cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/ympq-8880
title: ExoNet Database: Wearable Camera Images of Human Locomotion Environments

description: Abstract: Advances in computer vision and artificial intelligence are allowing researchers to develop environment recognition systems for powered lower-limb exoskeletons and prostheses. However, small-scale and private training datasets have impeded the widespread development and dissemination of image classification algorithms for classifying human walking environments. To address these limitations, we developed “ExoNet” - the first open-source, large-scale hierarchical database of high-resolution wearable camera images of human locomotion environments. Unparalleled in scale and diversity, ExoNet contains over 5.6 million RGB images of different indoor and outdoor real-world walking environments, which were collected using a lightweight wearable camera system throughout the summer, fall, and winter seasons. Approximately 923,000 images in ExoNet were human-annotated using a 12-class hierarchical labelling architecture. Available publicly through IEEE DataPort, ExoNet provides researchers an unprecedented communal platform to train, develop, and compare next-generation image classification algorithms for human locomotion environment recognition. Besides the control of powered lower-limb exoskeletons and prostheses, applications of ExoNet could extend to humanoid and autonomous legged robotics.Reference: Laschowski B, McNally W, Wong A, and McPhee J. (2020). ExoNet Database: Wearable Camera Images of Human Locomotion Environments. Frontiers in Robotics and Artificial Intelligence. Under Review.
DOI: 10.5281/zenodo.4079314
title: voiceHome-2 corpus - automatic speech recognition baseline - acoustic model

description: This entry contains the acoustic model used for evaluation of distant-microphone speech recognition performance in: Nancy Bertin, Ewen Camberlein, Romain Lebarbenchon, Emmanuel Vincent, Sunit Sivasankaran, Irina Illina, Frédéric Bimbot<br> VoiceHome-2, an extended corpus for multichannel speech processing in real homes<br> <em>Speech Communication</em>, 2019, 106, pp.68-78. 〈10.1016/j.specom.2018.11.002〉
description: {"references": ["https://dx.doi.org/10.1016/j.specom.2018.11.002"]}
DOI: 10.5281/zenodo.4079313
title: voiceHome-2 corpus - automatic speech recognition baseline - acoustic model

description: This entry contains the acoustic model used for evaluation of distant-microphone speech recognition performance in: Nancy Bertin, Ewen Camberlein, Romain Lebarbenchon, Emmanuel Vincent, Sunit Sivasankaran, Irina Illina, Frédéric Bimbot<br> VoiceHome-2, an extended corpus for multichannel speech processing in real homes<br> <em>Speech Communication</em>, 2019, 106, pp.68-78. 〈10.1016/j.specom.2018.11.002〉
description: {"references": ["https://dx.doi.org/10.1016/j.specom.2018.11.002"]}
DOI: 10.6084/m9.figshare.13077698
title: R0170_20170728a_videos

description: Rat 0170, skilled reaching data collected in Leventhal laboratory by Alexandra Bova
DOI: 10.6084/m9.figshare.13077698.v1
title: R0170_20170728a_videos

description: Rat 0170, skilled reaching data collected in Leventhal laboratory by Alexandra Bova
DOI: 10.5290/1500548
title: Test data for uniaxial creep on material 1 CrMoV at 550 Celsius and a stress of 262.6 MPa (third repeat test)

description: Data consisting of results from 540 uniaxial creep tests and 43 cyclic creep tests performed on a range of engineering alloys at the National Physical Laboratory in the UK.
DOI: 10.15475/dhz/kfn/1914/9/22
title: Kurier für Niederbayern: Landshuter Tag- und Anzeigenblatt; unabhängige Tageszeitung für Heimat und Volk

description: Das Vorhaben 'Digitalisierung historischer Zeitungen', in dessen Rahmen diese Daten generiert wurden, ist Teil des Projektes 'Deutsch-tschechisches Digital Humanities Labor zur grenzübergreifenden historischen Forschung' (2014-2015) der Universität Passau und der Südböhmischen Universität Budweis (CZ). Die gescannten Zeitungsbände wurden von der Bayerischen Staatsbibliothek München zur Verfügung gestellt.
DOI: 10.15475/dhz/kfn/1918/3/30
title: Kurier für Niederbayern: Landshuter Tag- und Anzeigenblatt; unabhängige Tageszeitung für Heimat und Volk

description: Das Vorhaben 'Digitalisierung historischer Zeitungen', in dessen Rahmen diese Daten generiert wurden, ist Teil des Projektes 'Deutsch-tschechisches Digital Humanities Labor zur grenzübergreifenden historischen Forschung' (2014-2015) der Universität Passau und der Südböhmischen Universität Budweis (CZ). Die gescannten Zeitungsbände wurden von der Bayerischen Staatsbibliothek München zur Verfügung gestellt.
DOI: 10.34740/kaggle/dsv/1552410
title: YouTube Trending Video Dataset (updated daily)
DOI: 10.26036/cnphis0002515
title: Hybridization dynamics of Blue-winged and Golden-winged warblers. Genome sequencing

description: Golden-winged and blue-winged warblers are closely related birds that hybridize frequently where their ranges overlap on their breeding grounds in eastern North America and hybridization is viewed as one of the leading causes of the precipitous decline of golden-winged warblers in recent decades. We used whole genome sequencing to determine the extent to which the genomes of the two species differ, to determine the genes that underlie plumage differences between the species, and to evaluate the frequency of hybridization thought their evolutionary history.
DOI: 10.15475/dhz/kfn/1915/9/14
title: Kurier für Niederbayern: Landshuter Tag- und Anzeigenblatt; unabhängige Tageszeitung für Heimat und Volk

description: Das Vorhaben 'Digitalisierung historischer Zeitungen', in dessen Rahmen diese Daten generiert wurden, ist Teil des Projektes 'Deutsch-tschechisches Digital Humanities Labor zur grenzübergreifenden historischen Forschung' (2014-2015) der Universität Passau und der Südböhmischen Universität Budweis (CZ). Die gescannten Zeitungsbände wurden von der Bayerischen Staatsbibliothek München zur Verfügung gestellt.
DOI: 10.25502/4a39-9f65
title: Advanced Yield Trial using 20 clones evaluating High TC in Ibadan for 2018-19 breeding season from 2017pyt30htc,pyt16htc,pyt35yrt,pyt10htc,pyt25htc,pyt42htc IB.
DOI: 10.6084/m9.figshare.12387122.v3
title: Network Analysis of Internal Migration in Austria - Supplementary material

description: Supplementary material for the manuscript: "Network Analysis of Internal Migration in Austria". Contains network analysis node and structural indicators, and weight estimation models data and calculations.
DOI: 10.6084/m9.figshare.13077968
title: Declining antibody levels to Trypanosoma cruzi correlate with polymerase chain reaction positivity and electrocardiographic changes in a retrospective cohort of untreated Brazilian blood donors

description: This data is the linked deposit for the article published in PLOS Neglected Tropical Diseases under the title of "Declining antibody levels to Trypanosoma cruzi correlate with polymerase chain reaction positivity and electrocardiographic changes in a retrospective cohort of untreated Brazilian blood donors"
DOI: 10.6084/m9.figshare.13077968.v1
title: Declining antibody levels to Trypanosoma cruzi correlate with polymerase chain reaction positivity and electrocardiographic changes in a retrospective cohort of untreated Brazilian blood donors

description: This data is the linked deposit for the article published in PLOS Neglected Tropical Diseases under the title of "Declining antibody levels to Trypanosoma cruzi correlate with polymerase chain reaction positivity and electrocardiographic changes in a retrospective cohort of untreated Brazilian blood donors"
DOI: 10.26036/cnphis0001314
title: Foodborne Pathgen Survey

description: Genome sequencing project
DOI: 10.6084/m9.figshare.13077998
title: Data base for anova and for kruskal-Wallis

description: Excel files with the data of the accuracy levels reached by spider monkeys in a matching to sample task with the serial presentation of a list of picture with different lengths
DOI: 10.6084/m9.figshare.13077368
title: Base de datos UCIR.xlsx

description: BACKGROUND: 15% of COVID-19 patients develop severe pneumonia. Non-invasivemechanical ventilation and high-flow nasal cannula can reduce the rate ofendotracheal intubation in adult respiratory distress syndrome, although failure rate ishigh. OBJECTIVE: To describe the rate of endotracheal intubation, the effectiveness oftreatment, complications and mortality in patients with severe respiratory failure due toCOVID-19. METHODS: Prospective cohort study in a first-level hospital in Madrid.Patients with a positive polymerase chain reaction for SARS-CoV-2 and admitted to theIntermediate Respiratory Care Unit with tachypnea, use of accessory musculature orSpO2 &lt;92% despite FiO2&gt; 0.5 were included. Intubation rate, medical complications,and 28-day mortality were recorded. Statistical analysis through association studies,logistic and Cox regression models and survival analysis was performed. RESULTS:Seventy patients were included. 37.1% required endotracheal intubation, 58.6%suffered medical complications and 24.3% died. Prone positioning was independentlyassociated with lower need for endotracheal intubation (OR 0.05; 95% CI 0.005 to0.54, p=0.001). The adjusted HR for death at 28 days in the group of patients requiringendotracheal intubation was 5.4 (95% CI 1.51 to 19.5; p=0.009). CONCLUSIONS: Therate of endotracheal intubation in patients with severe respiratory failure from COVID-19 was 37.1%. Complications and mortality were lower in patients in whomendotracheal intubation could be avoided. Prone positioning could reduce the need forendotracheal intubation.
DOI: 10.6084/m9.figshare.13077368.v1
title: Base de datos UCIR.xlsx

description: BACKGROUND: 15% of COVID-19 patients develop severe pneumonia. Non-invasivemechanical ventilation and high-flow nasal cannula can reduce the rate ofendotracheal intubation in adult respiratory distress syndrome, although failure rate ishigh. OBJECTIVE: To describe the rate of endotracheal intubation, the effectiveness oftreatment, complications and mortality in patients with severe respiratory failure due toCOVID-19. METHODS: Prospective cohort study in a first-level hospital in Madrid.Patients with a positive polymerase chain reaction for SARS-CoV-2 and admitted to theIntermediate Respiratory Care Unit with tachypnea, use of accessory musculature orSpO2 &lt;92% despite FiO2&gt; 0.5 were included. Intubation rate, medical complications,and 28-day mortality were recorded. Statistical analysis through association studies,logistic and Cox regression models and survival analysis was performed. RESULTS:Seventy patients were included. 37.1% required endotracheal intubation, 58.6%suffered medical complications and 24.3% died. Prone positioning was independentlyassociated with lower need for endotracheal intubation (OR 0.05; 95% CI 0.005 to0.54, p=0.001). The adjusted HR for death at 28 days in the group of patients requiringendotracheal intubation was 5.4 (95% CI 1.51 to 19.5; p=0.009). CONCLUSIONS: Therate of endotracheal intubation in patients with severe respiratory failure from COVID-19 was 37.1%. Complications and mortality were lower in patients in whomendotracheal intubation could be avoided. Prone positioning could reduce the need forendotracheal intubation.
DOI: 10.5281/zenodo.4077360
title: An open dataset of butterflies species of south India

description: An open dataset of butterflies species of south India icluding Scientic Name, English Name & Malayalam Name. This prepared for a internal project of Kerala Biodiversity Monitoring Network. This dataset is made available under the Open Data Commons Attribution License v1.0 (ODC-BY 1.0).
DOI: 10.15475/dhz/kfn/1916/12/28
title: Kurier für Niederbayern: Landshuter Tag- und Anzeigenblatt; unabhängige Tageszeitung für Heimat und Volk

description: Das Vorhaben 'Digitalisierung historischer Zeitungen', in dessen Rahmen diese Daten generiert wurden, ist Teil des Projektes 'Deutsch-tschechisches Digital Humanities Labor zur grenzübergreifenden historischen Forschung' (2014-2015) der Universität Passau und der Südböhmischen Universität Budweis (CZ). Die gescannten Zeitungsbände wurden von der Bayerischen Staatsbibliothek München zur Verfügung gestellt.
DOI: 10.15475/dhz/kfn/1916/10/18
title: Kurier für Niederbayern: Landshuter Tag- und Anzeigenblatt; unabhängige Tageszeitung für Heimat und Volk

description: Das Vorhaben 'Digitalisierung historischer Zeitungen', in dessen Rahmen diese Daten generiert wurden, ist Teil des Projektes 'Deutsch-tschechisches Digital Humanities Labor zur grenzübergreifenden historischen Forschung' (2014-2015) der Universität Passau und der Südböhmischen Universität Budweis (CZ). Die gescannten Zeitungsbände wurden von der Bayerischen Staatsbibliothek München zur Verfügung gestellt.
DOI: 10.6084/m9.figshare.12660068
title: Data base_Entrepreneurship in time of crisis

description: Data base
DOI: 10.6084/m9.figshare.12660068.v2
title: Data base_Entrepreneurship in time of crisis

description: Data base
DOI: 10.6084/m9.figshare.12660068.v1
title: Data base_Entrepreneurship in time of crisis

description: Data base
DOI: 10.25919/5f835d2df0e8a
title: Parkes observations for project P1059 semester 2020APRS_13

description: We propose to observe a sample of 22 pulsars at high Galactic latitudes with the Parkes Ultra-Wideband Low (UWL) receiver. This sample of pulsars does not have flux densities nor polarisation measured before. The goal is to characterise their wideband properties in polarisation, spectrum and interstellar scintillation. Such properties will help us develop imaging pulsar search techniques for future radio continuum surveys, such as with the Australian SKA Pathfinder (ASKAP). Wideband spectrum, polarisation and scintillation of pulsars will also be useful for studies of pulsar radiation mechanism and interstellar medium at high Galactic latitudes.
DOI: 10.15475/dhz/kfn/1918/10/4
title: Kurier für Niederbayern: Landshuter Tag- und Anzeigenblatt; unabhängige Tageszeitung für Heimat und Volk

description: Das Vorhaben 'Digitalisierung historischer Zeitungen', in dessen Rahmen diese Daten generiert wurden, ist Teil des Projektes 'Deutsch-tschechisches Digital Humanities Labor zur grenzübergreifenden historischen Forschung' (2014-2015) der Universität Passau und der Südböhmischen Universität Budweis (CZ). Die gescannten Zeitungsbände wurden von der Bayerischen Staatsbibliothek München zur Verfügung gestellt.
DOI: 10.15475/dhz/kfn/1914/11/30
title: Kurier für Niederbayern: Landshuter Tag- und Anzeigenblatt; unabhängige Tageszeitung für Heimat und Volk

description: Das Vorhaben 'Digitalisierung historischer Zeitungen', in dessen Rahmen diese Daten generiert wurden, ist Teil des Projektes 'Deutsch-tschechisches Digital Humanities Labor zur grenzübergreifenden historischen Forschung' (2014-2015) der Universität Passau und der Südböhmischen Universität Budweis (CZ). Die gescannten Zeitungsbände wurden von der Bayerischen Staatsbibliothek München zur Verfügung gestellt.
DOI: 10.14457/cu.the.2013.1813
title: การประเมินผลเฉลยต่าง ๆ ของเกมในการควบคุมกำลังสำหรับโครงข่ายวิทยุรับรู้ฝั่งขาลง

description: การส่งสัญญาณในโครงข่ายไร้สาย หากเครื่องส่งสัญญาณใช้กำลังต่ำ สัญญาณที่เครื่องรับสัญญาณรับได้อาจถูกลดทอนโดยสัญญาณรบกวน ส่งผลให้ได้รับความจุของแชนนอนที่มีค่าต่ำ แต่หากใช้กำลังสูง กำลังของสัญญาณรบกวนที่เครื่องรับสัญญาณอื่น ๆ ได้รับอาจมีค่าสูง ส่งผลให้เครื่องรับสัญญาณเหล่านั้นได้รับความจุของแชนนอนที่มีค่าต่ำเช่นกัน วิทยานิพนธ์ฉบับนี้จึงได้จัดการปัญหาดังกล่าวโดยการนำทฤษฎีเกมมาประยุกต์ใช้เพื่อควบคุมกำลังส่งในโครงข่ายไร้สาย และได้ศึกษาถึงผลลัพธ์ในแง่ของความจุของแชนนอนและความยุติธรรมในโครงข่าย จากการนิยามผลประโยชน์ของเกมในสามรูปแบบ โดยได้วิเคราะห์โครงข่ายไร้สายที่ประกอบไปด้วยเครื่องส่งสัญญาณสองเครื่องซึ่งแต่ละเครื่องส่งสัญญาณให้กับเครื่องรับสัญญาณสองเครื่อง และสร้างแบบจำลองเกมเป็นเกมที่มีผู้เล่นสองคน วิทยานิพนธ์ฉบับนี้ได้เสนอวิธีการควบคุมกำลังส่งในโครงข่ายวิทยุรับรู้ซึ่งเป็นโครงข่ายไร้สายที่มีการแบ่งผู้ใช้งานเป็นสองประเภท คือ ผู้ใช้ปฐมภูมิซึ่งจะต้องได้รับคุณภาพการให้บริการไม่ต่ำกว่าค่าที่ต้องการเสมอ และผู้ใช้ทุติยภูมิซึ่งเข้ามาใช้งานในโครงข่ายโดยไม่ได้รับการรับประกันใด ๆ โดยได้สร้างแบบจำลองเกมในสามรูปแบบ คือ เกมที่ผู้เล่นร่วมมือกันเพื่อผลรวมของค่าผลประโยชน์ เกมที่ผู้เล่นร่วมมือกันเพื่อผลคูณของค่าผลประโยชน์ และเกมที่ไม่มีการร่วมมือกัน การทดลองในวิทยานิพนธ์ได้แสดงการควบคุมกำลังส่งในโครงข่ายวิทยุรับรู้ฝั่งขาลงด้วยวิธีที่เสนอไว้ และได้วิเคราะห์ถึงผลลัพธ์ที่เกิดขึ้นจากการเปลี่ยนแปลงตำแหน่งของผู้ใช้ การเปลี่ยนจำนวนของผู้ใช้ และการใช้การแบ่งเวลาในเกมที่มีการร่วมมือกัน รวมถึงแสดงการควบคุมกำลังส่งในโครงข่ายที่มีความซับซ้อนมากขึ้นด้วยเกมที่ไม่มีการร่วมมือกัน ซึ่งพบว่าในทุกกรณีของการทดลอง การควบคุมกำลังที่เสนอในวิทยานิพนธ์นี้ สามารถให้คุณภาพการให้บริการแก่ผู้ใช้ปฐมภูมิที่มีค่าไม่ต่ำไปกว่าค่าที่ผู้ใช้ปฐมภูมินั้นต้องการ
DOI: 10.21410/dshs_2016/sxvysw
title: La gouvernance métropolitaine du Grand Lyon 1995-2005 [2002-2007]

description: Comprendre la participation des patronats au gouvernement des politiques économiques métropolitaines du Grand Lyon. Extrait du résumé de la thèse : « À la fin des années 1990, les élus et les agents de la communauté urbaine de Lyon qualifient les modes d’action de cette institution de « gouvernance », de manière à souligner son action d’« animation » de politiques auxquelles participerait la « société civile ». Érigée en emblème de Lyon, cette « gouvernance » permettrait d’accroître le rayonnement international de la métropole et de favoriser ainsi son développement économique. Les deux dispositifs précisément dits de « gouvernance économique métropolitaine » que nous étudions n’incarnent pourtant pas les transformations des modes de régulation intercommunaux que cette expression voudrait résumer. Loin de conduire à la participation de nombreux acteurs locaux aux politiques économiques intercommunales, ces dispositifs perpétuent plutôt une tradition de coopération avec des acteurs érigés au rang officiel de partenaires de la communauté urbaine : les instances patronales. Depuis les années 1970, la capacité d’action des élus et des agents communautaires se construit en réalité en associant étroitement les représentants patronaux aux politiques économiques intercommunales. Si les chefs d’entreprise lyonnais sont profondément rivaux sur le marché économique, ils sont en effet également capables de s’associer pour intervenir dans l’action publique. La place et le rôle des élus et des agents communautaires demeurent néanmoins importants dans ce gouvernement privé de l’action publique urbaine. »
DOI: 10.15475/dhz/kfn/1916/5/9
title: Kurier für Niederbayern: Landshuter Tag- und Anzeigenblatt; unabhängige Tageszeitung für Heimat und Volk

description: Das Vorhaben 'Digitalisierung historischer Zeitungen', in dessen Rahmen diese Daten generiert wurden, ist Teil des Projektes 'Deutsch-tschechisches Digital Humanities Labor zur grenzübergreifenden historischen Forschung' (2014-2015) der Universität Passau und der Südböhmischen Universität Budweis (CZ). Die gescannten Zeitungsbände wurden von der Bayerischen Staatsbibliothek München zur Verfügung gestellt.
DOI: 10.5281/zenodo.4079439
title: Optical properties and carrier dynamics in Co-doped ZnO nanorods

description: The dataset includes the parts collected at EPFL, uploaded for open access in accordance to SNSF policy.
DOI: 10.5281/zenodo.4079438
title: Optical properties and carrier dynamics in Co-doped ZnO nanorods

description: The dataset includes the parts collected at EPFL, uploaded for open access in accordance to SNSF policy.
DOI: 10.25919/5f836b0e52e66
title: Parkes observations for project P1038 semester 2020APRS_15

description: PSR~J1759-2402 is one of a small handful of pulsars which are in orbit about high mass stars. Its orbital period is 8.2 years and the orbit is highly eccentric with periastron expected in 2021 January. Although discovered at Parkes, the Lovell telescope has been monitoring the pulsar over many years. However, it's restricted bandwidth and lack of polarization capability make it unsuitable to follow the pulsar as it enters and leaves the eclipse by the companion. In contrast, the UWL on Parkes with its wide-band and excellent polarization characteristics means that we can determine scattering, polarization, dispersion measure and rotation measure changes as the pulsar enters its companion wind. We request weekly observations of the pulsar to track its progress around the orbit.
DOI: 10.15475/dhz/kfn/1916/5/13
title: Kurier für Niederbayern: Landshuter Tag- und Anzeigenblatt; unabhängige Tageszeitung für Heimat und Volk

description: Das Vorhaben 'Digitalisierung historischer Zeitungen', in dessen Rahmen diese Daten generiert wurden, ist Teil des Projektes 'Deutsch-tschechisches Digital Humanities Labor zur grenzübergreifenden historischen Forschung' (2014-2015) der Universität Passau und der Südböhmischen Universität Budweis (CZ). Die gescannten Zeitungsbände wurden von der Bayerischen Staatsbibliothek München zur Verfügung gestellt.
DOI: 10.25919/5f836c5833f20
title: Parkes observations for project P1050 semester 2020APRS_31

description: This is a request for observing time for the initial follow-up of pulsar discoveries from the re-processing of the low-latitude Galactic plane section of the HTRU survey (P630). We have now completed a first pass re-processing of the 60 % of the survey with GPU based coherent acceleration search and template bank search pipelines, and have discovered potential 54 previously unknown pulsars. Interesting science can usually only be derived from a new pulsar after confirmation and a follow-up timing campaign is carried out. One year of initial timing is the minimum timespan required to fully characterise any newly-discovered pulsars, essential for deriving pulsar parameters such as the characteristic age, magnetic field strength, spin-down rate, as well as to detect any unexpected behaviour of the pulsar which might result from emission instabilities. This follow-up and timing project is necessary for following up on any interesting pulsar systems discovered from the HTRU Galactic plane survey. Since all of the pulsars on the observing list here are being followed-up for the first time, they will produce completely new and exciting results. In addition, this timing project will enable a large-scale examination of the Galactic plane pulsar population, exploring the true boundaries of pulsar parameter space.
DOI: 10.21979/n9/09iv1n/7eggyq
title: best_fit_HH_nocap5.png
DOI: 10.15475/dhz/kfn/1915/4/8
title: Kurier für Niederbayern: Landshuter Tag- und Anzeigenblatt; unabhängige Tageszeitung für Heimat und Volk

description: Das Vorhaben 'Digitalisierung historischer Zeitungen', in dessen Rahmen diese Daten generiert wurden, ist Teil des Projektes 'Deutsch-tschechisches Digital Humanities Labor zur grenzübergreifenden historischen Forschung' (2014-2015) der Universität Passau und der Südböhmischen Universität Budweis (CZ). Die gescannten Zeitungsbände wurden von der Bayerischen Staatsbibliothek München zur Verfügung gestellt.
DOI: 10.15128/r1wh246s12j
title: Supporting datasets for: Contactless nonlinear optics mediated by long-range Rydberg interactions
DOI: 10.5281/zenodo.4079474
title: zmcgraw/bcinpcesm2runs: First release

description: Model output from custom CESM2 simulations used in calculations and figures for the following study: McGraw, Z., Storelvmo, T., Samset, B., & Stjern, C. W. Global radiative impacts of black carbon acting as ice nucleating particles. <em>Geophysical Research Letters</em>, e2020GL089056. https://doi.org/10.1029/2020GL089056 Simulation names match those described in Supplementary Table S1. Data includes 2-year averages of cirrus radiative effects (2010-2011) and 5-year averages of other variables (2010-14). BC INP impacts are calculated using sets of 4 simulations according to Equation 1 in the paper, with some overlap between simulations in each set. The 2-year averages include shortwave (SW) and longwave (LW) cloud radiative effects (SWCF/LWCF) plus matching variables incorporating only cirrus ('_d1') and all clouds but cirrus ('_d2'). Cirrus radiative effects in the paper were SWCF (LWCF) minus SWCF_d2 (LWCF_d2), with net effects being the sum of SW and LW.