https://store-images.s-microsoft.com/image/apps.48154.49241579-4669-4c4c-8bd6-6ac0ad6e0f8d.14bb14cd-a321-4623-956d-ca6ae1b21037.d191ed30-9435-413a-8348-c5b4e920dc79

Crime Prediction: 10-Wk Proof of Concept

Analytikus, LLC

This engagement delivers a working Proof of Concept for crime prediction.

Our experts use Power BI and Machine Learning to predict the probability of the occurrence of a crime, in a particular place, on a particular day and time.

Agenda

Week 1-4

  • Analysis data sources
  • Transform data to fit the needs of our advanced analytical solution
  • Cleanse data and remove errors
  • Modify data types to support specific calculations

Week 5-7

Construction of prediction models to obtain a risk index by type of crime / hour / day / location. The following prediction techniques are used:

  • Neural networks
  • Logistic regression
  • Multinomial regression
  • Decision trees

Construction of explanatory early warning models for modus operandi. Types of modus operandi; up, to the low, news.

Week 8-10

  • Display of probability of occurrence by type of crime / day-time / modus operandi and location (block):

Map where you can choose:

  • The risk of occurrence indicator by type of crime / day / hour.
  • The granularity level of visualization: points, blocks, quadrants, zones, etc.
  • A particular polygon to filter the rest of the report

Context graphics where you can display the filter used on the map: * Risk factors * Historical view of crimes * Context variables

Deliverables

The following deliverables will be provided as part of this engagement:

  • Proof of Concept Summary and Recommendations
  • Dashboards in Power BI to analyze the results
С един поглед
https://store-images.s-microsoft.com/image/apps.39399.49241579-4669-4c4c-8bd6-6ac0ad6e0f8d.14bb14cd-a321-4623-956d-ca6ae1b21037.7e372f60-caa2-4839-9115-70f114c212ec
https://store-images.s-microsoft.com/image/apps.58938.49241579-4669-4c4c-8bd6-6ac0ad6e0f8d.14bb14cd-a321-4623-956d-ca6ae1b21037.f3d5f136-2327-4bfb-911f-6490c3c93c84
https://store-images.s-microsoft.com/image/apps.12292.49241579-4669-4c4c-8bd6-6ac0ad6e0f8d.14bb14cd-a321-4623-956d-ca6ae1b21037.16574fe0-9763-4a1e-9317-402e8a0ee557