cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12734352
title: UWB - BiRex

description: This dataset is part of the Industrial Network Repository (IN-Rep).

IN-Rep Metadata:




Ref.
Application Domain
Use case
Technology
Location
  Data


N. Bouzar, L. De Nardis, M.-G. Di Benedetto, E. M. Vitucci, M. Chiani, S. Caputo , and L. Mucchi, "IN-Rep: A New Open Data Repository for AI-Based Positioning in Industrial Networks",  IEEE 8th International Forum on Research and Technologies for Society and Industry (RTSI 2024), September 18 - 20,  2024, Lecco, Italy, pp. 494-499. DOI: 10.1109/RTSI61910.2024.10761518.
2,3,4 
AGV
UWB
BI-REX
Distance, RSSI, CIR




 

**UWB** data were collected using **DWM3001CDK**  development boards by Qorvo, for both **Channel 9 (8 GHz)** and **Channel 5 (6.5 GHz)**, in Line-of-Sight **(LOS)** as well as Non-Line-of-Sight **(NLOS)** conditions.

 The present dataset contains the following data for **UWB**:* CIR real values;* CIR imaginary values;* Distance in centimeters;

Additional Information:

# LOS/NLOS Observations

|    | R1 | R2 | R3 | R4 | R5 ||----|----|----|----|----|----|| L1 | X  |    | XX |    |    || L2 |    | X  |    | X  | X  || L3 |    | X  |    |    | X  || L4 | XX | X  |    |    |    || L5 |    |    | XX |    |    |

X: **LOS** / XX: **Probably**

# Ground Truth

|    | R1 | R2 | R3 | R4 | R5 ||----|----|----|----|----|----|| L1 |400 |1279|544 |991 |1549|| L2 |757 |916 |696 |567 |1284|| L3 |1099|438 |1185|566 |1429|| L4 |1352|1337|709 |417 |608 || L5 |1600|2003|694 |1114|762 |

 

Please for more Information refer to the companion paper:Nadir Bouzar, Luca De Nardis, Maria-Gabriella Di Benedetto, Enrico Maria Vitucci, Marco Chiani, Stefano Caputo, Lorenzo Mucchi, "IN-Rep: a new open data repository for AI-based positioning in Industrial Networks", IEEE 8th International Forum on Research and Technologies for Society and Industry (IEEE RTSI 2024) , Special Session 04 "Telecommunications Solutions for Next-Generation Industrial IoT (NG-IIoT)", September 18-20, 2024, Lecco, Italy.
DOI: 10.5281/zenodo.12734353
title: UWB - BiRex

description: This dataset is part of the Industrial Network Repository (IN-Rep).

IN-Rep Metadata:




Ref.
Application Domain
Use case
Technology
Location
  Data


N. Bouzar, L. De Nardis, M.-G. Di Benedetto, E. M. Vitucci, M. Chiani, S. Caputo , and L. Mucchi, "IN-Rep: A New Open Data Repository for AI-Based Positioning in Industrial Networks",  IEEE 8th International Forum on Research and Technologies for Society and Industry (RTSI 2024), September 18 - 20,  2024, Lecco, Italy, pp. 494-499. DOI: 10.1109/RTSI61910.2024.10761518.
2,3,4 
AGV
UWB
BI-REX
Distance, RSSI, CIR




 

**UWB** data were collected using **DWM3001CDK**  development boards by Qorvo, for both **Channel 9 (8 GHz)** and **Channel 5 (6.5 GHz)**, in Line-of-Sight **(LOS)** as well as Non-Line-of-Sight **(NLOS)** conditions.

 The present dataset contains the following data for **UWB**:* CIR real values;* CIR imaginary values;* Distance in centimeters;

Additional Information:

# LOS/NLOS Observations

|    | R1 | R2 | R3 | R4 | R5 ||----|----|----|----|----|----|| L1 | X  |    | XX |    |    || L2 |    | X  |    | X  | X  || L3 |    | X  |    |    | X  || L4 | XX | X  |    |    |    || L5 |    |    | XX |    |    |

X: **LOS** / XX: **Probably**

# Ground Truth

|    | R1 | R2 | R3 | R4 | R5 ||----|----|----|----|----|----|| L1 |400 |1279|544 |991 |1549|| L2 |757 |916 |696 |567 |1284|| L3 |1099|438 |1185|566 |1429|| L4 |1352|1337|709 |417 |608 || L5 |1600|2003|694 |1114|762 |

 

Please for more Information refer to the companion paper:Nadir Bouzar, Luca De Nardis, Maria-Gabriella Di Benedetto, Enrico Maria Vitucci, Marco Chiani, Stefano Caputo, Lorenzo Mucchi, "IN-Rep: a new open data repository for AI-based positioning in Industrial Networks", IEEE 8th International Forum on Research and Technologies for Society and Industry (IEEE RTSI 2024) , Special Session 04 "Telecommunications Solutions for Next-Generation Industrial IoT (NG-IIoT)", September 18-20, 2024, Lecco, Italy.
DOI: 10.15468/dl.djcg8g
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nymphargus grandisonae"
 ]
}

 The dataset includes 193 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046309-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esp97a
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-113.2188 30.29913, -113.0688 30.29913, -113.0688 30.44913, -113.2188 30.44913, -113.2188 30.29913))"
 ]
}

 The dataset includes 78 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046310-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13797117
title: Berita UII
DOI: 10.15468/dl.r6zfrs
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-113.0688 30.29913, -112.9188 30.29913, -112.9188 30.44913, -113.0688 30.44913, -113.0688 30.29913))"
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046311-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mamfta
title: Occurrence Download

description: A dataset containing 567 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-112.9188 30.29913, -112.7688 30.29913, -112.7688 30.44913, -112.9188 30.44913, -112.9188 30.29913))"
 ]
}

 The dataset includes 567 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046313-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/bwocm9
title: Soft tissue leiomyosarcoma proteome

description: &lt;p&gt;This dataset hosts proteomic data and documentation supporting our study of soft tissue leiomyosarcoma.&lt;/p&gt;

&lt;p&gt;Access to data files is controlled. To request access, please complete the Data Use Agreement. Use is limited to non-commercial research. Redistribution is not permitted; please link to this project instead. Re-identification attempts are prohibited.&lt;/p&gt;

&lt;p&gt;For questions or collaboration inquiries, please contact:&lt;/p&gt;
&lt;ul&gt;
 &lt;li&gt;Atsushi Tanaka, MD, PhD&lt;br&gt;
 Department of Pathology&lt;br&gt;
 Beth Israel Deaconess Medical Center/Harvard Medical School&lt;br&gt;
 &lt;a href="mailto:atanaka[at]bidmc.harvard.edu"&gt;atanaka[at]bidmc.harvard.edu&lt;/a&gt;&lt;/li&gt;
 &lt;li&gt;Michael Roehrl, MD, PhD&lt;br&gt;
 Department of Pathology&lt;br&gt;
 Beth Israel Deaconess Medical Center/Harvard Medical School&lt;br&gt;
 &lt;a href="mailto:michael_roehrl[at]bidmc.harvard.edu"&gt;michael_roehrl[at]bidmc.harvard.edu&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
DOI: 10.6084/m9.figshare.30593963
title: Supplementary material for An HPLC-UV Method for Identification, Assay, and Impurities Analyses of Boronic Acids

description: A robust HPLC-UV method, for identification, assay, and impurities analyses of 4-methoxy-phenyl boronic acid, was developed and validated. There are three advantages for the method: 1) sharing one test sequence and similar sample preparation for all three tests, 2) achieving baseline separation of boronic acid and related impurities, and 3) it is a robust and quality control friendly HPLC-UV method. A similar method was used to analyze the ID, assay, and impurities of a boronic acid, an intermediate of a drug substance used in late phase clinical trials.
DOI: 10.6084/m9.figshare.30593963.v1
title: Supplementary material for An HPLC-UV Method for Identification, Assay, and Impurities Analyses of Boronic Acids

description: A robust HPLC-UV method, for identification, assay, and impurities analyses of 4-methoxy-phenyl boronic acid, was developed and validated. There are three advantages for the method: 1) sharing one test sequence and similar sample preparation for all three tests, 2) achieving baseline separation of boronic acid and related impurities, and 3) it is a robust and quality control friendly HPLC-UV method. A similar method was used to analyze the ID, assay, and impurities of a boronic acid, an intermediate of a drug substance used in late phase clinical trials.
DOI: 10.15468/dl.3f6htv
title: Occurrence Download

description: A dataset listing the 103 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "LifeStage is one of (Egg, Larva)",
 "MediaType is Image",
 "TaxonKey is Noctuidae",
 "Year 2000-2025"
 ]
}

 The dataset's 103 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046302-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15367784
title: corgidrp End-to-End Test Data

description: Data for the end-to-end tests for corgidrp (https://github.com/roman-corgi/corgidrp). Consists of simulated data and data from Roman Coronagraph TVAC tests.
DOI: 10.5281/zenodo.17654498
title: corgidrp End-to-End Test Data

description: Data for the end-to-end tests for corgidrp (https://github.com/roman-corgi/corgidrp). Consists of simulated data and data from Roman Coronagraph TVAC tests.
DOI: 10.15468/dl.pmj639
title: Occurrence Download

description: A dataset containing 4207 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.7188 30.44913, -114.5688 30.44913, -114.5688 30.59913, -114.7188 30.59913, -114.7188 30.44913))"
 ]
}

 The dataset includes 4207 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046317-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pj3ccr
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "GadmGid is MEX.27_1",
 "TaxonKey is Micrurus diastema"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046318-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtdh7g
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.5688 30.44913, -114.4188 30.44913, -114.4188 30.59913, -114.5688 30.59913, -114.5688 30.44913))"
 ]
}

 The dataset includes 32 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046319-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12736749
title: UWB ranging dataset collected in a Galvanic Plant

description:  

This dataset is part of the Industrial Network Repository (IN-Rep).

IN-Rep Metadata:




Ref.
Application Domain
Use case
Technology
Location
  Data


A. Martinelli, S. Jayousi, S. Caputo and L. Mucchi, "UWB Positioning for Industrial Applications: the Galvanic Plating Case Study," 2019 International Conference on Indoor Positioning and Indoor Navigation (IPIN), Pisa, Italy, 2019, pp. 1-7. DOI: 10.1109/IPIN.2019.8911746.
1, 2
Process control
UWB
Galvanicplant
Distance, Position




 

Dataset collected as part of the following work:A. Martinelli, S. Jayousi, S. Caputo and L. Mucchi, "UWB Positioning for Industrial Applications: the Galvanic Plating Case Study," 2019 International Conference on Indoor Positioning and Indoor Navigation (IPIN), Pisa, Italy, 2019, pp. 1-7, doi: 10.1109/IPIN.2019.8911746.
DOI: 10.5281/zenodo.12736750
title: UWB ranging dataset collected in a Galvanic Plant

description:  

This dataset is part of the Industrial Network Repository (IN-Rep).

IN-Rep Metadata:




Ref.
Application Domain
Use case
Technology
Location
  Data


A. Martinelli, S. Jayousi, S. Caputo and L. Mucchi, "UWB Positioning for Industrial Applications: the Galvanic Plating Case Study," 2019 International Conference on Indoor Positioning and Indoor Navigation (IPIN), Pisa, Italy, 2019, pp. 1-7. DOI: 10.1109/IPIN.2019.8911746.
1, 2
Process control
UWB
Galvanicplant
Distance, Position




 

Dataset collected as part of the following work:A. Martinelli, S. Jayousi, S. Caputo and L. Mucchi, "UWB Positioning for Industrial Applications: the Galvanic Plating Case Study," 2019 International Conference on Indoor Positioning and Indoor Navigation (IPIN), Pisa, Italy, 2019, pp. 1-7, doi: 10.1109/IPIN.2019.8911746.
DOI: 10.5281/zenodo.17654835
title: Servicios públicos municipales: calidad percibida, ciudadanía heterogénea y resultados equifinales. Análisis de configuraciones causales de la satisfacción en España

description: El objetivo del estudio fue evaluar cómo distintos perfiles ciudadanos alcanzan satisfacción con servicios públicos municipales mediante combinaciones heterogéneas de factores, partiendo de las premisas de heterogeneidad ciudadana y equifinalidad causal como punto de partida analítico. Diseño de métodos mixtos secuencial (QUAN → qual) fases articuladas: Descriptivo, AFE, AFC, clustering, FsQCA, afinidad y robustez. La muestra comprende 205 ciudadanos habitantes en diez provincias de España. Fueron identificados cuatro perfiles: Leales Satisfechos, Críticos de Derecha, Progresistas Exigentes, Moderados   Aquiescentes y tres configuraciones causales: Entorno Visible y Funcional, Gobierno que Responde y Protege, y, Pragmatismo en Confianza. Cada perfil responde a una configuración diferente, confirmando que satisfacción es contingente, no lineal. La investigación logró demostrar empíricamente el principio de equifinalidad, según el cual distintos caminos pueden conducir al mismo resultado -satisfacción ciudadana- a partir de combinaciones diferenciadas de condiciones como la calidad percibida, la confianza institucional o la legitimidad del gasto.

Palabras clave: Servicios públicos municipales; satisfacción ciudadana; calidad percibida del servicio; perfiles ciudadanos; análisis comparativo cualitativo de conjuntos difusos (fsQCA); análisis configuracional; gobierno local.
DOI: 10.5281/zenodo.17654836
title: Servicios públicos municipales: calidad percibida, ciudadanía heterogénea y resultados equifinales. Análisis de configuraciones causales de la satisfacción en España

description: El objetivo del estudio fue evaluar cómo distintos perfiles ciudadanos alcanzan satisfacción con servicios públicos municipales mediante combinaciones heterogéneas de factores, partiendo de las premisas de heterogeneidad ciudadana y equifinalidad causal como punto de partida analítico. Diseño de métodos mixtos secuencial (QUAN → qual) fases articuladas: Descriptivo, AFE, AFC, clustering, FsQCA, afinidad y robustez. La muestra comprende 205 ciudadanos habitantes en diez provincias de España. Fueron identificados cuatro perfiles: Leales Satisfechos, Críticos de Derecha, Progresistas Exigentes, Moderados   Aquiescentes y tres configuraciones causales: Entorno Visible y Funcional, Gobierno que Responde y Protege, y, Pragmatismo en Confianza. Cada perfil responde a una configuración diferente, confirmando que satisfacción es contingente, no lineal. La investigación logró demostrar empíricamente el principio de equifinalidad, según el cual distintos caminos pueden conducir al mismo resultado -satisfacción ciudadana- a partir de combinaciones diferenciadas de condiciones como la calidad percibida, la confianza institucional o la legitimidad del gasto.

Palabras clave: Servicios públicos municipales; satisfacción ciudadana; calidad percibida del servicio; perfiles ciudadanos; análisis comparativo cualitativo de conjuntos difusos (fsQCA); análisis configuracional; gobierno local.
DOI: 10.57783/acej-em64
title: Iowa HCUP
DOI: 10.5281/zenodo.15531315
title: Raw query results from LLM 4-tier testing and creativity assessment within systems vaccinology

description: Raw query results from 4-tier testing of 5 Large Language Models (ChatGPT-4o, ChatGPT-4.5, Microsoft Copilot, Llama 70B and SciSpace). In addition, raw query results from creativity assessment tested through ChatGPT-4.5. These results are discussed within 'Assessing AI’s Abilities for Scientific Discovery in the Field of Systems Vaccinology'.
DOI: 10.5281/zenodo.15531314
title: Raw query results from LLM 4-tier testing and creativity assessment within systems vaccinology

description: Raw query results from 4-tier testing of 5 Large Language Models (ChatGPT-4o, ChatGPT-4.5, Microsoft Copilot, Llama 70B and SciSpace). In addition, raw query results from creativity assessment tested through ChatGPT-4.5. These results are discussed within 'Assessing AI’s Abilities for Scientific Discovery in the Field of Systems Vaccinology'.
DOI: 10.57783/cqd8-1424
title: Rhode Island HCUP
DOI: 10.15468/dl.yp6rj7
title: Occurrence Download

description: A dataset containing 105009 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anolis carolinensis"
 ]
}

 The dataset includes 105009 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046297-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3s66ua
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.4188 30.44913, -114.2688 30.44913, -114.2688 30.59913, -114.4188 30.59913, -114.4188 30.44913))"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046320-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17654859
title: Data for manuscript under review (Yang et al. 2025)
DOI: 10.5281/zenodo.17654860
title: Data for manuscript under review (Yang et al. 2025)
DOI: 10.15468/dl.a86z4t
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.2688 30.44913, -114.1188 30.44913, -114.1188 30.59913, -114.2688 30.59913, -114.2688 30.44913))"
 ]
}

 The dataset includes 59 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046325-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3whnr
title: Occurrence Download

description: A dataset listing the 57 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.26944 48.92475,2.27704 48.92475,2.27704 48.93228,2.26944 48.93228,2.26944 48.92475))",
 "Year 2020-2025"
 ]
}

 The dataset's 57 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046315-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xmbm3
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.1188 30.44913, -113.9688 30.44913, -113.9688 30.59913, -114.1188 30.59913, -114.1188 30.44913))"
 ]
}

 The dataset includes 32 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046326-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5md6xk
title: Occurrence Download

description: A dataset containing 894435 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 894435 records from 450 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046306-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13797194
title: List Benchmarks Kaggle
DOI: 10.15468/dl.wyb7y8
title: Occurrence Download

description: A dataset containing 469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.26762 48.92367,2.27867 48.92367,2.27867 48.93339,2.26762 48.93339,2.26762 48.92367))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 469 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046327-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngfams
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-113.9688 30.44913, -113.8188 30.44913, -113.8188 30.59913, -113.9688 30.59913, -113.9688 30.44913))"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046328-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp27cx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-113.8188 30.44913, -113.6688 30.44913, -113.6688 30.59913, -113.8188 30.59913, -113.8188 30.44913))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046330-251025141854904/datasets/export for details.