cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/26c-nvv-xc2
title: Myosurus minimus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26c-nx8-73e
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26c-y2a-0g7
title: Oreojuncus trifidus (L.) Záv. Drábk. & Kirschner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-0mc-ynk
title: Equisetum hyemale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-20e-pnf
title: Juncus bulbosus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-3jn-v70
title: Puccinellia capillaris (Lilj.) Jansen

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-41n-ejc
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26c-mby-3wb
title: Carex pulicaris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-7zw-a5y
title: Gagea minima (L.) Ker Gawl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-cld-jjk
title: Urtica urens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-cvv-6zk
title: Potentilla L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-dkw-xc9
title: Rorippa sylvestris (L.) Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-l8v-w3e
title: Erysimum cheiranthoides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-wvf-q36
title: Alopecurus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-yqt-cg4
title: Sagina nodosa subsp. borealis G. E. Crow

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26e-135-fsr
title: Betula L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17991719
title: CNC1732101 Andrena_forbesii [100.0%]
DOI: 10.3535/26e-34a-mqw
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26e-48w-cs6
title: Carex mackenziei V.I.Krecz.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17956948
title: CNC1732101 Andrena_forbesii [100.0%]
DOI: 10.3535/26e-8wb-kk8
title: Carex brunnescens subsp. brunnescens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26e-abg-236
title: Nymphaea tetragona f. colorata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26e-c69-3wk
title: Amelanchier × spicata (Lam.) K. Koch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26e-hb2-mrw
title: Geum urbanum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-97y-2zk
title: Danthonia decumbens (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-eec-e3q
title: Rosa × spaethiana Graebn.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26e-lky-y2z
title: Viscaria vulgaris Röhl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26e-qtq-d2t
title: Anthyllis vulneraria subsp. lapponica (Hyl.) Jalas

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26e-wb3-h0z
title: Juncus × inundatus Drejer

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26e-wjs-y9h
title: Poa nemoralis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26e-yt6-fk4
title: Lathyrus niger (L.) Bernh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26f-bg5-jv4
title: Juncus gerardi Loisel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26f-bw6-aa0
title: Carex rostrata Stokes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26f-glj-787
title: Juncus gerardi Loisel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26f-xr3-0jv
title: Cardamine bulbifera (L.) Crantz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26f-yl5-7vt
title: Juncus bulbosus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26f-zpe-xl7
title: Cerastium tomentosum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26f-2xm-rec
title: Allium strictum Schrad.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26f-dwe-xs5
title: Thalictrum aquilegiifolium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26g-5ny-1ca
title: Carex distans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26g-720-wpn
title: Salix repens x ssp. repens var. repens × ssp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26g-a3s-szv
title: Parnassia palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26g-bnc-bpr
title: Elymus caninus (L.) L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26g-g5l-c1c
title: Carex flava L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26g-sct-mma
title: Caltha palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26g-z53-byy
title: Elymus caninus (L.) L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26h-0pp-nya
title: Atriplex tatarica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26h-4v6-ge0
title: Carex rupestris All.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26h-8t5-qvv
title: Milium effusum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26h-e7s-rk1
title: Salsola tragus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26h-gcj-8mz
title: Papaver dubium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26h-xqn-g40
title: Woodsia ilvensis (L.) R. Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26j-1ht-dhm
title: Festuca rubra L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26j-ba8-rn3
title: Equisetum pratense Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26j-fc2-2lk
title: Micranthes nivalis (L.) Small

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26j-fzw-d18
title: Botrychium lunaria (L.) Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26j-khy-8g8
title: Alnus incana (L.) Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26j-lya-zwk
title: Agrostis capillaris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26j-qhs-jgh
title: Gagea lutea (L.) Ker Gawl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26j-r3e-bvk
title: Rubus caesius L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26j-rqx-m0p
title: Salix L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26j-t1j-b7s
title: Salix myrsinifolia subsp. myrsinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26j-v69-5mj
title: Setaria viridis (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26k-1le-0h3
title: Carex spicata Huds.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26k-9w9-0by
title: Lotus corniculatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26k-nyf-4bl
title: Anthoxanthum nitens (Weber) Y.Schouten & Veldkamp

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26k-vjf-e64
title: Ceratophyllum demersum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26k-yn4-709
title: Milium effusum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26l-2fa-fgr
title: Ribes L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26l-4f7-qv3
title: Achnatherum calamagrostis (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26l-5sr-rva
title: Isoetes echinospora Durieu

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26l-7tx-0m3
title: Lathyrus japonicus var. maritimus (L.) J.T.Kartesz & Gandhi

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26l-hgt-8ee
title: Potentilla neglecta Baumg.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26l-mte-tp0
title: Carex canescens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26l-nye-87n
title: Rhamphospermum arvense (L.) Andrz. ex Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26l-wep-5nk
title: Salsola L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26l-x91-wgx
title: Carex vaginata Tausch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26l-zkn-ma4
title: Fumaria officinalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26m-4pv-wx5
title: Cerastium fontanum subsp. fontanum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26m-6fv-24l
title: Lathyrus palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26m-ek7-rrf
title: Lotus corniculatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26m-hg9-tyc
title: Carex media R.Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26m-lmv-n1q
title: Erysimum virgatum Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26m-lst-r3m
title: Chenopodium suecicum Murr

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26m-se8-avk
title: Rabelera holostea (L.) M. T. Sharples & E. A. Tripp

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26m-xs1-whs
title: Geum urbanum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26n-16k-ntk
title: Dryopteris carthusiana (Vill.) H. P. Fuchs

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26n-1p5-0rg
title: Carex loliacea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26n-4l8-wm7
title: Juncus gerardi Loisel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26n-a92-5j1
title: Rosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26n-ksz-bnl
title: Abies sibirica Ledeb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26n-pq7-kbn
title: Rorippa palustris (L.) Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26p-7dd-016
title: Arenaria pseudofrigida (Ostenf. & O. C. Dahl) Schischk. & Knorring

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26p-7fl-gpw
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26p-9h2-exg
title: Dryopteris cristata (L.) A. Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26p-9vb-heb
title: Poa annua L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26p-kz3-jn1
title: Juniperus communis var. communis

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26p-sw1-5s2
title: Sparganium natans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26p-m0n-evw
title: Prunus padus x ssp. borealis × ssp. padus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26p-znj-6rq
title: Trigonella L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-3j3-0et
title: Euphorbia saratoi Ardoino

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-7f7-f6k
title: Raphanus sativus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-87l-bal
title: Cerastium holosteoides Fr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-8t5-2pn
title: Raphanus raphanistrum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-a1n-zyl
title: Juncus effusus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-ae5-1cg
title: Corydalis solida (L.) Clairv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-bzq-mvt
title: Triticum aestivum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-rlk-gej
title: Salix repens var. ssp. repens var. repens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-vkn-flx
title: Huperzia europaea Björk

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-y9t-d3e
title: Luzula pallescens Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26r-0hm-mlh
title: Trifolium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26r-33m-pqq
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: 10.3535/26r-cvz-qfp
title: Melilotus officinalis (L.) Lam.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26r-g5d-4ea
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-fbb-7cl
title: Danthonia decumbens (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26q-ng1-3ws
title: Chenopodium pratericola Rydb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26r-1gj-qzg
title: Equisetum palustre L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26r-hwp-a06
title: Potamogeton pusillus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26r-sek-2em
title: Pseudathyrium alpestre (Hoppe) Newman

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26r-sxy-44z
title: Alopecurus aequalis Sobol.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26r-wb6-3bc
title: Salix repens var. ssp. repens var. repens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26s-21a-994
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26s-b7a-vqe
title: Potamogeton gramineus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26s-bj4-a97
title: Sparganium natans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26s-bqn-nyt
title: Lepidium densiflorum Schrad.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26s-g92-t0n
title: Chelidonium majus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26s-l2q-q68
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26s-m68-yhq
title: Lipandra polysperma (L.) S. Fuentes, Uotila & Borsch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26s-nhj-y7k
title: Avena sativa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26t-2sq-sp4
title: Equisetum hyemale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26t-dmg-12h
title: Oxalis stricta L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26t-f4m-6f5
title: Abies sibirica Ledeb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26t-m8m-f0d
title: Poa pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26t-s23-egd
title: Calamagrostis lapponica (Wahlenb.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17991750
title: ECHO-PM Dataset: Preprocessed GitHub Messages for Sentiment, Emotion, and Empathetic Communication Experiments

description: ECHO-PM Dataset (v1.0): Preprocessed GitHub Messages for NLP Experiments in Software Engineering Communication

This record provides a dataset of 677 textual messages collected from public GitHub repositories and preprocessed with spaCy, intended to support Natural Language Processing (NLP) experiments in technical communication within Software Engineering contexts (e.g., exploratory analyses, message characterization, preparation for classification pipelines, and reproducibility of preprocessing steps).

Included files





base_dados_dissertacao_prep_spacy.csv (main dataset)




A dataset datasheet (PDF) describing the dataset




LICENSE.txt (CC BY 4.0)



Scope of this release (v1.0)





Total records: 677




Repositories: pallets/flask (343) and psf/requests (334)




Message types: comment (556) and issue_body (121)




Text representations: raw text + cleaned text + tokens + lemmas





Rigor note (important): this CSV does not include labels (e.g., sentiment/emotion/tone). If labeled annotations or model outputs are released, they will be provided as separate files (e.g., labels_v1.csv) with a clearly documented labeling protocol and schema.


Main CSV columns (high level)





Metadata: repo, issue_number, kind, author, created_at, title, comment_id




Text: message, clean_text, tokens, lemmas




Measures/flags: tamanho, num_palavras, flag_long, flag_log, flag_code, flag_descartar(Note: in this release, the flags are present but not activated.)



Intended use

This dataset is designed to:





enable reproducibility of a standardized preprocessing pipeline, and




serve as a base for constructing labeled subsets and downstream modeling/evaluation pipelines.



Ethics & privacy

All content originates from public GitHub sources. The author field contains public GitHub handles; for stricter privacy requirements, consider releasing an anonymized variant (hash/salt) in a future version.

License

Released under Creative Commons Attribution 4.0 International (CC BY 4.0).

Citation

DOI: 10.5281/zenodo.17991751

Suggested citation (plain text):Barros, F. A. S. (2025). ECHO-PM Dataset (v1.0): Preprocessed GitHub Messages for NLP Experiments in Software Engineering Communication. Zenodo. https://doi.org/10.5281/zenodo.17991751