Second city: Nairobi¶
The same data → screen → region_builder → method → eval → render pipeline as the
Cape Town examples, run on a second country: Kenya kblock data clipped to the
Nairobi metro bounding box, plus Open Buildings (data=nairobi_full), driven by the same
composable BlockMetric variants used throughout this site. Each row below is its own run through
that pipeline, reproducible end to end from the command recorded in its own meta.json.
| variant | metric | blocks in region | OSM baseline |
|---|---|---|---|
| multiblock_depth_density | depth_density |
7 | yes |
Shipped as-is, and why that is the honest framing¶
Nairobi's fabric is messier than Cape Town's, and these runs ship exactly as they came out rather than being tuned to look tidy. What does not carry over from the Cape Town examples:
- Region sizes. Nairobi's blocks are bimodal — some enormous, some tiny — so a building budget tuned against Cape Town's block-size distribution produces very different regions depending on which end of that distribution a run's seed block happens to fall on. No single budget fits every case.
- OSM footpath coverage. The
depthanddepth_densityregions above carry a usable as-builtosm_footpathsbaseline alongside the synthesized methods; thedensity_compactnessregion has essentially no mapped footpaths, so its frontier grades only the synthesized methods, with nothing as-built to compare against — the table's OSM baseline column shows this directly.
The screens and metric behaviour carry over cleanly from Cape Town; region-growth tuning and OSM coverage are what differ, and the table above is where that difference actually shows up, rather than a claim made about it in this paragraph.
No ground truth here¶
The screen bake-off validates the screening stage against the City of Cape Town's
own informal-structure survey — and that survey has no Nairobi counterpart. reblock.data.informal
records the search behind that absence (the City's ArcGIS portal, openAFRICA, HDX, and OSM
Overpass) coming up empty. Its precision/recall evidence is Cape Town only and does not extend to
anything on this page: what appears above is what each method's frontier measures on its own
terms, not a validated claim about which Nairobi blocks actually need reblocking.