cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6073/pasta/7adb4e924571bafe52f9ee9070560797
title: PIE LTER surveys of salt marsh breeding birds using point counts in Rowley and Newbury, Massachusetts (Reformatted to ecocomDP Design Pattern)

description: This data package is formatted according to the "ecocomDP", a data package design pattern for ecological community surveys, and data from studies of composition and biodiversity. For more information on the ecocomDP project see https://github.com/EDIorg/ecocomDP/tree/master, or contact EDI https://environmentaldatainitiative.org.

This Level 1 data package was derived from the Level 0 data package found here: https://portal.edirepository.org/nis/mapbrowse?scope=knb-lter-pie&identifier=175&revision=6

The abstract below was extracted from the Level 0 data package and is included for context:
DOI: 10.17632/4crtycn7rk.1
title: Phytolith data of the Ardipithecus-bearing Lower Aramis member, Central Awash Complex, Middle Awash area (Ethiopia)

description: Raw phytolith counts obtained from the microscopic analysis of Aramis samples in order to document paleovegetation associated with the early hominin Ardipithecus ramidus. Data from samples strictly constrained by the DABT and GATC tuffs were already published in WoldeGabriel et al. 2009. WoldeGabriel, G., Ambrose, S.H., Barboni, D., Bonnefille, R., Bremond, L., Currie, B., DeGusta, D., Hart, W.K., Murray, A.M., Renne, P.R., Jolly-Saad, M.C., Stewart, K.M., White, T.D., 2009. The geological, isotopic, botanical, invertebrate, and lower vertebrate surroundings of Ardipithecus ramidus. Science 326. https://doi.org/10.1126/science.1175817
DOI: 10.17632/dsgd78tfjz.1
title: Modern pollen signal of some groundwater (spring) micro-habitats in Eastern Africa (Ethiopia, Tanzania)
DOI: 10.17632/89dk6gvdt7.1
title: Results of the Paleomagnetic analysis and the dating of the BZK0402 core

description: Magnetic stratigraphy samples were collected for precise dating at depths within the BZK0402 core (30°59'29''N, 118°46'31''E). Oriented block samples were generally obtained at 0.2 m intervals, although this was dependent on core recovery (overall recovery was 94.7%), resulting in some sampling intervals being as large as 0.4–0.5 m. Samples were taken by pushing a hollow non-magnetic cube directly into halved unconsolidated sediment cores. Semi-consolidated sediments were initially carefully cut using a thin stainless-steel spatula before the plastic sampling cubes were pressed into the halved core. A total of 40 samples for Alternating Field (AF) demagnetization analysis were obtained during this study. Paleomagnetic measurements were performed on a 2G-755R Superconducting Rock Magnetometer in the Paleomagnetic and Rock Magnetism Laboratory of the Institute of Earth Environment, Chinese Academy of Sciences, Xi’an, China. Sample processing and analysis was undertaken in a magnetically shielded environment and alternating demagnetization specimens were directly measured using a 2G-755 Superconducting device. The measurements were performed in 15 steps at 0, 50, 80, 100, 120, 150, 200, 250, 300, 350, 400, 450, 500, 600, 700, and 800 Gauss for systematic demagnetization. Paleomagnetic demagnetization results were evaluated using orthogonal diagrams and principal component directions were computed using a least-squares fitting technique employing at least three successive data points that define a linear trend directed clearly towards the origin of the orthogonal plot. All sample measurements and processing was undertaken using the PaleoMag 3.1 software package. Three samples were obtained from the BZK0402 core. These samples were dated using AMS 14C dating at the Xi'an Accelerator Mass Spectrometry Center, Xi’an, China. The results of the Paleomagnetic analysis and the radiocarbon dating of the BZK0402 core provide evidence of the Gothenburg geomagnetic excursion at depths of 6.5–7.2 m, indicating that this paleo-lake records a high sedimentation rate.
DOI: 10.17632/dt9pnww8z4.1
title: Dataset for Ant colony system for the multi objective problems using the collective knowledge center

description: Dataset generated from running the ant colony system for the multi objective problems using the concept of the collective knowledge center, the four SQL dump files indicate the simulation of the ant colony tackling for a 50 random graphs of size equal respectively to 100, and 300 for the process of learning, and then tackling of the two tsp graph file euclideAB100.tsp and euclideAB300.tsp for evaluating the model performance. The learning process and the feeding of the knowledge center is done through the commitment of 110 ants subdivided into 11 groups of 10 ants. The members of the colony share a set of parameters of the MOACS algorithm, namely local and global evaporation respectively ρ, γ, fixed on the value 0.001, an exploitation value q_0= 0.9, and the maximum number of search cycles is 200 cycles.
DOI: 10.17632/myg68hsjvf.1
title: Modern African soil phytolith dataset

description: Compilation of surface soil phytolith data (raw counts) available in Africa (South Africa excluded). Data do not include raw counts for silicified bulliform cells, silicified hair cells, Cyperaceae papillae, and elongates.
DOI: 10.25606/surf.578c6039-fac0d7be
title: The Cosmogrid Simulation: Statistical Properties of Small Dark Matter Halos (512-035)

description: We present the results of the "Cosmogrid" cosmological N-body simulation suites based on the concordance LCDM model. The Cosmogrid simulation was performed in a 30 Mpc box with 2048³ particles. The mass of each particle is 1.28x10^5 Msun, which is sufficient to resolve ultra-faint dwarfs. We found that the halo mass function shows good agreement with the Sheth & Tormen fitting function down to ~10^7 Msun. We have analyzed the spherically averaged density profiles of the three most massive halos which are of galaxy group size and contain at least 170 million particles. The slopes of these density profiles become shallower than -1 at the inner most radius. We also find a clear correlation of halo concentration with mass. The mass dependence of the concentration parameter cannot be expressed by a single power law, however a simple model based on the Press-Schechter theory proposed by Navarro et al. gives reasonable agreement with this dependence. The spin parameter does not show a correlation with the halo mass. The probability distribution functions for both concentration and spin are well fitted by the log-normal distribution for halos with the masses larger than ~10^8 Msun. The subhalo abundance depends on the halo mass. Galaxy-sized halos have 50% more subhalos than ~10^11 Msun halos have. This is snapshot 035 of the 512³ resolution collection.
DOI: 10.17632/k8f976fpt2.1
title: Target genes of miRNA in AIONFH cases

description: To further correlate the differentially expressed miRNAs with potential target genes involved in bone homeostasis, the mRNA transcripts in necrotic bone samples from the AIONFH patients were analyzed. As report, VEGFA was targeted by miR-127-3p or miR-1, and PDGFA was regulated by miR-1. These genes were upregulated in necrotic bone samples from AIONFH patients compared with their expression in samples from healthy control individuals. PTEN and RUNX2 regulated by miR-628-3p and IGF2 by miR-483-5p were downregulated, whereas the expression of SEMA3D, which was regulated by miR-885-5p, and SOD1, which was regulated by miR-1, was not significantly different in samples from AIONFH patients compared with that in samples from healthy control individuals.
DOI: 10.17632/ng7323sxhr.2
title: RAW DATA

description: The file format is zhx_1105a.tps, the satellite cut-off angle is 5°, and the epoch interval is 10 seconds. The coordinates of satellites
DOI: 10.25345/c5vs6g
title: MassIVE MSV000083594 - High sensitivity receptor screen and global phosphoproteomics identifies podoplanin as a regulator of cancer associated fibroblast physiology
title: Cancer-associated fibroblasts (CAFs) are increasingly recognized as key regulatory cells in the tumor microenvironment, with the ability to engage in crosstalk both with tumor and immune cells. Still, the molecular determinants that orchestrate the interactions between CAFs and infiltrating immune cells remain poorly understood. To elucidate the surface interactome that underlines cell communication, we build an extensive library of single transmembrane (STM) receptors coupled to high avidity cell-based screens, and identify the neutrophil and Treg surface protein CD177 as a novel functional modulator of the mechanoreceptor podoplanin (PDPN). Functionally, CD177 exerts a profound effect on the phosphoproteome of CAFs that results in modulation of actomyosin contractility and energy homeostasis. In human colorectal tumors, CD177+ cells can interact closely with PDPN+ CAFs, indicating that this interaction may have effects on the local tumor environment. Starting from a powerful technology for target discovery, our study defines a molecular bridge between CAFs and immune cells in the tumor microenvironment and reveals PDPN as a central modulator of fibroblast mechanophysiology.
DOI: 10.17632/jnyrm2sksf.1
title: Migrantes Caravana Jalisco 2018

description: Data from Migrants of South America
DOI: 10.17632/n4cf3x22jj.2
title: Dataset for the Paper MEdit4CEP-CPN: An Approach for Complex Event Processing Modeling by Prioritized Colored Petri Nets

description: These files should be considered as additional material for the paper "MEdit4CEP-CPN: An Approach for Complex Event Processing Modeling by Prioritized Colored Petri Nets". Its aim is to show how our MEdit4CEP-CPN approach works.
DOI: 10.17632/2mg9ynp74y.1
title: Data for: Site-Specific Quasi In Situ Investigation of Primary Static Recrystallization in a Low Carbon Steel 2

description: Scanning Data (*.osc), TSL OIM files, and ang files (where applicable) for Sample 3, 4, and 5 *.osc and *.oim are compatible/created with EDAX OIM 7.3.1. *.oim files contain all evaluations. *.ang can be opened by most EBSD softwares. They are not included for sample 5 due to file size limitations.
DOI: 10.17632/bj5bcz7w8z.1
title: The quality of the waters of Kayeli Bay: Heavy Metal Accumulation Lead (Pb) And Mercury (Hg) in Water, Sediment and Seagrass (Enhalus acoroides) in Buru Island, Maluku, Indonesia

description: The difference in accumulation of lead and mercury heavy metals in water, sediments and seagrass organs Enhalus acoroides (roots, rhizomes and leaves) have been found on Kayeli Bay, Buru Island, Maluku. Samples were taken from ten sampling points (Kayeli River Estuary, Suket River Estuary, Anahoni River Estuary, Waelata I Estuary, Waelata River Estuary II, Waeapo River Estuary, Sanleko River Estuary, Marlosso River Estuary, Nametek Beach and Jikumerasa Beach). Pb and Hg were analyzed using Atomic Absorption Spectrophotometer. The content of Pb and Hg in sediments is higher than in the water. The highest Pb and Hg content is found in the roots then in the rhizoma and leaves (roots&gt; rhizoma&gt; leaves). Seagrass (Enhalus acoroides) is one of the living organisms that can be used as a bio-indicator of the level of heavy metal pollution in the aquatic environment
DOI: 10.17632/nhwkm3nczj.2
title: 2007 GoM Microsate Data

description: This is an excel file that contains the information for site, strain name, and allele size for each individual that used in 2007 GoM Alexandrium pop-genetics research.
DOI: 10.17632/4c7b3pk7wf.1
title: data of RPN and OEE

description: Research data related to Ph.D. thesis
DOI: 10.17632/ydn9xjvh93.1
title: A Case for Case Reports: A Retrospective Evaluation of the Case Reports Published in the Journal of the American Academy of Dermatology in 2000

description: This is a table for the article titled "A Case for Case Reports: A Retrospective Evaluation of the Case Reports Published in the Journal of the American Academy of Dermatology in 2000" by Reid Waldman, Eric Chen, Justin Finch, and Jane Grant-Kels.
DOI: 10.17632/ng7323sxhr.1
title: RAW DATA

description: The file format is zhx_1105a.tps, the satellite cut-off angle is 5°, and the epoch interval is 10 seconds.
DOI: 10.5066/p9s25zkx
title: Using relative topography and elevation uncertainty to delineate dune habitat on barrier islands

description: Dunes with a high relative topography can often be easily distinguished in high-resolution lidar-based digital elevation models (DEMs). Thus, researchers have begun using relative topography metrics, such as the topographic position index (TPI; Weiss, 2001), to identify ridges and upper slopes for extracting dunes from lidar-based DEMs (Wernette et al., 2016; Halls et al. 2018). DEMs are often used for automated delineations of intertidal and supratidal habitats in coastal applications despite issues related to vertical uncertainty. However, the level of vertical uncertainty from data collected with conventional aerial topographic lidar systems has been found to be as high as 60 cm in densely vegetated emergent wetlands throughout the United States (Medeiros et al., 2015; Buffington et al., 2016; Enwright et al., 2018). This uncertainty can also impact elevations in other habitats such as dunes due to vegetation cover and slope (Su and Bork, 2006). Another challenge when mapping geomorphology-based habitats (e.g., dune, beach, intertidal marsh, forest) on dynamic barrier islands is the need for standardized methods that are efficient and repeatable. In response, we developed an approach that builds on recent efforts using relative topography to identify ridges and upper slopes for dune delineation (Wernette et al. 2016; Halls et al. 2018) by also applying Monte Carlo simulations to treat elevation uncertainty in coastal settings when extracting elevation-dependent habitats from a DEM (Liu et al. 2007; Enwright et al. 2018) for a case study on Dauphin Island, Alabama. Beyond just the application of uncertainty, we refined ridges and upper slopes extracted from a DEM by removing small noisy polygons and using manual refinement. This data release contains each of these iterations to show the importance of uncertainty analyses and manual refinement when using automated extraction of elevation-dependent habitats from a DEM. This data release includes a TPI directory, which contains four polygon shapefiles that represent each step in the TPI-based dune delineation process, which includes: 1) step1_raw_ridges_upper_slopes.shp; 2) step2_refinement_extreme_water_level.shp; 3) step3_refinement_via_noise removal.shp; and 4) step4_final_refinement_from_visual_inspection.shp. Since this a step-wise process, each step includes the prior steps. A second component of this data release is a raster named Prob_Abv_Storm that estimates the probability of a pixel being above the extreme water level with a 10-percent annual exceedance probability for National Oceanic and Atmospheric Administration's Dauphin Island tide gauge (station ID: 8735180).
DOI: 10.17632/8kmnfw9gyp.1
title: Competencies of performance auditors

description: Survey results of 175 performance auditors in five supreme audit institutions responding to 43 behavioural questions
DOI: 10.17632/nbcp5xd95h.1
title: Consumer reviews - TripAdvisor - Ceará-BR

description: Consumer reviews of hotels located in the state of Ceará, Brazil, posted on TripAdvisor.
DOI: 10.5281/zenodo.2598101
title: Extracted Illustrations of the Berlin State Library's Digitized Collections (part 1 of 4)

description: The dataset consists of various illustrations extracted from 26,233 historical books and other media offered in the Berlin State Library's Digitized Collections. The media objects are older than 1920.

Version 1.0 contains of 594,890 extracted illustrations in total.

The extraction of illustrations is driven by the coordinates given by the ABBYY FineReader OCR engine (in ALTO XML) . The extracted illustrations have not been resized but compressed and saved in JPEG format.

Pre-trained models in order to separate color scales, hand-written signatures, library stamps or the like from interesting content are available under: https://github.com/elektrobohemian/imi-unicorns.

The extracts for each media object are stored in separated sub-folders and tar files named after the PPN (a unique ID used in the library) to facilitate further processing. Additional metadata can be obtained with help of the PPN as described here: https://github.com/elektrobohemian/StabiHacks/blob/master/ppn-howto.md .

The dataset is published as a set of ZIP files, each fitting on a Blu Ray disc. <strong>After decompression, the contents will consume ca. 166 GB.</strong>

<strong>This is part 1 of 4. The following datasets contain the other ZIP files (8 files in total):</strong>


	https://doi.org/10.5281/zenodo.2598145
	https://doi.org/10.5281/zenodo.2598261
	https://doi.org/10.5281/zenodo.2598270
DOI: 10.5525/gla.researchdata.730
title: Hybrid 3D ranging and velocity tracking system combining multi-view cameras and simple LiDAR
DOI: 10.5281/zenodo.2598100
title: Extracted Illustrations of the Berlin State Library's Digitized Collections (part 1 of 4)

description: The dataset consists of various illustrations extracted from 26,233 historical books and other media offered in the Berlin State Library's Digitized Collections. The media objects are older than 1920.

Version 1.0 contains of 594,890 extracted illustrations in total.

The extraction of illustrations is driven by the coordinates given by the ABBYY FineReader OCR engine (in ALTO XML) . The extracted illustrations have not been resized but compressed and saved in JPEG format.

Pre-trained models in order to separate color scales, hand-written signatures, library stamps or the like from interesting content are available under: https://github.com/elektrobohemian/imi-unicorns.

The extracts for each media object are stored in separated sub-folders and tar files named after the PPN (a unique ID used in the library) to facilitate further processing. Additional metadata can be obtained with help of the PPN as described here: https://github.com/elektrobohemian/StabiHacks/blob/master/ppn-howto.md .

The dataset is published as a set of ZIP files, each fitting on a Blu Ray disc. <strong>After decompression, the contents will consume ca. 166 GB.</strong>

<em>Change Log for Version</em>


	original dataset
	added color histograms (RGB, separated by channel) in JSON and Python pickle format as extracted by the Pillow package (see https://github.com/elektrobohemian/StabiHacks/tree/master/image-tools)


<strong>This is part 1 of 4. The following datasets contain the other ZIP files (8 files in total):</strong>


	https://doi.org/10.5281/zenodo.2598145
	https://doi.org/10.5281/zenodo.2598261
	https://doi.org/10.5281/zenodo.2598270
DOI: 10.5281/zenodo.2598144
title: Extracted Illustrations of the Berlin State Library's Digitized Collections (part 2 of 4)

description: <strong>This is part 2 of 4. The following dataset contains a reference the other ZIP files: </strong>

<pre>https://doi.org/10.5281/zenodo.2598101</pre>

The dataset consists of various illustrations extracted from 26,233 historical books and other media offered in the Berlin State Library's Digitized Collections. The media objects are older than 1920.

Version 1.0 contains of 594,890 extracted illustrations in total.

The extraction of illustrations is driven by the coordinates given by the ABBYY FineReader OCR engine (in ALTO XML) . The extracted illustrations have not been resized but compressed and saved in JPEG format.

Pre-trained models in order to separate color scales, hand-written signatures, library stamps or the like from interesting content are available under: https://github.com/elektrobohemian/imi-unicorns.

The extracts for each media object are stored in separated sub-folders and tar files named after the PPN (a unique ID used in the library) to facilitate further processing. Additional metadata can be obtained with help of the PPN as described here: https://github.com/elektrobohemian/StabiHacks/blob/master/ppn-howto.md .

The dataset is published as a set of ZIP files, each fitting on a Blu Ray disc. <strong>After decompression, the contents will consume ca. 166 GB.</strong>

<strong>This is part 2 of 4. The following dataset contains a reference the other ZIP files: </strong>

<pre>https://doi.org/10.5281/zenodo.2598101</pre>
DOI: 10.5281/zenodo.2598145
title: Extracted Illustrations of the Berlin State Library's Digitized Collections (part 2 of 4)

description: <strong>This is part 2 of 4. The following dataset contains a reference the other ZIP files: </strong>

<pre>https://doi.org/10.5281/zenodo.2598101</pre>

The dataset consists of various illustrations extracted from 26,233 historical books and other media offered in the Berlin State Library's Digitized Collections. The media objects are older than 1920.

Version 1.0 contains of 594,890 extracted illustrations in total.

The extraction of illustrations is driven by the coordinates given by the ABBYY FineReader OCR engine (in ALTO XML) . The extracted illustrations have not been resized but compressed and saved in JPEG format.

Pre-trained models in order to separate color scales, hand-written signatures, library stamps or the like from interesting content are available under: https://github.com/elektrobohemian/imi-unicorns.

The extracts for each media object are stored in separated sub-folders and tar files named after the PPN (a unique ID used in the library) to facilitate further processing. Additional metadata can be obtained with help of the PPN as described here: https://github.com/elektrobohemian/StabiHacks/blob/master/ppn-howto.md .

The dataset is published as a set of ZIP files, each fitting on a Blu Ray disc. <strong>After decompression, the contents will consume ca. 166 GB.</strong>

<strong>This is part 2 of 4. The following dataset contains a reference the other ZIP files: </strong>

<pre>https://doi.org/10.5281/zenodo.2598101</pre>
DOI: 10.25345/c5r324
title: MassIVE MSV000083595 - GNPS-&lt;Untargeted metabolomics based on Quadrupole Orbitrap mass spectrometry coupled with Chemometrics Analysis Reveals Potential Non volatile Markers during Oolong Tea Shaking
title: GNPS-&lt;This study determined the metabolites that allow monitoring of tea quality of oolong tea, not only the formation during the process, but also to their conservation and provides a novel strategy for data reduction in studies on metabolic marker discovery.
DOI: 10.21227/1zdg-3r12
title: Beijing POI datasets with geographical coordinates and ratings

description: The data conclude two parts, i.e. shapefiles and excel files. The latter collected POI information of Beijing about the geographical coordinates, rating and other related description fields up to Aug 2017.
DOI: 10.21227/cnfs-6p81
title: Beijing POI datasets with geographical coordinates and ratings

description: The data conclude two parts, i.e. shapefiles and excel files. The latter collected POI information of Beijing about the geographical coordinates, rating and other related description fields up to Aug 2017.