cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17903/fk2/xv6xje
title: Flash Ευρωβαρόμετρο 339 (Ο Ευρωπαϊκός Αριθμός Κλήσης Άμεσης Ανάγκης 112, κύμα 5)

description: Ο Ευρωπαϊκός Αριθμός Κλήσης Άμεσης Ανάγκης 112. Θέματα: Οι πρώτες ερωτήσεις αφορούσαν την ενημέρωση των ερωτώμενων σχετικά με τους τηλεφωνικούς αριθμούς άμεσης ανάγκης που θα καλούσαν στο εσωτερικό της χώρας αλλά και εντός Ευρωπαϊκής Ένωσης. Επίσης αν κατά τους τελευταίους 12 μήνες είδαν ή άκουσαν οποιαδήποτε πληροφορία αναφορικά με τον ευρωπαϊκό αριθμό άμεσης ανάγκης 112 καθώς και για τον αντίστοιχο εθνικό αριθμό άμεσης ανάγκης και τον διαμεσολαβητή αυτών των πληροφοριών (μέσα μαζικής ενημέρωσης/μέσω του παροχέα τηλεπικοινωνιών/άλλα). Στη συνέχεια, διερευνήθηκε η άποψή τους ως προς την αναγκαιότητα ύπαρξης ενός πανευρωπαϊκού αριθμού άμεσης ανάγκης, διαθέσιμου σε όλη την ΕΕ/, αν η σχετική ενημέρωση των πολιτών στην Ελλάδα είναι επαρκής και αν θα πρέπει να υπάρξει μέριμνα για την διευκόλυνση ατόμων με αναπηρίες μέσω της παροχής ειδικά προσαρμοσμένων τηλεφώνων έτσι ώστε να επικοινωνούν με υπηρεσίες άμεσης ανάγκης μέσω του 112. Στη συνέχεια ερωτήθηκαν αν τα τελευταία πέντε χρόνια έχουν καλέσει τον Ευρωπαϊκό αριθμό άμεσης ανάγκης, την περίπτωση της τελευταίας κλήσης άμεσης ανάγκης, τι είδους τηλέφωνο χρησιμοποίησαν, αν αντιμετώπισαν τεχνική δυσκολία ή οποιοδήποτε πρόβλημα επικοινωνίας λόγω γλώσσας στη διενέργεια ή διατήρηση της κλήσης, αν παρείχαν πληροφορίες για την τοποθεσία τους στον χειριστή της κλήσης άμεσης ανάγκης και τέλος την αντιμετώπιση του αιτήματός τους. Δημογραφικά στοιχεία: Ηλικία, φύλο, υπηκοότητα, ηλικία ολοκλήρωσης εκπαίδευσης, κατάσταση απασχόλησης και επαγγελματική κατάσταση, περιοχή, βαθμός αστικοποίησης, σύνθεση νοικοκυριού και ύπαρξη αναπηρίας.
DOI: 10.48511/q1hm-kw62
title: Springer Creek Water Quality

description: Water quality data collected by the Slocan Waterfront Society
DOI: 10.48511/z0af-hx70
title: South Slocan River

description: Water monitoring for Slocan River by the Slocan River Streamkeepers Society.
DOI: 10.18112/openneuro.ds003969.v1.0.0
title: Meditation vs thinking task
DOI: 10.5281/zenodo.5378527
title: Genetic diversity of wild and cultivated Coffea canephora in northeastern DR Congo and the implications for conservation - Additional Data

description: List of wild and cultivated <em>Coffea canephora </em>accessions from northeastern Democratic Republic of the Congo included in Vanden Abeele et al. 2021 - American Journal of Botany, and the corresponding alleles for each of the 18 microsatellite markers (0 indicates missing alleles).
DOI: 10.5281/zenodo.5378526
title: Genetic diversity of wild and cultivated Coffea canephora in northeastern DR Congo and the implications for conservation - Additional Data

description: List of wild and cultivated <em>Coffea canephora </em>accessions from northeastern Democratic Republic of the Congo included in Vanden Abeele et al. 2021 - American Journal of Botany, and the corresponding alleles for each of the 18 microsatellite markers (0 indicates missing alleles).
DOI: 10.48511/jf94-4748
title: South Salmo River (Upper - Lower)

description: This resource contains data from the South Salmo River (includes data from two sites: Upper - Lower). These sites have been monitored for 15 years (2003-08-29 to 2018-11-01).
DOI: 10.48511/7bwr-fq34
title: Slocan River at Passmore

description: Water quality monitoring data for the Slocan River at Passmore in 2003.
DOI: 10.48511/sk8d-x783
title: Slocan River (NJSLO03)

description: Water monitoring on Slocan River by the Slocan River Streamkeepers Society.
DOI: 10.7910/dvn/gjx8ak
title: Games, play with games, gamification and maker culture in the education and learning process

description: O mundo atual vem passando constantemente por inovações tecnológicase é bastante comum o uso delas como ferramentas na aprendizagem devido aos inúmeros benefícios associados a diversas áreas do desenvolvimento humano.A proposta deste artigo é fazer uma revisão bibliográfica apresentando uma visão geral e conceitos acercados jogos, brincadeiras, gamificação e cultura maker no processo de ensinoe aprendizagem. Nesta pesquisa foi possível perceber a importante função dos educadores no processo de ensino e aprendizagem e na transmissão do conhecimento por meio da adoção de estratégias didáticas que vão além dos métodos tradicionais. Uma das práticas pedagógicas que favorecem o engajamento estudantil é a utilização de jogos e brincadeiras que despertam o interesse e facilita o aprendizado e o desenvolvimento cognitivo e habilidades da criança e até mesmo dos jovens e adultos de forma multidisciplinar. A gamificação e o movimento maker surgem para ampliar e contribuir com esse desenvolvimento educacional onde o aluno aprende a aprender fazendo de maneira mais significativa e estruturada
DOI: 10.34740/kaggle/dsv/2962589
title: Cryptocurrency extra data - TRON
DOI: 10.17903/fk2/3iohq6
title: Flash Ευρωβαρόμετρο 314 (Ο Ευρωπαϊκός Αριθμός Κλήσης Άμεσης Ανάγκης 112, κύμα 4)

description: Ο Ευρωπαϊκός Αριθμός Κλήσης Άμεσης Ανάγκης 112. Θέματα: Οι πρώτες ερωτήσεις αφορούσαν την ενημέρωση των ερωτώμενων σχετικά με τους τηλεφωνικούς αριθμούς άμεσης ανάγκης που θα καλούσαν στο εσωτερικό της χώρας αλλά και εντός Ευρωπαϊκής Ένωσης. Επίσης αν κατά τους τελευταίους 12 μήνες είδαν ή άκουσαν οποιαδήποτε πληροφορία αναφορικά με τον ευρωπαϊκό αριθμό άμεσης ανάγκης 112 καθώς και για τον αντίστοιχο εθνικό αριθμό άμεσης ανάγκης και τον διαμεσολαβητή αυτών των πληροφοριών (μέσα μαζικής ενημέρωσης/μέσω του παροχέα τηλεπικοινωνιών/άλλα). Στη συνέχεια, διερευνήθηκε η άποψή τους ως προς την αναγκαιότητα ύπαρξης ενός πανευρωπαϊκού αριθμού άμεσης ανάγκης, διαθέσιμου σε όλη την ΕΕ/, αν η σχετική ενημέρωση των πολιτών στην Ελλάδα είναι επαρκής και αν θα πρέπει να υπάρξει μέριμνα για την διευκόλυνση ατόμων με αναπηρίες μέσω της παροχής ειδικά προσαρμοσμένων τηλεφώνων έτσι ώστε να επικοινωνούν με υπηρεσίες άμεσης ανάγκης μέσω του 112. Στη συνέχεια ερωτήθηκαν αν τα τελευταία πέντε χρόνια έχουν καλέσει τον Ευρωπαϊκό αριθμό άμεσης ανάγκης, την περίπτωση της τελευταίας κλήσης άμεσης ανάγκης, τι είδους τηλέφωνο χρησιμοποίησαν, αν αντιμετώπισαν τεχνική δυσκολία ή οποιοδήποτε πρόβλημα επικοινωνίας λόγω γλώσσας στη διενέργεια ή διατήρηση της κλήσης, αν παρείχαν πληροφορίες για την τοποθεσία τους στον χειριστή της κλήσης άμεσης ανάγκης και τέλος την αντιμετώπιση του αιτήματός τους. Δημογραφικά στοιχεία: Ηλικία, φύλο, ηλικία ολοκλήρωσης εκπαίδευσης, κατάσταση απασχόλησης και επαγγελματική κατάσταση, περιοχή, βαθμός αστικοποίησης και ύπαρξη αναπηρίας.
DOI: 10.48511/fhcd-tv18
title: Slocan River (NJSLO02)

description: Water monitoring for Slocan River by the Slocan River Streamkeepers Society.
DOI: 10.17903/fk2/kx0jxc
title: Flash Ευρωβαρόμετρο 285 (Ο Ευρωπαϊκός Αριθμός Κλήσης Άμεσης Ανάγκης 112, κύμα 3)

description: Ο Ευρωπαϊκός Αριθμός Κλήσης Άμεσης Ανάγκης 112 Θέματα: Οι πρώτες ερωτήσεις αφορούσαν την ενημέρωση των ερωτώμενων σχετικά με τους τηλεφωνικούς αριθμούς άμεσης ανάγκης που θα καλούσαν στο εσωτερικό της χώρας αλλά και εντός Ευρωπαϊκής Ένωσης. Επίσης αν κατά τους τελευταίους 12 μήνες είδαν ή άκουσαν οποιαδήποτε πληροφορία αναφορικά με τον ευρωπαϊκό αριθμό άμεσης ανάγκης 112 καθώς και για τον αντίστοιχο εθνικό αριθμό άμεσης ανάγκης και τον διαμεσολαβητή αυτών των πληροφοριών (μέσα μαζικής ενημέρωσης/μέσω του παροχέα τηλεπικοινωνιών/άλλα). Στη συνέχεια, διερευνήθηκε η άποψή τους ως προς την αναγκαιότητα ύπαρξης ενός πανευρωπαϊκού αριθμού άμεσης ανάγκης, διαθέσιμου σε όλη την ΕΕ/, αν η σχετική ενημέρωση των πολιτών στην Ελλάδα είναι επαρκής και αν θα πρέπει να υπάρξει μέριμνα για την διευκόλυνση ατόμων με αναπηρίες μέσω της παροχής ειδικά προσαρμοσμένων τηλεφώνων έτσι ώστε να επικοινωνούν με υπηρεσίες άμεσης ανάγκης μέσω του 112. Στη συνέχεια ερωτήθηκαν αν τα τελευταία πέντε χρόνια έχουν καλέσει τον Ευρωπαϊκό αριθμό άμεσης ανάγκης, την περίπτωση της τελευταίας κλήσης άμεσης ανάγκης, τι είδους τηλέφωνο χρησιμοποίησαν, αν αντιμετώπισαν τεχνική δυσκολία ή οποιοδήποτε πρόβλημα επικοινωνίας λόγω γλώσσας στη διενέργεια ή διατήρηση της κλήσης, αν παρείχαν πληροφορίες για την τοποθεσία τους στον χειριστή της κλήσης άμεσης ανάγκης και τέλος την αντιμετώπιση του αιτήματός τους. Δημογραφικά στοιχεία: Ηλικία, φύλο, κατάσταση απασχόλησης και επαγγελματική κατάσταση, περιοχή κατοικίας, ύπαρξη αναπηρίας ή όχι και τηλεπικοινωνιακός εξοπλισμός.
DOI: 10.5517/ccdc.csd.cc297gz0
title: CCDC 2122352: Experimental Crystal Structure Determination

description: Related Article: Ya-Ping Chang, Xia Ma, Hui Shao, Yu-Ming Zhao|2021|Org.Lett.|23|9659|doi:10.1021/acs.orglett.1c03943
DOI: 10.5517/ccdc.csd.cc297h13
title: CCDC 2122354: Experimental Crystal Structure Determination

description: Related Article: Ya-Ping Chang, Xia Ma, Hui Shao, Yu-Ming Zhao|2021|Org.Lett.|23|9659|doi:10.1021/acs.orglett.1c03943
DOI: 10.5517/ccdc.csd.cc297j25
title: CCDC 2122386: Experimental Crystal Structure Determination

description: Related Article: Ya-Ping Chang, Xia Ma, Hui Shao, Yu-Ming Zhao|2021|Org.Lett.|23|9659|doi:10.1021/acs.orglett.1c03943
DOI: 10.5517/ccdc.csd.cc297h24
title: CCDC 2122355: Experimental Crystal Structure Determination

description: Related Article: Ya-Ping Chang, Xia Ma, Hui Shao, Yu-Ming Zhao|2021|Org.Lett.|23|9659|doi:10.1021/acs.orglett.1c03943
DOI: 10.5517/ccdc.csd.cc298t3j
title: CCDC 2123627: Experimental Crystal Structure Determination

description: Related Article: S. Daoui, I. Muwafaq, E.B. Çınar, A. Abudunia, N. Dege, N. Benchat, K. Karrouchi|2022|Acta Crystallogr.,Sect.E:Cryst.Commun.|78|8|doi:10.1107/S205698902101238X
DOI: 10.5517/ccdc.csd.cc299hbg
title: CCDC 2124285: Experimental Crystal Structure Determination

description: Related Article: A. Schmidt, A. Krupp, E.R. Barth, C. Strohmann|2022|Acta Crystallogr.,Sect.E:Cryst.Commun.|78|23|doi:10.1107/S2056989021012548
DOI: 10.5517/ccdc.csd.cc299hch
title: CCDC 2124286: Experimental Crystal Structure Determination

description: Related Article: A. Schmidt, A. Krupp, E.R. Barth, C. Strohmann|2022|Acta Crystallogr.,Sect.E:Cryst.Commun.|78|23|doi:10.1107/S2056989021012548
DOI: 10.5517/ccdc.csd.cc29b6kf
title: CCDC 2124974: Experimental Crystal Structure Determination

description: Related Article: F.I. Guseinov, K.I. Kobrakov, B.I. Ugrak, Z. Atioğlu, M. Akkurt, A. Bhattarai|2022|Acta Crystallogr.,Sect.E:Cryst.Commun.|78|12|doi:10.1107/S2056989021012676
DOI: 10.48511/rpra-jk65
title: Slocan River (NJSLO01)

description: Water monitoring for Slocan River by the Slocan River Streamkeepers Society.
DOI: 10.25387/g3.17206265
title: Supplemental Materials for Du et al., 2022

description: Results of the individual parameter informations. All necessary info can be found in the README file.
DOI: 10.25387/g3.17206265.v1
title: Supplemental Materials for Du et al., 2022

description: Results of the individual parameter informations. All necessary info can be found in the README file.
DOI: 10.48511/wfp8-ty18
title: Slocan Lake Water Quality

description: The Slocan Lake Water Quality Monitoring Program was undertaken from 2010 to 2013 with funding from the Columbia Basin Trust. The research was conducted by Galena Environmental, with the assistance of volunteers from the Slocan Lake Stewardship Society, as well as other members of the community.
DOI: 10.48511/791m-y217
title: Snow Creek (NESNO01)

description: Water quality monitoring for Snow Creek. From 2009 to 2012, data in this dataset was collected as part of the Columbia Basin Water Quality Monitoring Project which was coordinated and administered by Mainstreams Environmental Society.
DOI: 10.48511/rcte-1n70
title: Trail Creek Water Quality

description: This dataset contains laboratory analysis of water samples collected from the Trail Creek WQ1 site. Water Quality data is also available for Falaise, Haley and Warfield Creeks.
DOI: 10.48511/emag-bw25
title: Trozzo Creek (NJTRO01)

description: Water monitoring at Trozzo Creek by the Slocan River Streamkeepers Society.
DOI: 10.48511/vzmp-eb12
title: Upper Columbia Watershed and Wetlands Reports

description: The Columbia Wetlands Stewardship Partners, working with others, have completed a wide range of projects in the Columbia Wetlands. The available reports are found here.
DOI: 10.48511/cjpg-dq35
title: Warfield Creek Water Quality and Temperature

description: Water quality and temperature measurements for Warfield Creek. This is part of a program that monitors the temperature of nine creeks in the Trail Creek Watershed, and one location in the Topping Creek Watershed.
DOI: 10.48511/gq0v-kz85
title: Wasa Lake Water Level

description: The Wasa Lake Land Improvement District monitors the levels of both Wasa Lake and the Kootenay River to keep residents informed for flood preparedness. Consistent data is available for the Kootenay River from 1996-2006, and 2019-present, and for Wasa Lake from 1996-2006 and 2013-present. Data for both waterbodies is presented here.
DOI: 10.48511/1b14-5z97
title: Water Quality Monitoring Michel Creek Watershed 2021

description: This program focuses on ongoing monitoring of water quality parameters identified to be of importance to the Michel Coal Project. There are 10 samples collected on a monthly basis at three sites. High frequency sampling, which includes five sampling events within a 30 day period (inclusive of one monthly sampling event), is carried out during times of high and low flow.
DOI: 10.7910/dvn/jtxekp
title: Phytochemical and physicochemical evaluation, and photoprotection, antioxidant, antifungal, and antibacterial activities of the floral extract of Schubertia grandiflora Mart. Zucc. (Apocynaceae)

description: Schubertia grandiflorais a species belonging to the floral of the Cerrado domain, presented annually with aromatic flowers. The study aimed to evaluate the hydroethanolic floral extract of S. grandiflorafor phytochemistry, physicochemical and photoprotection, antioxidant, antifungal and antibacterial activities. Fresh flowers were collected and the floral extract produced by maceration. Qualitative phytochemical tests were carried out for the main phytochemical classes, organoleptic physico-chemical parameters, extract mass, moisture content, pH, relative density, refractive index, phenolic and total flavonoid contents, color density, Huetint, and tests biological factors for protection factor, DPPH free radical reduction activities, antifungal and antibacterial. Phytochemistry has demonstrated the presence of several groups of important metabolites mainly in pharmaceutical use, visual color of the citrus yellow floral extract, aromatic and homogeneous, extract mass = 12.57%, moisture content = 6.21%, pH = 5.85, refractive index = 1.4217 nD, relative density 0.9044 g mL-120 °C, total phenolics = 238.83 mg GAE 100 g-1dried extract, total flavonoids = 17.93 mg QC 100 g-1dried extract, color density = 1.05, Huecolor = 8.24, protection factor UVA and UVC, antioxidant activity with CI50= 9.44 μg mL-1. Antifungal activity demonstrated inhibition zone only for Candida tropicalisbetween 10-6 mm and for Candida kruseibetween 18-5 mm, and antibacterial for Escherichia colibetween 13-7 mm, Pseudomonas aeruginosabetween 21-5 mm and Enterococcus faecalisbetween 32-17 mm. The hydroethanolic floral extract of Schubertia grandiflorademonstrated potential biological activities, characterizing this natural product for the development of pharmaceutical, biological and agricultural formulations.
DOI: 10.7910/dvn/odcdip
title: Agriculture, Agroecology and Ecology

description: O surgimento da agricultura industrializada mostrando suas formas de degradação caracteriza o processo de globalização econômica e sua articulação com o neoliberalismo, no qual é aceito para conceituar como uma “sociedade de risco” na atual era da informação do capitalismo. Assim, uma vez estabelecidas as formas de degradação dos recursos naturais adicionadas aos novos e históricos mecanismos de exploração social, a caracterizar a agroecologia e o papel que pode desempenhar na reconstrução de agricultura familiar. O objetivo da pesquisa é explicar sobre o papel da agroecologia atua nos resultados da modernidade da agricultura, pois, resulta em ações de deterioração com os recursos naturais. Neste estudo será composto por uma abordagem bibliográfica, utilizando artigos científicos para a composição do embasamento teórico sobre a aplicação da agroecologia na agricultura familiar. Originando em uma pesquisa descritiva e explicativa sobre a modernidade e seus impactos na agricultura, no qual precisa da atuação da agroecologia para a realização de um movimento social e político sobre a agricultura de forma ecológica. O objetivo desse estudo demonstra que o movimento agroecológico é uma forma de transformação para a agricultura familiar, a ciência e técnicas da agroecologia contribuem para incorporar novas formas produtivassustentáveis, sendo que a agroecologia como forma de manter os recursos naturais e o solo para o trabalho humana e suas produções, tornando essas produções um futuro sustentável e demonstrando a importância da preocupação social com a globalização do mundo sobre a agricultura.
DOI: 10.7910/dvn/ceachc
title: Geographic map on environmental impacts: a preservation strategy and contribution to positive impacts

description: O meio ambiente é constantemente impactado, caracterizado como caráter negativo e positivo, sendo negativo, todas as ações humanas que degradam o meio ambiente e positivo, as ações que contribuem para a preservação e conservação desse ambiente. O objetivo desta pesquisa é descrever os impactos ambientais positivos e negativos, proporcionando uma explicação sobre suas diferenças e exemplosde impactos. A metodologia utiliza uma pesquisa bibliográfica, coletando dados por meio de artigos científicos, leis, site web e arquivos ambientais. Os resultados apresentam uma estratégia para a contribuição com os impactos positivos, utilizando a educação como o melhor caminho para preparar e demonstrar à população a importância da conservação ambiental. Portanto, a educação ambiental é um meio de proporcionar uma maior participação da população nas questões-problemas ambientais que enfrentam, essa educação conscientiza e demonstra as pessoas como a escola, gestão pública e comunidade podem trabalhar em equipe a respeito do meio ambiente.
DOI: 10.48511/m3gy-rz76
title: Silverton Creek Watershed Reports

description: This dataset contains reports prepared by Richard and Susan Johnson of Opus Petroleum Engineering Ltd. for the Slocan Lake Stewardship Society, assessing the Silverton Creek watershed.
DOI: 10.6084/m9.figshare.17433440
title: Mental workload measures as a predictor of operator performance lessons learnt from ATM task related experiments- DATASETS

description: We present 2 datasets of both experiments presented in the manuscript called: "Mental workload measures as a predictor of operator performance lessons learnt from ATM task related experiments"
DOI: 10.5281/zenodo.5793936
title: Harmonized chronologies of a global late Quaternary pollen dataset (LegacyAge 1.0) in R

description: We present a chronology framework named LegacyAge 1.0 containing harmonized chronologies for 2831 pollen records (downloaded from the Neotoma Paleoecology Database and the supplementary Asian datasets) together with their age control points and metadata in machine-readable data formats. Here, we provide the R-code for calculation and comparison chronologies with embedded manual, metadata for code runs, Bacon output graphs of each record, graphs comparison of original chronologies and LegacyAge 1.0, and a short shared-screen video of the R-code to show the usage on two example records separately. Supplement to: Li, C., Postl, A. K., Böhmer, T., Cao, X., Dolman, A. M., and Herzschuh, U.: Harmonized chronologies of a global late Quaternary pollen dataset (LegacyAge 1.0), Earth Syst. Sci. Data Discuss. [preprint], https://doi.org/10.5194/essd-2021-212, in review, 2021.
DOI: 10.5281/zenodo.5802317
title: Emoji Gestures in English Tweets: California

description: The dataset consists of 479 193 tweets each of them contains one of the 31 gesture emoji (different hand configurations) and its skin tone modifier options (e.g. 🙏🙏🏿🙏🏾🙏🏽🙏🏼🙏🏻), posted within 250km from San Jose, CA and within 200km from Los Angeles, CA, in English, during May-August 2021. The dataset can be used to investigate the use of gesture emoji by English-speaking California Twitter users. Python libraries used for collecting tweets and preprocessing: tweepy, re, preprocessor, emoji, regex, string, nltk. The dataset contains 12 columns: tweet_original original text of the tweet preprocessed preprocessed text of the tweet (4 steps) all_emoji lists all emoji in a given tweet hashtags lists all hashtags in a given tweet user_encoded encoded Twitter user name: the first 3 characters of the user name and the first 3 characters of the user's location location_encoded location of the user: "los_angeles", "san_diego", "san_jose", "san_francisco", "fresno", "long_beach", "sacramento", "oakland", "bakersfield", "anaheim", or "other" mention_present checks whether each tweet contains mentions url_present checks whether each tweet contains url preprocess_tweet preprocessing step 1: tokenizing mentions, urls, and hashtags lowercase_tweet preprocessing step 2: lowercasing remove_punct_tweet preprocessing step 3: removing punctuation tokenize_tweet preprocessing step 4: tokenizing The further information on the research project can be found here: https://github.com/mzhukovaucsb/emoji_gestures/
DOI: 10.5281/zenodo.5802328
title: Emoji Gestures in Russian Tweets: Moscow

description: The dataset consists of 48 838 tweets each of them contains one of the 31 gesture emoji (different hand configurations) and its skin tone modifier options (e.g. 🙏🙏🏿🙏🏾🙏🏽🙏🏼🙏🏻), and posted within 50km from Moscow, Russia, in Russian, during May-August 2021. The dataset can be used to investigate the use of gesture emoji by Russian users of the Twitter platform. Python libraries used for collecting tweets and preprocessing: tweepy, re, preprocessor, emoji, regex, string, nltk. The dataset contains 12 columns: tweet_original original text of the tweet preprocessed preprocessed text of the tweet (4 steps) all_emoji lists all emoji in a given tweet hashtags lists all hashtags in a given tweet user_encoded encoded Twitter user name: the first 3 characters of the user name and the first 3 characters of the user's location location_encoded location of the user: "moscow", "moscow_region", or "other" mention_present checks whether each tweet contains mentions url_present checks whether each tweet contains url preprocess_tweet preprocessing step 1: tokenizing mentions, urls, and hashtags lowercase_tweet preprocessing step 2: lowercasing remove_punct_tweet preprocessing step 3: removing punctuation tokenize_tweet preprocessing step 4: tokenizing The further information on the research project can be found here: https://github.com/mzhukovaucsb/emoji_gestures/
DOI: 10.5281/zenodo.5802306
title: scPretrain: Multi-task self-supervised learning for cell type classification

description: The dataset and code for paper, scPretrain: Multi-task self-supervised learning for cell type classification.
DOI: 10.5281/zenodo.5802305
title: scPretrain: Multi-task self-supervised learning for cell type classification

description: The dataset and code for paper, scPretrain: Multi-task self-supervised learning for cell type classification.