Finally the new 2019 CMHC Rms data is out. As expected, the high-level numbers are pretty bleak. For Metro Vancouver the vacancy rate inched up a tiny bit from 1.0% in October 2018 to 1.1% in October 2019. In the City of Vancouver the vacancy rate similarly crept from 0.8% in October 2018 to 1.0% in October 2019.
With the slight uptick in vacancy rate, both areas saw somewhat lower rents increases, with the (nominal) fixed-sample rent increase in the year before October 2019 clocking in at 4.
Just came across this excellent flow map tool that takes a google sheet and turns it into an interactive flow map. It’s super-easy to use, here is a quick demo.
We are using the commuting flow data between census subdivisions from the 2016 census. First we load the required libraries
library(tidyverse) library(cancensus) #remotes::install_github("mountainmath/statcanXtabs") library(statcanXtabs) library(sf) library(googlesheets4) Next we create the google sheet for our flow map. It comes with three sheets, one defining overall properties, one defining the locations and one for the flows.
Almost three years ago I ran the numbers to identify “Vancouver’s most lucrative fire hydrant”.
Behold, Vancouver's most lucrative fire hydrant. 815 tickets issued in 7 years. Red curb markings might be advisable. Data via @VanOpenData pic.twitter.com/j4Po9UpiCc
— Jens von Bergmann (@vb_jens) February 1, 2017 Being a card-carrying Shoupista it’s high time for me to do an update. And looking back I can’t help but realize how my approach to data analysis, even about such trivial things as parking tickets, has changed since then.
(Joint with Nathan Lauster and cross-posted at HomeFreeSociology)
Property Tax Snacks Residential Property Taxes have been rising in Vancouver. As always, we’re seeing a lot of sturm and drang about the rise. But we think it’s ultimately a good thing. Why? Here’s three perspectives. From a fiscal perspective, property taxes pool our resources to enable our government to pursue projects and provide for the common good. They’re a big component of how we take care of each other and set priorities.
The long awaited first batch of data from the Canadian Housing Survey came out yesterday. The Canadian Housing Survey (CHS) is a new survey that aims give a better idea of well housing needs of Canadians are met.
Right now there are four tables publicly available, and we will give a quick tour of what’s out there, with a focus on Metro Vancouver, Toronto, Montréal and Calgary.
This post is meant as a quick overview of what’s available right now, the code is available on GitHub for anyone that wants to explore this further.
