cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17101280
title: MS files for training and testing of SKINET models with CEU dataset (including robustness scenarios).

description:  

To extract, run the following code on your terminal:

tar -xvzf Data.tar.gz

This is the directory structure that is inside the Data Folder.

 

Home/└── Data/    ├── Var_recomb_Neutral_01/    ├── Var_recomb_Neutral1/    ├── CEU_200haplotypes/    │   ├── Neutral/    │   │   └── Test_files/    │   └── Sweep/    │       └── Test_files/    └── Variable_Mutation_CEU_200haplotypes/        ├── Neutral/        └── Sweep/

 

Var_recomb_Neutral_01 and Var_recomb_Neutral_1 contains test replicates with variable recombination rate (test replicates simulated with recombination rates drawn from an exponential distribution with mean of 10^-10 or 10^-9 and truncated at three times the mean, respectively. [Used in Figure 4]

 

CEU_200haplotypes/ contains the Neutral and Sweep training (10,000 per class) and test files (1000 per class). Test files are located in the Test_files folder. [Used in Figure 2,6, and 7]

 

Variable_Mutation_CEU_200haplotypes/ contains the Neutral and Sweep test files (1000 per class) under variable mutation rate [Used in Figure 5]
DOI: 10.5281/zenodo.17101279
title: MS files for training and testing of SKINET models with CEU dataset (including robustness scenarios).

description:  

To extract, run the following code on your terminal:

tar -xvzf Data.tar.gz

This is the directory structure that is inside the Data Folder.

 

Home/└── Data/    ├── Var_recomb_Neutral_01/    ├── Var_recomb_Neutral1/    ├── CEU_200haplotypes/    │   ├── Neutral/    │   │   └── Test_files/    │   └── Sweep/    │       └── Test_files/    └── Variable_Mutation_CEU_200haplotypes/        ├── Neutral/        └── Sweep/

 

Var_recomb_Neutral_01 and Var_recomb_Neutral_1 contains test replicates with variable recombination rate (test replicates simulated with recombination rates drawn from an exponential distribution with mean of 10^-10 or 10^-9 and truncated at three times the mean, respectively. [Used in Figure 4]

 

CEU_200haplotypes/ contains the Neutral and Sweep training (10,000 per class) and test files (1000 per class). Test files are located in the Test_files folder. [Used in Figure 2,6, and 7]

 

Variable_Mutation_CEU_200haplotypes/ contains the Neutral and Sweep test files (1000 per class) under variable mutation rate [Used in Figure 5]
DOI: 10.15468/dl.uauxkz
title: Occurrence Download

description: A dataset containing 2303 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muhlenbergia peruviana"
 ]
}

 The dataset includes 2303 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054022-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13032153
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.w2w7zd
title: Occurrence Download

description: A dataset containing 1095895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1996",
 "Year is less than or equal to 1996"
 ]
}

 The dataset includes 1095895 records from 373 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053990-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ny4w2q
title: Occurrence Download

description: A dataset containing 1577 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dermophis mexicanus"
 ]
}

 The dataset includes 1577 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054024-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98su8u
title: Occurrence Download

description: A dataset containing 10083238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Brassicaceae"
 ]
}

 The dataset includes 10083238 records from 6422 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053946-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12114236
title: Pivotal role of triethanolamine species in Rhodium-catalysed carbon dioxide photoreduction

description: This data publication is based on the metadata and datasets underlying the manuscript: "Pivotal role of triethanolamine species in Rhodium-catalysed carbon dioxide photoreduction"

A readme file containing all descriptions can be found in the main folder.
description: To achieve high catalytic activity of artificial photosystems in carbon dioxide reduction or water reduction/oxidation into renewable energy vectors, the use of sacrificial electron donors (SEDs) remains mandatory. Despite significant progress in artificial photocatalysis, a detailed understanding of the influence of the SEDs on the reaction mechanism is still lacking. We have explored the roles of triethanolamine as SED in the selective CO2 to formic acid photoreduction promoted by various pentamethylcyclopentadienyl rhodium(III)-based porous materials as model catalysts, including polyoxometalate-doped systems. In the presence of anionic polyoxometalates, agglomeration of protonated triethanolamine close to the catalytically active site favours H2 evolution over CO2 reduction, which can be modulated through the degree of confinement imposed by the pores size. Radical trapping experiments and EPR spectroscopy show that triethanolamine-radicals are crucial for a high activity in CO2 reduction. Triethanolamine-radicals act as electron relays in the efficient two-electron activation of the catalyst, regardless whether a homogeneous or a heterogeneous catalyst is used. In contrast, triethylamine-radicals cause deactivation of the one-electron reduced catalyst, thus highlighting the effect of different SED-intermediates and underling the importance of an appropriate SED.
DOI: 10.5281/zenodo.12114237
title: Pivotal role of triethanolamine species in Rhodium-catalysed carbon dioxide photoreduction

description: This data publication is based on the metadata and datasets underlying the manuscript: "Pivotal role of triethanolamine species in Rhodium-catalysed carbon dioxide photoreduction"

A readme file containing all descriptions can be found in the main folder.
description: To achieve high catalytic activity of artificial photosystems in carbon dioxide reduction or water reduction/oxidation into renewable energy vectors, the use of sacrificial electron donors (SEDs) remains mandatory. Despite significant progress in artificial photocatalysis, a detailed understanding of the influence of the SEDs on the reaction mechanism is still lacking. We have explored the roles of triethanolamine as SED in the selective CO2 to formic acid photoreduction promoted by various pentamethylcyclopentadienyl rhodium(III)-based porous materials as model catalysts, including polyoxometalate-doped systems. In the presence of anionic polyoxometalates, agglomeration of protonated triethanolamine close to the catalytically active site favours H2 evolution over CO2 reduction, which can be modulated through the degree of confinement imposed by the pores size. Radical trapping experiments and EPR spectroscopy show that triethanolamine-radicals are crucial for a high activity in CO2 reduction. Triethanolamine-radicals act as electron relays in the efficient two-electron activation of the catalyst, regardless whether a homogeneous or a heterogeneous catalyst is used. In contrast, triethylamine-radicals cause deactivation of the one-electron reduced catalyst, thus highlighting the effect of different SED-intermediates and underling the importance of an appropriate SED.
DOI: 10.15468/dl.48q35w
title: Occurrence Download

description: A dataset containing 38862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Dryophytes cinereus (Schneider, 1799))"
 ]
}

 The dataset includes 38862 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001861-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwjzww
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtorhinus lividipennis Reuter, 1885"
 ]
}

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085081-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsb6if
title: Occurrence Download

description: A dataset containing 8427 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Continent is North America",
 "Continent is South America"
 ]
 },
 "TaxonKey is Myotis velifer (J.A.Allen, 1890)"
 ]
}

 The dataset includes 8427 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047218-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9whdjr
title: Occurrence Download

description: A dataset containing 9858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States Minor Outlying Islands",
 "TaxonKey is Alcyonacea"
 ]
}

 The dataset includes 9858 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027163-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gifvx
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.58395 19.79154,-96.94918 19.79154,-96.94918 21.21888,-98.58395 21.21888,-98.58395 19.79154))",
 "TaxonKey is Urocyon cinereoargenteus (Schreber, 1775)"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009435-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1yhrkj
title: Occurrence Download

description: A dataset containing 19031208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Year 1980-2020"
 ]
}

 The dataset includes 19031208 records from 630 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037680-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uyrott
title: Occurrence Download

description: A dataset containing 1028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Clemmys guttata (Schneider, 1792)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1028 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027874-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujkrbg
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Zosterops hypolais Hartlaub & Finsch, 1872"
 ]
}

 The dataset includes 75 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085085-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbkbtd
title: Occurrence Download

description: A dataset containing 2705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xanthorrhoea caespitosa D.J.Bedford",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2705 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047231-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nu6pmr
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stylophora wellsi Scheer, 1964"
 ]
}

 The dataset includes 32 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136688-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khcnwb
title: Occurrence Download

description: A dataset containing 6086 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-81.82102 24.45042,-81.74229 24.45042,-81.74097 24.55484,-81.81833 24.54638,-81.82102 24.45042))",
 "TaxonKey is Scaridae"
 ]
}

 The dataset includes 6086 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085100-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36xs26
title: Occurrence Download

description: A dataset containing 558 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Colombia",
 "Country is Peru",
 "Country is Ecuador"
 ]
 },
 "Geometry POLYGON((-80 -7,-70 -7,-70 11,-80 11,-80 -7))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Duranta mutisii L.f.",
 "Year 2000-2021"
 ]
}

 The dataset includes 558 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118344-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zesqom
title: Occurrence Download

description: A dataset containing 2341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Commelina benghalensis L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2341 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001199-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ruchee
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Panthera uncia (Schreber, 1775)"
 ]
}

 The dataset includes 22 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000917-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4dh2r
title: Occurrence Download

description: A dataset containing 668 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Urobatis maculatus Garman, 1913"
 ]
}

 The dataset includes 668 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029490-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c0e0xx
title: Occurrence Download

description: A dataset containing 391918 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thymelaeaceae"
 ]
}

 The dataset includes 391918 records from 865 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001199-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbfyn2
title: Occurrence Download

description: A dataset containing 4710 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Aspidosperma cuspa (Kunth) S.F.Blake ex Pittier, Aspidosperma bicolor Mart., Aspidosperma decipiens Müll.Arg., Aspidosperma domingense Urb., Aspidosperma ellipticum Rusby, Aspidosperma lhotzkyanum Müll.Arg., Aspidosperma lhotzkyanum var. hypolasium Malme, Aspidosperma lucentivenium S.F.Blake, Aspidosperma sellowii var. collinum Hassl., Aspidosperma sessiliflorum Müll.Arg., Aspidosperma woronowii Standl., Macaglia bicolor (Mart.) Kuntze, Macaglia decipiens (Müll.Arg.) Kuntze, Thyroma bicolor (Mart.) Miers, Thyroma decipiens (Müll.Arg.) Miers, Thyroma lhotzkiana (Müll.Arg.) Miers, Thyroma sessiliflora (Müll.Arg.) Miers, Conohoria cuspa Kunth)"
 ]
}

 The dataset includes 4710 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014349-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvqxmx
title: Occurrence Download

description: A dataset containing 3795950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Geometry POLYGON((-122.58836 32.38414,-115.74628 32.38414,-115.74628 36.77526,-122.58836 36.77526,-122.58836 32.38414))"
 ]
}

 The dataset includes 3795950 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014338-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/2689
title: CCAE-Corpus
DOI: 10.15468/dl.j3ggtb
title: Occurrence Download

description: A dataset containing 116529 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is MICA - Muskrat and coypu camera trap observations in Belgium, the Netherlands and Germany"
 ]
}

 The dataset includes 116529 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014339-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4u96q2
title: Occurrence Download

description: A dataset containing 340 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Aspidosperma marcgravianum Woodson)"
 ]
}

 The dataset includes 340 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014352-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/w560-8314
title: EIT Data 

description: Electrical Impedance Tomography system measures change in path conductivity of a cross section of ROI. ROI is created by surrounding a cross-section by metal electrodes. These inject microlevel charges into ROI and attenuation due to ROI material is reconstructed. X-ray CT is a well known non destructive imaging technology used primarily in medical applications. However, industrial CT are used for industrial applciations. Computational Fluid dynamics assist flow simulation of fluid channels. All three technologies are complementaries to each other supporting where one cannot alone provide sufficient information. This dataset consist of CFD, CT and EIT measurment of a fluid channel.
DOI: 10.15468/dl.3q58s4
title: Occurrence Download

description: A dataset containing 1923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Occurrence evidence, Human Observation, Material sample)",
 "TaxonKey is Rhynchophorus palmarum (C.Linnaeus, 1758)"
 ]
}

 The dataset includes 1923 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014353-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qytssa
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Aspidosperma carapanauba Pichon, Geissospermum excelsum Kuhlm.)"
 ]
}

 The dataset includes 184 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014354-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yafsqh
title: Occurrence Download

description: A dataset containing 264989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago sativa L."
 ]
}

 The dataset includes 264989 records from 2342 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014347-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn5tpg
title: Occurrence Download

description: A dataset containing 250 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malakichthys griseus Döderlein, 1883"
 ]
}

 The dataset includes 250 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033291-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cq633
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Subantarctic Fur sealsat Heard Island, 1987/88"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039049-200613084148143/datasets/export for details.
DOI: 10.25549/pcra-c14-243242
title: The international outlook (1963 October, November, December) [partial copy, annotated]

description: [description english/roman)] The international outlook (1963 October, November, December). Official organ of the Church of God in Christ Home & Foreign Mission Department. Cover and pages 1, 2, 5, 6 & 13 only, with handwritten annotations.
DOI: 10.15468/dl.pnucve
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agrostophyllum stenophyllum Schltr."
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006546-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.