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18 changes: 17 additions & 1 deletion README.Rmd
Original file line number Diff line number Diff line change
Expand Up @@ -31,6 +31,7 @@ This repository contains code, data, and documentation for the Cook County Asses
| 2022 | North | County-wide LightGBM model | R (Tidyverse / Tidymodels) | [Link](https://github.com/ccao-data/model-res-avm/tree/2022-assessment-year) |
| 2023 | South | County-wide LightGBM model | R (Tidyverse / Tidymodels) | [Link](https://github.com/ccao-data/model-res-avm/tree/2023-assessment-year) |
| 2024 | City | County-wide LightGBM model | R (Tidyverse / Tidymodels) | [Link](https://github.com/ccao-data/model-res-avm/tree/2024-assessment-year) |
| 2025 | North | County-wide LightGBM model | R (Tidyverse / Tidymodels) | [Link](https://github.com/ccao-data/model-res-avm/tree/2025-assessment-year) |

# Model Overview

Expand Down Expand Up @@ -357,7 +358,7 @@ param_tbl_fmt <- param_tbl %>%
na.rm = TRUE
) %>%
mutate(description = replace_na(description, "")) %>%
arrange(category)
arrange(category, variable_name)
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It was annoying me that variables were not in alphabetical order within category.


# Write machine-readable version of the table to file
param_tbl_fmt %>%
Expand Down Expand Up @@ -564,6 +565,12 @@ This repository represents a significant departure from the old [residential mod
* Modified features: distance to road now uses Illinois Department of Transportation street data instead of OpenStreetMap.
* Added _lots_ of additional bug fixes and minor improvements.

### [`assessment-year-2026`](https://github.com/ccao-data/model-res-avm/tree/2026-assessment-year)

* Changed how complex IDs are generated for class 210 and 295 town/rowhomes. The new method removes grouping on class since
the ID generation already fuzzy matches on year built which is the only difference between the classes.
* Greatly expanded analyst hand-review into the sales validation process, augmenting the preexisting algorithmic checks. Analyst decisions supercede any conflicting algorithmic outcomes now.

# Ongoing Issues

The CCAO faces a number of ongoing issues which make modeling difficult. Some of these issues are in the process of being solved; others are less tractable. We list them here for the sake of transparency and to provide a sense of the challenges we face.
Expand Down Expand Up @@ -863,6 +870,15 @@ The data issue caused some sales to be omitted from the `2024-02-06-relaxed-tris
- [land_nbhd_rate_data.parquet](https://ccao-data-public-us-east-1.s3.amazonaws.com/models/inputs/res/2025/land_nbhd_rate_data.parquet)
- [training_data.parquet](https://ccao-data-public-us-east-1.s3.amazonaws.com/models/inputs/res/2025/training_data.parquet)

#### 2026

- [assessment_data.parquet](https://ccao-data-public-us-east-1.s3.amazonaws.com/models/inputs/res/2026/assessment_data.parquet)
- [char_data.parquet](https://ccao-data-public-us-east-1.s3.amazonaws.com/models/inputs/res/2026/char_data.parquet)
- [complex_id_data.parquet](https://ccao-data-public-us-east-1.s3.amazonaws.com/models/inputs/res/2026/complex_id_data.parquet)
- [hie_data.parquet](https://ccao-data-public-us-east-1.s3.amazonaws.com/models/inputs/res/2026/hie_data.parquet)
- [land_nbhd_rate_data.parquet](https://ccao-data-public-us-east-1.s3.amazonaws.com/models/inputs/res/2026/land_nbhd_rate_data.parquet)
- [training_data.parquet](https://ccao-data-public-us-east-1.s3.amazonaws.com/models/inputs/res/2026/training_data.parquet)

Comment on lines +877 to +883
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Worth double-checking these links work as expected.

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[Praise] Works properly for me!

For other data from the CCAO, please visit the [Cook County Data Portal](https://datacatalog.cookcountyil.gov/).

## System Requirements
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