cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15664975
title: TCOM-HNO3 : TOMCAT CTM and Occultation Mesurement based daily HNO3 stratospheric profile data

description: Methodology 

The TOMCAT simulation was conducted at a T64L32 resolution, consistent with previous work by Dhomse et al. (2021, 2022), covering the period from 2000 to 2024. These simulations utilized ERA-5 reanalysis data.

HNO3 Profile Processing and Bias Correction

Collocated HNO3 profiles are organized into five distinct latitude bins:





NH polar: 90∘N - 50∘N




NH mid-lat: 20∘N - 70∘N




Tropics: 40∘S - 40∘N




SH mid-lat: 70∘S - 20∘S




SH polar: 90∘S - 50∘S



Initially, differences between TOMCAT and satellite measurements (primarily ACE-FTS data) are calculated for each zonal bin across 51 height levels (ranging from 10,km to 60,km). It is important to note that although a previous version of this HNO3 dataset was not formally published, this dataset maintains the 'V1.1' designation for consistency in versioning.

Separate XGBoost regression models are then trained for these HNO3 differences at each height level within a given latitude bin. These trained models are subsequently used to estimate HNO3 bias corrections for all daytime TOMCAT grids (9132 days), specifically sampled at 1:30 PM local time at the equator. This yields grid-specific bias corrections that are applied to the original TOMCAT profiles.

Height-resolved HNO3 profile data are then interpolated onto 28 standard pressure levels (from 300,hPa to 0.1,hPa), using pressure levels directly from the TOMCAT grids. For overlapping latitude bins, values are averaged to ensure smoother fields near boundary regions.

Data Files

The dataset includes two files containing daily mean zonal mean HNO3 profiles:





zmhno3_TCOM_hlev_T2Dz_2000-2024_V1.1.nc: Contains height level data (10,km to 60,km).




zmhno3_TCOM_plev_T2Dz_2000-2024_V1.1.nc: Contains pressure level data (300,hPa to 0.1,hPa).



Reference Publication

This methodology, incorporating only ACE-FTS data and various minor algorithmic developments, is based on the following publication:

Dhomse, S. S. and Chipperfield, M. P.: Using machine learning to construct TOMCAT model and occultation measurement-based stratospheric methane (TCOM-CH4) and nitrous oxide (TCOM-N2O) profile data sets, Earth Syst. Sci. Data, 15, 5105–5120, https://doi.org/10.5194/essd-15-5105-2023, 2023.
DOI: 10.15468/dl.d5n9cn
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blechnum attenuatum (Sw.) Mett.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 36 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046568-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12167527
title: Balochi Language to English Translation Dataset
DOI: 10.5281/zenodo.15665022
title: The Impact of The Fed's Monetary Policy on Cryptocurrencies: Novel Policy Implications for Central Banks

description: The data used in the paper The Impact of the Fed’s Monetary Policy on Cryptocurrencies: Novel Policy Implications for Central Banks.
DOI: 10.5281/zenodo.15665023
title: The Impact of The Fed's Monetary Policy on Cryptocurrencies: Novel Policy Implications for Central Banks

description: The data used in the paper The Impact of the Fed’s Monetary Policy on Cryptocurrencies: Novel Policy Implications for Central Banks.
DOI: 10.15468/dl.dagnv8
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blechnum attenuatum (Sw.) Mett.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 29 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046570-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8nwn4
title: Occurrence Download

description: A dataset containing 43646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Netherlands)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salamandra salamandra (Linnaeus, 1758)",
 "Year 2015-2025"
 ]
}

 The dataset includes 43646 records from 1349 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046571-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13932271
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Sherwin Carlquist, http://www.wikidata.org/entity/Q2251003. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q2251003
DOI: 10.5281/zenodo.14708711
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Sherwin Carlquist, http://www.wikidata.org/entity/Q2251003. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q2251003
DOI: 10.5281/zenodo.8122815
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Sherwin Carlquist, http://www.wikidata.org/entity/Q2251003. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q2251003
DOI: 10.5281/zenodo.10029066
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Georges M. D. J. Troupin, http://www.wikidata.org/entity/Q5878015. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5878015
DOI: 10.5281/zenodo.10067815
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Georges M. D. J. Troupin, http://www.wikidata.org/entity/Q5878015. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5878015
DOI: 10.5281/zenodo.10076803
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Georges M. D. J. Troupin, http://www.wikidata.org/entity/Q5878015. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5878015
DOI: 10.5281/zenodo.12025461
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Georges M. D. J. Troupin, http://www.wikidata.org/entity/Q5878015. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5878015
DOI: 10.5281/zenodo.14708712
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Georges M. D. J. Troupin, http://www.wikidata.org/entity/Q5878015. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5878015
DOI: 10.5281/zenodo.8121717
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Georges M. D. J. Troupin, http://www.wikidata.org/entity/Q5878015. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5878015
DOI: 10.5281/zenodo.8180606
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Georges M. D. J. Troupin, http://www.wikidata.org/entity/Q5878015. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5878015
DOI: 10.5281/zenodo.14708714
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Dorothy N. Gibson, http://www.wikidata.org/entity/Q16458415. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q16458415
DOI: 10.5281/zenodo.7183407
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.8008211
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn E. Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.8030880
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Dorothy N. Gibson, http://www.wikidata.org/entity/Q16458415. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q16458415
DOI: 10.5281/zenodo.8030881
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Dorothy N. Gibson, http://www.wikidata.org/entity/Q16458415. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q16458415
DOI: 10.5281/zenodo.8320568
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn E. Krosnick, https://orcid.org/0000-0002-8027-5295. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.10120582
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn E. Krosnick, https://orcid.org/0000-0002-8027-5295. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.10976266
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn E. Krosnick, https://orcid.org/0000-0002-8027-5295. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.7015826
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.7015960
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.7217993
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.7460060
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.7542463
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.7587361
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.7754352
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.7814774
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.7909385
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.11556887
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn E. Krosnick, https://orcid.org/0000-0002-8027-5295. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.14708713
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn E. Krosnick, https://orcid.org/0000-0002-8027-5295. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.7563102
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.7776281
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn Krosnick, https://orcid.org/0000-0002-8027-5295. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.8057033
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Shawn E. Krosnick, https://orcid.org/0000-0002-8027-5295. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.12695342
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Charles D. Richards, http://www.wikidata.org/entity/Q112999628. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q112999628
DOI: 10.5281/zenodo.14708716
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by William H. Witte, http://www.wikidata.org/entity/Q117801595. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q117801595
DOI: 10.5281/zenodo.8035435
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by William H. Witte, http://www.wikidata.org/entity/Q117801595. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q117801595
DOI: 10.5281/zenodo.8035436
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by William H. Witte, http://www.wikidata.org/entity/Q117801595. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q117801595
DOI: 10.5281/zenodo.8103168
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Charles D. Richards, http://www.wikidata.org/entity/Q112999628. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q112999628
DOI: 10.5281/zenodo.14708715
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Charles D. Richards, http://www.wikidata.org/entity/Q112999628. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q112999628
DOI: 10.5281/zenodo.8103167
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Charles D. Richards, http://www.wikidata.org/entity/Q112999628. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q112999628
DOI: 10.5281/zenodo.14649278
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Olive Nation, http://www.wikidata.org/entity/Q119528862. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q119528862
DOI: 10.5281/zenodo.14649279
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Olive Nation, http://www.wikidata.org/entity/Q119528862. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q119528862
DOI: 10.5281/zenodo.14708717
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Olive Nation, http://www.wikidata.org/entity/Q119528862. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q119528862
DOI: 10.5281/zenodo.14007755
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Herbert McKenzie Denslow, http://www.wikidata.org/entity/Q130722177. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q130722177
DOI: 10.5281/zenodo.14007754
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Herbert McKenzie Denslow, http://www.wikidata.org/entity/Q130722177. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q130722177