cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48420/30286996.v1
title: Supplementary Data - Identification of Diverse Cellulose Binding Domains using <i>in silico</i> Prioritisation and High-Throughput Screening

description: <i>In silico </i>pre-screening methods are becoming an increasingly important step in making large scale enzyme screening experiments manageable, particularly in the sampling large protein sequence datasets for maximum diversity. Here, we develop a bioinformatics workflow that utilises automated gene sequence annotation, substrate prediction and structure prediction tools to effectively isolate representative protein sequences, thereby maximising the information gathered on the wider dataset from relatively few in vitro experiments. Included in this workflow is a new tool, ColabAlign, which performs pairwise structural alignments to construct a structure-informed dendrogram, from which representatives are selected based on clustering. The workflow was applied to the identification of cellulose-binding carbohydrate-binding modules (CBMs) suitable for enzyme immobilisation tag development. 47 sequentially and structurally diverse mCherry-CBM fusions were tested for binding against cellulose, chitin and spent coffee grounds (SCG) using a pulldown assay from cell lysate. We successfully identified 5 CBMs with significant binding towards commercial and waste cellulose support materials, suitable for further tag design work. This work also provides the first experimental evidence of chitin binding by one or more members of CBM6 and CBM46.
DOI: 10.13130/rd_unimi/yk1hy9/mhkywo
title: 8B Desmina ctr.jpg
DOI: 10.13130/rd_unimi/yk1hy9/vcqfpn
title: 8A COX 40x Pt2.tif
DOI: 10.13130/rd_unimi/yk1hy9/ygabph
title: 8A drp central core.tif
DOI: 10.13130/rd_unimi/yk1hy9/yulq4l
title: 8B Desmina Pt1.tif
DOI: 10.13130/rd_unimi/yk1hy9/xzlbjk
title: 8A gapdh central core.jpg
DOI: 10.13130/rd_unimi/yk1hy9/juywdr
title: 8B gapdh.scn
DOI: 10.13130/rd_unimi/yk1hy9/vyot9x
title: 8B drp1 desmin.scn
DOI: 10.13130/rd_unimi/xjshsk/nnifax
title: S1A P1-7 KIF5B-KLC1.tif
DOI: 10.13130/rd_unimi/xjshsk/w37wjc
title: S1A panel.tif
DOI: 10.13130/rd_unimi/xjshsk/hmminj
title: S1A P1 KIF5B DMC ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/tvaeum
title: S1A P1 KIF5B.tif
DOI: 10.13130/rd_unimi/xjshsk/ybiz7q
title: S1A P1 KIF5B wt ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/h9k618
title: S1A P1 klc1m DMC ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/z1ugqt
title: S1A P1 klc1m wt ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/70np2z
title: S1A P1 klc1m.tif
DOI: 10.13130/rd_unimi/xjshsk/afxv5v
title: S1A P7 gapdh DMC ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/lfh2hw
title: S1A P7 gapdh tot (x klc1).tif
DOI: 10.13130/rd_unimi/xjshsk/cgbw0f
title: S1A P7 gapdh wt ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/pv6qiw
title: S1A P7 gapdh x kif5B.tif
DOI: 10.13130/rd_unimi/xjshsk/7zp5bw
title: S1A P7 kif5b DMC ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/apw5id
title: S1A P7 kif5b WT ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/cvqcv5
title: S1A P7 kif5b.tif
DOI: 10.13130/rd_unimi/xjshsk/4gfajt
title: S1A P7 KLC1 DMC ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/htzpip
title: S1A P7 KLC1 wt ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/mopfuf
title: S1A P7 KLC1.tif
DOI: 10.13130/rd_unimi/xjshsk/meq3ff
title: S1AP1 Gapdh.tif
DOI: 10.13130/rd_unimi/xjshsk/oqwwrp
title: S1A P1 Gapdh DMC ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/7eb9n4
title: S1A P1 Gapdh wt ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/a3gcc3
title: S1 DMC western final Data.pzfx
DOI: 10.13130/rd_unimi/xjshsk/zwasrk
title: S1B panel.tif
DOI: 10.13130/rd_unimi/xjshsk/h6mqzp
title: S1B KIF5B 1M.tif
DOI: 10.13130/rd_unimi/xjshsk/pum0aw
title: S1B KLC1 1M.tif
DOI: 10.13130/rd_unimi/xjshsk/2isxiu
title: S1B gapdh 1M x klc1.tif
DOI: 10.13130/rd_unimi/xjshsk/7rk40e
title: S1B gapdh x klc1 ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/n9v5tt
title: S1B kif5b gapdh 1M.tif
DOI: 10.13130/rd_unimi/xjshsk/t0uz7s
title: S1B kif5b gapdh P25 ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/7ush5g
title: S1B klc1 1M.tif
DOI: 10.13130/rd_unimi/xjshsk/9o7uaa
title: S1B kif5b P25 ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/s4z6vp
title: S1B klc1 ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/bxtikc
title: S1C panel.tif
DOI: 10.13130/rd_unimi/xjshsk/wzgpeb
title: S1C KIF5B P100.tif
DOI: 10.13130/rd_unimi/xjshsk/tvap8d
title: S1C kif5b gapdh P100.tif
DOI: 10.13130/rd_unimi/xjshsk/vwyrod
title: S1C KLC1 P100.tif
DOI: 10.13130/rd_unimi/xjshsk/rbboci
title: S1C kif5b P100 ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/rizh8s
title: S1C klc1 P100 DMC ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/y8q3yh
title: S1C klc1 P100 wt ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/d4hyrt
title: S1C klc1 P100.tif
DOI: 10.13130/rd_unimi/xjshsk/u9xcu0
title: S1C gapdh x KIF5 P100 ROI.tif
DOI: 10.13130/rd_unimi/xjshsk/htk33h
title: S1C gapdh x KLC1 DMC ROI-1.tif
DOI: 10.13130/rd_unimi/xjshsk/txntkf
title: S1C gapdh x KLC1 WT ROI-1.tif
DOI: 10.13130/rd_unimi/xjshsk/kfnvgw
title: S1C gapdh x KLC1.tif
DOI: 10.13130/rd_unimi/xjshsk/grhppc
title: S1D Kinesin QPCR.pzfx
DOI: 10.13130/rd_unimi/xjshsk/we5g2g
title: S1D P1-7 KIF5B-KLC1 QPCR.tif
DOI: 10.13130/rd_unimi/crxjd0/jezkrx
title: S2B frame50 RGB.tif
DOI: 10.13130/rd_unimi/crxjd0/t2xbpu
title: S2B Combined Stacks Myotubes WT 2nd DMC.tif
DOI: 10.13130/rd_unimi/crxjd0/febfcb
title: S2B frame10 RGB.tif
DOI: 10.13130/rd_unimi/crxjd0/h20cry
title: S2B frame1 10sec RGB.tif
DOI: 10.13130/rd_unimi/crxjd0/3vl8sc
title: S2B frame14 RGB.tif
DOI: 10.13130/rd_unimi/crxjd0/d19xsy
title: S2B frame26 RGB.tif
DOI: 10.13130/rd_unimi/crxjd0/txjoig
title: S2B frame40 RGB.tif
DOI: 10.13130/rd_unimi/crxjd0/cfeivs
title: S2B frame1 10sec RGB-1.tif
DOI: 10.13130/rd_unimi/crxjd0/pncmfb
title: S2B frame50 RGB-1.tif
DOI: 10.13130/rd_unimi/crxjd0/rfnnmj
title: S2B frame10 RGB-1.tif
DOI: 10.13130/rd_unimi/crxjd0/fy59r2
title: S2B frame14 RGB-1.tif
DOI: 10.13130/rd_unimi/crxjd0/pdvliw
title: S2B frame26 RGB-1.tif
DOI: 10.13130/rd_unimi/crxjd0/gscd0d
title: S2B frame40 RGB-1.tif
DOI: 10.13130/rd_unimi/crxjd0/y0hgcb
title: S2A dmc myotubes _Series003 DMC1.tif
DOI: 10.13130/rd_unimi/crxjd0/n1xmnu
title: S2A dmc myotubes _Series003 DMC1-1.tif
DOI: 10.13130/rd_unimi/crxjd0/fynkgu
title: S2A dmc myotubes _Series003 DMC1-1.tif (green) SKELETON.tif
DOI: 10.13130/rd_unimi/crxjd0/lm2ncs
title: S2A elongation myotubes box and whiskers.pzf
DOI: 10.13130/rd_unimi/crxjd0/3a1en4
title: S2A wt mytotubes.lif_Series008 MC5-1.tif
DOI: 10.13130/rd_unimi/crxjd0/fb64r6
title: S2A wt mytotubes.lif_Series008 MC5.tif
DOI: 10.13130/rd_unimi/crxjd0/dbdaqr
title: S2A wt mytotubes.lif_Series008 MC5-1.tif (green) skeleton.tif
DOI: 10.13130/rd_unimi/crxjd0/5cg0nv
title: S2A numero branches onto area.pzf
DOI: 10.13130/rd_unimi/crxjd0/gzcc2o
title: S2A BL new.pzf
DOI: 10.13130/rd_unimi/la02oh/aqssuz
title: S3C Combined Stacks distance trav video.tif
DOI: 10.13130/rd_unimi/la02oh/nl6vjq
title: S3C frame60.tif
DOI: 10.13130/rd_unimi/la02oh/9izomv
title: S3C frame10.tif
DOI: 10.13130/rd_unimi/la02oh/hmivyk
title: S3C frame1.tif
DOI: 10.13130/rd_unimi/la02oh/lwjmgb
title: S3C frame20.tif
DOI: 10.13130/rd_unimi/la02oh/whksh9
title: S3C frame40.tif
DOI: 10.13130/rd_unimi/la02oh/zffwm8
title: S3C frame45.tif
DOI: 10.13130/rd_unimi/la02oh/4rwcir
title: S3C DMC frame1.tif
DOI: 10.13130/rd_unimi/la02oh/j8voju
title: S3C DMC frame60.tif
DOI: 10.13130/rd_unimi/la02oh/k1qqkp
title: S3C DMC frame10.tif
DOI: 10.13130/rd_unimi/la02oh/mwd5nu
title: S3C DMC frame20.tif
DOI: 10.13130/rd_unimi/la02oh/vjrspf
title: S3C DMC frame40.tif
DOI: 10.13130/rd_unimi/la02oh/3q3drt
title: S3C DMC frame45.tif
DOI: 10.13130/rd_unimi/la02oh/rtj0f8
title: S3D panel.tif
DOI: 10.13130/rd_unimi/la02oh/zkhrr6
title: S3D klc1.tif
DOI: 10.13130/rd_unimi/la02oh/gd83nq
title: S3D tim23 mito DMC ROI.tif
DOI: 10.13130/rd_unimi/la02oh/oys3wf
title: S3D tim23 cyto ROI.tif
DOI: 10.13130/rd_unimi/la02oh/3ezauz
title: S3D tim23.tif
DOI: 10.13130/rd_unimi/la02oh/lp5yti
title: S3D tim23 mito WT ROI.tif
DOI: 10.13130/rd_unimi/la02oh/rtqvkl
title: S3D gapdh cyto ROI.tif
DOI: 10.13130/rd_unimi/la02oh/6q0bhs
title: S3D gapdh mito WT ROI.tif
DOI: 10.13130/rd_unimi/la02oh/qtnltm
title: S3D gapdh mito DMC ROI.tif
DOI: 10.13130/rd_unimi/la02oh/8nhjrb
title: S3D gapdh.tif
DOI: 10.13130/rd_unimi/la02oh/kaxfqw
title: S3D klc1 cyto ROI.tif
DOI: 10.13130/rd_unimi/la02oh/rytqfn
title: S3D klc1 mito DMC ROI.tif
DOI: 10.13130/rd_unimi/la02oh/rujuua
title: S3D klc1 mito wt ROI.tif
DOI: 10.13130/rd_unimi/la02oh/uqhg8g
title: S3D klc1 mito ROI.tif
DOI: 10.13130/rd_unimi/la02oh/4j5lhe
title: S3E PLA klc1 tub DMC.jpg
DOI: 10.13130/rd_unimi/la02oh/nvngty
title: S3E PLA klc1 tub wt.jpg
DOI: 10.13130/rd_unimi/la02oh/a3epi9
title: S3A DMC Tubulin P25.jpg
DOI: 10.13130/rd_unimi/la02oh/mcwrzt
title: S3A wt tubulin P25.jpg
DOI: 10.13130/rd_unimi/la02oh/llhfkn
title: S3A wtphalloidin P25.jpg
DOI: 10.13130/rd_unimi/la02oh/mozvpp
title: S3A DMC phalloidin P25.jpg
DOI: 10.13130/rd_unimi/la02oh/3pt5js
title: S3B DMC Tubulin P100.tif
DOI: 10.15468/dl.yr5xm3
title: Occurrence Download

description: A dataset containing 19772 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Artemisia ludoviciana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19772 records from 284 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039540-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/la02oh/je2tkj
title: S3B wt Tubulin P100.jpg
DOI: 10.13130/rd_unimi/la02oh/mdxhyu
title: S3B wt 459 phalloidin P100.tif
DOI: 10.13130/rd_unimi/la02oh/ofdref
title: S3B DMC 457 phalloidin P100.jpg
DOI: 10.13130/rd_unimi/ry90dc/avxjoq
title: S4C panel.tif
DOI: 10.13130/rd_unimi/ry90dc/svnymt
title: S4C ANALISI TOT biog developm DMC QPCR.pzf
DOI: 10.13130/rd_unimi/ry90dc/ircryy
title: S4D klc1 roi 2.tif
DOI: 10.13130/rd_unimi/ry90dc/tn405a
title: S4D gapdh roi 1 new.tif
DOI: 10.13130/rd_unimi/ry90dc/6timdf
title: S4D gapdh roi 2.tif
DOI: 10.13130/rd_unimi/ry90dc/wihqtb
title: S4D gapdh.tif
DOI: 10.13130/rd_unimi/ry90dc/vkpuwf
title: S4D kif5 klc1.tif
DOI: 10.13130/rd_unimi/ry90dc/jxupyk
title: S4D kif5b roi 2.tif
DOI: 10.13130/rd_unimi/ry90dc/uvwecm
title: S4D kif5b roi 1 new.tif
DOI: 10.13130/rd_unimi/ry90dc/gzx3hw
title: S4D KLC1 Kif5 Mdivi1 Panel.tif
DOI: 10.13130/rd_unimi/ry90dc/js2v27
title: S4D klc1 roi 1 new.tif
DOI: 10.15468/dl.rcrwar
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caetea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039547-251025141854904/datasets/export for details.
DOI: 10.13130/rd_unimi/ry90dc/m7chec
title: S4F panel.tif
DOI: 10.13130/rd_unimi/ry90dc/1ko0v9
title: S4F klc1.tif
DOI: 10.13130/rd_unimi/ry90dc/ytjayh
title: S4F drp1 ROI.tif
DOI: 10.13130/rd_unimi/ry90dc/feb5hp
title: S4F drp1.tif
DOI: 10.13130/rd_unimi/ry90dc/h9zqel
title: S4F gapdh DMC ROI.tif
DOI: 10.13130/rd_unimi/ry90dc/zip1so
title: S4F gapdh-1.tif
DOI: 10.13130/rd_unimi/ry90dc/cmqbio
title: S4F kif5.tif
DOI: 10.13130/rd_unimi/ry90dc/kdvkes
title: S4F kif5 ROI.tif
DOI: 10.13130/rd_unimi/ry90dc/a1szps
title: S4F klc1 ROI.tif
DOI: 10.13130/rd_unimi/ry90dc/nzbh3u
title: S4B BRANCHINGS fibers ROI.pzf
DOI: 10.13130/rd_unimi/ry90dc/jwzqie
title: S4A DrpMC.jpg
DOI: 10.13130/rd_unimi/ry90dc/e8gurj
title: S4A MDIVI1.jpg
DOI: 10.13130/rd_unimi/ry90dc/ikhjcl
title: S4A WT.jpg
DOI: 10.13130/rd_unimi/ry90dc/5otsn2
title: S4E dmc mdivi1_ MDIVI1.tif
DOI: 10.13130/rd_unimi/ry90dc/g0fmw4
title: S4E dmc mdivi1_ MDIVI1-1.tif
DOI: 10.13130/rd_unimi/ry90dc/kowmxj
title: S4E dmc mdivi1_ MDIVI1-1.tif (green) skeleton.tif
DOI: 10.13130/rd_unimi/ry90dc/kjbjzb
title: S4E dmc myotubes _Series004 DMC9.tif
DOI: 10.13130/rd_unimi/ry90dc/rcz11p
title: S4E dmc myotubes _Series004 DMC9-1.tif
DOI: 10.13130/rd_unimi/ry90dc/nrkylv
title: S4E dmc myotubes _Series004 DMC9-1.tif (green) skeleton.tif
DOI: 10.13130/rd_unimi/ry90dc/zwmhp6
title: S4E BL new.pzf
DOI: 10.13130/rd_unimi/ry90dc/ezhubn
title: S4E numero branches onto area.pzf
DOI: 10.13130/rd_unimi/ry90dc/mgkshs
title: S4E elongation myotubes box and whiskers.pzf
DOI: 10.13130/rd_unimi/ry90dc/y81kic
title: S4G fibra DMC.tif
DOI: 10.13130/rd_unimi/ry90dc/7x3ozl
title: S4G fibre mdivi pla figure.tif
DOI: 10.13130/rd_unimi/ry90dc/p8naek
title: S4G PLA fibers MC DMC MDIVI DRP1 KLC1 grafici piccoli.pzf
DOI: 10.13130/rd_unimi/ry90dc/oku5di
title: S4H fibra dmc pla kif5 tub crop.tif
DOI: 10.13130/rd_unimi/ry90dc/rmjik0
title: S4H fibra mdivi.tif
DOI: 10.13130/rd_unimi/ry90dc/jtllpo
title: S4H PLA fibers MC DMC MDIVI KIF5TUB.pzf
DOI: 10.15468/dl.75nvne
title: Occurrence Download

description: A dataset containing 555109 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Endotropis crocea pirifolia",
 "TaxonKey is Rhaphiostylis preussii",
 "TaxonKey is Rhaphithamnus venustus",
 "TaxonKey is Garcinia intermedia",
 "TaxonKey is Garcinia gardneriana",
 "TaxonKey is Rhododendron macrophyllum",
 "TaxonKey is Rhododendron carneum",
 "TaxonKey is Rhododendron irroratum",
 "TaxonKey is Rhododendron leptothrium",
 "TaxonKey is Rhododendron liliiflorum",
 "TaxonKey is Rhododendron stenopetalum",
 "TaxonKey is Rhodolaena humblotii",
 "TaxonKey is Rhopalocarpus macrorhamnifolius",
 "TaxonKey is Toxicodendron diversilobum",
 "TaxonKey is Richeria dressleri",
 "TaxonKey is Bribria crenata",
 "TaxonKey is Rinorea welwitschii welwitschii",
 "TaxonKey is Rinorea angustifolia engleriana",
 "TaxonKey is Rinorea macrophylla",
 "TaxonKey is Rinorea squamata",
 "TaxonKey is Robinia pseudoacacia",
 "TaxonKey is Rogiera amoena",
 "TaxonKey is Rudgea skutchii",
 "TaxonKey is Sabia paniculata",
 "TaxonKey is Salix ovalifolia arctolitoralis",
 "TaxonKey is Salix babylonica",
 "TaxonKey is Salix lucida caudata",
 "TaxonKey is Salix hebecarpa",
 "TaxonKey is Salix lucida lasiandra",
 "TaxonKey is Salix nivalis",
 "TaxonKey is Sapindus saponaria",
 "TaxonKey is Pleradenophora bilocularis",
 "TaxonKey is Sapium glandulosum",
 "TaxonKey is Triadica sebifera",
 "TaxonKey is Citronella sarmentosa",
 "TaxonKey is Sarcotheca ferruginea",
 "TaxonKey is Saruma henryi",
 "TaxonKey is Saururus chinensis",
 "TaxonKey is Heptapleurum pauciflorum",
 "TaxonKey is Heptapleurum minutistellatum",
 "TaxonKey is Sciodaphyllum pittieri",
 "TaxonKey is Heptapleurum venulosum",
 "TaxonKey is Schisandra henryi",
 "TaxonKey is Schisandra incarnata",
 "TaxonKey is Schisandra propinqua",
 "TaxonKey is Schisandra rubriflora",
 "TaxonKey is Schizocalyx obovatus",
 "TaxonKey is Schizomeria serrata",
 "TaxonKey is Scyphosyce manniana",
 "TaxonKey is Securidaca diversifolia"
 ]
}

 The dataset includes 555109 records from 3879 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039508-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y363fc
title: Occurrence Download

description: A dataset containing 49108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((82.59247 17.44365,160.40753 17.44365,160.40753 48.55635,82.59247 48.55635,82.59247 17.44365))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Zacco platypus (Temminck & Schlegel, 1846)"
 ]
}

 The dataset includes 49108 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011136-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15478032
title: Análise Farmacognóstica e Qualitativa da Matricaria chamomilla L.: Avaliação da Conformidade com Padrões Oficiais
DOI: 10.5281/zenodo.15478033
title: Análise Farmacognóstica e Qualitativa da Matricaria chamomilla L.: Avaliação da Conformidade com Padrões Oficiais
DOI: 10.26193/w3u2s3
title: Australian Election Study, 2022
title: AES Voter Study, 2022

description: The 2022 AES is the thirteenth in a series of surveys beginning in 1987, timed to coincide with Australian Federal elections. The series builds on the 1967, 1969, and 1979 Australian Political Attitudes Surveys. The AES aims to provide a long-term perspective on the political attitudes and behaviours of Australians and investigate the changing social bases of Australian politics as the economy and society modernise and change character. In addition to these long-term goals, the AES examines the specific political issues prevalent in the 2022 Federal election and assesses their importance in determining the election result. The 2022 AES is the fifth in the series to provide the option of completing the survey via hardcopy or online. Address-based sampling continues to be used to recruit members of the Australian public to participate in a sequential mixed-mode survey (push-to-web followed by hard copy completion).The 2022 AES is the latest in a long-term series of studies of Australian politics and elections. Itexamines important issues such as changing support for political parties, the role of the party leadersand the importance of political issues like the economy and the environment.
&lt;br&gt;&lt;br&gt;

&lt;b&gt;User Notice:&lt;/b&gt; Please contact ADA to request access to the restricted postcode and demographic variables.
description: SPSS, 25.0
description: Stata, 12.0
description: SAS, 9.4
description: Australian Election Study
DOI: 10.15468/dl.my6e6c
title: Occurrence Download

description: A dataset containing 5866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Amelanchier ovalis"
 ]
}

 The dataset includes 5866 records from 245 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029099-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17581860
title: IoT-Based Localization in Urban LoRaWAN Networks Using CNN–LSTM: Supporting Dataset and Model

description: This dataset and trained model accompany the article “IoT-Based Localization in Urban LoRaWAN Networks Using CNN–LSTM Deep Learning Model” accepted for publication in the Journal of Universal Computer Science (JUCS).

The dataset includes two preprocessed RSSI feature sets (processed_dataset_final and processed_dataset_quantile) derived from the LoRaWAN measurements collected in Antwerp, Belgium, covering 72 static gateways and multiple mobile nodes.

The provided trained model file (cnn_lstm_v4.keras) corresponds to the final version (CNN–LSTM v4) described in the paper, optimized using QuantileTransformer and RobustScaler preprocessing, Mish activation, batch normalization, and AdamW optimizer.

Researchers may use these files to reproduce, validate, or extend the reported results in urban IoT localization tasks.
DOI: 10.5281/zenodo.17581861
title: IoT-Based Localization in Urban LoRaWAN Networks Using CNN–LSTM: Supporting Dataset and Model

description: This dataset and trained model accompany the article “IoT-Based Localization in Urban LoRaWAN Networks Using CNN–LSTM Deep Learning Model” accepted for publication in the Journal of Universal Computer Science (JUCS).

The dataset includes two preprocessed RSSI feature sets (processed_dataset_final and processed_dataset_quantile) derived from the LoRaWAN measurements collected in Antwerp, Belgium, covering 72 static gateways and multiple mobile nodes.

The provided trained model file (cnn_lstm_v4.keras) corresponds to the final version (CNN–LSTM v4) described in the paper, optimized using QuantileTransformer and RobustScaler preprocessing, Mish activation, batch normalization, and AdamW optimizer.

Researchers may use these files to reproduce, validate, or extend the reported results in urban IoT localization tasks.
DOI: 10.18112/openneuro.ds006179.v1.0.0
title: TODO: name of the dataset
DOI: 10.15468/dl.v22sn6
title: Occurrence Download

description: A dataset containing 4627 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus caroliniensis"
 ]
}

 The dataset includes 4627 records from 261 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038532-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56m2je
title: Occurrence Download

description: A dataset containing 1374 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedychium coccineum"
 ]
}

 The dataset includes 1374 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038533-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdvk5k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea calcitrapa",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038536-250811113504898/datasets/export for details.
DOI: 10.15468/dl.hnkgfn
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedychium flavum"
 ]
}

 The dataset includes 219 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038537-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rmy7d
title: Occurrence Download

description: A dataset containing 48550 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ulmus americana"
 ]
}

 The dataset includes 48550 records from 336 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038534-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhyvzu
title: Occurrence Download

description: A dataset containing 38809 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ulmus laevis"
 ]
}

 The dataset includes 38809 records from 657 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038535-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gyxzvg
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea calcitrapa",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038539-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtka95
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea calcitrapa",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038538-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.