cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.s2nq4v
title: Occurrence Download

description: A dataset containing 10522 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Vitis aestivalis Michx."
 ]
}

 The dataset includes 10522 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058447-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2loou
title: Occurrence Download

description: A dataset containing 4875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Kenya Virtual Museum Records"
 ]
}

 The dataset includes 4875 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009093-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rnych
title: Occurrence Download

description: A dataset containing 285 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tremarctos ornatus (F.G.Cuvier, 1825)"
 ]
}

 The dataset includes 285 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010278-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8jdqc
title: Occurrence Download

description: A dataset containing 649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Seiurus motacilla (Vieillot, 1809)"
 ]
}

 The dataset includes 649 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114962-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxncz4
title: Occurrence Download

description: A dataset containing 916744 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "Geometry POLYGON((-100.89844 4.91583,-54.49219 4.91583,-54.49219 34.59704,-100.89844 34.59704,-100.89844 4.91583))",
 "HasCoordinate is true",
 "TaxonKey is Actinopterygii"
 ]
}

 The dataset includes 916744 records from 224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009093-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nc2vrb
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-61.66901 10.69677,-61.45477 10.605,-61.42731 10.27006,-61.89972 10.05919,-61.01532 10.15653,-60.92194 10.84248,-61.66901 10.69677))",
 "HasCoordinate is true",
 "TaxonKey is Alouatta macconnelli Elliot, 1910",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010278-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ersmfl
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amelanchier parviflora Boiss."
 ]
}

 The dataset includes 72 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018333-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dvcu2
title: Occurrence Download

description: A dataset containing 1039 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera leo (Linnaeus, 1758)"
 ]
}

 The dataset includes 1039 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072604-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhyx5m
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Issue is Geodetic datum assumed WGS84",
 "TaxonKey is Tremarctos ornatus (F.G.Cuvier, 1825)"
 ]
}

 The dataset includes 37 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010278-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sytnc
title: Occurrence Download

description: A dataset containing 1912 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aquila chrysaetos canadensis (Linnaeus, 1758)"
 ]
}

 The dataset includes 1912 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068256-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkvntu
title: Occurrence Download

description: A dataset containing 6258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Cecropis daurica (Laxmann, 1769)"
 ]
}

 The dataset includes 6258 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063217-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g1xemo
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amygdalus arabica Oliv."
 ]
}

 The dataset includes 40 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018337-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxjzci
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Blakea trinervia L."
 ]
}

 The dataset includes 164 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010278-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.andpn5
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melipona favosa (Fabricius, 1798)"
 ]
}

 The dataset includes 118 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009094-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5af9q
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Taxus wallichiana var. chinensis (Pilg.) Florin"
 ]
}

 The dataset includes 130 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072212-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttyzmr
title: Occurrence Download

description: A dataset containing 6584 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Computarización de la Colección de mamíferos del Centro de Investigaciones Biológicas del Noroeste SC"
 ]
}

 The dataset includes 6584 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010279-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqibzz
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gigartina clavifera J.Agardh"
 ]
}

 The dataset includes 46 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009094-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsbtca
title: Occurrence Download

description: A dataset containing 1187911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "Geometry POLYGON((-75.67383 6.32076,-84.99023 22.11109,-104.61182 28.16895,-108.54492 17.81669,-86.92383 6.14602,-75.67383 6.32076))",
 "Geometry POLYGON((132.71484 -8.74394,110.21484 -21.60637,113.02734 -38.53957,152.05078 -46.55131,155.8913 -25.64963,150.0293 -17.92969,143.52539 -9.84375,132.71484 -8.74394))",
 "Geometry POLYGON((10.81055 -15.46875,11.86523 -35.8846,36.47461 -36.38672,36.29883 -15.46875,10.81055 -15.46875))"
 ]
 },
 "TaxonKey is Anura",
 {
 "not" : {
 "and" : [
 "Year is greater than or equal to 2015",
 "CoordinateUncertaintyInMeters is not null",
 {
 "or" : [
 "Geometry POLYGON((-85.0934 10.7371,-85.0934 10.2184,-84.5782 10.2184,-84.5782 10.7371,-85.0934 10.7371))",
 "Geometry POLYGON((-84.2311 10.7109,-84.2311 10.1993,-83.7237 10.1993,-83.7237 10.7109,-84.2311 10.7109))",
 "Geometry POLYGON((18.3716 -33.6813,18.3716 -34.1335,18.8461 -34.1335,18.8461 -33.6813,18.3716 -33.6813))",
 "Geometry POLYGON((30.5708 -23.7978,30.5708 -24.226,31.0776 -24.226,31.0776 -23.7978,30.5708 -23.7978))",
 "Geometry POLYGON((31.4648 -24.976,31.4648 -25.421,31.9451 -25.421,31.9451 -24.976,31.4648 -24.976))"
 ]
 },
 {
 "or" : [
 {
 "and" : [
 "TaxonKey is Agalychnis callidryas (Cope, 1862)",
 "CoordinateUncertaintyInMeters is less than or equal to 232"
 ]
 },
 {
 "and" : [
 "TaxonKey is Dendrobates auratus (Girard, 1855)",
 "CoordinateUncertaintyInMeters is less than or equal to 532"
 ]
 },
 {
 "and" : [
 "TaxonKey is Xenopus laevis (Daudin, 1802)",
 "CoordinateUncertaintyInMeters is less than or equal to 31"
 ]
 },
 {
 "and" : [
 "TaxonKey is Chiromantis xerampelina Peters, 1854",
 "CoordinateUncertaintyInMeters is less than or equal to 108"
 ]
 }
 ]
 }
 ]
 }
 }
 ]
}

 The dataset includes 1187911 records from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151465-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2ggwd
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atelopus peruensis Gray & Cannatella, 1985"
 ]
}

 The dataset includes 268 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010279-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zlgu6o
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Enteromius teugelsi (Bamba, Vreven & Snoeks, 2011)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009094-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j91ckt
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Indonesia",
 "Year 2000-2020",
 "TaxonKey is Ficus benjamina L."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004429-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epauqt
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is Chinese Taipei",
 "Country is Hong Kong"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Eremias argus Peters, 1869",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 134 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010279-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqhtk3
title: Occurrence Download

description: A dataset listing the 2297 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is KwaZulu-Natal Museum-Arachnida-Collection"
 ]
}

 The dataset's 2297 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058427-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2hrb6
title: Occurrence Download

description: A dataset containing 38355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 38355 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072588-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6xmke
title: Occurrence Download

description: A dataset containing 26394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "Geometry POLYGON((13.89038 39.30827,15.77087 40.0652,15.39001 40.14363,15.2948 40.22756,15.16296 40.36163,14.76929 40.75506,14.13757 40.87865,13.92517 41.06667,13.58826 40.95613,13.63953 40.82879,13.38318 40.70676,13.89038 39.30827))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2016-2021"
 ]
}

 The dataset includes 26394 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072213-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r37ebq
title: Occurrence Download

description: A dataset containing 355 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Satanoperca daemon (Heckel, 1840)"
 ]
}

 The dataset includes 355 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058450-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xynthf
title: Occurrence Download

description: A dataset containing 26278 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Aratinga strenua (Ridgway, 1915)",
 "TaxonKey is Aramides albiventris Lawrence, 1868"
 ]
}

 The dataset includes 26278 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010279-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcrzbd
title: Occurrence Download

description: A dataset containing 68359 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oenothera biennis L."
 ]
}

 The dataset includes 68359 records from 977 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167480-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzxhwb
title: Occurrence Download

description: A dataset containing 7414 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Pionopsitta pulchra Berlepsch, 1897"
 ]
}

 The dataset includes 7414 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039598-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.db6kdh
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cypraeovula algoensis (J.E.Gray, 1825)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 38 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048808-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tt48u6
title: Occurrence Download

description: A dataset containing 3380 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Sporophila americana americana"
 ]
}

 The dataset includes 3380 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039595-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15166262
title: NBA Shooting Stats: Synthetic Data

description: 🏀 NBA Shooting Stats: Synthetic Data

Este repositorio contiene un conjunto de datos sintéticos generados a partir del scraping responsable y ético de estadísticas avanzadas de equipos de la NBA, obtenidas de NBA.com/stats. El objetivo del proyecto es analizar la evolución del estilo de juego en la liga, con foco en la selección de tiro por zonas y posición, así como en la presión defensiva, medida a través de tiros defendidos y control del rebote.

📊 Descripción del dataset

El conjunto de datos cubre la evolución de los equipos de la NBA desde la temporada 1996-1997 hasta la 2024-2025, agregando estadísticas por:



Equipo

Temporada

Conferencia (East/West)

Posición del jugador (Guard, Forward, Center)


Incluye métricas ofensivas como:- Tiros intentados, anotados y % de acierto por zonas del campo (por ejemplo, <5 ft, 5–9 ft, 10–14 ft, etc.)

Y defensivas como:



Contested 2pt shots

Contested 3pt shots

Offensive boxouts (off_boxouts)

Defensive boxouts (def_boxouts)


 

⚙️ Generación del dataset

El scraping se realizó utilizando Seleniumy BeautifulSoup, automatizando filtros por temporada, conferencia y posición. Para garantizar buenas prácticas:



Se verificó previamente el acceso permitido mediante la librería robotparser, respetando el archivo robots.txt.

Se implementaron tiempos de espera aleatorios y navegación simulada para imitar el comportamiento humano y evitar sobrecargar los servidores.


🔐 Importante:

Los datos originales extraídos no se publican en este repositorio debido a las restricciones descritas en los Términos de uso y la Política de privacidad de NBA.com.  En su lugar, se ha generado un conjunto de datos sintéticos, estadísticamente representativo pero libre de contenido propietario.

 

📁 Archivos incluidos



nba_synthetic_ds.csv: Dataset principal en formato CSV (delimitado por comas)

nba_synthetic_ds_excel.cs: Versión del dataset con delimitador `;`, compatible con Excel

README.md: Este documento


 

📌 Origen de los datos

Los datos originales fueron obtenidos desde:

https://www.nba.com/stats. Sitio oficial de estadísticas de la NBA, propiedad de © NBA Media Ventures, LLC.

El conjunto sintético aquí presentado es un trabajo derivado con fines exclusivamente académicos, que no infringe los derechos del propietario original y respeta el uso permitido especificado en los Términos y el archivo robots.txt.

 

📜 Licencia

Este dataset se publica bajo la licencia:  👉 CC BY-NC-SA 4.0 – Attribution-NonCommercial-ShareAlike

Esto significa que:



Puedes usar, compartir y adaptar los datos para fines no comerciales

Debes reconocer la fuente original (NBA.com) y este proyecto

Cualquier trabajo derivado debe distribuirse bajo la misma licencia


👥 Autores

Proyecto desarrollado por:



 Etel Silva García – esilgar@uoc.edu 

 José Morote García – josemorote21@uoc.edu