cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6rm2sg
title: Occurrence Download

description: A dataset containing 960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex garberi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 960 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040003-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17635083
title: Pregões Municipais do Brasil (2024–2025): Base Nacional Unificada PNCP + IBGE

description: Este dataset reúne 481.008 compras públicas municipais realizadas por meio de pregão (eletrônico e presencial) registradas no Portal Nacional de Contratações Públicas (PNCP) entre 1º de janeiro de 2024 e 15 de novembro de 2025, enriquecidas com informações demográficas do Censo 2022 do IBGE. A base inclui identificadores PNCP, valores estimados e homologados, deságio, modalidade, modo de disputa, datas, órgão e unidade gestora, além de população, faixa populacional, capitalidade e região do município. Os dados foram extraídos via software “PNCP – Extrator de Licitações Encerradas” (versão 1.0.2), processados em Google BigQuery e disponibilizados em formato CSV para facilitar análises estatísticas e econométricas sobre compras públicas municipais no Brasil.
DOI: 10.5281/zenodo.17635084
title: Pregões Municipais do Brasil (2024–2025): Base Nacional Unificada PNCP + IBGE

description: Este dataset reúne 481.008 compras públicas municipais realizadas por meio de pregão (eletrônico e presencial) registradas no Portal Nacional de Contratações Públicas (PNCP) entre 1º de janeiro de 2024 e 15 de novembro de 2025, enriquecidas com informações demográficas do Censo 2022 do IBGE. A base inclui identificadores PNCP, valores estimados e homologados, deságio, modalidade, modo de disputa, datas, órgão e unidade gestora, além de população, faixa populacional, capitalidade e região do município. Os dados foram extraídos via software “PNCP – Extrator de Licitações Encerradas” (versão 1.0.2), processados em Google BigQuery e disponibilizados em formato CSV para facilitar análises estatísticas e econométricas sobre compras públicas municipais no Brasil.
DOI: 10.13130/rd_unimi/jmksaw/euupuz
title: mono_vanilla_delta_ref_mono_oracle_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/x9ovab
title: assignment_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/1g4haf
title: ensemble_delta_ref_mono_oracle_Distance.Boundary_max+Sink N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ptimoy
title: ensemble_delta_ref_mono_vanilla_GROUND_TRUTH RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/r3kmc8
title: ensemble_quality_Distance.Boundary_max+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/orkfkx
title: delta_self_ensemble_Distance.Boundary_max+RR N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/yl8xrb
title: delta_self_ensemble_Distance.Clustering_max+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/lznumq
title: ensemble_delta_ref_mono_oracle_GROUND_TRUTH RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/c9sgdp
title: delta_self_ensemble_GROUND_TRUTH Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/zy4mir
title: ensemble_delta_ref_mono_vanilla_GROUND_TRUTH RR N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/5qz0sx
title: assignment_GROUND_TRUTH Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/goc1ty
title: ensemble_quality_Distance.Boundary_max+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/vhjtuy
title: delta_self_ensemble_TSUSC N09_test_set_clean.tab
DOI: 10.82144/8aa868a6
title: Happywhale - Hourglass dolphin in Southern Ocean

description: Original provider:
Happywhale

Dataset credits:
Happywhale and contributors

Abstract:
Happywhale.com is a resource to help you know whales as individuals, and to benefit conservation science with rich data about individual whales.
DOI: 10.13130/rd_unimi/jmksaw/zr7eeg
title: ensemble_quality_Group.Auto+Neigh.kDistance_l2_k50_div+RR N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/8zhytq
title: ensemble_delta_ref_mono_oracle_Distance.Boundary_max+Sink N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/aanizz
title: delta_self_ensemble_Distance.Clustering_max+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/iw21hd
title: delta_self_ensemble_Group.Auto+Neigh.kDistance_l2_k50_div+RR N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gmfgfk
title: assignment_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/iv4b9g
title: mono_oracled_quality_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/o3a3ap
title: ensemble_delta_ref_mono_vanilla_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/zeqzdu
title: ensemble_delta_ref_mono_vanilla_Distance.Boundary_max+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/kino5a
title: assignment_Distance.Clustering_max+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/0zgdob
title: delta_self_ensemble_Group.Auto+Neigh.kDistance_l2_k50_div+RR N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/djnxlg
title: ensemble_delta_ref_mono_oracle_Distance.Clustering_max+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gob2me
title: assignment_GROUND_TRUTH RR N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/equb5g
title: delta_self_ensemble_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/tnbvle
title: assignment_GROUND_TRUTH RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/xftdum
title: ensemble_delta_ref_mono_oracle_Group.Auto+Neigh.kDistance_l2_k50_div+RR N21_training_set_clean.tab
DOI: 10.82144/d715e245
title: Happywhale - Northern fur seal in North Pacific Ocean

description: Original provider:
Happywhale

Dataset credits:
Happywhale and contributors

Abstract:
Happywhale.com is a resource to help you know whales as individuals, and to benefit conservation science with rich data about individual whales.
DOI: 10.13130/rd_unimi/jmksaw/lrq9js
title: ensemble_delta_ref_mono_oracle_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/uh8ynk
title: ensemble_quality_GROUND_TRUTH Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/qixahx
title: ensemble_delta_ref_mono_vanilla_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/fhsvfw
title: ensemble_delta_ref_mono_oracle_GROUND_TRUTH RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/dfhcfw
title: mono_vanilla_quality_test_set_clean.tab
DOI: 10.5281/zenodo.17635492
title: ECIS2026 Appendix 2: Review Protocol of the Systematic Literature Review for ECIS2026 Submission ID2857

description: Review protocol for further details on the systematic literature search of the ECIS2026 article with submission ID 2857
DOI: 10.5281/zenodo.17635493
title: ECIS2026 Appendix 2: Review Protocol of the Systematic Literature Review for ECIS2026 Submission ID2857

description: Review protocol for further details on the systematic literature search of the ECIS2026 article with submission ID 2857
DOI: 10.13130/rd_unimi/jmksaw/69o9zc
title: ensemble_delta_ref_mono_oracle_GROUND_TRUTH Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/zjooap
title: ensemble_delta_ref_mono_oracle_Distance.Clustering_max+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/nciisn
title: ensemble_quality_Distance.Clustering_max+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/h4rp4u
title: assignment_GROUND_TRUTH Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/bex1gf
title: ensemble_delta_ref_mono_vanilla_TSUSC N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/w9cfed
title: ensemble_delta_ref_mono_vanilla_Distance.Boundary_max+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/nhtgym
title: delta_self_ensemble_GROUND_TRUTH RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/qwnf8r
title: delta_self_ensemble_Distance.Boundary_max+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/tl6kbq
title: ensemble_delta_ref_mono_oracle_Distance.Clustering_max+RR N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/amqry0
title: assignment_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gcb1oa
title: assignment_Distance.Clustering_max+RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/6zcucr
title: ensemble_delta_ref_mono_oracle_Distance.Clustering_max+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/xytgks
title: ensemble_quality_Group.Auto+Neigh.kDistance_l2_k50_div+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/xkncgi
title: delta_self_ensemble_Distance.Boundary_max+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/am8nam
title: delta_self_ensemble_Distance.Clustering_max+RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/f2qw87
title: mono_vanilla_delta_self_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/nialjq
title: ensemble_delta_ref_mono_vanilla_GROUND_TRUTH RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/zg6pjz
title: delta_self_ensemble_Distance.Clustering_max+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/oo3wj1
title: ensemble_delta_ref_mono_vanilla_Distance.Clustering_max+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/hh1obv
title: mono_vanilla_delta_self_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/eaxxaa
title: delta_self_ensemble_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/qewy4q
title: ensemble_delta_ref_mono_vanilla_Distance.Clustering_max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/zmiowi
title: f3.1-m2-targeted-boundary-dt.jsonc
DOI: 10.13130/rd_unimi/jmksaw/112xf5
title: ensemble_delta_ref_mono_vanilla_Distance.Clustering_max+RR N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ryagun
title: ensemble_quality_TSUSC N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/qbbyvt
title: ensemble_quality_TSUSC N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/uqwwxw
title: assignment_Distance.Clustering_max+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/dndelz
title: delta_self_ensemble_TSUSC N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gxmrid
title: delta_self_ensemble_Distance.Boundary_max+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/5k7qym
title: assignment_Group.Auto+Neigh.kDistance_l2_k50_div+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/wywlwd
title: delta_self_ensemble_Distance.Boundary_max+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/3hyz2w
title: assignment_Distance.Boundary_max+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/lkxc42
title: delta_self_ensemble_TSUSC N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/yz8vif
title: assignment_TSUSC N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gw1xqt
title: ensemble_delta_ref_mono_oracle_Distance.Boundary_max+RR N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/e1yhhn
title: ensemble_delta_ref_mono_oracle_GROUND_TRUTH Sink N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/bmos8k
title: ensemble_delta_ref_mono_vanilla_TSUSC N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/7nrvb0
title: ensemble_delta_ref_mono_vanilla_GROUND_TRUTH RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/o3ftpf
title: ensemble_delta_ref_mono_vanilla_GROUND_TRUTH RR N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gpasex
title: ensemble_quality_Distance.Clustering_max+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/jw5dwj
title: delta_self_ensemble_Distance.Clustering_max+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/wws6sl
title: ensemble_quality_Distance.Boundary_max+RR N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/pqplbg
title: ensemble_delta_ref_mono_vanilla_Distance.Boundary_max+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/qrspcr
title: ensemble_quality_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/qugap6
title: ensemble_delta_ref_mono_oracle_Distance.Boundary_max+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ec8l73
title: delta_self_ensemble_Distance.Clustering_max+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/dbuval
title: ensemble_delta_ref_mono_oracle_Distance.Clustering_max+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/uehc3h
title: assignment_Distance.Clustering_max+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/25cdg1
title: assignment_Distance.Boundary_max+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/tn5npf
title: ensemble_delta_ref_mono_oracle_Group.Auto+Neigh.kDistance_l2_k50_div+RR N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/vze0mi
title: ensemble_delta_ref_mono_oracle_Distance.Clustering_max+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ywezwn
title: ensemble_delta_ref_mono_oracle_Distance.Clustering_max+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/2pxdys
title: ensemble_quality_GROUND_TRUTH Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gkdhiu
title: ensemble_quality_Distance.Boundary_max+Sink N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/w31yz7
title: assignment_GROUND_TRUTH RR N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ro5mdw
title: ensemble_quality_GROUND_TRUTH Sink N27_training_set_clean.tab
DOI: 10.15468/dl.s733s8
title: Occurrence Download

description: A dataset containing 2672 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Puccinia suaveolens (Pers.) Rostr."
 ]
}

 The dataset includes 2672 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040005-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/jmksaw/k4b31s
title: ensemble_quality_Distance.Boundary_max+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/uwc2tm
title: ensemble_delta_ref_mono_vanilla_GROUND_TRUTH RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/xu0dvx
title: ensemble_delta_ref_mono_oracle_Distance.Boundary_max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ff7h8s
title: delta_self_ensemble_Distance.Boundary_max+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gpk7ub
title: ensemble_delta_ref_mono_oracle_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/np0of8
title: delta_self_ensemble_Distance.Boundary_max+Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/obrzqk
title: ensemble_delta_ref_mono_oracle_GROUND_TRUTH RR N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/dznhlm
title: ensemble_delta_ref_mono_oracle_Group.Auto+Neigh.kDistance_l2_k50_div+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/cg2kia
title: ensemble_delta_ref_mono_vanilla_Distance.Clustering_max+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/eoqw7v
title: ensemble_delta_ref_mono_oracle_Distance.Boundary_max+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/xzyy7a
title: assignment_Distance.Clustering_max+RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/uivr4g
title: ensemble_quality_Group.Auto+Neigh.kDistance_l2_k50_div+RR N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/izc3tk
title: ensemble_delta_ref_mono_vanilla_Distance.Clustering_max+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/plpj3c
title: delta_self_ensemble_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/btorjv
title: ensemble_quality_Distance.Boundary_max+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/rgxrto
title: ensemble_delta_ref_mono_oracle_GROUND_TRUTH Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/c4kyvu
title: ensemble_delta_ref_mono_oracle_Distance.Clustering_max+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ytybq0
title: assignment_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/xst7ze
title: assignment_Distance.Boundary_max+RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/bdytgi
title: ensemble_delta_ref_mono_oracle_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/w7b2a4
title: ensemble_quality_GROUND_TRUTH RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ehn8ud
title: assignment_GROUND_TRUTH RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/exs4lx
title: ensemble_delta_ref_mono_oracle_TSUSC N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/qqhu1i
title: ensemble_delta_ref_mono_vanilla_TSUSC N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/r1oj98
title: delta_self_ensemble_Distance.Clustering_max+RR N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/xotpgw
title: ensemble_quality_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N33_test_set_clean.tab
DOI: 10.5281/zenodo.14048971
title: Compound coastal flooding in San Francisco Bay under climate change

description: These files provide the data that are used for the compound coastal flooding analysis in San Francisco Bay under climate change.

If you have used this dataset, please cite our papers:"Wang, Z., Leung, M., Mukhopadhyay, S. et al. Compound coastal flooding in San Francisco Bay under climate change. npj Nat. Hazards 2, 3 (2025). https://doi.org/10.1038/s44304-024-00057-0" . 

"Wang, Zhenqiang, et al. "A hybrid statistical–dynamical framework for compound coastal flooding analysis." Environmental Research Letters 20.1 (2024): 014005."

The Python codes for GPU/CPU-accelerated Exact Gaussian Process Regression (GPR) using GPyTorch and PyTorch with parallel processing across multiple GPUs or CPU cores for both training and prediction can be found at https://github.com/NearshoreAllstars/MachineLearning.
DOI: 10.5281/zenodo.14048972
title: Compound coastal flooding in San Francisco Bay under climate change

description: These files provide the data that are used for the compound coastal flooding analysis in San Francisco Bay under climate change.

If you have used this dataset, please cite our papers:"Wang, Z., Leung, M., Mukhopadhyay, S. et al. Compound coastal flooding in San Francisco Bay under climate change. npj Nat. Hazards 2, 3 (2025). https://doi.org/10.1038/s44304-024-00057-0" . 

"Wang, Zhenqiang, et al. "A hybrid statistical–dynamical framework for compound coastal flooding analysis." Environmental Research Letters 20.1 (2024): 014005."

The Python codes for GPU/CPU-accelerated Exact Gaussian Process Regression (GPR) using GPyTorch and PyTorch with parallel processing across multiple GPUs or CPU cores for both training and prediction can be found at https://github.com/NearshoreAllstars/MachineLearning.
DOI: 10.13130/rd_unimi/jmksaw/bagh97
title: ensemble_delta_ref_mono_vanilla_Distance.Clustering_max+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/51imli
title: ensemble_delta_ref_mono_vanilla_Distance.Clustering_max+RR N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/yuetet
title: ensemble_quality_GROUND_TRUTH Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/1zicod
title: ensemble_delta_ref_mono_vanilla_Distance.Boundary_max+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/xvzs4v
title: ensemble_quality_Distance.Clustering_max+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/niyna0
title: ensemble_quality_GROUND_TRUTH RR N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/d0ebsf
title: delta_self_ensemble_GROUND_TRUTH Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/8cs0ok
title: ensemble_quality_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/34rpib
title: delta_self_ensemble_Distance.Clustering_max+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/wequdq
title: delta_self_ensemble_Distance.Boundary_max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/twgy98
title: ensemble_delta_ref_mono_oracle_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/oaqxzm
title: mono_vanilla_delta_ref_mono_oracle_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/sbvg5o
title: delta_self_ensemble_GROUND_TRUTH RR N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/vwl34b
title: ensemble_delta_ref_mono_oracle_Distance.Clustering_max+Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ftjesr
title: assignment_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/9gojmv
title: ensemble_quality_Distance.Clustering_max+RR N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/cnmnqd
title: assignment_Distance.Clustering_max+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/rktaff
title: assignment_Distance.Clustering_max+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/lbvof1
title: delta_self_ensemble_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/nzpuy9
title: delta_self_ensemble_Distance.Clustering_max+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/25muxs
title: ensemble_quality_Distance.Clustering_max+RR N27_training_set_clean.tab
DOI: 10.15468/dl.yfkfp9
title: Occurrence Download

description: A dataset containing 705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-90.54843 7.19737,-77.65186 7.19737,-77.65186 14.32581,-90.54843 14.32581,-90.54843 7.19737)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Melipona costaricensis"
 ]
}

 The dataset includes 705 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040007-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/jmksaw/awpkjr
title: ensemble_quality_Distance.Clustering_max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/0crji4
title: ensemble_quality_Group.Auto+Neigh.kDistance_l2_k50_div+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/u3v50n
title: delta_self_ensemble_Group.Auto+Neigh.kDistance_l2_k50_div+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/suoyeq
title: ensemble_delta_ref_mono_oracle_GROUND_TRUTH Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/kt2zcn
title: delta_self_ensemble_Group.Auto+Neigh.kDistance_l2_k50_div+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/1j1rgm
title: ensemble_delta_ref_mono_oracle_Group.Auto+Neigh.kDistance_l2_k50_div+RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/a13mqi
title: ensemble_quality_TSUSC N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/mq6nkf
title: ensemble_delta_ref_mono_vanilla_Group.Auto+Neigh.kDistance_l2_k50_div+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/yb79n4
title: ensemble_quality_GROUND_TRUTH Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/eb6wpc
title: ensemble_delta_ref_mono_vanilla_Distance.Clustering_max+RR N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/hzogj5
title: ensemble_quality_TSUSC N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/tnq2k1
title: ensemble_delta_ref_mono_vanilla_Distance.Boundary_max+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/hikswe
title: assignment_TSUSC N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/enavry
title: delta_self_ensemble_TSUSC N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/bc0r8g
title: assignment_GROUND_TRUTH RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/z7wbr6
title: ensemble_quality_Distance.Clustering_max+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/irjefo
title: ensemble_delta_ref_mono_oracle_Distance.Clustering_max+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/k8k5kc
title: assignment_GROUND_TRUTH RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/e4ss3u
title: delta_self_ensemble_Distance.Clustering_max+RR N03_test_set_clean.tab