Category Archives: DataViz

Close Packing Defect Formations (crystal formation)

Visualizing the formation of Close-packing defects using equal spheres.

I rolled a bunch of balls into a closed container. The top of the container is invisible and only tall enough to fit one layer of balls. once the balls finish falling, they arrange themseleves into some pretty interesting patterns.

All the usual suspects showed up:
– Point Defects, Crystallographic defect (Highlighted by different colors)
– Grain Boundaries, Lattice Regions seperated by different angles.

Below are a couple animations I rendered displaying the formation of the interesting lattice patterns.

Perfect Mirror Room

Perspective from a room in which the floor, walls, and ceiling are made out of perfect mirrors. What would all those reflections look like? The images and animations below were rendered using Blender.

Mirror depth, 5 and 10. Empty room only contains light source.
mirror depth 5mirror depth 10

Mirror depth 50 empty room and mirror depth 50 with visible objects (Click images for higher resolution)
mantascode_PerfectMirrorRoom50depthmantascode_PerfectMirrorRoom50depthWithGreenSpheresmantascode 50 mirror depth red glass ballmantascode_PerfectMirrorRoom50depthWithBLUESpheres

Denver cocaine, guns, and heroin maps. (Denver Police)

The Denver Police Department recently released an interesting crime dataset at The data represents approximately a half a decade worth of police incident reports.

Below are some maps I created using CartoDB. Click on the images for higher resolution.


Cocaine (Sell vs. Possess)



Heroin (Sell vs. Possess)

Bonus Graffiti Map
DENVER graffiti_MAP

London bicycle theft maps

Between stuffing their faces with Jaffa Cakes, and using the term “inn’it” after every statement, these Londoninians enjoy stealing each other’s bicycles.

2014 – 2015 Bicycle theft maps.

Click to enlarge [2576×1968] 6.16mb

[1549×1466] 1.6mb
london bike theft 2 years

The data is from C# on how it was parsed can be found here.

Original Concept Art

Health Care Information Data Breaches Affecting 500 or More Individuals. [2010 – 2015]

Health Care Information Data Breaches Affecting 500 or More Individuals. [2010 – 2015] This data was found on /r/datasets,

As required by section 13402(e)(4) of the HITECH Act, the Secretary must post a list of breaches of unsecured protected health information affecting 500 or more individuals. These breaches are now posted in a new, more accessible format that allows users to search and sort the posted breaches. Additionally, this new format includes brief summaries of the breach cases that OCR has investigated and closed, as well as the names of private practice providers who have reported breaches of unsecured protected health information to the Secretary. The following breaches have been reported to the Secretary

State Map by Incidents.
health breach incidents by state

State Map by Total individuals affected.

Yearly Incidents and Individuals affected.

Reasons and locations
reasons and location

London Drug Map

A look into open data about crime and policing in England.
londondrugs banner
Found at I downloaded a date range from 2011 through 2016, ~5 years. The uncompressed filesize for all select-able policing forces was approximately 5.45 GB. A quick C# script was written to filter out only the “Drug” crime type category, and it’s long/lat degree coordinates.

The output was used to make the map below. Click map for larger size.


1more londonmap

The downloadable data comes in a multi-directory/multi-file structure. Below is a c# console application which was created to parse the root folder, and export the specific crime type’s coordinates throughout out all the files.