cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.c9h8dw
title: Occurrence Download

description: A dataset containing 773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "GadmGid is RUS.66_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chamaecytisus ruthenicus (Fisch. ex Wol.) Klásk."
 ]
}

 The dataset includes 773 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015731-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dh9rhw
title: Occurrence Download

description: A dataset containing 231778 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Prunus persica (L.) Stokes, Metaphycus babajani Sugonjaev, 1976, Discodes coccophagus (Ratzeburg, 1848), Microterys hortulanus Erdos, 1956, Polystigma fulvum Pers. ex DC., Podosphaera tridactyla (Wallr.) de Bary, Viscum cruciatum Sieber ex Boiss., Sciurus oculatus Peters, 1863, Asymmetrasca parastriata (Ahmed, Samad & Naheed, 1981), Pentastira major Kirschbaum, 1868, Zygina ordinaria (Ribaut, 1936), Carpophilus hemipterus (Linnaeus, 1758), Tranzschelia pruni-spinosae (Pers.) Dietel, Aglenchus agricola (de Man, 1884) Andrássy, 1954, Dirioxa pornia (Walker, 1849), Lichnoptera decora Morrison, 1875, Neptis alwina Bremer, 1853, Grapholita funebrana (Treitschke, 1835), Eurytoma scolyti Yang, 1996, Eurytoma ruficornis Yang, 1996, Callocleonymus xinjiangensis Yang, 1996, Acrocormus ulmi Yang, 1996, Coccophagus bartletti Annecke & Insley, 1974, Coccophagus avetianae Yasnosh & Herthevtzian, 1972, Discodes emiliae Sugonjaev, 1971, Metaphycus kincaidi Timberlake, 1929, Eurytoma schreineri Schreiner, 1908, Tetrastichus ulmi Erdös, 1954, Ceroplastes japonicus Green, 1921, Phyllosticta circumscissa Cooke, Xylodon asper (Fr.) Hjortstam & Ryvarden, Hyphodontia granulosa (Pers.) Bernicchia, Eutypella prunastri (Pers.) Sacc., Apiognomonia erythrostoma (Pers.) Höhn., Venturia cerasi Aderh., Amphisphaeria vibratilis (Fuckel) E.Müll., Dermea cerasi (Pers.) Fr., Pilatia foliorum Velen., Rhagoletis cerasi (Linnaeus, 1758), Tympanis prunicola J.W.Groves, Calosphaeria pulchella (Pers.) J.Schröt., Aphelia ochreana (Hübner, 1796-1799), Erythridula aspera (Beamer & Griffith, 1935), Erythridula plena (Beamer, 1930), Ephestiodes infimella Ragonot, 1887, Parasa chloris (Herrich-Schäffer, 1854), Chrysozephyrus smaragdina (Bremer, 1861), Furcula borealis Guérin-Méneville, 1844, Corvus corone corone, Selenia tetralunaria (Hufnagel, 1767))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 231778 records from 2002 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015730-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzhrwq
title: Occurrence Download

description: A dataset containing 3665 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melicoccus bijugatus Jacq."
 ]
}

 The dataset includes 3665 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268727-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jc9xt
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abutilon paniculatum Hand.-Mazz.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261926-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zr59c
title: Occurrence Download

description: A dataset containing 4555 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Aythya marila (Linnaeus, 1761)",
 "Year 2000-2023"
 ]
}

 The dataset includes 4555 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268753-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jn2anh
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Buteo buteo buteo",
 "Year 1990-2022"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267330-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqnynb
title: Occurrence Download

description: A dataset containing 8112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Argyroneta aquatica (Clerck, 1757)"
 ]
}

 The dataset includes 8112 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261917-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11503417
title: Classificació dels problemes de traducció (TFG)
DOI: 10.5281/zenodo.11503418
title: Classificació dels problemes de traducció (TFG)
DOI: 10.15468/dl.gxfnfh
title: Occurrence Download

description: A dataset containing 5663 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((3.47693 42.2707,3.07758 42.61006,0.60892 42.921,0.46371 42.12726,0.33059 40.90407,0.4274 40.64748,1.75854 40.4636,3.05338 41.187,3.47693 42.2707))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arbutus unedo L."
 ]
}

 The dataset includes 5663 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267305-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upntpv
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.44526 41.87085,-1.94887 41.87085,-1.94887 43.81977,-8.44526 43.81977,-8.44526 41.87085))",
 "TaxonKey is Myotis nattereri (Kuhl, 1817)"
 ]
}

 The dataset includes 216 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268728-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2dp7z
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalypha schneideriana Pax & K.Hoffm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261929-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9a8kyb
title: Occurrence Download

description: A dataset containing 13456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cedrela odorata L."
 ]
}

 The dataset includes 13456 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268742-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zh5ds3
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Buteo buteo (Linnaeus, 1758)",
 "Year 1990-2022"
 ]
}

 The dataset's 3 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267300-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uyfqp6
title: Occurrence Download

description: A dataset containing 599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies forrestii Coltm.-Rog.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 599 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261918-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykx52y
title: Occurrence Download

description: A dataset containing 96785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Aythya ferina (Linnaeus, 1758)",
 "Year 2000-2023"
 ]
}

 The dataset includes 96785 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268750-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.csn24k
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachypithecus popa Roos, Helgen et al., 2020"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023523-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qqwwf
title: Occurrence Download

description: A dataset containing 292855 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum officinale Weber ex F.H.Wigg."
 ]
}

 The dataset includes 292855 records from 1902 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055292-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/01x-v44-sv0
title: Silene glareosa subsp. prostrata (Gaudin) Guarino & Pignatti

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rmd-dea-62k
title: Rosa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sl3-qn2-z93
title: Silene vulgaris subsp. vulgaris

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ycz-l06-z4z
title: Silene vulgaris subsp. vulgaris

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.29hrbd
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Darienheros calobrensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061710-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1r4-fjx-qh2
title: Dhofaria macleishii A. G. Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d1l-fgx-cyn
title: Vicia sepium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/29ww4s2sp4
title: Inhibiting KRAS G12C with CD47 and immune checkpoint overcomes intrinsic resistance to combined KRAS G12C and immune checkpoint inhibitor therapy. Hirade et al.

description: Uncropped image of the Western blots
DOI: 10.3535/04s-lm7-exr
title: Misopates orontium (L.) Raf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d2k-rja-lzq
title: Geranium columbinum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.zbujem
title: Occurrence Download

description: A dataset containing 448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helarctos malayanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 448 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061709-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/29ww4s2sp4.1
title: Inhibiting KRAS G12C with CD47 and immune checkpoint overcomes intrinsic resistance to combined KRAS G12C and immune checkpoint inhibitor therapy. Hirade et al.

description: Uncropped image of the Western blots
DOI: 10.3535/1hq-9pm-syw
title: Trifolium resupinatum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/01c-ad9-dwz
title: Athyrium filix-femina (L.) Roth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bz6-9t3-qwy
title: Chenopodium vulvaria L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4k1-cqn-gvk
title: Silene alba (Mill.) E. H. L. Krause

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hpg-wt1-csp
title: Silene glareosa subsp. prostrata (Gaudin) Guarino & Pignatti

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/z6z7g5fk9j
title: Political Risk, Political Polarization, and Earnings Management

description: This is the data used for our recently published paper at The Financial Review. Please cite the following paper if you are using this data:
Hossain, A. T., Hasan, M. M., & Masum, A. A. (2025). Political Risk, Political Polarization, and Earnings Management. Political Polarization, and Earnings Management. The Financial Review.
DOI: 10.3535/9ze-e13-c73
title: Onobrychis caput-galli (L.) Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e2t-8lv-tjj
title: Osyris alba L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l8p-716-7ss
title: Herniaria hirsuta L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wca-11v-cm8
title: Salvia aethiopis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/z6z7g5fk9j.2
title: Political Risk, Political Polarization, and Earnings Management

description: This is the data used for our recently published paper at The Financial Review. Please cite the following paper if you are using this data:
Hossain, A. T., Hasan, M. M., & Masum, A. A. (2025). Political Risk, Political Polarization, and Earnings Management. Political Polarization, and Earnings Management. The Financial Review.
DOI: 10.3535/2xw-79a-e1p
title: Iris variegata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p2w-0jn-3mr
title: Asparagus racemosus Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y8z-0x3-7xt
title: Circaea lutetiana L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1c4-vsv-gvf
title: Silene glareosa subsp. glareosa

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wex-m6l-qte
title: Carex halleriana Asso

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ly0-br0-ale
title: Silene glareosa subsp. prostrata (Gaudin) Guarino & Pignatti

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yn9-f2m-hd8
title: Pyrus communis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/306-9xk-c8e
title: Chaerophyllum aureum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/txj-raw-045
title: Lamium purpureum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zzp-3fz-42k
title: Oreopteris limbosperma (All.) Holub

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bkz-mfr-bql
title: Orobanche L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lrp-xah-sr1
title: Cerastium tenoreanum Ser.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.d3prtx
title: Occurrence Download

description: A dataset containing 12344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Muscisaxicola maculirostris)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 12344 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061708-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/n5nymvnwk6
title: Comparative Dissolution of Iron-Bearing Minerals by Catecholate and Hydroxamate Siderophores under Oxic and Anoxic Conditions

description: Data in the manuscript by Dongyi Guo et al. submitted to Geochimica et Cosmochimica Acta titled "Comparative Dissolution of Iron-Bearing Minerals by Catecholate and Hydroxamate Siderophores under Oxic and Anoxic Conditions".
DOI: 10.3535/wzd-0pj-hxc
title: Pulviniella imbricata (Forssk.) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ylr-vjg-a9r
title: Aristida L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.sjabk6
title: Occurrence Download

description: A dataset containing 53413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Ardeola ralloides)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 53413 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061676-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/n5nymvnwk6.1
title: Comparative Dissolution of Iron-Bearing Minerals by Catecholate and Hydroxamate Siderophores under Oxic and Anoxic Conditions

description: Data in the manuscript by Dongyi Guo et al. submitted to Geochimica et Cosmochimica Acta titled "Comparative Dissolution of Iron-Bearing Minerals by Catecholate and Hydroxamate Siderophores under Oxic and Anoxic Conditions".
DOI: 10.3535/ady-6w8-xbb
title: Taraxacum serotinum (Waldst. & Kit.) Poir.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hxv-lyx-g1y
title: Trifolium suffocatum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/69j-msl-r06
title: Adonis annua L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pmc-ej6-xde
title: Crepis pulchra L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/086-3t2-7wj
title: Sonchus arvensis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/meg-79g-0h1
title: Polypogon viridis (Gouan) Breistr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/2rh74898z7
title: Codes for A Cutting-Edge Conceptual Reservoir Operation-Based Deep Learning Framework

description: Training and analysing code for A Cutting-Edge Conceptual Reservoir Operation-Based Deep Learning Framework (CRO-LSTM). Descriptions for model training and analyzing steps can be found at “Steps to reproduce” in the link of source code.
Data description:
(1) runoff, rain and reservoir data in the testing stage collected from the management authority of the Minjiang basin. hydro_data.csv : Include basin runoff data and reservoir data. rain_data.csv: Include rainfall observation data.
(2) The processed data for model teseting. Resampling and averaging methods were used to handle missing values and mitigate fluctuations. data.csv: processed data. data.pth: processed data packed for model  development. shap_values.pth: computed shapley values from the test datasets.
DOI: 10.3535/b4f-a5t-nf2
title: Gramineae Juss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cmr-mge-5pt
title: Bupleurum baldense Turra

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/00l-tjy-9q7
title: Centaurea bracteata Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/2rh74898z7.2
title: Codes for A Cutting-Edge Conceptual Reservoir Operation-Based Deep Learning Framework

description: Training and analysing code for A Cutting-Edge Conceptual Reservoir Operation-Based Deep Learning Framework (CRO-LSTM). Descriptions for model training and analyzing steps can be found at “Steps to reproduce” in the link of source code.
Data description:
(1) runoff, rain and reservoir data in the testing stage collected from the management authority of the Minjiang basin. hydro_data.csv : Include basin runoff data and reservoir data. rain_data.csv: Include rainfall observation data.
(2) The processed data for model teseting. Resampling and averaging methods were used to handle missing values and mitigate fluctuations. data.csv: processed data. data.pth: processed data packed for model  development. shap_values.pth: computed shapley values from the test datasets.
DOI: 10.3535/c8j-chr-3w7
title: Chamaecytisus hirsutus (L.) Link

description: Digital Specimen for the physical specimen hosted at University of Graz.