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* added module folder * replaced loops with featureEach; added setColor function in test.js; removed unused dependences; modified test input; * reimplemented module with IDW * add yarn.lock file * updated package.json * Ignore @turf/helpers since it can be used in Typescript definitions * Fix tests - truncate coordinate decimals - Update Typescript definition * Fix tests - Round elevation property - Add tests for throwing errors - Update Readme * Upgrade typescript dev dependency * Remove un-used types.ts file * Add zValue from 3rd coordinate * Update example with turf.interpolate * Update docs related to 3rd coordinate zValue * added outputType parameter * adjusted test color scale: darker is higher value * Change outputType to gridType * Create switch statement to easily extend GridTypes * added hex and triangle grid type; updated docs, yarn.lock, bench, index.d.ts; added tests;
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The MIT License (MIT) | ||
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Copyright (c) 2017 TurfJS | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy of | ||
this software and associated documentation files (the "Software"), to deal in | ||
the Software without restriction, including without limitation the rights to | ||
use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of | ||
the Software, and to permit persons to whom the Software is furnished to do so, | ||
subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS | ||
FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR | ||
COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER | ||
IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN | ||
CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. |
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# @turf/interpolate | ||
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# interpolate | ||
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Takes a set of points and estimates their 'property' values on a grid using the Inverse Distance Weighting (IDW) method.](<https://en.wikipedia.org/wiki/Inverse_distance_weighting>. | ||
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**Parameters** | ||
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- `points` **[FeatureCollection](http://geojson.org/geojson-spec.html#feature-collection-objects)<[Point](http://geojson.org/geojson-spec.html#point)>** with known value | ||
- `cellSize` **[number](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Number)** the distance across each grid point | ||
- `gridType` **\[[string](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/String)]** defines if the output will be a `squareGrid` (`outputType`='squares'), a `pointGrid` (`outputType`='points'), a `haxGrid` (`outputType`='hex') or a `triangleGrid` (`outputType`='triangle'). | ||
- `property` **\[[string](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/String)]** the property name in `points` from which z-values will be pulled, zValue fallbacks to 3rd coordinate if no property exists. (optional, default `'elevation'`) | ||
- `units` **\[[string](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/String)]** used in calculating cellSize, can be degrees, radians, miles, or kilometers (optional, default `kilometers`) | ||
- `weight` **\[[number](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Number)]** exponent regulating the distance-decay weighting (optional, default `1`) | ||
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**Examples** | ||
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```javascript | ||
var points = turf.random('points', 30, { | ||
bbox: [50, 30, 70, 50] | ||
}); | ||
// add a random property to each point | ||
turf.featureEach(points, function(point) { | ||
point.properties.solRad = Math.random() * 50; | ||
}); | ||
var grid = turf.interpolate(points, 100, 'points', 'solRad', 'miles'); | ||
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//addToMap | ||
var addToMap = grid | ||
``` | ||
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Returns **[FeatureCollection](http://geojson.org/geojson-spec.html#feature-collection-objects)<[Point](http://geojson.org/geojson-spec.html#point)|[Polygon](http://geojson.org/geojson-spec.html#polygon)>** grid of points or polygons with interpolated 'property' | ||
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<!-- This file is automatically generated. Please don't edit it directly: | ||
if you find an error, edit the source file (likely index.js), and re-run | ||
./scripts/generate-readmes in the turf project. --> | ||
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--- | ||
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This module is part of the [Turfjs project](http://turfjs.org/), an open source | ||
module collection dedicated to geographic algorithms. It is maintained in the | ||
[Turfjs/turf](https://github.com/Turfjs/turf) repository, where you can create | ||
PRs and issues. | ||
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### Installation | ||
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Install this module individually: | ||
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```sh | ||
$ npm install @turf/interpolate | ||
``` | ||
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Or install the Turf module that includes it as a function: | ||
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```sh | ||
$ npm install @turf/turf | ||
``` |
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const Benchmark = require('benchmark'); | ||
const path = require('path'); | ||
const fs = require('fs'); | ||
const load = require('load-json-file'); | ||
const interpolate = require('./'); | ||
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// Define Fixtures | ||
const directory = path.join(__dirname, 'test', 'in') + path.sep; | ||
const fixtures = fs.readdirSync(directory).map(filename => { | ||
return { | ||
name: path.parse(filename).name, | ||
geojson: load.sync(directory + filename) | ||
}; | ||
}); | ||
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/** | ||
* Benchmark Results | ||
* | ||
* data-1km: 15.042ms | ||
* data-500m: 14.286ms | ||
* data-weight-2: 0.408ms | ||
* hex-zValue: 1.778ms | ||
* points-random: 20.676ms | ||
* points1-weight-3: 5.569ms | ||
* points1: 4.254ms | ||
* triangle-zValue: 3.519ms | ||
* data-1km x 1,585 ops/sec ±2.77% (80 runs sampled) | ||
* data-500m x 351 ops/sec ±2.59% (76 runs sampled) | ||
* data-weight-2 x 3,730 ops/sec ±1.55% (82 runs sampled) | ||
* hex-zValue x 2,854 ops/sec ±4.45% (72 runs sampled) | ||
* points-random x 265 ops/sec ±1.67% (75 runs sampled) | ||
* points1-weight-3 x 381 ops/sec ±2.06% (76 runs sampled) | ||
* points1 x 356 ops/sec ±1.83% (70 runs sampled) | ||
* triangle-zValue x 570 ops/sec ±1.69% (81 runs sampled) | ||
*/ | ||
const suite = new Benchmark.Suite('turf-interpolate'); | ||
for (const {name, geojson} of fixtures) { | ||
const {property, cellSize, outputType, units, weight} = geojson.properties; | ||
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console.time(name); | ||
interpolate(geojson, cellSize, outputType, property, units, weight); | ||
console.timeEnd(name); | ||
suite.add(name, () => interpolate(geojson, cellSize, outputType, property, units, weight)); | ||
} | ||
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suite | ||
.on('cycle', e => console.log(String(e.target))) | ||
.on('complete', () => {}) | ||
.run(); |
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/// <reference types="geojson" /> | ||
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import * as helpers from '@turf/helpers'; | ||
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/** | ||
* http://turfjs.org/docs/#interpolate | ||
*/ | ||
declare function interpolate( | ||
points: interpolate.Points, | ||
cellSize: number, | ||
outputType: interpolate.OutputTypes, | ||
property?: string, | ||
units?: interpolate.Units, | ||
weight?: number): interpolate.Points; | ||
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declare namespace interpolate { | ||
type OutputTypes = 'point' | 'square' | 'hex' | 'triangle'; | ||
type Points = helpers.Points; | ||
type Units = helpers.Units; | ||
} | ||
export = interpolate; |
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var meta = require('@turf/meta'); | ||
var bbox = require('@turf/bbox'); | ||
var hexGrid = require('@turf/hex-grid'); | ||
var poinGrid = require('@turf/point-grid'); | ||
var distance = require('@turf/distance'); | ||
var centroid = require('@turf/centroid'); | ||
var invariant = require('@turf/invariant'); | ||
var squareGrid = require('@turf/square-grid'); | ||
var triangleGrid = require('@turf/triangle-grid'); | ||
var featureEach = meta.featureEach; | ||
var collectionOf = invariant.collectionOf; | ||
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/** | ||
* Takes a set of points and estimates their 'property' values on a grid using the [Inverse Distance Weighting (IDW) method](https://en.wikipedia.org/wiki/Inverse_distance_weighting). | ||
* | ||
* @name interpolate | ||
* @param {FeatureCollection<Point>} points with known value | ||
* @param {number} cellSize the distance across each grid point | ||
* @param {string} [gridType='square'] defines the output format based on a Grid Type (options: 'square' | 'point' | 'hex' | 'triangle') | ||
* @param {string} [property='elevation'] the property name in `points` from which z-values will be pulled, zValue fallbacks to 3rd coordinate if no property exists. | ||
* @param {string} [units=kilometers] used in calculating cellSize, can be degrees, radians, miles, or kilometers | ||
* @param {number} [weight=1] exponent regulating the distance-decay weighting | ||
* @returns {FeatureCollection<Point|Polygon>} grid of points or polygons with interpolated 'property' | ||
* @example | ||
* var points = turf.random('points', 30, { | ||
* bbox: [50, 30, 70, 50] | ||
* }); | ||
* // add a random property to each point | ||
* turf.featureEach(points, function(point) { | ||
* point.properties.solRad = Math.random() * 50; | ||
* }); | ||
* var grid = turf.interpolate(points, 100, 'points', 'solRad', 'miles'); | ||
* | ||
* //addToMap | ||
* var addToMap = grid | ||
*/ | ||
module.exports = function (points, cellSize, gridType, property, units, weight) { | ||
// validation | ||
if (!points) throw new Error('points is required'); | ||
collectionOf(points, 'Point', 'input must contain Points'); | ||
if (!cellSize) throw new Error('cellSize is required'); | ||
if (weight !== undefined && typeof weight !== 'number') throw new Error('weight must be a number'); | ||
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// default values | ||
property = property || 'elevation'; | ||
gridType = gridType || 'square'; | ||
weight = weight || 1; | ||
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var box = bbox(points); | ||
var grid; | ||
switch (gridType) { | ||
case 'point': | ||
grid = poinGrid(box, cellSize, units, true); | ||
break; | ||
case 'square': | ||
grid = squareGrid(box, cellSize, units); | ||
break; | ||
case 'hex': | ||
grid = hexGrid(box, cellSize, units); | ||
break; | ||
case 'triangle': | ||
grid = triangleGrid(box, cellSize, units); | ||
break; | ||
default: | ||
throw new Error('invalid gridType'); | ||
} | ||
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featureEach(grid, function (gridFeature) { | ||
var zw = 0; | ||
var sw = 0; | ||
// calculate the distance from each input point to the grid points | ||
featureEach(points, function (point) { | ||
var gridPoint = (gridType === 'point') ? gridFeature : centroid(gridFeature); | ||
var d = distance(gridPoint, point, units); | ||
var zValue; | ||
// property has priority for zValue, fallbacks to 3rd coordinate from geometry | ||
if (property !== undefined) zValue = point.properties[property]; | ||
if (zValue === undefined) zValue = point.geometry.coordinates[2]; | ||
if (zValue === undefined) throw new Error('zValue is missing'); | ||
if (d === 0) zw = zValue; | ||
var w = 1.0 / Math.pow(d, weight); | ||
sw += w; | ||
zw += w * zValue; | ||
}); | ||
// write interpolated value for each grid point | ||
gridFeature.properties[property] = zw / sw; | ||
}); | ||
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return grid; | ||
}; |
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{ | ||
"name": "@turf/interpolate", | ||
"version": "4.5.0", | ||
"description": "turf interpolate module", | ||
"main": "index.js", | ||
"types": "index.d.ts", | ||
"files": [ | ||
"index.js", | ||
"index.d.ts" | ||
], | ||
"scripts": { | ||
"test": "node test.js", | ||
"bench": "node bench.js" | ||
}, | ||
"repository": { | ||
"type": "git", | ||
"url": "git://github.com/Turfjs/turf.git" | ||
}, | ||
"keywords": [ | ||
"turf", | ||
"idw", | ||
"interpolate" | ||
], | ||
"author": "Turf Authors", | ||
"contributors": [ | ||
"Stefano Borghi <@stebogit>" | ||
], | ||
"license": "MIT", | ||
"bugs": { | ||
"url": "https://github.com/Turfjs/turf/issues" | ||
}, | ||
"homepage": "https://github.com/Turfjs/turf", | ||
"devDependencies": { | ||
"@turf/truncate": "^4.5.2", | ||
"benchmark": "^2.1.4", | ||
"chromatism": "2.6.0", | ||
"load-json-file": "^2.0.0", | ||
"tape": "^4.6.3", | ||
"write-json-file": "^2.0.0" | ||
}, | ||
"dependencies": { | ||
"@turf/bbox": "^4.5.2", | ||
"@turf/distance": "^4.5.2", | ||
"@turf/helpers": "^4.5.2", | ||
"@turf/invariant": "^4.5.2", | ||
"@turf/centroid": "^4.5.2", | ||
"@turf/square-grid": "^4.5.2", | ||
"@turf/triangle-grid": "^4.5.2", | ||
"@turf/hex-grid": "^4.5.2", | ||
"@turf/meta": "^4.5.2", | ||
"@turf/point-grid": "^4.5.2" | ||
} | ||
} |
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