Add evaluation/analysis notebooks

[orianac]

Adding more analysis notebooks for the docs site.

@andersy005 could you move the following notebooks such that they can appear on the docs site?

• compare-risk-buildings.ipynb
• benchmarking.ipynb
• score_bins.ipynb
• california_comparison.ipynb
• compare-risk-raster.ipynb

We'll want to update these with the latest prod run so that the figures are representative of our data, so hold off on merging until we do that.

Also, please add any comments - very appreciated!

[andersy005]

@orianac, i'm unable to run this notebook because it appears it references some local files that weren't added to this branch. are these files available in our S3 bucket? if so, can you point me to their location. if not, can you upload them to the S3 bucket?

tracts_dict = {}
for statistic in ['corr_low', 'low_bias', 'high_bias']:
    tracts_dict[statistic] = gpd.read_file(f'{statistic}_tracts_{version}.shp', index_col=0)

[andersy005]

for consistency, can we centralize our inputs/outputs to use the carbonplan-ocr bucket instead of introducing yet another bucket?

for example, we're currently loading inputs and saving outputs to carbonplan-risks:

# Loading input
states = gpd.read_file('s3://carbonplan-risks/shapefiles/cb_2018_us_state_20m.zip')

# Saving output
buildings_in_census_tracts.to_parquet(
    f's3://carbonplan-risks/shapefiles/buildings_tracts_{version}_geo.parquet'
)

could we migrate these to use carbonplan-ocr instead?

[katamartin]

Next steps:

1. @andersy005 to merge change adding consolidated parquet file generation to production pipeline
2. @andersy005 to run production pipeline
3. @andersy005 to update these notebooks with new data + parquet file
4. @andersy005 to merge this PR!
5. @orianac to update score bins notebook to add in 0 < RPS < 0.01 bin (follow-up PR)
6. @orianac to update methods doc to point back to score bins notebook (or at least describing the binning logic in alignment with happens in notebook)

[andersy005]

@orianac / @katamartin, i updated the following notebooks with the new data (v0.12.0)

• compare-risk-buildings.ipynb
• score-bins.ipynb (the notebook still needs the updates mentioned in Add evaluation/analysis notebooks #302 (comment))
• california-comparison.ipynb

@orianac, i wasn't able to update this notebook because it uses some files that appear to be available on your local branch

• compare-risk-raster.ipynb

i'm going to merge this PR as we discussed on Friday. please open follow up PRs to fix anything i may have missed