cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15426393
title: PREML: Photometric Redshift Estimation Using Machine Learning

description: 📘 Photometric Redshift Estimation using Machine Learning [PREML]

This repository contains data for the Photometric Redshift Estimation Machine Learning PREML Dataset, which explores the use of machine learning models for estimating redshifts from photometric data and images. The project was carried out in two phases:





Comparative analysis of baseline ML models




A PGNN-based multimodal redshift estimation pipeline



📁 File Structure

PREML/
├── Photometric Data.zip
│   ├── HSC_PDR3/
│   │   └── galaxy_photometry.csv  (816,743 Rows)
│   └── SDSS_DR18/
│       ├── galaxy_photometry.csv  (2,790,253 Rows)
│       ├── quasar_photometry.csv  (866,338 Rows)
│       └── star_photometry.csv  (962,162 Rows)
│
├── HSC Photometry.zip
│   └── HSC Photometry.csv (395,585 Rows)
│
└── HSC Images.zip (395,585 files)
    ├── objid1.npy
    ├── objid2.npy    └── ...

🧪 Datasets

Photometric Data





HSC_PDR3





galaxy_photometry.csv: Contains photometric magnitudes and spectroscopic redshifts for galaxies.






SDSS_DR18





galaxy_photometry.csv: Galaxy data




quasar_photometry.csv: Quasar data




star_photometry.csv: Star dataAll files include magnitudes and spectroscopic redshifts.





Multimodal Data

Uses both photometric and image data.





HSC Photometry.csv: Photometric data for objects with corresponding FITS images




HSC Images.zip: Contains .npy files named by object ID, each representing image data extracted from FITS files



📜 Citation

Ferrao, J., Dias, D., Naik, P., D'Cruz, G., & Naik, A. (2025). PREML: Photometric Redshift Estimation Using Machine Learning (1.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.15426394
DOI: 10.5281/zenodo.15426394
title: PREML: Photometric Redshift Estimation Using Machine Learning

description: 📘 Photometric Redshift Estimation using Machine Learning [PREML]

This repository contains data for the Photometric Redshift Estimation Machine Learning PREML Dataset, which explores the use of machine learning models for estimating redshifts from photometric data and images. The project was carried out in two phases:





Comparative analysis of baseline ML models




A PGNN-based multimodal redshift estimation pipeline



📁 File Structure

PREML/
├── Photometric Data.zip
│   ├── HSC_PDR3/
│   │   └── galaxy_photometry.csv  (816,743 Rows)
│   └── SDSS_DR18/
│       ├── galaxy_photometry.csv  (2,790,253 Rows)
│       ├── quasar_photometry.csv  (866,338 Rows)
│       └── star_photometry.csv  (962,162 Rows)
│
├── HSC Photometry.zip
│   └── HSC Photometry.csv (395,585 Rows)
│
└── HSC Images.zip (395,585 files)
    ├── objid1.npy
    ├── objid2.npy    └── ...

🧪 Datasets

Photometric Data





HSC_PDR3





galaxy_photometry.csv: Contains photometric magnitudes and spectroscopic redshifts for galaxies.






SDSS_DR18





galaxy_photometry.csv: Galaxy data




quasar_photometry.csv: Quasar data




star_photometry.csv: Star dataAll files include magnitudes and spectroscopic redshifts.





Multimodal Data

Uses both photometric and image data.





HSC Photometry.csv: Photometric data for objects with corresponding FITS images




HSC Images.zip: Contains .npy files named by object ID, each representing image data extracted from FITS files



📜 Citation

Ferrao, J., Dias, D., Naik, P., D'Cruz, G., & Naik, A. (2025). PREML: Photometric Redshift Estimation Using Machine Learning (1.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.15426394
DOI: 10.3535/4eq-mwk-l70
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/txb-m40-npx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-kek9
title: Archeologisch Bureauonderzoek Paspoortstraat 2-4 en Rehobothstraat 2, Oost-Souburg, Gemeente Vlissingen
title: Vlissingen - Paspoortstraat 2-4; Rehobothstraat 2

description: &lt;p&gt;Betreft een actualisatie van onderzoeksmeldingsnummer 38.556, bouwplan is herzien en plangebied is uitgebreid.&lt;/p&gt;
description: &lt;p&gt;Vlissingen - Paspoortstraat 2-4; Rehobothstraat 2&lt;/p&gt;
description: Date: 2013-07-22 (veldwerk)
DOI: 10.3535/0w5-z9s-l67
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zzq-c02-5sc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hkz-2n4-cdm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ymd-tpz-bs1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-m3ts
title: PAN-00032440 - seal matrix, oval metal face, high handle

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00032440&lt;/p&gt;
description: Modified: 2019-10-04T10:29:10+02:00
DOI: 10.3535/04w-1tx-k1p
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mxx-ens-9vw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lkf-b8y-5fe
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-mmtr
title: PAN-00051461 - horseshoe type 3

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00051461&lt;/p&gt;
description: Modified: 2019-10-28T09:10:35+01:00
DOI: 10.3535/4dm-v6r-619
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/86k-aj7-qkc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l8e-8j4-lag
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mly-y09-1n1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-mrfp
title: PAN-00078229 - tobacco pipe (pipe clay)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00078229&lt;/p&gt;
description: Modified: 2020-09-14T12:59:52+02:00
DOI: 10.3535/s7p-74w-6j3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bce-lfe-ynz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bra-wqe-x2y
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cy2-vzp-fmf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f38-pwd-pkj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jkz-brb-nrz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vpr-hvl-wr1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/89k-e8l-4cp
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bel-fym-3ym
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/efj-by1-zzj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-ny45
title: Archeologisch onderzoek De Geer te Nieuwland
title: GAR 057

description: &lt;p&gt;onderzoeksrapport&lt;/p&gt;
description: &lt;p&gt;inventariserend veldonderzoek&lt;/p&gt;
DOI: 10.3535/pgc-rym-lx1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pyb-1xn-vzq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dkf-cz4-0kl
title: Listropsoralges marmosae Fain, 1965

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-pfar
title: PAN-00114932 - large square bottle with short neck

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00114932&lt;/p&gt;
description: Modified: 2023-01-18T09:06:00+01:00
DOI: 10.3535/73a-p50-t0r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lb1-z00-c5j
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ps2-6l0-jxr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wws-bms-cjq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-pgdj
title: PAN-00032673 - brooch with internal chord

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00032673&lt;/p&gt;
description: Modified: 2023-08-11T14:56:42+02:00
DOI: 10.3535/fl2-kgk-ebh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mnz-w1c-brh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2qh-tj9-3ma
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-psnc
title: IVO dmv proefsleuven: Zeestraat-Coremolenplein, Noordwijkerhout
title: Noordwijkerhout - Zeestraat-Coremolenplein

description: &lt;p&gt;Onderzoeksrapport&lt;/p&gt;
description: &lt;p&gt;Noordwijkerhout,Zeestraat-Coremolenplein&lt;/p&gt;
description: &lt;p&gt;Noordwijkerhout - Zeestraat-Coremolenplein&lt;/p&gt;
description: Date: 2010-03-31 (veldwerk)
DOI: 10.3535/hyr-ey8-4dk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lwg-59l-mdz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2tl-bw5-t8e
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h79-r3t-mze
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/anm-160-112
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-pzff
title: Breda, Groot VOS-terrein, Verbeetenstraat, fase 3
title: Archeologische Rapporten Breda 87

description: &lt;p&gt;In opdracht van de gemeente Breda, Dienst Planeconomie EZGB, werd door het onderzoeks- en adviesbureau voor Bouwhistorie, Archeologie, Architectuur- en Cultuurhistorie (BAAC bv) te ’s-Hertogenbosch een inventariserend veldonderzoek door middel van proefsleuven (IVO-P), waarderende fase uitgevoerd op het plangebied Groot VOS-terrein (fase 3) aan de Oosterstraat / Verbeetenstraat in de gemeente Breda. De geplande nieuwbouw vormt een bedreiging voor het potentieel aanwezige bodemarchief.&lt;br&gt;Uit een bureaustudie bleek dat het onderzoeksgebied gedeeltelijk gelegen is op een hoge en deels op een lage brede dekzandrug die aan de noordwest zijde en aan de zuidoost zijde door een beekdal wordt gefl ankeerd. In historische tijden is hierop een plaggendek ontstaan. Op grond van archeologisch onderzoek op vergelijkbare landschappelijke eenheden in met name Breda West werd voor het plangebied een hoge archeologische verwachting opgesteld.&lt;br&gt;Het inventariserend veldonderzoek werd ingepast in de Lokale Onderzoeks Agenda Breda, waarbij een van de doelstellingen is het zo volledig mogelijk onderzoeken van één of enkele dekzandruggen in de omgeving.&lt;br&gt;Het onderzoek betrof twee deelgebieden, die elk uit twee deelterreinen bestonden: deelgebied 3 aan de Verbeetenstraat (het voormalige VOS-terrein) en deelgebied 4 aan de Oosterstraat (de voormalige Kronenburgwerf). In totaal werden 9 proefsleuven aangelegd met een totaal oppervlak van 1492 m².&lt;br&gt;Uit het onderzoek bleek dat alle deelterreinen, met uitzondering van een klein deelterrein aan de noordoost zijde van de Oosterstraat (deelterrein 4.2) door recente ingravingen tot in de top van de C-horizont verstoord waren. In de ongestoorde delen van de C-horizont werden geen archeologische sporen waargenomen.&lt;br&gt;Op deelterrein 4.2 werd in de uiterste noordoost hoek een ongestoorde bodemopbouw gedocumenteerd, waarbij de voorzichtige conclusie getrokken werd dat de akkervorming in de loop van de 17de – 18de eeuw ontstaan is. Vondsten om deze dateringen te staven ontbraken echter.&lt;br&gt;Op basis van het ontbreken van archeologische resten, zowel in de vorm van sporen als in de vorm van vondsten, werd als selectieadvies geen nader onderzoek aanbevolen. Aan dit advies kan echter geen rechtsgeldigheid worden ontleend.&lt;/p&gt;
description: &lt;p&gt;Inventariserend veldonderzoek door middel van proefsleuven (BR-183-08)&lt;/p&gt;
DOI: 10.3535/jcl-kzc-g0p
title: Trombidiidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m93-tzh-3xl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8y7-heg-az4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ebd-14f-8pf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-qgg6
title: PAN-00018073 - broad hammered brooch variant B

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00018073&lt;/p&gt;
DOI: 10.3535/ls2-cdp-e7y
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cqr-2jy-gts
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eap-9er-1xa
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-s4ha
title: PAN-00063316 - closed annular brooch with constriction group A2.2b

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00063316&lt;/p&gt;
description: Modified: 2020-06-18T10:38:52+02:00
DOI: 10.3535/mdn-t68-7nx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wz1-0fx-kgj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mhr-vks-b9r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tln-608-bha
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-279-t922
title: PAN-00029899 - brooch Almgren 16

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00029899&lt;/p&gt;
description: Modified: 2019-10-04T10:15:20+02:00
DOI: 10.3535/gkd-094-8dn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wpv-26w-xed
title: Dichotomiopus biaggioi Fain & Camerik, 1978

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15156/bio/sh1097721.10fu
title: SH1097721.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.5281/zenodo.18206744
title: 133-the-honest-trial covers B
DOI: 10.5281/zenodo.18206745
title: 133-the-honest-trial covers B
DOI: 10.15156/bio/sh1097723.10fu
title: SH1097723.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1097726.10fu
title: SH1097726.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1097728.10fu
title: SH1097728.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1097729.10fu
title: SH1097729.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1097730.10fu
title: SH1097730.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.25549/independent-c69-336
title: Staff One: A Perspective on Effective Police Management by Edward M. Davis, 1978

description: Edward M. Davis. Staff one: A perspective on effective police management. Englewood Cliffs, New Jersey: Prentice-Hall, Inc., 1978. PART OF A SERIES: Included in the series are research materials collected by the staff of First Interstate Bancorp during their broad analysis of municipal police departments' structure and function. The series consists primarily of excerpts from books, reports, academic journals, case studies, and other published sources regarding the proper role of police in society. Also included are inventories of other sources relevant to staff's investigation, correspondence and memoranda, speech transcripts, and excerpts from the Congressional Record regarding the implementation of a 10-year fixed term for the FBI Director.