File size: 1,327 Bytes
707bf00 841b68c 707bf00 54c4055 707bf00 54c4055 841b68c 2541b7d b442d00 2541b7d b442d00 2541b7d 60aab3f b8e7ccc 2541b7d 841b68c |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 |
---
Developed by: GivingTuesday Data Commons
license: apache-2.0
Model Type: Regex Classifier
Training Data: 3.6k examples from the 990 database
Accuracy: Weighted F1 score of 0.948 on a test dataset of 500 examples.
language:
- en
---
## Notebooks
- [Schedule O classifier notebook](https://huggingface.co/GivingTuesday/schedule_o/blob/main/notebooks/schedule_o_classifier_notebook.ipynb)
# Details
This model (Refer to [Notebooks](https://huggingface.co/GivingTuesday/schedule_o/blob/main/notebooks/schedule_o_classifier_notebook.ipynb) section of the files in the current repository) classifies open-ended Schedule O text from IRS Forms 990 and 990-EZ into the specific part of the return that the filer is referencing. Given the filer’s narrative description of which section they are providing supplemental information for, the model returns a single standardized label from the following set: `I EZ`, `II EZ`, `III EZ`, `V EZ`, `III`, `V`, `VI`, `VII`, `IX`, `XI`, `XII`, or `Unknown`. This enables consistent tagging, aggregation, and analysis of Schedule O content across both Form 990 and Form 990-EZ filings.
## Author
**The model was developed by: Zilun Lin - GivingTuesday Data Commons**
*Note*: In implementation, be sure to adjust any source and target table references to match your specific environment. |