cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7377801
title: Oral Squamous Cell Carcinoma - Mass Spectrometry Imaging

description: The dataset was first featured in Widlak, Piotr, et al. "Detection of molecular signatures of oral squamous cell carcinoma and normal epithelium–application of a novel methodology for unsupervised segmentation of imaging mass spectrometry data." <em>Proteomics</em> 16.11-12 (2016): 1613-1621. For the tissue sample's biochemical preparation details, please refer to the original publication. The biological material was collected from five patients who underwent surgery due to Oral Squamous Cell Carcinoma (OSCC). Tissue samples contained both tumor and surrounding healthy tissue. Each specimen was cut into 10 µm sections in a cryostat. During the sample preparation for the MS imaging, a high-resolution optical scan of each section was captured. Tissue sections were subjected to peptide imaging with the use of a MALDI ToF mass spectrometer. Spectra were recorded within <em>m/z</em> range of 800-4,000. A raster width of 100 µm was applied, and 400 shots were collected from each ablation point. The obtained dataset consisted of 45,738 raw spectra with 109,568 mass channels. An experienced pathologist analyzed the optical scan obtained during the data acquisition process, and tissue regions were annotated. For the highest confidence of the results obtained in this work, we will focus on the two tissue samples out of the entire dataset (8,005 and 11,869 spectra), which have the highest confidence labels, as explained by the pathologist. The preprocessing of the spectra was conducted in MATLAB. Standard preprocessing steps were applied to the spectra. Spectra were resampled to unify the <em>m/z</em> axis across the dataset. The baseline was removed with MATLAB procedure <em>msbackadj()</em> from the Bioinformatics Toolbox. Peaks were aligned using Fast Fourier Transform-based spectral alignment. The TIC normalization ensured a similar intensity level for all spectra. Finally, a GMM approach was used to model the spectra. GMM locates the peak but also estimates the peak area instead of a raw magnitude provided by most methods. Note that the peaks in MSI spectra are right-skewed, so the neighboring GMM components resulting from that phenomenon were identified and merged to better correspond to actual chemical compounds. The resulting dataset is characterized by 3,714 GMM components corresponding to MSI spectrum peaks.
description: {"references": ["Widlak, Piotr, et al. \"Detection of molecular signatures of oral squamous cell carcinoma and normal epithelium\u2013application of a novel methodology for unsupervised segmentation of imaging mass spectrometry data.\" Proteomics 16.11-12 (2016): 1613-1621."]}
DOI: 10.6084/m9.figshare.21642230
title: Dataset accessibility statements and R code to run analyses for Ezard & Purvis (2016) Ecology Letters 19: 899-906. https://doi.org/10.1111/ele.12626

description: Dataset accessibility statements and R code (pdf & knitr Rnw) to run analyses for Ezard & Purvis (2016) Ecology Letters 19: 899-906. https://doi.org/10.1111/ele.12626
DOI: 10.6084/m9.figshare.21642230.v2
title: Dataset accessibility statements and R code to run analyses for Ezard & Purvis (2016) Ecology Letters 19: 899-906. https://doi.org/10.1111/ele.12626

description: Dataset accessibility statements and R code (pdf & knitr Rnw) to run analyses for Ezard & Purvis (2016) Ecology Letters 19: 899-906. https://doi.org/10.1111/ele.12626
DOI: 10.6084/m9.figshare.21642230.v1
title: Dataset accessibility statements and R code (pdf & knitr Rnw) to run analyses for Ezard & Purvis (2016) Ecology Letters 19: 899-906. https://doi.org/10.1111/ele.12626

description: Dataset accessibility statements and R code (pdf & knitr Rnw) to run analyses for Ezard & Purvis (2016) Ecology Letters 19: 899-906. https://doi.org/10.1111/ele.12626
DOI: 10.5281/zenodo.7357536
title: Input and result datasets related to "Mannhardt et al. (2022): Overcoming the energy crisis in Europe: Collaborative and selfish mitigation strategies of the gas shortage" (submitted)

description: Datasets and raw results for the submitted article: "Overcoming the energy crisis in Europe: Collaborative and selfish mitigation strategies of the gas shortage" by Jacob Mannhardt, Paolo Gabrielli, Giovanni Sansavini (sansavig@ethz.ch)<br> Reliability and Risk Engineering Lab, Institute of Energy and Process Engineering, ETH Zurich All rights lie with the authors. Refer to the README.txt for a description of the datasets and their usage in the article.
DOI: 10.5281/zenodo.7357535
title: Input and result datasets related to "Mannhardt et al. (2022): Overcoming the energy crisis in Europe: Collaborative and selfish mitigation strategies of the gas shortage" (submitted)

description: Datasets and raw results for the submitted article: "Overcoming the energy crisis in Europe: Collaborative and selfish mitigation strategies of the gas shortage" by Jacob Mannhardt, Paolo Gabrielli, Giovanni Sansavini (sansavig@ethz.ch)<br> Reliability and Risk Engineering Lab, Institute of Energy and Process Engineering, ETH Zurich All rights lie with the authors. Refer to the README.txt for a description of the datasets and their usage in the article.
DOI: 10.6084/m9.figshare.14923065
title: Data and R code from "Grazing and ecosystem service delivery in global drylands"

description: There are two zip files with the data and R scripts used in the article "Maestre, F. T. et al. 2022. Grazing and ecosystem service delivery in global drylands. Science 378, 915–920". <br> The file "Main_Data_code.zip" contains the data and R code used in the main analyses of the paper. These data also include the location and major environmental characteristics of the plots surveyed.<br> The file "Livestock_data_code.zip" contains the data and R code used in the characterization and validation of grazing pressure levels (see Methods). Readme and metadata files including a description of the files, variables and units are provided. All the methodological details can be found in the article. Additional authors from the BIODESERT consortium not included in the author list (we reached the maximum number of authors allowed by figshare) include: Víctor Rolo, Juan G. Rubalcaba, Jan C. Ruppert, Ayman Salah, Max A. Schuchardt, Sedona Spann, Ilan Stavi, Colton R. A.Stephens, Anthony M. Swemmer, Alberto L. Teixido, Andrew D. Thomas, Heather L. Throop, Katja Tielbörger, Samantha Travers, James Val, Orsolya Valkó, Liesbeth van den Brink, Sergio Velasco Ayuso, Frederike Velbert, Wanyoike Wamiti, Deli Wang, Lixin Wang, Glenda M. Wardle, Laura Yahdjian, Eli Zaady, Yuanming Zhang and Xiaobing Zhou
DOI: 10.13012/b2idb-2215727_v1
title: Data for Conjugate photoelectron energy spectra derived from coincident FUV and radio measurements

description: Conjugate photoelectron energy spectra derived from coincident FUV and radio measurements. These are outputs of simulations from the semi-empirical SAMI2-PE (Varney et al. 2012) for the night of January 4, 2020.
DOI: 10.6084/m9.figshare.17427401
title: Coordinates of the sites surveyed in the BIODESERT survey

description: Coordinates of the plots surveyed in the BIODESERT global survey. These data were used to generate Figure 1 in the article "Maestre, F. T. et al. 2022. The BIODESERT survey: assessing the impacts of grazing on the structure and functioning of global drylands. <em>Web Ecology</em> 22: 75-96"<br>
DOI: 10.13012/b2idb-7460768_v1
title: Data for Jones et al. ECY22-0118.R3

description: Dataset associated with Jones et al. ECY22-0118.R3 submission: Ontogenetic effects of brood parasitism by the Brown-headed Cowbird on host offspring. Excel CSV files with all of the data used in analyses and file with descriptions of each column.
DOI: 10.57968/middlebury.21636773
title: Horsehead Nebula

description: object name: Horsehead Nebula object type: dark nebula coordinates: 05 40 59.0, -02 27 30 (2000) constellation: Orion alternate names: Barnard 33, IC 434 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21636773.v1
title: Horsehead Nebula

description: object name: Horsehead Nebula object type: dark nebula coordinates: 05 40 59.0, -02 27 30 (2000) constellation: Orion alternate names: Barnard 33, IC 434 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21636836
title: Rosette Nebula

description: object name: Rosette Nebula object types: emission nebula, H II region coordinates: 06 32 26.76, +04 47 37.1 (2000) constellation: Monoceros alternate name: Caldwell 49 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21636836.v1
title: Rosette Nebula

description: object name: Rosette Nebula object types: emission nebula, H II region coordinates: 06 32 26.76, +04 47 37.1 (2000) constellation: Monoceros alternate name: Caldwell 49 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21636872
title: Stephan's Quintet

description: object name: Stephan's Quintet object type: compact galaxy group coordinates: 22 35 57.5, +33 57 36 (2000) constellation: Pegasus alternate name: HCG 92 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21636872.v1
title: Stephan's Quintet

description: object name: Stephan's Quintet object type: compact galaxy group coordinates: 22 35 57.5, +33 57 36 (2000) constellation: Pegasus alternate name: HCG 92 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637205
title: Elephant Trunk Nebula

description: object name: Elephant Trunk Nebula object type: emission nebula coordinates: 21 36 00.0, +57 24 00 (2000) constellation: Cepheus alternate name: IC 1396A observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637205.v1
title: Elephant Trunk Nebula

description: object name: Elephant Trunk Nebula object type: emission nebula coordinates: 21 36 00.0, +57 24 00 (2000) constellation: Cepheus alternate name: IC 1396A observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637229
title: Fishhead Nebula

description: object name: Fishhead Nebula object type: emission nebula coordinates: 02 25 43.5, +62 06 13 (2000) constellation: Cassiopeia alternate name: IC 1795 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637229.v1
title: Fishhead Nebula

description: object name: Fishhead Nebula object type: emission nebula coordinates: 02 25 43.5, +62 06 13 (2000) constellation: Cassiopeia alternate name: IC 1795 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637247
title: Heart Nebula

description: object name: Heart Nebula object types: emission nebula, H II region, open star cluster coordinates: 02 32 42.0, +61 27 00 (2000) constellation: Cassiopeia alternate names: IC 1805, NGC 896 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637247.v1
title: Heart Nebula

description: object name: Heart Nebula object types: emission nebula, H II region, open star cluster coordinates: 02 32 42.0, +61 27 00 (2000) constellation: Cassiopeia alternate names: IC 1805, NGC 896 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637262
title: Rho Ophiuchi Cloud Complex

description: object name: Rho Ophiuchi Cloud Complex object type: interstellar cloud complex coordinates: 16 26 00.0, -23 24 00 (2000) constellation: Ophiuchus alternate name: IC 4604 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637262.v1
title: Rho Ophiuchi Cloud Complex

description: object name: Rho Ophiuchi Cloud Complex object type: interstellar cloud complex coordinates: 16 26 00.0, -23 24 00 (2000) constellation: Ophiuchus alternate name: IC 4604 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637265.v1
title: Cocoon Nebula

description: object name: Cocoon Nebula object types: reflection nebula, emission nebula, open star cluster coordinates: 21 53 29.3, +47 14 46 (2000) constellation: Cygnus alternate names: Barnard 168, Caldwell 19, IC 5146 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637265
title: Cocoon Nebula

description: object name: Cocoon Nebula object types: reflection nebula, emission nebula, open star cluster coordinates: 21 53 29.3, +47 14 46 (2000) constellation: Cygnus alternate names: Barnard 168, Caldwell 19, IC 5146 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637274
title: Crab Nebula

description: object name: Crab Nebula object types: supernova remnant, pulsar wind nebula coordinates: 05 34 32.0, +22 00 48 (2000) constellation: Taurus alternate names: Messier 1, Taurus A, NGC 1952 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637274.v1
title: Crab Nebula

description: object name: Crab Nebula object types: supernova remnant, pulsar wind nebula coordinates: 05 34 32.0, +22 00 48 (2000) constellation: Taurus alternate names: Messier 1, Taurus A, NGC 1952 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637283
title: Lagoon Nebula

description: object name: Lagoon Nebula object types: emission nebula, H II region coordinates: 18 03 37.0, -24 23 12 (2000) constellation: Sagittarius alternate names: Messier 8, NGC 6523 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637283.v1
title: Lagoon Nebula

description: object name: Lagoon Nebula object types: emission nebula, H II region coordinates: 18 03 37.0, -24 23 12 (2000) constellation: Sagittarius alternate names: Messier 8, NGC 6523 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637289
title: Wild Duck Cluster

description: object name: Wild Duck Cluster object type: open star cluster coordinates: 18 51 03.8, -06 16 19 (2000) constellation: Scutum alternate names: Messier 11, NGC 6705 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637289.v1
title: Wild Duck Cluster

description: object name: Wild Duck Cluster object type: open star cluster coordinates: 18 51 03.8, -06 16 19 (2000) constellation: Scutum alternate names: Messier 11, NGC 6705 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637301
title: Great Hercules Globular Cluster

description: object name: Great Hercules Globular Cluster object type: globular star cluster coordinates: 16 41 41.634, +36 27 40.75 (2000) constellation: Hercules alternate names: Messier 13, NGC 6205 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637301.v1
title: Great Hercules Globular Cluster

description: object name: Great Hercules Globular Cluster object type: globular star cluster coordinates: 16 41 41.634, +36 27 40.75 (2000) constellation: Hercules alternate names: Messier 13, NGC 6205 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637331
title: Eagle Nebula

description: object name: Eagle Nebula object types: emission nebula, H II region, open star cluster coordinates: 18 18 45.1, -13 47 31 (2000) constellation: Serpens alternate names: Messier 16, NGC 6611 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637331.v1
title: Eagle Nebula

description: object name: Eagle Nebula object types: emission nebula, H II region, open star cluster coordinates: 18 18 45.1, -13 47 31 (2000) constellation: Serpens alternate names: Messier 16, NGC 6611 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637355
title: Omega Nebula

description: object name: Omega Nebula object types: emission nebula, H II region, open star cluster coordinates: 18 20 47.0, -16 10 18 (2000) constellation: Sagittarius alternate names: Messier 17, NGC 6618 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637355.v1
title: Omega Nebula

description: object name: Omega Nebula object types: emission nebula, H II region, open star cluster coordinates: 18 20 47.0, -16 10 18 (2000) constellation: Sagittarius alternate names: Messier 17, NGC 6618 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637394
title: Trifid Nebula

description: object name: Trifid Nebula object types: emission nebula, H II region, open star cluster coordinates: 18 02 42.0, -22 58 18 (2000) constellation: Sagittarius alternate names: Messier 20, NGC 6514 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637394.v1
title: Trifid Nebula

description: object name: Trifid Nebula object types: emission nebula, H II region, open star cluster coordinates: 18 02 42.0, -22 58 18 (2000) constellation: Sagittarius alternate names: Messier 20, NGC 6514 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637475.v1
title: Small Sagittarius Star Cloud

description: object name: Small Sagittarius Star Cloud object type: star cloud coordinates: 18 16 48.0, -18 33 00 (2000) constellation: Sagittarius alternate names: Messier 24, IC 4715 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637475
title: Small Sagittarius Star Cloud

description: object name: Small Sagittarius Star Cloud object type: star cloud coordinates: 18 16 48.0, -18 33 00 (2000) constellation: Sagittarius alternate names: Messier 24, IC 4715 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637502
title: Dumbbell Nebula

description: object name: Dumbbell Nebula object type: planetary nebula coordinates: 19 59 36.3631850088, +22 43 16.312059552 (2000) constellation: Vulpecula alternate names: Messier 27, NGC 6853 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637502.v1
title: Dumbbell Nebula

description: object name: Dumbbell Nebula object type: planetary nebula coordinates: 19 59 36.3631850088, +22 43 16.312059552 (2000) constellation: Vulpecula alternate names: Messier 27, NGC 6853 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637514
title: Messier 32

description: object name: Messier 32 object type: elliptical galaxy coordinates: 00 42 41.825, +40 51 54.61 (2000) constellation: Andromeda alternate name: NGC 221 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637514.v1
title: Messier 32

description: object name: Messier 32 object type: elliptical galaxy coordinates: 00 42 41.825, +40 51 54.61 (2000) constellation: Andromeda alternate name: NGC 221 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637526
title: Triangulum Galaxy

description: object name: Triangulum Galaxy object type: unbarred spiral galaxy coordinates: 01 33 50.8965749232, +30 39 36.630403128 (2000) constellation: Triangulum alternate names: Messier 33, NGC 598 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637526.v1
title: Triangulum Galaxy

description: object name: Triangulum Galaxy object type: unbarred spiral galaxy coordinates: 01 33 50.8965749232, +30 39 36.630403128 (2000) constellation: Triangulum alternate names: Messier 33, NGC 598 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637532.v1
title: Pleiades

description: object name: Pleiades object type: open star cluster coordinates: 03 46 24.2, +24 06 50 (2000) constellation: Triangulum alternate name: Messier 45 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637532
title: Pleiades

description: object name: Pleiades object type: open star cluster coordinates: 03 46 24.2, +24 06 50 (2000) constellation: Triangulum alternate name: Messier 45 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies
DOI: 10.57968/middlebury.21637538
title: Ring Nebula

description: object name: Ring Nebula object type: planetary nebula coordinates: 18 53 35.0967659112, +33 01 44.883287544 (2000) constellation: Lyra alternate names: Messier 57, NGC 6720 observation filters: B, G, R file formats: FITS, PNG observation dates: 2020 June-September telescope: Mittelman Observatories 0.5m at New Mexico Skies