cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18419/darus-1366/336
title: 00006348.JPG

description: :unav
DOI: 10.18419/darus-1366/337
title: 00006241.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1366/338
title: 00006226.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1366/339
title: 00006208.JPG

description: :unav
DOI: 10.18419/darus-1366/340
title: 00006331.JPG

description: :unav
DOI: 10.18419/darus-1366/341
title: 00006206.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1366/342
title: 00006350.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1366/343
title: 00006338.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1366/344
title: 00006305.JPG

description: :unav
DOI: 10.18419/darus-1366/345
title: 00006228.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1366/346
title: So41-09.obj.rcInfo

description: :unav
DOI: 10.18419/darus-1366/347
title: So41-09.las

description: :unav
DOI: 10.18419/darus-1366/348
title: So41-09.obj

description: :unav
DOI: 10.18419/darus-1366/349
title: So41-09.ply.rcInfo

description: :unav
DOI: 10.18419/darus-1366/350
title: So41-10.mtl

description: :unav
DOI: 10.18419/darus-1366/351
title: So41-09.ply

description: :unav
DOI: 10.18419/darus-1366
title: 3D Photogrammetric-Data for SO41-09

description: Research data (*.las, *.ply and *.obj format) which was obtained by Photogrammetric/Computer Vision 3D digitization as well as original images which were the base for the 3D reconstruction process. Explanation about the 3D data format: Las (Is the normal data format for laser scanned point cloud data and also for photogrammetric 3D model.) Ply or Ply + jpg (The software RealityCapture encoded texture mesh in a single ply file while the software Agisoft metashape exported textured mesh in ply format + .jpg.) Obj + mtl + jpg (Obj stores a texture mesh together with mtl and jpg file. Obj file contains information of geometric vertices, texture vertices, vertex normal, polygon face element etc. The Mtl file defines the texture information of the faces. Mtl normally refers to a jpg for storing the actual texture.) Explanation about the mask image (if available): To avoid lots of background information in the 3D reconstruction process, well-aligned images to generate a rough model were applied. Afterwards a mask for each image could be calculated according to the 3D model. In the next step, original images together with the corresponding masks are applied to implement the reconstruction, which is free from the influence of the background information. This dataset is part of the digital gyroscope collection. For more information about the collection and its creation, please see the documentation dataset: Niklaus, Maria, 2021, "Information about the Gyrolog data repository", doi: 10.18419/darus-821, DaRUS.To refer to the whole collection: Wagner, Jörg F.; Ceranski, Beate; Fritsch, Dieter; Mammadov, Gasim; Niklaus, Maria; Schweizer, Timo; Simon, Sven; Zhan, Kun, 2021, "Digital Gyroscope Collection Created by the Project 'Gyrolog'", doi: 10.18419/darus-gyrolog, DaRUS.
DOI: 10.18419/darus-1366/352
title: So41-09.las.rcInfo

description: :unav
DOI: 10.15468/dl.gxmf6d
title: Occurrence Download

description: A dataset containing 7153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ctenodon martii (Benth.) D.B.O.S.Cardoso, P.L.R.Moraes & H.C.Lima, Croton paludosus Müll.Arg., Croton japirensis Müll.Arg., Croton jacobinensis Baill., Croton harleyi Carn.-Torres & Cordeiro, Croton glandulosodentatus Pax & K.Hoffm., Croton cordiifolius Baill., Croton blanchetianus Baill., Croton arenosus Carn.-Torres & Cordeiro, Croton adenocalyx Baill., Croton adamantinus Müll.Arg., Crotalaria brachycarpa Benth., Coursetia vicioides (Nees & Mart.) Benth., Coursetia rostrata Benth., Cordia oncocalyx Allemann, Copaifera arenicola (Ducke) J.A.S.Costa & L.P.Queiroz, Colicodendron yco Mart., Coccoloba bullata R.A.Howard, Cnidoscolus ulei (Pax) Pax, Cnidoscolus magni-gerdtii Fern.Casas, Cnidoscolus byssinus Fern.Casas, Cnidoscolus adenoblepharus Fern.Casas & J.M.Pizarro, Chresta hatschbachii H.Rob., Chamaecrista duckeana (P.Bezerra & A.Fern.) H.S.Irwin & Barneby, Chamaecrista cuprea H.S.Irwin & Barneby, Chamaecrista carobinha (H.S.Irwin & Barneby) H.S.Irwin & Barneby, Chamaecrista belemii (H.S.Irwin & Barneby) H.S.Irwin & Barneby, Cenostigma nordestinum Gagnon & G.P.Lewis, Cenostigma microphyllum (Mart. ex G.Don) Gagnon & G.P.Lewis, Cenostigma laxiflorum (Tul.) Gagnon & G.P.Lewis, Cardiospermum bahianum Ferrucci & Urdampill., Capsicum longidentatum Agra & Barboza, Capsicum caatingae Barboza & Agra, Callianthe bezerrae (Monteiro) Donnell, Callianthe andrade-limae (Monteiro) Donnell, Calliandra ulei Harms, Calliandra spinosa Ducke, Calliandra macrocalyx Harms, Calliandra leptopoda Benth., Calliandra imperialis Barneby, Calliandra duckei Barneby, Calliandra aeschynomenoides Benth., Byttneria fernandesii Cristóbal, Borreria apodiensis E.L.Cabral, L.M.Miguel & E.B.Souza, Barnebya harleyi W.R.Anderson & B.Gates, Balfourodendron molle (Miq.) Pirani, Bahiana pyriformis J.F.Carrión, Ayenia hirta A.St.-Hil. & Naudin, Aspidosperma oliganthum Woodson, Argythamnia malpighiacea Ule, Argythamnia desertorum Müll.Arg., Aralia bahiana J.Wen, Apterokarpos gardneri (Engl.) Rizzini, Annona vepretorum Mart., Ameroglossum manoel-felixii L.P.Félix & E.M.Almeida, Amburana erythrosperma Seleme, C.H.Stirt. & Mansano, Alseis sertaneja L.Marinho & J.G.Jardim, Allamanda calcicola Souza-Silva & Rapini, Adenocalymma dichilum A.H.Gentry, Abarema diamantina E.Guerra, Iganci & M.P.Morim)"
 ]
}

 The dataset includes 7153 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035926-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18419/darus-1099/1
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description: :unav
DOI: 10.18419/darus-1099/2
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description: :unav
DOI: 10.18419/darus-1099/3
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description: :unav
DOI: 10.18419/darus-1099/4
title: 00007570.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/5
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description: :unav
DOI: 10.18419/darus-1099/6
title: 00007598.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/7
title: 00007597.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/8
title: 00007541.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/10
title: 00007576.JPG

description: :unav
DOI: 10.18419/darus-1099/11
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description: :unav
DOI: 10.18419/darus-1099/12
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description: :unav
DOI: 10.18419/darus-1099/13
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description: :unav
DOI: 10.18419/darus-1099/9
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description: :unav
DOI: 10.18419/darus-1099/14
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description: :unav
DOI: 10.18419/darus-1099/15
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description: :unav
DOI: 10.18419/darus-1099/16
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description: :unav
DOI: 10.18419/darus-1099/17
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description: :unav
DOI: 10.18419/darus-1099/18
title: 00007668.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/19
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description: :unav
DOI: 10.18419/darus-1099/20
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description: :unav
DOI: 10.18419/darus-1099/21
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description: :unav
DOI: 10.18419/darus-1099/22
title: 00007563.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/23
title: 00007594.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/24
title: 00007603.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/25
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description: :unav
DOI: 10.18419/darus-1099/26
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description: :unav
DOI: 10.18419/darus-1099/27
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description: :unav
DOI: 10.18419/darus-1099/28
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description: :unav
DOI: 10.18419/darus-1099/29
title: 00007647.JPG

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

description: A dataset containing 668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Limonium californicum (Boiss.) A.Heller)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 668 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035927-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18419/darus-1099/30
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description: :unav
DOI: 10.18419/darus-1099/31
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description: :unav
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description: :unav
DOI: 10.18419/darus-1099/35
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description: :unav
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description: :unav
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description: :unav
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description: :unav
DOI: 10.18419/darus-1099/40
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DOI: 10.18419/darus-1099/41
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description: :unav
DOI: 10.18419/darus-1099/42
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description: :unav
DOI: 10.18419/darus-1099/43
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description: :unav
DOI: 10.18419/darus-1099/44
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description: :unav
DOI: 10.18419/darus-1099/45
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description: :unav
DOI: 10.18419/darus-1099/46
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description: :unav
DOI: 10.18419/darus-1099/47
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description: :unav
DOI: 10.18419/darus-1099/48
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description: :unav
DOI: 10.18419/darus-1099/49
title: 00007533.JPG

description: :unav
DOI: 10.18419/darus-1099/50
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description: :unav
DOI: 10.18419/darus-1099/51
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description: :unav
DOI: 10.18419/darus-1099/52
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description: :unav
DOI: 10.18419/darus-1099/53
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description: :unav
DOI: 10.18419/darus-1099/54
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description: :unav
DOI: 10.18419/darus-1099/55
title: 00007626.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/56
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description: :unav
DOI: 10.18419/darus-1099/57
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description: :unav
DOI: 10.18419/darus-1099/58
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DOI: 10.18419/darus-1099/62
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description: :unav
DOI: 10.18419/darus-1099/63
title: 00007619.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/64
title: 00007637.JPG

description: :unav
DOI: 10.18419/darus-1099/65
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description: :unav
DOI: 10.18419/darus-1099/66
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description: :unav
DOI: 10.18419/darus-1099/67
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description: :unav
DOI: 10.18419/darus-1099/68
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description: :unav
DOI: 10.18419/darus-1099/69
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description: :unav
DOI: 10.18419/darus-1099/70
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description: :unav
DOI: 10.18419/darus-1099/71
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description: :unav
DOI: 10.18419/darus-1099/72
title: 00007635.JPG

description: :unav
DOI: 10.18419/darus-1099/73
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description: :unav
DOI: 10.18419/darus-1099/74
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description: :unav
DOI: 10.18419/darus-1099/75
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description: :unav
DOI: 10.18419/darus-1099/76
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description: :unav
DOI: 10.18419/darus-1099/77
title: 00007590.JPG

description: :unav
DOI: 10.18419/darus-1099/78
title: 00007673.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/79
title: 00007604.JPG

description: :unav
DOI: 10.18419/darus-1099/80
title: 00007665.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/81
title: 00007656.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/82
title: 00007564.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/83
title: 00007616.JPG

description: :unav
DOI: 10.18419/darus-1099/84
title: 00007554.JPG

description: :unav
DOI: 10.18419/darus-1099/85
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description: :unav
DOI: 10.18419/darus-1099/86
title: 00007537.JPG

description: :unav
DOI: 10.18419/darus-1099/87
title: 00007614.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/88
title: 00007565.JPG.mask.png

description: :unav
DOI: 10.18419/darus-1099/89
title: 00007680.JPG.mask.png

description: :unav
DOI: 10.3535/yt0-r0d-d64
title: Hedlundia hybrida (L.) Sennikov & Kurtto

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt0-rye-ntz
title: Trifolium alpestre L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt0-thw-l6h
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt0-xa4-k8q
title: Brassica rapa subsp. rapa

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt0-y45-q6a
title: Trifolium montanum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt1-1ka-syd
title: Allium oleraceum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt1-5bd-2n4
title: Arabidopsis × suecica (Fr.) Norrl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt1-97a-lw2
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt1-aeg-0xg
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt0-kx0-ekl
title: Platanthera bifolia (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt1-2f5-8w0
title: Thalictrum simplex subsp. simplex

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.18016696
title: RawData TMEM106B

description: RawData table (excel file) shows sample code, sex, age at onset (≤55, 56-65, 66-75, ≥75), rs3173615 genotype.

This research was funded by the European Union - Next Generation EU – NRRP M6C2 - Investment 2.1 Enhancement and strengthening of biomedical research in the NHS - PNRR-MR1-2022-12375654 - Cup Code: C83C22001300001

Users must clarify how they intend to use data here uploaded and whether the research protocol has been approved by an Ethics committee.
DOI: 10.3535/yt1-440-m61
title: Corallorhiza trifida Châtel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.18016695
title: RawData TMEM106B

description: RawData table (excel file) shows sample code, sex, age at onset (≤55, 56-65, 66-75, ≥75), rs3173615 genotype.

This research was funded by the European Union - Next Generation EU – NRRP M6C2 - Investment 2.1 Enhancement and strengthening of biomedical research in the NHS - PNRR-MR1-2022-12375654 - Cup Code: C83C22001300001

Users must clarify how they intend to use data here uploaded and whether the research protocol has been approved by an Ethics committee.
DOI: 10.3535/yt1-px3-pzz
title: Botrychium lunaria (L.) Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt1-qd0-sxm
title: Betula pendula subsp. pendula

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt1-tcl-cv6
title: Schoenoplectus tabernaemontani (C.C.Gmel.) Palla

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt1-vqx-tm1
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt1-vx5-3sw
title: Delphinium elatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt1-xt4-1sn
title: Carex rostrata Stokes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt1-xxp-bev
title: Carex tenuiflora Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt2-8el-m1x
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt2-ay9-4nd
title: Spergularia rubra (L.) J. Presl & C. Presl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt2-cnw-74z
title: Sparganium emersum Rehmann

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt2-egq-apa
title: Carex rhizina subsp. rhizina

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt2-pn9-n2b
title: Silene × hampeana Meusel & Werner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt2-vsj-atm
title: Anthyllis vulneraria subsp. polyphylla (DC.) Nyman

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt2-s7q-p0v
title: Dryopteris cristata (L.) A. Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.16753687
title: Dataset for "Preparing for the worst: Resilience metrics guide necessary back-up investments during extreme weather"

description: These are data accompanying "Preparing for the worst: Resilience metrics guide necessary back-up investments during extreme weather". They consist of



pre-solved PyPSA network files and additionally needed resources, and

processing files needed for the analysis.


In order to reproduce the results, clone the GitHub repository https://github.com/aleks-g/stressed-system (as descriped in README.md) and then download the data provided here and move the corresponding subfolders to the right location within the stressed-system directory:




Download folder/archive
Target directory
Description


resources
workflow/pypsa-eur/resources/
GeoJSON files needed for the plots in the analysis (would be recreated if re-run from scratch)


results
workflow/pypsa-eur/results/




`means/` contains dataframes needed to compute anomalies

`periods/` contains system-defining events (SDEs), in particular `sde_new_store_1941-2021_100bn_12-336h_90_elec_lc1.25_Co2L.csv` which is used for the main analysis. The remaining periods are used for sensitivity analyses (coming from stressful-weather-sensitivities.yaml)

`stressful-weather/weather_year_{year}/networks` contains the pre-solved PyPSA networks in `networks/`

`stressful-weather-sensitivities/weather_year_{year}` contains the pre-solved PyPSA networks without transmission expansion in `networks/` that are needed for the validation (dispatch optimisation) where unserved energy is saved for every operational year in .csv files in `validation/`




clustering
workflow/notebooks/clustering/
Clustering data with the system-defining events (SDEs).


processing_data_r1
workflow/notebooks/processing_data/
Processing data to generate plots. Need to run `_generate_data_for_analysis.py` in stressed-system/notebooks to re-generate these data.


sensitivity_analysis_r1
workflow/notebooks/sensitivity_analysis/
Contains the remaining data needed for the plots and supplementary material. `_generate_data_for_analysis.py` with small changes to the configuration options needs to be run to regenerate these data.




 

For more details on how these files were generated and further questions see https://github.com/aleks-g/stressed-system. Note that some files were adapted during revisions.
DOI: 10.5281/zenodo.17895585
title: Dataset for "Preparing for the worst: Resilience metrics guide necessary back-up investments during extreme weather"

description: These are data accompanying "Preparing for the worst: Resilience metrics guide necessary back-up investments during extreme weather". They consist of



pre-solved PyPSA network files and additionally needed resources, and

processing files needed for the analysis.


In order to reproduce the results, clone the GitHub repository https://github.com/aleks-g/stressed-system (as descriped in README.md) and then download the data provided here and move the corresponding subfolders to the right location within the stressed-system directory:




Download folder/archive
Target directory
Description


resources
workflow/pypsa-eur/resources/
GeoJSON files needed for the plots in the analysis (would be recreated if re-run from scratch)


results
workflow/pypsa-eur/results/




`means/` contains dataframes needed to compute anomalies

`periods/` contains system-defining events (SDEs), in particular `sde_new_store_1941-2021_100bn_12-336h_90_elec_lc1.25_Co2L.csv` which is used for the main analysis. The remaining periods are used for sensitivity analyses (coming from stressful-weather-sensitivities.yaml)

`stressful-weather/weather_year_{year}/networks` contains the pre-solved PyPSA networks in `networks/`

`stressful-weather-sensitivities/weather_year_{year}` contains the pre-solved PyPSA networks without transmission expansion in `networks/` that are needed for the validation (dispatch optimisation) where unserved energy is saved for every operational year in .csv files in `validation/`




clustering
workflow/notebooks/clustering/
Clustering data with the system-defining events (SDEs).


processing_data_r1
workflow/notebooks/processing_data/
Processing data to generate plots. Need to run `_generate_data_for_analysis.py` in stressed-system/notebooks to re-generate these data.


sensitivity_analysis_r1
workflow/notebooks/sensitivity_analysis/
Contains the remaining data needed for the plots and supplementary material. `_generate_data_for_analysis.py` with small changes to the configuration options needs to be run to regenerate these data.




 

For more details on how these files were generated and further questions see https://github.com/aleks-g/stressed-system. Note that some files were adapted during revisions.
DOI: 10.3535/yt3-0w8-sen
title: Cerastium fontanum subsp. fontanum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt3-175-c2r
title: Carex rostrata Stokes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt3-52k-j5w
title: Euphorbia palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt3-a66-7rs
title: Persicaria lapathifolia (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt3-bwj-rd3
title: Sparganium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt3-cb6-eww
title: Silene latifolia subsp. alba (Mill.) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yt3-yev-twy
title: Euphorbia palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.