cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8ckg27
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kalanchoe inaurata Desc."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101173-230224095556074/datasets/export for details.
DOI: 10.15468/dl.dyeqdx
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Protium breviacuminatum (Swart) Byng & Christenh."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021565-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.74509
title: CACHETTE DE KARNAK - CK_590_nu_2006_12239

description: Référence : nu_2006_12239<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.kt4ajj
title: Occurrence Download

description: A dataset containing 254913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-95.161 41.729,-75.346 41.729,-75.346 56.861,-95.161 56.861,-95.161 41.729))",
 "TaxonKey is Hymenoptera"
 ]
}

 The dataset includes 254913 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001432-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nuc39h
title: Occurrence Download

description: A dataset containing 1350 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sceloporus utiformis Cope, 1864"
 ]
}

 The dataset includes 1350 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290744-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqat82
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kalanchoe humifica Desc."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101172-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.74508
title: CACHETTE DE KARNAK - CK_590_nu_2006_12238

description: Référence : nu_2006_12238<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.hdesr8
title: Occurrence Download

description: A dataset containing 30101491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image"
 ]
}

 The dataset includes 30101491 records from 375 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001432-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.74507
title: CACHETTE DE KARNAK - CK_590_nu_2006_12237

description: Référence : nu_2006_12237<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.74506
title: CACHETTE DE KARNAK - CK_590_nu_2006_12236

description: Référence : nu_2006_12236<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.74505
title: CACHETTE DE KARNAK - CK_589_nu_2006_12235

description: Référence : nu_2006_12235<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.ajztr9
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kalanchoe gracilipes (Baker) Baill."
 ]
}

 The dataset includes 79 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101170-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.322t9z
title: Occurrence Download

description: A dataset containing 5604 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Impatiens walleriana Hook.fil."
 ]
}

 The dataset includes 5604 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264311-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhbqrq
title: Occurrence Download

description: A dataset containing 544329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Slovakia, Slovenia, Iceland, Liechtenstein, Norway, Sweden, United Kingdom of Great Britain and Northern Ireland)",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus L."
 ]
}

 The dataset includes 544329 records from 265 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213402-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.74504
title: CACHETTE DE KARNAK - CK_589_nu_2006_12234

description: Référence : nu_2006_12234<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.74503
title: CACHETTE DE KARNAK - CK_589_nu_2006_12233

description: Référence : nu_2006_12233<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.f9rfww
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geissois pruinosa Brongn. & Gris"
 ]
}

 The dataset includes 389 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0199932-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.74502
title: CACHETTE DE KARNAK - CK_589_nu_2006_12232

description: Référence : nu_2006_12232<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.74501
title: CACHETTE DE KARNAK - CK_589_nu_2006_12231

description: Référence : nu_2006_12231<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.tt4an3
title: Occurrence Download

description: A dataset containing 13433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chara denudata A.Braun, Chara globularis Thuill.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 13433 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236225-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.74500
title: CACHETTE DE KARNAK - CK_589_nu_2006_12230

description: Référence : nu_2006_12230<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.tuebv5
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Machlydotherium asperum Ameghino, 1902"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026037-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbff4s
title: Occurrence Download

description: A dataset containing 1518 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kalanchoe ×houghtonii D.B.Ward"
 ]
}

 The dataset includes 1518 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101171-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.74499
title: CACHETTE DE KARNAK - CK_589_nu_2006_12229

description: Référence : nu_2006_12229<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.wpunzh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tropidophis hendersoni Hedges & Garrido, 2002"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290702-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y1x3i9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Darwinia carnea C.A.Gardner",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042616-191105090559680/datasets/export for details.
DOI: 10.15468/dl.jmu5a9
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sporobolus somalensis Chiov."
 ]
}

 The dataset includes 25 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139960-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.74498
title: CACHETTE DE KARNAK - CK_589_nu_2006_12228

description: Référence : nu_2006_12228<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.vbeyw4
title: Occurrence Download

description: A dataset containing 10456172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "BasisOfRecord is one of (Human Observation, Literature Occurrence, Living Specimen, Observation, Specimen, Occurrence evidence)",
 "Year is greater than or equal to 1979",
 "Year is less than or equal to 1983",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 10456172 records from 427 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0356085-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.74497
title: CACHETTE DE KARNAK - CK_589_nu_2006_12227

description: Référence : nu_2006_12227<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.eansep
title: Occurrence Download

description: A dataset containing 12155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Anopheles gambiae Giles, 1900"
 ]
}

 The dataset includes 12155 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055369-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q97aat
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meriellum proteus (Kirby, 1837)",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 159 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016590-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzusuu
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Pseudachorutes subcrassus Tullberg, 1871",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 114 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016591-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrfd3b
title: Occurrence Download

description: A dataset containing 651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meroptera pravella Grote, 1878",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 651 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016593-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kv5pv
title: Occurrence Download

description: A dataset containing 2115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polydrusus impressifrons Gyllenhal, 1834",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 2115 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016592-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nn2p3
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Pseudosinella imparipunctata Gisin, 1953",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016594-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6fd9fx
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus praestans (Duellman & Trueb, 1983)"
 ]
}

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016596-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39gnnh
title: Occurrence Download

description: A dataset containing 1698 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygala tenuifolia Willd.",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 1698 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016597-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sahuqx
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Pseudosinella picta (Börner, 1903)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016598-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybkw58
title: Occurrence Download

description: A dataset containing 1102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygonum achoreum S.F.Blake",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 1102 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016599-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.466afa
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Pseudosinella sexoculata Schött, 1902",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016600-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqxbt4
title: Occurrence Download

description: A dataset containing 25065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesosphaerum suaveolens (L.) Kuntze",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 25065 records from 379 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016595-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79bu73
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Schoettella ununguiculata (Tullberg, 1869)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 41 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016602-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13920292
title: DemocraSci - A Parliamentary Knowledge Graph (4 legislative periods)

description: Overview

The current dataset encodes policy-making and parliamentary processes in a knowledge graph (KG). This structure allows for the detailed representation of relationships between various entities and tracks the evolution of bills from their initial proposal through to the final vote. It also includes comprehensive metadata on the members of parliament (MPs), such as those who proposed the bills and participated in discussions across different chambers. Additionally, the dataset contains the full text of speeches delivered by MPs during these deliberations.

Files contained

The DemocraSci dataset comprises the following files:



neo4j.dump : the file containing the Neo4J graph database. 

democrasci_rdb.db : a SQL database formed by the speeches given by MPs in the Parliament chambers. The DB contains a single table with two columns, one with the speech transcript and another with a unique identifier. This uid links each speech with a Speech node in the KG.


The previous information is extracted for four consecutive legislative periods (48 to 51), from year 2007 to 2023.

The structure of this KG is detailed in

https://democrasci.jkminder.ch/index.html

Here, we provide more information on the different nodes and relations contained in the graph, as well as the properties of each. 

Dataset creation

The dataset has been parsed from the CuriaDB database of the Swiss parliament. From the information contained within, we defined a schema that encodes the political process and all the entities involved in it. 

All the different extraction and processing tasks, from the parsing of the original database to the curation of the data and the manipulation of the KG are done using Python. Specifically, for the population of the Neo4J database we leveraged Data2Neo.

Resources

The knowledge graph has been created using Neo4J. The Community Edition is free to use and already offers many tools for KG exploration and graph data science

https://neo4j.com/deployment-center/#community

No4J can be used through the command line interface, launching a web instance where previously a Neo4J dump has been loaded. 

https://neo4j.com/docs/operations-manual/current/backup-restore/restore-dump/

Additionally, the Neo4J desktop app facilitates restoring a dump, and enables using more tools for exploration, such as Bloom

https://neo4j.com/docs/desktop-manual/current/operations/create-from-dump/

For the exploration of the SQL DB, the easiest option is DB Browser