cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18694741
title: Linked collectors and determiners for: Mount Rainier National Park (USA) Vascular Plants.

description: Natural history specimen data linked to collectors and determiners held within, "Mount Rainier National Park (USA) Vascular Plants". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/033065fc-8d4d-4244-beaa-3aa6f19d5597 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/033065fc-8d4d-4244-beaa-3aa6f19d5597. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10509951
title: Linked collectors and determiners for: Mount Rainier National Park (USA) Vascular Plants.

description: Natural history specimen data linked to collectors and determiners held within, "Mount Rainier National Park (USA) Vascular Plants". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/033065fc-8d4d-4244-beaa-3aa6f19d5597 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/033065fc-8d4d-4244-beaa-3aa6f19d5597. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-18307
title: Nude woman striking various poses

description: Nude woman striking various poses. This is plate 531 captioned "Various poses" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.17295045
title: Supplementary Material: Knobs and dials of retrieving JWST transmission spectra. II. Impacts of pipeline-level differences on retrieval posteriors

description: This is supplementary material to Schleich et al. (2025). The content of this repository (also listed in context.txt) is arranged as follows:

 

Retrieval (Data Reductions)

A collection of all data products, scripts, and plots associated with the atmospheric retrieval of the three transmission spectra of WASP-39 b used in this work.

Data

Ordered by input spectrum ("This Work", "Rustamkulov", and "Carter"), these subfolders contain:



The atmospheric retrieval input spectrum ("*.spec")

The TauREx input parameter file ("setups/CASE-NAME.par") and retrieval output ("results/CASE-NAME.h5")

The output of the associated MultiNest sampling chains ("chains/CASE-NAME/")

The slurm output log-file of all associated retrieval runs ("slurm/CASE-NAME.par.out")


Plots

This folder contains a collections of Python scripts used to generate the plots displayed in the paper, as well as supplementary plots for the individual retrieval runs.

 

Retrieval (Scatter)

Same as above, but for the 10 scattered instances of the spectrum produced in this work (SP-TW).

Data

Same as for "Retrieval" (i.e. subfolder and data structre). The individual scattered instances are store in "spectra/".

PlotsPlotting script used to generate the select posterior plot shown in the paper.

 

Eureka (WASP-39 b)

Data products

All Eureka! data products associated with the data reduction of the NIRSpec PRISM transit observation of WASP-39 b.

Auxiliary

Auxiliary files associated with the data reduction process:



"eureka_parfiles/": Contains the parameter files used to perform the data reduction described in the Appendix C of the paper

"nirspec_SUB512_mask.dat": Pixel locations identified on the detector sub-array as havin persistent / hot / dead pixels. Is used as an additional mask in stage 1

"wasp39b_nirspec_prism_ap6_bg9_flagged_idxs.dat": Detector column values inferred in stage 4 as deviating from the expected photon noise by a factor of more than 1.75. These are excluded from the generation of the white light-curve, as well as from the binning of the finalised transmission spectrum
DOI: 10.25549/rbm-c58-18313
title: Nude woman striking various poses

description: Nude woman striking various poses. This is plate 531 captioned "Various poses" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.15697940
title: Supplementary Material: Knobs and dials of retrieving JWST transmission spectra. II. Impacts of pipeline-level differences on retrieval posteriors

description: This is supplementary material to Schleich et al. (2025). The content of this repository (also listed in context.txt) is arranged as follows:

 

Retrieval (Data Reductions)

A collection of all data products, scripts, and plots associated with the atmospheric retrieval of the three transmission spectra of WASP-39 b used in this work.

Data

Ordered by input spectrum ("This Work", "Rustamkulov", and "Carter"), these subfolders contain:



The atmospheric retrieval input spectrum ("*.spec")

The TauREx input parameter file ("setups/CASE-NAME.par") and retrieval output ("results/CASE-NAME.h5")

The output of the associated MultiNest sampling chains ("chains/CASE-NAME/")

The slurm output log-file of all associated retrieval runs ("slurm/CASE-NAME.par.out")


Plots

This folder contains a collections of Python scripts used to generate the plots displayed in the paper, as well as supplementary plots for the individual retrieval runs.

 

Retrieval (Scatter)

Same as above, but for the 10 scattered instances of the spectrum produced in this work (SP-TW).

Data

Same as for "Retrieval" (i.e. subfolder and data structre). The individual scattered instances are store in "spectra/".

PlotsPlotting script used to generate the select posterior plot shown in the paper.

 

Eureka (WASP-39 b)

Data products

All Eureka! data products associated with the data reduction of the NIRSpec PRISM transit observation of WASP-39 b.

Auxiliary

Auxiliary files associated with the data reduction process:



"eureka_parfiles/": Contains the parameter files used to perform the data reduction described in the Appendix C of the paper

"nirspec_SUB512_mask.dat": Pixel locations identified on the detector sub-array as havin persistent / hot / dead pixels. Is used as an additional mask in stage 1

"wasp39b_nirspec_prism_ap6_bg9_flagged_idxs.dat": Detector column values inferred in stage 4 as deviating from the expected photon noise by a factor of more than 1.75. These are excluded from the generation of the white light-curve, as well as from the binning of the finalised transmission spectrum
DOI: 10.15468/dl.xbu9xz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oreophryne alticola"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029079-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/rbm-c58-18327
title: Nude woman striking various poses

description: Nude woman striking various poses. This is plate 531 captioned "Various poses" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-18323
title: Nude woman striking various poses

description: Nude woman striking various poses. This is plate 531 captioned "Various poses" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-15344
title: Nude child watering flowers

description: Nude child watering flowers. This is plate 478, captioned "Child sprinkling water over some flowers" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18694742
title: Linked collectors and determiners for: University of Idaho, Stillinger Herbarium Nonvascular Plants.

description: Natural history specimen data linked to collectors and determiners held within, "University of Idaho, Stillinger Herbarium Nonvascular Plants". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/05de6a46-8831-46d2-b841-4844ffe8dc52 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/05de6a46-8831-46d2-b841-4844ffe8dc52. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10509953
title: Linked collectors and determiners for: University of Idaho, Stillinger Herbarium Nonvascular Plants.

description: Natural history specimen data linked to collectors and determiners held within, "University of Idaho, Stillinger Herbarium Nonvascular Plants". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/05de6a46-8831-46d2-b841-4844ffe8dc52 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/05de6a46-8831-46d2-b841-4844ffe8dc52. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-15403
title: Nude child standing up

description: Nude child standing up. This is plate 479, captioned "Child getting up from the ground" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-15404
title: Nude child standing up

description: Nude child standing up. This is plate 479, captioned "Child getting up from the ground" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.10509955
title: Linked collectors and determiners for: Planktonic, benthic and sympagic copepods collected in the desalination unit during the XXXIVth Expedition of the Italian National Antarctic Program (PNRA).

description: Natural history specimen data linked to collectors and determiners held within, "Planktonic, benthic and sympagic copepods collected in the desalination unit during the XXXIVth Expedition of the Italian National Antarctic Program (PNRA)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/081daea5-fe6a-4303-bcc3-126b65d0adeb using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/081daea5-fe6a-4303-bcc3-126b65d0adeb. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18694745
title: Linked collectors and determiners for: Planktonic, benthic and sympagic copepods collected in the desalination unit during the XXXIVth Expedition of the Italian National Antarctic Program (PNRA).

description: Natural history specimen data linked to collectors and determiners held within, "Planktonic, benthic and sympagic copepods collected in the desalination unit during the XXXIVth Expedition of the Italian National Antarctic Program (PNRA)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/081daea5-fe6a-4303-bcc3-126b65d0adeb using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/081daea5-fe6a-4303-bcc3-126b65d0adeb. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-15399
title: Nude child standing up

description: Nude child standing up. This is plate 479, captioned "Child getting up from the ground" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5285/8234e536542141259e0ec632d45df496
title: Sea Surface Skin Temperature from SISTeR: QM2 Cruise 28, v2.5

description: Sea Surface Skin Temperature data from the SISTeR instrument (Scanning Infrared Sea surface Temperature Radiometer). This dataset contains SST data of the north Atlantic and the North Sea measured by SISTeR on-board RMS Queen Mary 2 (QM2) between 16 May 2024 and 30 August 2024.

These data may be used freely, however we request they are not used as inputs to assimilated SST products, as the primary purpose of these data is for validation of such products.
DOI: 10.25549/rbm-c58-15408
title: Nude child standing up

description: Nude child standing up. This is plate 479, captioned "Child getting up from the ground" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-21591
title: Nude man hammering at an anvil, using a hatchet, sawing a board

description: Nude man hammering at an anvil. This is plate 491 captioned "A, B: Hammering at an anvil. C: Using a hatchet. D: Sawing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18694748
title: Linked collectors and determiners for: Portland State University Herbarium Lichens.

description: Natural history specimen data linked to collectors and determiners held within, "Portland State University Herbarium Lichens". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0bb9c1b2-ba4e-4c7e-a77e-1ac966331ebe using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0bb9c1b2-ba4e-4c7e-a77e-1ac966331ebe. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10509957
title: Linked collectors and determiners for: Portland State University Herbarium Lichens.

description: Natural history specimen data linked to collectors and determiners held within, "Portland State University Herbarium Lichens". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0bb9c1b2-ba4e-4c7e-a77e-1ac966331ebe using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0bb9c1b2-ba4e-4c7e-a77e-1ac966331ebe. Formatted as a Frictionless Data package.
DOI: 10.7807/immo:red:wk:suf:v7.1
title: RWI Real Estate Data - Wohnungskauf - suf
title: RWI Real Estate Data - Apartments for Sale - suf

description: ImmobilienScout24 ist die größte Immobilien-Internetplattform in Deutschland. Auf der Website werden sowohl Immobilien zur privaten als auch zur gewerblichen Nutzung angeboten. Die Daten umfassen jedoch nur Wohnimmobilien. Der Datensatz umfasst die meisten auf der Plattform erhobenen Merkmale wie z.B. Preis, Größe und Ausstattung der Wohneinheit, aber auch generierte Informationen wie die Dauer der Inseratverfügbarkeit.
description: ImmobilienScout24 is the largest real estate internet platform in Germany. Properties for private as well as commercial use are offered on the website. However, the data only cover residential properties. The dataset covers most characteristics collected on the platform like price, size and characteristics of the housing unit but also automatically generated items like the duration of the advertisement spell.
description: RWI-GEO-RED
description: RWI-GEO-RED
description: Computer-based observation
description: all appartments for sale at ImmobilienScout24
description: full sample
DOI: 10.25549/rbm-c58-21608
title: Nude man hammering at an anvil, using a hatchet, sawing a board

description: Nude man hammering at an anvil. This is plate 491 captioned "A, B: Hammering at an anvil. C: Using a hatchet. D: Sawing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-21618
title: Nude man hammering at an anvil, using a hatchet, sawing a board

description: Nude man hammering at an anvil. This is plate 491 captioned "A, B: Hammering at an anvil. C: Using a hatchet. D: Sawing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.10509959
title: Linked collectors and determiners for: Hymenoptera Institute Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Hymenoptera Institute Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/157f9308-2312-442c-9927-b1729dfb08ef using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/157f9308-2312-442c-9927-b1729dfb08ef. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18694752
title: Linked collectors and determiners for: Hymenoptera Institute Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Hymenoptera Institute Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/157f9308-2312-442c-9927-b1729dfb08ef using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/157f9308-2312-442c-9927-b1729dfb08ef. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-21626
title: Nude man hammering at an anvil, using a hatchet, sawing a board

description: Nude man hammering at an anvil. This is plate 491 captioned "A, B: Hammering at an anvil. C: Using a hatchet. D: Sawing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-21630
title: Nude man hammering at an anvil, using a hatchet, sawing a board

description: Nude man hammering at an anvil. This is plate 491 captioned "A, B: Hammering at an anvil. C: Using a hatchet. D: Sawing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5285/27fee373d42b4dada1aeb10bc729c98f
title: Sea Surface Skin Temperature from SISTeR: QM2 Cruise 27, v2.5

description: Sea Surface Skin Temperature data from the SISTeR instrument (Scanning Infrared Sea surface Temperature Radiometer). This dataset contains SST data of the east Atlantic, Indian Ocean, west Pacific and Australia measured by SISTeR on-board RMS Queen Mary 2 (QM2) between 11 January 2024 and 28 April 2024.

These data may be used freely, however we request they are not used as inputs to assimilated SST products, as the primary purpose of these data is for validation of such products.
DOI: 10.25549/rbm-c58-17896
title: Nude man rowing

description: Nude man rowing. This is plate 492, captioned "Rowing" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18125178
title: Linked collectors and determiners for: Invertebrates Collection at the Natural History Museum of Utah.

description: Natural history specimen data linked to collectors and determiners held within, "Invertebrates Collection at the Natural History Museum of Utah". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/19841134-3010-4cdf-8be5-24e0e21c0b76 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/19841134-3010-4cdf-8be5-24e0e21c0b76. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18694755
title: Linked collectors and determiners for: Invertebrates Collection at the Natural History Museum of Utah.

description: Natural history specimen data linked to collectors and determiners held within, "Invertebrates Collection at the Natural History Museum of Utah". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/19841134-3010-4cdf-8be5-24e0e21c0b76 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/19841134-3010-4cdf-8be5-24e0e21c0b76. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-17898
title: Nude man rowing

description: Nude man rowing. This is plate 492, captioned "Rowing" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-17906
title: Nude man rowing

description: Nude man rowing. This is plate 492, captioned "Rowing" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/muy-ouc11965679
title: Nude woman sitting and dressing

description: Nude woman sitting and dressing. This is plate 493, captioned "Miscellaneous phases of toilet" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/muy-ouc11966010
title: Nude woman sitting and dressing

description: Nude woman sitting and dressing. This is plate 493, captioned "Miscellaneous phases of toilet" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.