cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13920293
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
DOI: 10.15468/dl.zqfa34
title: Occurrence Download

description: A dataset containing 3833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Messor barbarus (Linnaeus, 1767)",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 3833 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016603-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mb86x4
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus stingi (Kaplan, 1994)"
 ]
}

 The dataset includes 55 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016605-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4yypm
title: Occurrence Download

description: A dataset containing 463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Agave marmorata Roezl",
 "Year 1994-2024"
 ]
}

 The dataset includes 463 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016604-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztfx8b
title: Occurrence Download

description: A dataset containing 40 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 Seira domestica Mendonça et al., 2009",
 "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 40 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016606-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7hhd8
title: Occurrence Download

description: A dataset containing 391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Messor minor (Andre, 1883)",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 391 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016607-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqbr8y
title: Occurrence Download

description: A dataset containing 1122 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 Sminthurinus aureus (J.Lubbock, 1862)",
 "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 1122 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016608-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9nn2v
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miarus hispidulus LeConte, 1876",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 20 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016609-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2t8ay
title: Occurrence Download

description: A dataset containing 746 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Abronia Gray, 1838"
 ]
}

 The dataset includes 746 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016610-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.365wpb
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micracis suturalis LeConte, 1868",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 36 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016612-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nz94r
title: Occurrence Download

description: A dataset containing 196 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 Sminthurinus elegans (A.Fitch, 1863)",
 "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 196 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016611-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/ds/5883938
title: 🇵🇭 Philippine Cities Weather Data (2020-2023)
DOI: 10.15468/dl.cax82a
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microgoes oculatus (LeConte, 1862)",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 119 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016614-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4d34hb
title: Occurrence Download

description: A dataset containing 1908 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 Sphaeridia pumilis (Krausbauer, 1898)",
 "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 1908 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016613-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kd6cnq
title: Occurrence Download

description: A dataset containing 129 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 Stenaphorura denisi Bagnall, 1935",
 "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 129 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016616-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hh5nk
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus virolinensis (Kaplan & Ruiz-Carranza, 1997)"
 ]
}

 The dataset includes 231 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016617-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmtc82
title: Occurrence Download

description: A dataset containing 19756 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microstegium vimineum (Trin.) A.Camus",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 19756 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016615-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktbaxe
title: Occurrence Download

description: A dataset containing 321 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 Stenaphorura quadrispina C.Börner, 1901",
 "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 321 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016618-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.234mn5
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microweisea misella (LeConte, 1878)",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 193 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016619-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgxycu
title: Occurrence Download

description: A dataset containing 6 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 Thaumanura carolii (Stach, 1920)",
 "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 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016620-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ctba4
title: Occurrence Download

description: A dataset containing 263 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 Tomocerus vulgaris (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 263 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016622-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6j39c2
title: Occurrence Download

description: A dataset containing 13556 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mikiola fagi (Hartig, 1839)",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 13556 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016621-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyukhy
title: Occurrence Download

description: A dataset containing 352 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 Willemia scandinavica Stach, 1949",
 "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 352 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016623-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhdbnh
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Minthea reticulata Lesne, 1931",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 35 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016624-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nyppsf
title: Occurrence Download

description: A dataset containing 56 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 Willowsia nigromaculata (J.Lubbock, 1873)",
 "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 56 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016625-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.saj5px
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Minthea rugicollis (Walker, 1858)",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 153 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016626-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.paz5ps
title: Occurrence Download

description: A dataset containing 155835 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helminthotheca echioides (L) Holub",
 "OccurrenceStatus is Present",
 "Country is not null",
 "Year is not null"
 ]
}

 The dataset includes 155835 records from 1649 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016581-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8h544
title: Occurrence Download

description: A dataset containing 7210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is USA.44.31_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (December, November, January)",
 "TaxonKey is Passerculus sandwichensis (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 7210 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060333-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jr84rj
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "DatasetKey is Inventario Español de Especies Terrestres (MAGRAMA)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus arctos Linnaeus, 1758"
 ]
}

 The dataset includes 216 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030013-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5gekk
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Gyromitra korfii (Raitv.) Harmaja"
 ]
}

 The dataset includes 183 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128260-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dhkeb
title: Occurrence Download

description: A dataset listing the 234 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Lichens Flora of Nepal at Central Department of Botany, Tribhuvan University, Nepal"
 ]
}

 The dataset's 234 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121180-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h1uk34
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thorichthys aureus (Günther, 1862)"
 ]
}

 The dataset includes 256 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010348-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ztffk
title: Occurrence Download

description: A dataset containing 535 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 {
 "or" : [
 "StateProvince ~Tolima",
 "StateProvince is tolima"
 ]
 },
 "TaxonKey is one of (Leptosittaca branickii Berlepsch & Stolzmann, 1894)"
 ]
 }
 ]
}

 The dataset includes 535 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153389-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.