/plots/index.js b/test/plots/index.js index db9f90a711..f46a166ecf 100644 --- a/test/plots/index.js +++ b/test/plots/index.js @@ -7,6 +7,7 @@ export {default as aaplMonthly} from "./aapl-monthly.js"; export {default as aaplVolume} from "./aapl-volume.js"; export {default as aaplVolumeRect} from "./aapl-volume-rect.js"; export {default as anscombeQuartet} from "./anscombe-quartet.js"; +export {default as armadillo} from "./armadillo.js"; export {default as athletesBinsColors} from "./athletes-bins-colors.js"; export {default as athletesBirthdays} from "./athletes-birthdays.js"; export {default as athletesHeightWeight} from "./athletes-height-weight.js"; @@ -78,6 +79,7 @@ export {default as gistempAnomaly} from "./gistemp-anomaly.js"; export {default as gistempAnomalyMoving} from "./gistemp-anomaly-moving.js"; export {default as gistempAnomalyTransform} from "./gistemp-anomaly-transform.js"; export {default as googleTrendsRidgeline} from "./google-trends-ridgeline.js"; +export {default as graticule} from "./graticule.js"; export {default as greekGods} from "./greek-gods.js"; export {default as gridChoropleth} from "./grid-choropleth.js"; export {default as gridChoroplethDx} from "./grid-choropleth-dx.js"; @@ -134,6 +136,7 @@ export {default as morleyBoxplot} from "./morley-boxplot.js"; export {default as moviesProfitByGenre} from "./movies-profit-by-genre.js"; export {default as moviesRatingByGenre} from "./movies-rating-by-genre.js"; export {default as musicRevenue} from "./music-revenue.js"; +export {default as nullProjection} from "./null-projection.js"; export {default as ordinalBar} from "./ordinal-bar.js"; export {default as penguinAnnotated} from "./penguin-annotated.js"; export {default as penguinCulmen} from "./penguin-culmen.js"; @@ -224,6 +227,7 @@ export {default as usCongressAge} from "./us-congress-age.js"; export {default as usCongressAgeColorExplicit} from "./us-congress-age-color-explicit.js"; export {default as usCongressAgeGender} from "./us-congress-age-gender.js"; export {default as usCongressAgeSymbolExplicit} from "./us-congress-age-symbol-explicit.js"; +export {default as usCountyChoropleth} from "./us-county-choropleth.js"; export {default as usPopulationStateAge} from "./us-population-state-age.js"; export {default as usPopulationStateAgeDots} from "./us-population-state-age-dots.js"; export {default as usPresidentFavorabilityDots} from "./us-president-favorability-dots.js"; @@ -231,9 +235,14 @@ export {default as usPresidentGallery} from "./us-president-gallery.js"; export {default as usPresidentialElection2020} from "./us-presidential-election-2020.js"; export {default as usPresidentialForecast2016} from "./us-presidential-forecast-2016.js"; export {default as usRetailSales} from "./us-retail-sales.js"; +export {default as usStateCapitals} from "./us-state-capitals.js"; +export {default as usStateCapitalsVoronoi} from "./us-state-capitals-voronoi.js"; export {default as usStatePopulationChange} from "./us-state-population-change.js"; export {default as vectorField} from "./vector-field.js"; export {default as vectorFrame} from "./vector-frame.js"; +export {default as walmarts} from "./walmarts.js"; +export {default as walmartsDecades} from "./walmarts-decades.js"; +export {default as walmartsDensity} from "./walmarts-density.js"; export {default as wealthBritainBar} from "./wealth-britain-bar.js"; export {default as wealthBritainProportionPlot} from "./wealth-britain-proportion-plot.js"; export {default as wordCloud} from "./word-cloud.js"; diff --git a/test/plots/null-projection.js b/test/plots/null-projection.js new file mode 100644 index 0000000000..7b0786850b --- /dev/null +++ b/test/plots/null-projection.js @@ -0,0 +1,18 @@ +import * as Plot from "@observablehq/plot"; + +export default async function () { + return Plot.plot({ + width: 640, + height: 400, + projection: "identity", + marks: [ + Plot.geo({ + type: "LineString", + coordinates: Array.from({length: 400}, (_, i) => [ + 320 + Math.cos(i / 10) * (i / 2), + 200 + Math.sin(i / 10) * (i / 2) + ]) + }) + ] + }); +} diff --git a/test/plots/penguin-annotated.js b/test/plots/penguin-annotated.js index 46f7d62d6c..955e6e1627 100644 --- a/test/plots/penguin-annotated.js +++ b/test/plots/penguin-annotated.js @@ -10,20 +10,12 @@ export default async function () { Plot.frame(), Plot.barX( penguins, - Plot.groupY( - {x: "count"}, - { - y: "species", - fill: "sex", - title: "sex", - sort: {y: "x", reverse: true} - } - ) + Plot.groupY({x: "count"}, {y: "species", fill: "sex", title: "sex", sort: {y: "x", reverse: true}}) ), Plot.text(["Count of penguins\ngrouped by species\n and colored by sex"], { frameAnchor: "bottom-right", dx: -3, - lineHeight: 1.2, + dy: -3, fontStyle: "italic" }) ] diff --git a/test/plots/us-county-choropleth.js b/test/plots/us-county-choropleth.js new file mode 100644 index 0000000000..82eddcca36 --- /dev/null +++ b/test/plots/us-county-choropleth.js @@ -0,0 +1,30 @@ +import * as Plot from "@observablehq/plot"; +import * as d3 from "d3"; +import {feature, mesh} from "topojson-client"; + +export default async function () { + const [[counties, statemesh], unemployment] = await Promise.all([ + d3 + .json("data/us-counties-10m.json") + .then((us) => [feature(us, us.objects.counties), mesh(us, us.objects.states, (a, b) => a !== b)]), + d3.csv("data/us-county-unemployment.csv").then((data) => new Map(data.map(({id, rate}) => [id, +rate]))) + ]); + return Plot.plot({ + width: 960, + height: 600, + projection: "albers-usa", + color: { + scheme: "purd", + domain: [1, 10], + type: "quantize", + n: 9, + unknown: "#ccc", + legend: true, + label: "Unemployment (%)" + }, + marks: [ + Plot.geo(counties, {fill: (d) => unemployment.get(d.id), title: (d) => d.properties.name}), // TODO string accessors for properties, id + Plot.geo(statemesh, {stroke: "white"}) + ] + }); +} diff --git a/test/plots/us-state-capitals-voronoi.js b/test/plots/us-state-capitals-voronoi.js new file mode 100644 index 0000000000..1d866ea1b5 --- /dev/null +++ b/test/plots/us-state-capitals-voronoi.js @@ -0,0 +1,33 @@ +import * as Plot from "@observablehq/plot"; +import * as d3 from "d3"; +import {feature} from "topojson-client"; + +export default async function () { + const [capitals, nation] = await Promise.all([ + d3.csv("data/us-state-capitals.csv", d3.autoType), + d3.json("data/us-counties-10m.json").then((us) => feature(us, us.objects.nation)) + ]); + return Plot.plot({ + width: 640, + height: 640, + margin: 1, + projection: ({width, height, marginTop, marginRight, marginBottom, marginLeft}) => + d3 + .geoAzimuthalEqualArea() + .rotate([96, -40]) + .clipAngle(24) + .fitExtent( + [ + [marginLeft, marginTop], + [width - marginRight, height - marginBottom] + ], + {type: "Sphere"} + ), + marks: [ + Plot.geo(nation, {fill: "currentColor", fillOpacity: 0.2}), + Plot.dot(capitals, {x: "longitude", y: "latitude", r: 2.5, fill: "currentColor"}), + Plot.voronoi(capitals, {x: "longitude", y: "latitude", clip: "sphere", title: "state", pointerEvents: "all"}), + Plot.sphere({strokeWidth: 2}) + ] + }); +} diff --git a/test/plots/us-state-capitals.js b/test/plots/us-state-capitals.js new file mode 100644 index 0000000000..47bd14ea89 --- /dev/null +++ b/test/plots/us-state-capitals.js @@ -0,0 +1,29 @@ +import * as Plot from "@observablehq/plot"; +import * as d3 from "d3"; +import {feature, mesh} from "topojson-client"; + +export default async function () { + const [[states, statemesh], capitals] = await Promise.all([ + d3 + .json("data/us-counties-10m.json") + .then((us) => [feature(us, us.objects.states), mesh(us, us.objects.states, (a, b) => a !== b)]), + d3.csv("data/us-state-capitals.csv", d3.autoType) + ]); + return Plot.plot({ + width: 960, + height: 600, + projection: "albers-usa", + marks: [ + Plot.geo(states, {fill: "#ccc"}), + Plot.geo(statemesh, {stroke: "white"}), + Plot.dot(capitals, {x: "longitude", y: "latitude", fill: "currentColor"}), + Plot.text(capitals, { + x: "longitude", + y: "latitude", + frameAnchor: "bottom", + text: (d) => `${d.capital}\n${d.state}`, + dy: -6 + }) + ] + }); +} diff --git a/test/plots/walmarts-decades.js b/test/plots/walmarts-decades.js new file mode 100644 index 0000000000..4f9ad7d9ec --- /dev/null +++ b/test/plots/walmarts-decades.js @@ -0,0 +1,40 @@ +import * as Plot from "@observablehq/plot"; +import * as d3 from "d3"; +import {mesh} from "topojson-client"; + +export default async function () { + const [walmarts, statemesh] = await Promise.all([ + d3.tsv("data/walmarts.tsv", d3.autoType), + d3.json("data/us-counties-10m.json").then((us) => + mesh(us, { + type: "GeometryCollection", + geometries: us.objects.states.geometries.filter((d) => d.id !== "02" && d.id !== "15") + }) + ) + ]); + const decade = (d) => Math.floor(d.date.getUTCFullYear() / 10) * 10; + const coordinate = (d) => [d.longitude, d.latitude]; + const decades = d3.sort(new Set(walmarts.map(decade))); + return Plot.plot({ + width: 960, + height: 150, + marginLeft: 0, + marginRight: 0, + projection: "albers-usa", + fx: {tickFormat: (d) => `${d}’s`, padding: 0}, + facet: {data: decades, x: decades}, + marks: [ + Plot.geo(statemesh, {strokeOpacity: 0.25}), + Plot.geo(decades, { + geometry: (y) => ({type: "MultiPoint", coordinates: walmarts.filter((d) => decade(d) < y).map(coordinate)}), + fill: "black", + r: 1 + }), + Plot.geo(decades, { + geometry: (y) => ({type: "MultiPoint", coordinates: walmarts.filter((d) => decade(d) === y).map(coordinate)}), + fill: "red", + r: 1 + }) + ] + }); +} diff --git a/test/plots/walmarts-density.js b/test/plots/walmarts-density.js new file mode 100644 index 0000000000..5be3f99930 --- /dev/null +++ b/test/plots/walmarts-density.js @@ -0,0 +1,28 @@ +import * as Plot from "@observablehq/plot"; +import * as d3 from "d3"; +import {mesh} from "topojson-client"; + +export default async function () { + const [walmarts, statemesh] = await Promise.all([ + d3.tsv("data/walmarts.tsv", d3.autoType), + d3.json("data/us-counties-10m.json").then((us) => + mesh(us, { + type: "GeometryCollection", + geometries: us.objects.states.geometries.filter((d) => d.id !== "02" && d.id !== "15") + }) + ) + ]); + return Plot.plot({ + width: 960, + height: 600, + projection: "albers-usa", + color: { + scheme: "blues" + }, + marks: [ + Plot.density(walmarts, {x: "longitude", y: "latitude", bandwidth: 12, fill: "density"}), + Plot.dot(walmarts, {x: "longitude", y: "latitude", r: 1, fill: "currentColor"}), + Plot.geo(statemesh, {strokeOpacity: 0.3}) + ] + }); +} diff --git a/test/plots/walmarts.js b/test/plots/walmarts.js new file mode 100644 index 0000000000..fdad98d096 --- /dev/null +++ b/test/plots/walmarts.js @@ -0,0 +1,38 @@ +import * as Plot from "@observablehq/plot"; +import * as d3 from "d3"; +import {mesh} from "topojson-client"; + +export default async function () { + const [walmarts, statemesh] = await Promise.all([ + d3.tsv("data/walmarts.tsv", d3.autoType), + d3.json("data/us-counties-10m.json").then((us) => + mesh(us, { + type: "GeometryCollection", + geometries: us.objects.states.geometries.filter((d) => d.id !== "02" && d.id !== "15") + }) + ) + ]); + return Plot.plot({ + width: 960, + height: 600, + projection: "albers-usa", + color: { + legend: true, + label: "First year opened", + scheme: "spectral" + }, + r: { + range: [0, 20] + }, + marks: [ + Plot.geo(statemesh, {strokeOpacity: 0.25}), + Plot.dot( + walmarts, + Plot.hexbin( + {r: "count", fill: "min", title: "min"}, + {x: "longitude", y: "latitude", fill: "date", stroke: "white", title: "date"} + ) + ) + ] + }); +} diff --git a/yarn.lock b/yarn.lock index be2639481a..00d1b4d9ad 100644 --- a/yarn.lock +++ b/yarn.lock @@ -908,16 +908,16 @@ combined-stream@^1.0.8: dependencies: delayed-stream "~1.0.0" +commander@2, commander@^2.19.0, commander@^2.20.0: + version "2.20.3" + resolved "https://registry.yarnpkg.com/commander/-/commander-2.20.3.tgz#fd485e84c03eb4881c20722ba48035e8531aeb33" + integrity sha512-GpVkmM8vF2vQUkj2LvZmD35JxeJOLCwJ9cUkugyk2nuhbv3+mJvpLYYt+0+USMxE+oj+ey/lJEnhZw75x/OMcQ== + commander@7: version "7.2.0" resolved "https://registry.yarnpkg.com/commander/-/commander-7.2.0.tgz#a36cb57d0b501ce108e4d20559a150a391d97ab7" integrity sha512-QrWXB+ZQSVPmIWIhtEO9H+gwHaMGYiF5ChvoJ+K9ZGHG/sVsa6yiesAD1GC/x46sET00Xlwo1u49RVVVzvcSkw== -commander@^2.19.0, commander@^2.20.0: - version "2.20.3" - resolved "https://registry.yarnpkg.com/commander/-/commander-2.20.3.tgz#fd485e84c03eb4881c20722ba48035e8531aeb33" - integrity sha512-GpVkmM8vF2vQUkj2LvZmD35JxeJOLCwJ9cUkugyk2nuhbv3+mJvpLYYt+0+USMxE+oj+ey/lJEnhZw75x/OMcQ== - commander@^5.1.0: version "5.1.0" resolved "https://registry.yarnpkg.com/commander/-/commander-5.1.0.tgz#46abbd1652f8e059bddaef99bbdcb2ad9cf179ae" @@ -972,7 +972,7 @@ cssstyle@^2.3.0: dependencies: cssom "~0.3.6" -"d3-array@2 - 3", "d3-array@2.10.0 - 3", "d3-array@2.5.0 - 3", d3-array@3, d3-array@^3.2.0: +"d3-array@1 - 3", "d3-array@2 - 3", "d3-array@2.10.0 - 3", "d3-array@2.5.0 - 3", d3-array@3, d3-array@^3.2.0: version "3.2.0" resolved "https://registry.yarnpkg.com/d3-array/-/d3-array-3.2.0.tgz#15bf96cd9b7333e02eb8de8053d78962eafcff14" integrity sha512-3yXFQo0oG3QCxbF06rMPFyGRMGJNS7NvsV1+2joOjbBE+9xvWQ8+GcMJAjRCzw06zQ3/arXeJgbPYcjUCuC+3g== @@ -1069,7 +1069,16 @@ d3-force@3: resolved "https://registry.yarnpkg.com/d3-format/-/d3-format-3.1.0.tgz#9260e23a28ea5cb109e93b21a06e24e2ebd55641" integrity sha512-YyUI6AEuY/Wpt8KWLgZHsIU86atmikuoOmCfommt0LYHiQSPjvX2AcFc38PX0CBpr2RCyZhjex+NS/LPOv6YqA== -d3-geo@3: +d3-geo-projection@^4.0.0: + version "4.0.0" + resolved "https://registry.yarnpkg.com/d3-geo-projection/-/d3-geo-projection-4.0.0.tgz#dc229e5ead78d31869a4e87cf1f45bd2716c48ca" + integrity sha512-p0bK60CEzph1iqmnxut7d/1kyTmm3UWtPlwdkM31AU+LW+BXazd5zJdoCn7VFxNCHXRngPHRnsNn5uGjLRGndg== + dependencies: + commander "7" + d3-array "1 - 3" + d3-geo "1.12.0 - 3" + +"d3-geo@1.12.0 - 3", d3-geo@3: version "3.0.1" resolved "https://registry.yarnpkg.com/d3-geo/-/d3-geo-3.0.1.tgz#4f92362fd8685d93e3b1fae0fd97dc8980b1ed7e" integrity sha512-Wt23xBych5tSy9IYAM1FR2rWIBFWa52B/oF/GYe5zbdHrg08FU8+BuI6X4PvTwPDdqdAdq04fuWJpELtsaEjeA== @@ -2899,6 +2908,13 @@ to-regex-range@^5.0.1: dependencies: is-number "^7.0.0" +topojson-client@^3.1.0: + version "3.1.0" + resolved "https://registry.yarnpkg.com/topojson-client/-/topojson-client-3.1.0.tgz#22e8b1ed08a2b922feeb4af6f53b6ef09a467b99" + integrity sha512-605uxS6bcYxGXw9qi62XyrV6Q3xwbndjachmNxu8HWTtVPxZfEJN9fd/SZS1Q54Sn2y0TMyMxFj/cJINqGHrKw== + dependencies: + commander "2" + tough-cookie@^4.0.0: version "4.1.2" resolved "https://registry.yarnpkg.com/tough-cookie/-/tough-cookie-4.1.2.tgz#e53e84b85f24e0b65dd526f46628db6c85f6b874"