diff --git a/.babelrc b/.babelrc deleted file mode 100644 index 6de0471..0000000 --- a/.babelrc +++ /dev/null @@ -1,4 +0,0 @@ -{ - "presets": ["es2015", "stage-0"], - "plugins": ["transform-es2015-modules-umd"] -} diff --git a/.travis.yml b/.travis.yml index 8647ca5..d0616be 100644 --- a/.travis.yml +++ b/.travis.yml @@ -4,7 +4,7 @@ env: - GIT_COMMITTED_AT=$(if [ "$TRAVIS_PULL_REQUEST" == "false" ]; then git log -1 --pretty=format:%ct; else git log -1 --skip 1 --pretty=format:%ct; fi) language: node_js node_js: - - "6.1" + - "8.10.0" before_script: - curl -L https://codeclimate.com/downloads/test-reporter/test-reporter-latest-linux-amd64 > ./cc-test-reporter - chmod +x ./cc-test-reporter diff --git a/README.md b/README.md index f524a11..98785a7 100644 --- a/README.md +++ b/README.md @@ -80,6 +80,7 @@ const result = regression.polynomial(data, { order: 3 }); ## Development -- Install the dependencies with `npm install` -- To build the assets in the `dist` directory, use `npm run build` -- You can run the tests with: `npm run test`. +- Install the dependencies with `yarn install` +- To build the assets in the `dist` directory, use `yarn build` +- You can run the tests with: `yarn test` or `yarn test --watch`. +- `yarn lint --fix` diff --git a/babel.config.js b/babel.config.js new file mode 100644 index 0000000..c8dd8a8 --- /dev/null +++ b/babel.config.js @@ -0,0 +1,17 @@ +const presets = [ + [ + '@babel/env', + { + targets: { + edge: '17', + firefox: '60', + chrome: '67', + safari: '11.1', + }, + useBuiltIns: 'usage', + corejs: 3, + }, + ], +]; + +module.exports = { presets }; diff --git a/dist/regression.js b/dist/regression.js index 8c4f866..88ba3c3 100644 --- a/dist/regression.js +++ b/dist/regression.js @@ -1,384 +1,274 @@ -(function (global, factory) { - if (typeof define === "function" && define.amd) { - define(['module'], factory); - } else if (typeof exports !== "undefined") { - factory(module); - } else { - var mod = { - exports: {} - }; - factory(mod); - global.regression = mod.exports; - } -})(this, function (module) { - 'use strict'; - - function _defineProperty(obj, key, value) { - if (key in obj) { - Object.defineProperty(obj, key, { - value: value, - enumerable: true, - configurable: true, - writable: true - }); - } else { - obj[key] = value; - } +"use strict"; - return obj; - } +function _toConsumableArray(arr) { return _arrayWithoutHoles(arr) || _iterableToArray(arr) || _nonIterableSpread(); } - var _extends = Object.assign || function (target) { - for (var i = 1; i < arguments.length; i++) { - var source = arguments[i]; +function _nonIterableSpread() { throw new TypeError("Invalid attempt to spread non-iterable instance"); } - for (var key in source) { - if (Object.prototype.hasOwnProperty.call(source, key)) { - target[key] = source[key]; - } - } - } +function _iterableToArray(iter) { if (Symbol.iterator in Object(iter) || Object.prototype.toString.call(iter) === "[object Arguments]") return Array.from(iter); } - return target; - }; +function _arrayWithoutHoles(arr) { if (Array.isArray(arr)) { for (var i = 0, arr2 = new Array(arr.length); i < arr.length; i++) { arr2[i] = arr[i]; } return arr2; } } - function _toConsumableArray(arr) { - if (Array.isArray(arr)) { - for (var i = 0, arr2 = Array(arr.length); i < arr.length; i++) { - arr2[i] = arr[i]; - } +function ownKeys(object, enumerableOnly) { var keys = Object.keys(object); if (Object.getOwnPropertySymbols) { var symbols = Object.getOwnPropertySymbols(object); if (enumerableOnly) symbols = symbols.filter(function (sym) { return Object.getOwnPropertyDescriptor(object, sym).enumerable; }); keys.push.apply(keys, symbols); } return keys; } - return arr2; - } else { - return Array.from(arr); - } - } +function _objectSpread(target) { for (var i = 1; i < arguments.length; i++) { var source = arguments[i] != null ? arguments[i] : {}; if (i % 2) { ownKeys(Object(source), true).forEach(function (key) { _defineProperty(target, key, source[key]); }); } else if (Object.getOwnPropertyDescriptors) { Object.defineProperties(target, Object.getOwnPropertyDescriptors(source)); } else { ownKeys(Object(source)).forEach(function (key) { Object.defineProperty(target, key, Object.getOwnPropertyDescriptor(source, key)); }); } } return target; } - var DEFAULT_OPTIONS = { order: 2, precision: 2, period: null }; - - /** - * Determine the coefficient of determination (r^2) of a fit from the observations - * and predictions. - * - * @param {Array>} data - Pairs of observed x-y values - * @param {Array>} results - Pairs of observed predicted x-y values - * - * @return {number} - The r^2 value, or NaN if one cannot be calculated. - */ - function determinationCoefficient(data, results) { - var predictions = []; - var observations = []; - - data.forEach(function (d, i) { - if (d[1] !== null) { - observations.push(d); - predictions.push(results[i]); - } - }); +function _defineProperty(obj, key, value) { if (key in obj) { Object.defineProperty(obj, key, { value: value, enumerable: true, configurable: true, writable: true }); } else { obj[key] = value; } return obj; } - var sum = observations.reduce(function (a, observation) { - return a + observation[1]; - }, 0); - var mean = sum / observations.length; +var _require = require('./utils'), + round = _require.round, + deriveDataProperties = _require.deriveDataProperties; - var ssyy = observations.reduce(function (a, observation) { - var difference = observation[1] - mean; - return a + difference * difference; - }, 0); +var DEFAULT_OPTIONS = { + order: 2, + precision: 2, + period: null +}; +/** +* Determine the solution of a system of linear equations A * x = b using +* Gaussian elimination. +* +* @param {Array>} input - A 2-d matrix of data in row-major form [ A | b ] +* @param {number} order - How many degrees to solve for +* +* @return {Array} - Vector of normalized solution coefficients matrix (x) +*/ - var sse = observations.reduce(function (accum, observation, index) { - var prediction = predictions[index]; - var residual = observation[1] - prediction[1]; - return accum + residual * residual; - }, 0); +function gaussianElimination(input, order) { + var matrix = input; + var n = input.length - 1; + var coefficients = [order]; - return 1 - sse / ssyy; - } + for (var i = 0; i < n; i++) { + var maxrow = i; - /** - * Determine the solution of a system of linear equations A * x = b using - * Gaussian elimination. - * - * @param {Array>} input - A 2-d matrix of data in row-major form [ A | b ] - * @param {number} order - How many degrees to solve for - * - * @return {Array} - Vector of normalized solution coefficients matrix (x) - */ - function gaussianElimination(input, order) { - var matrix = input; - var n = input.length - 1; - var coefficients = [order]; - - for (var i = 0; i < n; i++) { - var maxrow = i; - for (var j = i + 1; j < n; j++) { - if (Math.abs(matrix[i][j]) > Math.abs(matrix[i][maxrow])) { - maxrow = j; - } + for (var j = i + 1; j < n; j++) { + if (Math.abs(matrix[i][j]) > Math.abs(matrix[i][maxrow])) { + maxrow = j; } + } - for (var k = i; k < n + 1; k++) { - var tmp = matrix[k][i]; - matrix[k][i] = matrix[k][maxrow]; - matrix[k][maxrow] = tmp; - } + for (var k = i; k < n + 1; k++) { + var tmp = matrix[k][i]; + matrix[k][i] = matrix[k][maxrow]; + matrix[k][maxrow] = tmp; + } - for (var _j = i + 1; _j < n; _j++) { - for (var _k = n; _k >= i; _k--) { - matrix[_k][_j] -= matrix[_k][i] * matrix[i][_j] / matrix[i][i]; - } + for (var _j = i + 1; _j < n; _j++) { + for (var _k = n; _k >= i; _k--) { + matrix[_k][_j] -= matrix[_k][i] * matrix[i][_j] / matrix[i][i]; } } + } - for (var _j2 = n - 1; _j2 >= 0; _j2--) { - var total = 0; - for (var _k2 = _j2 + 1; _k2 < n; _k2++) { - total += matrix[_k2][_j2] * coefficients[_k2]; - } + for (var _j2 = n - 1; _j2 >= 0; _j2--) { + var total = 0; - coefficients[_j2] = (matrix[n][_j2] - total) / matrix[_j2][_j2]; + for (var _k2 = _j2 + 1; _k2 < n; _k2++) { + total += matrix[_k2][_j2] * coefficients[_k2]; } - return coefficients; - } - - /** - * Round a number to a precision, specificed in number of decimal places - * - * @param {number} number - The number to round - * @param {number} precision - The number of decimal places to round to: - * > 0 means decimals, < 0 means powers of 10 - * - * - * @return {numbr} - The number, rounded - */ - function round(number, precision) { - var factor = Math.pow(10, precision); - return Math.round(number * factor) / factor; + coefficients[_j2] = (matrix[n][_j2] - total) / matrix[_j2][_j2]; } - /** - * The set of all fitting methods - * - * @namespace - */ - var methods = { - linear: function linear(data, options) { - var sum = [0, 0, 0, 0, 0]; - var len = 0; - - for (var n = 0; n < data.length; n++) { - if (data[n][1] !== null) { - len++; - sum[0] += data[n][0]; - sum[1] += data[n][1]; - sum[2] += data[n][0] * data[n][0]; - sum[3] += data[n][0] * data[n][1]; - sum[4] += data[n][1] * data[n][1]; - } + return coefficients; +} +/** +* The set of all fitting methods +* +* @namespace +*/ + + +var methods = { + linear: function linear(data, options) { + var sum = [0, 0, 0, 0, 0]; + var len = 0; + + for (var n = 0; n < data.length; n++) { + if (data[n][1] !== null) { + len++; + sum[0] += data[n][0]; + sum[1] += data[n][1]; + sum[2] += data[n][0] * data[n][0]; + sum[3] += data[n][0] * data[n][1]; + sum[4] += data[n][1] * data[n][1]; } + } - var run = len * sum[2] - sum[0] * sum[0]; - var rise = len * sum[3] - sum[0] * sum[1]; - var gradient = run === 0 ? 0 : round(rise / run, options.precision); - var intercept = round(sum[1] / len - gradient * sum[0] / len, options.precision); - - var predict = function predict(x) { - return [round(x, options.precision), round(gradient * x + intercept, options.precision)]; - }; - - var points = data.map(function (point) { - return predict(point[0]); - }); - - return { - points: points, - predict: predict, - equation: [gradient, intercept], - r2: round(determinationCoefficient(data, points), options.precision), - string: intercept === 0 ? 'y = ' + gradient + 'x' : 'y = ' + gradient + 'x + ' + intercept - }; - }, - exponential: function exponential(data, options) { - var sum = [0, 0, 0, 0, 0, 0]; - - for (var n = 0; n < data.length; n++) { - if (data[n][1] !== null) { - sum[0] += data[n][0]; - sum[1] += data[n][1]; - sum[2] += data[n][0] * data[n][0] * data[n][1]; - sum[3] += data[n][1] * Math.log(data[n][1]); - sum[4] += data[n][0] * data[n][1] * Math.log(data[n][1]); - sum[5] += data[n][0] * data[n][1]; - } + var run = len * sum[2] - sum[0] * sum[0]; + var rise = len * sum[3] - sum[0] * sum[1]; + var gradient = run === 0 ? 0 : round(rise / run, options.precision); + var intercept = round(sum[1] / len - gradient * sum[0] / len, options.precision); + + var predict = function predict(x) { + return [round(x, options.precision), round(gradient * x + intercept, options.precision)]; + }; + + return _objectSpread({ + predict: predict, + equation: [gradient, intercept], + string: intercept === 0 ? "y = ".concat(gradient, "x") : "y = ".concat(gradient, "x + ").concat(intercept) + }, deriveDataProperties(data, predict, options)); + }, + exponential: function exponential(data, options) { + var sum = [0, 0, 0, 0, 0, 0]; + + for (var n = 0; n < data.length; n++) { + if (data[n][1] !== null) { + sum[0] += data[n][0]; + sum[1] += data[n][1]; + sum[2] += data[n][0] * data[n][0] * data[n][1]; + sum[3] += data[n][1] * Math.log(data[n][1]); + sum[4] += data[n][0] * data[n][1] * Math.log(data[n][1]); + sum[5] += data[n][0] * data[n][1]; } + } - var denominator = sum[1] * sum[2] - sum[5] * sum[5]; - var a = Math.exp((sum[2] * sum[3] - sum[5] * sum[4]) / denominator); - var b = (sum[1] * sum[4] - sum[5] * sum[3]) / denominator; - var coeffA = round(a, options.precision); - var coeffB = round(b, options.precision); - var predict = function predict(x) { - return [round(x, options.precision), round(coeffA * Math.exp(coeffB * x), options.precision)]; - }; - - var points = data.map(function (point) { - return predict(point[0]); - }); - - return { - points: points, - predict: predict, - equation: [coeffA, coeffB], - string: 'y = ' + coeffA + 'e^(' + coeffB + 'x)', - r2: round(determinationCoefficient(data, points), options.precision) - }; - }, - logarithmic: function logarithmic(data, options) { - var sum = [0, 0, 0, 0]; - var len = data.length; - - for (var n = 0; n < len; n++) { - if (data[n][1] !== null) { - sum[0] += Math.log(data[n][0]); - sum[1] += data[n][1] * Math.log(data[n][0]); - sum[2] += data[n][1]; - sum[3] += Math.pow(Math.log(data[n][0]), 2); - } + var denominator = sum[1] * sum[2] - sum[5] * sum[5]; + var a = Math.exp((sum[2] * sum[3] - sum[5] * sum[4]) / denominator); + var b = (sum[1] * sum[4] - sum[5] * sum[3]) / denominator; + var coeffA = round(a, options.precision); + var coeffB = round(b, options.precision); + + var predict = function predict(x) { + return [round(x, options.precision), round(coeffA * Math.exp(coeffB * x), options.precision)]; + }; + + return _objectSpread({ + predict: predict, + equation: [coeffA, coeffB], + string: "y = ".concat(coeffA, "e^(").concat(coeffB, "x)") + }, deriveDataProperties(data, predict, options)); + }, + logarithmic: function logarithmic(data, options) { + var sum = [0, 0, 0, 0]; + var len = data.length; + + for (var n = 0; n < len; n++) { + if (data[n][1] !== null) { + sum[0] += Math.log(data[n][0]); + sum[1] += data[n][1] * Math.log(data[n][0]); + sum[2] += data[n][1]; + sum[3] += Math.pow(Math.log(data[n][0]), 2); } + } - var a = (len * sum[1] - sum[2] * sum[0]) / (len * sum[3] - sum[0] * sum[0]); - var coeffB = round(a, options.precision); - var coeffA = round((sum[2] - coeffB * sum[0]) / len, options.precision); - - var predict = function predict(x) { - return [round(x, options.precision), round(round(coeffA + coeffB * Math.log(x), options.precision), options.precision)]; - }; - - var points = data.map(function (point) { - return predict(point[0]); - }); - - return { - points: points, - predict: predict, - equation: [coeffA, coeffB], - string: 'y = ' + coeffA + ' + ' + coeffB + ' ln(x)', - r2: round(determinationCoefficient(data, points), options.precision) - }; - }, - power: function power(data, options) { - var sum = [0, 0, 0, 0, 0]; - var len = data.length; - - for (var n = 0; n < len; n++) { - if (data[n][1] !== null) { - sum[0] += Math.log(data[n][0]); - sum[1] += Math.log(data[n][1]) * Math.log(data[n][0]); - sum[2] += Math.log(data[n][1]); - sum[3] += Math.pow(Math.log(data[n][0]), 2); - } + var a = (len * sum[1] - sum[2] * sum[0]) / (len * sum[3] - sum[0] * sum[0]); + var coeffB = round(a, options.precision); + var coeffA = round((sum[2] - coeffB * sum[0]) / len, options.precision); + + var predict = function predict(x) { + return [round(x, options.precision), round(round(coeffA + coeffB * Math.log(x), options.precision), options.precision)]; + }; + + return _objectSpread({ + predict: predict, + equation: [coeffA, coeffB], + string: "y = ".concat(coeffA, " + ").concat(coeffB, " ln(x)") + }, deriveDataProperties(data, predict, options)); + }, + power: function power(data, options) { + var sum = [0, 0, 0, 0, 0]; + var len = data.length; + + for (var n = 0; n < len; n++) { + if (data[n][1] !== null) { + sum[0] += Math.log(data[n][0]); + sum[1] += Math.log(data[n][1]) * Math.log(data[n][0]); + sum[2] += Math.log(data[n][1]); + sum[3] += Math.pow(Math.log(data[n][0]), 2); } + } - var b = (len * sum[1] - sum[0] * sum[2]) / (len * sum[3] - Math.pow(sum[0], 2)); - var a = (sum[2] - b * sum[0]) / len; - var coeffA = round(Math.exp(a), options.precision); - var coeffB = round(b, options.precision); - - var predict = function predict(x) { - return [round(x, options.precision), round(round(coeffA * Math.pow(x, coeffB), options.precision), options.precision)]; - }; - - var points = data.map(function (point) { - return predict(point[0]); - }); - - return { - points: points, - predict: predict, - equation: [coeffA, coeffB], - string: 'y = ' + coeffA + 'x^' + coeffB, - r2: round(determinationCoefficient(data, points), options.precision) - }; - }, - polynomial: function polynomial(data, options) { - var lhs = []; - var rhs = []; - var a = 0; - var b = 0; - var len = data.length; - var k = options.order + 1; - - for (var i = 0; i < k; i++) { - for (var l = 0; l < len; l++) { - if (data[l][1] !== null) { - a += Math.pow(data[l][0], i) * data[l][1]; - } - } + var b = (len * sum[1] - sum[0] * sum[2]) / (len * sum[3] - Math.pow(sum[0], 2)); + var a = (sum[2] - b * sum[0]) / len; + var coeffA = round(Math.exp(a), options.precision); + var coeffB = round(b, options.precision); - lhs.push(a); - a = 0; + var predict = function predict(x) { + return [round(x, options.precision), round(round(coeffA * Math.pow(x, coeffB), options.precision), options.precision)]; + }; - var c = []; - for (var j = 0; j < k; j++) { - for (var _l = 0; _l < len; _l++) { - if (data[_l][1] !== null) { - b += Math.pow(data[_l][0], i + j); - } - } - c.push(b); - b = 0; + return _objectSpread({ + predict: predict, + equation: [coeffA, coeffB], + string: "y = ".concat(coeffA, "x^").concat(coeffB) + }, deriveDataProperties(data, predict, options)); + }, + polynomial: function polynomial(data, options) { + var lhs = []; + var rhs = []; + var a = 0; + var b = 0; + var len = data.length; + var k = options.order + 1; + + for (var i = 0; i < k; i++) { + for (var l = 0; l < len; l++) { + if (data[l][1] !== null) { + a += Math.pow(data[l][0], i) * data[l][1]; } - rhs.push(c); } - rhs.push(lhs); - - var coefficients = gaussianElimination(rhs, k).map(function (v) { - return round(v, options.precision); - }); - - var predict = function predict(x) { - return [round(x, options.precision), round(coefficients.reduce(function (sum, coeff, power) { - return sum + coeff * Math.pow(x, power); - }, 0), options.precision)]; - }; - - var points = data.map(function (point) { - return predict(point[0]); - }); - - var string = 'y = '; - for (var _i = coefficients.length - 1; _i >= 0; _i--) { - if (_i > 1) { - string += coefficients[_i] + 'x^' + _i + ' + '; - } else if (_i === 1) { - string += coefficients[_i] + 'x + '; - } else { - string += coefficients[_i]; + + lhs.push(a); + a = 0; + var c = []; + + for (var j = 0; j < k; j++) { + for (var _l = 0; _l < len; _l++) { + if (data[_l][1] !== null) { + b += Math.pow(data[_l][0], i + j); + } } + + c.push(b); + b = 0; } - return { - string: string, - points: points, - predict: predict, - equation: [].concat(_toConsumableArray(coefficients)).reverse(), - r2: round(determinationCoefficient(data, points), options.precision) - }; + rhs.push(c); } - }; - function createWrapper() { - var reduce = function reduce(accumulator, name) { - return _extends({ - _round: round - }, accumulator, _defineProperty({}, name, function (data, supplied) { - return methods[name](data, _extends({}, DEFAULT_OPTIONS, supplied)); - })); + rhs.push(lhs); + var coefficients = gaussianElimination(rhs, k).map(function (v) { + return round(v, options.precision); + }); + + var predict = function predict(x) { + return [round(x, options.precision), round(coefficients.reduce(function (sum, coeff, power) { + return sum + coeff * Math.pow(x, power); + }, 0), options.precision)]; }; - return Object.keys(methods).reduce(reduce, {}); + var string = 'y = '; + + for (var _i = coefficients.length - 1; _i >= 0; _i--) { + if (_i > 1) { + string += "".concat(coefficients[_i], "x^").concat(_i, " + "); + } else if (_i === 1) { + string += "".concat(coefficients[_i], "x + "); + } else { + string += coefficients[_i]; + } + } + + return _objectSpread({ + string: string, + predict: predict, + equation: _toConsumableArray(coefficients).reverse() + }, deriveDataProperties(data, predict, options)); } +}; + +function createWrapper() { + var reduce = function reduce(accumulator, name) { + return _objectSpread({ + _round: round + }, accumulator, _defineProperty({}, name, function (data, supplied) { + return methods[name](data, _objectSpread({}, DEFAULT_OPTIONS, {}, supplied)); + })); + }; + + return Object.keys(methods).reduce(reduce, {}); +} - module.exports = createWrapper(); -}); +module.exports = createWrapper(); \ No newline at end of file diff --git a/dist/regression.min.js b/dist/regression.min.js index b2f8ecd..600bc7f 100644 --- a/dist/regression.min.js +++ b/dist/regression.min.js @@ -1 +1 @@ -(function(global,factory){if(typeof define==="function"&&define.amd){define(["module"],factory)}else if(typeof exports!=="undefined"){factory(module)}else{var mod={exports:{}};factory(mod);global.regression=mod.exports}})(this,function(module){"use strict";function _defineProperty(obj,key,value){if(key in obj){Object.defineProperty(obj,key,{value:value,enumerable:true,configurable:true,writable:true})}else{obj[key]=value}return obj}var _extends=Object.assign||function(target){for(var i=1;iMath.abs(matrix[i][maxrow])){maxrow=j}}for(var k=i;k=i;_k--){matrix[_k][_j]-=matrix[_k][i]*matrix[i][_j]/matrix[i][i]}}}for(var _j2=n-1;_j2>=0;_j2--){var total=0;for(var _k2=_j2+1;_k2=0;_i--){if(_i>1){string+=coefficients[_i]+"x^"+_i+" + "}else if(_i===1){string+=coefficients[_i]+"x + "}else{string+=coefficients[_i]}}return{string:string,points:points,predict:predict,equation:[].concat(_toConsumableArray(coefficients)).reverse(),r2:round(determinationCoefficient(data,points),options.precision)}}};function createWrapper(){var reduce=function reduce(accumulator,name){return _extends({_round:round},accumulator,_defineProperty({},name,function(data,supplied){return methods[name](data,_extends({},DEFAULT_OPTIONS,supplied))}))};return Object.keys(methods).reduce(reduce,{})}module.exports=createWrapper()}); \ No newline at end of file +"use strict";function _toConsumableArray(arr){return _arrayWithoutHoles(arr)||_iterableToArray(arr)||_nonIterableSpread()}function _nonIterableSpread(){throw new TypeError("Invalid attempt to spread non-iterable instance")}function _iterableToArray(iter){if(Symbol.iterator in Object(iter)||Object.prototype.toString.call(iter)==="[object Arguments]")return Array.from(iter)}function _arrayWithoutHoles(arr){if(Array.isArray(arr)){for(var i=0,arr2=new Array(arr.length);iMath.abs(matrix[i][maxrow])){maxrow=j}}for(var k=i;k=i;_k--){matrix[_k][_j]-=matrix[_k][i]*matrix[i][_j]/matrix[i][i]}}}for(var _j2=n-1;_j2>=0;_j2--){var total=0;for(var _k2=_j2+1;_k2=0;_i--){if(_i>1){string+="".concat(coefficients[_i],"x^").concat(_i," + ")}else if(_i===1){string+="".concat(coefficients[_i],"x + ")}else{string+=coefficients[_i]}}return _objectSpread({string:string,predict:predict,equation:_toConsumableArray(coefficients).reverse()},deriveDataProperties(data,predict,options))}};function createWrapper(){var reduce=function reduce(accumulator,name){return _objectSpread({_round:round},accumulator,_defineProperty({},name,function(data,supplied){return methods[name](data,_objectSpread({},DEFAULT_OPTIONS,{},supplied))}))};return Object.keys(methods).reduce(reduce,{})}module.exports=createWrapper(); \ No newline at end of file diff --git a/dist/utils.js b/dist/utils.js new file mode 100644 index 0000000..5d7ccc6 --- /dev/null +++ b/dist/utils.js @@ -0,0 +1,79 @@ +"use strict"; + +/** +* Determine the coefficient of determination (r^2) of a fit from the observations +* and predictions. +* +* @param {Array>} data - Pairs of observed x-y values +* @param {Array>} results - Pairs of observed predicted x-y values +* +* @return {number} - The r^2 value, or NaN if one cannot be calculated. +*/ +function determinationCoefficient(data, results) { + var predictions = []; + var observations = []; + data.forEach(function (d, i) { + if (d[1] !== null) { + observations.push(d); + predictions.push(results[i]); + } + }); + var sum = observations.reduce(function (a, observation) { + return a + observation[1]; + }, 0); + var mean = sum / observations.length; + var ssyy = observations.reduce(function (a, observation) { + var difference = observation[1] - mean; + return a + difference * difference; + }, 0); + var sse = observations.reduce(function (accum, observation, index) { + var prediction = predictions[index]; + var residual = observation[1] - prediction[1]; + return accum + residual * residual; + }, 0); + return 1 - sse / ssyy; +} +/** +* Round a number to a precision, specificed in number of decimal places +* +* @param {number} number - The number to round +* @param {number} precision - The number of decimal places to round to: +* > 0 means decimals, < 0 means powers of 10 +* +* +* @return {number} - The number, rounded +*/ + + +function round(number, precision) { + var factor = Math.pow(10, precision); + return Math.round(number * factor) / factor; +} +/** +* derive points, r squared from data +* +* @param {number} data - Source data +* @param {function} predict - function that predicts point +* @param {object} options - Contains precision and other options +* +* +* @return {object} - points, r2 +*/ + + +function deriveDataProperties(data, predict, options) { + var points = data.map(function (point) { + return predict(point[0]); + }); + var r2 = round(determinationCoefficient(data, points), options.precision); + return { + r2: r2, + points: points + }; +} + +module.exports = { + determinationCoefficient: determinationCoefficient, + round: round, + deriveDataProperties: deriveDataProperties +}; \ No newline at end of file diff --git a/package.json b/package.json index 27f715e..45d75ff 100644 --- a/package.json +++ b/package.json @@ -5,7 +5,7 @@ "Tom Alexander ", "Misha Wolfson " ], - "version": "2.0.1", + "version": "2.0.2", "license": "MIT", "main": "./dist/regression.js", "repository": "Tom-Alexander/regression-js", @@ -18,25 +18,27 @@ ], "scripts": { "clean": "rm -rf dist && mkdir dist", - "lint": "./node_modules/.bin/eslint src/** tests/**", - "test": "npm run lint && ./node_modules/.bin/nyc --reporter=lcov ./node_modules/.bin/mocha --compilers js:babel-core/register", + "lint": "eslint src/** test/**", + "test": "npm run lint && nyc --reporter=lcov mocha --require @babel/register", "build": "npm run clean && npm run build-regression-js && npm run build-regression-min-js", - "build-regression-js": "BABEL_ENV=production ./node_modules/.bin/babel src/regression.js --out-file dist/regression.js", - "build-regression-min-js": " ./node_modules/.bin/uglifyjs dist/regression.js --output dist/regression.min.js" + "build-regression-js": "BABEL_ENV=production babel --presets=@babel/env src --out-dir dist", + "build-regression-min-js": "uglifyjs dist/regression.js --output dist/regression.min.js" }, "devDependencies": { - "babel-cli": "^6.24.1", - "babel-core": "^6.25.0", - "babel-plugin-transform-es2015-modules-umd": "^6.24.1", - "babel-preset-es2015": "^6.24.1", - "babel-preset-stage-0": "^6.24.1", - "chai": "^3.5.0", - "eslint": "^3.19.0", - "eslint-config-airbnb-base": "^11.2.0", - "eslint-plugin-import": "^2.7.0", - "mocha": "^3.2.0", - "nyc": "^11.0.3", - "uglify-js": "3" + "@babel/cli": "^7.7.7", + "@babel/core": "^7.7.7", + "@babel/preset-env": "^7.7.7", + "@babel/register": "^7.7.7", + "chai": "^4.2.0", + "eslint": "^6.8.0", + "eslint-config-airbnb-base": "^14.0.0", + "eslint-plugin-import": "^2.19.1", + "mocha": "^6.2.2", + "nyc": "^15.0.0", + "uglify-js": "^3.7.3" }, - "author": "Tom Alexander " + "author": "Tom Alexander ", + "dependencies": { + "core-js": "3" + } } diff --git a/src/regression.js b/src/regression.js index 1a313f2..5f2ef6e 100644 --- a/src/regression.js +++ b/src/regression.js @@ -1,41 +1,6 @@ -const DEFAULT_OPTIONS = { order: 2, precision: 2, period: null }; +const { round, deriveDataProperties } = require('./utils'); -/** -* Determine the coefficient of determination (r^2) of a fit from the observations -* and predictions. -* -* @param {Array>} data - Pairs of observed x-y values -* @param {Array>} results - Pairs of observed predicted x-y values -* -* @return {number} - The r^2 value, or NaN if one cannot be calculated. -*/ -function determinationCoefficient(data, results) { - const predictions = []; - const observations = []; - - data.forEach((d, i) => { - if (d[1] !== null) { - observations.push(d); - predictions.push(results[i]); - } - }); - - const sum = observations.reduce((a, observation) => a + observation[1], 0); - const mean = sum / observations.length; - - const ssyy = observations.reduce((a, observation) => { - const difference = observation[1] - mean; - return a + (difference * difference); - }, 0); - - const sse = observations.reduce((accum, observation, index) => { - const prediction = predictions[index]; - const residual = observation[1] - prediction[1]; - return accum + (residual * residual); - }, 0); - - return 1 - (sse / ssyy); -} +const DEFAULT_OPTIONS = { order: 2, precision: 2, period: null }; /** * Determine the solution of a system of linear equations A * x = b using @@ -84,21 +49,6 @@ function gaussianElimination(input, order) { return coefficients; } -/** -* Round a number to a precision, specificed in number of decimal places -* -* @param {number} number - The number to round -* @param {number} precision - The number of decimal places to round to: -* > 0 means decimals, < 0 means powers of 10 -* -* -* @return {numbr} - The number, rounded -*/ -function round(number, precision) { - const factor = 10 ** precision; - return Math.round(number * factor) / factor; -} - /** * The set of all fitting methods * @@ -125,19 +75,16 @@ const methods = { const gradient = run === 0 ? 0 : round(rise / run, options.precision); const intercept = round((sum[1] / len) - ((gradient * sum[0]) / len), options.precision); - const predict = x => ([ + const predict = (x) => ([ round(x, options.precision), round((gradient * x) + intercept, options.precision)] ); - const points = data.map(point => predict(point[0])); - return { - points, predict, equation: [gradient, intercept], - r2: round(determinationCoefficient(data, points), options.precision), string: intercept === 0 ? `y = ${gradient}x` : `y = ${gradient}x + ${intercept}`, + ...deriveDataProperties(data, predict, options), }; }, @@ -160,19 +107,16 @@ const methods = { const b = ((sum[1] * sum[4]) - (sum[5] * sum[3])) / denominator; const coeffA = round(a, options.precision); const coeffB = round(b, options.precision); - const predict = x => ([ + const predict = (x) => ([ round(x, options.precision), round(coeffA * Math.exp(coeffB * x), options.precision), ]); - const points = data.map(point => predict(point[0])); - return { - points, predict, equation: [coeffA, coeffB], string: `y = ${coeffA}e^(${coeffB}x)`, - r2: round(determinationCoefficient(data, points), options.precision), + ...deriveDataProperties(data, predict, options), }; }, @@ -193,19 +137,16 @@ const methods = { const coeffB = round(a, options.precision); const coeffA = round((sum[2] - (coeffB * sum[0])) / len, options.precision); - const predict = x => ([ + const predict = (x) => ([ round(x, options.precision), round(round(coeffA + (coeffB * Math.log(x)), options.precision), options.precision), ]); - const points = data.map(point => predict(point[0])); - return { - points, predict, equation: [coeffA, coeffB], string: `y = ${coeffA} + ${coeffB} ln(x)`, - r2: round(determinationCoefficient(data, points), options.precision), + ...deriveDataProperties(data, predict, options), }; }, @@ -227,19 +168,16 @@ const methods = { const coeffA = round(Math.exp(a), options.precision); const coeffB = round(b, options.precision); - const predict = x => ([ + const predict = (x) => ([ round(x, options.precision), round(round(coeffA * (x ** coeffB), options.precision), options.precision), ]); - const points = data.map(point => predict(point[0])); - return { - points, predict, equation: [coeffA, coeffB], string: `y = ${coeffA}x^${coeffB}`, - r2: round(determinationCoefficient(data, points), options.precision), + ...deriveDataProperties(data, predict, options), }; }, @@ -275,9 +213,9 @@ const methods = { } rhs.push(lhs); - const coefficients = gaussianElimination(rhs, k).map(v => round(v, options.precision)); + const coefficients = gaussianElimination(rhs, k).map((v) => round(v, options.precision)); - const predict = x => ([ + const predict = (x) => ([ round(x, options.precision), round( coefficients.reduce((sum, coeff, power) => sum + (coeff * (x ** power)), 0), @@ -285,8 +223,6 @@ const methods = { ), ]); - const points = data.map(point => predict(point[0])); - let string = 'y = '; for (let i = coefficients.length - 1; i >= 0; i--) { if (i > 1) { @@ -300,10 +236,9 @@ const methods = { return { string, - points, predict, equation: [...coefficients].reverse(), - r2: round(determinationCoefficient(data, points), options.precision), + ...deriveDataProperties(data, predict, options), }; }, }; diff --git a/src/utils.js b/src/utils.js new file mode 100644 index 0000000..82e4274 --- /dev/null +++ b/src/utils.js @@ -0,0 +1,75 @@ +/** +* Determine the coefficient of determination (r^2) of a fit from the observations +* and predictions. +* +* @param {Array>} data - Pairs of observed x-y values +* @param {Array>} results - Pairs of observed predicted x-y values +* +* @return {number} - The r^2 value, or NaN if one cannot be calculated. +*/ +function determinationCoefficient(data, results) { + const predictions = []; + const observations = []; + + data.forEach((d, i) => { + if (d[1] !== null) { + observations.push(d); + predictions.push(results[i]); + } + }); + + const sum = observations.reduce((a, observation) => a + observation[1], 0); + const mean = sum / observations.length; + + const ssyy = observations.reduce((a, observation) => { + const difference = observation[1] - mean; + return a + (difference * difference); + }, 0); + + const sse = observations.reduce((accum, observation, index) => { + const prediction = predictions[index]; + const residual = observation[1] - prediction[1]; + return accum + (residual * residual); + }, 0); + + return 1 - (sse / ssyy); +} + +/** +* Round a number to a precision, specificed in number of decimal places +* +* @param {number} number - The number to round +* @param {number} precision - The number of decimal places to round to: +* > 0 means decimals, < 0 means powers of 10 +* +* +* @return {number} - The number, rounded +*/ +function round(number, precision) { + const factor = 10 ** precision; + return Math.round(number * factor) / factor; +} + + +/** +* derive points, r squared from data +* +* @param {number} data - Source data +* @param {function} predict - function that predicts point +* @param {object} options - Contains precision and other options +* +* +* @return {object} - points, r2 +*/ +function deriveDataProperties(data, predict, options) { + const points = data.map((point) => predict(point[0])); + const r2 = round(determinationCoefficient(data, points), options.precision); + + return { r2, points }; +} + +module.exports = { + determinationCoefficient, + round, + deriveDataProperties, +}; diff --git a/test/data.js b/test/data.js index fcb130a..ce555f2 100644 --- a/test/data.js +++ b/test/data.js @@ -208,5 +208,4 @@ export const polynomial = { data: [[1, 6], [2, 11], [3, 18], [4, 27], [5, 38], [6, 51]], points: [[1, 6], [2, 11], [3, 18], [4, 27], [5, 38], [6, 51]], }, - }; diff --git a/test/regression.test.js b/test/regression.test.js index ccf1803..3fec574 100644 --- a/test/regression.test.js +++ b/test/regression.test.js @@ -19,7 +19,7 @@ describe('models', () => { const example = models[model][name]; describe(name, () => { it(`correctly predicts ${name}`, () => { - let result = regression[model](example.data, example.config); + const result = regression[model](example.data, example.config); delete result.predict; expect(result).to.deep.equal({ r2: example.r2, @@ -37,8 +37,8 @@ describe('models', () => { it('should take precision options', () => { const notSpecified = regression[model](example.data, example.config); const specified = regression[model](example.data, { ...example.config, precision: 4 }); - expect(specified.equation).to.deep.equal(example.equation.map(v => _round(v, 4))); - expect(notSpecified.equation).to.deep.equal(example.equation.map(v => _round(v, 2))); + expect(specified.equation).to.deep.equal(example.equation.map((v) => _round(v, 4))); + expect(notSpecified.equation).to.deep.equal(example.equation.map((v) => _round(v, 2))); }); }); }); diff --git a/yarn.lock b/yarn.lock index ea17205..d4a4792 100644 --- a/yarn.lock +++ b/yarn.lock @@ -2,818 +2,890 @@ # yarn lockfile v1 -abbrev@1: - version "1.1.1" - resolved "https://registry.yarnpkg.com/abbrev/-/abbrev-1.1.1.tgz#f8f2c887ad10bf67f634f005b6987fed3179aac8" - -acorn-jsx@^3.0.0: - version "3.0.1" - resolved "https://registry.yarnpkg.com/acorn-jsx/-/acorn-jsx-3.0.1.tgz#afdf9488fb1ecefc8348f6fb22f464e32a58b36b" - dependencies: - acorn "^3.0.4" - -acorn@^3.0.4: - version "3.3.0" - resolved "https://registry.yarnpkg.com/acorn/-/acorn-3.3.0.tgz#45e37fb39e8da3f25baee3ff5369e2bb5f22017a" - -acorn@^5.2.1: - version "5.2.1" - 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