cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/mc8-jny-hp7
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc8-mzd-d8t
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc8-nye-pfr
title: Geranium bohemicum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc8-sa2-hr1
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc8-xtd-wd1
title: Erodium cicutarium (L.) L'Hér.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc9-5l6-e4c
title: Persicaria lapathifolia subsp. pallida (With.) Á. Löve

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc9-dwn-mfj
title: Neottia cordata (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc9-jrl-gxd
title: Carex rotundata Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc8-tjm-skn
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc9-lrz-8wb
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc9-x4e-960
title: Corallorhiza trifida Châtel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc9-yj7-z2a
title: Rubus caesius L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mc9-yme-qyg
title: Juncus bulbosus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mca-5x9-3r2
title: Arrhenatherum elatius (L.) P.Beauv. ex J.Presl & C.Presl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mca-a5p-z2b
title: Dryopteris cristata (L.) A. Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mca-gf9-754
title: Lolium multiflorum Lam.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mca-khd-dqr
title: Sparganium gramineum Georgi

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mca-lv9-42a
title: Festuca ovina L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mca-p77-eq6
title: Saxifraga adscendens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mca-pdl-s0l
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mca-xq6-0t2
title: Calamagrostis arundinacea (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcb-15b-1s3
title: Diphasiastrum Holub

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcb-55n-mtj
title: Bromus arvensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcb-a8h-jm1
title: Chenopodium pratericola Rydb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcb-gvl-pkz
title: Orchis mascula (L.) L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcb-jw8-hm9
title: Sisymbrium orientale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcb-m67-9ge
title: Betula pubescens x subsp. czerepanovii × subsp. pubescens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcb-wk2-7a5
title: Rhododendron tomentosum (Stokes) Harmaja

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcb-xgh-hpd
title: Calamagrostis canescens (Weber) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcb-xla-ahz
title: Poa nemoralis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcb-xqq-6ml
title: Dactylorhiza majalis subsp. lapponica (Laest. ex Hartm.) H.Sund.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcc-2va-8x2
title: Salix myrtilloides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcc-4h5-q3l
title: Salix L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcc-agf-vj9
title: Populus tremula L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcb-6cm-khg
title: Cerastium alpinum var. lanatum (Lam.) Hegetschw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcc-j01-56q
title: Psammophiliella muralis (L.) Ikonn.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcc-kz1-492
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcc-lj5-tqb
title: Ranunculus acris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcc-m85-t5d
title: Potentilla argentea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcc-rg6-28k
title: Luzula pallescens Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcc-x6p-y4n
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcd-0d5-yzq
title: Athyrium filix-femina (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcd-0wc-6kr
title: Carex elata All.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcd-1ns-5sy
title: Carex dioica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcd-67k-0q2
title: Persicaria amphibia (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcd-7s3-gyq
title: Zannichellia palustris subsp. pedicellata (Rosén & Wahlenb.) Arcang.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcd-9w9-nk4
title: Stellaria longifolia (Regel) Muhl. ex Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcd-eec-l7g
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcd-r4w-jzb
title: Calandrinia ciliata (Ruiz & Pav.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcd-s72-zh8
title: Alchemilla glabricaulis H. Lindb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcd-sma-tjf
title: Myrica gale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcd-xv6-fhd
title: Rhododendron tomentosum (Stokes) Harmaja

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-0yk-re4
title: Eriophorum scheuchzeri Hoppe

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-13x-d2n
title: Salix phylicifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcc-wsb-55z
title: Deschampsia cespitosa (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-3hk-y4l
title: Poa nemoralis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-5n9-6qf
title: Dichodon cerastoides (L.) Rchb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-7wc-119
title: Potamogeton rutilus Wolfg.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-azb-3rp
title: Drosera rotundifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-n6s-wvx
title: Nuphar pumila (Timm) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-r4d-d30
title: Carex brunnescens (Pers.) Poir.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-rx5-cw3
title: Woodsia R. Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-sgh-2gx
title: Rubus odoratus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-wsw-4n9
title: Juncus balticus Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mce-yb1-4ny
title: Draba incana L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcf-1ag-0jm
title: Carex diandra Schrank

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcf-1hj-79e
title: Juncus alpinoarticulatus subsp. rariflorus (Hartm.) Breistr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcf-6xv-9zs
title: Cephalanthera longifolia (L.) Fritsch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcf-ay5-w4j
title: Woodsia ilvensis (L.) R. Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcf-fkr-edp
title: Drosera rotundifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcf-flr-38q
title: Trifolium hybridum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcf-gj1-jgv
title: Avenella flexuosa (L.) Drejer

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcf-zlc-npa
title: Draba incana L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-49g-m3h
title: Carex flava L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-8jb-82b
title: Anthoxanthum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-cj5-tsg
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-cwq-vm5
title: Cerastium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-d0q-kvd
title: Sparganium erectum subsp. microcarpum (Neuman) Domin

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-krw-kst
title: Allium schoenoprasum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-r69-1p5
title: Atriplex nudicaulis Boguslaw

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-t4r-eqj
title: Luzula sudetica (Willd.) Schult.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-v98-d8l
title: Hordeum aegiceras Nees ex Royle

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-w1h-3zs
title: Matteuccia struthiopteris (L.) Tod.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-xk9-clt
title: Arrhenatherum elatius (L.) P.Beauv. ex J.Presl & C.Presl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17995137
title: Fibroblast-to-cardiomyocyte transdifferentiation patch-clamp data

description: Recordings of currents from cardiomyocyte-like cells differentiated from fibroblasts (updated)
DOI: 10.5281/zenodo.18008291
title: Fibroblast-to-cardiomyocyte transdifferentiation patch-clamp data

description: Recordings of currents from cardiomyocyte-like cells differentiated from fibroblasts (updated)
DOI: 10.3535/mcg-yxb-rb0
title: Trigonella L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mch-0a4-dnq
title: Allium strictum Schrad.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcg-b0l-3vh
title: Carex cespitosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mch-2x7-gnd
title: Lathyrus palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mch-cfp-lae
title: Saxifraga adscendens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mch-exp-403
title: Carex dioica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mch-v00-hg9
title: Eleocharis mamillata (H.Lindb.) H.Lindb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-9v9-lws
title: Thelypteris palustris Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-b96-s68
title: Noccaea Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-l41-n9p
title: Alchemilla subcrenata Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-npl-2s6
title: Equisetum pratense Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-q6g-fz0
title: Plantago lanceolata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-gz8-xxr
title: Scheuchzeria palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-h7z-rkj
title: Alchemilla micans Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-qb7-1qp
title: Ribes spicatum subsp. spicatum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-tql-rqv
title: Dryopteris expansa (C. Presl) Fraser-Jenk. & Jermy

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-wa3-zva
title: Trifolium repens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-wm2-v6f
title: Pulsatilla patens (L.) Mill.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-yx7-7tn
title: Epipactis helleborine (L.) Crantz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcj-zgy-fhg
title: Anthoxanthum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mck-1mb-azr
title: Potamogeton pusillus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mck-5b2-xle
title: Trichophorum alpinum (L.) Pers.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mck-6d7-1ky
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mck-84m-x5h
title: Rorippa palustris (L.) Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mck-mkt-mph
title: Juniperus communis x ssp. communis × ssp. nana

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mck-mw1-79h
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mck-smz-68w
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mck-wfp-7n4
title: Puccinellia capillaris (Lilj.) Jansen

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mck-w48-1p4
title: Salix myrsinifolia subsp. myrsinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mck-z1n-04r
title: Trifolium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcl-9me-f7v
title: Herminium monorchis (L.) R.Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcl-avg-glq
title: Barbarea vulgaris W. T. Aiton

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcl-b17-nn7
title: Carex ericetorum Pollich

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcl-ch1-l93
title: Potamogeton pusillus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcl-k6v-qbj
title: Selaginoides spinulosa (A. Braun ex Döll) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcl-tjx-0bf
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcl-zl9-287
title: Dianthus deltoides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcm-6bf-gzd
title: Agrostis capillaris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcm-7by-2tf
title: Myrica gale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcm-7ed-srr
title: Carex oederi var. bergrothii (Palmgr.) Hedrén & Lassen

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcm-9hg-gc7
title: Chrysosplenium alternifolium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcm-xkk-30k
title: Lathyrus sativus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcm-ywq-78r
title: Erysimum virgatum Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcm-zpk-5xx
title: Glyceria maxima (Hartm.) Holmb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcn-4zv-79y
title: Trifolium dubium Sibth.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcn-70x-wxn
title: Carex oederi var. bergrothii (Palmgr.) Hedrén & Lassen

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcn-arp-tk5
title: Ranunculus acris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.14810606
title: UKZN IS&T - Raw Data

description: This dataset relates to student registrations and LMS usage for Information Systems and Technology (IS&T) courses at a South African University. The dataset contains a number of files related to the following:

Demographics of students registered for IS&T courses Some financial data (amount paid for course, loans/bursaries obtained) Course performance Grade 11 and Grade 12 school subjects and performance LMS logs and Activity completion records for 10 IS&T courses (1st, 2nd and 3rd-year courses)

This dataset has only been anonymized with no cleaning or pre-processing performed. Summaries of log data counts have been included for some files for convenience but do not need to be used.

Please refer to and cite the following article when using this dataset:

Raghavjee, R., Subramaniam, P. R., & Govender, I. (2026). Anonymized Dataset of Information Systems and Technology Students at a South African University for Learning Analytics. Data, 11(1), 1. https://doi.org/10.3390/data11010001
DOI: 10.5281/zenodo.14810607
title: UKZN IS&T - Raw Data

description: This dataset relates to student registrations and LMS usage for Information Systems and Technology (IS&T) courses at a South African University. The dataset contains a number of files related to the following:

Demographics of students registered for IS&T courses Some financial data (amount paid for course, loans/bursaries obtained) Course performance Grade 11 and Grade 12 school subjects and performance LMS logs and Activity completion records for 10 IS&T courses (1st, 2nd and 3rd-year courses)

This dataset has only been anonymized with no cleaning or pre-processing performed. Summaries of log data counts have been included for some files for convenience but do not need to be used.

Please refer to and cite the following article when using this dataset:

Raghavjee, R., Subramaniam, P. R., & Govender, I. (2026). Anonymized Dataset of Information Systems and Technology Students at a South African University for Learning Analytics. Data, 11(1), 1. https://doi.org/10.3390/data11010001
DOI: 10.3535/mcn-ccs-9x9
title: Turritis glabra L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcn-s7m-nch
title: Agrostis mertensii Trin.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcn-yzl-g8p
title: Carex oederi var. oederi

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mcp-2ky-zgj
title: Corydalis solida (L.) Clairv.

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