cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/w6s-vr2-4ea
title: Zeuzera pyrina Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/57j-6ac-7wt
title: Clostera pigra (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hnk-2ae-37c
title: Calliteara pudibunda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z8j-xt3u
title: PAN-00086733 - coin/coin-related, provincie, stuiver

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00086733&lt;/p&gt;
description: Modified: 2021-06-22T15:44:25+02:00
DOI: 10.3535/gdp-wmt-nd4
title: Synanthedon culiciformis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6am-gqt-wwk
title: Gluphisia crenata (Esper, 1785)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/89q-l97-zrs
title: Thaumetopoea processionea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z8j-ysx8
title: PAN-00017276 - D-shaped single looped buckle

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00017276&lt;/p&gt;
description: Modified: 2020-07-14T11:30:44+02:00
DOI: 10.3535/l7q-9h3-r8e
title: Pheosia gnoma (Fabricius, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p52-n9v-m3f
title: Calliteara pudibunda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6eh-mwv-1jt
title: Bena bicolorana (Fuessly, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z8k-2qm6
title: PAN-00078721 - bar mount group 2

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00078721&lt;/p&gt;
description: Modified: 2020-10-06T14:22:05+02:00
DOI: 10.3535/053-cl9-wav
title: Malacosoma castrensis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bcb-ghw-zls
title: Lasiocampa quercus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q3r-cme-ssm
title: Erebia euryale Esper, 1777

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15784547
title: Pre-Processed Power Grid Frequency Time Series (2020-2023)

description: Overview

This dataset provides pre-processed frequency time series data for 2020-2023, covering three synchronous areas of the European power grid:



Continental Europe

Nordic


This work is part of the paper "Probabilistic and Explainable Machine Learning for Tabular Power Grid Data"[1]. Please cite this paper, when using the data and the code.

 Relationship to Previous Work

This dataset extends the time coverage of the original dataset [2], which covered 2012-2021. For a detailed documentation of the pre-processing procedure we refer to the supplementary material of paper "Predictability of Power Grid Frequency"[3]. The same methodology and preprocessing procedures have been applied to maintain consistency and comparability with the original work. 

Data Sources



Continental Europe [4]: To get the data just replace the year and month in the url with the needed one. In June 2022 the frequency data of Continental Europe was moved to [5]. The download and preprocessing scripts were adapted to the new data sources. To distinguish between both data sources, the data from the SG HoBA data [5] was stored in a separate folder. In order to keep the structure with one file per year, combine_2022_ce_data.ipynb notebook was used to combine the data from the first and second half of 2022 and the data was saved in the 2022_cleansed/TransnetBW/2022.zip folder.

Nordic [6] We obtained the data from the Finish TSO Fingrid, which provides the data under the open license CC-BY 4.0 [7].  


Content of the repository

A) Scripts

1) In the `Download_scripts` folder you will find three scripts to automatically download frequency data from the TSO's websites. 2) In `convert_data_format.py` we save the data with corrected timestamp formats. 3) In `clean_corrupted_data.py` we load the converted data and identify corrupted recordings. We mark them as NaN and clean some of the resulting data holes (processing step (2) in the supplementary material of [3]). 

The python scripts were adapted to run with Python 3.11 and with the packages found in `requirements.txt`.

b) Yearly converted and cleansed data

The folder `Data_cleansed` contains the output of `clean_corrupted_data.py`. 



File type: The files are zipped csv-files, where each file comprises one year. 

Data format: The files contain two columns. The second column contains the frequency values in Hz.  The first one represents the time stamps in the format *Year-Month-Day Hour-Minute-Second*, which is given as naive local time. The local time refers to the following time zones and includes Daylight Saving Times (python time zone in brackets):



TransnetBW: Continental European Time (*CET*)

Fingrid: Finland (*Europe/Helsinki*)

NaN representation: We mark corrupted and missing data as "NaN" in the csv-files.
DOI: 10.5281/zenodo.15784548
title: Pre-Processed Power Grid Frequency Time Series (2020-2023)

description: Overview

This dataset provides pre-processed frequency time series data for 2020-2023, covering three synchronous areas of the European power grid:



Continental Europe

Nordic


This work is part of the paper "Probabilistic and Explainable Machine Learning for Tabular Power Grid Data"[1]. Please cite this paper, when using the data and the code.

 Relationship to Previous Work

This dataset extends the time coverage of the original dataset [2], which covered 2012-2021. For a detailed documentation of the pre-processing procedure we refer to the supplementary material of paper "Predictability of Power Grid Frequency"[3]. The same methodology and preprocessing procedures have been applied to maintain consistency and comparability with the original work. 

Data Sources



Continental Europe [4]: To get the data just replace the year and month in the url with the needed one. In June 2022 the frequency data of Continental Europe was moved to [5]. The download and preprocessing scripts were adapted to the new data sources. To distinguish between both data sources, the data from the SG HoBA data [5] was stored in a separate folder. In order to keep the structure with one file per year, combine_2022_ce_data.ipynb notebook was used to combine the data from the first and second half of 2022 and the data was saved in the 2022_cleansed/TransnetBW/2022.zip folder.

Nordic [6] We obtained the data from the Finish TSO Fingrid, which provides the data under the open license CC-BY 4.0 [7].  


Content of the repository

A) Scripts

1) In the `Download_scripts` folder you will find three scripts to automatically download frequency data from the TSO's websites. 2) In `convert_data_format.py` we save the data with corrected timestamp formats. 3) In `clean_corrupted_data.py` we load the converted data and identify corrupted recordings. We mark them as NaN and clean some of the resulting data holes (processing step (2) in the supplementary material of [3]). 

The python scripts were adapted to run with Python 3.11 and with the packages found in `requirements.txt`.

b) Yearly converted and cleansed data

The folder `Data_cleansed` contains the output of `clean_corrupted_data.py`. 



File type: The files are zipped csv-files, where each file comprises one year. 

Data format: The files contain two columns. The second column contains the frequency values in Hz.  The first one represents the time stamps in the format *Year-Month-Day Hour-Minute-Second*, which is given as naive local time. The local time refers to the following time zones and includes Daylight Saving Times (python time zone in brackets):



TransnetBW: Continental European Time (*CET*)

Fingrid: Finland (*Europe/Helsinki*)

NaN representation: We mark corrupted and missing data as "NaN" in the csv-files.
DOI: 10.3535/p94-bkc-l5y
title: Hesperia Fabricius, 1793

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z8k-2rtb
title: PAN-00097796 - brooch with animal head foot (single lug)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00097796&lt;/p&gt;
description: Modified: 2022-03-02T10:18:12+01:00
DOI: 10.3535/3rz-bz3-jvr
title: Erebia lappona Thunberg, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6xq-xwr-7qs
title: Malacosoma neustria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p6h-fe6-j70
title: Macrochilo cribrumalis (Hübner, 1793)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y53-4rz-zjl
title: Clostera pigra (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z8k-3new
title: Aanvullend bureauonderzoek Husselerveld-Zuidwest, gemeente Putten
title: ADC 196

description: &lt;p&gt;onderzoeksrapport&lt;/p&gt;
description: Date: 2003 (aanvang onderzoek)
DOI: 10.3535/dx9-dps-2j2
title: Clostera pigra (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gv6-hj9-266
title: Malacosoma neustria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/27d-phz-r2c
title: Pterostoma palpina (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/441-tln-bq0
title: Clostera pigra (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z8k-43ab
title: PAN-00064424 - composite crossbow brooch

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00064424&lt;/p&gt;
description: Modified: 2020-06-18T10:48:30+02:00
DOI: 10.3535/nm6-0tb-mak
title: Euproctis chrysorrhoea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tce-y1v-je4
title: Pheosia tremula (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yqr-ymr-56k
title: Yponomeuta padella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z8k-4j2m
title: Uden Liessentstraat Ecologische quickscan
title: BILAN 2004.81

description: &lt;p&gt;onderzoeksrapport&lt;/p&gt;
DOI: 10.3535/cs9-sbz-ce9
title: Harpyia milhauseri (Fabricius, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dyd-zw2-fdy
title: Lymantria (Lymantria) monacha (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/21r-r8z-b74
title: Leucoma salicis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2cp-g5j-l0q
title: Poecilocampa populi Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z8k-4x8r
title: PAN-00135644 - sheet metal (unspecified)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00135644&lt;/p&gt;
description: Modified: 2023-08-09T16:10:12+02:00
DOI: 10.3535/web-enk-n8w
title: Malacosoma neustria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fgy-zp0-5jc
title: Euthrix (Euthrix) potatoria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.34847/nkl.249fc264
title: Interview with Daniel Hamermesh, conducted by Jérôme Gautié and Dorian Jullien on May 5th 2025. Oral Histories of Economics

description: Interview with Daniel Hamermesh, conducted by Jérôme Gautié and Dorian Jullien on May 5th 2025, for a research project on the history of "new minimum wage research". This interview is part of the collection "The Minimum Wage Debates in the 1990s U.S. and U.K." of the Oral Histories of Economics project (https://www.oralhistoriesofeconomics.org/). The set of data contains:
- the audio recording of the interview;
- the transcription of the interview (reviewed and edited by the interviewers and the interviewee)
DOI: 10.15468/dl.e3pdh2
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nothofagus womersleyi Steenis"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150265-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6amuv
title: Occurrence Download

description: A dataset containing 436 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophostoma brasiliense Peters, 1867"
 ]
}

 The dataset includes 436 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028072-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38f3rs
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-119.91534 22.81162,-108.1269 22.81162,-108.1269 34.94106,-119.91534 34.94106,-119.91534 22.81162))",
 "HasGeospatialIssue is false",
 "TaxonKey is Chilopsis linearis (Cav.) Sweet"
 ]
}

 The dataset includes 151 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047222-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcg65n
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-165.56836 12.17682,-148.27148 12.17682,-148.27148 26.08441,-165.56836 26.08441,-165.56836 12.17682))",
 "HasCoordinate is true",
 "TaxonKey is Neraudia melastomifolia Gaudich.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028073-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6q7y3
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus beypazaricus Podlech & Aytaç"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019328-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3m2ma
title: Occurrence Download

description: A dataset containing 3813 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elaeagnus commutata Bernh. ex Rydb."
 ]
}

 The dataset includes 3813 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163404-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbd7we
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artocarpus hirsutus Lam."
 ]
}

 The dataset includes 123 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019344-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a88qla
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophostoma carrikeri (J.A.Allen, 1910)"
 ]
}

 The dataset includes 77 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028073-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uemw9d
title: Occurrence Download

description: A dataset containing 1105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus strigosus L.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 1105 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175065-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2cfjj
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 14.4850913204401",
 "DecimalLongitude is less than 14.4881508736245",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 202 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019291-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnucsi
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Adesmia balsamica Bertero ex Colla"
 ]
}

 The dataset includes 40 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028075-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jj9j9y
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleocharis diandra C.Wright",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175072-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pgkxh
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artocarpus fulvicortex F.M.Jarrett"
 ]
}

 The dataset includes 47 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019292-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mf0wsc
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Abramites hypselonotus (Günther, 1868)"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008596-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.recmxr
title: Occurrence Download

description: A dataset containing 2236 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "TaxonKey is Podocnemis expansa (Schweigger, 1812)"
 ]
}

 The dataset includes 2236 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028075-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3duuu5
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 Telmatobius philippii Cuevas & Formas, 2002"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019308-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zoudeh
title: Occurrence Download

description: A dataset containing 15284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 1990-2019",
 "HasCoordinate is true",
 "TaxonKey is Falco peregrinus Tunstall, 1771",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15284 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028075-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9phzz
title: Occurrence Download

description: A dataset containing 11011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Elevation 2982.0-9999.0m",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Espeletia Mutis ex Humb. & Bonpl.",
 "Year 1970-2021"
 ]
}

 The dataset includes 11011 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223438-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7bk2xf
title: Occurrence Download

description: A dataset containing 186 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 Physalaemus olfersii (Lichtenstein & Martens, 1856)"
 ]
}

 The dataset includes 186 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019325-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.