HereProject

This Web App is a navigation application, which suggests the safest way from a source to a destination taking the accidents data into account. Google/Here maps typically suggests the minimum time route, our app on the other hand uses the Here Maps APIs avoiding the accident prone neighbourhoods in Toronto.

We applied the two machine learning strategies of K-Means Clustering and Classification models to determine the severity of an accident as well as the accident prone neighbourhoods.

Finally, we prepared a navigation application which avoids the accident prone areas on top of the APIs pro- vided by HereMaps and the data results from Machine Learning, in addition to other functions.

WebApp Demo(Angular)

Default route suggested by Google Maps:

The below screenshot shows the default route, which passes through the green highlighted region.

The green region is an accident-prone region and shall be avoided.

Rerouted by Web App:

Our web-application suggests the route which avoids all the accident heavy routes.

Submission

Final project codebase for the project submission of coursework EECS 6414 at York University.

Data Set

We use the KSI Dataset published by toronto police, containing the accident list and its severity. This dataset includes all traffic collisions events where a person was either Killed or Seriously Injured (KSI) from 2006 – 2019. For more information about Killed or Seriously Injured (KSI) statistics click

K-Means Clustering with elbow method

We finally used K-Means clustering with embow method. Below are the stats:

How to Run

• npm install
• ng build
• ng serve for a dev server. Navigate to http://localhost:4200/ The app will automatically reload if you change any of the source files.

Code scaffolding

Run ng generate component component-name to generate a new component. You can also use ng generate directive|pipe|service|class|guard|interface|enum|module.

Build

Run ng build to build the project. The build artifacts will be stored in the dist/ directory. Use the --prod flag for a production build.

Running unit tests

Run ng test to execute the unit tests via Karma.

Running end-to-end tests

Run ng e2e to execute the end-to-end tests via Protractor.

Further help

To get more help on the Angular CLI use ng help or go check out the Angular CLI README.