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. 2018 Apr 5;68(6):436–444. doi: 10.1093/bioscience/biy028

Table 4.

Data practices.

Category Practice Definitions
Findable Data available from project website (Y/N) Availability of data from the project's own website in a downloadable or queryable format
Findable Data available from repositories or registries (Y/N) Availability of data in a research data repository or via a data clearinghouse or registry
Accessible Downloadable data file(s) available (Y/N) Existence of download data files via project website, repository, or third party
Accessible Tools for data exploration (Y/N) Existence of tools for visualizing, summarizing, or querying project data via an app or website
Accessible Data licensing specified (Y/N) Existence of text specifying terms and conditions for data use
Accessible Metadata available (Y/N) Existence of documents with descriptive metadata such as known problems and data cleaning tips
Accessible API documentation (Y/N) Existence of documentation to support users of an API, where applicable
Interoperable Data recorded in standard formats for discipline (Y/N) Application of disciplinary standards for structural metadata and data formatting
Reusable Uniqueness of data (describe) Description of the unique contributions and features of the project's data
Reusable Time scale of data (# yrs) Number of years of records in the data set; may include historical data
Reusable Spatial scale of data (describe) Description of the geographic range for project data, such as continent, country, state, city, or watershed
Reusable How much data (# data points, describe) Description of data volume in terms relevant to the data collected, such as number of data points
Reusable Errors documented (Y/N) Existence of documentation for known errors in the data set
Reusable Quality assurance or quality control documented (Y/N) Existence of documentation for quality-assurance and quality-control processes
Reusable Changes documented (Y/N) Existence of documentation for data edited after initial receipt
Reusable Questionable data flagged (Y/N) Existence of documentation for data considered questionable or problematic
Reusable Software or platform development (Y/N) Existence of software or hosted technologies (platforms) that support external projects