cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.us8y2u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Centrophorus squamosus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125147-230530130749713/datasets/export for details.
DOI: 10.15468/dl.tbtd3j
title: Occurrence Download

description: A dataset containing 4807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Tomicus P.A.Latreille, 1802",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4807 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017999-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xaqxj9
title: Occurrence Download

description: A dataset containing 1826 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lycopodiella lateralis (R.Br.) B.Øllg."
 ]
}

 The dataset includes 1826 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094661-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kvwpi
title: Occurrence Download

description: A dataset containing 1419034165 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1419034165 records from 17376 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000530-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yp2y7a
title: Occurrence Download

description: A dataset listing the 282851 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-0.77517 47.78948,-0.23665 44.04507,6.01024 44.12244,14.84204 47.13413,19.25794 43.57875,20.6581 51.14738,12.90335 53.64396,5.81182 52.2582,-0.77517 47.78948))",
 "HasCoordinate is true"
 ]
}

 The dataset's 282851 records were derived from 19791 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003251-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-232136
title: Southern California alumni review, vol. 34, no. 6 (1953 Mar.)

description: Southern California alumni review, vol. 34, no. 6 (1953 March). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232154
title: Southern California alumni review, vol. 34, no. 7 (1953 Apr.)

description: Southern California alumni review, vol. 34, no. 7 (1953 April). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232275
title: Southern California alumni review, vol. 35, no. 3 (1953 Dec.)

description: Southern California alumni review, vol. 35, no. 3 (1953 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232276
title: Southern California alumni review, vol. 35, no. 3 (1953 Dec.)

description: Southern California alumni review, vol. 35, no. 3 (1953 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232278
title: Southern California alumni review, vol. 35, no. 3 (1953 Dec.)

description: Southern California alumni review, vol. 35, no. 3 (1953 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232282
title: Southern California alumni review, vol. 35, no. 3 (1953 Dec.)

description: Southern California alumni review, vol. 35, no. 3 (1953 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232285
title: Southern California alumni review, vol. 35, no. 3 (1953 Dec.)

description: Southern California alumni review, vol. 35, no. 3 (1953 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232135
title: Southern California alumni review, vol. 34, no. 6 (1953 Mar.)

description: Southern California alumni review, vol. 34, no. 6 (1953 March). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232139
title: Southern California alumni review, vol. 34, no. 6 (1953 Mar.)

description: Southern California alumni review, vol. 34, no. 6 (1953 March). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.5281/zenodo.18716833
title: ADCP-Based Proxy Sediment Transport Monitoring – Data and Code Archive

description: Overview

This release provides a citable, reproducible snapshot of the workflow used for ADCP-based preprocessing and ML/DL experiments to predict bottom-track velocity (BT_Vel) from ADCP signal/quality and hydraulic features.

Contents





Data/



Processed_Field_Data_with_ABS.xlsx

Processed_Flow_Rate_NEW_BIG_Data_with_ABS.xlsx

Raw Data





Notebooks/



LAB_Preprocessing-.ipynb

FIELD_Preprocessing.ipynb

LAB_ML.ipynb

FIELD_ML.ipynb

LAB_DL.ipynb

FIELD_DL.ipynb

Model analysis.ipynb




Reproducibility



Recommended environment: Python 3.x, Jupyter/Colab

Run order: Preprocessing → ML→ DL→ Model analysis

Inputs/outputs: Excel datasets + notebook-generated figures/metrics
DOI: 10.5281/zenodo.17913206
title: ADCP-Based Proxy Sediment Transport Monitoring – Data and Code Archive

description: Overview

This release provides a citable, reproducible snapshot of the workflow used for ADCP-based preprocessing and ML/DL experiments to predict bottom-track velocity (BT_Vel) from ADCP signal/quality and hydraulic features.

Contents





Data/



Processed_Field_Data_with_ABS.xlsx

Processed_Flow_Rate_NEW_BIG_Data_with_ABS.xlsx

Raw Data





Notebooks/



LAB_Preprocessing-.ipynb

FIELD_Preprocessing.ipynb

LAB_ML.ipynb

FIELD_ML.ipynb

LAB_DL.ipynb

FIELD_DL.ipynb

Model analysis.ipynb




Reproducibility



Recommended environment: Python 3.x, Jupyter/Colab

Run order: Preprocessing → ML→ DL→ Model analysis

Inputs/outputs: Excel datasets + notebook-generated figures/metrics
DOI: 10.25549/uschist-c104-232150
title: Southern California alumni review, vol. 34, no. 7 (1953 Apr.)

description: Southern California alumni review, vol. 34, no. 7 (1953 April). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232156
title: Southern California alumni review, vol. 34, no. 7 (1953 Apr.)

description: Southern California alumni review, vol. 34, no. 7 (1953 April). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232160
title: Southern California alumni review, vol. 34, no. 7 (1953 Apr.)

description: Southern California alumni review, vol. 34, no. 7 (1953 April). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232164
title: Southern California alumni review, vol. 34, no. 7 (1953 Apr.)

description: Southern California alumni review, vol. 34, no. 7 (1953 April). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232169
title: Southern California alumni review, vol. 34, no. 7 (1953 Apr.)

description: Southern California alumni review, vol. 34, no. 7 (1953 April). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232171
title: Southern California alumni review, vol. 34, no. 7 (1953 Apr.)

description: Southern California alumni review, vol. 34, no. 7 (1953 April). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232172
title: Southern California alumni review, vol. 34, no. 7 (1953 Apr.)

description: Southern California alumni review, vol. 34, no. 7 (1953 April). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232189
title: Southern California alumni review, vol. 34, no. 8 (1953 May)

description: Southern California alumni review, vol. 34, no. 8 (1953 May). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232371
title: Southern California alumni review, vol. 36, no. 3 (1954 Dec.)

description: Southern California alumni review, vol. 36, no. 3 (1954 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232385
title: Southern California alumni review, vol. 36, no. 3 (1954 Dec.)

description: Southern California alumni review, vol. 36, no. 3 (1954 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232390
title: Southern California alumni review, vol. 36, no. 3 (1954 Dec.)

description: Southern California alumni review, vol. 36, no. 3 (1954 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232391
title: Southern California alumni review, vol. 36, no. 3 (1954 Dec.)

description: Southern California alumni review, vol. 36, no. 3 (1954 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232393
title: Southern California alumni review, vol. 36, no. 3 (1954 Dec.)

description: Southern California alumni review, vol. 36, no. 3 (1954 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232457
title: Southern California alumni review, vol. 36, no. 6 (1955 Mar.)

description: Southern California alumni review, vol. 36, no. 6 (1955 March). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232458
title: Southern California alumni review, vol. 36, no. 6 (1955 Mar.)

description: Southern California alumni review, vol. 36, no. 6 (1955 March). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232465
title: Southern California alumni review, vol. 36, no. 6 (1955 Mar.)

description: Southern California alumni review, vol. 36, no. 6 (1955 March). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232480
title: Southern California alumni review, vol. 36, no. 7 (1955 Apr.)

description: Southern California alumni review, vol. 36, no. 7 (1955 April). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232489
title: Southern California alumni review, vol. 36, no. 7 (1955 Apr.)

description: Southern California alumni review, vol. 36, no. 7 (1955 April). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.15468/dl.4svvm8
title: Occurrence Download

description: A dataset containing 742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbodes semifasciolatus",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 742 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032987-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yv472h
title: Occurrence Download

description: A dataset containing 12871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calicium adspersum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Sweden",
 "DatasetKey is Artportalen"
 ]
}

 The dataset includes 12871 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032986-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-232166
title: Southern California alumni review, vol. 34, no. 7 (1953 Apr.)

description: Southern California alumni review, vol. 34, no. 7 (1953 April). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232180
title: Southern California alumni review, vol. 34, no. 8 (1953 May)

description: Southern California alumni review, vol. 34, no. 8 (1953 May). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232185
title: Southern California alumni review, vol. 34, no. 8 (1953 May)

description: Southern California alumni review, vol. 34, no. 8 (1953 May). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232191
title: Southern California alumni review, vol. 34, no. 8 (1953 May)

description: Southern California alumni review, vol. 34, no. 8 (1953 May). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232198
title: Southern California alumni review, vol. 34, no. 8 (1953 May)

description: Southern California alumni review, vol. 34, no. 8 (1953 May). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232399
title: Southern California alumni review, vol. 36, no. 3 (1954 Dec.)

description: Southern California alumni review, vol. 36, no. 3 (1954 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.15468/dl.dkhf5e
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Geometry POLYGON((101.78922 -10.42426,115.86054 -10.42426,115.86054 -4.79926,101.78922 -4.79926,101.78922 -10.42426))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Jawa Barat",
 "TaxonKey is Egretta garzetta",
 "Year 2020-2026"
 ]
}

 The dataset includes 39 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032988-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-232412
title: Southern California alumni review, vol. 36, no. 4 (1955 Jan.)

description: Southern California alumni review, vol. 36, no. 4 (1955 January). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232425
title: Southern California alumni review, vol. 36, no. 4 (1955 Jan.)

description: Southern California alumni review, vol. 36, no. 4 (1955 January). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-250729
title: Southern California alumni review, vol. 36, no. 5 (1955 Feb.)

description: Southern California alumni review, vol. 37 [sic, i.e. 36], no. 5 (1955 February). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-250730
title: Southern California alumni review, vol. 36, no. 5 (1955 Feb.)

description: Southern California alumni review, vol. 37 [sic, i.e. 36], no. 5 (1955 February). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-236740
title: Southern California alumni review, vol. 36, no. 8 (1955 May)

description: Southern California alumni review, vol. 36, no. 8 (1955 May). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-236741
title: Southern California alumni review, vol. 36, no. 8 (1955 May)

description: Southern California alumni review, vol. 36, no. 8 (1955 May). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-236755
title: Southern California alumni review, vol. 36, no. 8 (1955 May)

description: Southern California alumni review, vol. 36, no. 8 (1955 May). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-236766
title: Southern California alumni review, vol. 36, no. 8 (1955 May)

description: Southern California alumni review, vol. 36, no. 8 (1955 May). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-236768
title: Southern California alumni review, vol. 36, no. 8 (1955 May)

description: Southern California alumni review, vol. 36, no. 8 (1955 May). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232288
title: Southern California alumni review, vol. 35, no. 3 (1953 Dec.)

description: Southern California alumni review, vol. 35, no. 3 (1953 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232289
title: Southern California alumni review, vol. 35, no. 3 (1953 Dec.)

description: Southern California alumni review, vol. 35, no. 3 (1953 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232291
title: Southern California alumni review, vol. 35, no. 3 (1953 Dec.)

description: Southern California alumni review, vol. 35, no. 3 (1953 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232297
title: Southern California alumni review, vol. 35, no. 3 (1953 Dec.)

description: Southern California alumni review, vol. 35, no. 3 (1953 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232300
title: Southern California alumni review, vol. 35, no. 3 (1953 Dec.)

description: Southern California alumni review, vol. 35, no. 3 (1953 December). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232303
title: Southern California alumni review, vol. 35, no. 4 (1954 Jan.)

description: Southern California alumni review, vol. 35, no. 4 (1954 January). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232311
title: Southern California alumni review, vol. 35, no. 4 (1954 Jan.)

description: Southern California alumni review, vol. 35, no. 4 (1954 January). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232318
title: Southern California alumni review, vol. 35, no. 4 (1954 Jan.)

description: Southern California alumni review, vol. 35, no. 4 (1954 January). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232319
title: Southern California alumni review, vol. 35, no. 4 (1954 Jan.)

description: Southern California alumni review, vol. 35, no. 4 (1954 January). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.25549/uschist-c104-232321
title: Southern California alumni review, vol. 35, no. 4 (1954 Jan.)

description: Southern California alumni review, vol. 35, no. 4 (1954 January). Published eight times a year, monthly from October to May, inclusive.
DOI: 10.15468/dl.47j2z6
title: Occurrence Download

description: A dataset containing 34243 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemigrapsus takanoi"
 ]
}

 The dataset includes 34243 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013072-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kj6dgd
title: Occurrence Download

description: A dataset containing 566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceratocephala testiculata",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 566 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013074-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17339173
title: Self-Reflection, Sense of Agency, and Underlying Neural Correlates: A Pilot Study
DOI: 10.5281/zenodo.15201766
title: Biogeochemical Ocean Regions

description: This datasets provides objectively defined and validated biogeochemical regions of the North Atlantic Ocean and its marginal seas. It accompanies the paper Jenniges et al. (2025). Unveiling 3D ocean biogeochemical provinces in the North Atlantic: A systematic comparison and validation of clustering methods. Ecological Informatics, 91, 103390. https://doi.org/10.1016/j.ecoinf.2025.103390. 

This dataset was generated using code available at: https://doi.org/10.5281/zenodo.15202343
description: Column descriptions




Column Name
Description


LEV_M
Upper grid cell depth in meters


LATITUDE
Geographic latitude of the grid cell centre in decimal degrees


LONGITUDE
Geographic longitude of the grid cell centre in decimal degrees


P TEMPERATURE
Average potential temperature of the grid cell in °C


P_SALINITY
Average salinity of the grid cell in psu


P OXYGEN
Average oxygen concentration of the grid cell in μmol kg−1


P_NITRATE
Average nitrate concentration of the grid cell in μmol kg−1


P_SILICATE
Average silicate concentration of the grid cell in μmol kg−1


P_PHOSPHATE
Average phosphate concentration of the grid cell in μmol kg−1


e0
First reduced feature from UMAP dimensionality reduction


e1
Second reduced feature from UMAP dimensionality reduction


e2
Third reduced feature from UMAP dimensionality reduction


volume
Volume of the grid cell in m3


label
Cluster label assigned to the grid cell


uncertainty
NEMI uncertainty of the cluster label of the grid cell


color
Hexadecimal color assigned to the cluster label of the grid cell


water
Binary flag denoting if the grid cell is located on land or in water according to GEBCO bathymetry information (GEBCO Compilation Group, 2022)


imputed
Percentage of parameters that needed to be imputed for the grid cell, e.g. 50 denotes that 50% = 3 of the six parameters were imputed using K-nearest neighbours