cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14588803
title: MapReader_railspace_London_imago_mundi_2025

description: MapReader Outputs

Railspace patches and text for London maps inferred with MapReader software using https://huggingface.co/Livingwithmachines/mr_resnest101e_finetuned_OS_6inch_2nd_ed_railspace on Ordnance Survey 6-inch-to-1-mile 2nd edition map sheets from the National Library of Scotland. 

How did we create the London polygon.

Our London polygon was defined as a 20 mile radius from a point in central London:



```python

# load point as geopandas geodataframe, for easy crs conversion

london = gpd.GeoDataFrame(

data = ["London"],

columns=["name"],

geometry=[Point(-0.1275, 51.507222)],

crs="EPSG:4326"

)


# convert to British National Grid, units are meters

london.to_crs("EPSG:27700", inplace=True)


# buffer 20 miles (32186 meters) around London centriod

london.geometry = london.geometry.buffer(32186)

```


Files:



100meter_patch_df.csv - 586,275 patches data

100meter_parent_df.csv - 329 maps metadata

railspace_predictions_patch_df.csv - 586,275 patches classified as either "no" or "railspace", 556,721 "no", 29,554 "railspace"

post_processed_railspace_predictions_patch_df.csv - 586,275 patches classified as either "no" or "railspace", 556,880 "no", 29,395 "railspace" 

geo_predictions_deduplicated_point.csv - georeferenced text spotting predictions for all maps with polygons simplified to points. This file only contains point data.

geo_predictions_deduplicated_centroid.csv - georeferenced text spotting predictions for all maps with polygons simplified to points. This file contains both polygons and point data for text spotting predictions but will load points as geometry by default, you can update this by setting the geometry as the `polygon` column.


Note: new columns have been added in post processed dataframe with updated label + label index "new_predicted_label" and "new_pred". This post-processing was done using MapReader's context-based post-processing tool [here](https://mapreader.readthedocs.io/en/latest/using-mapreader/step-by-step-guide/5-post-process.html#context-post-processing). We used default confidence threshold of 0.7.
DOI: 10.5281/zenodo.15101875
title: Thorium isotope and accumulation flux data for a set of west pacific sediments
DOI: 10.15468/dl.py6wrr
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Comephorus Lacepède, 1800"
 ]
}

 The dataset includes 191 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005425-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2k0q2d
title: CCDC 2354173: Experimental Crystal Structure Determination

description: Related Article: Connor W. Dalton, Paige M. Gannon, Werner Kaminsky, Douglas A. Reed |2024|Chemical Science|16|1147|doi:10.1039/D4SC04378B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k5bmq
title: CCDC 2358623: Experimental Crystal Structure Determination

description: Related Article: Bing-Yan liu, Zichun Zhang, Zhilin Song, Hongyi Yuan, Yuan-He Li, Zhongchao Zhang, Zhen Yang|2024|CSD Communication|||
description: Related Article: Bing-Yan Liu, Zi-Chun Zhang, Zhi-Lin Song, Hong-Yi Yuan, Yuan-He Li, Zhong-Chao Zhang, Zhen Yang 
 |2024|Angew.Chem.,Int.Ed.|64|e202415249|doi:10.1002/anie.202415249
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kk06c
title: CCDC 2369832: Experimental Crystal Structure Determination

description: Related Article: Shouxiang Zhang, Tze Cin Owyong, Oana Sanislav, Lukas Englmaier, Xiaojing Sui, Geqing Wang, David W. Greening, Nicholas A. Williamson, Andreas Villunger, Jonathan M. White, Begoña Heras, Wallace W. H. Wong, Paul R. Fisher, Yuning Hong|2024|Nat. Methods.|22|124|doi:10.1038/s41592-024-02507-z
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kk07d
title: CCDC 2369833: Experimental Crystal Structure Determination

description: Related Article: Shouxiang Zhang, Tze Cin Owyong, Oana Sanislav, Lukas Englmaier, Xiaojing Sui, Geqing Wang, David W. Greening, Nicholas A. Williamson, Andreas Villunger, Jonathan M. White, Begoña Heras, Wallace W. H. Wong, Paul R. Fisher, Yuning Hong|2024|Nat. Methods.|22|124|doi:10.1038/s41592-024-02507-z
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.28684367
title: Data corresponding to finalized Registered Report: 'Removing facial features from structural MRI images biases visual quality assessment'

description: A critical step before data-sharing of human neuroimaging is removing facial features to protect individuals' privacy. However, not only does this process redact identifiable information about individuals, but it also removes non-identifiable information. This introduces undesired variability into downstream analysis and interpretation. This registered report investigated the degree to which the so-called defacing altered the quality assessment of T1-weighted images of the human brain from the openly available “IXI dataset”. The effect of defacing on manual quality assessment was investigated on a single-site subset of the dataset (N=185). By comparing two linear mixed-effects models, we determined that four trained human raters' perception of quality was significantly influenced by defacing by modeling their ratings on the same set of images in two conditions: “nondefaced” (i.e., preserving facial features) and “defaced”. In addition, we investigated these biases on automated quality assessments by applying repeated-measures, multivariate ANOVA (rm-MANOVA) on the image quality metrics extracted with MRIQC on the full IXI dataset (N=581; three acquisition sites). This study found that defacing altered the quality assessments by humans and showed that MRIQC's quality metrics were mostly insensitive to defacing.Released under the CC BY-SA license.
DOI: 10.6084/m9.figshare.28684367.v1
title: Data corresponding to finalized Registered Report: 'Removing facial features from structural MRI images biases visual quality assessment'

description: A critical step before data-sharing of human neuroimaging is removing facial features to protect individuals' privacy. However, not only does this process redact identifiable information about individuals, but it also removes non-identifiable information. This introduces undesired variability into downstream analysis and interpretation. This registered report investigated the degree to which the so-called defacing altered the quality assessment of T1-weighted images of the human brain from the openly available “IXI dataset”. The effect of defacing on manual quality assessment was investigated on a single-site subset of the dataset (N=185). By comparing two linear mixed-effects models, we determined that four trained human raters' perception of quality was significantly influenced by defacing by modeling their ratings on the same set of images in two conditions: “nondefaced” (i.e., preserving facial features) and “defaced”. In addition, we investigated these biases on automated quality assessments by applying repeated-measures, multivariate ANOVA (rm-MANOVA) on the image quality metrics extracted with MRIQC on the full IXI dataset (N=581; three acquisition sites). This study found that defacing altered the quality assessments by humans and showed that MRIQC's quality metrics were mostly insensitive to defacing.Released under the CC BY-SA license.
DOI: 10.15468/dl.ncmhcy
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Larix sibirica Ledeb."
 ]
}

 The dataset includes 180 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005427-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86p46u
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremias suphani Basoglu & Hellmich, 1968"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005428-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p903jhon
title: Data Release: Coordinated efforts toward understanding a mortality event in wild passerines in the eastern United States: Responses, lessons learned and future recommendations

description: This data set describes post-mortem examination of avian species from a rapid response to a wildlife health event. We reported on the response to a 2021 mortality event in wild passerines in the eastern US. Early ground efforts by wildlife rehabilitators and veterinarians, with public participation, fueled rapid responses by government agencies including sample submission and evaluation, information sharing, and coordinated messaging. Extensive diagnostic evaluations failed to reveal a common cause, in part, because thorough epidemiologic investigations were lacking.
DOI: 10.15468/dl.kqpknk
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremias szczerbaki Eremchenko, Panfilov & Zarinenko, 1992"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005429-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69a8bn
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aralia merrillii C.B.Shang, Agave americana L., Cyperus rotundus L., Dalbergia sissoo Roxb. ex DC., Imperata cylindrica (L.) Raeusch., Lantana camara L., Launaea intybacea (Jacq.) Beauverd, Leucaena leucocephala (Lam.) de Wit, Nicandra physalodes (L.) Gaertn., Opuntia ficus-indica (L.) Mill., Parthenium hysterophorus L., Prosopis juliflora (Sw.) DC., Sesuvium portulacastrum (L.) L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Country is one of (Oman)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 66 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005431-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3x4p36
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "Geometry POLYGON((5.62134 51.90029,6.24671 51.90029,6.24671 52.17567,5.62134 52.17567,5.62134 51.90029))",
 "HasGeospatialIssue is false",
 "TaxonKey is Vulpes vulpes (Linnaeus, 1758)",
 "Year 2025-2025"
 ]
}

 The dataset includes 95 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005432-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17028/rd.lboro.28684439
title: Supplementary information files for "Effects of Dietary Nitrate Supplementation on High-Intensity Cycling Sprint Performance in Recreationally Active Adults: A Systematic Review and Meta-Analysis"

description: Supplementary files for article "Effects of Dietary Nitrate Supplementation on High-Intensity Cycling Sprint Performance in Recreationally Active Adults: A Systematic Review and Meta-Analysis"This systematic review and meta-analysis investigated the influence of dietary nitrate supplementation on performance metrics during cycling sprint exercise according to the PRISMA guidelines. Searches were conducted on MEDLINE, PubMed, ScienceDirect, Scopus, and SPORTDiscus databases up to September 2023. Inclusion criteria were healthy recreationally active men and women who consumed nitrate-rich and nitrate-deficient beetroot juice to assess performance outcomes of mean power, peak power, time-to-peak power, and minimum power during 30-s cycling sprints. Risk of bias was assessed using the Cochrane Risk of Bias 2 and TESTEX tools and funnel plots. A random effects model was performed on six studies and showed that dietary nitrate had significant effects on time-to-peak power (SMD: −0.66, 95% CI: −1.127 to −0.192, <i>p</i> = 0.006) but not on mean power, peak power, or minimum power. Subgroup analysis revealed that an acute low nitrate dose improved time-to-peak power (SMD: −0.977, 95% CI: −1.524 to −0.430, <i>p</i> &lt; 0.001) but not after a multiday moderate nitrate dose (SMD: −0.177, 95% CI: −0.619 to −0.264, <i>p</i> = 0.431). These data suggest that acute nitrate supplementation can benefit time-to-peak power during 30-s cycling sprints, but due to the limited availability of data and heterogeneity in methodology, these results should be interpreted with caution. There was insufficient data on women to analyze sex-based differences. Future studies are required to provide insight on how supplementation regimen and population impact the effects of dietary nitrate for enhancing cycling sprint performance.<br><br>©The Author(s) CC BY 4.0
DOI: 10.17028/rd.lboro.28684439.v1
title: Supplementary information files for "Effects of Dietary Nitrate Supplementation on High-Intensity Cycling Sprint Performance in Recreationally Active Adults: A Systematic Review and Meta-Analysis"

description: Supplementary files for article "Effects of Dietary Nitrate Supplementation on High-Intensity Cycling Sprint Performance in Recreationally Active Adults: A Systematic Review and Meta-Analysis"This systematic review and meta-analysis investigated the influence of dietary nitrate supplementation on performance metrics during cycling sprint exercise according to the PRISMA guidelines. Searches were conducted on MEDLINE, PubMed, ScienceDirect, Scopus, and SPORTDiscus databases up to September 2023. Inclusion criteria were healthy recreationally active men and women who consumed nitrate-rich and nitrate-deficient beetroot juice to assess performance outcomes of mean power, peak power, time-to-peak power, and minimum power during 30-s cycling sprints. Risk of bias was assessed using the Cochrane Risk of Bias 2 and TESTEX tools and funnel plots. A random effects model was performed on six studies and showed that dietary nitrate had significant effects on time-to-peak power (SMD: −0.66, 95% CI: −1.127 to −0.192, <i>p</i> = 0.006) but not on mean power, peak power, or minimum power. Subgroup analysis revealed that an acute low nitrate dose improved time-to-peak power (SMD: −0.977, 95% CI: −1.524 to −0.430, <i>p</i> &lt; 0.001) but not after a multiday moderate nitrate dose (SMD: −0.177, 95% CI: −0.619 to −0.264, <i>p</i> = 0.431). These data suggest that acute nitrate supplementation can benefit time-to-peak power during 30-s cycling sprints, but due to the limited availability of data and heterogeneity in methodology, these results should be interpreted with caution. There was insufficient data on women to analyze sex-based differences. Future studies are required to provide insight on how supplementation regimen and population impact the effects of dietary nitrate for enhancing cycling sprint performance.<br><br>©The Author(s) CC BY 4.0
DOI: 10.15468/dl.y6hs3j
title: Occurrence Download

description: A dataset containing 1759 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremias velox (Pallas, 1771)"
 ]
}

 The dataset includes 1759 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005434-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p98dmtan
title: Water quality modeling results of total phosphorus for the lower Boise River near Parma, Idaho 2002 - 2021

description: Three water-quality models were generated to estimate total phosphorus (TP) concentrations and loads from 2002 – 2021 in the Boise River near Parma, Idaho. A Weighted Regression on Time Discharge and Season (WRTDS) model and a Weighted Regression on Time Discharge and Season with Kalman filtering (WRTDS-K) model were generated using all observations within the study period to quantify rate of change in TP concentrations and loads. Further, these two models in addition to the Load ESTimator (LOADEST) model were generated using a subset of the observation data and evaluated on the observations withheld from model generation. The results of the models generated with all data are provided in one file ("full_mod_results.csv"), and the results of the models generated with a subset of the data are provided in a second file ("monthly_model_results.csv"). Mean daily discharge and observed total phosphorus are included in each file for comparison against model output.
DOI: 10.15468/dl.6pc63v
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pusa caspica (Gmelin, 1788)"
 ]
}

 The dataset includes 140 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005430-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15101842
title: Orbit feedback history of BEPCII

description: BEPCII underwent orbit feedback in June 2024, and the document contains all BPM and corrector magnet readings during the orbit feedback period.
DOI: 10.5281/zenodo.15101843
title: Orbit feedback history of BEPCII

description: BEPCII underwent orbit feedback in June 2024, and the document contains all BPM and corrector magnet readings during the orbit feedback period.
DOI: 10.5281/zenodo.15101554
title: Dataset Supporting "Integrated Approaches to Environmental Footprint Assessment Modeling for Development and Environmental Conservation in South Korea"
DOI: 10.5281/zenodo.15101555
title: Dataset Supporting "Integrated Approaches to Environmental Footprint Assessment Modeling for Development and Environmental Conservation in South Korea"
DOI: 10.57745/9uuncp
title: POST_F1R1V

description: :unav
DOI: 10.57745/aqzdjm
title: POST_F3R

description: :unav
DOI: 10.57745/awbniw
title: POST_M3B

description: :unav
DOI: 10.57745/exeemh
title: POST_F2R

description: :unav
DOI: 10.57745/hqinnc
title: POST_F2R2V

description: :unav
DOI: 10.57745/ht7jvs
title: PRE_F3R

description: :unav
DOI: 10.57745/jbyqgv
title: PRE_M3B3R

description: :unav
DOI: 10.57745/jc1umv
title: PRE_1R1V

description: :unav
DOI: 10.57745/l6zrgz
title: PRE_2R2V

description: :unav
DOI: 10.57745/lxosqi
title: PRE_F2R

description: :unav
DOI: 10.57745/mgdkhe
title: PRE_F3R3V

description: :unav
DOI: 10.57745/nx3kga
title: POST_F3R3V

description: :unav
DOI: 10.57745/ouhlfb
title: POST_M2B

description: :unav
DOI: 10.57745/sw91zl
title: POST_F1R

description: :unav
DOI: 10.57745/wluwa0
title: PRE_M3B

description: :unav
DOI: 10.57745/wnfnq4
title: POST_M3B3R

description: :unav
DOI: 10.57745/ynlgmt
title: PRE_M2B

description: :unav
DOI: 10.57745/zizyvm
title: PRE_F1R

description: :unav
DOI: 10.15468/dl.bjh68j
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Comephorus Lacepède, 1800"
 ]
}

 The dataset includes 191 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005437-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k23dap
title: Occurrence Download

description: A dataset containing 6367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is NLD.3.11_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Arthropoda",
 "Year is 2022"
 ]
}

 The dataset includes 6367 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005435-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grryf5
title: Occurrence Download

description: A dataset containing 74120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Carex pulicaris L."
 ]
}

 The dataset includes 74120 records from 568 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005419-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x86wj7
title: Occurrence Download

description: A dataset containing 771292 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Luscinia svecica (Linnaeus, 1758)",
 "Year 2005-2025"
 ]
}

 The dataset includes 771292 records from 740 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005409-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive150832.20241212.9.2
title: Vibrio cholerae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive150832.20251217.10
title: Vibrio cholerae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.