StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics
https://doi.org/10.1109/TVCG.2020.3030352
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422 lines
11 KiB
422 lines
11 KiB
/**
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* lodash 3.3.1 (Custom Build) <https://lodash.com/>
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* Build: `lodash modern modularize exports="npm" -o ./`
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* Copyright 2012-2015 The Dojo Foundation <http://dojofoundation.org/>
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* Based on Underscore.js 1.8.3 <http://underscorejs.org/LICENSE>
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* Copyright 2009-2015 Jeremy Ashkenas, DocumentCloud and Investigative Reporters & Editors
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* Available under MIT license <https://lodash.com/license>
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*/
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var baseIsEqual = require('lodash._baseisequal'),
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bindCallback = require('lodash._bindcallback'),
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isArray = require('lodash.isarray'),
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pairs = require('lodash.pairs');
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/** Used to match property names within property paths. */
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var reIsDeepProp = /\.|\[(?:[^[\]]*|(["'])(?:(?!\1)[^\n\\]|\\.)*?\1)\]/,
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reIsPlainProp = /^\w*$/,
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rePropName = /[^.[\]]+|\[(?:(-?\d+(?:\.\d+)?)|(["'])((?:(?!\2)[^\n\\]|\\.)*?)\2)\]/g;
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/** Used to match backslashes in property paths. */
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var reEscapeChar = /\\(\\)?/g;
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/**
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* Converts `value` to a string if it's not one. An empty string is returned
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* for `null` or `undefined` values.
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*
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* @private
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* @param {*} value The value to process.
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* @returns {string} Returns the string.
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*/
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function baseToString(value) {
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return value == null ? '' : (value + '');
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}
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/**
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* The base implementation of `_.callback` which supports specifying the
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* number of arguments to provide to `func`.
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*
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* @private
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* @param {*} [func=_.identity] The value to convert to a callback.
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* @param {*} [thisArg] The `this` binding of `func`.
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* @param {number} [argCount] The number of arguments to provide to `func`.
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* @returns {Function} Returns the callback.
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*/
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function baseCallback(func, thisArg, argCount) {
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var type = typeof func;
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if (type == 'function') {
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return thisArg === undefined
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? func
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: bindCallback(func, thisArg, argCount);
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}
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if (func == null) {
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return identity;
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}
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if (type == 'object') {
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return baseMatches(func);
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}
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return thisArg === undefined
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? property(func)
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: baseMatchesProperty(func, thisArg);
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}
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/**
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* The base implementation of `get` without support for string paths
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* and default values.
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*
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* @private
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* @param {Object} object The object to query.
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* @param {Array} path The path of the property to get.
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* @param {string} [pathKey] The key representation of path.
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* @returns {*} Returns the resolved value.
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*/
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function baseGet(object, path, pathKey) {
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if (object == null) {
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return;
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}
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if (pathKey !== undefined && pathKey in toObject(object)) {
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path = [pathKey];
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}
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var index = 0,
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length = path.length;
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while (object != null && index < length) {
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object = object[path[index++]];
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}
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return (index && index == length) ? object : undefined;
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}
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/**
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* The base implementation of `_.isMatch` without support for callback
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* shorthands and `this` binding.
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*
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* @private
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* @param {Object} object The object to inspect.
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* @param {Array} matchData The propery names, values, and compare flags to match.
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* @param {Function} [customizer] The function to customize comparing objects.
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* @returns {boolean} Returns `true` if `object` is a match, else `false`.
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*/
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function baseIsMatch(object, matchData, customizer) {
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var index = matchData.length,
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length = index,
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noCustomizer = !customizer;
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if (object == null) {
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return !length;
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}
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object = toObject(object);
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while (index--) {
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var data = matchData[index];
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if ((noCustomizer && data[2])
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? data[1] !== object[data[0]]
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: !(data[0] in object)
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) {
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return false;
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}
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}
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while (++index < length) {
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data = matchData[index];
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var key = data[0],
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objValue = object[key],
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srcValue = data[1];
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if (noCustomizer && data[2]) {
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if (objValue === undefined && !(key in object)) {
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return false;
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}
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} else {
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var result = customizer ? customizer(objValue, srcValue, key) : undefined;
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if (!(result === undefined ? baseIsEqual(srcValue, objValue, customizer, true) : result)) {
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return false;
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}
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}
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}
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return true;
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}
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/**
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* The base implementation of `_.matches` which does not clone `source`.
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*
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* @private
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* @param {Object} source The object of property values to match.
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* @returns {Function} Returns the new function.
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*/
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function baseMatches(source) {
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var matchData = getMatchData(source);
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if (matchData.length == 1 && matchData[0][2]) {
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var key = matchData[0][0],
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value = matchData[0][1];
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return function(object) {
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if (object == null) {
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return false;
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}
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return object[key] === value && (value !== undefined || (key in toObject(object)));
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};
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}
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return function(object) {
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return baseIsMatch(object, matchData);
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};
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}
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/**
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* The base implementation of `_.matchesProperty` which does not clone `srcValue`.
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*
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* @private
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* @param {string} path The path of the property to get.
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* @param {*} srcValue The value to compare.
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* @returns {Function} Returns the new function.
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*/
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function baseMatchesProperty(path, srcValue) {
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var isArr = isArray(path),
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isCommon = isKey(path) && isStrictComparable(srcValue),
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pathKey = (path + '');
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path = toPath(path);
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return function(object) {
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if (object == null) {
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return false;
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}
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var key = pathKey;
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object = toObject(object);
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if ((isArr || !isCommon) && !(key in object)) {
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object = path.length == 1 ? object : baseGet(object, baseSlice(path, 0, -1));
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if (object == null) {
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return false;
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}
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key = last(path);
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object = toObject(object);
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}
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return object[key] === srcValue
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? (srcValue !== undefined || (key in object))
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: baseIsEqual(srcValue, object[key], undefined, true);
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};
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}
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/**
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* The base implementation of `_.property` without support for deep paths.
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*
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* @private
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* @param {string} key The key of the property to get.
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* @returns {Function} Returns the new function.
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*/
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function baseProperty(key) {
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return function(object) {
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return object == null ? undefined : object[key];
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};
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}
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/**
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* A specialized version of `baseProperty` which supports deep paths.
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*
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* @private
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* @param {Array|string} path The path of the property to get.
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* @returns {Function} Returns the new function.
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*/
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function basePropertyDeep(path) {
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var pathKey = (path + '');
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path = toPath(path);
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return function(object) {
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return baseGet(object, path, pathKey);
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};
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}
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/**
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* The base implementation of `_.slice` without an iteratee call guard.
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*
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* @private
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* @param {Array} array The array to slice.
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* @param {number} [start=0] The start position.
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* @param {number} [end=array.length] The end position.
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* @returns {Array} Returns the slice of `array`.
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*/
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function baseSlice(array, start, end) {
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var index = -1,
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length = array.length;
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start = start == null ? 0 : (+start || 0);
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if (start < 0) {
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start = -start > length ? 0 : (length + start);
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}
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end = (end === undefined || end > length) ? length : (+end || 0);
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if (end < 0) {
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end += length;
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}
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length = start > end ? 0 : ((end - start) >>> 0);
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start >>>= 0;
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var result = Array(length);
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while (++index < length) {
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result[index] = array[index + start];
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}
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return result;
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}
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/**
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* Gets the propery names, values, and compare flags of `object`.
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*
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* @private
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* @param {Object} object The object to query.
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* @returns {Array} Returns the match data of `object`.
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*/
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function getMatchData(object) {
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var result = pairs(object),
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length = result.length;
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while (length--) {
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result[length][2] = isStrictComparable(result[length][1]);
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}
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return result;
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}
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/**
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* Checks if `value` is a property name and not a property path.
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*
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* @private
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* @param {*} value The value to check.
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* @param {Object} [object] The object to query keys on.
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* @returns {boolean} Returns `true` if `value` is a property name, else `false`.
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*/
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function isKey(value, object) {
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var type = typeof value;
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if ((type == 'string' && reIsPlainProp.test(value)) || type == 'number') {
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return true;
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}
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if (isArray(value)) {
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return false;
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}
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var result = !reIsDeepProp.test(value);
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return result || (object != null && value in toObject(object));
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}
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/**
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* Checks if `value` is suitable for strict equality comparisons, i.e. `===`.
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*
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* @private
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* @param {*} value The value to check.
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* @returns {boolean} Returns `true` if `value` if suitable for strict
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* equality comparisons, else `false`.
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*/
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function isStrictComparable(value) {
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return value === value && !isObject(value);
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}
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/**
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* Converts `value` to an object if it's not one.
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*
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* @private
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* @param {*} value The value to process.
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* @returns {Object} Returns the object.
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*/
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function toObject(value) {
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return isObject(value) ? value : Object(value);
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}
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/**
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* Converts `value` to property path array if it's not one.
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*
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* @private
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* @param {*} value The value to process.
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* @returns {Array} Returns the property path array.
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*/
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function toPath(value) {
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if (isArray(value)) {
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return value;
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}
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var result = [];
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baseToString(value).replace(rePropName, function(match, number, quote, string) {
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result.push(quote ? string.replace(reEscapeChar, '$1') : (number || match));
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});
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return result;
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}
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/**
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* Gets the last element of `array`.
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*
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* @static
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* @memberOf _
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* @category Array
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* @param {Array} array The array to query.
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* @returns {*} Returns the last element of `array`.
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* @example
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*
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* _.last([1, 2, 3]);
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* // => 3
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*/
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function last(array) {
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var length = array ? array.length : 0;
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return length ? array[length - 1] : undefined;
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}
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/**
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* Checks if `value` is the [language type](https://es5.github.io/#x8) of `Object`.
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* (e.g. arrays, functions, objects, regexes, `new Number(0)`, and `new String('')`)
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*
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* @static
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* @memberOf _
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* @category Lang
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* @param {*} value The value to check.
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* @returns {boolean} Returns `true` if `value` is an object, else `false`.
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* @example
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*
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* _.isObject({});
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* // => true
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*
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* _.isObject([1, 2, 3]);
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* // => true
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*
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* _.isObject(1);
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* // => false
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*/
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function isObject(value) {
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// Avoid a V8 JIT bug in Chrome 19-20.
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// See https://code.google.com/p/v8/issues/detail?id=2291 for more details.
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var type = typeof value;
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return !!value && (type == 'object' || type == 'function');
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}
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/**
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* This method returns the first argument provided to it.
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*
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* @static
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* @memberOf _
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* @category Utility
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* @param {*} value Any value.
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* @returns {*} Returns `value`.
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* @example
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*
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* var object = { 'user': 'fred' };
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*
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* _.identity(object) === object;
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* // => true
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*/
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function identity(value) {
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return value;
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}
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/**
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* Creates a function that returns the property value at `path` on a
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* given object.
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*
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* @static
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* @memberOf _
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* @category Utility
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* @param {Array|string} path The path of the property to get.
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* @returns {Function} Returns the new function.
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* @example
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*
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* var objects = [
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* { 'a': { 'b': { 'c': 2 } } },
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* { 'a': { 'b': { 'c': 1 } } }
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* ];
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*
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* _.map(objects, _.property('a.b.c'));
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* // => [2, 1]
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*
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* _.pluck(_.sortBy(objects, _.property(['a', 'b', 'c'])), 'a.b.c');
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* // => [1, 2]
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*/
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function property(path) {
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return isKey(path) ? baseProperty(path) : basePropertyDeep(path);
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}
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module.exports = baseCallback;
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