cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21258/1759992
title: Swiss national forest inventory - Result table No. 869152
DOI: 10.21258/1759983
title: Swiss national forest inventory - Result table No. 819577
DOI: 10.21258/1759984
title: Swiss national forest inventory - Result table No. 869073
DOI: 10.21258/1759985
title: Swiss national forest inventory - Result table No. 819652
DOI: 10.21258/1759986
title: Swiss national forest inventory - Result table No. 868672
DOI: 10.21258/1759987
title: Swiss national forest inventory - Result table No. 839666
DOI: 10.21258/1759977
title: Swiss national forest inventory - Result table No. 864902
DOI: 10.21258/1759978
title: Swiss national forest inventory - Result table No. 881407
DOI: 10.21258/1759979
title: Swiss national forest inventory - Result table No. 850680
DOI: 10.21258/1759980
title: Swiss national forest inventory - Result table No. 815556
DOI: 10.21258/1759981
title: Swiss national forest inventory - Result table No. 824970
DOI: 10.21258/1759982
title: Swiss national forest inventory - Result table No. 822258
DOI: 10.21258/1759972
title: Swiss national forest inventory - Result table No. 801797
DOI: 10.21258/1759973
title: Swiss national forest inventory - Result table No. 883819
DOI: 10.21258/1759974
title: Swiss national forest inventory - Result table No. 826983
DOI: 10.21258/1759975
title: Swiss national forest inventory - Result table No. 850899
DOI: 10.21258/1759976
title: Swiss national forest inventory - Result table No. 841729
DOI: 10.21258/1759967
title: Swiss national forest inventory - Result table No. 848001
DOI: 10.21258/1759968
title: Swiss national forest inventory - Result table No. 799937
DOI: 10.21258/1759969
title: Swiss national forest inventory - Result table No. 857447
DOI: 10.21258/1759970
title: Swiss national forest inventory - Result table No. 829613
DOI: 10.21258/1759971
title: Swiss national forest inventory - Result table No. 843262
DOI: 10.21258/1759961
title: Swiss national forest inventory - Result table No. 833939
DOI: 10.21258/1759962
title: Swiss national forest inventory - Result table No. 811773
DOI: 10.21258/1759963
title: Swiss national forest inventory - Result table No. 820512
DOI: 10.21258/1759964
title: Swiss national forest inventory - Result table No. 793792
DOI: 10.21258/1759965
title: Swiss national forest inventory - Result table No. 887019
DOI: 10.21258/1759966
title: Swiss national forest inventory - Result table No. 838194
DOI: 10.21258/1759956
title: Swiss national forest inventory - Result table No. 885594
DOI: 10.21258/1759957
title: Swiss national forest inventory - Result table No. 839895
DOI: 10.21258/1759958
title: Swiss national forest inventory - Result table No. 798349
DOI: 10.21258/1759959
title: Swiss national forest inventory - Result table No. 902566
DOI: 10.21258/1759960
title: Swiss national forest inventory - Result table No. 873907
DOI: 10.21258/1759954
title: Swiss national forest inventory - Result table No. 802944
DOI: 10.21258/1759955
title: Swiss national forest inventory - Result table No. 847272
DOI: 10.21258/1759949
title: Swiss national forest inventory - Result table No. 800802
DOI: 10.21258/1759950
title: Swiss national forest inventory - Result table No. 881526
DOI: 10.21258/1759951
title: Swiss national forest inventory - Result table No. 858828
DOI: 10.21258/1759952
title: Swiss national forest inventory - Result table No. 886598
DOI: 10.21258/1759953
title: Swiss national forest inventory - Result table No. 806359
DOI: 10.21258/1759942
title: Swiss national forest inventory - Result table No. 878053
DOI: 10.21258/1759943
title: Swiss national forest inventory - Result table No. 865049
DOI: 10.21258/1759944
title: Swiss national forest inventory - Result table No. 843385
DOI: 10.21258/1759945
title: Swiss national forest inventory - Result table No. 827168
DOI: 10.21258/1759946
title: Swiss national forest inventory - Result table No. 816873
DOI: 10.21258/1759947
title: Swiss national forest inventory - Result table No. 860457
DOI: 10.21258/1759948
title: Swiss national forest inventory - Result table No. 892503
DOI: 10.21258/1759936
title: Swiss national forest inventory - Result table No. 862559
DOI: 10.21258/1759937
title: Swiss national forest inventory - Result table No. 811968
DOI: 10.21258/1759938
title: Swiss national forest inventory - Result table No. 820772
DOI: 10.21258/1759939
title: Swiss national forest inventory - Result table No. 840742
DOI: 10.21258/1759940
title: Swiss national forest inventory - Result table No. 861248
DOI: 10.21258/1759941
title: Swiss national forest inventory - Result table No. 830666
DOI: 10.21258/1759931
title: Swiss national forest inventory - Result table No. 839397
DOI: 10.21258/1759932
title: Swiss national forest inventory - Result table No. 885885
DOI: 10.21258/1759933
title: Swiss national forest inventory - Result table No. 867739
DOI: 10.21258/1759934
title: Swiss national forest inventory - Result table No. 890169
DOI: 10.21258/1759935
title: Swiss national forest inventory - Result table No. 837660
DOI: 10.21258/1759925
title: Swiss national forest inventory - Result table No. 885923
DOI: 10.21258/1759926
title: Swiss national forest inventory - Result table No. 805440
DOI: 10.21258/1759927
title: Swiss national forest inventory - Result table No. 878461
DOI: 10.21258/1759928
title: Swiss national forest inventory - Result table No. 841018
DOI: 10.21258/1759929
title: Swiss national forest inventory - Result table No. 890546
DOI: 10.21258/1759930
title: Swiss national forest inventory - Result table No. 800485
DOI: 10.21258/1759919
title: Swiss national forest inventory - Result table No. 903182
DOI: 10.21258/1759920
title: Swiss national forest inventory - Result table No. 828541
DOI: 10.21258/1759921
title: Swiss national forest inventory - Result table No. 803402
DOI: 10.21258/1759922
title: Swiss national forest inventory - Result table No. 856574
DOI: 10.21258/1759923
title: Swiss national forest inventory - Result table No. 817965
DOI: 10.21258/1759924
title: Swiss national forest inventory - Result table No. 863538
DOI: 10.21258/1759914
title: Swiss national forest inventory - Result table No. 810259
DOI: 10.21258/1759915
title: Swiss national forest inventory - Result table No. 889732
DOI: 10.21258/1759916
title: Swiss national forest inventory - Result table No. 802263
DOI: 10.21258/1759917
title: Swiss national forest inventory - Result table No. 876618
DOI: 10.21258/1759918
title: Swiss national forest inventory - Result table No. 871396
DOI: 10.21258/1759908
title: Swiss national forest inventory - Result table No. 900661
DOI: 10.21258/1759909
title: Swiss national forest inventory - Result table No. 817385
DOI: 10.21258/1759910
title: Swiss national forest inventory - Result table No. 803820
DOI: 10.21258/1759911
title: Swiss national forest inventory - Result table No. 863833
DOI: 10.21258/1759912
title: Swiss national forest inventory - Result table No. 866941
DOI: 10.21258/1759913
title: Swiss national forest inventory - Result table No. 805894
DOI: 10.21258/1759902
title: Swiss national forest inventory - Result table No. 870900
DOI: 10.15468/dl.gfezm3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microtropis argentea Kochummen"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056740-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.be3u4y
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon pseudogaleatum R.D.Stone"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056741-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kc4uan
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miscanthus nudipes (Griseb.) Hack."
 ]
}

 The dataset includes 215 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056742-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbhw4f
title: Occurrence Download

description: A dataset containing 360 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Munronia pinnata (Wall.) W.Theob."
 ]
}

 The dataset includes 360 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056743-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtjsva
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mediocalcar pygmaeum Schltr."
 ]
}

 The dataset includes 32 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056744-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bpuy5s
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon pseudomegacarpum M.Hughes"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056746-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10895275
title: German Parliamentary Speeches

description: These datasets are part of the thesis entitled "A natural language processing analysis of parliamentary speeches in the German Bundestag from 1949 to 2023 with regards to gender equality and women's politics". The focus of the thesis lies on contrasting the thematic preferences of men and women, as well as their connection to women's political issues based on their speeches and highlighting their historical development. Furthermore, the speakers’ reception in parliament is analyzed and the gender-specific distinguishability of speech style is verified. The data is available in a pandas DataFrame format.

 





The plenary protocol data has been extracted from the following two sources:





Blaette, Andreas (2017): GermaParl. Corpus of Plenary Protocols of the German Bundestag. TEI files, availables at: https://github.com/PolMine/GermaParlTEI







Deutscher Bundestag. Open Data - Plenarprotokolle der 20. Wahlperiode und Stammdaten aller Abgeordneten seit 1949. https://www.bundestag.de/services/opendata



 

The following datasets are contained:





data_merged_revised.pkl: DataFrame containing the extracted and cleaned data from the sources mentioned above 

data_topics_revised.pkl: DataFrame containing the data from the sources mentioned above and the topic distributions after topic modelling

data_undersampled_processed.pkl: Undersampled and preprocessed dataset which can be used for training classification models
DOI: 10.5281/zenodo.10895276
title: German Parliamentary Speeches

description: These datasets are part of the thesis entitled "A natural language processing analysis of parliamentary speeches in the German Bundestag from 1949 to 2023 with regards to gender equality and women's politics". The focus of the thesis lies on contrasting the thematic preferences of men and women, as well as their connection to women's political issues based on their speeches and highlighting their historical development. Furthermore, the speakers’ reception in parliament is analyzed and the gender-specific distinguishability of speech style is verified. The data is available in a pandas DataFrame format.

 





The plenary protocol data has been extracted from the following two sources:





Blaette, Andreas (2017): GermaParl. Corpus of Plenary Protocols of the German Bundestag. TEI files, availables at: https://github.com/PolMine/GermaParlTEI







Deutscher Bundestag. Open Data - Plenarprotokolle der 20. Wahlperiode und Stammdaten aller Abgeordneten seit 1949. https://www.bundestag.de/services/opendata



 

The following datasets are contained:





data_merged_revised.pkl: DataFrame containing the extracted and cleaned data from the sources mentioned above 

data_topics_revised.pkl: DataFrame containing the data from the sources mentioned above and the topic distributions after topic modelling

data_undersampled_processed.pkl: Undersampled and preprocessed dataset which can be used for training classification models
DOI: 10.15468/dl.7dw94g
title: Occurrence Download

description: A dataset containing 916 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miscanthus oligostachyus Stapf"
 ]
}

 The dataset includes 916 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056747-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rx723f
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Munronia unifoliolata Oliv."
 ]
}

 The dataset includes 67 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056748-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrx63q
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mediocalcar stevenscoodei P.Royen"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056749-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwfyh4
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon pseudomyrtiforme H.Perrier"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056750-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b33t9z
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miscanthus paniculatus (B.S.Sun) S.L.Chen & Renvoize"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056752-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgfjzn
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muraltia acerosa Harv."
 ]
}

 The dataset includes 6 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056754-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6akt2t
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mediocalcar subteres Schuit."
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056755-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anbswr
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon pterocarpum H.Perrier"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056757-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c94ztd
title: Occurrence Download

description: A dataset containing 3421 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miscanthus sacchariflorus (Maxim.) Benth. & Hook.f. ex Franch."
 ]
}

 The dataset includes 3421 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056758-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25509232
title: Data Base 3_ Physiological Analysis of the female national team CR.xlsx

description: Database Title: Metabolic Assessment via Muscle Oxygen Saturation in Elite Soccer Players.This database comprises metabolic data acquired through cardiopulmonary gas analysis tests conducted on male and female soccer athletes from premier division teams in Costa Rica.The collected variables include heart rate, oxygen and carbon dioxide consumption, and energy expenditure calculations derived from a comprehensive cardio-respiratory analysis system. Additionally, muscle oxygen variables were meticulously measured employing a MOXY brand Near Infrared Spectroscopy (NIRS) sensor.
DOI: 10.6084/m9.figshare.25509232.v1
title: Data Base 3_ Physiological Analysis of the female national team CR.xlsx

description: Database Title: Metabolic Assessment via Muscle Oxygen Saturation in Elite Soccer Players.This database comprises metabolic data acquired through cardiopulmonary gas analysis tests conducted on male and female soccer athletes from premier division teams in Costa Rica.The collected variables include heart rate, oxygen and carbon dioxide consumption, and energy expenditure calculations derived from a comprehensive cardio-respiratory analysis system. Additionally, muscle oxygen variables were meticulously measured employing a MOXY brand Near Infrared Spectroscopy (NIRS) sensor.
DOI: 10.15468/dl.k6csrz
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muraltia acicularis Harv."
 ]
}

 The dataset includes 26 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056759-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rq4jdv
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mediocalcar umboiense Schuit."
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056760-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rj893
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon pterocladum R.D.Stone"
 ]
}

 The dataset includes 33 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056761-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8240464
title: SCimilarity Models

description: SCimilarity is a unifying representation of single-cell expression profiles that quantifies similarity between expression states and generalizes to represent new studies without additional training. This enables a novel cell search capability, which sifts through millions of profiles to find cells similar to a query cell state and allows researchers to quickly and systematically leverage massive public scRNA-seq atlases to learn about a cell state of interest. This repository includes model weights, embeddings, kNN graphs, and metadata for the SCimilarity cell search model in two components: Annotation model components - Files required for the CellAnnotation methods. Query model components - Files required for the CellQuery methods.
DOI: 10.5281/zenodo.8286452
title: SCimilarity Models

description: SCimilarity is a unifying representation of single-cell expression profiles that quantifies similarity between expression states and generalizes to represent new studies without additional training. This enables a novel cell search capability, which sifts through millions of profiles to find cells similar to a query cell state and allows researchers to quickly and systematically leverage massive public scRNA-seq atlases to learn about a cell state of interest.

This repository includes model weights, embeddings, kNN graphs, and metadata for the SCimilarity cell search model in two components:



Annotation model components - Files required for the CellAnnotation methods.

Query model components - Files required for the CellQuery methods.


This release of the model is intended for use with v0.1.0 of the SCimilarity API.
DOI: 10.5281/zenodo.10685499
title: SCimilarity Models

description: SCimilarity is a unifying representation of single-cell expression profiles that quantifies similarity between expression states and generalizes to represent new studies without additional training. This enables a novel cell search capability, which sifts through millions of profiles to find cells similar to a query cell state and allows researchers to quickly and systematically leverage massive public scRNA-seq atlases to learn about a cell state of interest.

This repository includes model weights, embeddings, kNN graphs, and metadata for the SCimilarity cell search model as a single tarball.

This release of the model is intended for use with v0.2.0 of the SCimilarity API.
DOI: 10.5281/zenodo.8240463
title: SCimilarity Models

description: SCimilarity is a unifying representation of single-cell expression profiles that quantifies similarity between expression states and generalizes to represent new studies without additional training. This enables a novel cell search capability, which sifts through millions of profiles to find cells similar to a query cell state and allows researchers to quickly and systematically leverage massive public scRNA-seq atlases to learn about a cell state of interest.

This repository includes model weights, embeddings, kNN graphs, and metadata for the SCimilarity cell search model as a single tarball.

This release of the model is intended for use with v0.2.0 of the SCimilarity API.
DOI: 10.15468/dl.n42f64
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muraltia acipetala Harv."
 ]
}

 The dataset includes 30 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056762-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.