Exactextract Tutorial

[tm-jc-nacpil]

Adds tutorial for exactextract zonal stats as a new section at the end of the current notebook

So far, I've written the ff.

1. Replicating the same tutorial (adm1, grid AOIs, bing tile AOIs), just with exactextract
2. A simple multiband example

Things I think we could add -- lmk your thoughts on this!

1. Speed test between basic and exactextract functions
2. Weighted statistics (technically supported by exactextract, but I haven't actually tried this yet, see: https://github.com/isciences/exactextract?tab=readme-ov-file#supported-statistics)
3. include_cols and include_geoms params (I think not super needed since it's just changing the output table but not what's calculated)

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[tm-danna-ang]

Things I think we could add -- lmk your thoughts on this!

Hi @tm-jc-nacpil! Lgtm 😄 just wondering why the output wasn't save for Bing Tile Grid Tile AOIs (exactextract).

1. Speed test between basic and exactextract functions

Sounds good! Maybe we can have a separate notebook for the benchmarking.

2. Weighted statistics (technically supported by exactextract, but I haven't actually tried this yet, see: https://github.com/isciences/exactextract?tab=readme-ov-file#supported-statistics)

Not sure if other Geo are using weighted statistics so we can put this on low prio for now unless if you already have a use case for it.

3. include_cols and include_geoms params (I think not super needed since it's just changing the output table but not what's calculated)

You can add a brief note in the tutorial notebook on how to use them or describe sample use cases.

[tm-jc-nacpil]

Latest commit adds the ff.!

• Speed and output result comparisons between exactextract and rasterstats
• Addition of recommendations when to use the rasterstats and exactextract modules
• Examples for using include_cols and include_geom
• Minor bug fix for handling single dict aggregations

[tm-danna-ang]

The tutorial looks great! 😄 Just have some alternate suggestions for a few parts.