cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xjfwc9
title: Occurrence Download

description: A dataset containing 382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1100.0",
 "Geometry POLYGON((-135.75443 9.05197,-60.48265 9.05197,-60.48265 47.41363,-132.64403 50.73139,-135.75443 9.05197))",
 "TaxonKey is Lygodium microphyllum (Cav.) R.Br."
 ]
}

 The dataset includes 382 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021870-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9evzqw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bauhinia variegata L.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192335-220831081235567/datasets/export for details.
DOI: 10.15468/dl.shpuh9
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "StateProvince is MIssissippi",
 "TaxonKey is Chrysoma pauciflosculosa (Michx.) Greene"
 ]
}

 The dataset includes 85 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006333-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jv7b7
title: Occurrence Download

description: A dataset containing 7332252 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 7332252 records from 7652 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006322-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ztpbay
title: A16_30666.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/542b8e22-5759-4197-8c53-c443afd6bf50'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/542b8e22-5759-4197-8c53-c443afd6bf50
DOI: 10.15468/dl.ju54ve
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus lawsonii Roezl ex Gordon"
 ]
}

 The dataset includes 312 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032490-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/2q5zlq
title: A16_30672.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/a400c1f4-6e0d-4f33-826e-1539ddf1d75d'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/a400c1f4-6e0d-4f33-826e-1539ddf1d75d
DOI: 10.7910/dvn/rv9tsp
title: A16_30673.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/d035e0a0-f723-425d-971a-9aa85491457e'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/d035e0a0-f723-425d-971a-9aa85491457e
DOI: 10.7910/dvn/fw9ex6
title: A16_30674.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/bba43005-414c-471e-ace4-d5c94e62a6db'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/bba43005-414c-471e-ace4-d5c94e62a6db
DOI: 10.15468/dl.cm9mrk
title: Occurrence Download

description: A dataset containing 893 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Phacochoerus aethiopicus (Pallas, 1766)"
 ]
}

 The dataset includes 893 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032491-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/b5rt4t
title: A16_30677.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/e2312505-d642-443e-96e9-0afd120bdf64'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/e2312505-d642-443e-96e9-0afd120bdf64
DOI: 10.5281/zenodo.13983267
title: SuperWASP LPV Catalogue
DOI: 10.5281/zenodo.13983268
title: SuperWASP LPV Catalogue
DOI: 10.7910/dvn/ywxbbt
title: A16_30678.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/27ca3dd9-2ec6-482c-bf36-94950020fb8e'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/27ca3dd9-2ec6-482c-bf36-94950020fb8e
DOI: 10.7910/dvn/6h4iht
title: A16_30680.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/707e1dce-e1c0-4190-9c34-e6916ed9c3b4'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/707e1dce-e1c0-4190-9c34-e6916ed9c3b4
DOI: 10.7910/dvn/xis5db
title: A16_30681.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/11d20b42-1aa5-4609-8102-a3be1769b6e8'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/11d20b42-1aa5-4609-8102-a3be1769b6e8
DOI: 10.15468/dl.rxb4sp
title: Occurrence Download

description: A dataset containing 1599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Material sample, Material citation, Fossil, Specimen, Living Specimen, Occurrence evidence, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anthreptes reichenowi Gunning, 1909"
 ]
}

 The dataset includes 1599 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032492-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/flrsqr
title: A16_30684.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/3c251e4e-623f-43c0-ad9e-5966c27fbedc'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3c251e4e-623f-43c0-ad9e-5966c27fbedc
DOI: 10.7910/dvn/bkdamb
title: A16_30685.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/3f1648e0-da7b-4ae5-bb8f-f38ce75f8960'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3f1648e0-da7b-4ae5-bb8f-f38ce75f8960
DOI: 10.7910/dvn/riipm4
title: A16_30686.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/2b2f7222-9b92-403f-bb59-4604135f47c2'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/2b2f7222-9b92-403f-bb59-4604135f47c2
DOI: 10.7910/dvn/7awdxu
title: A16_30687.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/7870e1c7-2615-4143-94e3-03e2a4bd9b53'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7870e1c7-2615-4143-94e3-03e2a4bd9b53
DOI: 10.7910/dvn/vcxpmr
title: A16_30689.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/e273d536-ba93-4ea3-8009-69326d7cba32'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/e273d536-ba93-4ea3-8009-69326d7cba32
DOI: 10.7910/dvn/bksoss
title: A16_30690.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/39738c01-93b2-4faa-8a37-ce77cd81f93d'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/39738c01-93b2-4faa-8a37-ce77cd81f93d
DOI: 10.7910/dvn/grkwst
title: A16_30691.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/5d121136-4a8d-4845-bb47-a593c80615de'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/5d121136-4a8d-4845-bb47-a593c80615de
DOI: 10.7910/dvn/itytw1
title: A16_30692.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/aa0e66c7-c969-4adf-a431-ac82611009b3'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/aa0e66c7-c969-4adf-a431-ac82611009b3
DOI: 10.7910/dvn/2btwpe
title: A16_30693.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/8668c383-c896-4134-8479-c21b4d398c82'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/8668c383-c896-4134-8479-c21b4d398c82
DOI: 10.7910/dvn/ljsxgv
title: A16_30694.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/2c4dc150-e48e-47ed-a898-3c4d1e8330fe'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/2c4dc150-e48e-47ed-a898-3c4d1e8330fe
DOI: 10.7910/dvn/anps8a
title: A16_30696.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/250537df-5203-468c-99a5-c40eaddb89fc'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/250537df-5203-468c-99a5-c40eaddb89fc
DOI: 10.15468/dl.8ph4a4
title: Occurrence Download

description: A dataset containing 144603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-82.56403 33.93837,-81.78047 33.93837,-81.78047 34.38896,-82.56403 34.38896,-82.56403 33.93837))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 144603 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032478-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ceny8f
title: A16_30697.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f4afa64e-96a7-44bd-ae7f-d4c98d61fbf2'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f4afa64e-96a7-44bd-ae7f-d4c98d61fbf2
DOI: 10.7910/dvn/49d2ga
title: A16_30698.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/d1b75773-a3fb-4f9e-94d4-69d087a9d38d'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/d1b75773-a3fb-4f9e-94d4-69d087a9d38d
DOI: 10.7910/dvn/ogvfej
title: A16_30699.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/3ffffe4f-214a-4786-bda8-33b0aefdfa02'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3ffffe4f-214a-4786-bda8-33b0aefdfa02
DOI: 10.7910/dvn/g8zzlb
title: A16_30700.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/03f33200-c947-44ce-b0a4-c64d4e1cd836'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/03f33200-c947-44ce-b0a4-c64d4e1cd836
DOI: 10.7910/dvn/jfrdgq
title: A16_30701.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f76cd26a-150f-4a42-a89c-76d25da245e9'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f76cd26a-150f-4a42-a89c-76d25da245e9
DOI: 10.7910/dvn/qqvzs0
title: A16_30702.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/13c1bf8e-5342-42e1-97fb-718e84f242ad'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/13c1bf8e-5342-42e1-97fb-718e84f242ad
DOI: 10.7910/dvn/ragm3h
title: A16_30703.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/75c466d5-8653-40b2-be01-7f2d3ea5f505'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/75c466d5-8653-40b2-be01-7f2d3ea5f505
DOI: 10.7910/dvn/eoyjoj
title: A16_30704.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/42dc3722-e8bc-4cf3-bbc1-6a18dabd9697'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/42dc3722-e8bc-4cf3-bbc1-6a18dabd9697
DOI: 10.15468/dl.8z3w3f
title: Occurrence Download

description: A dataset containing 1256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Lactarius indigo (Schwein.) Fr."
 ]
}

 The dataset includes 1256 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032495-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktcg8f
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN",
 "TaxonKey is Threskiornis G.R.Gray, 1842"
 ]
}

 The dataset includes 149 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032494-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/gsutvi
title: A16_30706.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f3768ff7-725c-4045-88d2-e2ba0320ce4d'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f3768ff7-725c-4045-88d2-e2ba0320ce4d
DOI: 10.7910/dvn/poo5c8
title: A16_30707.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/b2aa65ad-af9b-4fa9-a316-69dc5c997f91'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b2aa65ad-af9b-4fa9-a316-69dc5c997f91
DOI: 10.15468/dl.muxapu
title: Occurrence Download

description: A dataset containing 38169 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corytophanidae"
 ]
}

 The dataset includes 38169 records from 326 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032493-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/6f6qc1
title: A16_30710.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/b22b4efa-8563-4ec6-9dc2-c7dcde1ec320'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b22b4efa-8563-4ec6-9dc2-c7dcde1ec320
DOI: 10.7910/dvn/go10dw
title: A16_30713.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/335863bd-46e8-43f5-8d91-3e238e0a2f2b'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/335863bd-46e8-43f5-8d91-3e238e0a2f2b
DOI: 10.7910/dvn/e7entt
title: A16_30714.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/cee4c2d5-50a9-41ed-85ce-6438ed92f6d7'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/cee4c2d5-50a9-41ed-85ce-6438ed92f6d7
DOI: 10.7910/dvn/tpm6oy
title: A16_30715.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/de1819f7-136c-4d6c-9e7a-5b8ccce29a99'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/de1819f7-136c-4d6c-9e7a-5b8ccce29a99
DOI: 10.7910/dvn/cet8u6
title: A16_30716.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/dde51791-9194-4338-90af-83a13704f0c9'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/dde51791-9194-4338-90af-83a13704f0c9
DOI: 10.7910/dvn/tgpbnf
title: A16_30717.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/41c8acf3-d916-4da1-b00d-142673cdd706'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/41c8acf3-d916-4da1-b00d-142673cdd706
DOI: 10.7910/dvn/3gnqnt
title: A16_30718.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/505b205c-36fd-4fd8-8f5d-776c8b491aa7'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/505b205c-36fd-4fd8-8f5d-776c8b491aa7
DOI: 10.7910/dvn/6hmufs
title: A16_30719.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/9558dec9-cc8e-4faa-ad8e-6c687d05b2f0'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/9558dec9-cc8e-4faa-ad8e-6c687d05b2f0
DOI: 10.7910/dvn/chy5v4
title: A16_30720.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/fd7d8b5c-56bc-4328-bd90-fc07ebd0edcc'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/fd7d8b5c-56bc-4328-bd90-fc07ebd0edcc
DOI: 10.7910/dvn/nxcub5
title: A16_30721.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f3352d5a-462b-4354-b0e9-e12ab2852340'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f3352d5a-462b-4354-b0e9-e12ab2852340
DOI: 10.7910/dvn/7pc3rg
title: A16_30722.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/5722501b-6841-4389-8a76-ac60337d654e'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/5722501b-6841-4389-8a76-ac60337d654e
DOI: 10.7910/dvn/dqnwrd
title: A16_30723.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/091eb98a-6674-4474-8126-f4053c6a5f71'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/091eb98a-6674-4474-8126-f4053c6a5f71
DOI: 10.7910/dvn/gljlhf
title: A16_30724.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/9a8c9933-4641-43a8-90e2-6be5cf6ffa7f'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/9a8c9933-4641-43a8-90e2-6be5cf6ffa7f
DOI: 10.7910/dvn/lavsxd
title: A16_30726.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/4a6e2571-73ba-43cd-ba60-2c18e8f09e91'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/4a6e2571-73ba-43cd-ba60-2c18e8f09e91
DOI: 10.7910/dvn/y7fnjd
title: A16_30728.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/c6fe52e0-4e1c-4f82-90ea-aae2ca540e4f'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/c6fe52e0-4e1c-4f82-90ea-aae2ca540e4f
DOI: 10.7910/dvn/rzv0ac
title: A16_30729.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/5544235c-8581-4f40-ba07-f80d1e203183'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/5544235c-8581-4f40-ba07-f80d1e203183
DOI: 10.7910/dvn/g71odx
title: A16_30730.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/24b4ad9e-3408-44b2-b82b-7ef5ffe2ad7e'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/24b4ad9e-3408-44b2-b82b-7ef5ffe2ad7e
DOI: 10.7910/dvn/fjxvqc
title: A16_30733.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/d618a987-9371-4f45-9eb9-f300568dea98'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/d618a987-9371-4f45-9eb9-f300568dea98
DOI: 10.7910/dvn/ffcc6x
title: A16_30734.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/ff5bbfae-d91d-42ec-a5e9-2bfad8d36429'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/ff5bbfae-d91d-42ec-a5e9-2bfad8d36429
DOI: 10.5281/zenodo.11199120
title: MoreFixes: Largest CVE dataset with fixes

description: In our work, we have designed and implemented a novel workflow with several heuristic methods to combine state-of-the-art methods related to CVE fix commits gathering.  As a consequence of our improvements, we have been able to gather the largest programming language-independent real-world dataset of CVE vulnerabilities with the associated fix commits.  Our dataset containing 26,617 unique CVEs coming from 6,945 unique GitHub projects is, to the best of our knowledge, by far the biggest CVE vulnerability dataset with fix commits available today. These CVEs are associated with 31,883 unique commits that fixed those vulnerabilities. Compared to prior work, our dataset brings about a 397% increase in CVEs, a 295% increase in covered open-source projects, and a 480% increase in commit fixes.  Our larger dataset thus substantially improves over the current real-world vulnerability datasets and enables further progress in research on vulnerability detection and software security. We used NVD(nvd.nist.gov) and Github Secuirty advisory Database as the main sources of our pipeline.

We release to the community a 14GB PostgreSQL database that contains information on CVEs up to January 24, 2024, CWEs of each CVE, files and methods changed by each commit, and repository metadata.  Additionally, patch files related to the fix commits are available as a separate package. Furthermore, we make our dataset collection tool also available to the community.

`cvedataset-patches.zip` file contains fix patches, and `dump_morefixes_27-03-2024_19_52_58.sql.zip` contains a postgtesql dump of fixes, together with several other fields such as CVEs, CWEs, repository meta-data, commit data, file changes, method changed, etc.

MoreFixes data-storage strategy is based on CVEFixes to store CVE commits fixes from open-source repositories, and uses a modified version of Porspector(part of ProjectKB from SAP) as a module to detect commit fixes of a CVE. Our full methodology is presented in the paper, with the title of "MoreFixes: A Large-Scale Dataset of CVE Fix Commits Mined through Enhanced Repository Discovery", which will be published in the Promise conference (2024).

For more information about usage and sample queries, visit the Github repository: https://github.com/JafarAkhondali/Morefixes

If you are using this dataset, please be aware that the repositories that we mined contain different licenses and you are responsible to handle any licesnsing issues. This is also the similar case with CVEFixes.

This product uses the NVD API but is not endorsed or certified by the NVD.

This research was partially supported by the Dutch Research Council (NWO) under the project NWA.1215.18.008 Cyber Security by Integrated Design (C-SIDe).

 

To restore the dataset, you can use the docker-compose file available at the gitub repository. Dataset default credentials after restoring dump:

POSTGRES_USER=postgrescvedumper
POSTGRES_DB=postgrescvedumper
POSTGRES_PASSWORD=a42a18537d74c3b7e584c769152c3d
DOI: 10.7910/dvn/wers2n
title: A16_30735.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/d5b401f3-dc24-4e05-b592-299dd0d1b045'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/d5b401f3-dc24-4e05-b592-299dd0d1b045
DOI: 10.7910/dvn/yhf6on
title: A16_30736.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/bd145ac8-99d1-4909-aa7e-5e4a32b0bd0a'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/bd145ac8-99d1-4909-aa7e-5e4a32b0bd0a
DOI: 10.7910/dvn/ocopz7
title: A16_30737.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/bf521903-305e-4d44-b3c0-aa2b655f518c'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/bf521903-305e-4d44-b3c0-aa2b655f518c
DOI: 10.7910/dvn/cwck6e
title: A16_30738.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f48eb4ef-2ebb-4546-8b16-21e89ee03c13'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f48eb4ef-2ebb-4546-8b16-21e89ee03c13
DOI: 10.7910/dvn/2vaqjo
title: A16_30739.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/b94ad3d7-915d-46ee-ab9a-d94b52456be7'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b94ad3d7-915d-46ee-ab9a-d94b52456be7
DOI: 10.7910/dvn/fccpx5
title: A16_30740.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/7e0f0ea1-3424-43b0-8be9-5e132514ba4c'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7e0f0ea1-3424-43b0-8be9-5e132514ba4c
DOI: 10.7910/dvn/ncg2hq
title: A16_30741.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/b707b9a9-83dc-4ff1-80ec-1e2cd775cece'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b707b9a9-83dc-4ff1-80ec-1e2cd775cece
DOI: 10.7910/dvn/gojl0j
title: A16_30742.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/e85d6c50-59f6-4761-a3a9-6bb202b5b2b9'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/e85d6c50-59f6-4761-a3a9-6bb202b5b2b9
DOI: 10.7910/dvn/jphrw6
title: A16_30743.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/5cc01633-20b6-461f-92eb-707214560a13'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/5cc01633-20b6-461f-92eb-707214560a13