cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/6nq-gyg-pn7
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6kp-ag4-qaj
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nx9-sdn-m8l
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9pv-20s-9rg
title: Pygodus anserinus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dq6-l4r-6rb
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/efl-mvp-k3c
title: Pygodus anserinus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bhw-d8l-8n2
title: Pygodus anserinus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cmd-f03-rgv
title: Trypanites sozialis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/597-tf9-d1c
title: Sagittodontina kielcensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/t87-z1b-498
title: Sagittodontina kielcensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6tx-nac-6rr
title: Sagittodontina kielcensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hcc-czr-13p
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8l7-lvf-j29
title: Sagittodontina kielcensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/e6a-hq4-jvg
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g28-gmz-0nm
title: Sagittodontina kielcensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n2t-kn1-erv
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.4743061.v2
title: Integrated control of wood destroying basidiomycetes.xlsx

description: Integrated control of wood destroying basidiomycetes<br>
DOI: 10.3535/qat-smk-dxa
title: Sagittodontina kielcensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ze1-2j3-dq7
title: Lagenochitina megaesthonica

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/a78-ahb-vk9
title: Lagenochitina pestovoensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/td9-xge-dts
title: Lagenochitina pestovoensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/874-vvk-43r
title: Conochitina ulsti

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/a7l-skg-rv8
title: Cyathochitina calix

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j5k-638-l4s
title: Euconochitina? brevis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s2d-7dt-9vc
title: Conochitina ulsti

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/00x-k82-9yg
title: Cyathochitina hunderumensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/816-0pq-p19
title: Conochitina ulsti

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/177-1qd-x2p
title: Conochitina ulsti

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5f2-pjj-pk8
title: Clavachitina langei

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2db-hhe-51e
title: Euconochitina sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bxw-g1x-7bh
title: Desmochitina minor

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5dl-f6h-gqy
title: Bursachitina baldonia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/a1n-q4x-efv
title: Conochitina exilis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2z9-2dv-x0z
title: Conochitina sp. 2

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xe0-vs6-c9t
title: Bursachitina baldonia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7qf-8hz-ytn
title: Tanuchitina granbyensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cww-6gb-raf
title: Lagenochitina sp. 3

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sb0-c5z-23v
title: Lagenochitina sp. 3

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tmr-fvt-frd
title: Tanuchitina granbyensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/v40-8my-ywe
title: Conochitina raymondii

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cql-hvl-lpy
title: Lagenochitina sp. 2

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qr7-jr0-q3n
title: Conochitina ordinara

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/aby-5b4-rqj
title: Serpentine

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dey-57a-79l
title: Brucite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/78c-hlb-d81
title: Gersdorffite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9xd-39r-yjj
title: Gersdorffite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fkt-2r9-ag5
title: Xonotlite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mb0-2ra-08l
title: Rosenbuschite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m3z-aqb-17q
title: Magnesio-arfvedsonite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mkm-tmp-vps
title: Spectrolite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6bz-282-vhh
title: Trypanites aff. fimbriatus (Stephenson, 1952)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pne-scf-fr2
title: Pyroaurite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1yh-cpw-vc5
title: Murmanite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ekr-zs1-lab
title: kudriavite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ama-k33-w6k
title: Millerite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j08-7bb-fsn
title: Chalcopyrite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.662163.v1
title: Regad et al. dataset

description: <strong>Description of the file DataDescription.csv</strong> <br>This study is based on a dataset composed of 483 pocket-ligand pairs. To create a large training set of pocket-ligand pairs, we initially gathered the refined set from the PDBbind database (Wang et al., 2004; 2005) and the Astex test set (Hartshorn et al., 2007) and selected complexes that contained drug-like ligands (i.e. small chemical compounds). Two protein-ligand complex datasets were compiled for the training set. The first one is composed of 560 non-redundant protein-ligand structures, with a resolution better than 2.5 Å retrieved from the refined set of the PDBbind database. From these structures, we removed those containing metal ions or cofactors next to the co-crystallized ligand resulting in a selection of 432 structures. The second one is composed of 85 manually curated protein-ligand complexes from the Astex test set. As for the previous set, we removed the structures with some ions or cofactors next to the ligand, resulting in a selection of 51 structures. The resulting dataset corresponds at the end to 483 protein-ligand structures. The id and information about each pair are available in the following table DataDescription.csv<br>This table contains: * PDB code of the complex * Protein chains containing in the PDB files. If the complex contains several protein chains, their chain Id are separated by "/" * Amino acid (AA) sequence of each chain. AA sequences correspond to sequence of the crystallized proteins. If the complex contains several protein chains, their AA sequences are separated by "/" * UniProt Id of each chain. If the complex contains several protein chains, their UniProt Id are separated by "/". NoId means no UniProt Id was find for a given chainSmile code of the interested ligandPDB code of the interested ligandObtained cluster of the pocket-ligand pairs
DOI: 10.3535/3xg-ps6-gf4
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gv6-7fn-jp0
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6k5-g84-wa8
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pan-4c2-aqc
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/502-p2r-1w5
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bah-wn1-q2k
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4f5-mqc-mbt
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lnr-wfs-4qq
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hdg-ef0-fjl
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jqz-xvj-tbl
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/99s-yec-mm0
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bq3-svs-c3s
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rca-877-6s1
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rn0-aqg-rew
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fh5-f6p-mtr
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rsh-6vd-2sg
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/05j-zbf-yk3
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hte-gcl-s14
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/aw2-2sl-0j3
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jwy-vzn-gvy
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1rq-zvx-sqe
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/88h-g33-jpp
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28137314.v1
title: Educational transitions Dataset (Time point 1-4 Interview Transcripts).docx

description: Research employed an ecological approach to understanding the process of resilience for children with a visible difference (Cleft lip and/or palate) starting secondary school.
DOI: 10.3535/ka8-pre-r7d
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sst-h1l-nw5
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2lg-9wp-kk5
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fhz-ff3-r72
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/grj-302-0zq
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q6q-yaj-9wp
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8yq-05r-e9m
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sc3-9hp-m7z
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mwt-gqh-0ce
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pt1-060-e2t
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/203-4dt-q84
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2p1-v7w-lmg
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ax0-nvq-0xp
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rrk-7xz-zdg
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7vj-qbk-hzt
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/llv-206-rxw
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qnb-53y-j17
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sxb-gf5-mww
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wtk-8s3-427
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.19383785.v2
title: Dataset manuscript sampling approach Animals.xlsx

description: Raw data of the manuscript <br>
DOI: 10.3535/mpt-18c-238
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/slm-6q2-jhg
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m93-5hj-e3q
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sbp-rc4-z22
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5la-98z-0y9
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/k6v-th3-zwr
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dpx-cw2-2pe
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zsn-zcg-xz8
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7ll-7cf-tql
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p4n-689-deg
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2t6-dyk-qxk
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mlg-r5x-wv6
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2qh-nt0-qma
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/38p-s2s-gcv
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2sy-y4y-vf3
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p94-g8t-1yb
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6sx-8c8-74x
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yml-tvn-2b7
title: Melanoskleritoitidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.5281/zenodo.15011121
title: Surface water data: Supplementary Dataset used in: Reinken et al.: Stochastic Modelling of Thermokarst Lakes: Size Distributions and Dynamic Regimes

description: Short Description

This dataset contains surface water polygons for UTM Zone54 (~138-144°E, 55-76.3°N) based on Nitze et al., (2017, 2018) in GeoPackage format (gpkg). Furthermore it also contains annual surface water area for each polygon using the JRC Surface annual surface water dataset v1.4 (Pekel et al, 2016) in netCDF format (nc). Both datasets (vector + netcdf) can be joined with the id_geohash field, which is unique for each feature.

This is an intermediary dataset of a larger effort to create a panarctic lake change dataset.

Files

lakes_reinken_etal_subsetN.gpkg



geospatial vector file

Projection: EPSG:4326

unique id: id_geohash

attributes



several attributes about long term lake change and geometry




lakes_reinken_etal_subsetN.nc



netCDF file

Coordinates: 



id_geohash (unique identifier to join with geospatial vector file)

date (YYYY-01-01) to indicate the surface water area in respective year and lake/feature



Data variables



area_land (land area in ha)

area_nodata (noData area in ha)

area_water_permanent (permanent water area in ha)

area_water_seasonal (seasonal water area in ha)




Usage

The files can be used with python using xarray (incl. netCDF4) for loading the netCDF file and geopandas for the GeoPackage file. The latter can be also viewed with standard GIS software, e.g. QGIS.

References

Nitze, I., Grosse, G., Jones, B., Arp, C., Ulrich, M., Fedorov, A., & Veremeeva, A. (2017). Landsat-Based Trend Analysis of Lake Dynamics across Northern Permafrost Regions. Remote Sensing, 9(7), 640. https://doi.org/10.3390/rs9070640

Nitze, I., Grosse, G., Jones, B. M., Romanovsky, V. E., & Boike, J. (2018). Remote sensing quantifies widespread abundance of permafrost region disturbances across the Arctic and Subarctic. Nature Communications, 9(1), 5423. https://doi.org/10.1038/s41467-018-07663-3

Pekel, J.-F., Cottam, A., Gorelick, N., & Belward, A. S. (2016). High-resolution mapping of global surface water and its long-term changes. Nature, 540(7633), 418–422. https://doi.org/10.1038/nature20584