East Africa Operational Data
Collection
Live-domain datasets grounding coordination agents: civic, climate, agriculture, health NLP. • 3 items • Updated
Datasets:
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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 11 new columns ({'released_kes_m', 'utilised_kes_m', 'constituency', 'projects_complete', 'county', 'top_sector', 'absorption_pct', 'projects_total', 'mp_name', 'allocated_kes_m', 'fy'}) and 11 missing columns ({'status', 'votes_for', 'introduced_date', 'passed', 'summary', 'votes_against', 'title', 'sponsor', 'reading', 'category', 'bill_id'}).
This happened while the csv dataset builder was generating data using
hf://datasets/gmahia/kenya-civic-data/cdf_seed.csv (at revision bd9dd170379fbd7737a57a4d45f93d78221b22cb), [/tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/bills_seed.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/bills_seed.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/cdf_seed.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/cdf_seed.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/county_budgets_fy2223.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/county_budgets_fy2223.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/documented_violations.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/documented_violations.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/mps_seed.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/mps_seed.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/rivers_reference.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/rivers_reference.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/saccos_seed.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/saccos_seed.csv)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1800, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
constituency: string
county: string
mp_name: string
fy: string
allocated_kes_m: double
released_kes_m: double
utilised_kes_m: double
projects_total: int64
projects_complete: int64
absorption_pct: double
top_sector: string
source: string
verified: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1836
to
{'bill_id': Value('string'), 'title': Value('string'), 'sponsor': Value('string'), 'introduced_date': Value('string'), 'status': Value('string'), 'category': Value('string'), 'reading': Value('string'), 'votes_for': Value('int64'), 'votes_against': Value('int64'), 'passed': Value('bool'), 'summary': Value('string'), 'source': Value('string'), 'verified': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1348, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1802, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 11 new columns ({'released_kes_m', 'utilised_kes_m', 'constituency', 'projects_complete', 'county', 'top_sector', 'absorption_pct', 'projects_total', 'mp_name', 'allocated_kes_m', 'fy'}) and 11 missing columns ({'status', 'votes_for', 'introduced_date', 'passed', 'summary', 'votes_against', 'title', 'sponsor', 'reading', 'category', 'bill_id'}).
This happened while the csv dataset builder was generating data using
hf://datasets/gmahia/kenya-civic-data/cdf_seed.csv (at revision bd9dd170379fbd7737a57a4d45f93d78221b22cb), [/tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/bills_seed.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/bills_seed.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/cdf_seed.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/cdf_seed.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/county_budgets_fy2223.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/county_budgets_fy2223.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/documented_violations.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/documented_violations.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/mps_seed.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/mps_seed.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/rivers_reference.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/rivers_reference.csv), /tmp/hf-datasets-cache/medium/datasets/26325216978223-config-parquet-and-info-gmahia-kenya-civic-data-88e92526/hub/datasets--gmahia--kenya-civic-data/snapshots/bd9dd170379fbd7737a57a4d45f93d78221b22cb/saccos_seed.csv (origin=hf://datasets/gmahia/kenya-civic-data@bd9dd170379fbd7737a57a4d45f93d78221b22cb/saccos_seed.csv)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
bill_id string | title string | sponsor string | introduced_date string | status string | category string | reading string | votes_for int64 | votes_against int64 | passed bool | summary string | source string | verified string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
B001 | Finance Bill 2023 | National Treasury | 2023-06-13 | Enacted | Finance | 3rd | 176 | 44 | true | Introduced housing levy and revised income tax bands. Triggered public protests over cost-of-living impact. | parliament.go.ke/bills | confirmed |
B002 | Data Protection Amendment Bill 2023 | Hon. Otiende Amollo | 2023-03-15 | Committee Stage | ICT | 2nd | 0 | 0 | false | Seeks to strengthen enforcement of the 2019 Data Protection Act and mandate breach notification timelines. | parliament.go.ke/bills | confirmed |
B003 | National Cohesion Amendment Bill 2023 | Hon. Millie Odhiambo | 2023-04-20 | Passed Senate | Justice | 3rd | 134 | 21 | true | Stiffens penalties for hate speech and requires political parties to maintain diversity in candidate lists. | parliament.go.ke/bills | confirmed |
B004 | Affordable Housing Levy Bill 2023 | Ministry of Housing | 2023-06-20 | Enacted | Housing | 3rd | 198 | 12 | true | Mandates 1.5% payroll deduction to fund the Affordable Housing Programme. | parliament.go.ke/bills | confirmed |
B005 | Public Finance Management Amendment Bill 2023 | Hon. John Mbadi | 2023-02-08 | Withdrawn | Finance | 1st | 0 | 0 | false | Proposed tighter reporting requirements for supplementary budgets. Withdrawn after Treasury objections. | parliament.go.ke/bills | confirmed |
B006 | County Governments Additional Allocations Bill 2024 | National Treasury | 2024-03-01 | Enacted | Devolution | 3rd | 201 | 8 | true | Released KSh 89.8B in additional equitable share to counties for FY 2023/24. | parliament.go.ke/bills | confirmed |
B007 | Tax Laws Amendment Bill 2024 | National Treasury | 2024-05-02 | Enacted | Finance | 3rd | 185 | 23 | true | Revised excise duty on financial transactions and imposed digital asset tax of 3%. | parliament.go.ke/bills | confirmed |
B008 | Finance Bill 2024 | National Treasury | 2024-05-09 | Withdrawn | Finance | 2nd | 0 | 0 | false | Proposed broad new taxes including a motor vehicle circulation tax. Withdrawn after June 2024 protests. | parliament.go.ke/bills | confirmed |
B009 | Water Services Amendment Bill 2024 | Hon. Gladys Wanga | 2024-04-10 | Committee Stage | Water | 2nd | 0 | 0 | false | Proposes devolution of bulk water infrastructure management to county governments. | parliament.go.ke/bills | confirmed |
B010 | Startup Bill 2024 | Hon. Kuria Kimani | 2024-06-03 | Second Reading | Trade | 2nd | 0 | 0 | false | Provides tax incentives and simplified registration for early-stage Kenyan tech companies. | parliament.go.ke/bills | confirmed |
null | null | null | null | null | null | null | null | null | null | null | NG-CDF Annual Report 2023 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | NG-CDF Annual Report 2023 | confirmed |
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null | null | null | null | null | null | null | null | null | null | null | NG-CDF Annual Report 2023 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
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null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
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null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | COB Annual County Budget Implementation Review FY2022/23 | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | NCC Riparian Land Audit 2020; NEMA Public Enforcement Register | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | NCC Riparian Land Audit 2020; FloodWatch field reports | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | NCC Riparian Land Audit 2020; UN-Habitat Kibera mapping | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | NEMA Public Enforcement Register 2022 | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | NCC Drainage Master Plan 2020; Mukuru Special Planning Area 2021 | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | WRMA Athi Basin Riparian Survey 2019 | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | WRMA Lake Victoria North Region Riparian Survey 2020 | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | WRMA Lake Victoria North Region Riparian Survey 2020 | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | NEMA Coast Region Public Enforcement Register 2021 | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | NEMA Coast Region Public Enforcement Register 2022 | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | NEMA North Eastern Region Enforcement Register 2021; FloodWatch Garissa data | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | WRMA Rift Valley Basin Riparian Survey 2020 | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | WRMA Lake Victoria South Region Survey; World Bank WKCFP 2019 | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | WRMA Lake Victoria South Region Survey 2019 | confirmed |
null | null | null | null | Active | null | null | null | null | null | null | WRMA Tana Basin Riparian Survey 2019 | confirmed |
null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
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null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
null | null | null | null | null | null | null | null | null | null | null | parliament.go.ke/members | confirmed |
End of preview.
Kenya Civic Data
Structured civic information for Kenya's 47 counties: government contacts, county budgets, civic rights, and public service directories. Built to support AI agents operating in Kenya's civic accountability infrastructure.
Dataset Description
This dataset is part of the East Africa AI coordination infrastructure — a portfolio of open-source tools addressing structural gaps in AI coverage for Kenya and East Africa.
Intended Use
- Training and fine-tuning language models for East African contexts
- Powering AI agents in the MCP server ecosystem
- Research into AI applications for the Global South
- Building civic technology tools for Kenya's 47 counties
Data Sources
Data is sourced from public government records, open civic databases, and structured research. All data is labeled with source and confidence indicators.
Citation
If you use this dataset, please cite:
@dataset{mahia2024kenyacivicdata,
title={Kenya Civic Data},
author={Gabriel Mahia},
year={2024},
publisher={HuggingFace},
url={https://huggingface.co/datasets/gmahia/kenya-civic-data}
}
Related Resources
Use this dataset with the coordination stack
- Evaluate any model on Swahili agent tasks: kipimo —
pip install kipimo· leaderboard - Run the MCP servers this data serves:
pip install reli-cli && reli list— 33 servers on the official MCP Registry underio.github.gabrielmahia - Route tasks across servers: africa-coord-bus — offline-first event bus with a built-in Kenya routing table
- All East Africa datasets: huggingface.co/gmahia
Open weights welcome: these resources are model-agnostic by design — closed APIs, open-weight models (Kimi, GLM, DeepSeek, Nemotron, Llama), and small distilled models score on equal terms.
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