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ModelEarth committed Mar 13, 2024
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Expand Up @@ -15,9 +15,9 @@ For comparison: [Imputing Missing Values in the US Census Bureau's County Busine

## Data Extraction

Currently, data is extracted using Python's urllib library (see extract_BLS_QCEW.py). This script accesses the BLS data directly through the permanent URL.
Currently, data is extracted using Python's urllib library (see extract\_BLS\_QCEW.py). This script accesses the BLS data directly through the permanent URL.

- TODO: Make extract_BLS_QCEW.py script more customizable and allow for user input prompts.
- TODO: Make extract\_BLS\_QCEW.py script more customizable and allow for user input prompts.
- TODO: Figure out if we should pull from our [pre-processed FIPS and ZTCA annual files](http://model.earth/community-data/process/python/bea). -- [View annual output](https://github.com/ModelEarth/community-data/tree/master/industries/naics/US/counties)
- TODO: Document how we could use ML processes with the [EPA's Flowsa library](https://github.com/USEPA/flowsa).

Expand All @@ -33,7 +33,7 @@ A separate model is created for each NAICS code. The training and testing sets a

Model persistence during development is guaranteed by setting the random state numbers of both the data splitting process and the model training process.

Note: Currently, the model_test_single.py script will only create models for predicting employment level or wages, not both at the same time. The models only use existing data as the X and y sets, but more information, such as population size and average wage of the FIPS code might be added.
Note: Currently, the model\_test\_single.py script will only create models for predicting employment level or wages, not both at the same time. The models only use existing data as the X and y sets, but more information, such as population size and average wage of the FIPS code might be added.

## Model Testing

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