uoacer/land_use repository overview

⁠land_use

Predicting future land use in Auckland using Python

⁠Installation

Linux/Mac:
sudo pip3 install -r requirements.txt

Windows:

• Install Python 3.9.5 64bit from https://www.python.org/ftp/python/3.9.5/python-3.9.5-amd64.exe⁠, and add it to your PATH
• Install pipwin with the command pip install pipwin
• Use pipwin to install the available binary wheels with the command pipwin install -r requirements.txt.
• Install the remaining packages with pip install -r requirements.txt

⁠Running

jupyter-notebook preprocess.ipynb

⁠Running with docker

docker run --rm --volume `pwd`:/app --publish 8888:8888 uoacer/land_use

⁠Data sources

• LRIS Land Cover Database (lris-lcdb-v50-land-cover-database-version-50-mainland-new-zealand-FGDB.zip): https://lris.scinfo.org.nz/layer/104400-lcdb-v50-land-cover-database-version-50-mainland-new-zealand/⁠

• 8M DEM (lds-nz-8m-digital-elevation-model-2012-GTiff-auckland-region.zip): https://data.linz.govt.nz/layer/51768-nz-8m-digital-elevation-model-2012/⁠

• Road centrelines (lds-nz-road-centrelines-topo-150k-FGDB.zip): https://data.linz.govt.nz/layer/50329-nz-road-centrelines-topo-150k/⁠

• Population projections by TALB (subnational-population-projections-2018base-2048.xlsx): https://www.stats.govt.nz/information-releases/subnational-population-projections-2018base2048⁠

• Regional councils (statsnzregional-council-2021-clipped-generalised-FGDB.zip): https://datafinder.stats.govt.nz/layer/105134-regional-council-2021-clipped-generalised/⁠

• Territorial Authority Local Board (statsnzterritorial-authority-local-board-2021-clipped-generalised-FGDB.zip): https://datafinder.stats.govt.nz/layer/105136-territorial-authority-local-board-2021-clipped-generalised/⁠

• Public hospitals: https://hub.arcgis.com/datasets/eaglegis::nz-public-hospitals-/⁠

• Bus and train stops (BusService.geojson, BusRoutes.geojson, TrainService.geojson): https://data-atgis.opendata.arcgis.com/⁠

• Bus usage by route: https://at.govt.nz/about-us/reports-publications/at-metro-patronage-report/⁠ / https://at.govt.nz/media/1985716/auckland-transport-bus-performance-report-for-01-january-2019-through-30-april-2021.xlsx⁠

• Schools (schools-OSM.geojson): https://github.com/UoA-eResearch/billboards/blob/master/schools.geojson⁠ (from OSM/overpass)

• Schools (schools-govt.csv): https://www.educationcounts.govt.nz/directories/list-of-nz-schools⁠

• Parking (all available datasets): https://data-atgis.opendata.arcgis.com/search?tags=Parking⁠

• Parking (parking service): https://data-atgis.opendata.arcgis.com/datasets/ATgis::car-parking/⁠

• Parking (park and ride): https://data-atgis.opendata.arcgis.com/datasets/4da9854830184c698dc38ca8d4a63927_5/⁠

• CoreLogic house sale prices (not included in this repository due to licence): http://library.auckland.ac.nz/eproducts/NZ_housedata/residential-property.htm⁠

• Building Consents by SA2 (1990 to 2021): https://www.stats.govt.nz/information-releases/building-consents-issued-april-2021⁠

• SA2 2021: https://datafinder.stats.govt.nz/layer/105175-statistical-area-2-2021-generalised/⁠

• Hospitals: https://hub.arcgis.com/datasets/2340b390407642859ee4a43fd20d490f_0/about⁠

• Commuter flows (2018-census-main-means-of-travel-to-work-by-statistical-area.csv): https://datafinder.stats.govt.nz/table/104720-2018-census-main-means-of-travel-to-work-by-statistical-area-2/⁠

• Car crashes (Crash_Analysis_System_(CAS)_data.zip): https://opendata-nzta.opendata.arcgis.com/datasets/crash-analysis-system-cas-data-1/explore?location=-36.902527%2C174.782960%2C12.58⁠

• Places of worship (place_of_worship-OSM.geojson): https://overpass-turbo.eu/s/1913⁠

• Supermarkets (supermarkets-OSM.geojson): https://overpass-turbo.eu/s/1911⁠

Others:

• Could incorporate flood prone areas: https://www.arcgis.com/home/item.html?id=471fb8f4a5fe4e2698e7746681b76393⁠

⁠Notebooks

These Python Jupyter (.ipynb) notebooks have been converted to HTML with jupyter-nbconvert --to html preprocess.ipynb for ease of viewing results

• preprocess⁠
• predict⁠

⁠Output GIFs