Willow Community Fund: Donation receipts that treat a quid pro quo gift as fully deductible
Donation receipts that treat a quid pro quo gift as fully deductible for Willow Community Fund. The same 9 receipts, but on the 6 rows with a benefit the deductible_amount was copied from gross_amount while value_of_benefits and benefit_description were left correct. The deductible column totals 1800.00 against the correct 1669.50, overstating the deductible amount by 130.50, which is precisely the value of benefits the same file reports.
csv
text/csv
- Document Set
- nonprofit
- Industry
- nonprofit
- Source Kit
- nonprofit-fundraising
- Synthetic
- true
- As Of
- 2026-09-08
- Rows
- 9
Binary csv: no in-browser preview. Download it above to open in a compatible application.
Specifications
- Document Set
- nonprofit
- Industry
- nonprofit
- Source Kit
- nonprofit-fundraising
- Synthetic
- true
- As Of
- 2026-09-08
- Rows
- 9
- Offending Rows
- 6
- Stated Deductible Usd
- 1800.00
- Correct Deductible Usd
- 1669.50
- Overstatement Usd
- 130.50
- Intentionally Invalid
- true
Testing contract
Expected to fail- Scenario
- Check deductible_amount against gross_amount minus value_of_benefits on every row.
- Expected result
- The 3 pure gifts pass. All 6 quid pro quo rows fail by their own stated benefit value, for example RCPT-2026-0009 which claims 300.00 deductible while declaring 25.50 of benefits received. The total overstatement is 130.50. The file is internally detectable, which is exactly why an importer has no excuse for accepting it.
What is a .csv file?
CSV (Comma-Separated Values) is a plain-text tabular format where rows are lines and fields are separated by commas, with quoting rules for values that contain delimiters, quotes, or newlines. It has no formal type system and depends on encoding and dialect conventions. It is the most portable format for tabular data exchange.
How to use this file
Use an example CSV to test parsers against quoting and embedded-delimiter edge cases, header handling, encoding detection, and import pipelines into databases or spreadsheets.
How to use this file for testing
“Willow Community Fund: Donation receipts that treat a quid pro quo gift as fully deductible” is a deterministic Novus Examples fixture for Data import, Error handling. Realistic faker-generated datasets with documented schemas for testing import and ETL flows.
Documented properties for this file: 9 rows. Compare results against paired or grouped companions on this page when present (clean↔damaged, searchable↔scanned, or format twins) so scores stay reproducible across runs.
Download the file once, keep the path stable in CI or local scripts, and treat the spec table as the contract: dimensions, seeds, field lists, and roles are intentional. Corrupt or invalid samples are labelled as such, expect parsers to fail loudly rather than silently accept them.
Data fixtures document their exact quirks (delimiters, encodings, null handling, schema, and row counts) in the spec table. Point your parser or importer at the file and assert it handles the documented edge cases; clean and deliberately-messy siblings make before/after diffs straightforward.
Code examples
import pandas as pd
df = pd.read_csv("donation-receipts-deductible-overstated.csv")
print(df.head())
print(df.dtypes)Related files
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Generated by generation/industry_documents.py. Free for any use, no attribution required, license.