cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17525043
title: Mirror Figure Error data for Rubin Observatory Simonyi Survey Telescope

description: This dataset contains the surface figure error maps for the primary (M1), secondary (M2), and tertiary (M3) mirrors of the NSF-DOE Rubin Observatory Simonyi Survey Telescope 8.4 m telescope. These maps represent the as-measured residual surface deviations from the nominal optical prescription, after fabrication and polishing.

The rms surface errors are 19.65 nm for M1, 20.08 nm for M3, and 7.24 nm for M2.

Data Provenance





M1M3 Surface Figure DataThe M1M3 mirror is a monolithic primary/tertiary substrate cast and polished at the Richard F. Caris Mirror Lab at the University of Arizona.The measurements used here derive from the surface metrology and acceptance testing documented in:



H. M. Martin et al., “Manufacture and final tests of the LSST monolithic primary/tertiary mirror,”Proc. SPIE 9912, Ground-based and Airborne Telescopes VI, 99120X (2016). https://doi.org/10.1117/12.2234501





M2 Surface Figure DataThe Rubin Observatory M2 mirror was manufactured and polished by L3Harris Technologies, and the surface map included here is derived from the final optical acceptance measurements delivered by the vendor.



The original laboratory interferometric measurements are reported as wavefront optical path difference (OPD). Since reflection doubles the phase error, we convert the values in this dataset to mechanical surface sag by dividing by two. Users requiring OPD for wavefront propagation should therefore multiply the maps by two:

OPD(x,y) = 2 * sag(x,y)

 

Original Source Files




File
Format
Units
Description




m1_figure_error.h5
HDF5
microns (µm)
Final wavefront optical path difference map for the M1 region of the M1M3 monolith.


m3_figure_error.h5
HDF5
microns (µm)
Final wavefront optical path difference map for the M3 region of the M1M3 monolith.


m2_figure_error.mat
MATLAB .mat
nanometers (nm)
Final wavefront optical path difference map for M2.




 

Processed FITS Products

All FITS files are converted to meters and include explicit coordinate grids suitable for direct interpolation in optical modeling frameworks.




File
Content
Shape
Units
Description




M1_figure_coords.fits.gz
X, Y meshgrid
(2, 986, 986)
m
Physical grid over ±4.18 m (M1).


M1_figure_surface.fits.gz
Sag surface map
(986, 986)
m
Figure error (mechanical sag).


M3_figure_coords.fits.gz
X, Y meshgrid
(2, 1006, 1006)
m
Physical grid over ±2.508 m (M3).


M3_figure_surface.fits.gz
Sag surface map
(1006, 1006)
m
Figure error (mechanical sag).


M2_figure_coords.fits.gz
X, Y meshgrid
(2, 685, 685)
m
Physical grid over ±1.71 m (M2).


M2_figure_surface.fits.gz
Sag surface map
(685, 685)
m
Figure error (mechanical sag), clipped to valid region.




 

Acknowledgments

The mirror figure data used in this work were obtained during final acceptance testing of the Rubin Observatory Simonyi Survey Telescope optics. The M1M3 data were provided by the Richard F. Caris Mirror Lab at the University of Arizona, and the M2 data were provided by L3Harris Technologies. The processed versions included here are redistributed for research use.
DOI: 10.15468/dl.hpdcem
title: Occurrence Download

description: A dataset containing 5122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.61632 6.06844,-75.39692 6.06844,-75.39692 6.25228,-75.61632 6.25228,-75.61632 6.06844))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chamaepetes goudotii"
 ]
}

 The dataset includes 5122 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018902-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17538315
title: CmTSA Matrix Dataset from the ICSBR Study

description: Sample matrix data from the CmTSA single-cell spatial proteomics of the ICSBR study: Panel 1 contains hyperplexed staining matrix data of 4 samples, while Panel 2 includes 6-plex staining matrix data of 36 pre-treatment and 4 post-treatment samples. These matrix data were derived from Qupath v0.5.1 after cell segmentation and cell marker positivity classification, and contain information on Object ID, Classification, Parent, and cellular X-axis and Y-axis coordinates. The hematoxylin-eosin (H&E) stained images of the serial sections from the corresponding samples are available in https://figshare.com/articles/dataset/H_E_Images_of_PDAC_from_the_ICSBR_Study/30536492. The corresponding original CmTSA images can be obtained by requesting data sharing from the corresponding author Dan Cao via email at caodan@scu.edu.cn.
DOI: 10.5281/zenodo.17538316
title: CmTSA Matrix Dataset from the ICSBR Study

description: Sample matrix data from the CmTSA single-cell spatial proteomics of the ICSBR study: Panel 1 contains hyperplexed staining matrix data of 4 samples, while Panel 2 includes 6-plex staining matrix data of 36 pre-treatment and 4 post-treatment samples. These matrix data were derived from Qupath v0.5.1 after cell segmentation and cell marker positivity classification, and contain information on Object ID, Classification, Parent, and cellular X-axis and Y-axis coordinates. The hematoxylin-eosin (H&E) stained images of the serial sections from the corresponding samples are available in https://figshare.com/articles/dataset/H_E_Images_of_PDAC_from_the_ICSBR_Study/30536492. The corresponding original CmTSA images can be obtained by requesting data sharing from the corresponding author Dan Cao via email at caodan@scu.edu.cn.
DOI: 10.1594/pangaea.899767
title: Basic measurements of radiation at station Alice Springs (2018-07)
DOI: 10.1594/pangaea.899768
title: Basic measurements of radiation at station Alice Springs (2018-08)
DOI: 10.15468/dl.us9z9m
title: Occurrence Download

description: A dataset containing 5215 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Las familias Polyporaceae sensu stricto y Albatrellaceae en México"
 ]
}

 The dataset includes 5215 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018903-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppe67f
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Passiflora rupestris, a new synonym of Passiflora pohlii (Passifloraceae sensu stricto)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018904-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.824040
title: Basic measurements of radiation at station Alice Springs (2013-07)
DOI: 10.15468/dl.sdwsg5
title: Occurrence Download

description: A dataset containing 1171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Costa Rica)",
 "TaxonKey is one of (Pharomachrus mocinno costaricensis [GBIF Backbone Taxonomy], Pharomachrus mocinno [GBIF Backbone Taxonomy])",
 {
 "or" : [
 "Year is 1995",
 "Year is 1996",
 "Year is 1997",
 "Year is 1998",
 "Year is 1999",
 "Year is 2000",
 "Year is 2001",
 "Year is 2002",
 "Year is 2003",
 "Year is 2004",
 "Year is 2005",
 "Year is 2006",
 "Year is 2007",
 "Year is 2008",
 "Year is 2009",
 "Year is 2010"
 ]
 },
 "Geometry POLYGON((-83.9574 9.74364,-83.99756 9.74077,-83.97557 9.71496,-83.99852 9.64422,-83.99416 9.46037,-83.97974 9.4543,-83.9638 9.42395,-83.94027 9.43002,-83.93344 9.47554,-83.86816 9.50589,-83.84615 9.52561,-83.81427 9.52106,-83.78012 9.58935,-83.7581 9.57872,-83.75051 9.60831,-83.78087 9.61211,-83.8378 9.6288,-83.84995 9.67736,-83.87955 9.67356,-83.89852 9.70012,-83.91446 9.69329,-83.9574 9.74364))"
 ]
}

 The dataset includes 1171 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018905-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17538329
title: Regex-Based Structuring of Audit Logs for Machine Learning–Driven Web Intrusion Detection in Golang Applications Dataset

description: Indonesia's rapid digital expansion has created significant cybersecurity vulnerabilities, including Golang applications. This research addresses the challenge of analyzing and collecting attack datasets targeting Golang applications, which pose substantial obstacles for security researchers attempting to understand attack patterns and develop effective defense mechanisms. We propose a systematic approach for gathering and analyzing web application attack data specifically targeting Golang-based systems, focusing on three attack vectors: Cross-Site Scripting (XSS), SQL injection (SQLI), and Server-Side Request Forgery (SSRF). Our methodology employs controlled testing environments to simulate realistic attack scenarios against purpose-built Golang web applications. The data collection process involves deploying vulnerable Golang applications with logging mechanisms to record attack attempts, successful exploitations, and system responses. We generated a dataset of 411 attack samples with 64 candidate features, covering SQLI, XSS, and SSRF attacks targeting Golang applications. Each attack instance includes request parameters, HTTP headers, response codes, payload characteristics, and exploitation outcomes. Evaluation using 12 baseline classifiers demonstrates that tree ensemble methods achieve 99% accuracy when utilizing the full feature set. Removal of categorical headers reduces balanced accuracy by up to 10%. This dataset contributes to the cybersecurity research community by offering real-world attack samples that can be utilized for developing and evaluating intrusion detection systems, web application firewalls, and automated security testing tools specifically designed for Golang environments
DOI: 10.15468/dl.hymcpt
title: Occurrence Download

description: A dataset containing 1644238 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 one of (Cyrtanthus taitii, Scorzonera scyria, Scorzonera kurtii, Othonna pluridentata, Othonna quinquedentata, Othonna retrorsa, Calomeria amaranthoides, Arnica parryi, Borago trabutii, Stizolophus coronopifolius, Scorzonera boissieri, Holcus lanatus, Caralluma plicatiloba, Ribes anatolicum, Rhynchosia rostrata, Scorzonera humilis, Lomandra whicherensis, Widdringtonia cedarbergensis, Othonna sinuata, Vella lucentina, Lycium tenue, Lycium depressum, Lycium horridum, Rhizophora stylosa, Gyrostemon sheathii, Othonna hallii, Othonna multicaulis, Stenopetalum nutans, Stenopetalum salicola, Darwinia polycephala, Elegia altigena, Hesperantha flexuosa, Elegia elephantina, Noccaea edinensium, Opercularia aspera, Cassytha pondoensis, Cassytha racemosa, Denhamia moorei, Blitum venetum, Cyrtanthus pondoensis, Rhynchosia calvescens, Lycium strandveldense, Hypolaena robusta, Azorella trifoliolata, Cussonia zuluensis, Orothamnus zeyheri, Rhynchosia senna, Lycium chilense, Lycium oxycarpum, Lycium minutifolium, Arnica fulgens, Arthrochilus prolixus, Darwinia leptantha, Elegia spathacea, Albuca papyracea, Cyrtanthus labiatus, Hesperantha quadrangula, Owenia venosa, Holcus mollis, Ribes ceriferum, Astridia speciosa, Anemia hispida, Lepidobolus eurardyensis, Darwinia sphaerica, Xylosma terrae-reginae, Cyclanthera dieterleana, Othonna oleracea, Othonna pavonia, Othonna pinnata, Othonna spinescens, Lomandra brevis, Lomandra maritima, Lycium torreyi, Ivania juncalensis, Elegia filacea, Othonna bulbosa, Opercularia spermacocea, Opercularia volubilis, Elegia caespitosa, Elegia rigida, Hesperantha bulbifera, Noccaea ali-atahanii, Arnica chamissonis, Pericalymma megaphyllum, Cannomois arenicola, Calystegia stebbinsii, Albuca buffelspoortensis, Ribes brandegeei, Ribes sardoum, Ribes inerme, Hesperantha helmei, Calystegia krauseana, Lycium schweinfurthii, Lycium deserti, Gyrostemon sessilis, Othonna cacalioides, Othonna hederifolia, Othonna heterophylla, Stenopetalum lineare)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1644238 records from 3823 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018888-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txqq5s
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((130.01936 0.21113,130.84741 -2.09691,133.20721 -2.3703,135.03463 -2.03935,134.47345 0.10462,130.31501 0.62263,130.01936 0.21113))",
 "TaxonKey is Rhododendron glabrifilum J.J.Sm."
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003204-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57841/casdc.0005603
title: 东北大学先进金属材料组织性能与基因工程团队工业大数据
DOI: 10.15468/dl.5ht4f2
title: Occurrence Download

description: A dataset listing the 5841 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Wallis and Futuna",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 5841 records were derived from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001944-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqmxjt
title: Occurrence Download

description: A dataset listing the 57637 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Viet Nam",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 57637 records were derived from 1753 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001943-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hywwt
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Litchi chinensis Sonn."
 ]
}

 The dataset includes 144 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071929-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a4p2bv
title: Occurrence Download

description: A dataset containing 10391 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Setaria faberi R.A.W.Herrm."
 ]
}

 The dataset includes 10391 records from 309 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0126904-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dxb9d
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Leiolepis boehmei Darevsky & Kupriyanova, 1993",
 "Year 2000-2024"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071928-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t763ab
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009458-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2nqhf
title: Occurrence Download

description: A dataset containing 11617 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypercompe Hübner, 1819"
 ]
}

 The dataset includes 11617 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190576-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxta2y
title: Occurrence Download

description: A dataset containing 1589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Nerodia Baird & Girard, 1853"
 ]
}

 The dataset includes 1589 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025493-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfmhmn
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potamogeton ×gessnacensis G.Fisch."
 ]
}

 The dataset includes 51 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093595-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.paqfjf
title: Occurrence Download

description: A dataset containing 18421 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Archaea"
 ]
}

 The dataset includes 18421 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027581-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l4zned
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009551-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45zvbt
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Horama plumipes Drury, 1773"
 ]
}

 The dataset includes 248 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190571-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2ukqa
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potamogeton ×franconicus G.Fisch."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093589-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oeufvs
title: Occurrence Download

description: A dataset containing 361429888 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 361429888 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030190-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrb4dd
title: Occurrence Download

description: A dataset containing 487054433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "Year 2002-2020"
 ]
}

 The dataset includes 487054433 records from 1478 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125092-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc68w2d
title: CCDC 187273: Experimental Crystal Structure Determination

description: Related Article: C.Tejel, M.A.Ciriano, M.Bordonaba, J.A.Lopez, F.J.Lahoz, L.A.Oro|2002|Inorg.Chem.|41|2348|doi:10.1021/ic0109952
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc68w3f
title: CCDC 187274: Experimental Crystal Structure Determination

description: Related Article: C.Tejel, M.A.Ciriano, M.Bordonaba, J.A.Lopez, F.J.Lahoz, L.A.Oro|2002|Inorg.Chem.|41|2348|doi:10.1021/ic0109952
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc68w4g
title: CCDC 187275: Experimental Crystal Structure Determination

description: Related Article: D.Carmona, F.Viguri, F.J.Lahoz, L.A.Oro|2002|Inorg.Chem.|41|2385|doi:10.1021/ic011217c
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc68w5h
title: CCDC 187276: Experimental Crystal Structure Determination

description: Related Article: M.Mazzanti, R.Wietzke, J.Pecaut, J.-M.Latour, P.Maldivi, M.Remy|2002|Inorg.Chem.|41|2389|doi:10.1021/ic010839v
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.