cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/independent-c69-44725
title: Organization flow charts, 1990 Mar. 7 - 1991

description: Organization flow charts including: LAPD's personnel complaint procedures, organization of LAPD, office of administration services, office of the chief of police, etc., 1990 March 7 - 1991. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.17632/rjnyr6zx2w.2
title: Incidence of melanoma and its subtypes by census tract-level socioeconomic status: a United States population-based cohort analysis

description: Supplemental material for our study "Incidence of melanoma and its subtypes by census tract-level socioeconomic status: a United States population-based cohort analysis"
DOI: 10.15468/dl.4cst8q
title: Occurrence Download

description: A dataset containing 17907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.44_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus Latreille, 1802"
 ]
}

 The dataset includes 17907 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012833-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-45079
title: LAPD disciplinary system, 1991-05-22

description: Memo - re: LAPD disciplinary system - from: Richard E Drooyan; to: file, 1991 May 22. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.17632/rjnyr6zx2w.1
title: Incidence of melanoma and its subtypes by census tract-level socioeconomic status: a United States population-based cohort analysis

description: Supplemental material for our study "Incidence of melanoma and its subtypes by census tract-level socioeconomic status: a United States population-based cohort analysis"
DOI: 10.15468/dl.indpxr
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aves Argentinas / Asociación Ornitológica del Plata - Colección de registros observacionales de aves silvestres argentinas - Lista Narosky: familia Chionidae"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001550-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-45295
title: Description of databases, 1991-06-04

description: Memo - re: Description of databases - from: Jeff Dasteel; to: files of the Independent Commission, 1991 June 4. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.h3re7g
title: Occurrence Download

description: A dataset containing 477087 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, United Kingdom of Great Britain and Northern Ireland, Portugal, Spain, France, Germany, Belgium, Netherlands, Italy, Greece, Denmark, Norway, Sweden, Finland, Svalbard and Jan Mayen, Estonia, Latvia, Lithuania, Türkiye, Russian Federation, Belarus, Ukraine, Moldova, Republic of, Switzerland, Austria, Poland, Czechia, Hungary, Slovakia, Romania, Bulgaria, Kazakhstan, Armenia, North Macedonia, Albania, Serbia, Montenegro, Kosovo, Bosnia and Herzegovina, Croatia, Slovenia, Cyprus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Jacobaea vulgaris Gaertn."
 ]
}

 The dataset includes 477087 records from 2403 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002112-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rt4mw6yjwv.2
title: LINF_060009600

description: Ribosomal protein L19 | eL19; Leishmania infantum (strain JPCM5)
DOI: 10.17632/mnm63yggcv.1
title: Dataset of RSF scouring experiments on undisturbed soil samples on simulated rock-soil structure device

description: Rock surface flow (RSF), derived from secondary distribution of natural precipitation on exposed surfaces of bedrock outcrops. That drives the soils with extremely limited reserves lost from surface and underground through erosion. However, it is still a challenge to quantify the impact of rock surface flow on soil and water loss in a complex geotechnical environment. To achieve this, The RSF scouring experiment were conducted on these undisturbed soil samples on simulated rock-soil structure device which features the outcrop (exposed rock surface and unexposed RSI) and RSI undisturbed soil. Driving factors include the input flow volume on rock surface (RSFfv) and the inclination of rock surface (IRS). At the same time, our research shows that the erosion of rock surface flow leads to the underground leakage of soil. Therefore, the contribution of rock surface flow to soil erosion should be included in the soil erosion prediction model in karst, as it helps to enhance the accuracy and reliability of the models. as it helps to enhance the accuracy and reliability of the models.
DOI: 10.17632/x4j55cp4hs.1
title: LINF_060009400

description: Ribosomal protein L19e; Leishmania infantum
DOI: 10.17632/x4j55cp4hs.2
title: LINF_060009400

description: Ribosomal protein L19 | eL19; Leishmania infantum (strain JPCM5)
DOI: 10.17632/24bcvgy4h3.1
title: Dataset for "On the state - non state theory of hypnosis: network and topological EEG findings."

description: This dataset contains EEG recordings and derived functional connectivity and topological metrics from a study investigating the neural correlates of neutral hypnosis in high and low hypnotizable individuals. The research hypothesis explores whether neutral hypnosis represents a distinct physiological state or a modulation of ordinary consciousness. EEG data were collected from 16 high and 16 low hypnotizable participants across six experimental conditions: open eyes rest, closed eyes rest, hypnotic induction (two phases), neutral hypnosis, and post-hypnosis rest.

Network and Topological Data Analysis (TDA) were applied to extract measures such as functional connectivity, total homological persistence, and persistent entropy. The results show that highs exhibit greater functional and topological homogeneity compared to lows, independent of condition. Additionally, highs displayed larger transitions in functional connectivity between conditions. These findings suggest that neutral hypnosis is a modulation of wakefulness rather than a distinct physiological state.

The dataset includes raw and processed EEG signals, functional connectivity matrices, and topological descriptors, along with metadata for reproducibility. This dataset is valuable for researchers studying consciousness, hypnotizability, and the application of TDA in neuroscience.

Updated code can be found at: https://github.com/nplresearch/hypnotic-state/
DOI: 10.15468/dl.wwxadg
title: Occurrence Download

description: A dataset containing 442147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Sweden",
 "GadmGid is SWE.6_1",
 "Geometry POLYGON((12.34847 60.85737,18.91761 61.0415,18.91761 61.11442,19.79169 64.12098,14.62672 66.86694,12.28795 64.39452,12.11746 61.1978,12.34847 60.85737))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2020-2025"
 ]
}

 The dataset includes 442147 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001075-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3yh93wzm3x.1
title: The OC related data

description: The organic carbon-related data used in the research
DOI: 10.15468/dl.yhe2y2
title: Occurrence Download

description: A dataset containing 718 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SharkBase"
 ]
}

 The dataset includes 718 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001109-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/n5z7mshhg6.1
title: Global Inequalities in the Burden of Melanoma

description: Cover letter and supplemental tables and figures for "Global Inequalities in the Burden of Melanoma From 1990 to 2021: Findings From the Global Burden of Disease Study 2021"
DOI: 10.17632/hv3y8b9ycw.1
title: LINF_100006000

description: CIAO1/Cia1-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/2swrk32p32.1
title: LINF_100006100

description: PSP1-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/hgw9bb4ht9.1
title: LINF_100006400

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.15468/dl.v3czfq
title: Occurrence Download

description: A dataset containing 718 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SharkBase"
 ]
}

 The dataset includes 718 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001110-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/2k4d78j6w9.1
title: LINF_100006900

description: PDZ domain-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/3jdzcms8bb.1
title: Replication Guide for Digital Finance and Stock Price Crash Risk

description: This dataset provides a replication guide for the study “Digital Finance and Stock Price Crash Risk: Evidence from China”. The dataset itself is not included due to subscription and application restrictions. However, researchers can follow the instructions in this guide to obtain and process the data from CSMAR, WIND, and the Peking University Digital Finance Research Center.
DOI: 10.15468/dl.k7gxu6
title: Occurrence Download

description: A dataset containing 2601065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((47.55321 23.7085,57.42785 23.7085,57.42785 30.62689,47.55321 30.62689,47.55321 23.7085))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2601065 records from 519 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001092-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ayjqsm
title: Occurrence Download

description: A dataset containing 363582 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Monarch Watch"
 ]
}

 The dataset includes 363582 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001107-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mpd34d2pp2.1
title: TG-Cu Relevant Data

description: This document includes the data from the article 'Copper Ion Composite Hydrogels for Enhanced Antibacterial Performance,The Word document includes images of samples that have undergone freeze-drying and those that have not, transmission electron microscopy images of TG-Cu2 and TG-Cu3, and original antibacterial data tables. The Excel file contains the original infrared spectroscopy data.
DOI: 10.17632/xv7scszpdk.1
title: AAV-2 flow data

description: Flow cytometry data for AAV-2. All other data in figshare (see link below).
DOI: 10.6084/m9.figshare.28533521
title: AAV-2

description: <b>Project Description:</b>· Datasets:o AAV-1o AAV-2· Animal Model: N/A· Animal Age: 8-12 Weeks· Animal Strain: Lyz2<sup>cre</sup> BALB/c mice· Number:o AAV-1: 1 naïve, 10 with EAM§ Of EAM mice: 4 control vector and 6 PDL1-flox-STOP-flox vector i.v. injectiono AAV-1: 20 with EAM§ Of EAM mice: 10 control vector and 10 PDL1-flox-STOP-flox vector i.v. injection· Experimental Conditions: Mice were i.v. injected with AAV-TdTomato control vectors (2.4×10<sup>11</sup> GC/mouse) or PDL1-flox-STOP-flox vector (2.1×10<sup>11</sup> GC/mouse). After 3 weeks post-AAV injection, mice were then immunized for EAM and sacrificed on day 21 after immunization.<b>Code/Scripts: </b>None<b>Licenses: </b>N/A
DOI: 10.5281/zenodo.15002498
title: Ciona tail regression_genotype_Ano5 (KH.C8.274)_Ano6 (KH.C10.524)_10mM NH4Cl_video1

description: Video that was collected using Ciona Tracker 2.0 as part of Liang et al 2025. Animals included in this video are Ano5, Ano6 double mutants used in CRISPR/Cas9 experiments addressing the role of Ano5 and Ano6 in Ciona sensory perception.
DOI: 10.5281/zenodo.15002499
title: Ciona tail regression_genotype_Ano5 (KH.C8.274)_Ano6 (KH.C10.524)_10mM NH4Cl_video1

description: Video that was collected using Ciona Tracker 2.0 as part of Liang et al 2025. Animals included in this video are Ano5, Ano6 double mutants used in CRISPR/Cas9 experiments addressing the role of Ano5 and Ano6 in Ciona sensory perception.
DOI: 10.5281/zenodo.15002317
title: Datasets to reproduce the results in the paper "Density Estimation via Binless Multidimensional Integration" by Carli, M. and Glielmo, A. and Rodriguez, A. and Laio, A.

description: Each .csv file contains a dataset and, on the same row as each datapoint, the corresponding ground truth negative log-density (F) values.The fist (0-th) column contains the NLD values F. The remaining columns (1:) contain the datapoints X.In the case of the four 2d Gaussians and of the 6d potential, the probability densitiy functions (PDF) associated to the NLDs, exp(-F), are normalised.In all other cases, the NLDs should be considered as taken from an unnormalised PDF; this means they differ from the NLD of the normalised PDF by an additive constant.The dimensionality of each dataset (number of columns minus one) is indicated at the beginning of the file name.All the datasets are described in Section D of the Supplementary Materials of the paper "Density Estimation via Binless Multidimensional Integration" by Carli, M. et al. (https://bit.ly/BMTI-arXiv)
DOI: 10.5281/zenodo.15002318
title: Datasets to reproduce the results in the paper "Density Estimation via Binless Multidimensional Integration" by Carli, M. and Glielmo, A. and Rodriguez, A. and Laio, A.

description: Each .csv file contains a dataset and, on the same row as each datapoint, the corresponding ground truth negative log-density (F) values.The fist (0-th) column contains the NLD values F. The remaining columns (1:) contain the datapoints X.In the case of the four 2d Gaussians and of the 6d potential, the probability densitiy functions (PDF) associated to the NLDs, exp(-F), are normalised.In all other cases, the NLDs should be considered as taken from an unnormalised PDF; this means they differ from the NLD of the normalised PDF by an additive constant.The dimensionality of each dataset (number of columns minus one) is indicated at the beginning of the file name.All the datasets are described in Section D of the Supplementary Materials of the paper "Density Estimation via Binless Multidimensional Integration" by Carli, M. et al. (https://bit.ly/BMTI-arXiv)
DOI: 10.15468/dl.jecn2h
title: Occurrence Download

description: A dataset containing 399749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Reynoutria japonica Houtt.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 399749 records from 1665 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001069-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmgc4n
title: Occurrence Download

description: A dataset containing 490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.14267 29.29491,-86.68625 19.05579,-57.0494 5.8324,-55.24855 14.21922,-80.92353 31.19866,-84.67959 30.78704,-85.14267 29.29491))",
 "OccurrenceStatus is Present",
 "TaxonKey is Urva auropunctata (Hodgson, 1836)"
 ]
}

 The dataset includes 490 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015529-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp2/4i5xt3
title: Supplemental materials for "Factors influencing how Canadian dairy producers respond to a downer cow scenario"

description: This data includes analysis of data from the downer cow scenario portion of the National Dairy Study conducted in 2015 (further information regarding the national dairy study can be found in Bauman et al., 2018). Multivariable linear and logistic regression were used to analyze associations between demographic and farm level factors and how producers responded to questions in the downer cow scenario. This dataset includes tables summarizing all multivariable, univariable and descriptive models beyond those reported in the manuscript.
DOI: 10.15468/dl.k8ca8x
title: Occurrence Download

description: A dataset containing 16870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-100.64264 20.32725,-100.0675 20.32725,-100.0675 20.79503,-100.64264 20.79503,-100.64264 20.32725))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 16870 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015531-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27604542
title: A Physics-Informed, Deep Double Reservoir Network for Forecasting Boundary Layer Velocity

description: When a fluid flows over a solid surface, it creates a thin boundary layer where the flow velocity is influenced by the surface through viscosity, and can transition from laminar to turbulent at sufficiently high speeds. Understanding and forecasting the fluid dynamics under these conditions is one of the most challenging scientific problems in fluid dynamics. It is therefore of high interest to formulate models able to capture the nonlinear spatio-temporal velocity structure as well as produce forecasts in a computationally efficient manner. Traditional statistical approaches are limited in their ability to produce timely forecasts of complex, nonlinear spatio-temporal structures which are at the same time able to incorporate the underlying flow physics. In this work, we propose a model to accurately forecast boundary layer velocities with a deep double reservoir computing network which is capable of capturing the complex, nonlinear dynamics of the boundary layer while at the same time incorporating physical constraints via a penalty obtained by a Partial Differential Equation (PDE). Simulation studies on a one-dimensional viscous fluid demonstrate how the proposed model is able to produce accurate forecasts while simultaneously accounting for energy loss. The application focuses on boundary layer data in a water tunnel with a PDE penalty derived from an appropriate simplification of the Navier-Stokes equations, showing improved forecasting by the proposed approach in terms of mass conservation and variability of velocity fluctuation against non-physics-informed methods. Supplementary materials for this article are available online, including a standardized description of the materials available for reproducing the work.
DOI: 10.6084/m9.figshare.27604542.v1
title: A Physics-Informed, Deep Double Reservoir Network for Forecasting Boundary Layer Velocity

description: When a fluid flows over a solid surface, it creates a thin boundary layer where the flow velocity is influenced by the surface through viscosity, and can transition from laminar to turbulent at sufficiently high speeds. Understanding and forecasting the fluid dynamics under these conditions is one of the most challenging scientific problems in fluid dynamics. It is therefore of high interest to formulate models able to capture the nonlinear spatio-temporal velocity structure as well as produce forecasts in a computationally efficient manner. Traditional statistical approaches are limited in their ability to produce timely forecasts of complex, nonlinear spatio-temporal structures which are at the same time able to incorporate the underlying flow physics. In this work, we propose a model to accurately forecast boundary layer velocities with a deep double reservoir computing network which is capable of capturing the complex, nonlinear dynamics of the boundary layer while at the same time incorporating physical constraints via a penalty obtained by a Partial Differential Equation (PDE). Simulation studies on a one-dimensional viscous fluid demonstrate how the proposed model is able to produce accurate forecasts while simultaneously accounting for energy loss. The application focuses on boundary layer data in a water tunnel with a PDE penalty derived from an appropriate simplification of the Navier-Stokes equations, showing improved forecasting by the proposed approach in terms of mass conservation and variability of velocity fluctuation against non-physics-informed methods. Supplementary materials for this article are available online, including a standardized description of the materials available for reproducing the work.