cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14065932
title: Data underlying the article: "Programmable multifunctional integrated microwave photonic circuit on thin-film lithium niobate"

description: Experimental data and scripts to plot results for manuscript "Programmable multifunctional integrated microwave photonic circuit on thin-film lithium niobate"
DOI: 10.5281/zenodo.14065933
title: Data underlying the article: "Programmable multifunctional integrated microwave photonic circuit on thin-film lithium niobate"

description: Experimental data and scripts to plot results for manuscript "Programmable multifunctional integrated microwave photonic circuit on thin-film lithium niobate"
DOI: 10.5281/zenodo.12793156
title: Code for Quantitative Assessment of Factors Influencing Heat Vulnerability in Residential Areas using Machine Learning and UAV Data

description: Author: Ja Woon Gu

Email: umseakind2@kwater.or.kr

Date: 2024-07-22

Version: 1.0


Description:

This script compares multiple regression models using GridSearchCV and RepeatedKFold cross-validation.

The script identifies the best performing model based on the mean cross-validation score (neg_mean_squared_error).

It performs residual analysis including normality, homoscedasticity, and autocorrelation checks.


Models included:

- DecisionTreeRegressor

- ExtraTreesRegressor

- AdaBoostRegressor

- XGBRegressor

- LGBMRegressor

- CatBoostRegressor

- RandomForestRegressor

- GradientBoostingRegressor


The best model's feature importances are calculated and plotted.

Residuals are analyzed using Shapiro-Wilk, Levene's, and Durbin-Watson tests.
DOI: 10.5281/zenodo.12793155
title: Code for Quantitative Assessment of Factors Influencing Heat Vulnerability in Residential Areas using Machine Learning and UAV Data

description: Author: Ja Woon Gu

Email: umseakind2@kwater.or.kr

Date: 2024-07-22

Version: 1.0


Description:

This script compares multiple regression models using GridSearchCV and RepeatedKFold cross-validation.

The script identifies the best performing model based on the mean cross-validation score (neg_mean_squared_error).

It performs residual analysis including normality, homoscedasticity, and autocorrelation checks.


Models included:

- DecisionTreeRegressor

- ExtraTreesRegressor

- AdaBoostRegressor

- XGBRegressor

- LGBMRegressor

- CatBoostRegressor

- RandomForestRegressor

- GradientBoostingRegressor


The best model's feature importances are calculated and plotted.

Residuals are analyzed using Shapiro-Wilk, Levene's, and Durbin-Watson tests.
DOI: 10.15468/dl.vpq4s3
title: Occurrence Download

description: A dataset containing 32147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lutra lutra (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 32147 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014162-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msx2hn
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Paphiopedilum violascens Schltr."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014170-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64cf86
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((55.30548 25.06833,55.30652 25.06645,55.30955 25.06494,55.31411 25.06339,55.32132 25.06472,55.32603 25.06744,55.32824 25.07098,55.32798 25.07476,55.32746 25.07648,55.32495 25.07949,55.32227 25.08193,55.31873 25.08428,55.31491 25.08485,55.31158 25.08423,55.30749 25.08252,55.30393 25.0781,55.30306 25.07436,55.30421 25.07097,55.30548 25.06833))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 63 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014171-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8dvzj
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustela lutreola (Linnaeus, 1761)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 38 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014173-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzjgpn
title: Occurrence Download

description: A dataset containing 528768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cygnus olor (J.F.Gmelin, 1789)",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 528768 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014169-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6mxhbu
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Continent is Africa",
 "Country is Benin",
 "Month is one of (December, November, October, September, August, July, June, May, April, March, February, January)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea alba Linnaeus, 1758",
 "Year 2000-2024"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014178-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pv7dn6
title: Occurrence Download

description: A dataset containing 11301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Martes martes (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 11301 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014176-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.katbbv
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Continent is Africa",
 "Country is Benin",
 "Month is one of (January, March, April, February, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea alba Linnaeus, 1758",
 "Year 1980-2024"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014177-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1124342
title: Data from a Trial Trenching between the River Avon and Dalehouse Lane, Crewe Farm, Warwickshire, 2018-2023 (HS2 Phase One)

description: The archive comprises the digital records and files created during the 2018 Wessex Archaeology Evaluation at Crewe Farm in the Warwick District of Warwickshire and the subsequent post-excavation assessment and analysis. It is also includes paper records, photographic records, graphics, artefacts, ecofacts and digital data.
DOI: 10.6084/m9.figshare.27721089
title: Supplementary materials

description: Supplementary materials (includes Supplementary Table 1)
DOI: 10.15468/dl.hg5wub
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Continent is Africa",
 "Country is Benin",
 "Month is one of (January, March, February, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea alba Linnaeus, 1758",
 "Year 1980-2024"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014179-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkqn8d
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Country is Benin",
 "Month is one of (January, February, April, March, May, June, August, July, September, October, November, December)",
 "TaxonKey is Ardea alba Linnaeus, 1758",
 "Year 1990-2024"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014180-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5p65d
title: Occurrence Download

description: A dataset containing 57608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The Retrospective Analysis of Antarctic Tracking (Standardised) Data from the Scientific Committee on Antarctic Research",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Megaptera novaeangliae (Borowski, 1781)"
 ]
}

 The dataset includes 57608 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014175-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.as9mxm
title: Occurrence Download

description: A dataset containing 3334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustela putorius Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 3334 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014182-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znw4m3
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Paphiopedilum wardii Summerh."
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014183-241107131044228/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.27721197
title: Supplementary table 2 and 3

description: Supplementary table 2 and 3.
DOI: 10.6084/m9.figshare.27721197.v1
title: Supplementary table 2 and 3

description: Supplementary table 2 and 3.
DOI: 10.15468/dl.dhghfd
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lynx lynx (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 114 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014184-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17033/data.00000318
title: 3MED

description: The 3MED project aimed to develop nano- and micro-carrier systems for the delivery of drugs. In particular, nanocarriers based on hyperbranched peptides were developed alongside microcarriers obtained in forms of alginate beads by a microfluidic system.
Physicochemical and cell biology characterisation of the novel carriers was performed and mathematical modelling enabled the optimisation of microfluidics parameters. As far as potential clinical applications are concerned, the project focussed on the treatment of an aggressive breast cancer caused by HER2 receptor-overexpressing cells.
description: LDH assay and microscopy images
DOI: 10.6084/m9.figshare.27606423.v3
title: <b>Untargeted lipidomics reveals unique lipid signatures of extracellular vesicles from porcine colostrum and milk</b>

description: Extracellular vesicles (EV) are membranous vesicles considered as significant players in cell-to-cell communication. Milk provides adequate nutrition, transfers immunity, and promotes neonatal development, and milk EV are suggested to play a crucial role in these processes. Milk samples were obtained on days 0, 7, and 14 after parturition from sows receiving either a standard diet (ω-6:ω-3 = 13:1) or a test diet enriched in ω-3 (ω-6:ω-3 = 4:1). EV were isolated using ultracentrifugation coupled with size exclusion chromatography, and characterized by nanoparticle tracking analysis, transmission electron microscopy, and assessment of EV markers via Western blotting. The lipidome was determined following a liquid chromatography–quadrupole time-of-flight mass spectrometry approach. Here, we show that different stages of lactation (colostrum vs mature milk) have a distinct extracellular vesicle lipidomic profile. The distinct lipid content can be further explored to understand and regulate milk EV functionalities and primordial for enabling their diagnostic and therapeutic potential.
DOI: 10.15468/dl.cv6kkq
title: Occurrence Download

description: A dataset containing 21120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pteromys volans (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 21120 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014185-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6uunuk
title: Occurrence Download

description: A dataset containing 2023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-24.85845 14.72809,-24.53662 14.72809,-24.53662 15.02554,-24.85845 15.02554,-24.85845 14.72809))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2023 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014186-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmryw5
title: Occurrence Download

description: A dataset containing 858949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Cricetidae",
 "Year 1990-2024"
 ]
}

 The dataset includes 858949 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014174-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2ustb
title: Occurrence Download

description: A dataset containing 16408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pipistrellus pygmaeus (Leach, 1825)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 16408 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014187-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.werbcp
title: Occurrence Download

description: A dataset containing 417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Japan, China)",
 "OccurrenceStatus is Present",
 "TaxonKey is Solanum carolinense L.",
 "Year 2000-2024"
 ]
}

 The dataset includes 417 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058049-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ajubsz
title: Occurrence Download

description: A dataset containing 2741 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tayassu pecari (Link, 1795)"
 ]
}

 The dataset includes 2741 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007791-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knmn2n
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pelophylax shqipericus (Hotz, Uzzell, Günther, Tunner & Heppich, 1987)"
 ]
}

 The dataset includes 112 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080854-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pra0id
title: Occurrence Download

description: A dataset containing 1804 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Canada",
 "Country is United States of America"
 ]
 },
 "TaxonKey is Bombus borealis Kirby, 1837"
 ]
}

 The dataset includes 1804 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008001-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kepau3
title: Occurrence Download

description: A dataset containing 90856637 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is 2016",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 90856637 records from 1608 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007791-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nirkyh
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paspalum atratum Swallen"
 ]
}

 The dataset includes 139 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005103-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awn4ti
title: Occurrence Download

description: A dataset containing 5537 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atriplex laciniata L."
 ]
}

 The dataset includes 5537 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005104-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjctda
title: Occurrence Download

description: A dataset containing 250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poecilia reticulata Peters, 1859",
 "Country is Brazil"
 ]
}

 The dataset includes 250 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005104-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxybgo
title: Occurrence Download

description: A dataset containing 1208 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Relative abundances of middle Pleistocene benthic foraminifera in ODP Site 181-1125"
 ]
}

 The dataset includes 1208 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005104-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqcrcx
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Drosera spathulata Schult., 1820"
 ]
}

 The dataset includes 50 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005104-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqwdr9
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtandra serratifolia H.J.Atkins"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160561-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ek2axd
title: Occurrence Download

description: A dataset containing 1413 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passiflora amethystina J.C.Mikan"
 ]
}

 The dataset includes 1413 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005104-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n84txt
title: Occurrence Download

description: A dataset containing 1040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Anfibios y Reptiles reportados en humedales del departamento de Córdoba"
 ]
}

 The dataset includes 1040 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042763-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.