Transit Data

Playing with our new R API wrapper for transit data from Transitland

Jens von Bergmann

3 minute read

The other day I was catching a bus home later at night, which made me acutely aware that I should not take the frequent daytime transit in Vancouver for granted. On the ride home I decided to dig into this and grab some transit data. We have played with transit data before, but since this was going to be the second time it was high time for a quick R package to standardize our efforts and simplify things for the next time around.

Extra School Tax

Impacts of the Extra School Tax in City of Vancouver

Jens von Bergmann

3 minute read

The new BC provincial budget had lots of interesting changes. One of them is the additional school tax on residential properties, charged at a rate of 2 basis points (0.002) of the assessed value above $3M and an additional 2 basis points of the assessed value above $4M. After some initial confusion the province clarified that this tax will not to apply to purpose built rental buildings, each of which is typically one single taxable property, which can easily breach the $3M threshold for multi-unit buildings.

Taxable Dwelling Density

When density maps mostly just show population density.

Jens von Bergmann

2 minute read

Vancouver pushed out a heatmap of dwelling units that have so far failed to declare their empty homes tax status. With everyone eagerly awaiting data on the empty homes tax declaration we wonder what can be learned from the map. Turns out not much, the city did not normalize by the number of dwelling units subject to the tax. So to first order, this is just a heatmap of where people live, which xkcd coined pet peeve #208.

Building Permits

Trawling through permit data.

Jens von Bergmann

7 minute read

The City of Vancouver has put up building permit data yesterday, and Aaron Licker swiftly took a look at the data and teased out some interesting bits. @VanOpenData @vb_jens @LausterNa Thanks CoV for the new building and demo permit data. There is clearly a pattern with regards to the pace of residential (re)development (ie demolitions) in the City — Aaron Licker (@LGeospatial) February 22, 2018 We have been asking for this data for quite a while, so we had to take a look too.

Neighbourhood Level Census Data

The value of stable geographies.

Jens von Bergmann

6 minute read

The neighbourhood level custom tab the City of Vancouver pulls for every census has arrived on the open data portal today. We have not worked much with that data because the 2011 dataset excluded the NHS, but it’s worth revisiting with the 2016 data now available. (Hopefully the 2011 NHS data will get retroactively added, it’s a bit of a shame that it’s missing and CoV return rates were quite reasonable.