cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.da34us
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diphyllobothrium latum",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015853-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.24312.51206
title: PERIODIC TABLE WITH ELECTRONIC CONFIGURATION GRAPHIC OR SPIN
DOI: 10.15468/dl.se9z83
title: Occurrence Download

description: A dataset containing 4656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xiphophorus hellerii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4656 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015854-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18271120
title: Other data and _targets for Multi-omic Analyses Reveal Novel Gene-Metabolite Relationships in Human Steatohepatitic-driven HCC

description: tarball of _targets and data directories for the related code and analysis
DOI: 10.5281/zenodo.18271119
title: Other data and _targets for Multi-omic Analyses Reveal Novel Gene-Metabolite Relationships in Human Steatohepatitic-driven HCC

description: tarball of _targets and data directories for the related code and analysis
DOI: 10.15468/dl.s9zvhs
title: Occurrence Download

description: A dataset containing 5583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Setaria faberi R.A.W.Herrm.",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5583 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015855-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18275960
title: Escallonia megapotamica Spreng. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.5281/zenodo.18275961
title: Escallonia megapotamica Spreng. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.15468/dl.7u69ze
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus nitens",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015856-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.20957.06881
title: Timeline of Global Vaccine Development Milestones (2019–2025)
DOI: 10.15468/dl.f2gec9
title: Occurrence Download

description: A dataset containing 1411 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xiphophorus maculatus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1411 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015857-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18013714
title: The 500-m resolution daily nighttime light RGB (DNTL-RGB) dataset for China in 2024
DOI: 10.5281/zenodo.18013715
title: The 500-m resolution daily nighttime light RGB (DNTL-RGB) dataset for China in 2024
DOI: 10.15468/dl.gj7xra
title: Occurrence Download

description: A dataset containing 2805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Potentilla inclinata Vill.",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2805 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015858-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18275955
title: Escallonia floribunda var. montevidensis Cham. & Schltdl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.5281/zenodo.18275954
title: Escallonia floribunda var. montevidensis Cham. & Schltdl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.15468/dl.8dab42
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ictalurus punctatus",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015859-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18275982
title: Escallonia montevidensis (Cham. & Schltdl.) DC. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.5281/zenodo.18275981
title: Escallonia montevidensis (Cham. & Schltdl.) DC. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.15468/dl.cqt97d
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Grus nigricollis, Emberiza koslowi)",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "HasGeospatialIssue" : [
 "is true"
 ]
 }
 },
 "DecimalLongitude is greater than or equal to 89.5",
 "DecimalLongitude is less than or equal to 93",
 "DecimalLatitude is greater than or equal to 29",
 "DecimalLatitude is less than or equal to 31"
 ]
}

 The dataset includes 67 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015861-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18275985
title: Escallonia floribunda Kunth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.5281/zenodo.18275986
title: Escallonia floribunda Kunth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.15468/dl.6ehmg6
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xiphophorus meyeri",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015862-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18275988
title: Escalloniaceae R.Br. ex Dumort. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.5281/zenodo.18275989
title: Escalloniaceae R.Br. ex Dumort. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.5281/zenodo.18275993
title: Escalloniales Mart. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.5281/zenodo.18275992
title: Escalloniales Mart. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:46
DOI: 10.15468/dl.yu7kvp
title: Occurrence Download

description: A dataset containing 9632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Bidens connata Muhl. ex Willd.",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9632 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015863-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2gx4x
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xiphophorus montezumae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 133 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015864-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18275884
title: SGUFT G-closure V11 (BHS1): Adjudicable Black-Hole Entropy (Exterior Toy) via Area-Law Residual and Derivative-Free Smarr Check — RUN_G_BHSDEMO_0001_BHS1

description: This record archives the SGUFT G-closure V11 layer (BHS1), an adjudicable (PASS/FAIL) evidence package for black-hole exterior entropy in a toy effective-theory setting. Inputs are provenance-locked snapshots from V10/BHX1 (and optionally V9/TH1 for an effective Planck-mass factor) verified via hashlink. The adjudication is derivative-free: an exterior mass invariant M0 is constructed from upstream effective metric data, defining an effective Schwarzschild radius and area. Two auditable residuals are reported per adapter: (i) an area-law residual r_S comparing an effective entropy proxy to the GR baseline, and (ii) a Smarr-consistency residual r_Sm computed using a temperature proxy that avoids numerical derivatives. Verdicts depend only on outputs plus audit/manifest under frozen thresholds; physical interpretation and literature comparison materials are explicitly marked not-in-verdict.Artifacts included: (1) RUN_G_BHSDEMO_0001_BHS1_bhs1_only_pack_v1.zip (minimal reproducibility pack), (2) RUN_G_BHSDEMO_0001_BHS1_bhs1_evidence_pack_v1.zip (full evidence pack), and (3) V11_delivery_BHS1_summary_pack_v1_fixed.zip (summary CSV/JSON with a schema-consistent regeneration script).
DOI: 10.5281/zenodo.18275883
title: SGUFT G-closure V11 (BHS1): Adjudicable Black-Hole Entropy (Exterior Toy) via Area-Law Residual and Derivative-Free Smarr Check — RUN_G_BHSDEMO_0001_BHS1

description: This record archives the SGUFT G-closure V11 layer (BHS1), an adjudicable (PASS/FAIL) evidence package for black-hole exterior entropy in a toy effective-theory setting. Inputs are provenance-locked snapshots from V10/BHX1 (and optionally V9/TH1 for an effective Planck-mass factor) verified via hashlink. The adjudication is derivative-free: an exterior mass invariant M0 is constructed from upstream effective metric data, defining an effective Schwarzschild radius and area. Two auditable residuals are reported per adapter: (i) an area-law residual r_S comparing an effective entropy proxy to the GR baseline, and (ii) a Smarr-consistency residual r_Sm computed using a temperature proxy that avoids numerical derivatives. Verdicts depend only on outputs plus audit/manifest under frozen thresholds; physical interpretation and literature comparison materials are explicitly marked not-in-verdict.Artifacts included: (1) RUN_G_BHSDEMO_0001_BHS1_bhs1_only_pack_v1.zip (minimal reproducibility pack), (2) RUN_G_BHSDEMO_0001_BHS1_bhs1_evidence_pack_v1.zip (full evidence pack), and (3) V11_delivery_BHS1_summary_pack_v1_fixed.zip (summary CSV/JSON with a schema-consistent regeneration script).
DOI: 10.15468/dl.t5r8wy
title: Occurrence Download

description: A dataset containing 259965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psittacula cyanocephala",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 259965 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015839-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18275948
title: Development and Validation of an Optical Sensor-Based Automated Urine Flow Meter for Real-Time Patient Monitoring - Data Set

description: This repository contains raw experimental data collected during animal studies evaluating an automated urine output monitoring system (P-meter). The dataset consolidates time-stamped urine volume measurements obtained using both a gold-standard gravimetric reference method and the P-meter device across multiple prototype versions.

The data are provided to support transparency, reproducibility, and secondary analysis of the results reported in the associated manuscript.

All animal experiments were conducted under an approved IACUC protocol (A00006128) at the Mayo Clinic, Arizona.
DOI: 10.5281/zenodo.18275949
title: Development and Validation of an Optical Sensor-Based Automated Urine Flow Meter for Real-Time Patient Monitoring - Data Set

description: This repository contains raw experimental data collected during animal studies evaluating an automated urine output monitoring system (P-meter). The dataset consolidates time-stamped urine volume measurements obtained using both a gold-standard gravimetric reference method and the P-meter device across multiple prototype versions.

The data are provided to support transparency, reproducibility, and secondary analysis of the results reported in the associated manuscript.

All animal experiments were conducted under an approved IACUC protocol (A00006128) at the Mayo Clinic, Arizona.
DOI: 10.15468/dl.wx7vpd
title: Occurrence Download

description: A dataset containing 1284294 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Buteo lagopus"
 ]
}

 The dataset includes 1284294 records from 476 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015801-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75pjfd
title: Occurrence Download

description: A dataset containing 24896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mentha spicata L."
 ]
}

 The dataset includes 24896 records from 795 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008803-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fppgq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolichopteroides binocularis (Beebe, 1932)",
 "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 ((-16.6672 18.7728,-16.5468 17.7486,-16.9133 16.7746,-17.0265 15.925,-17.4754 15.299,-17.9607 15.0106,-18.0159 14.6088,-17.2825 13.9103,-17.2971 12.4437,-17.1163 12.0176,-16.8424 11.8396,-16.9887 11.3363,-16.91 11.0108,-16.709 10.8496,-9.0352 10.8496,-9.0352 19.8496,-16.8896 19.8496,-17.0371 19.3335,-16.6672 18.7728))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008804-250525065834625/datasets/export for details.
DOI: 10.15468/dl.kran6q
title: Occurrence Download

description: A dataset containing 3211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ocimum basilicum L."
 ]
}

 The dataset includes 3211 records from 399 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008805-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57830/2310263
title: Cape Cod National Seashore Long-Term Hydrologic Monitoring Data from CACOHYDRO Project from 1999-2024 as of 2025-04-10

description: This data package was created 2025-04-10 14:47:33 by NPSTORET and includes selected project, location, and result data.

Data contained in the Cape Cod National Seashore NPSTORET back-end file (CACO_NPSTORET_BE_20250410.ACCDB) were filtered to include:

Project:
- CACOHYDRO: Cape Cod National Seashore Long-Term Hydrologic Monitoring
Station:
- Include Trip QC And All Station Visit Results
Value Status:
- Accepted or Certified (exported as Final) or Final

The data package is organized into five data tables:
- Projects.csv - describes the purpose and background of the monitoring efforts
- Locations.csv - documents the attributes of the monitoring locations/stations
- Results.csv - contains the field measurements, observations, and/or lab analyses for each sample/event/data grouping
- HUC.csv - enumerates the domain of allowed values for 8-digit and 12-digit hydrologic unit codes utilized by the Locations data table
- Characteristics.csv - enumerates the domain of characteristics available in NPSTORET to identify what was sampled, measured or observed in Results

Period of record for filtered data is 1999-03-23 to 2024-12-17.  This data package is a snapshot in time of one National Park Service project. The most current data for this project, which may be more or less extensive than that in this data package, can be found on the Water Quality Portal at:

https://www.waterqualitydata.us/data/Result/search?project=CACOHYDRO&mimeType=csv&zip=yes&dataProfile=biological&providers=STORET
DOI: 10.15468/dl.ewvpt3
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhinoceros unicornis Linnaeus, 1758",
 "Year 1981-2010"
 ]
}

 The dataset includes 95 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003002-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60525/04teye511/frv429
title: Conjunto de datos: Villancicos en la Hispanoamérica colonial

description: Esta base de datos, resultante del proyecto FONDECYT 1230736, incluye 2146 registros correspondientes a partituras de villancicos de la época colonial que se han conservado en Hispanoamérica. El vaciado se ha efectuado a partir del trabajo seminal de Stevenson (1970) y de catálogos más específicos y recientes publicados por diversos autores que dan cuenta de colecciones musicales conservadas en: la Catedral de Bogotá (Perdomo 1976); el Seminario de Antonio Abad del Cuzco (Quezada 2004); el Archivo Arzobispal de Lima (Stevenson 1970); la Catedral de México (Rubio, Davies y Cherñavsky 2014); el Archivo y Biblioteca Nacionales de Bolivia (Beltrán 2012); la Catedral de Puebla (Tello, Franco y Maní 2015); la Colección Sánchez Garza (Tello, Hurtado, Morales y Pérez 2022); y la Catedral de Santiago de Chile (Claro 1974; Vera 2024). La base de datos da cuenta del compositor, el título de la obra (ambos normalizados), el archivo o colección que la contiene, la ciudad donde se conserva, el subgénero correspondiente (e.g. jácaras), el número de voces, el tono polifónico (las pocas veces que se indica en la fuente), la fiesta o advocación, un sumario del campo anterior para facilitar la búsqueda, el año, las fuentes utilizadas, cinco campos para indicar la existencia de concordancias y contrafacta, y un campo final de observaciones. Se trata de una muestra parcial pero, al mismo tiempo, representativa y amplia, que busca facilitar la búsqueda de obras y la localización de concordancias tanto a los investigadores profesionales como a estudiantes y personas interesadas en este fascinante género musical.
DOI: 10.57703/ce-4vd8a
title: CrN A24

description: CrN smooth A24 flat sample imaged by AFM (Dimension ICON from Bruker), in tapping mode using RTESPA-300 probes.
Cleaning procedure: 30 min ultrasonic bath immersed subsequently in acetone, isopropanol, ethanol and deionized water.
3 measurements describe the surface; a 1x1 um (512x512 pixels, hRMS = 3.75 nm), a 10x10um (1024x1024 pixels, hRMS = 5.10 nm) and a 90x90 um (4096x4096 pixels, hRMS = 8.9 nm).
All measurements are made with the same probe. The other scanning parameter are set to optimize as best as possible the quality of the measurement (scanning rate, integral gain, proportional gain and amplitude setup).
The data have been proceeded through Gwyddion; the data were normalized by a mean plane subtraction, the rows were aligned using a polynomial method. The data were extracted as height matrices in the form of txt files.
The parameter used to characterize the surface here is the root mean square of heights (hRMS or sq), calculated with Gwyddion.
DOI: 10.5519/qd.v6xmg2ih
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (45 records)
DOI: 10.6084/m9.figshare.28738190.v24
title: Syllogistic reasoning pdf v1-2-3-4.rar

description: Logic and being
DOI: 10.6084/m9.figshare.24188787
title: <b>Anthropogenic nutrient inputs cause excessive algal growth for nearly half the world’s population</b>

description: ContainsFinal Analysis Output.xlsx: Current and reference concentrations of DRP, TP, NO3-N and TN along with pivot table analysisCode: Python code used to implement the model in ArcGIS Pro.Models: R code to explore different models for implementation via Python in ArcGIS!geotiffs: GeoTIFF raster files at level 6 of HydroBasins for current, zero human effect and the difference between current and zer human effect.All_contams_DF_L6_Preds_v3: geopackage containing all GIS data.