itsleeds / trafficsim

Simulate traffic levels on the network starting with OD data
GNU Affero General Public License v3.0
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Newcastle Urban Observatory sensors #1

Open joeytalbot opened 1 year ago

joeytalbot commented 1 year ago

There are a wide range of data available:

joeytalbot commented 1 year ago

Here are the sensor locations for car counts in 2021. They span across Tyne and Wear and beyond. car count 2021 locations

joeytalbot commented 1 year ago

Number plate matching: number plate matching

Robinlovelace commented 1 year ago

Looking like a good basis for evaluating estimates of traffic volumes at the segment level :+1:

joeytalbot commented 1 year ago

2021 Newcastle data:

Car count:

Plates match:

Traffic flow:

People count:

Walking:

joeytalbot commented 1 year ago

Can get data raw, hourly, daily, weekly

joeytalbot commented 1 year ago

Plates In, Jan 2021 plates in

joeytalbot commented 1 year ago

plates in graph

joeytalbot commented 1 year ago

sum plates in

joeytalbot commented 1 year ago

After correcting the location data and removing bus sensors, the correlation is much better. R squared = 0.237. Still low, but the graph looks more reasonable. plates in jan 21

Robinlovelace commented 1 year ago

Great stuff Joey!

mem48 commented 1 year ago

Is the poor correlation due to commute data only? Would https://github.com/ITSLeeds/NTEM2OD/releases help?

mem48 commented 1 year ago

Also, I've suggested to my new dissertation student working on traffic prediction to look into Newcastle as a possible case study location.

Robinlovelace commented 1 year ago

:+1:

joeytalbot commented 1 year ago

Days with full data; removed sensors with no traffic. R squared = 0.26 Screenshot from 2023-02-02 14-16-42

joeytalbot commented 1 year ago

data quality

joeytalbot commented 1 year ago

corrected

joeytalbot commented 1 year ago

new map

joeytalbot commented 1 year ago

stadiums

joeytalbot commented 1 year ago

st james park