cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.35077/ace-far
title: Neuron Morphology data in .swc format from Patch-seq experiments in human neocortex, Cell ID 1004840721

description: Human neocortical neurons display diverse morphology, physiology and gene expression profiles. We use a method called Patch-seq, where these three data modalities are assayed simultaneously from the same neuron, to understand how the genetic profile of human neocortical neuron types corresponds to their morphological and electrophysiological phenotypes. This collection may contain image stacks (TIFF), reconstruction files in image space (.swc, µm), a transformed file (.swc, µm) oriented so that the y axis extends vertically towards the pia surface, and a marker file (.marker, µm) indicating nodes where dendrites were truncated (10), reconstruction was not continued (20), or surface of tissue was closest to soma (30).
description: https://www.protocols.io/view/patch-seq-recording-and-extraction-detailed-protoc-5qpvoyb2bg4o/v2, https://www.protocols.io/view/3d-reconstruction-of-neurons-in-vaa3d-v-3-36wgq5683gk5/v3
description: DATASET METADATA: title:'Neuron Morphology data in .swc format from Patch-seq experiments in human neocortex, Cell ID 1004840721', GeneralModality:'cell morphology', Technique:'Patch-seq' SPECIMEN METADATA: LocalID:'H20.28.001', Species:'Human', NCBITaxonomy:'NCBI:txid9606', Age:'69.0', Ageunit:'Years', Sex:'Female', OrganName:'Brain', SampleLocalID:'1004840721.0', Atlas:'Ding, Song-Lin et al. “Comprehensive cellular-resolution atlas of the adult human brain.” The Journal of comparative neurology vol. 524,16 (2016): 3127-481. doi:10.1002/cne.24080', Locations:'CeG' INSTRUMENT METADATA: MicroscopeType:'Brightfield', MicroscopeManufacturerAndModel:'Zeiss AxioImager Z2 microscope', ObjectiveImmersion:'Oil' IMAGE METADATA: xAxis:'NA', yAxis:'NA', zAxis:'NA', Number:'NA', displayColor:'NA', stepSizeX:'0.114', stepSizeY:'0.114', stepSizeZ:'0.44'
DOI: 10.34740/kaggle/dsv/4732981
title: Correlation Comparison in Visualizations Dataset
DOI: 10.5281/zenodo.7448485
title: Cowpea drought stress application at early vegetative stage 2022 - screen 02 - day 02 - raw image data

description: Cowpea (<em>Vigna unguiculata</em>) miniCore accessions were screened for responses to drought stress at early vegetative stress. The cowpea seedlings were exposed to drought stress at 17 days after germination using the weight of the pot and AAWEsmo device, developed in Julkowska Lab, Boyce Thompson Institute. The seedlings were kept at 60 and 10% of soil water holding capacity for 2 weeks and the data on cowpea shoot size, evapotranspiration and photosystem II efficiency was collected. This dataset represents the images collected for Screen number 02 and day 02 after drought stress application.
DOI: 10.5281/zenodo.7448484
title: Cowpea drought stress application at early vegetative stage 2022 - screen 02 - day 02 - raw image data

description: Cowpea (<em>Vigna unguiculata</em>) miniCore accessions were screened for responses to drought stress at early vegetative stress. The cowpea seedlings were exposed to drought stress at 17 days after germination using the weight of the pot and AAWEsmo device, developed in Julkowska Lab, Boyce Thompson Institute. The seedlings were kept at 60 and 10% of soil water holding capacity for 2 weeks and the data on cowpea shoot size, evapotranspiration and photosystem II efficiency was collected. This dataset represents the images collected for Screen number 02 and day 02 after drought stress application.
DOI: 10.5281/zenodo.7448260
title: Deep Geo Stat WP3 Land Use Change Detection Dataset

description: This dataset is created as part of work package WP3 of the Deep Geo Stat project, as part of the ESS topic B5674-2020-GEOS (project 101033951: 2020-NL-GEOS-DEEP-GEO-STAT). The objective was to research whether a Siamese Convolutional Neural Network (SCNN) could be used to automatically detect changes in land use. At Statistics Netherlands, every few years, the so-called "Bestand Bodemgebruik" (BBG) is created, which is a file containing information about the land use of the Netherlands for a given year. The country is split up into many polygons, whereby each polygon is labelled with the most common type of land use for that specific area. Creating the BBG is a time-consuming process and the assumption is that it can be speed up if we can automatically detect the changes in land use. During the research, SCCNs were created to decide the changes in land use for three classes. The SCCN models were then applied to the whole of The Netherlands. The results were then converted to GIS files. This dataset contains the GIS files for the classes 34 (building sites), 51 (other agricultural), and 60 (forest). These files can be loaded in QGIS, for example. Each polygon contains the prediction as it rolls out of the model to which we add the label (0: changed, 1: unchanged). Predictions are made on polygons that belonged to the specific class in 2017 and the new label is the prediction for 2018 and 2020.
DOI: 10.5281/zenodo.7448259
title: Deep Geo Stat WP3 Land Use Change Detection Dataset

description: This dataset is created as part of work package WP3 of the Deep Geo Stat project, as part of the ESS topic B5674-2020-GEOS (project 101033951: 2020-NL-GEOS-DEEP-GEO-STAT). The objective was to research whether a Siamese Convolutional Neural Network (SCNN) could be used to automatically detect changes in land use. At Statistics Netherlands, every few years, the so-called "Bestand Bodemgebruik" (BBG) is created, which is a file containing information about the land use of the Netherlands for a given year. The country is split up into many polygons, whereby each polygon is labelled with the most common type of land use for that specific area. Creating the BBG is a time-consuming process and the assumption is that it can be speed up if we can automatically detect the changes in land use. During the research, SCCNs were created to decide the changes in land use for three classes. The SCCN models were then applied to the whole of The Netherlands. The results were then converted to GIS files. This dataset contains the GIS files for the classes 34 (building sites), 51 (other agricultural), and 60 (forest). These files can be loaded in QGIS, for example. Each polygon contains the prediction as it rolls out of the model to which we add the label (0: changed, 1: unchanged). Predictions are made on polygons that belonged to the specific class in 2017 and the new label is the prediction for 2018 and 2020.
DOI: 10.5281/zenodo.7448589
title: Clusters of interactions common between the Parkinson's disease map and the Ageing map

description: This set of files was generated using the script demonstrating the use of MINERVA Net repository. The script is available under: https://gitlab.lcsb.uni.lu/minerva/api-scripts/-/blob/master/R/API-minervanet.R The diagrams should be opened with the CellDesigner software (https://www.celldesigner.org/).
DOI: 10.25989/03pm-3b96
title: Materials Experiment and Analysis Database: Electrochemistry analysis in which 0 sub-analyses are performed on plate(s) containing Ti,Ni,Ar annealed at 550.0C to add O on 2017-01-13 from Analysis 20170113.155246

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20170113.155246.copied-20170113221412007PST.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/03pm-3b96/20170113.155246.copied-20170113221412007PST.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/dszf-e439
title: Materials Experiment and Analysis Database: Inkjet chemical deposition measurements containing 0 files performed on plate containing Bi,Mn,Sm,Ni annealed at 600.0C to add O on 2015-07-10 from Run 20150710.093600

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20150710.093600.copied-20180926220228395PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/dszf-e439/20150710.093600.copied-20180926220228395PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/tg1v-8f71
title: Materials Experiment and Analysis Database: Inkjet chemical deposition measurements containing 0 files performed on plate containing Cu,Mn,Sn,Ca,Co annealed at 350.0C to add O on 2015-10-08 from Run 20151008.135300

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20151008.135300.copied-20180926223748636PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/tg1v-8f71/20151008.135300.copied-20180926223748636PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/347s-yy95
title: Materials Experiment and Analysis Database: Inkjet chemical deposition measurements containing 0 files performed on plate containing Mn,Fe,Ta,Sn,Co,Ca annealed at 550.0C to add O on 2015-10-08 from Run 20151008.163100

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20151008.163100.copied-20180926222247043PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/347s-yy95/20151008.163100.copied-20180926222247043PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/761r-m292
title: Materials Experiment and Analysis Database: X-ray fluorescence analysis in which 0 sub-analyses are performed on plate(s) containing In,Mn,Cu annealed at 300.0C to add S on 2017-03-24 from Analysis 20170324.143238

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20170324.143238.copied-20170324224155394PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/761r-m292/20170324.143238.copied-20170324224155394PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/19ra-ay23
title: Materials Experiment and Analysis Database: Inkjet chemical deposition measurements containing 0 files performed on plate containing Mg,Mn,Co annealed at 550.0C to add O on 2017-09-21 from Run 20170921.104500

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20170921.104500.copied-20180927015509388PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/19ra-ay23/20170921.104500.copied-20180927015509388PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/24c3-0394
title: Materials Experiment and Analysis Database: Electrochemistry measurements containing 915 files performed on plate containing Mn,Fe,Ni,Cu,Co,Zn annealed at 450.0C to add O on 2017-12-16 from Run 20171215.172857

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20171215.172857.copied-20171216220516565PST.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/24c3-0394/20171215.172857.copied-20171216220516565PST.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/yb3b-vc03
title: Materials Experiment and Analysis Database: Electrochemistry measurements collected from 4 run(s) performed on plate(s) containing Mn,V,Ar,O annealed at 550.0C to add O on 2017-02-11 from Experiment 20170210.165723

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20170210.165723.copied-20170210220626697PST.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/yb3b-vc03/20170210.165723.copied-20170210220626697PST.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/nxm5-6t94
title: Materials Experiment and Analysis Database: X-ray fluorescence measurements containing 135 files performed on plate containing Cu,Fe,In,Sn annealed at 400.0C to add S on 2017-01-26 from Run 20170126.122206

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20170126.122206.copied-20170201220237053PST.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/nxm5-6t94/20170126.122206.copied-20170201220237053PST.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/tbwg-4p78
title: Materials Experiment and Analysis Database: Inkjet chemical deposition measurements containing 0 files performed on plate containing Zn,Mg,Ca,Mn,Co,Ta annealed at 550.0C to add O on 2017-09-21 from Run 20170921.104500

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20170921.104500.copied-20180927013530326PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/tbwg-4p78/20170921.104500.copied-20180927013530326PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/ewdm-wg30
title: Materials Experiment and Analysis Database: Inkjet chemical deposition analysis in which 0 sub-analyses are performed on plate(s) containing Y,Mg,Ca,Mn,Co,Ta annealed at 750.0C to add O on 2017-10-23 from Analysis 20171023.152000

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20171023.152000.copied-20180927020015937PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/ewdm-wg30/20171023.152000.copied-20180927020015937PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/a1bt-4406
title: Materials Experiment and Analysis Database: Parallel electrochemistry measurements containing 1 files performed on plate containing Sn,Fe,Cu,Mn,Co,Ta annealed at 400.0C to add O on 2017-03-16 from Run 20170316.143009

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20170316.143009.copied-20180523174024396PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/a1bt-4406/20170316.143009.copied-20180523174024396PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/p2kf-ja39
title: Materials Experiment and Analysis Database: Inkjet chemical deposition measurements containing 0 files performed on plate containing Ni,Co,Gd,Mg,Ce annealed at 350.0C to add O on 2014-10-10 from Run 20141009.172700

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20141009.172700.copied-20180926200342298PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/p2kf-ja39/20141009.172700.copied-20180926200342298PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/mwjq-fx89
title: Materials Experiment and Analysis Database: Inkjet chemical deposition analysis in which 0 sub-analyses are performed on plate(s) containing Bi,Mn,Gd,Sm,Co annealed at 950.0C to add O on 2014-01-14 from Analysis 20140114.105900

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20140114.105900.copied-20180926170645400PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/mwjq-fx89/20140114.105900.copied-20180926170645400PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.25989/9qxy-2811
title: Materials Experiment and Analysis Database: Optical spectroscopy measurements containing 12 files performed on plate containing V,Ce,Bi,Ar,O annealed at 550.0C to add O on 2017-07-24 from Run 20170724.113111

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20170724.113111.copied-20170724220223746PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/9qxy-2811/20170724.113111.copied-20170724220223746PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.