cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28616999
title: supp

description: swq wedw dew
DOI: 10.15468/dl.qa8jap
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Herbario COFC de la Universidad de Córdoba: colección general de plantas vasculares",
 "TaxonKey is Senecio vulgaris L."
 ]
}

 The dataset includes 146 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015204-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5rswk
title: Occurrence Download

description: A dataset containing 270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Tabebuia rosea (Bertol.) Bertero ex A.DC."
 ]
}

 The dataset includes 270 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015208-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvh4wu
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "DatasetKey is Herbario COFC de la Universidad de Córdoba: colección general de plantas vasculares",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio vulgaris L."
 ]
}

 The dataset includes 146 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015206-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhuddh
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-90.1682 20.79026,-90.15028 20.79149,-90.14817 20.82993,-90.1205 20.83165,-90.12155 20.84003,-90.17058 20.83855,-90.1682 20.79026))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 79 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015207-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wn8ax
title: Occurrence Download

description: A dataset containing 325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Zygia longifolia (Humb. & Bonpl. ex Willd.) Britton & Rose"
 ]
}

 The dataset includes 325 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015209-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48511/novrdf1a
title: Gray Creek Hydrometric (MCKGRA01H)

description: This dataset contains hydrometric and water temperature data for Gray Creek hydrometric station. This site is part of the Columbia Basin Water Monitoring Framework program (CBWMF). The CBWMF is a coordinated monitoring network that tracks how climate change and other impacts are affecting water supply for communities and ecosystems across the Canadian Columbia Basin region. Gray Creek was selected for monitoring as it supports multiple water users and improves geographic distribution and coverage of the East Shore of Kootenay Lake. The data is being collected to track the impacts of climate change on Columbia Basin water supply and support community climate adaptation.
DOI: 10.5258/soton/d2318
title: Dataset supporting the University of Southampton Doctoral thesis "How should wellbeing be measured in UK doctors? A salutogenic, consensus approach, towards a Core Outcome set for doctor wellbeing measurement"

description: This dataset supports the University of Southampton Doctoral thesis "How should wellbeing be measured in UK doctors? A salutogenic, consensus approach, towards a Core Outcome set for doctor wellbeing measurement" by Simons G 2022. This dataset contains: Systematic review (chapter 2).csv Expert survey (chapter 4).csv Regional doctor survey (chapter 5).csv Regional doctor survey readme.txt National survey (chapter 6).csv National survey readme.txt Delphi survey (chapter 8).csv Licence:CC BY NC
DOI: 10.15468/dl.x88nvx
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Puma concolor (Linnaeus, 1771)"
 ]
}

 The dataset includes 322 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015210-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7274/28544945
title: Higher Categories of Push-Pull Spans and Applications to Topological Quantum Field Theories

description: In this project we attempt a formalization of Rozansky-Witten models in the functorial field theory framework. Motivated by work of Calaque-Haugseng-Scheimbauer, we construct a family of symmetric monoidal (infinity,3)-categories PP(C; Q), parametrized by an infinity-category C with finite limits and a representable functor Q : C^op --&gt; CAlg(Cat_infinity) with pushforwards, which contains correspondences in C with local systems in Q that compose via a push-pull formula. We apply this general construction to provide an approximation CRW to the 3-category of Rozansky-Witten models whose existence was conjectured by Kapustin-Rozansky-Saulina. This approximation behaves like a non-deformed or ``commutative'' version of the conjectured 3-category. We also prove some 2-dimensional dualizability results about CRW and explore the connections with work of Brunner-Carqueville-Fragkos-Roggenkamp on matrix factorizations, which are known to model the affine Rozansky-Witten models.
DOI: 10.7274/28544945.v1
title: Higher Categories of Push-Pull Spans and Applications to Topological Quantum Field Theories

description: In this project we attempt a formalization of Rozansky-Witten models in the functorial field theory framework. Motivated by work of Calaque-Haugseng-Scheimbauer, we construct a family of symmetric monoidal (infinity,3)-categories PP(C; Q), parametrized by an infinity-category C with finite limits and a representable functor Q : C^op --&gt; CAlg(Cat_infinity) with pushforwards, which contains correspondences in C with local systems in Q that compose via a push-pull formula. We apply this general construction to provide an approximation CRW to the 3-category of Rozansky-Witten models whose existence was conjectured by Kapustin-Rozansky-Saulina. This approximation behaves like a non-deformed or ``commutative'' version of the conjectured 3-category. We also prove some 2-dimensional dualizability results about CRW and explore the connections with work of Brunner-Carqueville-Fragkos-Roggenkamp on matrix factorizations, which are known to model the affine Rozansky-Witten models.
DOI: 10.15468/dl.xfnsmw
title: Occurrence Download

description: A dataset containing 726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Costa Rica",
 "TaxonKey is Leopardus pardalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 726 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015212-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.keu66d
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Peltogyne purpurea Pittier"
 ]
}

 The dataset includes 104 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015211-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2s7j6
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Jacaranda Juss."
 ]
}

 The dataset includes 189 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015215-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5258/soton/d2598
title: Data supporting the University of Southampton Doctoral Thesis "Robust optimization technique for hydropower optimization"

description: This data supports the University of Southampton Doctoral thesis "Robust Optimization Technique for Hydropower Optimization" by J Badrodin. The data are available in the literature (Anghileri, Castelletti et al., 2018) and on the website https://www.kraftwerkemattmarkag.ch/anlagen/. We made reasonable assumptions whenever information was not publicly available. The inflow scenarios used in the training and validation set were stochastically generated using the model published in Anghileri, Castelletti et al., 2018.
DOI: 10.15468/dl.mthxyj
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpelimus subtilis (Erichson, 1839)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 299 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015218-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p13cutbu
title: Site Amplification Factors for the Walnut Creek and Concord Regions of the San Francisco Bay, California

description: This data release contains rasterized data sets of point values of site amplification for the Walnut Creek and Concord regions of the San Francisco east bay. Hartzell et al. (2024) covers the associated field work and the source-site inversion method used to obtain the site response spectra. Site amplification values are given for the geometric average over four frequency ranges (0.5 to 1 Hz, 1 to 2 Hz, 2 to 4 Hz, and 4 to 6 Hz) and two ground-motion data sets. The two data sets consist of earthquakes recorded for a two-year period from 2017 to 2019 for the two cases: (1) earthquakes whose epicenters fall within 10 km of the center of the study area, and (2) all well-recorded local earthquakes regardless of distance. The second case leads to greater amplification over a larger area due to increased surface wave development from the more distant sources. Site response spectra were obtained at 37 stations distributed across the study area. The geometric average values within the selected frequency bands are spatially interpolated using the natural neighbor scheme of Sibson (1981). The interpolation algorithm uses only a subset of samples that surround a query point, and interpolated values are guaranteed to be within the range of the samples used. It does not infer trends and will not produce peaks, pits, ridges, or valleys that are not already represented by the input samples. Figures 1 and 2 in the attached files section show images of the rasterized values for the two data sets.

Reference List:
 
     Hartzell, S., Leeds, A.L.,Ramirez-Guzman, L., Langenheim, V., and Schmitt, R.G., 2024, Site Response in the Walnut Creek–Concord Region of San Francisco Bay, California: Ground‐Motion Amplification in a Fault‐Bounded Basin: Bulletin of the Seismological Society of America, 114 (5): 2668–2686, https://doi.org/10.5066/P13CUTBU
     Sibson, R., 1981, A Brief Description of Natural Neighbor Interpolation: Barnett, V., Ed., Interpreting Multivariate Data, John Wiley & Sons, New York, 21-36.
DOI: 10.15468/dl.ygx3bg
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Opostomias micripnus (Günther, 1878), Opostomias mitsuii Imai, 1941)"
 ]
}

 The dataset includes 235 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015217-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5258/soton/d2764
title: Dataset supporting the publication "Live imaging of laser machining via plasma deep learning"

description: This dataset supports the publication: James A. Grant-Jacob, Ben Mills, and Michalis N. Zervas, "Live imaging of laser machining via plasma deep learning," Opt. Express 31, 42581-42594 (2023) https://doi.org/10.1364/OE.507708 This dataset contains pictures and figures data that supports the article: -Picture1.jpg Fig. 1. Schematic of the experimental setup along with an example set of experimental plasma images and associated experimental images of the laser machined sample before and after the laser pulse. -Picture2.jpg Fig. 2. (a) Schematic of the U-net architecture used for the generator for both neural network models used in this work. Loss for the generator for predicting the (b) before and (c) after images during the training process. There were 2000 iterations per epoch. An example of (d) plasma and corresponding experimental and predicted images before and after ablation for 100, 150, 200 and 250 epochs, with the average of all test data L1 losses labelled on the images. -Data_2.txt Fig. 2. L1 data for average test before and after ablation. -Picture3.png Fig. 3. A single example of a real-time prediction, with a comparison to the associated experimental result, shown as a process flowchart. Neural network 1 predicts the appearance of the sample before the laser pulse, and neural network 2 predicts the appearance of the sample after the laser pulse. -Picture4.jpg Fig. 4. Ten sequential laser pulses and the associated experimental and generated before and after images of the sample, with and without masking of the region corresponding the spatial extent of the laser pulse. Pulse 10 in this figure was used for the Fig. 2 schematic. -Picture5.jpg Fig. 5. One hundred examples of experimental plasma images, taken from sequential laser pulses, with the pulse number and scale bar included in each image. -Picture6.png Fig. 6. Average absolute difference between (a) E1 and P1, (b) E2 and P2, (c) E1 and E2, and (d) P1 and P2 (where E1 = experimental before, E2 = experimental after, P1 = predicted before, P2 = predicted after). The figure therefore shows the prediction error for (a) before and (b) after the laser pulse, and (c) the real change and (d) the predicted change in the sample appearance due to the laser pulse. -Picture7.png Fig 7. Comparison of neural network capability in predicting the after image via a direct and indirect route. Showing (a) a flowchart describing the direct and indirect prediction route, the average images for (b) plasma, (c) direct after prediction, (d) before prediction and (e) indirect after prediction, and prediction errors for the (f) direct and (g) indirect routes. Licence: CC-BY Related projects: EPSRC grant EP/P027644/1 EPSRC grant EP/T026197/1 EPSRC grant EP/W028786/1
DOI: 10.60656/575d676c071e466c
title: Custom collection of classification data from Granada on 13 Nov 2024
DOI: 10.15468/dl.vdaxqt
title: Occurrence Download

description: A dataset containing 20235 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Procnias nudicollis (Vieillot, 1817)"
 ]
}

 The dataset includes 20235 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015222-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-24860
title: Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19

description: LAPD Records - Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.25549/independent-c69-24785
title: Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19

description: LAPD Records - Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.58ccdq
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinorhinidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 102 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059681-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3vtyk
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arabidopsis thaliana (L.) Heynh.",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((25 -3,25 16,54 16,54 -3,25 -3))"
 ]
}

 The dataset includes 45 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000592-150827100048397/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-24838
title: Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19

description: LAPD Records - Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.5pvuvc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Halichoeres nigrescens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188562-230224095556074/datasets/export for details.
DOI: 10.15468/dl.x5penj
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iceland",
 "Geometry POLYGON((-23.027343 64.529548,-23.027343 63.528970,-20.039062 63.528970,-20.039062 64.529548,-23.027343 64.529548))",
 "EstablishmentMeans is NATIVE",
 "Year is less than or equal to 1995"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000592-150912100344238/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-24826
title: Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19

description: LAPD Records - Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.6eevqy
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84)",
 "TaxonKey is Manis pentadactyla Linnaeus, 1758"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188529-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.