diff --git a/.eslintignore b/.eslintignore
new file mode 100644
index 0000000..2d19fc7
--- /dev/null
+++ b/.eslintignore
@@ -0,0 +1 @@
+*.html
diff --git a/.eslintrc.json b/.eslintrc.json
index db226e9..254708e 100644
--- a/.eslintrc.json
+++ b/.eslintrc.json
@@ -6,7 +6,9 @@
"overrides": [
{
"files": [
- "*.ts"
+ "*.ts",
+ "*.html"
+
],
"extends": [
"eslint:recommended",
diff --git a/.eslintrc.yml b/.eslintrc.yml
index 36a7fd4..313ea43 100644
--- a/.eslintrc.yml
+++ b/.eslintrc.yml
@@ -5,4 +5,8 @@ extends: standard-with-typescript
parserOptions:
ecmaVersion: latest
sourceType: module
-rules: {}
+rules: {
+ '@typescript-eslint/consistent-type-imports': 'off',
+ '@typescript-eslint/consistent-type-exports': 'off',
+ '@typescript-eslint/prefer-readonly': 'off',
+}
diff --git a/.github/workflows/build-beta.yml b/.github/workflows/build-beta.yml
deleted file mode 100644
index 8a9c1ff..0000000
--- a/.github/workflows/build-beta.yml
+++ /dev/null
@@ -1,18 +0,0 @@
-name: GitHub Actions Demo
-run-name: ${{ github.actor }} is testing out GitHub Actions 🚀
-on: [push]
-jobs:
- Explore-GitHub-Actions:
- runs-on: ubuntu-latest
- steps:
- - run: echo "🎉 The job was automatically triggered by a ${{ github.event_name }} event."
- - run: echo "🐧 This job is now running on a ${{ runner.os }} server hosted by GitHub!"
- - run: echo "🔎 The name of your branch is ${{ github.ref }} and your repository is ${{ github.repository }}."
- - name: Check out repository code
- uses: actions/checkout@v3
- - run: echo "💡 The ${{ github.repository }} repository has been cloned to the runner."
- - run: echo "🖥️ The workflow is now ready to test your code on the runner."
- - name: List files in the repository
- run: |
- ls ${{ github.workspace }}
- - run: echo "🍏 This job's status is ${{ job.status }}."
\ No newline at end of file
diff --git a/.github/workflows/lint.yaml b/.github/workflows/lint.yaml
index 9c14338..b1d1664 100644
--- a/.github/workflows/lint.yaml
+++ b/.github/workflows/lint.yaml
@@ -1,9 +1,10 @@
-name: Linting
+name: Linting # Diese GitHub-Action muss erfoolgreich durchlaufen, sonst darf keine Pull-Req gemergt werden
on:
push:
branches:
- - '**' # Wird für jeden Push auf einen Branch durchgeführt
+ - '**' # Wird für jeden Push auf jeden Branch durchgeführt
+
jobs:
lint:
diff --git a/.github/workflows/sync-test-deploy-branch.yaml b/.github/workflows/sync-test-deploy-branch.yaml
index 90f2d09..d909ce7 100644
--- a/.github/workflows/sync-test-deploy-branch.yaml
+++ b/.github/workflows/sync-test-deploy-branch.yaml
@@ -5,7 +5,8 @@ on:
- main
-jobs:
+jobs:
+
sync-branches:
runs-on: ubuntu-latest
name: Syncing branches
diff --git a/angular.json b/angular.json
index 07c6667..46b635a 100644
--- a/angular.json
+++ b/angular.json
@@ -35,8 +35,8 @@
"budgets": [
{
"type": "initial",
- "maximumWarning": "500kb",
- "maximumError": "1mb"
+ "maximumWarning": "3mb",
+ "maximumError": "4mb"
},
{
"type": "anyComponentStyle",
diff --git a/package-lock.json b/package-lock.json
index cb0717a..42e2d8f 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -19,6 +19,7 @@
"@angular/platform-browser-dynamic": "^16.2.0",
"@angular/router": "^16.2.0",
"chart.js": "^4.4.0",
+ "ml-kmeans": "^6.0.0",
"rxjs": "~7.8.0",
"tslib": "^2.3.0",
"zone.js": "~0.13.0"
@@ -10285,6 +10286,11 @@
"node": ">= 10"
}
},
+ "node_modules/is-any-array": {
+ "version": "2.0.1",
+ "resolved": "https://registry.npmjs.org/is-any-array/-/is-any-array-2.0.1.tgz",
+ "integrity": "sha512-UtilS7hLRu++wb/WBAw9bNuP1Eg04Ivn1vERJck8zJthEvXCBEBpGR/33u/xLKWEQf95803oalHrVDptcAvFdQ=="
+ },
"node_modules/is-array-buffer": {
"version": "3.0.2",
"resolved": "https://registry.npmjs.org/is-array-buffer/-/is-array-buffer-3.0.2.tgz",
@@ -12026,6 +12032,78 @@
"mkdirp": "bin/cmd.js"
}
},
+ "node_modules/ml-array-max": {
+ "version": "1.2.4",
+ "resolved": "https://registry.npmjs.org/ml-array-max/-/ml-array-max-1.2.4.tgz",
+ "integrity": "sha512-BlEeg80jI0tW6WaPyGxf5Sa4sqvcyY6lbSn5Vcv44lp1I2GR6AWojfUvLnGTNsIXrZ8uqWmo8VcG1WpkI2ONMQ==",
+ "dependencies": {
+ "is-any-array": "^2.0.0"
+ }
+ },
+ "node_modules/ml-array-min": {
+ "version": "1.2.3",
+ "resolved": "https://registry.npmjs.org/ml-array-min/-/ml-array-min-1.2.3.tgz",
+ "integrity": "sha512-VcZ5f3VZ1iihtrGvgfh/q0XlMobG6GQ8FsNyQXD3T+IlstDv85g8kfV0xUG1QPRO/t21aukaJowDzMTc7j5V6Q==",
+ "dependencies": {
+ "is-any-array": "^2.0.0"
+ }
+ },
+ "node_modules/ml-array-rescale": {
+ "version": "1.3.7",
+ "resolved": "https://registry.npmjs.org/ml-array-rescale/-/ml-array-rescale-1.3.7.tgz",
+ "integrity": "sha512-48NGChTouvEo9KBctDfHC3udWnQKNKEWN0ziELvY3KG25GR5cA8K8wNVzracsqSW1QEkAXjTNx+ycgAv06/1mQ==",
+ "dependencies": {
+ "is-any-array": "^2.0.0",
+ "ml-array-max": "^1.2.4",
+ "ml-array-min": "^1.2.3"
+ }
+ },
+ "node_modules/ml-distance-euclidean": {
+ "version": "2.0.0",
+ "resolved": "https://registry.npmjs.org/ml-distance-euclidean/-/ml-distance-euclidean-2.0.0.tgz",
+ "integrity": "sha512-yC9/2o8QF0A3m/0IXqCTXCzz2pNEzvmcE/9HFKOZGnTjatvBbsn4lWYJkxENkA4Ug2fnYl7PXQxnPi21sgMy/Q=="
+ },
+ "node_modules/ml-kmeans": {
+ "version": "6.0.0",
+ "resolved": "https://registry.npmjs.org/ml-kmeans/-/ml-kmeans-6.0.0.tgz",
+ "integrity": "sha512-aziEZqeHxczaDvo1qkfCrC7XNVAPevs6PigAzy7dp9TzeQI7oGan6NfCgADwL/FAlA/wWi+1DkV8da6pXfuuPg==",
+ "dependencies": {
+ "ml-distance-euclidean": "^2.0.0",
+ "ml-matrix": "^6.9.0",
+ "ml-nearest-vector": "^2.0.1",
+ "ml-random": "^0.5.0"
+ }
+ },
+ "node_modules/ml-matrix": {
+ "version": "6.10.5",
+ "resolved": "https://registry.npmjs.org/ml-matrix/-/ml-matrix-6.10.5.tgz",
+ "integrity": "sha512-3RNGo8Ls3JR/f+8t0pNrvoDW6SmLNDBpQN6FzkFvNx7FJ3GL7Ic1kdxlDYavU3pRwxJFgBrRwZ0FwE+JjX+tvQ==",
+ "dependencies": {
+ "is-any-array": "^2.0.1",
+ "ml-array-rescale": "^1.3.7"
+ }
+ },
+ "node_modules/ml-nearest-vector": {
+ "version": "2.0.1",
+ "resolved": "https://registry.npmjs.org/ml-nearest-vector/-/ml-nearest-vector-2.0.1.tgz",
+ "integrity": "sha512-gMPwNm3eed59ewJYiCK/+wElWBfNoD6JizH965ePiQgCo0pvQL63w4YdZhLs5eUV0iWcq6brVMUBL6iMySHnqg==",
+ "dependencies": {
+ "ml-distance-euclidean": "^2.0.0"
+ }
+ },
+ "node_modules/ml-random": {
+ "version": "0.5.0",
+ "resolved": "https://registry.npmjs.org/ml-random/-/ml-random-0.5.0.tgz",
+ "integrity": "sha512-zLJBmNb34LOz+vN6BD8l3aYm/VWYWbmAunrLMPs4dHf4gTl8BWlhil72j56HubPg86zrXioIs4qoHq7Topy6tw==",
+ "dependencies": {
+ "ml-xsadd": "^2.0.0"
+ }
+ },
+ "node_modules/ml-xsadd": {
+ "version": "2.0.0",
+ "resolved": "https://registry.npmjs.org/ml-xsadd/-/ml-xsadd-2.0.0.tgz",
+ "integrity": "sha512-VoAYUqmPRmzKbbqRejjqceGFp3VF81Qe8XXFGU0UXLxB7Mf4GGvyGq5Qn3k4AiQgDEV6WzobqlPOd+j0+m6IrA=="
+ },
"node_modules/mrmime": {
"version": "1.0.1",
"resolved": "https://registry.npmjs.org/mrmime/-/mrmime-1.0.1.tgz",
diff --git a/package.json b/package.json
index 9fc3578..5200c26 100644
--- a/package.json
+++ b/package.json
@@ -22,6 +22,7 @@
"@angular/platform-browser-dynamic": "^16.2.0",
"@angular/router": "^16.2.0",
"chart.js": "^4.4.0",
+ "ml-kmeans": "^6.0.0",
"rxjs": "~7.8.0",
"tslib": "^2.3.0",
"zone.js": "~0.13.0"
diff --git a/src/app/app.component.spec.ts b/src/app/app.component.spec.ts
index d4a3181..a724f70 100644
--- a/src/app/app.component.spec.ts
+++ b/src/app/app.component.spec.ts
@@ -1,12 +1,12 @@
-import { TestBed } from '@angular/core/testing';
-import { AppComponent } from './app.component';
-import {HomeComponent} from "./home/home.component";
-import {MatDrawerContainer, MatSidenavModule} from "@angular/material/sidenav";
-import {ChartComponent} from "./home/chart-container/chart/chart.component";
-import {BrowserAnimationsModule} from "@angular/platform-browser/animations";
-import {InputComponent} from "./home/input/input.component";
-import {MatFormFieldModule} from "@angular/material/form-field";
-import {MatIconModule} from "@angular/material/icon";
+import { TestBed } from '@angular/core/testing'
+import { AppComponent } from './app.component'
+import { HomeComponent } from './home/home.component'
+import { MatDrawerContainer, MatSidenavModule } from '@angular/material/sidenav'
+import { ChartComponent } from './home/chart-container/chart/chart.component'
+import { BrowserAnimationsModule } from '@angular/platform-browser/animations'
+import { InputComponent } from './home/input/input.component'
+import { MatFormFieldModule } from '@angular/material/form-field'
+import { MatIconModule } from '@angular/material/icon'
describe('AppComponent', () => {
beforeEach(() => TestBed.configureTestingModule({
@@ -21,25 +21,25 @@ describe('AppComponent', () => {
BrowserAnimationsModule,
MatFormFieldModule,
MatIconModule
- ],
- }));
+ ]
+ }))
it('should create the app', () => {
- const fixture = TestBed.createComponent(AppComponent);
- const app = fixture.componentInstance;
- expect(app).toBeTruthy();
- });
+ const fixture = TestBed.createComponent(AppComponent)
+ const app = fixture.componentInstance
+ expect(app).toBeTruthy()
+ })
- it(`should have as title 'Programmierprojekt'`, () => {
- const fixture = TestBed.createComponent(AppComponent);
- const app = fixture.componentInstance;
- expect(app.title).toEqual('Dave is n Wadenbeißer');
- });
+ it('should have as title \'Programmierprojekt\'', () => {
+ const fixture = TestBed.createComponent(AppComponent)
+ const app = fixture.componentInstance
+ expect(app.title).toEqual('Dave is n Wadenbeißer')
+ })
it('should render title', () => {
- const fixture = TestBed.createComponent(AppComponent);
- fixture.detectChanges();
- const compiled = fixture.nativeElement as HTMLElement;
- expect(compiled.querySelector('.content span')?.textContent).toContain('Programmierprojekt app is running!');
- });
-});
+ const fixture = TestBed.createComponent(AppComponent)
+ fixture.detectChanges()
+ const compiled = fixture.nativeElement as HTMLElement
+ expect(compiled.querySelector('.content span')?.textContent).toContain('Programmierprojekt app is running!')
+ })
+})
diff --git a/src/app/app.component.ts b/src/app/app.component.ts
index ac5596c..23be5b5 100644
--- a/src/app/app.component.ts
+++ b/src/app/app.component.ts
@@ -1,4 +1,4 @@
-import { Component } from '@angular/core';
+import { Component } from '@angular/core'
@Component({
selector: 'app-root',
@@ -6,5 +6,5 @@ import { Component } from '@angular/core';
styleUrls: ['./app.component.css']
})
export class AppComponent {
- title = 'Programmierprojekt';
+ title = 'Programmierprojekt'
}
diff --git a/src/app/app.module.ts b/src/app/app.module.ts
index 7944a74..6294082 100644
--- a/src/app/app.module.ts
+++ b/src/app/app.module.ts
@@ -1,32 +1,33 @@
-import { NgModule } from '@angular/core';
-import { BrowserModule } from '@angular/platform-browser';
+import { NgModule } from '@angular/core'
+import { BrowserModule } from '@angular/platform-browser'
-import { AppComponent } from './app.component';
-import { BrowserAnimationsModule } from '@angular/platform-browser/animations';
-import {MatButtonModule} from "@angular/material/button";
-import {MatSidenavModule} from "@angular/material/sidenav";
-import {MatIconModule} from "@angular/material/icon";
-import { HomeComponent } from './home/home.component';
-import { InputComponent } from './home/input/input.component';
-import { ChartContainerComponent } from './home/chart-container/chart-container.component';
-import { ChartComponent } from './home/chart-container/chart/chart.component';
-import { LoginComponent } from './login/login.component';
-import { RouterModule, Routes } from '@angular/router'
-import {MatInputModule} from "@angular/material/input";
-import {ReactiveFormsModule} from "@angular/forms";
-import {HttpClient, HttpClientModule} from "@angular/common/http";
-import {MatSnackBarModule} from "@angular/material/snack-bar";
+import { AppComponent } from './app.component'
+import { BrowserAnimationsModule } from '@angular/platform-browser/animations'
+import { MatButtonModule } from '@angular/material/button'
+import { MatSidenavModule } from '@angular/material/sidenav'
+import { MatIconModule } from '@angular/material/icon'
+import { HomeComponent } from './home/home.component'
+import { InputComponent } from './home/input/input.component'
+import { ChartContainerComponent } from './home/chart-container/chart-container.component'
+import { ChartComponent } from './home/chart-container/chart/chart.component'
+import { LoginComponent } from './login/login.component'
+import { RouterModule, type Routes } from '@angular/router'
+import { MatInputModule } from '@angular/material/input'
+import { ReactiveFormsModule } from '@angular/forms'
+import { HttpClientModule } from '@angular/common/http'
+import { MatSnackBarModule } from '@angular/material/snack-bar'
+import { MatProgressSpinnerModule } from '@angular/material/progress-spinner'
+import { MatSelectModule } from '@angular/material/select'
+import { MatButtonToggleModule } from '@angular/material/button-toggle'
+import { MatExpansionModule } from '@angular/material/expansion'
+import { MatSlideToggleModule } from '@angular/material/slide-toggle'
+import { TableComponent } from './home/chart-container/table/table.component'
+import { MatTabsModule } from '@angular/material/tabs'
+import { MatTableModule } from '@angular/material/table'
-import {MatPseudoCheckboxModule} from "@angular/material/core";
-import {MatButtonToggleModule} from "@angular/material/button-toggle";
-import {MatSlideToggleModule} from "@angular/material/slide-toggle";
-import {MatExpansionModule} from "@angular/material/expansion";
-
-
-
-const routes: Routes = [ { path: 'home', component: HomeComponent },
+const routes: Routes = [{ path: 'home', component: HomeComponent },
{ path: '', redirectTo: '/home', pathMatch: 'full' },
- { path: 'login', component: LoginComponent },]
+ { path: 'login', component: LoginComponent }]
@NgModule({
declarations: [
AppComponent,
@@ -34,26 +35,30 @@ const routes: Routes = [ { path: 'home', component: HomeComponent },
InputComponent,
ChartContainerComponent,
ChartComponent,
- LoginComponent
+ LoginComponent,
+ TableComponent
],
- imports: [
- BrowserModule,
- BrowserAnimationsModule,
- MatButtonModule,
- MatSidenavModule,
- MatIconModule,
- RouterModule.forRoot(routes),
- MatInputModule,
- ReactiveFormsModule,
- HttpClientModule,
- MatSnackBarModule,
- MatPseudoCheckboxModule,
- MatButtonToggleModule,
- MatSlideToggleModule,
- MatExpansionModule
- ],
-
+ imports: [
+ BrowserModule,
+ BrowserAnimationsModule,
+ MatButtonModule,
+ MatSidenavModule,
+ MatIconModule,
+ RouterModule.forRoot(routes),
+ MatInputModule,
+ ReactiveFormsModule,
+ HttpClientModule,
+ MatSnackBarModule,
+ MatProgressSpinnerModule,
+ MatSelectModule,
+ MatButtonToggleModule,
+ MatExpansionModule,
+ MatSlideToggleModule,
+ MatTabsModule,
+ MatTableModule
+ ],
+
providers: [],
bootstrap: [AppComponent]
})
diff --git a/src/app/home/chart-container/chart-container.component.html b/src/app/home/chart-container/chart-container.component.html
index df7ab95..c28302e 100644
--- a/src/app/home/chart-container/chart-container.component.html
+++ b/src/app/home/chart-container/chart-container.component.html
@@ -1 +1,13 @@
-
+
+
diff --git a/src/app/home/chart-container/chart-container.component.spec.ts b/src/app/home/chart-container/chart-container.component.spec.ts
index bb5dea6..2fe69e1 100644
--- a/src/app/home/chart-container/chart-container.component.spec.ts
+++ b/src/app/home/chart-container/chart-container.component.spec.ts
@@ -1,11 +1,11 @@
-import { ComponentFixture, TestBed } from '@angular/core/testing';
+import { type ComponentFixture, TestBed } from '@angular/core/testing'
-import { ChartContainerComponent } from './chart-container.component';
-import {ChartComponent} from "./chart/chart.component";
+import { ChartContainerComponent } from './chart-container.component'
+import { ChartComponent } from './chart/chart.component'
describe('ChartContainerComponent', () => {
- let component: ChartContainerComponent;
- let fixture: ComponentFixture;
+ let component: ChartContainerComponent
+ let fixture: ComponentFixture
beforeEach(() => {
TestBed.configureTestingModule({
@@ -13,13 +13,13 @@ describe('ChartContainerComponent', () => {
ChartContainerComponent,
ChartComponent
]
- });
- fixture = TestBed.createComponent(ChartContainerComponent);
- component = fixture.componentInstance;
- fixture.detectChanges();
- });
+ })
+ fixture = TestBed.createComponent(ChartContainerComponent)
+ component = fixture.componentInstance
+ fixture.detectChanges()
+ })
it('should create', () => {
- expect(component).toBeTruthy();
- });
-});
+ expect(component).toBeTruthy()
+ })
+})
diff --git a/src/app/home/chart-container/chart-container.component.ts b/src/app/home/chart-container/chart-container.component.ts
index 7aa525c..2cb6a95 100644
--- a/src/app/home/chart-container/chart-container.component.ts
+++ b/src/app/home/chart-container/chart-container.component.ts
@@ -1,4 +1,5 @@
-import { Component } from '@angular/core';
+import { Component, Input } from '@angular/core'
+import { type ResponseInterface } from '../../interfaces/response-interface'
@Component({
selector: 'app-chart-container',
@@ -6,4 +7,5 @@ import { Component } from '@angular/core';
styleUrls: ['./chart-container.component.css']
})
export class ChartContainerComponent {
+ @Input() kmeansResult: ResponseInterface | undefined
}
diff --git a/src/app/home/chart-container/chart/chart.component.html b/src/app/home/chart-container/chart/chart.component.html
index 3f4b9a7..464b244 100644
--- a/src/app/home/chart-container/chart/chart.component.html
+++ b/src/app/home/chart-container/chart/chart.component.html
@@ -1,6 +1,9 @@
-
-
+
-
-
-
diff --git a/src/app/home/chart-container/chart/chart.component.spec.ts b/src/app/home/chart-container/chart/chart.component.spec.ts
index 8226f97..9575495 100644
--- a/src/app/home/chart-container/chart/chart.component.spec.ts
+++ b/src/app/home/chart-container/chart/chart.component.spec.ts
@@ -1,26 +1,26 @@
-import { ComponentFixture, TestBed } from '@angular/core/testing';
+import { type ComponentFixture, TestBed } from '@angular/core/testing'
-import { ChartComponent } from './chart.component';
+import { ChartComponent } from './chart.component'
describe('ChartComponent', () => {
- let component: ChartComponent;
- let fixture: ComponentFixture
;
+ let component: ChartComponent
+ let fixture: ComponentFixture
beforeEach(() => {
TestBed.configureTestingModule({
declarations: [
- ChartComponent,
+ ChartComponent
],
imports: [
]
- });
- fixture = TestBed.createComponent(ChartComponent);
- component = fixture.componentInstance;
- fixture.detectChanges();
- });
+ })
+ fixture = TestBed.createComponent(ChartComponent)
+ component = fixture.componentInstance
+ fixture.detectChanges()
+ })
it('should create', () => {
- expect(component).toBeTruthy();
- });
-});
+ expect(component).toBeTruthy()
+ })
+})
diff --git a/src/app/home/chart-container/chart/chart.component.ts b/src/app/home/chart-container/chart/chart.component.ts
index b096235..60f5a09 100644
--- a/src/app/home/chart-container/chart/chart.component.ts
+++ b/src/app/home/chart-container/chart/chart.component.ts
@@ -1,86 +1,105 @@
-import {AfterViewInit, Component} from '@angular/core';
-import {Chart} from "chart.js/auto";
-import {Points, ResponseInterface} from "../../../interfaces/response-interface";
-import {CentroidDatesetInterface, ChartDatasetInterface} from "../../../interfaces/chartDataset-interface";
-import {MockDaten} from "./mock-daten";
+import { type AfterViewInit, Component, Input, type OnChanges, type SimpleChanges } from '@angular/core'
+import { Chart } from 'chart.js/auto'
+import { type Points, type ResponseInterface } from '../../../interfaces/response-interface'
+import { type CentroidDatesetInterface, type ChartDatasetInterface } from '../../../interfaces/chartDataset-interface'
+import { MockDaten } from './mock-daten'
@Component({
selector: 'app-chart',
templateUrl: './chart.component.html',
styleUrls: ['./chart.component.css']
})
-export class ChartComponent implements AfterViewInit{
- public chart: any;
- MockData: ResponseInterface = MockDaten
- datasets: Array = [];
- ngAfterViewInit() {
- this.renderChart();
+export class ChartComponent implements AfterViewInit, OnChanges {
+ public chart: any
+ chartData: ResponseInterface = MockDaten
+ datasets: ChartDatasetInterface[] = []
+ @Input() kmeansResult: ResponseInterface | undefined
+
+
+ ngAfterViewInit (): void {
+ this.renderChart()
}
- generateDatasets() {
- let centroids: Array = [];
- let clusterArray: Array = [];
- this.MockData.cluster.map(cluster => {
- let dataset: ChartDatasetInterface = {
- label: "Cluster " + (cluster.clusterNr + 1),
+ ngOnChanges (changes: SimpleChanges): void {
+ if (changes['kmeansResult'].currentValue !== undefined) {
+ if (this.kmeansResult != null) {
+ this.datasets = []
+ this.chartData = this.kmeansResult
+ }
+ this.chart.destroy()
+ this.renderChart()
+ }
+ }
+
+ generateDatasets (): void {
+ const centroids: Points[] = []
+ const clusterArray: ChartDatasetInterface[] = []
+ // eslint-disable-next-line array-callback-return
+ this.chartData.cluster.map(cluster => {
+ const dataset: ChartDatasetInterface = {
+ label: 'Cluster ' + (cluster.clusterNr + 1),
data: cluster.points
}
centroids.push(cluster.centroid)
clusterArray.push(dataset)
})
const centroidDataset: CentroidDatesetInterface = {
- label: "Centroids",
+ label: 'Centroids',
data: centroids,
- pointStyle: "rectRot",
+ pointStyle: 'rectRot',
radius: 10
}
this.datasets.push(centroidDataset)
+ // eslint-disable-next-line array-callback-return
clusterArray.map(cluster => {
- this.datasets.push(cluster);
+ this.datasets.push(cluster)
})
}
- renderChart(){
+ renderChart (): void {
this.generateDatasets()
- var image: string;
- this.chart = new Chart("Chart", {
- type: 'scatter', //this denotes tha type of chart
+ // eslint-disable-next-line @typescript-eslint/no-unused-vars
+ let image: string
+ this.chart = new Chart('Chart', {
+ type: 'scatter', // this denotes tha type of chart
data: {
datasets: this.datasets
},
options: {
- aspectRatio:1,
+ aspectRatio: 1,
animation: {
onComplete: function () {
- image = this.toBase64Image();
- var a: HTMLAnchorElement = document.getElementById('chartDownload');
- a.href = this.toBase64Image();
- a.download = 'chart.png';
- },
+ image = this.toBase64Image()
+ const a: HTMLAnchorElement = document.getElementById('chartDownload') as HTMLAnchorElement
+ a.href = this.toBase64Image()
+ a.download = 'chart.png'
+ }
},
plugins: {
title: {
display: true,
- text: MockDaten.name
- },
+ text: this.chartData.name
+ }
},
scales: {
y: {
title: {
display: true,
- text: MockDaten.y_label
+ text: this.chartData.y_label
}
},
+
x: {
title: {
display: true,
- text: MockDaten.x_label
+ text: this.chartData.x_label
+
}
}
}
}
- });
+ })
}
}
diff --git a/src/app/home/chart-container/chart/mock-daten.ts b/src/app/home/chart-container/chart/mock-daten.ts
index bb8f886..b9edb76 100644
--- a/src/app/home/chart-container/chart/mock-daten.ts
+++ b/src/app/home/chart-container/chart/mock-daten.ts
@@ -1,12040 +1,16 @@
-import {ResponseInterface} from "../../../interfaces/response-interface";
+import { type ResponseInterface } from '../../../interfaces/response-interface'
export const MockDaten: ResponseInterface = {
- "name": "K-Means Ergebnis von: xclara",
- "cluster": [
- {
- "clusterNr": 0,
- "centroid": {
- "x": 9.478045899766407,
- "y": 10.686052004816457
- },
- "points": [
- {
- "x": 2.072345,
- "y": -3.241693
- },
- {
- "x": 17.93671,
- "y": 15.78481
- },
- {
- "x": 1.083576,
- "y": 7.319176
- },
- {
- "x": 11.12067,
- "y": 14.40678
- },
- {
- "x": 23.71155,
- "y": 2.557729
- },
- {
- "x": 24.16993,
- "y": 32.02478
- },
- {
- "x": 21.66578,
- "y": 4.892855
- },
- {
- "x": 4.693683999999998,
- "y": 12.34217
- },
- {
- "x": 19.21191,
- "y": -1.121366
- },
- {
- "x": 4.230391,
- "y": -4.441536
- },
- {
- "x": 9.12713,
- "y": 23.60572
- },
- {
- "x": 0.4075031,
- "y": 15.29705
- },
- {
- "x": 7.314846000000001,
- "y": 3.3093120000000003
- },
- {
- "x": -3.438403,
- "y": -12.02527
- },
- {
- "x": 17.63935,
- "y": -3.212345
- },
- {
- "x": 4.415292,
- "y": 22.81555
- },
- {
- "x": 11.94122,
- "y": 8.122487
- },
- {
- "x": 0.7258532,
- "y": 1.806819
- },
- {
- "x": 8.185273,
- "y": 28.1326
- },
- {
- "x": -5.773587,
- "y": 1.0248
- },
- {
- "x": 18.76943,
- "y": 24.16946
- },
- {
- "x": 7.752016,
- "y": -3.3349910000000005
- },
- {
- "x": 10.61132,
- "y": 28.44378
- },
- {
- "x": 2.02165,
- "y": -4.6871220000000005
- },
- {
- "x": 5.145525,
- "y": 11.186
- },
- {
- "x": 6.24331,
- "y": 19.47716
- },
- {
- "x": -11.70671,
- "y": 8.073185
- },
- {
- "x": 7.255978,
- "y": 14.63704
- },
- {
- "x": 3.3923730000000005,
- "y": 1.220712
- },
- {
- "x": 4.094005,
- "y": 6.944694999999999
- },
- {
- "x": 11.80358,
- "y": -2.445336
- },
- {
- "x": 0.09228785,
- "y": -6.651035
- },
- {
- "x": 28.50607,
- "y": -9.091833
- },
- {
- "x": 23.40831,
- "y": 7.931438000000001
- },
- {
- "x": 10.56305,
- "y": 12.54468
- },
- {
- "x": 20.14157,
- "y": 11.11789
- },
- {
- "x": -1.871265,
- "y": 8.60885
- },
- {
- "x": 29.30237,
- "y": 14.02176
- },
- {
- "x": 18.65383,
- "y": 17.216720000000002
- },
- {
- "x": -2.972188,
- "y": 6.370998999999999
- },
- {
- "x": 10.32313,
- "y": 12.11574
- },
- {
- "x": 16.90539,
- "y": -1.355044
- },
- {
- "x": 6.753710000000001,
- "y": 12.02797
- },
- {
- "x": 23.94777,
- "y": 13.35047
- },
- {
- "x": 6.8835130000000015,
- "y": 6.188562999999999
- },
- {
- "x": -1.241542,
- "y": 10.08179
- },
- {
- "x": 20.50827,
- "y": -1.57887
- },
- {
- "x": -3.75683,
- "y": 1.60851
- },
- {
- "x": 17.9176,
- "y": 13.09896
- },
- {
- "x": 2.002537,
- "y": -0.656524
- },
- {
- "x": 10.7768,
- "y": 15.5336
- },
- {
- "x": 24.15819,
- "y": 5.3303660000000015
- },
- {
- "x": 0.3268727,
- "y": 7.288786999999999
- },
- {
- "x": 21.64777,
- "y": 14.00506
- },
- {
- "x": 6.871417,
- "y": 21.51998
- },
- {
- "x": 15.14264,
- "y": 5.111947
- },
- {
- "x": 11.54712,
- "y": 4.75756
- },
- {
- "x": 0.6611676,
- "y": -10.14263
- },
- {
- "x": -13.66531,
- "y": 16.93903
- },
- {
- "x": 24.90937000000001,
- "y": -10.82038
- },
- {
- "x": -4.53022,
- "y": -6.173767
- },
- {
- "x": 3.163677,
- "y": 8.051480999999999
- },
- {
- "x": 1.495172,
- "y": -7.261601
- },
- {
- "x": 7.097637,
- "y": 2.105751
- },
- {
- "x": 3.5094830000000004,
- "y": 24.58487
- },
- {
- "x": 12.99879,
- "y": 24.91248
- },
- {
- "x": 0.3593824,
- "y": 6.3879150000000005
- },
- {
- "x": 14.35429,
- "y": -2.252421
- },
- {
- "x": 3.831208,
- "y": -2.000873
- },
- {
- "x": 31.40462,
- "y": 26.77209
- },
- {
- "x": -5.501097,
- "y": 13.391279999999998
- },
- {
- "x": -1.04476,
- "y": 5.955898
- },
- {
- "x": 4.409013,
- "y": 9.323681
- },
- {
- "x": 2.917201,
- "y": 16.53999
- },
- {
- "x": 7.265954,
- "y": 10.64794
- },
- {
- "x": 10.32038,
- "y": 13.368570000000002
- },
- {
- "x": 9.35213,
- "y": 10.42427
- },
- {
- "x": 6.648532,
- "y": 11.07535
- },
- {
- "x": -1.922306,
- "y": 4.888493
- },
- {
- "x": 7.2260399999999985,
- "y": 13.02948
- },
- {
- "x": 8.327288000000001,
- "y": 8.540999000000001
- },
- {
- "x": 17.69046,
- "y": 21.59555
- },
- {
- "x": 16.58353,
- "y": 18.16115
- },
- {
- "x": 12.35425,
- "y": 31.96708
- },
- {
- "x": 2.4711380000000003,
- "y": 5.482761
- },
- {
- "x": 18.4925,
- "y": 29.42421
- },
- {
- "x": 10.1196,
- "y": 7.162078
- },
- {
- "x": 20.40245,
- "y": 3.943319
- },
- {
- "x": 12.71589,
- "y": 4.531656
- },
- {
- "x": 24.35859,
- "y": -4.0644
- },
- {
- "x": 21.74312,
- "y": 15.90887
- },
- {
- "x": 12.27208,
- "y": -9.612116
- },
- {
- "x": 18.29681,
- "y": 22.38563
- },
- {
- "x": 3.530957,
- "y": 8.673297
- },
- {
- "x": 5.026042,
- "y": 36.03767
- },
- {
- "x": -0.8633009,
- "y": -7.586249
- },
- {
- "x": 26.83892,
- "y": 13.13713
- },
- {
- "x": 19.11999,
- "y": 7.209714999999999
- },
- {
- "x": -0.8841636999999999,
- "y": 27.15254
- },
- {
- "x": -5.191529,
- "y": 29.65612
- },
- {
- "x": 9.796095,
- "y": 15.43598
- },
- {
- "x": 11.66314,
- "y": 10.63428
- },
- {
- "x": 9.925199,
- "y": 26.80364
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- {
- "x": 33.90998,
- "y": 15.02652
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- {
- "x": 9.57004,
- "y": 9.2481
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- {
- "x": -16.2653,
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- },
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- "x": 15.10579,
- "y": 3.350049
- },
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- "x": -4.186504,
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- },
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- "x": 12.54816,
- "y": 32.51867
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- "x": -7.733469,
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- "x": 18.91337,
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- "x": -1.050022,
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- "x": -6.894765,
- "y": 1.041802
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- "x": 23.05031,
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- "x": 25.96073,
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- "x": 7.9507949999999985,
- "y": 6.811407000000001
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- "x": -3.669517,
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- "x": 10.52266,
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- "x": 26.29452,
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- "x": 0.1170239,
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- {
- "x": 34.55469,
- "y": 66.68845
- },
- {
- "x": 36.45908,
- "y": 70.13852
- },
- {
- "x": 41.83166,
- "y": 77.96375
- },
- {
- "x": 25.83818,
- "y": 63.53773
- },
- {
- "x": 27.9007,
- "y": 58.79853000000001
- },
- {
- "x": 41.00502,
- "y": 68.62589
- },
- {
- "x": 34.09975,
- "y": 75.41776999999998
- },
- {
- "x": 29.14662,
- "y": 51.12136
- },
- {
- "x": 41.39825,
- "y": 53.92034
- },
- {
- "x": 54.13261,
- "y": 51.89971
- },
- {
- "x": 36.2243,
- "y": 62.59828
- },
- {
- "x": 29.95055,
- "y": 56.40722
- },
- {
- "x": 46.80503,
- "y": 70.14497
- },
- {
- "x": 41.96831,
- "y": 67.27118
- },
- {
- "x": 12.71827,
- "y": 62.29628
- },
- {
- "x": 44.39297,
- "y": 59.58195
- },
- {
- "x": 24.46523,
- "y": 63.57868000000001
- },
- {
- "x": 29.6177,
- "y": 59.74445
- },
- {
- "x": 21.74248,
- "y": 50.45285
- },
- {
- "x": 29.35508,
- "y": 70.05808
- },
- {
- "x": 27.226440000000004,
- "y": 75.18531999999998
- },
- {
- "x": 51.79697,
- "y": 61.69157
- },
- {
- "x": 44.62026,
- "y": 47.41006
- },
- {
- "x": 34.06684,
- "y": 52.82305
- },
- {
- "x": 43.62076,
- "y": 50.27394
- },
- {
- "x": 42.41596,
- "y": 68.93131
- },
- {
- "x": 49.61633,
- "y": 54.8229
- },
- {
- "x": 33.73294,
- "y": 67.42624
- },
- {
- "x": 55.72386,
- "y": 76.51932
- },
- {
- "x": 27.83457000000001,
- "y": 62.72257
- },
- {
- "x": 49.89798,
- "y": 51.15889
- },
- {
- "x": 60.58085,
- "y": 69.45195
- },
- {
- "x": 56.16206999999999,
- "y": 70.20759
- },
- {
- "x": 51.31114,
- "y": 74.59144
- },
- {
- "x": 40.39541,
- "y": 54.17054
- },
- {
- "x": 52.45226,
- "y": 55.42988
- },
- {
- "x": 45.69188,
- "y": 51.24299
- },
- {
- "x": 45.85658,
- "y": 65.63105
- },
- {
- "x": 55.69338000000001,
- "y": 65.96500999999999
- },
- {
- "x": 36.04146,
- "y": 62.1499
- },
- {
- "x": 28.33257,
- "y": 70.274
- },
- {
- "x": 41.79587,
- "y": 77.08113
- },
- {
- "x": 38.54986,
- "y": 81.29446999999998
- },
- {
- "x": 40.67175,
- "y": 54.77458000000001
- },
- {
- "x": 38.67076,
- "y": 67.80664
- },
- {
- "x": 35.75459,
- "y": 52.14807
- },
- {
- "x": 47.64047,
- "y": 62.95349
- },
- {
- "x": 44.38814,
- "y": 50.86422
- },
- {
- "x": 55.07092,
- "y": 45.49946
- },
- {
- "x": 47.48012,
- "y": 58.80583000000001
- },
- {
- "x": 40.05356,
- "y": 72.84874
- },
- {
- "x": 41.29422,
- "y": 67.83528000000001
- },
- {
- "x": 36.53526,
- "y": 78.04978
- },
- {
- "x": 23.52244,
- "y": 51.33826
- },
- {
- "x": 42.98621,
- "y": 55.51208000000001
- },
- {
- "x": 25.60867,
- "y": 47.51016
- },
- {
- "x": 31.30385,
- "y": 71.48902
- },
- {
- "x": 54.79936,
- "y": 68.69215
- },
- {
- "x": 33.320640000000004,
- "y": 69.45271
- },
- {
- "x": 42.24906,
- "y": 47.52644
- },
- {
- "x": 29.504,
- "y": 48.87712
- },
- {
- "x": 31.42953,
- "y": 52.80237
- },
- {
- "x": 51.66205,
- "y": 57.32731999999999
- },
- {
- "x": 38.16498,
- "y": 53.45429
- },
- {
- "x": 44.65573,
- "y": 61.14825
- }
- ]
- }
+ user_id: 0,
+ request_id: 0,
+ name: 'Kein anzeigbares Clustering',
+ cluster: [
],
- "x_label": "V1",
- "y_label": "V2",
- "iterations": 2,
- "distance_metric": "EUCLIDEAN",
- "silhouette_score": 0.6945587736089913,
- "davies_bouldin_index": 0.4205615850847846
+ x_label: '',
+ y_label: '',
+ iterations: 4,
+ used_distance_metric: 'EUCLIDEAN',
+ used_optK_method: 'ELBOW',
+ clusters_elbow: 21,
+ clusters_silhouette: 2
}
diff --git a/src/app/home/chart-container/table/table.component.css b/src/app/home/chart-container/table/table.component.css
new file mode 100644
index 0000000..1922e7f
--- /dev/null
+++ b/src/app/home/chart-container/table/table.component.css
@@ -0,0 +1,3 @@
+table {
+ width: 100%;
+}
diff --git a/src/app/home/chart-container/table/table.component.html b/src/app/home/chart-container/table/table.component.html
new file mode 100644
index 0000000..17d0ba6
--- /dev/null
+++ b/src/app/home/chart-container/table/table.component.html
@@ -0,0 +1,32 @@
+
+
+
+ Name
+ |
+
+
+
+ {{data.name}}
+ |
+
+
+
+ x |
+ {{data.x}} |
+
+
+
+ y |
+ {{data.y}} |
+
+
+
+
+
diff --git a/src/app/home/chart-container/table/table.component.spec.ts b/src/app/home/chart-container/table/table.component.spec.ts
new file mode 100644
index 0000000..a3f59d9
--- /dev/null
+++ b/src/app/home/chart-container/table/table.component.spec.ts
@@ -0,0 +1,21 @@
+import { ComponentFixture, TestBed } from '@angular/core/testing'
+
+import { TableComponent } from './table.component'
+
+describe('TableComponent', () => {
+ let component: TableComponent
+ let fixture: ComponentFixture
+
+ beforeEach(() => {
+ TestBed.configureTestingModule({
+ declarations: [TableComponent]
+ })
+ fixture = TestBed.createComponent(TableComponent)
+ component = fixture.componentInstance
+ fixture.detectChanges()
+ })
+
+ it('should create', () => {
+ expect(component).toBeTruthy()
+ })
+})
diff --git a/src/app/home/chart-container/table/table.component.ts b/src/app/home/chart-container/table/table.component.ts
new file mode 100644
index 0000000..4aaa1c7
--- /dev/null
+++ b/src/app/home/chart-container/table/table.component.ts
@@ -0,0 +1,82 @@
+import { AfterViewInit, Component, Input, OnChanges, SimpleChanges } from '@angular/core'
+import { ResponseInterface } from '../../../interfaces/response-interface'
+import { MockDaten } from '../chart/mock-daten'
+import { FlatTreeControl } from '@angular/cdk/tree'
+import { MatTreeFlatDataSource, MatTreeFlattener } from '@angular/material/tree'
+import { FlatTableDataset, TableDatasetInterface } from '../../../interfaces/tableDataset-interface'
+
+@Component({
+ selector: 'app-table',
+ templateUrl: './table.component.html',
+ styleUrls: ['./table.component.css']
+})
+export class TableComponent implements AfterViewInit, OnChanges {
+ @Input() kmeansResult: ResponseInterface | undefined
+ tableDataRaw: ResponseInterface = MockDaten
+ tableData: TableDatasetInterface[] = []
+
+ displayedColumns: string[] = ['name', 'x', 'y']
+
+ private transformer = (node: TableDatasetInterface, level: number): any => {
+ return {
+ expandable: !(node.children == null) && node.children.length > 0,
+ name: node.name,
+ x: node.x,
+ y: node.y,
+ level
+ }
+ }
+
+ treeControl = new FlatTreeControl(
+ node => node.level, node => node.expandable)
+
+ treeFlattener = new MatTreeFlattener(
+ this.transformer, node => node.level,
+ node => node.expandable, node => node.children)
+
+ dataSource = new MatTreeFlatDataSource(this.treeControl, this.treeFlattener)
+
+ ngAfterViewInit (): void {
+ this.fillTableData()
+ this.dataSource.data = this.tableData
+ console.log(this.tableData)
+ }
+
+ ngOnChanges (changes: SimpleChanges): void {
+ if (changes['kmeansResult'].currentValue !== undefined) {
+ if (this.kmeansResult != null) {
+ this.tableDataRaw = this.kmeansResult
+ this.fillTableData()
+ this.dataSource.data = this.tableData
+ console.log(this.tableData)
+ } else {
+ this.tableData = []
+ this.dataSource.data = this.tableData
+ }
+ }
+ }
+
+ fillTableData (): void {
+ this.tableData = []
+
+ this.tableDataRaw.cluster.map(cluster => {
+ const dataset: TableDatasetInterface = {
+ name: 'Centroid ' + (cluster.clusterNr + 1),
+ x: cluster.centroid.x,
+ y: cluster.centroid.y,
+ children: []
+ }
+ cluster.points.map(point => {
+ const pointData: TableDatasetInterface = {
+ name: 'point',
+ x: point.x,
+ y: point.y
+ }
+ dataset.children?.push(pointData)
+ return null
+ })
+ this.tableData.push(dataset)
+ return null
+ })
+ }
+}
diff --git a/src/app/home/home-services/api.service.spec.ts b/src/app/home/home-services/api.service.spec.ts
new file mode 100644
index 0000000..a88b626
--- /dev/null
+++ b/src/app/home/home-services/api.service.spec.ts
@@ -0,0 +1,16 @@
+import { TestBed } from '@angular/core/testing'
+
+import { ApiService } from './api.service'
+
+describe('ApiService', () => {
+ let service: ApiService
+
+ beforeEach(() => {
+ TestBed.configureTestingModule({})
+ service = TestBed.inject(ApiService)
+ })
+
+ it('should be created', () => {
+ expect(service).toBeTruthy()
+ })
+})
diff --git a/src/app/home/home-services/api.service.ts b/src/app/home/home-services/api.service.ts
new file mode 100644
index 0000000..fd85854
--- /dev/null
+++ b/src/app/home/home-services/api.service.ts
@@ -0,0 +1,46 @@
+import { Injectable } from '@angular/core'
+import { HttpClient, HttpParams } from '@angular/common/http'
+import { Observable } from 'rxjs'
+
+@Injectable({
+ providedIn: 'root'
+})
+export class ApiService {
+ public postKmeans (
+ csv: File,
+ column1?: number,
+ column2?: number,
+ kCluster?: number,
+ distanceMetric?: string,
+ clusterDetermination?: string
+ ): Observable {
+ let Params: HttpParams = new HttpParams()
+
+ if (column1 != null) {
+ Params = Params.set('column1', column1)
+ }
+ if (column2 != null) {
+ Params = Params.set('column2', column2)
+ }
+ if ((kCluster != null) && kCluster > 0) {
+ Params = Params.set('kCluster', kCluster)
+ }
+ if (distanceMetric != null) {
+ Params = Params.set('distanceMetric', distanceMetric)
+ }
+ if (clusterDetermination != null) {
+ Params = Params.set('clusterDetermination', clusterDetermination)
+ }
+
+ const formData = new FormData()
+ formData.append('file', new Blob([csv], { type: 'text/csv' }), csv.name)
+
+ return this.http.post(
+ 'https://beta.axellotl.de/clustering/perform-kmeans-clustering/',
+ formData,
+ { params: Params }
+ )
+ }
+
+ constructor (private http: HttpClient) { }
+}
diff --git a/src/app/home/home-services/csv-to-2-d-array.service.spec.ts b/src/app/home/home-services/csv-to-2-d-array.service.spec.ts
new file mode 100644
index 0000000..cfd6f80
--- /dev/null
+++ b/src/app/home/home-services/csv-to-2-d-array.service.spec.ts
@@ -0,0 +1,16 @@
+import { TestBed } from '@angular/core/testing'
+
+import { CsvTo2DArrayService } from './csv-to-2-d-array.service'
+
+describe('CsvTo2DArrayService', () => {
+ let service: CsvTo2DArrayService
+
+ beforeEach(() => {
+ TestBed.configureTestingModule({})
+ service = TestBed.inject(CsvTo2DArrayService)
+ })
+
+ it('should be created', () => {
+ expect(service).toBeTruthy()
+ })
+})
diff --git a/src/app/home/home-services/csv-to-2-d-array.service.ts b/src/app/home/home-services/csv-to-2-d-array.service.ts
new file mode 100644
index 0000000..40ade70
--- /dev/null
+++ b/src/app/home/home-services/csv-to-2-d-array.service.ts
@@ -0,0 +1,11 @@
+import { Injectable } from '@angular/core'
+
+@Injectable({
+ providedIn: 'root'
+})
+export class CsvTo2DArrayService {
+ csvTo2DArray (csvData: string): string[][] {
+ const rows = csvData.split(/\r\n|\n|\r/)
+ return rows.map(row => row.split(','))
+ }
+}
diff --git a/src/app/home/home-services/kmeans-local.service.spec.ts b/src/app/home/home-services/kmeans-local.service.spec.ts
new file mode 100644
index 0000000..0f33a1c
--- /dev/null
+++ b/src/app/home/home-services/kmeans-local.service.spec.ts
@@ -0,0 +1,16 @@
+import { TestBed } from '@angular/core/testing'
+
+import { KmeansLocalService } from './kmeans-local.service'
+
+describe('KmeansLocalService', () => {
+ let service: KmeansLocalService
+
+ beforeEach(() => {
+ TestBed.configureTestingModule({})
+ service = TestBed.inject(KmeansLocalService)
+ })
+
+ it('should be created', () => {
+ expect(service).toBeTruthy()
+ })
+})
diff --git a/src/app/home/home-services/kmeans-local.service.ts b/src/app/home/home-services/kmeans-local.service.ts
new file mode 100644
index 0000000..f35859a
--- /dev/null
+++ b/src/app/home/home-services/kmeans-local.service.ts
@@ -0,0 +1,119 @@
+import { Injectable } from '@angular/core'
+import { kmeans as KMeans } from 'ml-kmeans'
+import { ResponseInterface } from '../../interfaces/response-interface'
+import { CsvTo2DArrayService } from './csv-to-2-d-array.service'
+
+@Injectable({
+ providedIn: 'root'
+})
+export class KmeansLocalService {
+ csvData: string[][] = []
+ clusters: any[] = []
+
+ euclideanDistance (pointA: number[], pointB: number[]): number {
+ return Math.sqrt(pointA.reduce((sum, value, index) => sum + Math.pow(value - pointB[index], 2), 0))
+ }
+
+ manhattanDistance (pointA: number[], pointB: number[]): number {
+ return pointA.reduce((sum, value, index) => sum + Math.abs(value - pointB[index]), 0)
+ }
+
+ elbowMethod (data: number[][], maxClusters: number, distanceMetric: string): number {
+ const ssd: number[] = [] // Sum of Squared Distances for different cluster numbers
+
+ const distanceFunction = distanceMetric === 'EUCLIDEAN' ? this.euclideanDistance : this.manhattanDistance
+
+ for (let i = 1; i <= maxClusters; i++) {
+ const result = KMeans(data, i, { distanceFunction })
+ let currentSSD = 0
+ for (let j = 0; j < data.length; j++) {
+ const centroid = result.centroids[result.clusters[j]]
+ currentSSD += distanceFunction(data[j], centroid) ** 2
+ }
+ ssd.push(currentSSD)
+ }
+ // Calculate the rate of change of SSD (first derivative)
+ const ratesOfChange = ssd.slice(1).map((value, index) => ssd[index] - value)
+ // Calculate the second derivative
+ const secondDerivative = ratesOfChange.slice(1).map((value, index) => ratesOfChange[index] - value)
+ // Find the index of the maximum value in the second derivative
+ const elbowPoint = secondDerivative.indexOf(Math.max(...secondDerivative))
+ // Convert SSD values to an array of x and y coordinates
+ // const coordinates = ssd.map((value, index) => ({ x: index + 1, y: value }))
+
+ // Return the optimal number of clusters
+ return elbowPoint + 2 // +2 because the index is 0-based and we started from k=1
+ }
+
+ async performKMeans (csv: File, k: number, useOptK: boolean, distanceMetric: string): Promise {
+ return await new Promise((resolve, reject) => {
+ const fileReader = new FileReader()
+
+ fileReader.onload = () => {
+ const content = fileReader.result as string
+ this.csvData = this.csvTo2DArrayService.csvTo2DArray(content)
+
+ const dataAsNumbers = this.csvData.slice(1)
+ .map(row => row.map(value => parseFloat(value)))
+ .filter(row => row.length === this.csvData[1].length)
+
+ if (useOptK) {
+ k = this.elbowMethod(dataAsNumbers, 100, distanceMetric)
+ }
+ const result = KMeans(dataAsNumbers, k, {
+ distanceFunction: distanceMetric === 'EUCLIDEAN' ? this.euclideanDistance : this.manhattanDistance
+ })
+
+ const jsonResult = this.convertToJSONFormat(result, dataAsNumbers, csv.name, distanceMetric)
+
+ resolve(jsonResult) // Resolviere das Promise mit dem Ergebnis
+ }
+
+ fileReader.onerror = (error) => {
+ reject(error) // Falls ein Fehler beim Lesen der Datei auftritt, rejecte das Promise
+ }
+
+ fileReader.readAsText(csv)
+ })
+ }
+
+ convertToJSONFormat (result: any, data: number[][], fileName: string, distanceMetric: string): ResponseInterface {
+ if (this.csvData.length === 0 || this.csvData[0].length < 2) {
+ console.error('Invalid CSV data format')
+ }
+
+ const xLabel = this.csvData[0][0]
+ const yLabel = this.csvData[0][1]
+
+ const clusters = result.centroids.map((centroid: number[], index: number) => {
+ const points = data.filter((_, dataIndex) => result.clusters[dataIndex] === index)
+ return {
+ clusterNr: index,
+ centroid: {
+ x: centroid[0],
+ y: centroid[1]
+ },
+ points: points.map(point => ({
+ x: point[0],
+ y: point[1]
+ }))
+ }
+ })
+
+ return {
+ user_id: 0,
+ request_id: 0,
+ name: `K-Means Ergebnis von: ${fileName}`,
+ cluster: clusters,
+ x_label: xLabel,
+ y_label: yLabel,
+ iterations: result.iterations,
+ used_distance_metric: distanceMetric,
+ used_optK_method: 'deine Mutter',
+ clusters_elbow: 0,
+ clusters_silhouette: 0
+ }
+ }
+
+ constructor (private csvTo2DArrayService: CsvTo2DArrayService) { }
+}
diff --git a/src/app/home/home.component.css b/src/app/home/home.component.css
index 3dfc867..d77688b 100644
--- a/src/app/home/home.component.css
+++ b/src/app/home/home.component.css
@@ -17,15 +17,16 @@
}
.sidenav-item-left {
- flex:0 0 50%;
+ flex: 0 0 50%;
margin-right: 50px;
+ align-self: baseline;
}
.sidenav-item-right {
flex: 1;
}
-@media (max-width: 60rem) {
+@media (max-width: 60rem) { /*Bei Mobile Bildschirmen in Hochkant*/
.sidenav-content {
display: flex;
flex-wrap: wrap;
@@ -35,6 +36,11 @@
transform: translateX(50px);
margin-bottom: 30px;
}
+ .drawer-header {
+ display: flex;
+ flex-wrap: wrap;
+ justify-content: space-between;
+ }
}
mat-drawer {
@@ -52,3 +58,19 @@ mat-drawer {
position:absolute;
bottom:0;
}
+
+.loading-spinner {
+ position: absolute;
+ left: 50%;
+ top: 50%;
+ font-size: 200px;
+ z-index: 10;
+}
+
+.grey-background {
+ background-color: rgba(106, 106, 106, 0.5);
+ position: absolute;
+ width: 100vw;
+ height: 100vh;
+ z-index: 9;
+}
diff --git a/src/app/home/home.component.html b/src/app/home/home.component.html
index 9ce76f0..4043d06 100644
--- a/src/app/home/home.component.html
+++ b/src/app/home/home.component.html
@@ -1,6 +1,6 @@
-
+