cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15166263
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
DOI: 10.15468/dl.y6s8pd
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Crataegus okanaganensis J.B.Phipps & O'Kennon"
 ]
}

 The dataset includes 294 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008845-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dr6n38
title: Occurrence Download

description: A dataset containing 25090 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lilium bulbiferum L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 25090 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008844-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdzfth
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "DatasetKey is one of (ICN - Universidad Nacional de Colombia, Herbario Amazónico Colombiano, Colección Herbario Federico Medem Bogotá - FMB, Herbario Nacional Colombiano (COL), Herbario Universidad de Caldas - FAUC)",
 "OccurrenceStatus is Present",
 "TaxonKey is Momordica charantia L."
 ]
}

 The dataset includes 119 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069460-240626123714530/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.26621167.v1
title: Additional file 13 of Time course of changes in the transcriptome during russet induction in apple fruit

description: Supplementary Material 13
DOI: 10.15468/dl.ygwhrh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((147.947292 -33.669551, 147.947292 -33.676288, 147.951783 -33.676288, 147.951783 -33.669551, 147.947292 -33.669551))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069461-240626123714530/datasets/export for details.
DOI: 10.15468/dl.ntpgpx
title: Occurrence Download

description: A dataset containing 1714213 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Pl@ntNet observations"
 ]
}

 The dataset includes 1714213 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069455-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3u4vp
title: Occurrence Download

description: A dataset containing 265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Pl@ntNet observations",
 "Geometry POLYGON((144.64027 -37.96308,145.47981 -37.96308,145.47981 -37.62690,144.64027 -37.62690,144.64027 -37.96308))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 265 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069462-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5nprf
title: Occurrence Download

description: A dataset containing 975046 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NatureServe Network Species Occurrence Data"
 ]
}

 The dataset includes 975046 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069444-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqkbgk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((147.954029 -33.669551, 147.954029 -33.671796, 147.958521 -33.671796, 147.958521 -33.669551, 147.954029 -33.669551)), ((147.958521 -33.671796, 147.958521 -33.678534, 147.960766 -33.678534, 147.960766 -33.671796, 147.958521 -33.671796)))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069463-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbsk8q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.196575 -33.671796, 148.196575 -33.678534, 148.198821 -33.678534, 148.198821 -33.671796, 148.196575 -33.671796))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069464-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26620996
title: Additional file 3 of PLCD3 promotes malignant cell behaviors in esophageal squamous cell carcinoma via the PI3K/AKT/P21 signaling

description: Supplementary Material 3
DOI: 10.15468/dl.87eymh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((147.794577 -33.676288, 147.799069 -33.676288, 147.799069 -33.671796, 147.794577 -33.671796, 147.794577 -33.676288)), ((147.794577 -33.676288, 147.790086 -33.676288, 147.790086 -33.678534, 147.794577 -33.678534, 147.794577 -33.676288)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069465-240626123714530/datasets/export for details.
DOI: 10.15468/dl.ky679m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.58959 -33.678534, 148.58959 -33.687517, 148.596327 -33.687517, 148.596327 -33.678534, 148.58959 -33.678534))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069466-240626123714530/datasets/export for details.
DOI: 10.5281/zenodo.11075874
title: OMT(NRA) Benchmarks

description: The benchmarks used in the paper.
DOI: 10.5281/zenodo.11075875
title: OMT(NRA) Benchmarks

description: The benchmarks used in the paper.
DOI: 10.15468/dl.86hck3
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atta insularis Guerin-Meneville, 1844"
 ]
}

 The dataset includes 147 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069468-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8zsg8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((147.801315 -33.68078, 147.801315 -33.685271, 147.808052 -33.685271, 147.808052 -33.68078, 147.801315 -33.68078))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069469-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26720283
title: Additional file 2 of Healthcare workers' attitudes toward and factors influencing their acceptance of an annual COVID-19 booster vaccine: a cross-sectional study in Palestine

description: Supplementary Material 2.
DOI: 10.6084/m9.figshare.26720283.v1
title: Additional file 2 of Healthcare workers' attitudes toward and factors influencing their acceptance of an annual COVID-19 booster vaccine: a cross-sectional study in Palestine

description: Supplementary Material 2.
DOI: 10.6084/m9.figshare.26719809.v1
title: Additional file 2 of Comprehensive genetic analysis of facioscapulohumeral muscular dystrophy by Nanopore long-read whole-genome sequencing

description: Supplementary Material 2.
DOI: 10.15468/dl.8nfnu9
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.153905 -33.68078, 148.153905 -33.685271, 148.162888 -33.685271, 148.162888 -33.68078, 148.153905 -33.68078))"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069472-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3qkyt
title: Occurrence Download

description: A dataset containing 791 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "PublishingOrg is one of (eac88d99-9f6c-4031-8fc4-8088f0e0dfe7, 52e610d2-1b33-4c04-b3b5-6f4763a5fe65, 4c43ef1b-b005-4ed5-840b-7886d53fb069, 2a7e3080-28a9-11dd-97cd-b8a03c50a862, ab13adb9-ce23-444d-87c9-ce41f03ef2b3, eace4687-50e8-4f9a-829b-29ff8ff1fa8b, f7f9717e-9e50-4a00-a30f-7b134390a566, bc092ff0-02e4-11dc-991f-b8a03c50a862, 58c7e325-82fc-446d-9406-851b4d357db7)",
 "TaxonKey is Melicoccus bijugatus Jacq."
 ]
}

 The dataset includes 791 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069471-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkf75y
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "DatasetKey is one of (Colección Nacional de Heliconias, Herbario Universidad de Antioquia (HUA), Colección del Herbario de la Universidad Católica de Oriente, Colección general del plantas vasculares del Herbario JBB, Herbario Nacional Colombiano (COL), Tropicos Specimens Non-MO)",
 "OccurrenceStatus is Present",
 "TaxonKey is Alstroemeria aurea Graham"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069473-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp78f9
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phrynocephalus erythrurus Zugmayer, 1909"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069474-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5f9wp7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.25603 5.59569,-73.23668 5.59569,-73.23668 6.40307,-75.25603 6.40307,-75.25603 5.59569))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hippopotamus amphibius Linnaeus, 1758"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069475-240626123714530/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.24240086.v1
title: Additional file 1 of Dig up tall fescue plastid genomes for the identification of morphotype-specific DNA variants

description: Additional file 1: Tables S1-S13
DOI: 10.15468/dl.kfhkry
title: Occurrence Download

description: A dataset containing 712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (f7f9717e-9e50-4a00-a30f-7b134390a566, eace4687-50e8-4f9a-829b-29ff8ff1fa8b, cccff716-2694-4209-9f9e-2f7a484465a0, a7e6d0ba-9e3d-4be2-b3ac-2c5e812e0a31, 58c7e325-82fc-446d-9406-851b4d357db7, 2a7e3080-28a9-11dd-97cd-b8a03c50a862, eac88d99-9f6c-4031-8fc4-8088f0e0dfe7)",
 "TaxonKey is Melicoccus bijugatus Jacq."
 ]
}

 The dataset includes 712 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069477-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rws347
title: Occurrence Download

description: A dataset containing 11032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((107.413 -7.107971, 107.9015 -7.107971, 107.9015 -6.78355, 107.413 -6.78355, 107.413 -7.107971))",
 "Year is greater than or equal to 2000",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 11032 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069476-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnqday
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.854594 -33.68078, 148.854594 -33.685271, 148.859086 -33.685271, 148.859086 -33.68078, 148.854594 -33.68078))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069479-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26621557
title: Additional file 2 of A neuromusculoskeletal modelling approach to bilateral hip mechanics due to unexpected lateral perturbations during overground walking

description: Appendix II. The hardware design and motor control software for the perturbation device.
DOI: 10.6084/m9.figshare.24225255
title: Additional file 2 of Integrative evaluation and experimental validation of the immune-modulating potential of dysregulated extracellular matrix genes in high-grade serous ovarian cancer prognosis

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.26720775.v1
title: Additional file 6 of MR-GGI: accurate inference of gene–gene interactions using Mendelian randomization

description: Additional file 6. Data 4. Biological process of Gene Ontology terms for cluster 4 in yeast GRN
DOI: 10.15468/dl.pbf3uc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.603065 -33.685271, 148.603065 -33.687517, 148.605311 -33.687517, 148.605311 -33.685271, 148.603065 -33.685271))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069480-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26621602.v1
title: Additional file 1 of B-mode ultrasonography and ARFI elastography of articular and peri-articular structures of the hip joint in non-dysplastic and dysplastic dogs as confirmed by radiographic examination

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.26621605.v1
title: Additional file 2 of B-mode ultrasonography and ARFI elastography of articular and peri-articular structures of the hip joint in non-dysplastic and dysplastic dogs as confirmed by radiographic examination

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.26719884
title: Additional file 1 of Protein sequence analysis in the context of drug repurposing

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.26719881.v1
title: Additional file 2 of Cyp6g2 is the major P450 epoxidase responsible for juvenile hormone biosynthesis in Drosophila melanogaster

description: Additional file 2. The individual data values for Fig. 1A, C,  Fig. 2C, D, G, Fig. 3D, Fig. 4A, C, C’, Fig. 5A-C and Fig. S1A-C.
DOI: 10.15468/dl.8kf48u
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((147.372367 -33.669551, 147.372367 -33.678534, 147.376859 -33.678534, 147.376859 -33.692009, 147.379104 -33.692009, 147.379104 -33.694254, 147.383596 -33.694254, 147.383596 -33.669551, 147.372367 -33.669551))"
 ]
}

 The dataset includes 163 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069482-240626123714530/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.26720499
title: Additional file 2 of Evidence on the ecological and physical effects of built structures in shallow, tropical coral reefs: a systematic map

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.26720502.v1
title: Additional file 3 of Evidence on the ecological and physical effects of built structures in shallow, tropical coral reefs: a systematic map

description: Supplementary Material 3
DOI: 10.15468/dl.j7nzru
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((147.354401 -33.671796, 147.354401 -33.692009, 147.356646 -33.692009, 147.356646 -33.671796, 147.354401 -33.671796))"
 ]
}

 The dataset includes 49 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069483-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/51nr-1461
title: Parkes observations for project P1238 semester 2024APRS_04

description: Young and energetic pulsars can power strong pulsar wind nebula (PWN), which can be observed from radio to X-ray and beyond. Thanks to the superior sensitivity of the ASKAP EMU survey, we are able to identify new PWNe in the Galactic plane, and use them to guide our search of radio pulsars. This strategy was demonstrated successful by the recent discoveries of two high dispersion measure (DM) pulsars powering a bow-shocked PWNe. Recently, we analysed several EMU fields covering the Galactic plane and identified another five new PWNe candidates. Here we propose to use the Parkes UWL receiver to carry out targeted search of radio pulsars powering these PWNe. Since these system are located in the Galactic plane and can be distant, we expect them to have large DMs. Such high DMs will lead to strong scattering and smearing and make pulsars undetectable in previous pulsar surveys. The wide frequency coverage of UWL, especially the high frequencies, will allow us to avoid these effects and therefore offer us a better chance to find these pulsars.
DOI: 10.6084/m9.figshare.26720505.v1
title: Additional file 4 of Evidence on the ecological and physical effects of built structures in shallow, tropical coral reefs: a systematic map

description: Supplementary Material 4
DOI: 10.15468/dl.yhrfp4
title: Occurrence Download

description: A dataset listing the 5 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phrynocephalus erythrurus Zugmayer, 1909"
 ]
}

 The dataset's 5 records were derived from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069478-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.