cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.5017041
title: Direct assessment of the acidity of individual surface hydroxyls_experimental dadaset

description: This dataset contains the raw experimental data for the article "Direct assessment of the acidity of individual surface hydroxyls" by Margareta Wagner, Bernd Meyer, Martin Setvin, Michael Schmid & Ulrike Diebold in <em>Nature</em> <strong>volume 592</strong>, pages722–725 (2021).
description: This work was supported by the Austrian Science Fund (FWF), project V 773-N (Elise-Richter-Stelle, M.W.) and Z 250-N27 (Wittgenstein Prize, U.D.), as well as the German Research Foundation (DFG), Research Unit FOR 1878 (funCOS, B.M.). M.W. and U.D. also acknowledge funding under the Horizon 2020 Research and Innovation Programme under the grant agreement number 810626. M. Setvin acknowledges the support of GAUK Primus/20/SCI/009. Computational resources were provided by LRZ Garching (project pn98fa)and RRZ Erlangen.
DOI: 10.5519/qd.tdkjmvxw
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (59 records)
DOI: 10.22024/unikent/01.01.181
title: Quantifying poaching rates data
DOI: 10.5257/oecd/educ/2018
title: Education Statistics (2018 Edition)

description: OECD Education statistics database includes the UNESCO/OECD/EUROSTAT (UOE) database on education covering the outputs of educational institutions, the policy levers that shape educational outputs, the human and financial resources invested in education, structural characteristics of education systems, and the economic and social outcomes of education, learning and training throughout life, including on employment and unemployment. Also included in the database are the PISA 2015 dataset, Teaching and Learning International Survey (TALIS) data, the annual Education at a Glance data and data relating to Gender equality in education.
DOI: 10.6084/m9.figshare.14827788
title: 21.6.23 submit data(Camera trap reveals the co-occurrence patterns of two sympatric muntjac species) .xlsx

description: There are camera traps data in sheet 1, including Longitude, Latitude and Covariates (Elevation, Slope and Canopy density) of 97 camera trap sites. There are detection history data of black muntjac in sheet 2.<br>There are detection history data of Chinese muntjac in sheet 3.<br>
DOI: 10.5281/zenodo.5017105
title: Compilation of cumulative fission yields for Xe-131, Xe-131m, Xe-133, Xe-133m, Xe-135 and Xe-135m

description: Values on cumulative fission yields for the Xenon isotopes <sup>131</sup>Xe, <sup>131m</sup>Xe, <sup>133</sup>Xe, <sup>133m</sup>Xe, <sup>135</sup>Xe and <sup>135m</sup>Xe were compiled from the nuclear data libraries ENDF/B-VIII.0, GEFY-8.1, JEFF-3.3 and JENDL-4.0, partly available via the Nuclear Data Services of the the International Atomic Energy Agency. This dataset lists the collected values and their uncertainties as reported.
description: In version 4.0.0, the yields for spontaneous fission of Pu-240 from GEFY-6.2 and TENDL-2010 were replaced by the same information from GEFY-8.1.
DOI: 10.5281/zenodo.4971418
title: Compilation of cumulative fission yields for Xe-131, Xe-131m, Xe-133, Xe-133m, Xe-135 and Xe-135m

description: Values on cumulative fission yields for the Xenon isotopes <sup>131</sup>Xe, <sup>131m</sup>Xe, <sup>133</sup>Xe, <sup>133m</sup>Xe, <sup>135</sup>Xe and <sup>135m</sup>Xe were compiled from the nuclear data libraries ENDF/B-VIII.0, GEFY-8.1, JEFF-3.3 and JENDL-4.0, partly available via the Nuclear Data Services of the the International Atomic Energy Agency. This dataset lists the collected values and their uncertainties as reported.
description: In version 4.0.0, the yields for spontaneous fission of Pu-240 from GEFY-6.2 and TENDL-2010 were replaced by the same information from GEFY-8.1.
DOI: 10.5281/zenodo.5017133
title: Base de données / Sons instruments

description: Différente note de musiques de guitare et piano
DOI: 10.17632/r2kwp8cz7k.1
title: Data for: Predictive extended state observer design for nonlinear systems subject to unmodeled sluggish actuator dynamics

description: We provide code contructed by Matlab 2016b Simulink so that anyone who is familiar with simulink could use the code to generate the data shown in the submitted manuscript. The first is the numerical example and the second is the hypersonic vehicle example. Run the main.m to load necessary model data and control paramters, then run the .slx code. Pay attention to the switch block in the simulink model to switch to different models and control laws.
DOI: 10.5281/zenodo.5016321
title: Synthetic data starch potato system Veenkoloniën

description: Synthetic generated with a simulation model for the starch potato production systems in the Veenkoloniën
DOI: 10.5281/zenodo.5016323
title: Synthetic data for the Bourbonnais

description: Synthetic data produced using a system dynamics model for beef production systems in the Bourbonnais France.
DOI: 10.5281/zenodo.5016322
title: Synthetic data for the Bourbonnais

description: Synthetic data produced using a system dynamics model for beef production systems in the Bourbonnais France.
DOI: 10.5281/zenodo.5016320
title: Synthetic data starch potato system Veenkoloniën

description: Synthetic generated with a simulation model for the starch potato production systems in the Veenkoloniën
DOI: 10.5281/zenodo.5016638
title: Data and scripts used in the paper entitled "Led Color Gradient As A New Screening Tool For Rapid Phenotyping Of Plant Responses To Light Quality" by Pierre LEJEUNE et al.

description: Data and scripts used in the paper entitled "Led Color Gradient As A New Screening Tool For Rapid Phenotyping Of Plant Responses To Light Quality" by Pierre LEJEUNE, Anthony FRATAMICO, Frédéric BOUCHÉ, Samuel HUERGA-FERNÁNDEZ, Pierre TOCQUIN, Claire PÉRILLEUX
DOI: 10.5281/zenodo.4785346
title: Supporting Information_Er3+ -to-dye energy transfer in DNA-coated core and core/shell/shell upconverting nanoparticles with 980 nm and 808 nm excitation of Yb3+ and Nd3+

description: Experimental procedures: calculation of the spectral overlap integral (J); Fitting of UCL kinetics; Estimation of UCNP concentrations; Estimation of the amount of ss-DNA per NP. Figures: XRD, TEM, Histogram, DLS analysis, absorption, emission and luminescence decays of upconversion nanohybrids.
DOI: 10.5281/zenodo.4785345
title: Supporting Information_Er3+ -to-dye energy transfer in DNA-coated core and core/shell/shell upconverting nanoparticles with 980 nm and 808 nm excitation of Yb3+ and Nd3+

description: Experimental procedures: calculation of the spectral overlap integral (J); Fitting of UCL kinetics; Estimation of UCNP concentrations; Estimation of the amount of ss-DNA per NP. Figures: XRD, TEM, Histogram, DLS analysis, absorption, emission and luminescence decays of upconversion nanohybrids.
DOI: 10.5281/zenodo.5016532
title: Data and scripts used in the paper entitled "Led Color Gradient As A New Screening Tool For Rapid Phenotyping Of Plant Responses To Light Quality" by Pierre LEJEUNE et al.

description: Data and scripts used in the paper entitled "Led Color Gradient As A New Screening Tool For Rapid Phenotyping Of Plant Responses To Light Quality" by Pierre LEJEUNE, Anthony FRATAMICO, Frédéric BOUCHÉ, Samuel HUERGA-FERNÁNDEZ, Pierre TOCQUIN, Claire PÉRILLEUX
DOI: 10.5281/zenodo.4153442
title: Taxus genotype data for "Trunk perimeter correlates with genetic bottleneck intensity and the level of genetic diversity in populations of Taxus baccata L."

description: The data set contains microsatellite genotypes (18 loci) of Taxus baccata trees, together with the information about sampling sites.
DOI: 10.5281/zenodo.4153441
title: Taxus genotype data for "Trunk perimeter correlates with genetic bottleneck intensity and the level of genetic diversity in populations of Taxus baccata L."

description: The data set contains microsatellite genotypes (18 loci) of Taxus baccata trees, together with the information about sampling sites.
DOI: 10.5517/ccdc.csd.cc2306ly
title: CCDC 1936619: Experimental Crystal Structure Determination

description: Related Article: Romain Pertschi, Solène Miaskiewicz, Nicolas Kern, Jean-Marc Weibel, Patrick Pale, Aurélien Blanc|2021|Chem Cat.|1|129|doi:10.1016/j.checat.2021.02.004
DOI: 10.5517/ccdc.csd.cc20jg45
title: CCDC 1862856: Experimental Crystal Structure Determination

description: Related Article: Romain Pertschi, Solène Miaskiewicz, Nicolas Kern, Jean-Marc Weibel, Patrick Pale, Aurélien Blanc|2021|Chem Cat.|1|129|doi:10.1016/j.checat.2021.02.004
DOI: 10.5517/ccdc.csd.cc2306mz
title: CCDC 1936620: Experimental Crystal Structure Determination

description: Related Article: Romain Pertschi, Solène Miaskiewicz, Nicolas Kern, Jean-Marc Weibel, Patrick Pale, Aurélien Blanc|2021|Chem Cat.|1|129|doi:10.1016/j.checat.2021.02.004
DOI: 10.5517/ccdc.csd.cc279dzy
title: CCDC 2064630: Experimental Crystal Structure Determination

description: Related Article: Jiao Yin, Xue-Mei Zhang, Xiao-Min Zhang, Hong-Ling Gao, Jian-Zhong Cui|2021|Inorg.Chim.Acta|525|120497|doi:10.1016/j.ica.2021.120497
DOI: 10.5517/ccdc.csd.cc279f33
title: CCDC 2064634: Experimental Crystal Structure Determination

description: Related Article: Jiao Yin, Xue-Mei Zhang, Xiao-Min Zhang, Hong-Ling Gao, Jian-Zhong Cui|2021|Inorg.Chim.Acta|525|120497|doi:10.1016/j.ica.2021.120497
DOI: 10.5517/ccdc.csd.cc279f44
title: CCDC 2064635: Experimental Crystal Structure Determination

description: Related Article: Jiao Yin, Xue-Mei Zhang, Xiao-Min Zhang, Hong-Ling Gao, Jian-Zhong Cui|2021|Inorg.Chim.Acta|525|120497|doi:10.1016/j.ica.2021.120497
DOI: 10.5517/ccdc.csd.cc279f55
title: CCDC 2064636: Experimental Crystal Structure Determination

description: Related Article: Jiao Yin, Xue-Mei Zhang, Xiao-Min Zhang, Hong-Ling Gao, Jian-Zhong Cui|2021|Inorg.Chim.Acta|525|120497|doi:10.1016/j.ica.2021.120497
DOI: 10.5517/ccdc.csd.cc279f11
title: CCDC 2064632: Experimental Crystal Structure Determination

description: Related Article: Jiao Yin, Xue-Mei Zhang, Xiao-Min Zhang, Hong-Ling Gao, Jian-Zhong Cui|2021|Inorg.Chim.Acta|525|120497|doi:10.1016/j.ica.2021.120497
DOI: 10.5517/ccdc.csd.cc279f22
title: CCDC 2064633: Experimental Crystal Structure Determination

description: Related Article: Jiao Yin, Xue-Mei Zhang, Xiao-Min Zhang, Hong-Ling Gao, Jian-Zhong Cui|2021|Inorg.Chim.Acta|525|120497|doi:10.1016/j.ica.2021.120497
DOI: 10.5517/ccdc.csd.cc279f00
title: CCDC 2064631: Experimental Crystal Structure Determination

description: Related Article: Jiao Yin, Xue-Mei Zhang, Xiao-Min Zhang, Hong-Ling Gao, Jian-Zhong Cui|2021|Inorg.Chim.Acta|525|120497|doi:10.1016/j.ica.2021.120497
DOI: 10.5281/zenodo.4031011
title: User Groups for Robustness of Meta Matrix Factorization Against Decreasing Privacy Budgets

description: This dataset comprises a subset of rating data from five different datasets, i.e., Douban [1], Hetrec-MovieLens [2], MovieLens 1M [3], Ciao [4] and Jester [5]. Each subset represents rating data from three distinct user groups: users with few ratings (low), users with a medium amount of ratings (med) and users with lots of ratings (high). Each row in the user files includes a user's id and her number of ratings. The rows of the ratings files are in the format (user_id, item_id, rating). For more details, we refer to our publication in https://rd.springer.com/chapter/10.1007/978-3-030-72240-1_8. Douban<br> * 375 users (i.e., 125 users per user group)<br> * 32,191 items<br> * 266,517 ratings Hetrec-MovieLens <br> * 318 users (i.e., 106 users per user group)<br> * 9,553 items<br> * 207,943 ratings MovieLens 1M<br> * 906 users (i.e., 302 users per user group)<br> * 3,613 items<br> * 275,119 ratings Ciao<br> * 1,107 users (i.e., 369 users per user group)<br> * 60,132 items<br> * 107,807 ratings Jester<br> * 11,013 users (i.e., 3,671 per user group)<br> * 100 items<br> * 618768 ratings The python code for generating and utilizing this dataset can be found in https://github.com/pmuellner/RobustnessOfMetaMF. This work is supported by the H2020 project TRUSTS (GA: 871481) and the "DDAI'' COMET Module within the COMET – Competence Centers for Excellent Technologies Programme, funded by the Austrian Federal Ministry for Transport, Innovation and Technology (bmvit), the Austrian Federal Ministry for Digital and Economic Affairs (bmdw), the Austrian Research Promotion Agency (FFG), the province of Styria (SFG) and partners from industry and academia. The COMET Programme is managed by FFG. [1] Hu, L., Sun, A., Liu, Y.: Your neighbors affect your ratings: on geographical neighborhood influence to rating prediction. In: SIGIR’14 (2014)<br> [2] Cantador, I., Brusilovsky, P., Kuflik, T.: Second international workshop on information heterogeneity and fusion in recommender systems (hetrec2011). In: RecSys’11(2011)<br> [3] Harper, F. M., Konstan, J. A.: The movielens datasets: History and context. ACM Transactions on Interactive Intelligent Systems (TIIS) 5(4), 1–19 (2015)<br> [4] Guo, G., Zhang, J., Thalmann, D., Yorke-Smith, N.: Etaf: An extended trust antecedents framework for trust prediction. In: ASONAM’14 (2014)<br> [5] Goldberg, K., Roeder, T., Gupta, D., Perkins, C.: Eigentaste: A constant time collaborative filtering algorithm. Information Retrieval 4(2), 133–151 (2001)
DOI: 10.5281/zenodo.4031010
title: User Groups for Robustness of Meta Matrix Factorization Against Decreasing Privacy Budgets

description: This dataset comprises a subset of rating data from five different datasets, i.e., Douban [1], Hetrec-MovieLens [2], MovieLens 1M [3], Ciao [4] and Jester [5]. Each subset represents rating data from three distinct user groups: users with few ratings (low), users with a medium amount of ratings (med) and users with lots of ratings (high). Each row in the user files includes a user's id and her number of ratings. The rows of the ratings files are in the format (user_id, item_id, rating). For more details, we refer to our publication in https://rd.springer.com/chapter/10.1007/978-3-030-72240-1_8. Douban<br> * 375 users (i.e., 125 users per user group)<br> * 32,191 items<br> * 266,517 ratings Hetrec-MovieLens <br> * 318 users (i.e., 106 users per user group)<br> * 9,553 items<br> * 207,943 ratings MovieLens 1M<br> * 906 users (i.e., 302 users per user group)<br> * 3,613 items<br> * 275,119 ratings Ciao<br> * 1,107 users (i.e., 369 users per user group)<br> * 60,132 items<br> * 107,807 ratings Jester<br> * 11,013 users (i.e., 3,671 per user group)<br> * 100 items<br> * 618768 ratings The python code for generating and utilizing this dataset can be found in https://github.com/pmuellner/RobustnessOfMetaMF. This work is supported by the H2020 project TRUSTS (GA: 871481) and the "DDAI'' COMET Module within the COMET – Competence Centers for Excellent Technologies Programme, funded by the Austrian Federal Ministry for Transport, Innovation and Technology (bmvit), the Austrian Federal Ministry for Digital and Economic Affairs (bmdw), the Austrian Research Promotion Agency (FFG), the province of Styria (SFG) and partners from industry and academia. The COMET Programme is managed by FFG. [1] Hu, L., Sun, A., Liu, Y.: Your neighbors affect your ratings: on geographical neighborhood influence to rating prediction. In: SIGIR’14 (2014)<br> [2] Cantador, I., Brusilovsky, P., Kuflik, T.: Second international workshop on information heterogeneity and fusion in recommender systems (hetrec2011). In: RecSys’11(2011)<br> [3] Harper, F. M., Konstan, J. A.: The movielens datasets: History and context. ACM Transactions on Interactive Intelligent Systems (TIIS) 5(4), 1–19 (2015)<br> [4] Guo, G., Zhang, J., Thalmann, D., Yorke-Smith, N.: Etaf: An extended trust antecedents framework for trust prediction. In: ASONAM’14 (2014)<br> [5] Goldberg, K., Roeder, T., Gupta, D., Perkins, C.: Eigentaste: A constant time collaborative filtering algorithm. Information Retrieval 4(2), 133–151 (2001)
DOI: 10.15161/oar.it/73872
title: CovidStat project data

description: This record contains the daily updated data of the CovidStat project. CovidStat is a project carried out by the CovidStat Working Group at INFN, whose creation was promoted within the Italian National Institute of Nuclear Physics with the aim of making a statistical analysis of the data provided daily by the Civil Protection on the spread of the pandemic in Italy. CovidStat data can interactively be browsed at https://covid19.infn.it.
description: The software to process this Root TTree is in the related identifier. Be sure to use the right corresponding version, based on the data in which Root TTree was generated.
DOI: 10.14457/tu.the.2019.1493
title: A corpus-assisted study of move structures and linguistic features of press releases and corresponding news articles of products and services in the Thai business context

description: This corpus-assisted move analysis study is designed to explain differences in move structure and linguistic characteristics between press release and news article or two different text but different genres. And, to understand the conversion techniques used when converting into a different genre. The study adopted Maat’s (2008) transformation category to help explain the strategies employed by reporters in reworking press releases. The data of this study comprises of 60 press releases presenting new or updated products and services or event leading to the announcement and 60 corresponding news articles collected from well-known Thai English-language newspapers-namely, The Nation and Bangkok Post. Results from move analysis showed that press releases typically followed the news style and structure. However, in some cases, press release copywriters overlook the style completely, but they were corrected during the conversion. The corpus analysis also showed subtly manipulation in lexical choices and grammar patterns in the conversion when compared. However, the structure remained largely unchanged due to the conformity of the news style. Moreover, Thai-English news articles were found to use the “inverted pyramid” structure similar to other English language newspaper. These findings suggested that press release copywriters should follow the move structure, its lexical and grammatical pattern and description from news article if they want the journalists to use the release. In terms of strategies used in conversion, the results showed that local journalists often adjust grammar and style to conform to local news style writing. Journalists tend to retain some promotional elements but remain objective to the story by pointing to new or press releases. In addition, the analysis also found that the subject or type of news influences the amount of manipulation or adjustment in the conversion to news items. It was also found that stories that the general public pays more attention to are usually fully reworked.
DOI: 10.14457/tu.the.2020.114
title: การประยุกต์ใช้หลักการของลีนเพื่อลดสิ่งสูญเปล่าในการผลิต: กรณีศึกษา กระบวนการฉีดพลาสติก

description: งานวิจัยนี้เป็นการประยุกต์ใช้หลักการของลีนเพื่อลดสิ่งสูญเปล่าในกระบวนการผลิตพลาสติก ของบริษัทอิเล็กทรอนิกส์แห่งหนึ่งในจังหวัดปทุมธานีโดยมีวัตถุประสงค์เพื่อวิเคราะห์ปัญหา ปรับปรุงประสิทธิภาพ ลดของเสีย และสิ่งสูญเปล่าที่เกิดขึ้นในกระบวนการฉีดพลาสติก ผู้วิจัยได้ทำการศึกษากระบวนการผลิตดังกล่าว เก็บรวบรวมข้อมูลของของเสียที่เกิดขึ้น ข้อมูลความต้องการของการผลิตในแต่ละเดือน และกำลังความสามารถในการผลิตจริง จากนั้นนำมาวิเคราะห์เพื่อหาสิ่งสูญเปล่าที่เกิดขึ้น โดยนำหลักการและเครื่องมือของลีนมาประยุกต์ใช้ในการวิเคราะห์หาต้นตอของปัญหาและทำการแก้ไข ผลการวิจัยพบว่าของเสียลักษณะประกายเงินที่ผิวชิ้นงานพลาสติก (Silver streak) เป็นของเสียที่เกิดขึ้นบ่อยที่สุด จึงได้ทำการหาสาเหตุของปัญหา เพื่อลดของเสียดังกล่าว หลังจากทำการแก้ไขปรับปรุงกระบวนการ สัดส่วนของของเสียลดลง ผลผลิตเพิ่มขึ้นเป็นไปตามเป้าหมายที่ตั้งไว้คือร้อยละ 99.1 ทำให้จัดส่งสินค้าได้ทันตามความต้องการของลูกค้า
DOI: 10.14457/tu.the.2020.115
title: การปรับปรุงประสิทธิภาพกระบวนการก่อสร้างเสาเข็มดินซีเมนต์ด้วยวิธีการบำรุงรักษาทวีผลที่ทุกคนมีส่วนร่วม

description: งานวิจัยนี้เป็นการศึกษาการประยุกต์ใช้กิจกรรมการบำรุงรักษาทวีผลที่ทุกคนมีส่วนร่วม (Total Productive Maintenance - TPM) ในกระบวนการก่อสร้างเสาเข็มดินซีเมนต์ โดยใช้โปรแกรมคอสมอส (COSMOS) ในการจำลองสถานการณ์ เพื่อศึกษาการเปลี่ยนแปลงของกระบวนการหลังการประยุกต์ใช้กิจกรรม TPM ดังกล่าวในด้านของระยะเวลาและค่าใช้จ่าย จากข้อมูลภาคสนามพบว่ากระบวนการที่ศึกษามีการใช้ทรัพยากรหลักอยู่ 4 ชนิด ได้แก่ เครื่องผสมปูน เครื่องกวนปูน ปั๊มแรงดันสูง และรถเจาะ โดยพบว่ารถเจาะหยุดการทำงานระหว่างกระบวนการก่อสร้างมากที่สุดคิดเป็น 59 % ของจำนวนวันทำงานทั้งหมด และปัญหาที่พบบ่อยครั้งมากที่สุดของรถเจาะก็คือปัญหาซีลชำรุดคิดเป็น 33 % ของปัญหาทั้งหมด ดังนั้นจึงเลือกทำการศึกษาปัญหาซีลชำรุดของรถเจาะนี้ คณะผู้วิจัยได้นำกิจกรรม TPM มาประยุกต์ใช้จำนวน 4 เสา (ประเด็น) ได้แก่ เรื่องการปรับปรุงเฉพาะเรื่องเพื่อการผลิตที่มีประสิทธิภาพ การดำเนินกิจกรรมการบำรุงรักษาด้วยตนเอง การดำเนินกิจกรรมการบำรุงรักษาเชิงวางแผน และการฝึกอบรมเพื่อเพิ่มทักษะความชำนาญของฝ่ายผลิตและฝ่ายซ่อมบำรุง ผลการศึกษาพบว่า หลังการประยุกต์ใช้กิจกรรม TPM สามารถลดอัตราที่รถเจาะเสียหรือเกิดการขัดข้องระหว่างการทำงานได้จาก 59 % เหลือ 40 % ของจำนวนวันทำงานทั้งหมด และผลการเปรียบเทียบประสิทธิภาพการผลิตด้วยโปรแกรมคอสมอสพบว่า หลังการประยุกต์ใช้กิจกรรม 4 เสาหลักของกิจกรรม TPM ส่งผลให้ระยะเวลาในการก่อสร้างเสาเข็มดินซีเมนต์ของโครงการลดลงจากระยะเวลาทั้งหมด 41 วันเหลือ 40 วัน และสามารถลดค่าใช้จ่ายในส่วนของการเปลี่ยนซีลและค่าแรงของพนักงานได้ 3,910 บาท จากจำนวนค่าใช้จ่ายทั้งหมด 173,420 บาท ทั้งนี้ทั้งเวลา และค่าใช้จ่ายที่ได้นั้นลดลงแม้ว่าจะลดน้อยลงได้ไม่มากนักในกรณีศึกษานี้
DOI: 10.5281/zenodo.5017257
title: PFP data repository

description: This archive contains the data shown in most Figures of the article: von der Gathen, P., R. Kivi, I. Wohltmann, R. J. Salawitch, M. Rex, Climate change favours large seasonal loss of Arctic ozone, Nat. Commun. <strong>12</strong>, 3886 (2012). https://doi.org/10.1038/s41467-021-24089-6 as well as some data sets used in the manuscript. In case of problems, please contact Peter von der Gathen &lt;Peter.von.der.Gathen@awi.de&gt;<br>
DOI: 10.5281/zenodo.4414822
title: PFP data repository

description: This archive contains the data shown in most Figures of the article: von der Gathen, P., R. Kivi, I. Wohltmann, R. J. Salawitch, M. Rex, Climate change favours large seasonal loss of Arctic ozone, Nat. Commun. <strong>12</strong>, 3886 (2012). https://doi.org/10.1038/s41467-021-24089-6 as well as some data sets used in the manuscript. In case of problems, please contact Peter von der Gathen &lt;Peter.von.der.Gathen@awi.de&gt;<br>