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

description: A dataset containing 130490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Emberiza citrinella"
 ]
}

 The dataset includes 130490 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010204-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edwcth
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-123.03986 49.14668,-123.04827 49.14497,-123.05022 49.14432,-123.05176 49.1433,-123.05272 49.142,-123.05299 49.14058,-123.05254 49.13917,-123.05247 49.13905,-123.05122 49.13771,-123.04934 49.13674,-123.04706 49.13627,-123.04283 49.13591,-123.04126 49.13554,-123.03922 49.13528,-123.03714 49.13545,-123.03525 49.13602,-123.03372 49.13695,-123.03118 49.13905,-123.02965 49.14007,-123.02838 49.14128,-123.02777 49.14269,-123.0279 49.14415,-123.02876 49.1455,-123.03024 49.14659,-123.03219 49.14731,-123.03293 49.14748,-123.03545 49.14774,-123.03794 49.14735,-123.03893 49.14706,-123.03986 49.14668)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 388 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010237-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7284/164418
title: Multiplexed data collected during research cruise AE2416 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164419
title: Multiplexed data collected during research cruise AE2416 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164420
title: Multiplexed data collected during research cruise AE2416 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164421
title: Multiplexed data collected during research cruise AE2416 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164393
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AE2416 using a Hawaii UHDAS instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164422
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AE2416 using a SeaBird SBE-911+ instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164402
title: Multiplexed data collected during research cruise AE2417 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164403
title: Multiplexed data collected during research cruise AE2417 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164404
title: Multiplexed data collected during research cruise AE2417 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164405
title: Multiplexed data collected during research cruise AE2417 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164394
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AE2417 using a Hawaii UHDAS instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164406
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AE2417 using a SeaBird SBE-911+ instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164443
title: Multiplexed data collected during research cruise AE2418 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164444
title: Multiplexed data collected during research cruise AE2418 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164445
title: Multiplexed data collected during research cruise AE2418 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164446
title: Multiplexed data collected during research cruise AE2418 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164395
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AE2418 using a Hawaii UHDAS instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164447
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AE2418 using a SeaBird SBE-911+ instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164409
title: Multiplexed data collected during research cruise AE2419 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164410
title: Multiplexed data collected during research cruise AE2419 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164411
title: Multiplexed data collected during research cruise AE2419 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164412
title: Multiplexed data collected during research cruise AE2419 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164401
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AE2419 using a Hawaii UHDAS instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164413
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AE2419 using a SeaBird SBE-911+ instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164433
title: Multiplexed data collected during research cruise AE2421 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.15468/dl.hra2r2
title: Occurrence Download

description: A dataset containing 126361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nymphalidae)",
 "Country is one of (Brazil)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen, Occurrence evidence, Material sample, Human Observation)"
 ]
}

 The dataset includes 126361 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010229-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7284/164434
title: Multiplexed data collected during research cruise AE2421 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164435
title: Multiplexed data collected during research cruise AE2421 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164436
title: Multiplexed data collected during research cruise AE2421 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164408
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AE2421 using a Hawaii UHDAS instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164437
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AE2421 using a SeaBird SBE-911+ instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164428
title: Multiplexed data collected during research cruise AE2422 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164429
title: Multiplexed data collected during research cruise AE2422 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164430
title: Multiplexed data collected during research cruise AE2422 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164431
title: Multiplexed data collected during research cruise AE2422 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164414
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AE2422 using a Hawaii UHDAS instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164432
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AE2422 using a SeaBird SBE-911+ instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164423
title: Multiplexed data collected during research cruise AE2423 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164424
title: Multiplexed data collected during research cruise AE2423 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164425
title: Multiplexed data collected during research cruise AE2423 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164426
title: Multiplexed data collected during research cruise AE2423 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164415
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AE2423 using a Hawaii UHDAS instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164427
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AE2423 using a SeaBird SBE-911+ instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164453
title: Multiplexed data collected during research cruise AE2424 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164454
title: Multiplexed data collected during research cruise AE2424 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164455
title: Multiplexed data collected during research cruise AE2424 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164456
title: Multiplexed data collected during research cruise AE2424 using a BIOS METOC instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164416
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AE2424 using a Hawaii UHDAS instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/164457
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise AE2424 using a SeaBird SBE-911+ instrument system onboard the platform RV Atlantic Explorer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132654
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise KM1906 using a Hawaii UHDAS instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132661
title: Barometer data collected during research cruise KM1906 using a Vaisala PTB220 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132655
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise KM1906 using a SeaBird SBE-911+ instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132659
title: Fluorometer data collected during research cruise KM1906 using a WETLabs WETStar instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132660
title: Fluorometer data collected during research cruise KM1906 using a Turner 10-AU instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132656
title: Gravimeter data collected during research cruise KM1906 using a Bell BGM-3 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132657
title: Gyrocompass data collected during research cruise KM1906 using a Sperry NAVIGAT X MK 1 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132652
title: INS (Inertial Navigation System) data collected during research cruise KM1906 using a Applanix POS/MV-320 V4 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132653
title: Meteorological Station data collected during research cruise KM1906 using a Hawaii MET-System instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132662
title: Meteorological Station data collected during research cruise KM1906 using a Hawaii MET-System instrument system onboard the platform RV Kilo Moana

description: Processed data created by vessel technician during a Field_expedition
DOI: 10.7284/132663
title: Multibeam Echosounder data collected during research cruise KM1906 using a Kongsberg EM122 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132651
title: Speedlog data collected during research cruise KM1906 using a Yokogawa EML500FA2 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132650
title: SSV (Sound Speed Velocimeter) data collected during research cruise KM1906 using a AML SV&P instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132649
title: TSG (Thermosalinograph) data collected during research cruise KM1906 using a SeaBird SBE-45 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.15468/dl.d56jgk
title: Occurrence Download

description: A dataset containing 131949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is Birda - Global Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erithacus rubecula"
 ]
}

 The dataset includes 131949 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010232-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ftsjtv
title: Occurrence Download

description: A dataset containing 300409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Belgium)",
 "OccurrenceStatus is Present",
 "TaxonKey is Gonepteryx rhamni",
 "Year 1930-2025"
 ]
}

 The dataset includes 300409 records from 3091 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010224-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11148308
title: Data-Error Scaling in Machine Learning on Natural Discrete Combinatorial Mutation-prone Sets: Case Studies on Peptides and Small Molecules

description:  

Data

 This folder contains the raw data used during this work. `out_seq_total.txt` contains information on the sequences used (mutations, number of mutations, etc.). `output_energies_total.txt` contains the response variables, which include: a) unrelaxed EvoEF energies (peptides); b) relaxed EvoEF energies (peptides, `*_repaired.txt`); and c) solvation energies (molecules). 3D structures are provided in `.xyz` format in the subfolder `XYZ` (molecules).

 

Results

This folder contains the results (outputs) of the ML models trained using the provided scripts (see github repository). Such results are incuded in the form of `.npy` files. To load the files please include the option `allow_pickle=True`.

 Each `.npy` file contains the following keys: * `initial_parameters`: script inputs. * `d_encoder`: encoder used (not always included). * `ns_train`: number of training points used for the LCs (rounded, integers). * `ns_train_float`: number of training points used for the LCs (not rounded, float). * `ns_train_norm`: number of training points used for the LCs (normalized, float). * `res`: test MAEs. * `res_tot`: (train,validation,test) MAEs. * `res_tot_mut`: (train,validation,test) MAEs sorted by mutation number. * `l_opt`: optimal kernel length used during the test. * `ls`: kernel lengths used for grid search. * `idx_seeds`: indices used to reshuffle the data. If one want to rebild the initial order use `np.argsort(idx_seeds)`. * `alpha_opt`: optimal regression parameters used to calculate the test error. To sort the data use `alpha_opt[i][ii][np.argsort(idx_seeds[ii,0:arg_train_max].astype(int)[:ns_train[i]]`. Where `i` is the replicate number (0-99) and ii is the idex in the LC. * `valid_errs`: validation error (MAE) calculated for each point in the hyperparameter (kernel scale) optimisation. * `test_errs`: test error (MAE) calculated for each point in the hyperparameter (kernel scale) optimisation.
DOI: 10.15468/dl.c7yetk
title: Occurrence Download

description: A dataset containing 163874 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Geranium pyrenaicum Burm.f.)"
 ]
}

 The dataset includes 163874 records from 1090 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010489-240506114902167/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.25805107
title: Supplemental tables for "<b>Inadequate Glucagon Suppression During OGTT in prediabetes mellitus: A Systematic Review and Meta-Analysis</b>"

description: Supplemental tables for "<b>Inadequate Glucagon Suppression During OGTT in prediabetes mellitus: A Systematic Review and Meta-Analysis</b>"
DOI: 10.6084/m9.figshare.25805107.v1
title: Supplemental tables for "<b>Inadequate Glucagon Suppression During OGTT in prediabetes mellitus: A Systematic Review and Meta-Analysis</b>"

description: Supplemental tables for "<b>Inadequate Glucagon Suppression During OGTT in prediabetes mellitus: A Systematic Review and Meta-Analysis</b>"
DOI: 10.3886/e202363v1
title: ECIN Replication Package for "Retirement wealth, earnings risks, and intergenerational links"

description: This paper investigates the accumulation and distribution of retirement wealth in a dynastic model with earnings risks, longevity uncertainties, and borrowing constraints. It resolves the wealth indeterminacy problem across generations in dynastic families by introducing a transaction cost for intergenerational transfers. It captures the pattern of inter vivos transfers, the relationship between wealth and earnings, and wealth inequality in the US data. Social security lowers precautionary savings by redistributing income from families with high earnings or short-lived parents to others, thus reducing investment, the growth rate in income per capita, inequality in retirees’ consumption, and the wealth-earnings correlation.