API Access

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Dataset Files

Each file has a stable URL (r-link) that you can use directly in scripts, apps, or AI agents. These URLs are permanent and safe to hardcode.

/fivethirtyeight/science-giving/

├ README.md

https://datahub.io/fivethirtyeight/science-giving/_r/-/README.md

├ data/science_federal_giving.csv

https://datahub.io/fivethirtyeight/science-giving/_r/-/data/science_federal_giving.csv

└ datapackage.json

https://datahub.io/fivethirtyeight/science-giving/_r/-/datapackage.json

Key Files

Start with these files — they give you everything you need to understand and access the dataset.

datapackage.json— metadata & schema

https://datahub.io/fivethirtyeight/science-giving/_r/-/datapackage.json

README.md— documentation

https://datahub.io/fivethirtyeight/science-giving/_r/-/README.md

Typical Usage

1. Fetch datapackage.json to inspect schema and resources
2. Download data resources listed in datapackage.json
3. Read README.md for full context

Data Previews

science_federal_giving

Loading data...

Schema

name	type	format
version https://git-lfs.github.com/spec/v1	string	default

Data Files

File	Description	Size	Last modified	Download
science_federal_giving		134 B	17 days ago	science_federal_giving

Files	Size	Format	Created	Updated	License	Source
1	134 B	csv		17 days ago		FiveThirtyEight - Science Giving

Science Giving

This directory contains the data behind the story When Scientists Donate To Politicians, It’s Usually To Democrats.

The data in science_federal_giving.csv is from the Federal Election Commission, filtered to donations form the following occupations from 2007 to 2016:

computer and information scientists
mathematical scientists
agricultural and food scientists
biological and medical scientists
environmental life scientists
chemists
Earth scientists, geologists and oceanographers
physicists and astronomers
other physical and related scientists
aerospace, aeronautical or astronautical engineers
chemical engineers
civil, architectural or sanitary engineers
electrical or computer hardware engineers
industrial engineers
mechanical engineers
other engineers
statisticians

Header	Definition
`cmte_nm`	Committee name
`cmte_id`	Committee identification, assigned
`cmte_tp`	Committee type. List of committee type codes
`cmte_pty`	Committee party. List of party codes
`cand_name`	Candidate name
`cand_pty_affiliation`	Political party affiliation reported by the candidate
`cand_office_st`	Candidate state
`cand_office`	Candidate office. H = House, P = President, S = Senate
`cand_office_district`	Candidate district
`cand_status`	Candidate status. C = Statutory candidate, F = Statutory candidate for future election, N = Not yet a statutory candidate, P = Statutory candidate in prior cycle
`rpt_tp`	Report type. Report type codes
`transaction_pgi`	The code for which the contribution was made. EYYYY (election plus election year). P = Primary, G = General, O = Other, C = Convention, R = Runoff, S = Special, E = Recount
`transaction_tp`	Transaction type. Type codes
`entity_tp`	Entity type. Only valid for electronic filings received after April 2002. CAN = Candidate, CCM = Candidate Committee, COM = Committee, IND = Individual (a person), ORG = Organization (not a committee and not a person), PAC = Political Action Committee, PTY = Party Organization
`cleaned_name`	Contributor/lender/transfer name
`city`	City/town
`state`	State
`zip_code`	Zip code
`employer`	Employer
`cleaned_occupation`	Occupation
`classification`	Classification of occupation
`transaction_dt`	Transaction date (MMDDYYYY)
`cycle`	Election cycle
`transaction_amt`	Transaction amount
`2016_dollars`	Transation amount adjusted for inflation
`other_id`	Other identification number. For contributions from individuals this column is null. For contributions from candidates or other committees this column will contain that contributor's FEC ID.
`tran_id`	Transaction ID
`file_num`	A unique identifier associated with each itemization or transaction appearing in an FEC electronic file. Only valid for electronic filings.
`memo_cd`	'X' indicates that the amount is not to be included in the itemization total.
`memo_text`	A description of the activity.
`sub_id`	FEC record number

Source: Federal Election Commission

This dataset was scraped from FiveThirtyEight - science-giving