From ee1c0de7f7cf76ed59bfd78cbb4a01677d82d666 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Hubert=20Soko=C5=82owski?= Date: Sun, 17 Jan 2021 22:27:01 +0100 Subject: [PATCH] init --- .gitignore | 1 + package-lock.json | 1825 +- package.json | 12 + src/App.js | 33 +- src/components/FileReader.js | 78 + src/components/Main.js | 23 + src/components/Navigation.js | 38 + src/components/Node.jsx | 81 + src/components/Tree.jsx | 268 + src/{App.css => css/App.scss} | 0 src/{index.css => css/index.scss} | 0 src/css/main.scss | 50 + src/data/US_Politics_Twitter.json | 30170 +++++++ src/data/ar2.json | 28383 +++++++ src/data/arrythmia.json | 115493 ++++++++++++++++++++++++++ src/data/iris.json | 152 + src/data/mock.data.json | 175 + src/img/logo.svg | 7 + src/index.js | 4 +- src/logo.svg | 1 - src/services/Playground.js | 623 + src/services/TSP.js | 545 + src/{ => tests}/App.test.js | 2 +- src/{ => tests}/reportWebVitals.js | 0 src/{ => tests}/setupTests.js | 0 src/utils/file-reader.js | 12 + 26 files changed, 177950 insertions(+), 26 deletions(-) create mode 100644 src/components/FileReader.js create mode 100644 src/components/Main.js create mode 100644 src/components/Navigation.js create mode 100644 src/components/Node.jsx create mode 100644 src/components/Tree.jsx rename src/{App.css => css/App.scss} (100%) rename src/{index.css => css/index.scss} (100%) create mode 100644 src/css/main.scss create mode 100644 src/data/US_Politics_Twitter.json create mode 100644 src/data/ar2.json create mode 100644 src/data/arrythmia.json create mode 100644 src/data/iris.json create mode 100644 src/data/mock.data.json create mode 100644 src/img/logo.svg delete mode 100644 src/logo.svg create mode 100644 src/services/Playground.js create mode 100644 src/services/TSP.js rename src/{ => tests}/App.test.js (89%) rename src/{ => tests}/reportWebVitals.js (100%) rename src/{ => tests}/setupTests.js (100%) create mode 100644 src/utils/file-reader.js diff --git a/.gitignore b/.gitignore index 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} + } + }, "select-hose": { "version": "2.0.0", "resolved": "https://registry.npmjs.org/select-hose/-/select-hose-2.0.0.tgz", @@ -13815,6 +15492,38 @@ "resolved": "https://registry.npmjs.org/statuses/-/statuses-1.5.0.tgz", "integrity": "sha1-Fhx9rBd2Wf2YEfQ3cfqZOBR4Yow=" }, + "stdout-stream": { + "version": "1.4.1", + "resolved": "https://registry.npmjs.org/stdout-stream/-/stdout-stream-1.4.1.tgz", + "integrity": "sha512-j4emi03KXqJWcIeF8eIXkjMFN1Cmb8gUlDYGeBALLPo5qdyTfA9bOtl8m33lRoC+vFMkP3gl0WsDr6+gzxbbTA==", + "requires": { + "readable-stream": "^2.0.1" + }, + "dependencies": { + "readable-stream": { + "version": "2.3.7", + "resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-2.3.7.tgz", + "integrity": "sha512-Ebho8K4jIbHAxnuxi7o42OrZgF/ZTNcsZj6nRKyUmkhLFq8CHItp/fy6hQZuZmP/n3yZ9VBUbp4zz/mX8hmYPw==", + "requires": { + "core-util-is": "~1.0.0", + "inherits": "~2.0.3", + "isarray": "~1.0.0", + "process-nextick-args": "~2.0.0", + "safe-buffer": "~5.1.1", + "string_decoder": "~1.1.1", + "util-deprecate": "~1.0.1" + } + }, + "string_decoder": { + "version": "1.1.1", + "resolved": "https://registry.npmjs.org/string_decoder/-/string_decoder-1.1.1.tgz", + "integrity": "sha512-n/ShnvDi6FHbbVfviro+WojiFzv+s8MPMHBczVePfUpDJLwoLT0ht1l4YwBCbi8pJAveEEdnkHyPyTP/mzRfwg==", + "requires": { + "safe-buffer": "~5.1.0" + } + } + } + }, "stealthy-require": { "version": "1.1.1", "resolved": "https://registry.npmjs.org/stealthy-require/-/stealthy-require-1.1.1.tgz", @@ -14050,6 +15759,15 @@ "schema-utils": "^2.7.0" } }, + "style-value-types": { + "version": "4.0.1", + "resolved": "https://registry.npmjs.org/style-value-types/-/style-value-types-4.0.1.tgz", + "integrity": "sha512-aOV/HHyynIyTmU27qfs0oAHhFde6BFIvV4+nMerE2MAPZMwYOeQk1/F3S6djxF2u4HdbiieCPs3ZzWsbNUoc9A==", + "requires": { + "hey-listen": "^1.0.8", + "tslib": "^1.10.0" + } + }, "stylehacks": { "version": "4.0.3", "resolved": "https://registry.npmjs.org/stylehacks/-/stylehacks-4.0.3.tgz", @@ -14072,6 +15790,11 @@ } } }, + "stylis": { + "version": "4.0.6", + "resolved": "https://registry.npmjs.org/stylis/-/stylis-4.0.6.tgz", + "integrity": "sha512-1igcUEmYFBEO14uQHAJhCUelTR5jPztfdVKrYxRnDa5D5Dn3w0NxXupJNPr/VV/yRfZYEAco8sTIRZzH3sRYKg==" + }, "supports-color": { "version": "5.5.0", "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-5.5.0.tgz", @@ -14406,6 +16129,16 @@ "resolved": "https://registry.npmjs.org/timsort/-/timsort-0.3.0.tgz", "integrity": "sha1-QFQRqOfmM5/mTbmiNN4R3DHgK9Q=" }, + "tiny-invariant": { + "version": "1.1.0", + "resolved": "https://registry.npmjs.org/tiny-invariant/-/tiny-invariant-1.1.0.tgz", + "integrity": "sha512-ytxQvrb1cPc9WBEI/HSeYYoGD0kWnGEOR8RY6KomWLBVhqz0RgTwVO9dLrGz7dC+nN9llyI7OKAgRq8Vq4ZBSw==" + }, + "tinycolor2": { + "version": "1.4.2", + "resolved": "https://registry.npmjs.org/tinycolor2/-/tinycolor2-1.4.2.tgz", + "integrity": "sha512-vJhccZPs965sV/L2sU4oRQVAos0pQXwsvTLkWYdqJ+a8Q5kPFzJTuOFwy7UniPli44NKQGAglksjvOcpo95aZA==" + }, "tmpl": { "version": "1.0.4", "resolved": "https://registry.npmjs.org/tmpl/-/tmpl-1.0.4.tgz", @@ -14458,6 +16191,11 @@ "is-number": "^7.0.0" } }, + "toggle-selection": { + "version": "1.0.6", + "resolved": "https://registry.npmjs.org/toggle-selection/-/toggle-selection-1.0.6.tgz", + "integrity": "sha1-bkWxJj8gF/oKzH2J14sVuL932jI=" + }, "toidentifier": { "version": "1.0.0", "resolved": "https://registry.npmjs.org/toidentifier/-/toidentifier-1.0.0.tgz", @@ -14481,6 +16219,19 @@ "punycode": "^2.1.1" } }, + "trim-newlines": { + "version": "1.0.0", + "resolved": "https://registry.npmjs.org/trim-newlines/-/trim-newlines-1.0.0.tgz", + "integrity": "sha1-WIeWa7WCpFA6QetST301ARgVphM=" + }, + "true-case-path": { + "version": "1.0.3", + "resolved": "https://registry.npmjs.org/true-case-path/-/true-case-path-1.0.3.tgz", + "integrity": 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+ }, "util": { "version": "0.11.1", "resolved": "https://registry.npmjs.org/util/-/util-0.11.1.tgz", @@ -14845,6 +16610,11 @@ "integrity": "sha512-+NYs2QeMWy+GWFOEm9xnn6HCDp0l7QBD7ml8zLUmJ+93Q5NF0NocErnwkTkXVFNiX3/fpC6afS8Dhb/gz7R7eg==", "optional": true }, + "uuid4": { + "version": "1.1.4", + "resolved": "https://registry.npmjs.org/uuid4/-/uuid4-1.1.4.tgz", + "integrity": "sha512-Gr1q2k40LpF8CokcnQFjPDsdslzJbTCTBG5xQIEflUov431gFkY5KduiGIeKYAamkQnNn4IfdHJbLnl9Bib8TQ==" + }, "v8-compile-cache": { "version": "2.2.0", "resolved": "https://registry.npmjs.org/v8-compile-cache/-/v8-compile-cache-2.2.0.tgz", @@ -14925,6 +16695,14 @@ "makeerror": "1.0.x" } }, + "warning": { + "version": "4.0.3", + "resolved": "https://registry.npmjs.org/warning/-/warning-4.0.3.tgz", + "integrity": "sha512-rpJyN222KWIvHJ/F53XSZv0Zl/accqHR8et1kpaMTD/fLCRxtV8iX8czMzY7sVZupTI3zcUTg8eycS2kNF9l6w==", + "requires": { + "loose-envify": "^1.0.0" + } + }, "watchpack": { "version": "1.7.5", "resolved": "https://registry.npmjs.org/watchpack/-/watchpack-1.7.5.tgz", @@ -15048,7 +16826,10 @@ "version": "1.2.13", "resolved": "https://registry.npmjs.org/fsevents/-/fsevents-1.2.13.tgz", "integrity": "sha512-oWb1Z6mkHIskLzEJ/XWX0srkpkTQ7vaopMQkyaEIoq0fmtFVxOthb8cCxeT+p3ynTdkk/RZwbgG4brR5BeWECw==", - "optional": true + "optional": true, + "requires": { + "nan": "^2.12.1" + } }, "glob-parent": { "version": "3.1.0", @@ -15647,7 +17428,10 @@ "version": "1.2.13", "resolved": "https://registry.npmjs.org/fsevents/-/fsevents-1.2.13.tgz", "integrity": "sha512-oWb1Z6mkHIskLzEJ/XWX0srkpkTQ7vaopMQkyaEIoq0fmtFVxOthb8cCxeT+p3ynTdkk/RZwbgG4brR5BeWECw==", - "optional": true + "optional": true, + "requires": { + "nan": "^2.12.1" + } }, "glob-parent": { "version": "3.1.0", @@ -16053,6 +17837,43 @@ "resolved": "https://registry.npmjs.org/which-module/-/which-module-2.0.0.tgz", "integrity": "sha1-2e8H3Od7mQK4o6j6SzHD4/fm6Ho=" }, + "wide-align": { + "version": "1.1.3", + "resolved": "https://registry.npmjs.org/wide-align/-/wide-align-1.1.3.tgz", + "integrity": "sha512-QGkOQc8XL6Bt5PwnsExKBPuMKBxnGxWWW3fU55Xt4feHozMUhdUMaBCk290qpm/wG5u/RSKzwdAC4i51YigihA==", + "requires": { + "string-width": "^1.0.2 || 2" + }, + "dependencies": { + "ansi-regex": { + "version": "3.0.0", + "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-3.0.0.tgz", + "integrity": "sha1-7QMXwyIGT3lGbAKWa922Bas32Zg=" + }, + "is-fullwidth-code-point": { + "version": "2.0.0", + "resolved": "https://registry.npmjs.org/is-fullwidth-code-point/-/is-fullwidth-code-point-2.0.0.tgz", + "integrity": "sha1-o7MKXE8ZkYMWeqq5O+764937ZU8=" + }, + "string-width": { + "version": "2.1.1", + "resolved": "https://registry.npmjs.org/string-width/-/string-width-2.1.1.tgz", + "integrity": "sha512-nOqH59deCq9SRHlxq1Aw85Jnt4w6KvLKqWVik6oA9ZklXLNIOlqg4F2yrT1MVaTjAqvVwdfeZ7w7aCvJD7ugkw==", + "requires": { + "is-fullwidth-code-point": "^2.0.0", + "strip-ansi": "^4.0.0" + } + }, + "strip-ansi": { + "version": "4.0.0", + "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-4.0.0.tgz", + "integrity": "sha1-qEeQIusaw2iocTibY1JixQXuNo8=", + "requires": { + "ansi-regex": "^3.0.0" + } + } + } + }, "word-wrap": { "version": "1.2.3", "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.3.tgz", diff --git a/package.json b/package.json index 89727f7..a8d1c7d 100644 --- a/package.json +++ b/package.json @@ -3,11 +3,19 @@ "version": "0.1.0", "private": true, "dependencies": { + "@chakra-ui/icons": "^1.0.3", + "@chakra-ui/react": "^1.1.4", + "@emotion/react": "^11.1.4", + "@emotion/styled": "^11.0.0", "@testing-library/jest-dom": "^5.11.9", "@testing-library/react": "^11.2.3", "@testing-library/user-event": "^12.6.0", + "csv-parse": "^4.14.2", + "framer-motion": "^3.2.1", + "node-sass": "^4.14.1", "react": "^17.0.1", "react-dom": "^17.0.1", + "react-file-reader": "^1.1.4", "react-scripts": "4.0.1", "web-vitals": "^0.2.4" }, @@ -34,5 +42,9 @@ "last 1 firefox version", "last 1 safari version" ] + }, + "devDependencies": { + "eslint": "^7.18.0", + "eslint-plugin-react": "^7.22.0" } } diff --git a/src/App.js b/src/App.js index 3784575..dd05b8d 100644 --- a/src/App.js +++ b/src/App.js @@ -1,25 +1,18 @@ -import logo from './logo.svg'; -import './App.css'; +import React from "react"; +//import { BrowserRouter as Router, Switch, Route, Link } from "react-router-dom"; +import "./css/App.scss"; +import Main from './components/Main' +import { ChakraProvider , CSSReset } from "@chakra-ui/react"; function App() { - return ( -
-
- logo -

- Edit src/App.js and save to reload. -

- - Learn React - -
-
- ); + return ( + + +
+
+
+ + ); } export default App; diff --git a/src/components/FileReader.js b/src/components/FileReader.js new file mode 100644 index 0000000..0109f71 --- /dev/null +++ b/src/components/FileReader.js @@ -0,0 +1,78 @@ +import React, { useState } from "react"; +import ReactFileReader from "react-file-reader"; +//import { IconButton, Button,Stack } from "@chakra-ui/react"; +import { readLocalFile } from "../utils/file-reader"; +import parseCsv from "csv-parse/lib/sync"; + +function FileReader() { + const [dataSet, setDataSet] = useState(null); + const [parameters, setParameters] = useState(null); + const [ignoreParameters, setignoreParameters] = useState(null); + + // const handleFiles = files => { + // console.log(files) + // let reader = new FileReader(); + // reader.onload = () => { + // // Use reader.result + // console.log(reader.result); + // //getting attribute parameters decison tree + // // let firstLine = reader.result.split('\n').shift(); + // // console.log(firstLine); + // // let clearVars = firstLine.replace(/['"]+/g, ''); + // // console.log(clearVars); + // // let params = clearVars.split(','); + // // ////console.log(params); + // // let ignore = params.slice(); + // // ignore.unshift("-EMPTY-"); + // // ignore[ignore.length-1]=ignore[ignore.length-1].substring(0, ignore[ignore.length-1].length - 1); + + // // let jsonObj = csv.toObjects(reader.result); + // // console.log(jsonObj); + + // // setDataSet(jsonObj) + // // setParameters(params) + // // setignoreParameters(ignore) + + // } + // reader.readAsText(files[0]); + // // console.log(parameters,ignoreParameters); + // // console.log(dataSet); + // }; + const handleFiles = async (files) => { + const file = await readLocalFile(files[0]); + console.log(file); + const clean = file + .split("\n") + .map((line) => { + return line.replace(/(^"|"$)/g, ""); + }) + .join("\n"); + const data = parseCsv(clean, { + columns: (h) => { + //console.log(h); + return h.map((v, i) => v || `attr${i}`); + }, + comment: "#", + skipEmptyLines: true, + delimiter: [",", "\t"], + }); + //const data = parseCsv(file,{columns: true, comment: "#",skipEmptyLines: true,}) + console.log(data); + }; + + return ( +
+ +
+ Deploy +
+ +
+ ); +} + +export default FileReader; diff --git a/src/components/Main.js b/src/components/Main.js new file mode 100644 index 0000000..2622fbe --- /dev/null +++ b/src/components/Main.js @@ -0,0 +1,23 @@ +import React from "react"; +import '../css/main.scss' +import Tree from './Tree' +//import {start} from '../services/Playground.js' +import * as model from '../data/mock.data.json' +import Navigation from "./Navigation"; +import {builder} from '../services/Playground' + +function Main() { + //console.log(builder); + return ( +
+ + {/* */} +

+
+ +
+
+ ); +} + +export default Main; diff --git a/src/components/Navigation.js b/src/components/Navigation.js new file mode 100644 index 0000000..11b7e99 --- /dev/null +++ b/src/components/Navigation.js @@ -0,0 +1,38 @@ +import React from "react"; +import "../css/main.scss"; +import { IconButton, Button,Stack } from "@chakra-ui/react"; +import { PhoneIcon, AddIcon, WarningIcon, SearchIcon } from "@chakra-ui/icons"; +import FileReader from "./FileReader"; + +function Navigation() { + return ( + + ); +} + +export default Navigation; diff --git a/src/components/Node.jsx b/src/components/Node.jsx new file mode 100644 index 0000000..27ce4b8 --- /dev/null +++ b/src/components/Node.jsx @@ -0,0 +1,81 @@ +import React, { useState } from "react"; +//import { addNode } from "./utils"; + +const Node = (props) => { + console.log(props.node); + const [highlighted, setHighlighted] = useState(false); + const [node, setNode] = useState(props.node) || {}; + console.log(node); + const { + category, + quality, + matchedCount, + notMatchedCount, + match, + notMatch, + attr2, + predicateName, + pivot, + } = node || {}; + + const onNodeClicked = (e) => { + console.log(e); + e.stopPropagation(); + console.log("Node clicked", node); + //const changed = addComment(node); + //props.onChange(changed); + //setNode(changed); + setHighlighted(true); + setTimeout(() => setHighlighted(false), 500); + }; + + const onChange = (node) => { + const index = match.findIndex((c) => c.id === node.id); + match.splice(index, 1, node); + props.node.match = [...match]; + }; + + var NODE = null; + console.log(category); + if (!category) { + console.log("JOINT"); + NODE = Joint(attr2,predicateName,pivot,match,notMatch,onChange) + } else { + console.log("LEAF"); + NODE = Leaf(category, matchedCount, notMatchedCount, quality); + } + + return ( +
+ {NODE} +
+ ); +}; + +export default Node; + +function Leaf(category, matchedCount, notMatchedCount, quality) { + return ( +
+

+ {category} {matchedCount} {notMatchedCount} {quality} +

+
+ ); +} + +function Joint(attr2,predicateName,pivot,match,notMatch,onChange) { + return ( +
+

+ {attr2} {predicateName} {pivot} +

+ + +
+ ); +} + diff --git a/src/components/Tree.jsx b/src/components/Tree.jsx new file mode 100644 index 0000000..1cb34f2 --- /dev/null +++ b/src/components/Tree.jsx @@ -0,0 +1,268 @@ +import React, {useMemo, useState }from "react"; +import { start } from "../services/Playground"; +import { dt } from "../services/TSP"; +//import Node from "./Node"; + +const Tree = ({options}) => { + // const tree = useMemo(()=>{ + // //return dt.TSPDecisionTree(options) + // var abc = start(options) + + // console.log(abc); + // return abc + // },[options]) + const [aaaaaa,setTree] = useState(buildDecisionTree(options)) + + const logTree = () => console.log(aaaaaa); + + console.log(aaaaaa) + + function buildDecisionTree(builder, isChanged = false) { + debugger; + var trainingSet = builder.trainingSet; + var minItemsCount = builder.minItemsCount; + var categoryAttr = builder.categoryAttr; + var entropyThrehold = builder.entropyThrehold; + var maxTreeDepth = builder.maxTreeDepth; + var ignoredAttributes = builder.ignoredAttributes; + //console.log("########## NOWY WEZEL ########", trainingSet.length); + var _quality = 0; + if (maxTreeDepth === 0 || trainingSet.length <= minItemsCount) { + //console.log( + // "LISC BO MAX TREE DEPTH", + // maxTreeDepth, + // "LISC ILOSC", + // trainingSet.length + //); + //gger; + let _category = mostFrequentValue(trainingSet, categoryAttr); + let _positiveCounter = 0; + //console.log("KATEGORIA JAKO:", _category); + trainingSet.forEach((element) => { + if (element[categoryAttr] == _category) _positiveCounter++; + }); + let _negativeCounter = trainingSet.length - _positiveCounter; + _quality = _positiveCounter / trainingSet.length; + _quality = _quality * 100; + _quality = _quality.toFixed(2); + //ugger; + return { + category: _category, + quality: _quality, + matchedCount: _positiveCounter, + notMatchedCount: _negativeCounter, + trainingSet2: trainingSet.map(x=> x[categoryAttr]) + }; + } + var attributes = builder.allAttributes.filter(function (el) { + return ![...ignoredAttributes, categoryAttr].includes(el); + }); + //console.log(builder.minItemsCount, builder.trainingSet.length); + + // tu juz musi byc przekazana cm wyzerowana + + var podzial = []; + //console.log(attributes); + var right = 0, + left = 0; + var maxDif = 100, + attribute1 = -1, + attribute2 = -1; + var directrion = "<"; + var leftList = [], + rightList = [], + classMatrix = [ + new Array(builder.allClasses.length).fill(0), + new Array(builder.allClasses.length).fill(0), + ], + match = [], + notMatch = []; + for (let i = 0; i < attributes.length; i++) { + let attr1 = attributes[i]; + for (let j = 0; j < attributes.length; j++) { + let attr2 = attributes[j]; + if (attr1 !== attr2) { + right = left = 0; + leftList = []; + rightList = []; + classMatrix = [ + new Array(builder.allClasses.length).fill(0), + new Array(builder.allClasses.length).fill(0), + ]; + + for (let index = 0; index < trainingSet.length; index++) { + const element = trainingSet[index]; + + if (element[attr1] < element[attr2]) { + left++; + leftList.push(element); + classMatrix[0][builder.allClasses.indexOf(element[categoryAttr])]++; + } else { + right++; + rightList.push(element); + classMatrix[1][builder.allClasses.indexOf(element[categoryAttr])]++; + } + } + //console.log(classMatrix); + var probR = 0, + probL = 0, + rankL = 0, + rankR = 0; + for (let k = 0; k < builder.allClasses.length; k++) { + probL = left === 0 ? 0 : classMatrix[0][k] / left; + probR = right === 0 ? 0 : classMatrix[1][k] / right; + + rankL += probL * probL; + rankR += probR * probR; + } + //console.log("Rank Lewy",rankL,"Rank Prawy",rankR); + + var currentDif = + (right / trainingSet.length) * (1 - rankR) + + (left / trainingSet.length) * (1 - rankL); + if (currentDif < maxDif) { + //console.log("------Zapisanie maxDif-------"); + //console.log(attr1,attr2); + //console.log("R/L ", right + ":" + left); + //console.log("cur/mD",currentDif + ":" + maxDif); + maxDif = currentDif; + attribute1 = attr1; + attribute2 = attr2; + match = leftList; + notMatch = rightList; + podzial = classMatrix; + //console.log("-----------------------------"); + } + } + } + } + //console.log("PO WYLICZENIU NAJLEPSZEGO"); + //console.log(attribute1, attribute2); + //console.log("L/R ", match.length + ":" + notMatch.length); + //console.log(podzial); + //console.log("MaxDifference:", maxDif); + if (!maxDif) { + //console.log("LISC BO MAX DIF ZERO", trainingSet.length); + let _category = mostFrequentValue(trainingSet, categoryAttr); + let _positiveCounter = 0; + //console.log("KATEGORIA JAKO:", _category); + trainingSet.forEach((element) => { + if (element[categoryAttr] == _category) _positiveCounter++; + }); + let _negativeCounter = trainingSet.length - _positiveCounter; + _quality = _positiveCounter / trainingSet.length; + _quality = _quality * 100; + _quality = _quality.toFixed(2); + + return { + category: _category, + quality: _quality, + matchedCount: _positiveCounter, + notMatchedCount: _negativeCounter, + trainingSet2: trainingSet.map(x=> x[categoryAttr]) + }; + } + // sprawdzic + // wssytskies stringi do ignored + if (match.length === 0 || notMatch.length === 0) { + //console.log("LISC BO JEDNA ZE STRON MA 0"); + let _category = mostFrequentValue(trainingSet, categoryAttr); + let _positiveCounter = 0; + //console.log(_category); + trainingSet.forEach((element) => { + if (element[categoryAttr] == _category) _positiveCounter++; + }); + let _negativeCounter = trainingSet.length - _positiveCounter; + _quality = _positiveCounter / trainingSet.length; + _quality = _quality * 100; + _quality = _quality.toFixed(2); + // restriction by maximal depth of tree + // or size of training set is to small + // so we have to terminate process of building tree + return { + category: _category, + quality: _quality, + matchedCount: _positiveCounter, + notMatchedCount: _negativeCounter, + trainingSet2: trainingSet.map(x=> x[categoryAttr]) + }; + } + + builder.maxTreeDepth = maxTreeDepth - 1; + //builder.trainingSet = match; + //var matchSubTree = buildDecisionTree(builder); + + //builder.trainingSet = notMatch; + //var notMatchSubTree = buildDecisionTree(builder); + console.log("TUTAJ"); + return { + attr2: attribute2, + pivot: attribute1, + predicateName: directrion, + //match: matchSubTree, + //notMatch: notMatchSubTree, //{category: ...} + matchedCount: match.length, + notMatchedCount: notMatch.length, + }; + //console.log(attributes); + } + function countUniqueValues(items, attr) { + var counter = {}; + + // detecting different values of attribute + for (var i = items.length - 1; i >= 0; i--) { + // items[i][attr] - value of attribute + counter[items[i][attr]] = 0; + } + + // counting number of occurrences of each of values + // of attribute + for (var j = items.length - 1; j >= 0; j--) { + counter[items[j][attr]] += 1; + } + + return counter; + } + + function mostFrequentValue(items, attr) { + // counting number of occurrences of each of values + // of attribute + var counter = countUniqueValues(items, attr); + + var mostFrequentCount = 0; + var mostFrequentValue; + + for (var value in counter) { + if (counter[value] > mostFrequentCount) { + mostFrequentCount = counter[value]; + mostFrequentValue = value; + } + } + + return mostFrequentValue; + } + function getAllClasses(set, cattegoryAttr) { + let array = []; + set.forEach((element) => { + let _class = element[cattegoryAttr]; + if (!array.includes(_class)) array.push(_class); + }); + console.log(array); + return array; + } + + return ( +
+

Tree

+

+ +

+

Nodes:

+ {/* {}} /> */} + +
+ ); +}; + //{/* */} + +export default Tree; diff --git a/src/App.css b/src/css/App.scss similarity index 100% rename from src/App.css rename to src/css/App.scss diff --git a/src/index.css b/src/css/index.scss similarity index 100% rename from src/index.css rename to src/css/index.scss diff --git a/src/css/main.scss b/src/css/main.scss new file mode 100644 index 0000000..ebc1205 --- /dev/null +++ b/src/css/main.scss @@ -0,0 +1,50 @@ +$gainsboro: #d8dbe2ff; +$light-steel-blue: #a9bcd0ff; +$cadet-blue: #58a4b0ff; +$charcoal: #373f51ff; +$raisin-black: #1b1b1eff; +//gradients https://coolors.co/d8dbe2-a9bcd0-58a4b0-373f51-1b1b1e +$gradient-top: linear-gradient(0deg, #d8dbe2ff, #a9bcd0ff, #58a4b0ff, #373f51ff, #1b1b1eff); +$gradient-right: linear-gradient(90deg, #d8dbe2ff, #a9bcd0ff, #58a4b0ff, #373f51ff, #1b1b1eff); +$gradient-bottom: linear-gradient(180deg, #d8dbe2ff, #a9bcd0ff, #58a4b0ff, #373f51ff, #1b1b1eff); +$gradient-left: linear-gradient(270deg, #d8dbe2ff, #a9bcd0ff, #58a4b0ff, #373f51ff, #1b1b1eff); +$gradient-top-right: linear-gradient(45deg, #d8dbe2ff, #a9bcd0ff, #58a4b0ff, #373f51ff, #1b1b1eff); +$gradient-bottom-right: linear-gradient(135deg, #d8dbe2ff, #a9bcd0ff, #58a4b0ff, #373f51ff, #1b1b1eff); +$gradient-top-left: linear-gradient(225deg, #d8dbe2ff, #a9bcd0ff, #58a4b0ff, #373f51ff, #1b1b1eff); +$gradient-bottom-left: linear-gradient(315deg, #d8dbe2ff, #a9bcd0ff, #58a4b0ff, #373f51ff, #1b1b1eff); +$gradient-radial: radial-gradient(#d8dbe2ff, #a9bcd0ff, #58a4b0ff, #373f51ff, #1b1b1eff); + +.center-horizontal { + background-color: #09f; +} +.center-vertical { + display: flex; + align-items: center; + justify-content: center; +} +.center-all { + @extend .center-horizontal, .center-vertical; +} +.main { + height: 100vh; + background-color: azure; +} +#navigation-navbar { + background-color: red; + width: 100%; + height: auto; +} +.node { + margin-left: 2em; + transition: all 0.5s; + background: white; + color: #333; +} +.node.highlight { + background: #09f; + color: white; +} + +#tree { + text-align: left; +} diff --git a/src/data/US_Politics_Twitter.json b/src/data/US_Politics_Twitter.json new file mode 100644 index 0000000..365e753 --- /dev/null +++ b/src/data/US_Politics_Twitter.json @@ -0,0 +1,30170 @@ +[ + { + "Name": "A. Donald McEachin", + "Twitter_username": "RepMcEachin", + "Account_start_time": "2017-01-03T00:00:00Z", + "Account_ID": 816181091673448400, + "Sex": "male", + "Birthplace": "Germany", + "Birthday": "1961-10-10T00:00:00Z", + "Age": 59, + "Instagram_username": "repmceachin", + "Political_party": "Democratic Party" + }, + { + "Name": "Aaron Michlewitz", + "Twitter_username": "RepMichlewitz", + "Account_start_time": "2010-06-27T00:00:00Z", + "Account_ID": 160246973, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1978-01-01T00:00:00Z", + "Age": 42, + "Instagram_username": "", + "Political_party": "Democratic Party" + }, + { + "Name": "Aaron Peskin", + "Twitter_username": "AaronPeskin", + "Account_start_time": "2010-11-13T00:00:00Z", + "Account_ID": 215369273, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1964-06-17T00:00:00Z", + "Age": 56, + "Instagram_username": "apeskin52", + "Political_party": "Democratic Party" + }, + { + "Name": "Aaron Peña", + "Twitter_username": "AaronPena", + "Account_start_time": "2007-10-31T00:00:00Z", + "Account_ID": 9843332, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1959-06-08T00:00:00Z", + "Age": 61, + "Instagram_username": "", + "Political_party": "Republican Party" + }, + { + "Name": "Aaron Schock", + "Twitter_username": "aaronschock", + "Account_start_time": "2009-03-12T00:00:00Z", + "Account_ID": 23951197, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1981-05-28T00:00:00Z", + "Age": 39, + "Instagram_username": "aaronschock", + "Political_party": "Republican Party" + }, + { + "Name": "Abby Finkenauer", + "Twitter_username": "Abby4Iowa", + "Account_start_time": "2013-03-12T00:00:00Z", + "Account_ID": 1262017122, + "Sex": "female", + "Birthplace": "United States of America", + "Birthday": "1988-12-27T00:00:00Z", + "Age": 31, + "Instagram_username": "abby4iowa", + "Political_party": "Democratic Party" + }, + { + "Name": "Abigail Spanberger", + "Twitter_username": "SpanbergerVA07", + "Account_start_time": "2018-12-28T00:00:00Z", + "Account_ID": 1078771401497161700, + "Sex": "female", + "Birthplace": "United States of America", + "Birthday": "1978-08-01T00:00:00Z", + "Age": 42, + "Instagram_username": "repspanberger", + "Political_party": "Democratic Party" + }, + { + "Name": "Abigail Spanberger", + "Twitter_username": "RepSpanberger", + "Account_start_time": "2018-12-28T00:00:00Z", + "Account_ID": 1078771401497161700, + "Sex": "female", + "Birthplace": "United States of America", + "Birthday": "1978-08-01T00:00:00Z", + "Age": 42, + "Instagram_username": "repspanberger", + "Political_party": "Democratic Party" + }, + { + "Name": "Abigail Spanberger", + "Twitter_username": "SpanbergerVA07", + "Account_start_time": "2017-07-06T00:00:00Z", + "Account_ID": 882958562296819700, + "Sex": "female", + "Birthplace": "United States of America", + "Birthday": "1978-08-01T00:00:00Z", + "Age": 42, + "Instagram_username": "repspanberger", + "Political_party": "Democratic Party" + }, + { + "Name": "Abigail Spanberger", + "Twitter_username": "RepSpanberger", + "Account_start_time": "2017-07-06T00:00:00Z", + "Account_ID": 882958562296819700, + "Sex": "female", + "Birthplace": "United States of America", + "Birthday": "1978-08-01T00:00:00Z", + "Age": 42, + "Instagram_username": "repspanberger", + "Political_party": "Democratic Party" + }, + { + "Name": "Adam Kinzinger", + "Twitter_username": "repkinzinger", + "Account_start_time": "2010-11-24T00:00:00Z", + "Account_ID": 219429281, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1978-02-27T00:00:00Z", + "Age": 42, + "Instagram_username": "", + "Political_party": "Republican Party" + }, + { + "Name": "Adam Putnam", + "Twitter_username": "adamputnam", + "Account_start_time": "2009-06-19T00:00:00Z", + "Account_ID": 48809111, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1974-07-31T00:00:00Z", + "Age": 46, + "Instagram_username": "", + "Political_party": "Republican Party" + }, + { + "Name": "Adam Schiff", + "Twitter_username": "RepAdamSchiff", + "Account_start_time": "2009-04-07T00:00:00Z", + "Account_ID": 29501253, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1960-06-22T00:00:00Z", + "Age": 60, + "Instagram_username": "repadamschiff", + "Political_party": "Democratic Party" + }, + { + "Name": "Adam Smith", + "Twitter_username": "RepAdamSmith", + "Account_start_time": "2009-07-21T00:00:00Z", + "Account_ID": 58928690, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1965-06-15T00:00:00Z", + "Age": 55, + "Instagram_username": "", + "Political_party": "Democratic Party" + }, + { + "Name": "Adam Zemke", + "Twitter_username": "adamzemke", + "Account_start_time": "", + "Account_ID": "", + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1983-06-04T00:00:00Z", + "Age": 37, + "Instagram_username": "", + "Political_party": "Democratic Party" + }, + { + "Name": "Adlai Stevenson III", + "Twitter_username": "AdlaiEStevenson", + "Account_start_time": "2010-11-30T00:00:00Z", + "Account_ID": 221507760, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1930-10-10T00:00:00Z", + "Age": 90, + "Instagram_username": "", + "Political_party": "Democratic Party" + }, + { + "Name": "Adrian Fenty", + "Twitter_username": "adrianfenty", + "Account_start_time": "2013-08-04T00:00:00Z", + "Account_ID": 1644427472, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1970-12-06T00:00:00Z", + "Age": 49, + "Instagram_username": "", + "Political_party": "Democratic Party" + }, + { + "Name": "Adrian Smith", + "Twitter_username": "RepAdrianSmith", + "Account_start_time": "2011-05-10T00:00:00Z", + "Account_ID": 296245061, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1970-12-19T00:00:00Z", + "Age": 49, + "Instagram_username": "repadriansmith", + "Political_party": "Republican Party" + }, + { + "Name": "Adriano Espaillat", + "Twitter_username": "RepEspaillat", + "Account_start_time": "2017-01-05T00:00:00Z", + "Account_ID": 817076257770836000, + "Sex": "male", + "Birthplace": "Dominican Republic", + "Birthday": "1954-09-27T00:00:00Z", + "Age": 66, + "Instagram_username": "repadrianoespaillat", + "Political_party": "Democratic Party" + }, + { + "Name": "Aftab Pureval", + "Twitter_username": "aftabpureval", + "Account_start_time": "2014-03-20T00:00:00Z", + "Account_ID": 2400005258, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": "1982-09-09T00:00:00Z", + "Age": 38, + "Instagram_username": "aftabpureval", + "Political_party": "Democratic Party" + }, + { + "Name": "Aja Brown", + "Twitter_username": "AjaLBrown", + "Account_start_time": "2013-02-12T00:00:00Z", + "Account_ID": 1173297636, + "Sex": "female", + "Birthplace": "United States of America", + "Birthday": "1982-04-17T00:00:00Z", + "Age": 38, + "Instagram_username": "ajalbrown", + "Political_party": "Democratic Party" + }, + { + "Name": "Akiko Dōmoto", + "Twitter_username": "domotoakiko", + "Account_start_time": "2010-05-20T00:00:00Z", + "Account_ID": 145969967, + "Sex": "female", + "Birthplace": "United States of America", + "Birthday": "1932-07-31T00:00:00Z", + "Age": 88, + "Instagram_username": "", + "Political_party": "New Party Sakigake" + }, + { + "Name": "Akiko Dōmoto", + "Twitter_username": "domotoakiko", + "Account_start_time": "2010-05-20T00:00:00Z", + "Account_ID": 145969967, + "Sex": "female", + "Birthplace": "United States of America", + "Birthday": "1932-07-31T00:00:00Z", + "Age": 88, + "Instagram_username": "", + "Political_party": "Japan Socialist Party" + }, + { + "Name": "Al Franken", + "Twitter_username": "alfranken", + "Account_start_time": "2007-07-08T00:00:00Z", + "Account_ID": 7334402, + "Sex": "male", + "Birthplace": "United States of America", + "Birthday": 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"petalWidth": 1.3, "species": "versicolor"}, + {"sepalLength": 6.3, "sepalWidth": 3.3, "petalLength": 6.0, "petalWidth": 2.5, "species": "virginica"}, + {"sepalLength": 5.8, "sepalWidth": 2.7, "petalLength": 5.1, "petalWidth": 1.9, "species": "virginica"}, + {"sepalLength": 7.1, "sepalWidth": 3.0, "petalLength": 5.9, "petalWidth": 2.1, "species": "virginica"}, + {"sepalLength": 6.3, "sepalWidth": 2.9, "petalLength": 5.6, "petalWidth": 1.8, "species": "virginica"}, + {"sepalLength": 6.5, "sepalWidth": 3.0, "petalLength": 5.8, "petalWidth": 2.2, "species": "virginica"}, + {"sepalLength": 7.6, "sepalWidth": 3.0, "petalLength": 6.6, "petalWidth": 2.1, "species": "virginica"}, + {"sepalLength": 4.9, "sepalWidth": 2.5, "petalLength": 4.5, "petalWidth": 1.7, "species": "virginica"}, + {"sepalLength": 7.3, "sepalWidth": 2.9, "petalLength": 6.3, "petalWidth": 1.8, "species": "virginica"}, + {"sepalLength": 6.7, "sepalWidth": 2.5, "petalLength": 5.8, "petalWidth": 1.8, "species": "virginica"}, + {"sepalLength": 7.2, "sepalWidth": 3.6, "petalLength": 6.1, "petalWidth": 2.5, "species": "virginica"}, + {"sepalLength": 6.5, "sepalWidth": 3.2, "petalLength": 5.1, "petalWidth": 2.0, "species": "virginica"}, + {"sepalLength": 6.4, "sepalWidth": 2.7, "petalLength": 5.3, "petalWidth": 1.9, "species": "virginica"}, + {"sepalLength": 6.8, "sepalWidth": 3.0, "petalLength": 5.5, "petalWidth": 2.1, "species": "virginica"}, + {"sepalLength": 5.7, "sepalWidth": 2.5, "petalLength": 5.0, "petalWidth": 2.0, "species": "virginica"}, + {"sepalLength": 5.8, "sepalWidth": 2.8, "petalLength": 5.1, "petalWidth": 2.4, "species": "virginica"}, + {"sepalLength": 6.4, "sepalWidth": 3.2, "petalLength": 5.3, "petalWidth": 2.3, "species": "virginica"}, + {"sepalLength": 6.5, "sepalWidth": 3.0, "petalLength": 5.5, "petalWidth": 1.8, "species": "virginica"}, + {"sepalLength": 7.7, "sepalWidth": 3.8, "petalLength": 6.7, "petalWidth": 2.2, "species": "virginica"}, + {"sepalLength": 7.7, "sepalWidth": 2.6, "petalLength": 6.9, "petalWidth": 2.3, "species": "virginica"}, + {"sepalLength": 6.0, "sepalWidth": 2.2, "petalLength": 5.0, "petalWidth": 1.5, "species": "virginica"}, + {"sepalLength": 6.9, "sepalWidth": 3.2, "petalLength": 5.7, "petalWidth": 2.3, "species": "virginica"}, + {"sepalLength": 5.6, "sepalWidth": 2.8, "petalLength": 4.9, "petalWidth": 2.0, "species": "virginica"}, + {"sepalLength": 7.7, "sepalWidth": 2.8, "petalLength": 6.7, "petalWidth": 2.0, "species": "virginica"}, + {"sepalLength": 6.3, "sepalWidth": 2.7, "petalLength": 4.9, "petalWidth": 1.8, "species": "virginica"}, + {"sepalLength": 6.7, "sepalWidth": 3.3, "petalLength": 5.7, "petalWidth": 2.1, "species": "virginica"}, + {"sepalLength": 7.2, "sepalWidth": 3.2, "petalLength": 6.0, "petalWidth": 1.8, "species": "virginica"}, + {"sepalLength": 6.2, "sepalWidth": 2.8, "petalLength": 4.8, "petalWidth": 1.8, "species": "virginica"}, + {"sepalLength": 6.1, "sepalWidth": 3.0, "petalLength": 4.9, "petalWidth": 1.8, "species": "virginica"}, + {"sepalLength": 6.4, "sepalWidth": 2.8, "petalLength": 5.6, "petalWidth": 2.1, "species": "virginica"}, + {"sepalLength": 7.2, "sepalWidth": 3.0, "petalLength": 5.8, "petalWidth": 1.6, "species": "virginica"}, + {"sepalLength": 7.4, "sepalWidth": 2.8, "petalLength": 6.1, "petalWidth": 1.9, "species": "virginica"}, + {"sepalLength": 7.9, "sepalWidth": 3.8, "petalLength": 6.4, "petalWidth": 2.0, "species": "virginica"}, + {"sepalLength": 6.4, "sepalWidth": 2.8, "petalLength": 5.6, "petalWidth": 2.2, "species": "virginica"}, + {"sepalLength": 6.3, "sepalWidth": 2.8, "petalLength": 5.1, "petalWidth": 1.5, "species": "virginica"}, + {"sepalLength": 6.1, "sepalWidth": 2.6, "petalLength": 5.6, "petalWidth": 1.4, "species": "virginica"}, + {"sepalLength": 7.7, "sepalWidth": 3.0, "petalLength": 6.1, "petalWidth": 2.3, "species": "virginica"}, + {"sepalLength": 6.3, "sepalWidth": 3.4, "petalLength": 5.6, "petalWidth": 2.4, "species": "virginica"}, + {"sepalLength": 6.4, "sepalWidth": 3.1, "petalLength": 5.5, "petalWidth": 1.8, "species": "virginica"}, + {"sepalLength": 6.0, "sepalWidth": 3.0, "petalLength": 4.8, "petalWidth": 1.8, "species": "virginica"}, + {"sepalLength": 6.9, "sepalWidth": 3.1, "petalLength": 5.4, "petalWidth": 2.1, "species": "virginica"}, + {"sepalLength": 6.7, "sepalWidth": 3.1, "petalLength": 5.6, "petalWidth": 2.4, "species": "virginica"}, + {"sepalLength": 6.9, "sepalWidth": 3.1, "petalLength": 5.1, "petalWidth": 2.3, "species": "virginica"}, + {"sepalLength": 5.8, "sepalWidth": 2.7, "petalLength": 5.1, "petalWidth": 1.9, "species": "virginica"}, + {"sepalLength": 6.8, "sepalWidth": 3.2, "petalLength": 5.9, "petalWidth": 2.3, "species": "virginica"}, + {"sepalLength": 6.7, "sepalWidth": 3.3, "petalLength": 5.7, "petalWidth": 2.5, "species": "virginica"}, + {"sepalLength": 6.7, "sepalWidth": 3.0, "petalLength": 5.2, "petalWidth": 2.3, "species": "virginica"}, + {"sepalLength": 6.3, "sepalWidth": 2.5, "petalLength": 5.0, "petalWidth": 1.9, "species": "virginica"}, + {"sepalLength": 6.5, "sepalWidth": 3.0, "petalLength": 5.2, "petalWidth": 2.0, "species": "virginica"}, + {"sepalLength": 6.2, "sepalWidth": 3.4, "petalLength": 5.4, "petalWidth": 2.3, "species": "virginica"}, + {"sepalLength": 5.9, "sepalWidth": 3.0, "petalLength": 5.1, "petalWidth": 1.8, "species": "virginica"} + ] \ No newline at end of file diff --git a/src/data/mock.data.json b/src/data/mock.data.json new file mode 100644 index 0000000..1ec9ed7 --- /dev/null +++ b/src/data/mock.data.json @@ -0,0 +1,175 @@ +{ + "attr2": "attribute223", + "pivot": "attribute2", + "predicateName": "<", + "match": { + "attr2": "attribute257", + "pivot": "attribute1", + "predicateName": "<", + "match": { + "category": "5", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 2 + }, + "notMatch": { + "category": "10", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 9 + }, + "matchedCount": 2, + "notMatchedCount": 9 + }, + "notMatch": { + "attr2": "attribute193", + "pivot": "attribute276", + "predicateName": "<", + "match": { + "attr2": "attribute148", + "pivot": "attribute32", + "predicateName": "<", + "match": { + "attr2": "attribute46", + "pivot": "attribute172", + "predicateName": "<", + "match": { + "category": "2", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 5 + }, + "notMatch": { + "attr2": "attribute44", + "pivot": "attribute1", + "predicateName": "<", + "match": { + "category": "1", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 3 + }, + "notMatch": { + "category": "9", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 3 + }, + "matchedCount": 3, + "notMatchedCount": 3 + }, + "matchedCount": 5, + "notMatchedCount": 6 + }, + "notMatch": { + "category": "4", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 4 + }, + "matchedCount": 11, + "notMatchedCount": 4 + }, + "notMatch": { + "attr2": "attribute14", + "pivot": "attribute136", + "predicateName": "<", + "match": { + "attr2": "attribute20", + "pivot": "attribute75", + "predicateName": "<", + "match": { + "attr2": "attribute179", + "pivot": "attribute175", + "predicateName": "<", + "match": { + "category": "6", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 5 + }, + "notMatch": { + "attr2": "attribute123", + "pivot": "attribute15", + "predicateName": "<", + "match": { + "category": "3", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 2 + }, + "notMatch": { + "attr2": "attribute42", + "pivot": "attribute101", + "predicateName": "<", + "match": { + "category": "6", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 1 + }, + "notMatch": { + "attr2": "attribute238", + "pivot": "attribute1", + "predicateName": "<", + "match": { + "category": "5", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 1 + }, + "notMatch": { + "category": "1", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 52 + }, + "matchedCount": 1, + "notMatchedCount": 52 + }, + "matchedCount": 1, + "notMatchedCount": 53 + }, + "matchedCount": 2, + "notMatchedCount": 54 + }, + "matchedCount": 5, + "notMatchedCount": 56 + }, + "notMatch": { + "attr2": "attribute269", + "pivot": "attribute15", + "predicateName": "<", + "match": { + "category": "4", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 2 + }, + "notMatch": { + "category": "1", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 5 + }, + "matchedCount": 2, + "notMatchedCount": 5 + }, + "matchedCount": 61, + "notMatchedCount": 7 + }, + "notMatch": { + "category": "6", + "quality": "0.00", + "matchedCount": 0, + "notMatchedCount": 7 + }, + "matchedCount": 68, + "notMatchedCount": 7 + }, + "matchedCount": 15, + "notMatchedCount": 75 + }, + "matchedCount": 11, + "notMatchedCount": 90 + } diff --git a/src/img/logo.svg b/src/img/logo.svg new file mode 100644 index 0000000..6b60c10 --- /dev/null +++ b/src/img/logo.svg @@ -0,0 +1,7 @@ + + + + + + + diff --git a/src/index.js b/src/index.js index ef2edf8..6252b54 100644 --- a/src/index.js +++ b/src/index.js @@ -1,8 +1,8 @@ import React from 'react'; import ReactDOM from 'react-dom'; -import './index.css'; +import './css/index.scss'; import App from './App'; -import reportWebVitals from './reportWebVitals'; +import reportWebVitals from './tests/reportWebVitals'; ReactDOM.render( diff --git a/src/logo.svg b/src/logo.svg deleted file mode 100644 index 9dfc1c0..0000000 --- a/src/logo.svg +++ /dev/null @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/src/services/Playground.js b/src/services/Playground.js new file mode 100644 index 0000000..bb956d4 --- /dev/null +++ b/src/services/Playground.js @@ -0,0 +1,623 @@ +//var json = require("../data/arrythmia.json"); +var json = require("../data/ar2.json"); +//var json = require("../data/iris.json"); +//var json = require("../data/US_Politics_Twitter.json"); +export var builder = { + //categoryAttr: "Sex", + //categoryAttr: "species", + categoryAttr: "attribute279", + //ignoredAttributes: ['Instagram_username','Birthday','816181091673448400','Account_start_time'], + //ignoredAttributes: ["sepalWidth", "petalLength"], + ignoredAttributes: [], + allAttributes: [ + "attribute1", + "attribute2", + "attribute3", + "attribute4", + "attribute5", + "attribute6", + "attribute7", + "attribute8", + "attribute9", + "attribute10", + "attribute11", + "attribute12", + "attribute13", + "attribute14", + "attribute15", + "attribute16", + "attribute17", + "attribute18", + "attribute19", + "attribute20", + "attribute21", + "attribute22", + "attribute23", + "attribute24", + "attribute25", + "attribute26", + "attribute27", + "attribute28", + "attribute29", + "attribute30", + "attribute31", + "attribute32", + "attribute33", + "attribute34", + "attribute35", + "attribute36", + "attribute37", + "attribute38", + "attribute39", + "attribute40", + "attribute41", + "attribute42", + "attribute43", + "attribute44", + "attribute45", + "attribute46", + "attribute47", + "attribute48", + "attribute49", + "attribute50", + "attribute51", + "attribute52", + "attribute53", + "attribute54", + "attribute55", + "attribute56", + "attribute57", + "attribute58", + "attribute59", + "attribute60", + "attribute61", + "attribute62", + "attribute63", + "attribute64", + "attribute65", + "attribute66", + "attribute67", + "attribute68", + "attribute69", + "attribute70", + "attribute71", + "attribute72", + "attribute73", + "attribute74", + "attribute75", + "attribute76", + "attribute77", + "attribute78", + "attribute79", + "attribute80", + "attribute81", + "attribute82", + "attribute83", + "attribute84", + "attribute85", + "attribute86", + "attribute87", + "attribute88", + "attribute89", + "attribute90", + "attribute91", + "attribute92", + "attribute93", + "attribute94", + "attribute95", + "attribute96", + "attribute97", + "attribute98", + "attribute99", + "attribute100", + "attribute101", + "attribute102", + "attribute103", + "attribute104", + "attribute105", + "attribute106", + "attribute107", + "attribute108", + "attribute109", + "attribute110", + "attribute111", + "attribute112", + "attribute113", + "attribute114", + "attribute115", + "attribute116", + "attribute117", + "attribute118", + "attribute119", + "attribute120", + "attribute121", + "attribute122", + "attribute123", + "attribute124", + "attribute125", + "attribute126", + "attribute127", + "attribute128", + "attribute129", + "attribute130", + "attribute131", + "attribute132", + "attribute133", + "attribute134", + "attribute135", + "attribute136", + "attribute137", + "attribute138", + "attribute139", + "attribute140", + "attribute141", + "attribute142", + "attribute143", + "attribute144", + "attribute145", + "attribute146", + "attribute147", + "attribute148", + "attribute149", + "attribute150", + "attribute151", + "attribute152", + "attribute153", + "attribute154", + "attribute155", + "attribute156", + "attribute157", + "attribute158", + "attribute159", + "attribute160", + "attribute161", + "attribute162", + "attribute163", + "attribute164", + "attribute165", + "attribute166", + "attribute167", + "attribute168", + "attribute169", + "attribute170", + "attribute171", + "attribute172", + "attribute173", + "attribute174", + "attribute175", + "attribute176", + "attribute177", + "attribute178", + "attribute179", + "attribute180", + "attribute181", + "attribute182", + "attribute183", + "attribute184", + "attribute185", + "attribute186", + "attribute187", + "attribute188", + "attribute189", + "attribute190", + "attribute191", + "attribute192", + "attribute193", + "attribute194", + "attribute195", + "attribute196", + "attribute197", + "attribute198", + "attribute199", + "attribute200", + "attribute201", + "attribute202", + "attribute203", + "attribute204", + "attribute205", + "attribute206", + "attribute207", + "attribute208", + "attribute209", + "attribute210", + "attribute211", + "attribute212", + "attribute213", + "attribute214", + "attribute215", + "attribute216", + "attribute217", + "attribute218", + "attribute219", + "attribute220", + "attribute221", + "attribute222", + "attribute223", + "attribute224", + "attribute225", + "attribute226", + "attribute227", + "attribute228", + "attribute229", + "attribute230", + "attribute231", + "attribute232", + "attribute233", + "attribute234", + "attribute235", + "attribute236", + "attribute237", + "attribute238", + "attribute239", + "attribute240", + "attribute241", + "attribute242", + "attribute243", + "attribute244", + "attribute245", + "attribute246", + "attribute247", + "attribute248", + "attribute249", + "attribute250", + "attribute251", + "attribute252", + "attribute253", + "attribute254", + "attribute255", + "attribute256", + "attribute257", + "attribute258", + "attribute259", + "attribute260", + "attribute261", + "attribute262", + "attribute263", + "attribute264", + "attribute265", + "attribute266", + "attribute267", + "attribute268", + "attribute269", + "attribute270", + "attribute271", + "attribute272", + "attribute273", + "attribute274", + "attribute275", + "attribute276", + "attribute277", + "attribute278", + "attribute279", + ], + //allAttributes: [ + // "sepalLength", + // "sepalWidth", + // "petalLength", + // "petalWidth", + // "species", + // ], + // allAttributes: [ + // "Name","Twitter_username","Account_start_time","Account_ID","Sex","Birthplace","Birthday","Age","Instagram_username","Political_party" + // ], + trainingSet: json, + maxTreeDepth: 20, + minItemsCount: 5, + //allClasses: getAllClasses(json,"species") + allClasses: getAllClasses(json, "attribute279"), +}; + + +export function start(builder) { + //console.log(builder); + return buildDecisionTree(builder, false); +}; + +function buildDecisionTree(builder, isChanged = false) { + var trainingSet = builder.trainingSet; + var minItemsCount = builder.minItemsCount; + var categoryAttr = builder.categoryAttr; + var entropyThrehold = builder.entropyThrehold; + var maxTreeDepth = builder.maxTreeDepth; + var ignoredAttributes = builder.ignoredAttributes; + //console.log("########## NOWY WEZEL ########", trainingSet.length); + var _quality = 0; + debugger; + if (maxTreeDepth === 0 || trainingSet.length <= minItemsCount) { + console.log("LISC BO MAX TREE DEPTH",maxTreeDepth,"LISC ILOSC",trainingSet.length) + //); + //gger; + let _category = mostFrequentValue(trainingSet, categoryAttr); + let _positiveCounter = 0; + //console.log("KATEGORIA JAKO:", _category); + trainingSet.forEach((element) => { + if (element[categoryAttr] == _category) _positiveCounter++; + }); + let _negativeCounter = trainingSet.length - _positiveCounter; + _quality = _positiveCounter / trainingSet.length; + _quality = _quality * 100; + _quality = _quality.toFixed(2); + //ugger; + return { + category: _category, + quality: _quality, + matchedCount: _positiveCounter, + notMatchedCount: _negativeCounter, + trainingSet2: trainingSet.map(x=> x[categoryAttr]) + }; + } + var attributes = builder.allAttributes.filter(function (el) { + return ![...ignoredAttributes, categoryAttr].includes(el); + }); + //console.log(builder.minItemsCount, builder.trainingSet.length); + + // tu juz musi byc przekazana cm wyzerowana + + var podzial = []; + //console.log(attributes); + var right = 0, + left = 0; + var maxDif = 100, + attribute1 = -1, + attribute2 = -1; + var directrion = "<"; + var leftList = [], + rightList = [], + classMatrix = [ + new Array(builder.allClasses.length).fill(0), + new Array(builder.allClasses.length).fill(0), + ], + match = [], + notMatch = []; + for (let i = 0; i < attributes.length; i++) { + let attr1 = attributes[i]; + for (let j = 0; j < attributes.length; j++) { + let attr2 = attributes[j]; + if (attr1 !== attr2) { + right = left = 0; + leftList = []; + rightList = []; + classMatrix = [ + new Array(builder.allClasses.length).fill(0), + new Array(builder.allClasses.length).fill(0), + ]; + + for (let index = 0; index < trainingSet.length; index++) { + const element = trainingSet[index]; + + if (element[attr1] < element[attr2]) { + left++; + leftList.push(element); + classMatrix[0][builder.allClasses.indexOf(element[categoryAttr])]++; + } else { + right++; + rightList.push(element); + classMatrix[1][builder.allClasses.indexOf(element[categoryAttr])]++; + } + } + //console.log(classMatrix); + var probR = 0, + probL = 0, + rankL = 0, + rankR = 0; + for (let k = 0; k < builder.allClasses.length; k++) { + probL = left === 0 ? 0 : classMatrix[0][k] / left; + probR = right === 0 ? 0 : classMatrix[1][k] / right; + + rankL += probL * probL; + rankR += probR * probR; + } + //console.log("Rank Lewy",rankL,"Rank Prawy",rankR); + + var currentDif = + (right / trainingSet.length) * (1 - rankR) + + (left / trainingSet.length) * (1 - rankL); + if (currentDif < maxDif) { + //console.log("------Zapisanie maxDif-------"); + //console.log(attr1,attr2); + //console.log("R/L ", right + ":" + left); + //console.log("cur/mD",currentDif + ":" + maxDif); + maxDif = currentDif; + attribute1 = attr1; + attribute2 = attr2; + match = leftList; + notMatch = rightList; + podzial = classMatrix; + //console.log("-----------------------------"); + } + } + } + } + //console.log("PO WYLICZENIU NAJLEPSZEGO"); + //console.log(attribute1, attribute2); + //console.log("L/R ", match.length + ":" + notMatch.length); + //console.log(podzial); + //console.log("MaxDifference:", maxDif); + if (!maxDif) { + console.log("LISC BO MAX DIF ZERO", trainingSet.length); + let _category = mostFrequentValue(trainingSet, categoryAttr); + let _positiveCounter = 0; + //console.log("KATEGORIA JAKO:", _category); + trainingSet.forEach((element) => { + if (element[categoryAttr] == _category) _positiveCounter++; + }); + let _negativeCounter = trainingSet.length - _positiveCounter; + _quality = _positiveCounter / trainingSet.length; + _quality = _quality * 100; + _quality = _quality.toFixed(2); + + return { + category: _category, + quality: _quality, + matchedCount: _positiveCounter, + notMatchedCount: _negativeCounter, + trainingSet2: trainingSet.map(x=> x[categoryAttr]) + }; + } + // sprawdzic + // wssytskies stringi do ignored + if (match.length === 0 || notMatch.length === 0) { + console.log("LISC BO JEDNA ZE STRON MA 0"); + let _category = mostFrequentValue(trainingSet, categoryAttr); + let _positiveCounter = 0; + //console.log(_category); + trainingSet.forEach((element) => { + if (element[categoryAttr] == _category) _positiveCounter++; + }); + let _negativeCounter = trainingSet.length - _positiveCounter; + _quality = _positiveCounter / trainingSet.length; + _quality = _quality * 100; + _quality = _quality.toFixed(2); + // restriction by maximal depth of tree + // or size of training set is to small + // so we have to terminate process of building tree + + return { + category: _category, + quality: _quality, + matchedCount: _positiveCounter, + notMatchedCount: _negativeCounter, + trainingSet2: trainingSet.map(x=> x[categoryAttr]) + }; + } + + builder.maxTreeDepth = maxTreeDepth - 1; + builder.trainingSet = match; + //var matchSubTree = buildDecisionTree(builder); + + builder.trainingSet = notMatch; + //var notMatchSubTree = buildDecisionTree(builder); + console.log("TUTAJ"); + return { + attr2: attribute2, + pivot: attribute1, + predicateName: directrion, + //match: matchSubTree, + //notMatch: notMatchSubTree, //{category: ...} + matchedCount: match.length, + notMatchedCount: notMatch.length, + }; + //console.log(attributes); +} +// var tree={root : buildDecisionTree(builder, true)} +// var json = JSON.stringify(tree); +// var blob = new Blob([json], {type: "application/json"}); +// var url = URL.createObjectURL(blob); + + +// var a = document.createElement('a'); +// a.download = "backup.json"; +// a.href = url; +// a.textContent = "Download backup.json"; +// a.innerHTML="tutaj download" +// document.getElementById('main').innerHTML=a +//console.log(tree); + +// function fillConfusionMatrix() { +// let confusionMatrix = buildArray(Object.keys(classes).length); + +// set.forEach((element) => { +// let prediction = predict(decisionTree.root, element); +// let _class = element[window.CFG.categoryAttr]; +// if (prediction === _class) { +// confusionMatrix[classes[_class]][classes[_class]]++; +// } else { +// confusionMatrix[classes[_class]][classes[prediction]]++; +// } +// }); +// //console.log(confusionMatrix) +// return confusionMatrix; +// } +function countUniqueValues(items, attr) { + var counter = {}; + + // detecting different values of attribute + for (var i = items.length - 1; i >= 0; i--) { + // items[i][attr] - value of attribute + counter[items[i][attr]] = 0; + } + + // counting number of occurrences of each of values + // of attribute + for (var j = items.length - 1; j >= 0; j--) { + counter[items[j][attr]] += 1; + } + + return counter; +} + +function mostFrequentValue(items, attr) { + // counting number of occurrences of each of values + // of attribute + var counter = countUniqueValues(items, attr); + + var mostFrequentCount = 0; + var mostFrequentValue; + + for (var value in counter) { + if (counter[value] > mostFrequentCount) { + mostFrequentCount = counter[value]; + mostFrequentValue = value; + } + } + + return mostFrequentValue; +} +function getAllClasses(set, cattegoryAttr) { + let array = []; + set.forEach((element) => { + let _class = element[cattegoryAttr]; + if (!array.includes(_class)) array.push(_class); + }); + console.log(array); + return array; +} + + +function takeAllClasses(set, cattegotyAttr) { + let array = {}; + let counter = 0; + //console.log(window.CFG.categoryAttr) + set.forEach((element) => { + let _class = element[cattegotyAttr]; + if (!array.hasOwnProperty(_class)) array[_class] = counter++; + }); + + return array; +} +function buildArrayFillZeros(lenght) { + let arr = []; + for (var x = 0; x < lenght; x++) { + arr[x] = []; + for (var y = 0; y < lenght; y++) { + arr[x][y] = 0; + } + } + + return arr; +} + + + +function recursionTreePrint(tree, str, lvl) { + //console.log(str) + if (tree.category) { + let l = " "; + for (let i = 0; i < lvl; i++) { + l += " "; + } + return "\n" + l + tree.category; + } + let l = " "; + for (let i = 0; i < lvl; i++) { + l += " "; + } + str += + "\n" + l + tree.attribute + " " + tree.predicateName + " " + tree.pivot; + //console.log(tree.match) + lvl++; + str += recursionTreePrint(tree.match, "", lvl); + //console.log(tree.notMatch) + str += recursionTreePrint(tree.notMatch, "", lvl); + return str; +} diff --git a/src/services/TSP.js b/src/services/TSP.js new file mode 100644 index 0000000..8d59dbb --- /dev/null +++ b/src/services/TSP.js @@ -0,0 +1,545 @@ + +export var dt = (function () { + //debugger; + /** + * Creates an instance of DecisionTree + * + * @constructor + * @param builder - contains training set and + * some configuration parameters + */ + function TSPDecisionTree(builder, isChanged=false) { + this.root = buildDecisionTree({ + trainingSet: builder.trainingSet, + ignoredAttributes: arrayToHashSet(builder.ignoredAttributes), + //ignoredAttributes: builder.ignoredAttributes, + categoryAttr: builder.categoryAttr || 'category', + minItemsCount: builder.minItemsCount ,//|| 4, + entropyThrehold: builder.entropyThrehold,// || 0.1, + maxTreeDepth: builder.maxTreeDepth,// || 30 + },isChanged); + //console.log(builder.ignoredAttributes) + } + + + TSPDecisionTree.prototype.predict = function (item) { + return predict(this.root, item); + } + + /** + * Creates an instance of RandomForest + * with specific number of trees + * + * @constructor + * @param builder - contains training set and some + * configuration parameters for + * building decision trees + */ + function RandomForest(builder, treesNumber) { + this.trees = buildRandomForest(builder, treesNumber); + } + + RandomForest.prototype.predict = function (item) { + return predictRandomForest(this.trees, item); + } + + /** + * Transforming array to object with such attributes + * as elements of array (afterwards it can be used as HashSet) + */ + function arrayToHashSet(array) { + var hashSet = {}; + if (array) { + for(var i in array) { + var attr = array[i]; + hashSet[attr] = true; + } + } + + return hashSet; + } + + /** + * Calculating how many objects have the same + * values of specific attribute. + * + * @param items - array of objects + * + * @param attr - variable with name of attribute, + * which embedded in each object + */ + function countUniqueValues(items, attr) { + var counter = {}; + + // detecting different values of attribute + for (var i = items.length - 1; i >= 0; i--) { + // items[i][attr] - value of attribute + counter[items[i][attr]] = 0; + } + + // counting number of occurrences of each of values + // of attribute + for (var j = items.length - 1; j >= 0; j--) { + counter[items[j][attr]] += 1; + } + + return counter; + } + + /** + * Calculating entropy of array of objects + * by specific attribute. + * + * @param items - array of objects + * + * @param attr - variable with name of attribute, + * which embedded in each object + */ + function entropy(items, attr) { + // counting number of occurrences of each of values + // of attribute + var counter = countUniqueValues(items, attr); + + var entropy = 0; + var p; + for (var i in counter) { + p = counter[i] / items.length; + entropy += -p * Math.log(p); + } + + return entropy; + } + + /** + * Splitting array of objects by value of specific attribute, + * using specific predicate and pivot. + * + * Items which matched by predicate will be copied to + * the new array called 'match', and the rest of the items + * will be copied to array with name 'notMatch' + * + * @param items - array of objects + * + * @param attr - variable with name of attribute, + * which embedded in each object + * + * @param predicate - function(x, y) + * which returns 'true' or 'false' + * + * @param pivot - used as the second argument when + * calling predicate function: + * e.g. predicate(item[attr], pivot) + */ + function split(items, attr, predicate, pivot) { + var match = []; + var notMatch = []; + + var item, + attrValue; + + for (var i = items.length - 1; i >= 0; i--) { + item = items[i]; + attrValue = item[attr]; + + if (predicate(attrValue, pivot)) { + match.push(item); + } else { + notMatch.push(item); + } + }; + + return { + match: match, + notMatch: notMatch + }; + } + + /** + * Finding value of specific attribute which is most frequent + * in given array of objects. + * + * @param items - array of objects + * + * @param attr - variable with name of attribute, + * which embedded in each object + */ + function mostFrequentValue(items, attr) { + // counting number of occurrences of each of values + // of attribute + var counter = countUniqueValues(items, attr); + + var mostFrequentCount = 0; + var mostFrequentValue; + + for (var value in counter) { + if (counter[value] > mostFrequentCount) { + mostFrequentCount = counter[value]; + mostFrequentValue = value; + } + }; + + return mostFrequentValue; + } + + var predicates = { + '==': function (a, b) { return a === b }, + '>=': function (a, b) { return a >= b } + }; + + /** + * Function for building decision tree + */ + function buildDecisionTree(builder,isChanged) { + + var trainingSet = builder.trainingSet; + var minItemsCount = builder.minItemsCount; + var categoryAttr = builder.categoryAttr; + var entropyThrehold = builder.entropyThrehold; + var maxTreeDepth = builder.maxTreeDepth; + var ignoredAttributes = builder.ignoredAttributes; + + let _quality=0 + if ((maxTreeDepth === 0) || (trainingSet.length <= minItemsCount)) { + let _category=mostFrequentValue(trainingSet, categoryAttr); + let _positiveCounter=0; + let _hide=0; + + trainingSet.forEach(element => { + if(element[categoryAttr]===_category)_positiveCounter++; + + }); + let _negativeCounter=trainingSet.length-_positiveCounter; + _quality=_positiveCounter/trainingSet.length; + if(_quality!==1) _hide=25; + _quality=_quality*100; + _quality=_quality.toFixed(2); + // restriction by maximal depth of tree + // or size of training set is to small + // so we have to terminate process of building tree + return { + category: _category, quality:_quality, matchedCount:_positiveCounter, notMatchedCount:_negativeCounter, hide:_hide + }; + } + + var initialEntropy = entropy(trainingSet, categoryAttr); + console.log("initialEntropy "+initialEntropy); + if (initialEntropy <= entropyThrehold) { + let _category=mostFrequentValue(trainingSet, categoryAttr); + let _positiveCounter=0; + let _hide=0; + + trainingSet.forEach(element => { + if(element[categoryAttr]===_category)_positiveCounter++; + + }); + let _negativeCounter=trainingSet.length-_positiveCounter; + _quality=_positiveCounter/trainingSet.length; + if(_quality!==1) _hide=25; + _quality=_quality*100; + _quality=_quality.toFixed(2); + // entropy of training set too small + // (it means that training set is almost homogeneous), + // so we have to terminate process of building tree + return { + category: _category, quality:_quality,matchedCount:_positiveCounter,notMatchedCount:_negativeCounter, hide:_hide + }; + } + + // used as hash-set for avoiding the checking of split by rules + // with the same 'attribute-predicate-pivot' more than once + var alreadyChecked = {}; + + // this variable expected to contain rule, which splits training set + // into subsets with smaller values of entropy (produces informational gain) + var bestSplit = {gain: 0}; + + var pivot; + var predicateName; + var attrPredPivot; + var predicate; + var currSplit; + var matchEntropy; + var notMatchEntropy; + var newEntropy; + var currGain; + + if(isChanged) + { + let attr = window.CurrentAttribute; + + // let the value of current attribute be the pivot + pivot = window.inputValue; + + //console.log(attr +" "+ pivot) + if(!isNaN(pivot)) + { + pivot = parseFloat(pivot) + } + + // pick the predicate + // depending on the type of the attribute value + // var predicateName; + if (typeof pivot == 'number') { + predicateName = '>='; + } else { + // there is no sense to compare non-numeric attributes + // so we will check only equality of such attributes + predicateName = '=='; + } + + attrPredPivot = attr + predicateName + pivot; + if (alreadyChecked[attrPredPivot]) { + // skip such pairs of 'attribute-predicate-pivot', + // which been already checked + //continue; + } + alreadyChecked[attrPredPivot] = true; + + predicate = predicates[predicateName]; + + // splitting training set by given 'attribute-predicate-value' + currSplit = split(trainingSet, attr, predicate, pivot); + //console.log(currSplit.match) + //console.log(currSplit.notMatch) + + // calculating entropy of subsets + matchEntropy = entropy(currSplit.match, categoryAttr); + notMatchEntropy = entropy(currSplit.notMatch, categoryAttr); + + // calculating informational gain + newEntropy = 0; + newEntropy += matchEntropy * currSplit.match.length; + newEntropy += notMatchEntropy * currSplit.notMatch.length; + newEntropy /= trainingSet.length; + currGain = initialEntropy - newEntropy; + console.log("CURRENT GAIN "+currGain) + if (currGain > bestSplit.gain) { + // remember pairs 'attribute-predicate-value' + // which provides informational gain + bestSplit = currSplit; + bestSplit.predicateName = predicateName; + bestSplit.predicate = predicate; + bestSplit.attribute = attr; + bestSplit.pivot = pivot; + bestSplit.gain = currGain; + } + + isChanged=false; + } + else + { + //delete space from property in object + // let ignore="" + // if(!(Object.entries(ignoredAttributes).length === 0 && ignoredAttributes.constructor === Object)){ + // ignore = Object.keys(ignoredAttributes) + // ignore = ignore[0].substring(0, ignore[0].length - 1); + // console.log(ignore) + // } + //console.log("Liczy") + + for (var i = trainingSet.length - 1; i >= 0; i--) { + var item = trainingSet[i]; + + // iterating over all attributes of item + for (var attr in item) { + //console.log(ignoredAttributes) + //if(ignoredAttributes[attr]===true) console.log("równe") + if ((attr === categoryAttr) || ignoredAttributes[attr]) { + //if ((attr === categoryAttr) || ignore===attr) { + continue; + } + + // let the value of current attribute be the pivot + pivot = item[attr]; + if(!isNaN(pivot)) + { + pivot = parseFloat(pivot) + } + // pick the predicate + // depending on the type of the attribute value + //var predicateName; + if (typeof pivot == 'number') { + //console.log('is number ' + pivot + ' ' + typeof pivot) + predicateName = '>='; + } else { + //console.log('is not number ' + pivot + ' ' + typeof pivot) + + // there is no sense to compare non-numeric attributes + // so we will check only equality of such attributes + predicateName = '=='; + } + + attrPredPivot = attr + predicateName + pivot; + if (alreadyChecked[attrPredPivot]) { + // skip such pairs of 'attribute-predicate-pivot', + // which been already checked + continue; + } + alreadyChecked[attrPredPivot] = true; + + predicate = predicates[predicateName]; + + // splitting training set by given 'attribute-predicate-value' + currSplit = split(trainingSet, attr, predicate, pivot); + ////console.log(currSplit) + // calculating entropy of subsets + matchEntropy = entropy(currSplit.match, categoryAttr); + notMatchEntropy = entropy(currSplit.notMatch, categoryAttr); + ////console.log(bestSplit.gain) + // calculating informational gain + newEntropy = 0; + newEntropy += matchEntropy * currSplit.match.length; + newEntropy += notMatchEntropy * currSplit.notMatch.length; + newEntropy /= trainingSet.length; + currGain = initialEntropy - newEntropy; + //console.log("CURRENT GAIN 2"+currGain) + if (currGain > bestSplit.gain) { + // remember pairs 'attribute-predicate-value' + // which provides informational gain + bestSplit = currSplit; + bestSplit.predicateName = predicateName; + bestSplit.predicate = predicate; + bestSplit.attribute = attr; + bestSplit.pivot = pivot; + bestSplit.gain = currGain; + } + } + } + } + console.log(bestSplit.gain) + if (!bestSplit.gain) { + let _category=mostFrequentValue(trainingSet, categoryAttr); + let _positiveCounter=0; + let _hide=0 + //console.log(trainingSet); + trainingSet.forEach(element => { + if(element[categoryAttr]===_category)_positiveCounter++; + + }); + let _negativeCounter=trainingSet.length-_positiveCounter; + _quality=_positiveCounter/trainingSet.length; + if(_quality!==1) _hide=25; + _quality=_quality*100; + _quality=_quality.toFixed(2); + // can't find optimal split + return { category:_category, quality:_quality,matchedCount:_positiveCounter,notMatchedCount:_negativeCounter, hide:_hide}; + } + + if(window.isChange) + { + bestSplit.pivot=window.inputValue; + window.isChange=false; + } + + let array = bestSplit.match.concat(bestSplit.notMatch); + window.list_obj.push({id:window.counter,match:bestSplit.match,notMatch:bestSplit.notMatch, full:array}); + window.counter++; + //console.log(window.list_obj) + debugger; + // nie przekazujemy isChanged bo jest już defaultowo na false nastawiony + // building subtrees + builder.maxTreeDepth = maxTreeDepth - 1; + + builder.trainingSet = bestSplit.match; + var matchSubTree = buildDecisionTree(builder); + + builder.trainingSet = bestSplit.notMatch; + var notMatchSubTree = buildDecisionTree(builder); + + return { + attribute: bestSplit.attribute, + predicate: bestSplit.predicate, + predicateName: bestSplit.predicateName, + pivot: bestSplit.pivot, + match: matchSubTree, + notMatch: notMatchSubTree, + matchedCount: bestSplit.match.length, + notMatchedCount: bestSplit.notMatch.length + }; + } + + + /** + * Classifying item, using decision tree + */ + function predict(tree, item) { + var attr, + value, + predicate, + pivot; + + // Traversing tree from the root to leaf + while(true) { + + if (tree.category) { + // only leafs contains predicted category + return tree.category; + } + + attr = tree.attribute; + value = item[attr]; + + predicate = tree.predicate; + pivot = tree.pivot; + + // move to one of subtrees + if (predicate(value, pivot)) { + tree = tree.match; + } else { + tree = tree.notMatch; + } + } + } + + /** + * Building array of decision trees + */ + function buildRandomForest(builder, treesNumber) { + var items = builder.trainingSet; + + // creating training sets for each tree + var trainingSets = []; + for (var t = 0; t < treesNumber; t++) { + trainingSets[t] = []; + } + for (var i = items.length - 1; i >= 0 ; i--) { + // assigning items to training sets of each tree + // using 'round-robin' strategy + var correspondingTree = i % treesNumber; + trainingSets[correspondingTree].push(items[i]); + } + + // building decision trees + var forest = []; + for (var tt = 0; tt < treesNumber; tt++) { + builder.trainingSet = trainingSets[tt]; + + var tree = new TSPDecisionTree(builder); + forest.push(tree); + } + return forest; + } + + /** + * Each of decision tree classifying item + * ('voting' that item corresponds to some class). + * + * This function returns hash, which contains + * all classifying results, and number of votes + * which were given for each of classifying results + */ + function predictRandomForest(forest, item) { + var result = {}; + for (var i in forest) { + var tree = forest[i]; + var prediction = tree.predict(item); + result[prediction] = result[prediction] ? result[prediction] + 1 : 1; + } + return result; + } + + var exports = {}; + exports.DecisionTree = TSPDecisionTree; + exports.RandomForest = RandomForest; + return exports; +})(); \ No newline at end of file diff --git a/src/App.test.js b/src/tests/App.test.js similarity index 89% rename from src/App.test.js rename to src/tests/App.test.js index 1f03afe..7b89c8b 100644 --- a/src/App.test.js +++ b/src/tests/App.test.js @@ -1,5 +1,5 @@ import { render, screen } from '@testing-library/react'; -import App from './App'; +import App from '../App'; test('renders learn react link', () => { render(); diff --git a/src/reportWebVitals.js b/src/tests/reportWebVitals.js similarity index 100% rename from src/reportWebVitals.js rename to src/tests/reportWebVitals.js diff --git a/src/setupTests.js b/src/tests/setupTests.js similarity index 100% rename from src/setupTests.js rename to src/tests/setupTests.js diff --git a/src/utils/file-reader.js b/src/utils/file-reader.js new file mode 100644 index 0000000..6046301 --- /dev/null +++ b/src/utils/file-reader.js @@ -0,0 +1,12 @@ +/** + * @param {File} file + * @returns {Promise} + */ +export function readLocalFile(file) { + return new Promise((resolve, reject) => { + const reader = new FileReader(); + reader.onload = () => resolve(reader.result.toString()); + reader.onerror = reject; + reader.readAsText(file); + }) +} \ No newline at end of file