Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
7,195
datasets available to search
ShareScore release 0.9.0
Dataset results
7,195 results for “SET”
Data set of study The role of REM sleep in consolidating executive function: a prefrontal cortex perspective
Open the record for dataset details and reuse information.
Data sets for the MSCA project ElectronsOnRun
<p>Data created during MSCA project ElectronsOnRun. </p>
Classic General Maps of the Survey of India (not in sets) for download
<p><strong>General Maps of the Survey of India (not in sets)</strong></p> <p><br>This is a small sample of the many general maps issued over the years by the Survey of India. Such maps were issued on a wide variety of topics, and were often updated periodically as the situation changed.</p> <p>There is one map name on each line, and each name is a link. <strong>Click on any link and the map will download to your computer.</strong></p> <table> <tbody> <tr> <td><a href="https://zenodo.org/records/13906098/files/1851%20Index%20Map%20of%20Revenue%20Survey%20Districts%20in%20the%20North%20Western%20Provinces.jpeg?download=1">1851 Index Map of Revenue Survey Districts in the North Western Provinces.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1853%20Twenty-four%20Pergunnahs%20and%20Soondurbuns%20by%20Smyth.jpeg?download=1">1853 Twenty-four Pergunnahs and Soondurbuns by Smyth.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1855%20Oudh%20and%20Adjacent%20Districts.jpeg?download=1">1855 Oudh and Adjacent Districts.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1855%20Physical%20and%20Geological%20Features%20of%20British%20India%20NW%20sheet.jpeg?download=1">1855 Physical and Geological Features of British India NW sheet.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1855%20Physical%20and%20Geological%20Features%20of%20British%20India%20SE%20Sheet.jpg?download=1">1855 Physical and Geological Features of British India SE Sheet.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1855%20Physical%20and%20Geological%20Features%20of%20British%20India%20SW%20Sheet.jpg?download=1">1855 Physical and Geological Features of British India SW Sheet.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1855%20Sketch%20Map%20of%20Saugor%20Division%20and%20Adjoining%20Countries.jpeg?download=1">1855 Sketch Map of Saugor Division and Adjoining Countries.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1856%20Map%20Shewing%20Disposition%20of%20Bengal%20Army%20March%201856.jpeg?download=1">1856 Map Shewing Disposition of Bengal Army March 1856.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1857%20Cawnpoor%20Cantonments%20Civil%20Station%20and%20Environs.jpg?download=1">1857 Cawnpoor Cantonments Civil Station and Environs.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1857%20Country%20Bordering%20the%20Great%20Trunk%20Road%20between%20Benares%20and%20Dehli.jpeg?download=1">1857 Country Bordering the Great Trunk Road between Benares and Dehli.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1857%20Sketch%20Map%20of%20the%20Upper%20Meranzai%20and%20Koorum%20Valleys.jpg?download=1">1857 Sketch Map of the Upper Meranzai and Koorum Valleys.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1859%20Map%20of%20Kashmir%20with%20Adjacent%20Mountains%20by%20Montgomerie.jpg?download=1">1859 Map of Kashmir with Adjacent Mountains by Montgomerie.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1861%20Jamoo%20Kashmir%20and%20adjacent%20Districts%20by%20Montgomerie.jpeg?download=1">1861 Jamoo Kashmir and adjacent Districts by Montgomerie.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1862%20North%20Eastern%20Frontier%20with%20Burma%20and%20China.jpeg?download=1">1862 North Eastern Frontier with Burma and China.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1863%20Kashmir%20Route%20Map%20by%20Montgomerie.jpeg?download=1">1863 Kashmir Route Map by Montgomerie.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1864%20Kashmir%20Route%20Map%20by%20Montgomerie.jpeg?download=1">1864 Kashmir Route Map by Montgomerie.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1871%20Eastern%20British%20Frontier%20bordering%20on%20Burmah%20and%20Munneepoor.jpg?download=1">1871 Eastern British Frontier bordering on Burmah and Munneepoor.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1874%20Preliminary%20Map%20of%20Bhootan.jpeg?download=1">1874 Preliminary Map of Bhootan.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1876%20District%20between%20Oxus%20River%20and%20Indus%20River%20by%20Biddulph.jpeg?download=1">1876 District between Oxus River and Indus River by Biddulph.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1876%20Districts%20Tipperah%20and%20Noacolly%20including%20Hill%20Tipperah.pdf?download=1">1876 Districts Tipperah and Noacolly including Hill Tipperah.pdf</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1879%20Dehra%20Dun%20and%20Siwaliks.jpg?download=1">1879 Dehra Dun and Siwaliks.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1879%20Western%20Hundes%20and%20Tihri%20Garhwal%20(Nilang%20and%20Jadhganga).jpg?download=1">1879 Western Hundes and Tihri Garhwal (Nilang and Jadhganga).jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1880%20District%20Mymensingh.jpeg?download=1">1880 District Mymensingh.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1880%20Preliminary%20Chart%20of%20Kumaon%20and%20Garhwal%20Series%20Trigonometrical%20Branch%20Survey%20of%20India%20Seasons%201864-78.jpg?download=1">1880 Preliminary Chart of Kumaon and Garhwal Series Trigonometrical Branch Survey of India Seasons 1864-78.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1880%20Skeleton%20Map%20of%20Panjab%20and%20Surrounding%20Countries.jpeg?download=1">1880 Skeleton Map of Panjab and Surrounding Countries.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1882%20India%20Showing%20Missionary%20Stations.jpg?download=1">1882 India Showing Missionary Stations.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1889%20Afghanistan%20scale%201%20inch%20%3D%2024%20miles%20.jpeg?download=1">1889 Afghanistan scale 1 inch = 24 miles .jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13917288/files/1891%20Skeleton%20Map%20of%20Afghanistan%20and%20Punjab%20Frontier%20by%20Survey%20of%20India.jpg?download=1">1891 Skeleton Map of Afghanistan and Punjab Frontier by Survey of India.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1891%20Skeleton%20Map%20of%20Baluchistan%20and%20Sind%20Frontier%20by%20Survey%20of%20India.jpg?download=1">1891 Skeleton Map of Baluchistan and Sind Frontier by Survey of India.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1891%20Skeleton%20Map%20of%20Burma%20and%20Assam%20Frontier%20by%20Survey%20of%20India.jpg?download=1">1891 Skeleton Map of Burma and Assam Frontier by Survey of India.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1892%20Map%20to%20accompany%20Preliminary%20Report%20on%20the%20Chin-Lushai%20Country.jpg?download=1">1892 Map to accompany Preliminary Report on the Chin-Lushai Country.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1892%20South%20Western%20Asia--Part%20of%20Persia%20Sheet%20No%2070%20by%20Survey%20of%20India.jpg?download=1">1892 South Western Asia--Part of Persia Sheet No 70 by Survey of India.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1899%20Chart%20of%20Triangulation--No%2021%20Party%20Northern%20Shan%20States--Survey%20of%20India.jpg?download=1">1899 Chart of Triangulation--No 21 Party Northern Shan States--Survey of India.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1903%20Military%20Map%20of%20India?download=1">1903 Military Map of India</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1912%20Provincial%20Map%20of%20Bengal%20Bihar%20Orissa%20Assam.jpg?download=1">1912 Provincial Map of Bengal Bihar Orissa Assam.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1914%20Aden%20Protectorate%20by%20Survey%20of%20India.jpg?download=1">1914 Aden Protectorate by Survey of India.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1917%20Map%20of%20Arabia%20and%20the%20Persian%20Gulf%20by%20Survey%20of%20India.jpg?download=1">1917 Map of Arabia and the Persian Gulf by Survey of India.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1927%20Moulmein%20Guide%20Map.jpg?download=1">1927 Moulmein Guide Map.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1928%20India%20and%20Adjacent%20Countries%20scale%201%22%3D32miles.jpeg?download=1">1928 India and Adjacent Countries scale 1"=32miles.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1939%20Conventional%20Signs%20for%20Topographical%20Maps%20of%20the%20Survey%20of%20India.jpg?download=1">1939 Conventional Signs for Topographical Maps of the Survey of India.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1942%20India%20showing%20Railways.jpg?download=1">1942 India showing Railways.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1943%20Mhow%20Manoeuvre%20Map.jpg?download=1">1943 Mhow Manoeuvre Map.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1944%20Rangoon%20Guide%20Map.pdf?download=1">1944 Rangoon Guide Map.pdf</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1950%20India%20showing%20Indian%20States%20under%20the%20New%20Constitution.jpg?download=1">1950 India showing Indian States under the New Constitution.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1963%20Political%20Map%20of%20India.jpg?download=1">1963 Political Map of India.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1990%20Map%20of%20Oude%20and%20Allahabad%20and%20adjacent%20areas%20circa%201780.jpg?download=1">1990 Map of Oude and Allahabad and adjacent areas circa 1780.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/1991%20Motoring%20Map%20of%20India.jpg?download=1">1991 Motoring Map of India.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/Aden%20Protectorate%20(1914).jpg?download=1">Aden Protectorate (1914).jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/Arabia%20and%20the%20Persian%20Gulf%20(1917).jpg?download=1">Arabia and the Persian Gulf (1917).jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/Index%20Map%20of%20Revenue%20Survey%20Districts%20in%20North%20Western%20Provinces%20and%20Oudh%20(1851).jpg?download=1">Index Map of Revenue Survey Districts in North Western Provinces and Oudh (1851).jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/India%20and%20Adjacent%20Countries%20(1928).jpg?download=1">India and Adjacent Countries (1928).jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/Madras%20Town%20topographical%20map%20(1929).jpg?download=1">Madras Town topographical map (1929).jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/Military%20Map%20of%20India%20(1857).jpg?download=1">Military Map of India (1857).jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/North-West%20Frontier%20Province%20(1933).jpg?download=1">North-West Frontier Province (1933).jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/Sheet%20No%2070%20South%20Western%20Asia%20(1892).jpg?download=1">Sheet No 70 South Western Asia (1892).jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/Shikar%20Map%20of%20Kashmir%20Valley.jpeg?download=1">Shikar Map of Kashmir Valley.jpeg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906098/files/Sketch%20Map%20Shewing%20the%20Disposition%20of%20Bengal%20Army%20for%20March%201856%20by%20Qr.%20Mr.%20Genl%20of%20the%20Army.jpg?download=1">Sketch Map Shewing the Disposition of Bengal Army for March 1856 by Qr. Mr. Genl of the Army.jpg</a></td> </tr> </tbody> </table>
Classic 19th century Asian National Boundary Maps In Sets for download
<p><strong>Asia National Boundary Maps in Sets</strong></p> <p>A total of 17 maps, delineating the boundaries between the Kingdom of Siam and British Tenasserim in 1897; between Burma and Siam in 1897; and between Burma and China in 1900.</p> <p>There is one map name on each line, and each name is a link. <strong>Click on any link and the map will download to your computer.</strong></p> <table> <tbody> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Boundary%20between%20Kingdom%20of%20Siam%20and%20British%20Tenasserim%20sheet%201%20by%20Bagge.jpg?download=1">1897 Boundary between Kingdom of Siam and British Tenasserim sheet 1 by Bagge.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Boundary%20between%20Kingdom%20of%20Siam%20and%20British%20Tenasserim%20sheet%202%20by%20Bagge.jpg?download=1">1897 Boundary between Kingdom of Siam and British Tenasserim sheet 2 by Bagge.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Boundary%20between%20Kingdom%20of%20Siam%20and%20British%20Tenasserim%20sheet%203%20by%20Bagge.jpg?download=1">1897 Boundary between Kingdom of Siam and British Tenasserim sheet 3 by Bagge.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Boundary%20between%20Kingdom%20of%20Siam%20and%20British%20Tenasserim%20sheet%204%20by%20Bagge.jpg?download=1">1897 Boundary between Kingdom of Siam and British Tenasserim sheet 4 by Bagge.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Boundary%20between%20Kingdom%20of%20Siam%20and%20British%20Tenasserim%20sheet%205%20by%20Bagge.jpg?download=1">1897 Boundary between Kingdom of Siam and British Tenasserim sheet 5 by Bagge.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Boundary%20between%20Kingdom%20of%20Siam%20and%20British%20Tenasserim%20sheet%206%20by%20Bagge.jpg?download=1">1897 Boundary between Kingdom of Siam and British Tenasserim sheet 6 by Bagge.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Burma-Siam%20Boundary%20sheet%201.jpg?download=1">1897 Burma-Siam Boundary sheet 1.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Burma-Siam%20Boundary%20sheet%202.jpg?download=1">1897 Burma-Siam Boundary sheet 2.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Burma-Siam%20Boundary%20sheet%203.jpg?download=1">1897 Burma-Siam Boundary sheet 3.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Burma-Siam%20Boundary%20sheet%204.jpg?download=1">1897 Burma-Siam Boundary sheet 4.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Burma-Siam%20Boundary%20sheet%205.jpg?download=1">1897 Burma-Siam Boundary sheet 5.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1897%20Burma-Siam%20Boundary%20sheet%206.jpg?download=1">1897 Burma-Siam Boundary sheet 6.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1900%20Burma-China%20Boundary%20Commission%20sheet%20A.jpg?download=1">1900 Burma-China Boundary Commission sheet A.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1900%20Burma-China%20Boundary%20Commission%20sheet%20B.jpg?download=1">1900 Burma-China Boundary Commission sheet B.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1900%20Burma-China%20Boundary%20Commission%20sheet%20C.jpg?download=1">1900 Burma-China Boundary Commission sheet C.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1900%20Burma-China%20Boundary%20Commission%20sheet%20D.jpg?download=1">1900 Burma-China Boundary Commission sheet D.jpg</a></td> </tr> <tr> <td><a href="https://zenodo.org/records/13906088/files/1900%20Burma-China%20Boundary%20Commission%20sheet%20E.jpg?download=1">1900 Burma-China Boundary Commission sheet E.jpg</a></td> </tr> </tbody> </table>
DWUG DE Sense: A data set of historical word sense annotations in German
<p>This data collection contains a subset of <a href="https://zenodo.org/record/5543723">DWUG DE</a> word usage data annotated with classical word sense definitions (<em>DWUG DE Sense</em>, see <code>data/*/judgments_senses.csv</code>). From these annotations aggregated and cleaned sense labels were derived (<code>labels/*/labels_senses.csv</code>). From these labels we derived additional binary semantic proximity labels between use pairs ('0' for different sense, '1' for same sense, <code>labels/*/labels_proximity.csv</code>) and change labels reflecting sense changes between the two time periods from which word usages were sampled (<code>stats/*/stats_groupings.csv</code>).</p> <p>The sense labels were derived from the sense annotation by removing instances where not at least 2/3 annotators agree on the label (<code>maj_2</code>/<code>maj_3</code>). Note that the binary proximity labels were <em>derived</em> from the sense annotation, and not directly judged by humans (in contrast to other <a href="https://www.ims.uni-stuttgart.de/data/wugs">WUG data sets</a>). Note that consequently also the change scores EARLIER, LATER and COMPARE were not calculated directly from human judgments, but from the inferred binary proximity labels. Please find the code aggregating and cleaning the data, deriving proximity labels and deriving change labels in the <a href="https://github.com/Garrafao/WUGs">WUG repository</a>.</p> <p>Please find more information on the provided data in the paper referenced below.</p> <p>Version: 1.0.1, 01.11.2024. Correct or remove some normalization and lemmatization errors in the uses. Updated references.</p> <h3>Reference</h3> <p>Dominik Schlechtweg, Frank D. Zamora-Reina, Felipe Bravo-Marquez, Nikolay Arefyev. 2024. <a href="https://doi.org/10.1007/s10579-024-09771-7">Sense Through Time: Diachronic Word Sense Annotations for Word Sense Induction and Lexical Semantic Change Detection</a>. Language Resources and Evaluation.</p> <p>Dominik Schlechtweg. 2023. <a href="http://dx.doi.org/10.18419/opus-12833">Human and Computational Measurement of Lexical Semantic Change</a>. PhD thesis. University of Stuttgart.</p>
Data set to: Spawning is accompanied by increased thermal performance in blue mussels
<p>Data for the manuscript "Spawning is accompanied by increased thermal performance in blue mussels".</p>
Data set for Site Specific Lewy Pathology Circuits
<p>Processed dataset and example code related to manuscript titled: Site-Specific Seeding of Lewy Pathology Induces Distinct Pre-Motor Cellular and Dendritic Vulnerabilities in the Cortex</p>
Fine Tune, Sample of Training Set
Open the record for dataset details and reuse information.
Data sets of the analysis of 1sg and 2sg subject expression with the verbs 'creer' and 'saber' in a corpus of spoken Spanish
<p>These are the two data sets used for the quantitative analysis in the paper "“Perspectival factors and <em>pro</em>-drop – A corpus study of speaker/addressee pronouns with <em>creer </em>‘think/believe’ and <em>saber </em>‘know’ in spoken Spanish” (Peter Herbeck;<em> to appear </em>in <em>Glossa – a journal of general linguistics</em>). It contains the values of the annotation of null and overt speaker/addressee pronouns in the Madrid and Alcalá samples of the corpus PRESEEA (2014-). The first data set was used for the quantitative analysis of subject expression (null/overt) with the verbs <em>creer </em>and <em>saber </em>according to person (1sg vs. 2sg) and polarity (negative vs. positive verb forms). The second data set was used for the analysis of 1sg subject expression according to the complement type of <em>creer </em>and <em>saber</em>.</p>
D4.3 Assessment of DRALOD drying plant performance data set dryer march 2021
<p>Data and meta-data for dryer operation March 2021</p>
Data set for the article "Recently photoassimilated Carbon and fungus-delivered Nitrogen are spatially correlated at the cellular scale in the ectomycorrhizal tissue of Fagus sylvatica"
<p>This dataset contains data that support the manuscript</p> <p>Mayerhofer et al (2021) "Recently photoassimilated Carbon and fungus-delivered Nitrogen are spatially correlated at the cellular scale in the ectomycorrhizal tissue of<em> Fagus sylvatica", </em>The New Phytologist, DOI:10.1111/nph.17591</p> <p>It contains the following data:</p> <p>(1) NanoSIMS imaging data, which was used for Fig. 4-7, is provided in NanoSIMS_control_root_tip.zip and NanoSIMS_labelled_root_tip.zip. Each zip-files contains:</p> <ul> <li>the original NanoSIMS images (.im)</li> <li>their related checkfiles (.chk_im)</li> <li>ROIs description (.rois.zip)</li> </ul> <p>of the unlabelled control and the labelled root tip section, respectively. ".im" and ".chk_im" are the original image data aquisition files from the NanoSIMS instrument. "rois.zip" files describe selected regions of interests and were created utilizing the OpenMIMS plugin (Center for Nano Imaging, https://nano.bwh.harvard.edu/MIMSsoftware) for the image analysis software ImageJ (National Institutes of Health, Bethesda, MD, USA).</p> <p>(2) Means and standard deviations of all measured elements and isotopes of each region of interest, as obtained via the .rois.zip files from the NanoSIMS images, are reported in NanoSIMS_ROI_data.csv (used for Fig.7).</p> <p>(3) Linescan_data.csv contains data used for Fig. 8.</p> <p>(4) IRMS_roots_data.csv contains data of root segments and mycorrhizal root tips analysed with isotope-ratio mass spectrometry (EA-IRMS) (used for Fig. 2)</p> <p>Description of column meanings from csv data files can be found in the according "_description" files.</p>
Coherent Electric Field Manipulation of Fe3+-spins in PbTiO3. Open data set
<p>Data supporting figures 3 and 4 of the related publication.</p>
Biblical Allusions Test Set
<p>This is a benchmark test set to allow evaluation of algorithms for automatic identification of Biblical allusions within a Hebrew text.</p> <p>See: Avi Shmidman, "Automatic Identification of Biblical Citations and Allusions in Hebrew Texts", in: #DHJewish - Jewish Studies in the Digital Age, ed. Michelle Chesner, et al., Berlin: DeGruyter, 2022 (in press)</p>
DNA Stack Data Structure: Data Set of Polyacrylamide Gels
<p>Data set to accompany paper: A Last-In First-Out Stack Data Structure Implemented in DNA, Lopiccolo and Shirt-Ediss et al., Nature Comms 12, 4861 (2021). <a href="https://doi.org/10.1038/s41467-021-25023-6">doi:10.1038/s41467-021-25023-6</a>.</p> <p>The data set contains 32 polyacrylamide gel experiments (reaction sequences and gel images) used for creating the electrophoretic mobility graph in Figure S13 of the SI of the above paper.</p>
Simulation and analysis data set for apo-conformational kinetics and gated ligand binding to HIV-1 protease
<p>The data set provided here accompanies a study described in the manuscript:</p> <p>S. Kashif Sadiq, Abraham Muñiz Chicharro, Patrick Friedrich, Rebecca Wade, A multiscale approach for computing gated ligand binding from molecular dynamics and Brownian dynamics simulations. (2021) Preprint available: https://doi.org/10.1101/2021.06.22.449380</p> <p>This study combines molecular dynamics MD simulations and associated conformational analyses and Markov state models (MSMs) with Brownian dynamics (BD) simulations to compute conformation gated ligand association kinetics to HIV-1 protease.</p> <p>To download the data, go to a directory where you would like to download the files. Then for each of the provided tar files enter the following command:</p> <p>tar xvf $X.tar</p> <p>where $X is the name prefix of the corresponding tar file.</p> <p>The unpacked data set creates a ./data sub-directory which itself contains two further sub-directories: MD and BD. Please see README.txt files within these sub directories for further instructions on the software tools and scripts that have been provided therein for using and reproducing the data set. The MD README.txt is found within: data_MD_MSM_analysis.tar, the BD README.txt is found within: data_BD_examples.tar.</p> <p>Please note, the python Jupyter notebook and associated module for further analysis of the MSM from the pre-defined feature set calculated in the study as well as other analyses can also be found at:</p> <p>https://github.com/kashifsadiq/hiv1pr-msm/</p> <p>MD trajectory files are provided for further analysis but are not required to reproduce the MSM and conformational analyses reported in the study. To facilitate overview, MSM analysis has been stored in several object files. To exactly reproduce the reported MD/MSM analyses, untar only the 1) data_MD_MSM_analysis.tar and 2) data_MD_MSMobj.tar files and work through the python Jupyter notebook.</p> <p> </p>
MEDDOPROF corpus: test set
<p>The MEDDOPROF Shared Task tackles the detection of occupations and employment statuses in clinical cases in Spanish from different specialties. Systems capable of automatically processing clinical texts are of interest to the medical community, social workers, researchers, the pharmaceutical industry, computer engineers, AI developers, policy makers, citizen’s associations and patients. Additionally, other NLP tasks (such as anonymization) can also benefit from this type of data.</p> <p>MEDDOPROF has three different sub-tasks:</p> <p><strong>1) MEDDOPROF-NER</strong>: Participants must find the beginning and end of occupation mentions and classify them as PROFESION (PROFESSION), SITUACION_LABORAL (WORKING_STATUS) or ACTIVIDAD (ACTIVIDAD).</p> <p><strong>2) MEDDOPROF-CLASS: </strong>Participants must find the beginning and end of occupation mentions and classify them according to their referent (PACIENTE [patient], FAMILIAR [family member], SANITARIO [health professional] or OTRO [other]).</p> <p><strong>3) MEDDOPROF-NORM</strong>: Participants must find the beginning and end of occupation mentions and normalize them according to a reference codes list.</p> <p><strong>Please cite if you use this resource:</strong></p> <p>Salvador Lima-López, Eulàlia Farré-Maduell, Antonio Miranda-Escalada, Vicent Brivá-Iglesias and Martin Krallinger. NLP applied to occupational health: MEDDOPROF shared task at IberLEF 2021 on automatic recognition, classification and normalization of professions and occupations from medical texts. In Procesamiento del Lenguaje Natural, 67. 2021.</p> <pre><code>@article{meddoprof, title={NLP applied to occupational health: MEDDOPROF shared task at IberLEF 2021 on automatic recognition, classification and normalization of professions and occupations from medical texts}, author={Lima-López, Salvador and Farré-Maduell, Eulàlia and Miranda-Escalada, Antonio and Brivá-Iglesias, Vicent and Krallinger, Martin}, journal = {Procesamiento del Lenguaje Natural}, volume = {67}, year={2021}, issn = {1989-7553}, url = {http://journal.sepln.org/sepln/ojs/ojs/index.php/pln/article/view/6393}, pages = {243--256} }</code></pre> <p><strong>Resources:</strong></p> <p>- <a href="http://temu.bsc.es/meddoprof">Web</a></p> <p>- <a href="https://doi.org/10.5281/zenodo.5070540">Complete corpus</a></p> <p>- <a href="https://doi.org/10.5281/zenodo.4694768">Training Data</a></p> <p>- <a href="https://zenodo.org/record/4722741">Codes Reference List</a> (for MEDDOPROF-NORM)</p> <p>- <a href="https://zenodo.org/record/4720833">Annotation Guidelines</a></p> <p> </p> <blockquote> <p>MEDDOPROF is part of the IberLEF 2021 workshop, which is co-located with the SEPLN 2021 conference. For further information, please visit <a href="https://temu.bsc.es/meddoprof/">https://temu.bsc.es/meddoprof/</a> or email us at encargo-pln-life@bsc.es</p> <p>MEDDOPROF is promoted by the Plan de Impulso de las Tecnologías del Lenguaje de la Agenda Digital (Plan TL).</p> </blockquote>
Data set for methoprene and fenoxycarb's effects on FCM (unpublished)
<p>Data set for different concentrations of methoprene and fenoxycarb's effects on FCM (unpublished), measuring developmental and performance parameters.</p>
SPLReePlan Data set
<p>SPLReePlan Evaluation data set and documentation. </p>
Magnetotelluric data set of the northern Songliao Block, NE China
<p>The study area covers 120,000 square kilometers in NE China. Field collection of MT data was carried out with MTU-5 instruments, manufactured by Phoenix Geophysics of Canada. This study used a total of 138 broadband MT sites. The signal acquisition time was less than one day at each site. The signal acquisition time was about 20 hours at each site. Each MT site measured 5 components, 3 magnetic field components and 2 mutually orthogonal horizontal electric field components, approximately 10 km site spacing along several lines.</p>
Data set related to the manuscript "Mesoscopic simulations of the in situ NMR spectra of porous carbon based supercapacitors: Electronic structure and adsorbent reorganisation effects"
<p>Graphical files in the agr format for all the figures in the manuscript entitled "Mesoscopic simulations of the in situ NMR spectra of porous carbon based supercapacitors: Electronic structure and adsorbent reorganisation effects". Examples of input files for the lattice simulations are also provided.</p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.