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

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "TaxonKey is Aloe littoralis Baker"
 ]
}

 The dataset includes 67 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056821-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15224672
title: Coral growth data for the research article "Cardoso, et al. (2025). Emerging skeletal growth responses of Siderastrea sidereacorals to multidecadal anthropogenic impacts in Martinique, Caribbean Sea." in Scientific Reports

description: This dataset contains annual series of coral growth rates (1912-2020) and environmental variables used to generate the results of the following research article:

Cardoso, G. O., Kersting, D. K., Brachert, T. C. , Heiss, G. A., Leinfelder, R., Maréchal, J.P., D’Olivo, J.P. (2025). Emerging skeletal growth responses of Siderastrea sidereacorals to multidecadal anthropogenic impacts in Martinique, Caribbean Sea. Scientific Reports

 

Abstract: Anthropogenic stressors on Caribbean reefs have shifted coral dominance toward stress-tolerant species such as Siderastrea siderea, increasing their importance for reef construction. However, the sublethal responses of these corals to past stressors remain understudied, limiting our understanding of their long-term acclimatization capacity. Here, we reconstructed the annual skeletal growth rates (1912 to 2020) of twelve S. siderea coral colonies from Martinique (Caribbean Sea) and examined their relationships with changes in human population, sea surface temperature (SST), precipitation, river discharge, and agricultural indicators between 1950 and 2020. Long-term growth rate declines observed since the 1950s were initially associated with human population, a proxy for local stress. Warming SST enhanced coral skeletal growth between 1950 and 1985, suggesting optimal temperatures for calcification during this interval. However, skeletal density exhibited a multidecadal (1950 to 2020) parabolic response, indicating a surpassing of this thermal optimum in recent decades. This parabolic response included persistent skeletal density declines from 2010 to 2020, possibly related to cumulative thermal stress or the interaction with ocean acidification effects. Our findings suggest a limited acclimatization capacity of long-lived S. siderea corals to cumulative pressures in Martinique and highlight their vulnerability to the compounding effects of local stressors and climate change.

 

This dataset is made openly available under a Creative Commons Attribution 4.0 International License (CC BY 4.0). It allows sharing, distribution, and adaptation (including non-commercial purposes) provided that appropriate credit is given to the original author(s) and source. Please include a link to the license and indicate if any changes were made. We kindly encourage proper citation if the dataset is used in publications or other works. Please cite it as:

Cardoso, G. O., Kersting, D. K., Brachert, T. C. , Heiss, G. A., Leinfelder, R., Maréchal, J.P., D’Olivo, J.P. (2025). Emerging skeletal growth responses of Siderastrea sidereacorals to multidecadal anthropogenic impacts in Martinique, Caribbean Sea [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.15224673
DOI: 10.5281/zenodo.15224673
title: Coral growth data for the research article "Cardoso, et al. (2025). Emerging skeletal growth responses of Siderastrea sidereacorals to multidecadal anthropogenic impacts in Martinique, Caribbean Sea." in Scientific Reports

description: This dataset contains annual series of coral growth rates (1912-2020) and environmental variables used to generate the results of the following research article:

Cardoso, G. O., Kersting, D. K., Brachert, T. C. , Heiss, G. A., Leinfelder, R., Maréchal, J.P., D’Olivo, J.P. (2025). Emerging skeletal growth responses of Siderastrea sidereacorals to multidecadal anthropogenic impacts in Martinique, Caribbean Sea. Scientific Reports

 

Abstract: Anthropogenic stressors on Caribbean reefs have shifted coral dominance toward stress-tolerant species such as Siderastrea siderea, increasing their importance for reef construction. However, the sublethal responses of these corals to past stressors remain understudied, limiting our understanding of their long-term acclimatization capacity. Here, we reconstructed the annual skeletal growth rates (1912 to 2020) of twelve S. siderea coral colonies from Martinique (Caribbean Sea) and examined their relationships with changes in human population, sea surface temperature (SST), precipitation, river discharge, and agricultural indicators between 1950 and 2020. Long-term growth rate declines observed since the 1950s were initially associated with human population, a proxy for local stress. Warming SST enhanced coral skeletal growth between 1950 and 1985, suggesting optimal temperatures for calcification during this interval. However, skeletal density exhibited a multidecadal (1950 to 2020) parabolic response, indicating a surpassing of this thermal optimum in recent decades. This parabolic response included persistent skeletal density declines from 2010 to 2020, possibly related to cumulative thermal stress or the interaction with ocean acidification effects. Our findings suggest a limited acclimatization capacity of long-lived S. siderea corals to cumulative pressures in Martinique and highlight their vulnerability to the compounding effects of local stressors and climate change.

 

This dataset is made openly available under a Creative Commons Attribution 4.0 International License (CC BY 4.0). It allows sharing, distribution, and adaptation (including non-commercial purposes) provided that appropriate credit is given to the original author(s) and source. Please include a link to the license and indicate if any changes were made. We kindly encourage proper citation if the dataset is used in publications or other works. Please cite it as:

Cardoso, G. O., Kersting, D. K., Brachert, T. C. , Heiss, G. A., Leinfelder, R., Maréchal, J.P., D’Olivo, J.P. (2025). Emerging skeletal growth responses of Siderastrea sidereacorals to multidecadal anthropogenic impacts in Martinique, Caribbean Sea [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.15224673
DOI: 10.15468/dl.bxx37p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlorobotrys Bohlin, 1901",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056822-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15694318
title: The Lawrence Equation: A Deterministic Generalization of Quantum Evolution

description: The Lawrence Equation introduces a deterministic extension of quantum mechanics that unifies unitary evolution with entropy-producing collapse. Developed independently by M.L. Smith, this framework introduces two novel parameters:

• alpha (α): a complex-phase deformation of the unitary operator

• gamma (γ): a localized decoherence term that models entropy growth and wavefunction collapse

 

This release includes:

• A full scientific manuscript detailing the theory, simulation framework, and key results

• A formal declaration of discovery and authorship

• A visual outreach summary for expert engagement

• Core simulation figures (observable divergence, entropy growth, collapse surface)

• A composite figure panel for visual summary

 

Results confirm that the Lawrence Equation:

• Produces measurable observable differences under unitary conditions

• Models thermodynamic collapse via a predictive surface τ(γ, α)

• Reconciles entropy, irreversibility, and determinism in quantum systems(AWS Braket Notebook)

 

This release is timestamped and publicly available for validation, citation, and peer review.

This work developed through human insight and exploration, with the assistance of advanced AI tools, the equation was validated through original simulations demonstrating entropy growth, reversibility thresholds, and collapse behavior under controlled conditions. This release contains the full manuscript, key figures, and documentation for public timestamping, citation, and further scientific review.

Author: M.L. Smith – Independent Researcher

Contact: Saint513@icloud.com

License: Creative Commons Attribution 4.0 (CC BY 4.0)
DOI: 10.15468/dl.vxknth
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atherina boyeri Risso, 1810",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((57.0534 -10.8396,57.1988 -10.5508,57.1156 -10.1867,56.7115 -9.8521,56.2347 -9.9832,56.0941 -10.3875,56.3286 -10.8413,56.6862 -10.991,57.0534 -10.8396))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056825-250525065834625/datasets/export for details.
DOI: 10.15468/dl.jx95mn
title: Occurrence Download

description: A dataset containing 976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chile, Argentina)",
 "DatasetKey is Herbario de la Facultad de Ciencias Biológicas de la Universidad Complutense de Madrid (MACB)",
 "OccurrenceStatus is Present",
 "TaxonKey is Bryophyta"
 ]
}

 The dataset includes 976 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056823-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdvtxb
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((77.72657 35.83875,74.77665 36.07172,73.12181 35.07689,73.12181 32.99023,73.5535 31.53007,74.99249 30.41969,76.79123 29.17097,78.44607 28.09745,79.74116 27.71595,81.5399 30.23338,81.18015 31.16138,80.10091 32.01939,80.17286 34.24839,80.17286 35.54658,77.72657 35.83875))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Podophyllum hexandrum Royle, Sinopodophyllum hexandrum (Royle) T.S.Ying)"
 ]
}

 The dataset includes 113 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056824-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93j9cn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlorobotrys Bohlin, 1901",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056826-250525065834625/datasets/export for details.
DOI: 10.15468/dl.a7awez
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atherina boyeri Risso, 1810",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((56.2582 -7.6751,56.5989 -7.542,56.789 -7.1822,56.7426 -6.9401,55.8366 -6.9401,55.7807 -7.0342,55.8667 -7.4864,56.2582 -7.6751))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056827-250525065834625/datasets/export for details.
DOI: 10.23729/ef02cf9c-6c9e-4a76-a9be-d61465721f2c
title: Semi-supervised anomaly detection from Chlorella vulgaris cultivations using hyperspectral imaging
title: Puoliohjattu poikkeavuuksien havaitseminen Chlorella vulgaris -viljelmistä hyperspektrikuvantamisen avulla

description: These data include hyperspectral images of microalgae cultivations, files for data preprocessing, principal component analysis (PCA), and semi-supervised anomaly detection models.
DOI: 10.15468/dl.fvchws
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Liolaemus jamesi (Boulenger, 1891)"
 ]
}

 The dataset includes 43 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056828-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2axrrm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlorobotrys Bohlin, 1901",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056830-250525065834625/datasets/export for details.
DOI: 10.15468/dl.xy3g2v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lethrinops mylodon Eccles & Lewis, 1979",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((47.5465 -25.2196,47.6434 -24.9401,46.1382 -24.9401,46.1382 -25.8059,46.3822 -25.6931,46.8647 -25.6616,47.5465 -25.2196))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056831-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cx3xtz
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is USA.5.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vireo bellii pusillus Coues, 1866"
 ]
}

 The dataset includes 101 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056832-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15697891
title: Homoeopathy for Post COVID ailments
DOI: 10.5281/zenodo.15697892
title: Homoeopathy for Post COVID ailments
DOI: 10.15468/dl.5jqpy2
title: Occurrence Download

description: A dataset containing 512 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is one of (Argentina, Falkland Islands (Malvinas), South Georgia and the South Sandwich Islands)",
 {
 "and" : [
 "Country is one of (Argentina, Falkland Islands (Malvinas), South Georgia and the South Sandwich Islands)",
 "HasGeospatialIssue is false"
 ]
 },
 "Geometry POLYGON((-74 -60, -25 -60, -25 -90, -74 -90, -74 -60))"
 ]
 },
 "TaxonKey is one of (Chelonoidis chilensis (Gray, 1870))"
 ]
}

 The dataset includes 512 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056833-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14457/tu.res.2022.4
title: การวิจัยพัฒนาโปรแกรมการจัดการเรียนรู้เพื่อพัฒนาคุณลักษณะด้านคุณธรรมในผู้เรียนอนุบาลและประถมศึกษา: รายงานวิจัย
DOI: 10.14457/tu.res.2025.8
title: นวัตกรรมเครื่องมือวัดเชิงพฤติกรรมเพื่อการประเมินผลกระทบทางสังคม: การสร้างและประเมินแบบวัดความยึดมั่นผูกพันของผู้มีส่วนได้เสียที่มีต่อโครงการพัฒนา: รายงานการวิจัย
DOI: 10.15468/dl.m8nrkg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lethrinops mylodon Eccles & Lewis, 1979",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((55.9743 -6.7082,55.8366 -6.9401,56.7426 -6.9401,56.7231 -6.8387,56.294 -6.5954,55.9743 -6.7082))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056836-250525065834625/datasets/export for details.
DOI: 10.15468/dl.5kzsp6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Liolaemus janequeoae Troncoso-Palacios, Diaz, Puas, Riveros-Riffo & Elorza, 2016"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056835-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rx7ebq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlorococcum Meneghini, 1842",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056837-250525065834625/datasets/export for details.
DOI: 10.15468/dl.s2wcv8
title: Occurrence Download

description: A dataset containing 1479192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Knautia arvensis (L.) Coult., Origanum vulgare L., Herniaria glabra L., Betonica officinalis L., Glechoma hederacea L.)",
 "Geometry POLYGON ((-180 45.53015, 180 45.53015, 180 83.62313, -180 83.62313, -180 45.53015))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than or equal to 50000"
 ]
}

 The dataset includes 1479192 records from 2120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056815-250525065834625/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.30929762.v1
title: Microbriome-pathobiome characterization in barramundi (unmapped reads from ddRADseq)

description: We included phenotypic data and genotypic data for scale drop disease outbreak at farm. We also included the raw unmapped reads from ddRADseq data for kraken2 mapping to understand microbial compositions in the barramundi population.
DOI: 10.6084/m9.figshare.30260326.v4
title: pyTMD Developers Test Data

description: DescriptionModel outputs required to run the test suite of the <code>pyTMD</code> tide prediction software.Disclaimer<i>All models are owned and maintained by their developers.</i> <code>pyTMD</code> is <i>only</i> licensed to use these models for scientific use and is not responsible for their upkeep. Please cite the original reference for each model if using them outside of <code>pyTMD</code> testing. These models should not be used for coastal navigation or <i>any application that may risk life or property</i>.Models<b>AOTIM-5-2018</b>: Arctic tide model from ESR<b>CATS2008</b>: Antarctic tide model from ESR<b>FES2014</b>: Finite Element Solution from AVISO<b>GOT4.7</b>: Goddard Ocean Tide v4.7 from GSFC<b>GOT5.5</b>: Goddard Ocean Tide v5.5 from GSFC<b>RE14</b>: Long-Period Ocean Tides from GSFC<b>TPXO9-atlas-v2-nc</b>: TPXO atlas model from Oregon State UniversityDatasets<b>Antarctic Tide Gauge (AntTG) database</b>: provided by USAP-DC<b>Arctic Tidal Current Atlas</b>: provided by NSF Arctic Data Center<b>de440s</b>: JPL ephemerides kernelRelease NotesUpdated 2025-12-03: added GOT5.5 and RE14 model filesUpdated 2025-10-02: added de440s spice kernelUpdated 2025-10-01: fixed 3 malformed TPXO9-atlas-v2 filesPublished 2025-10-01<br>
DOI: 10.15468/dl.bqg5fb
title: Occurrence Download

description: A dataset containing 363353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 19.085278",
 "DecimalLatitude is less than or equal to 24.085278",
 "DecimalLongitude is greater than or equal to -160.0",
 "DecimalLongitude is less than or equal to -155.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 363353 records from 210 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063486-251120083545085/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.30929762
title: Microbiome-pathobiome characterization in barramundi (unmapped reads from ddRADseq)

description: We included phenotypic data and genotypic data for scale drop disease outbreak at farm. We also included the raw unmapped reads from ddRADseq data for kraken2 mapping to understand microbial compositions in the barramundi population.
DOI: 10.6084/m9.figshare.30929762.v3
title: Microbiome-pathobiome characterization in barramundi (unmapped reads from ddRADseq)

description: We included phenotypic data and genotypic data for scale drop disease outbreak at farm. We also included the raw unmapped reads from ddRADseq data for kraken2 mapping to understand microbial compositions in the barramundi population.
DOI: 10.6084/m9.figshare.30929762.v2
title: Microbiome-pathobiome characterization in barramundi (unmapped reads from ddRADseq)

description: We included phenotypic data and genotypic data for scale drop disease outbreak at farm. We also included the raw unmapped reads from ddRADseq data for kraken2 mapping to understand microbial compositions in the barramundi population.