Data · dataset · 2020
The Open Data Challenge: An Analysis of 124,000 Data Availability Statements and an Ironic Lesson about Data Management Plans
Listed in ScienceDB
Six figures of this paper.
Description
Figure 1 shows cumulative data availability statements (left) and approximate cumulative number of submissions (right) from August 2012 to October 2019. The number of data availability statements increased dramatically in the first half of 2019.
Figure 2 is visualization of the topics estimated by the LDA using pyLDAvis. Interactive plots available at DOI: 10.22541/au.157253515.58528497. Figure 3 shows topic distribution by percentage.
Read the rest (3 more)
Interactive plots available at DOI: 10.22541/au.157253515.58528497. Figure 4 shows document/topic matrix for the first 50 documents in the data set. Topic weighting ranges from low (blue) to high (red).
Interactive plots available at DOI: 10.22541/au.157253515.58528497. Figure 5 presents word/topic matrix for the 20 most popular overall words in the data set. Topic weighting ranges from low (blue) to high (red).
Interactive plots available at DOI: 10.22541/au.157253515.58528497. Figure 6 shows growth of individual topics over time. Interactive plots available at DOI: 10.22541/au.157253515.58528497.
Links
Where it is published
- DOI doi.org/10.11922/sciencedb.j00104.00064 ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.11922%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Computer Science & AI · Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
- Inferred from text
- Data management and data science 75%
Provenance · 1 source records, 12 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.11922/sciencedb.j00104.00064 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].anzsrc:group:4605 | enrichment · scidb cn | taxonomy-embedding@1.0.0 | title+keywords+description (75%) |
| concepts[field].local:field:computer-science-ai | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/rights |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |