cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/mmb4-6z08
title: Nurse Care Activities Datasets: In laboratory and in real field

description: Nurse Care Activity RecognitionActivity recognition is specially gaining attention in care facilities for remote monitoring of daily activities for elders living alone and automatic record creation for nurses in hospitals with a goal of providing better care to patients. One challenge for these applications is bridging the gap between models created within the lab and models for real life. In this challenge, participants will create methods for recognizing 12 activities conducted by nurses in both lab and in real-life settings. In real world, there is high chance of getting missing labels during experiments since users are busy at work. The main challenge is leveraging laboratory data to improve models in real-life. This dataset consists of data collected in both settings.
DOI: 10.5281/zenodo.3950592
title: Seven Tesla MRI of the pelvis of 11 volunteers

description: MRI dataset of the pelvis of 11 young volunteers. Each volunteer set contains two anonymized dicom 3D image series: 1. Anatomical overview of the pelvic area with a 3D dataset of 256 images, 'lipid excitation' 2. Multi gradiënt echo dataset of 5 gradiënt echoes, 3D datset of 256 images per echo (1280 images), 'water excitation'. See the following PlosOne publication for details on acquisition parameters: <strong>Magnetic resonance imaging at ultra-high magnetic field strength: an in vivo assessment of number, size and distribution of pelvic lymph nodes</strong> Ansje S. Fortuin, Bart W.J. Philips, Marloes M.G. van der Leest, Mark E. Ladd, Stephan Orzada, Marnix C. Maas, Tom W.J. Scheenen
DOI: 10.5281/zenodo.3950591
title: Seven Tesla MRI of the pelvis of 11 volunteers

description: MRI dataset of the pelvis of 11 young volunteers. Each volunteer set contains two anonymized dicom 3D image series: 1. Anatomical overview of the pelvic area with a 3D dataset of 256 images, 'lipid excitation' 2. Multi gradiënt echo dataset of 5 gradiënt echoes, 3D datset of 256 images per echo (1280 images), 'water excitation'. See the following PlosOne publication for details on acquisition parameters: <strong>Magnetic resonance imaging at ultra-high magnetic field strength: an in vivo assessment of number, size and distribution of pelvic lymph nodes</strong> Ansje S. Fortuin, Bart W.J. Philips, Marloes M.G. van der Leest, Mark E. Ladd, Stephan Orzada, Marnix C. Maas, Tom W.J. Scheenen
DOI: 10.21227/q991-kw42
title: Path planning experiment on Bebop2 Drone

description: The Bebop2 drone is controlled by the follow-the-carrot category to follow the planned path in a windy outdoor environment.Constrained by the hardware, the drone can only be controlled via WIFI and works at a slow control rate.Its localization is realized based on the IMU and ultrasonic altimeter because the accuracy of GPS is unsatisfactory.However, the experiment result is still sufficient to support the validity of our path planning algorithm which is mainly concerned in our present researches.We'd like to have a deeper study on the perception, decision-making and control of autonomous robots in our next work.
DOI: 10.5281/zenodo.3940665
title: Physical activities of players during the 2018 Soccer World Cup

description: Physical activities of players during the 2018 Soccer World Cup
DOI: 10.5281/zenodo.3940664
title: Physical activities of players during the 2018 Soccer World Cup

description: Physical activities of players during the 2018 Soccer World Cup
DOI: 10.21227/7dr7-xn34
title: PSCN

description: Program folder contains all the programs used in the paper. The program is based on tensorflow 2.2.The data folder contains manually generated data and bearing data.
DOI: 10.21227/pg4p-kc69
title: PSCN

description: Program folder contains all the programs used in the paper. The program is based on tensorflow 2.2.The data folder contains manually generated data and bearing data.
DOI: 10.13016/adag-txti
title: Does Intra-Disciplinary Historic Preservation Scholarship Address the Exigent Issues of Practice? Exploring the Character and Impact of Preservation Knowledge Production in Relation to Critical Heritage Studies, Equity, and Social Justice

description: This data repository consists of the following documents: - "Wells - Intra-Disciplinary Historic Preservation Scholarship - raw citation metrics.xlsx": Raw citation metrics analyzed for this research. - "Wells - Intra-Disciplinary Historic Preservation Scholarship - content analysis.pdf": A detailed content analysis of intra-disciplinary preservation scholarship that was summarized in the published journal article. - "Wells - Intra-Disciplinary Historic Preservation Scholarship -additional tables.pdf": Additional tables on the citation analysis that could not be included in the published journal article. - "Wells - Intra-Disciplinary Historic Preservation Scholarship (pre-print).pdf": Pre-print, working paper of the published journal article.
description: This data repository originates from research that seeks to understand the relationship, in historic preservation, between equity/social justice and the field’s intra-disciplinary scholarship by using a critical heritage studies lens. Intra-disciplinary scholarship is defined as the scholarly literature produced by the 58 tenured and tenure-track faculty associated with historic preservation degree programs in the United States through the end of 2018. A content analysis of this literature shows a general lack of engagement by authors on issues related to the public’s needs, including topics related to justice, equity, diversity, and inclusion. A citation analysis of this literature reveals meager faculty productivity and low impact for intra-disciplinary preservation scholarship. In order for the field to sustain itself, it needs to reconsider its anti-intellectual tendencies, increase its socially-relevant scholarly publications, and embrace more critical, people-centered approaches.
DOI: 10.5519/qd.xs9qbbwk
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.21227/z82q-vp72
title: RWMF: A Real-World Multimodal Foodlog Database

description: Real-World Multimodal Foodlog Database (RWMF) database is built for evaluating the multimodal retrieval algorithm in real-life dietary environment, and it has 7500 multimodal pairs in total， where each image can be related to multiple texts and each text can be related to multiple images. Details of this database can be found in this paper: Pengfei Zhou, Cong Bai, Kaining Ying, Jie Xia, Lixin Huang, RWMF: Real-World Multimodal Foodlog Database, ICPR 2020
DOI: 10.21227/901g-3h88
title: RWMF: A Real-World Multimodal Foodlog Database

description: Real-World Multimodal Foodlog Database (RWMF) database is built for evaluating the multimodal retrieval algorithm in real-life dietary environment, and it has 7500 multimodal pairs in total， where each image can be related to multiple texts and each text can be related to multiple images. Details of this database can be found in this paper: Pengfei Zhou, Cong Bai, Kaining Ying, Jie Xia, Lixin Huang, RWMF: Real-World Multimodal Foodlog Database, ICPR 2020
DOI: 10.25345/c5c46k
title: MassIVE MSV000085775 - Proteomic analyses identify dysregulated proteins and pathways between low-risk and high-risk subtype of early-stage lung adenocarcinoma and their prognostic impacts
title: Proteomic analyses identify dysregulated proteins and pathways between low-risk and high-risk subtype of early-stage lung adenocarcinoma and their prognostic impacts.Sample labels: A,low-risk tumor;B,low-risk normal;C,high-risk tumor;D,high-risk normal.
DOI: 10.5281/zenodo.3950811
title: Three-dimensional numerical simulation of the interseismic and coseismic phases associated with the 6 April 2009, Mw 6.3 L'Aquila earthquake (Central Italy)

description: Results of the numerical model expressed in terms of nodal stresses, strains and displacements at the end of the interseismic and coseismic phases.
DOI: 10.5281/zenodo.3950810
title: Three-dimensional numerical simulation of the interseismic and coseismic phases associated with the 6 April 2009, Mw 6.3 L'Aquila earthquake (Central Italy)

description: Results of the numerical model expressed in terms of nodal stresses, strains and displacements at the end of the interseismic and coseismic phases.
DOI: 10.25345/c57b2w
title: MassIVE MSV000085776 - Protein Biomarker Discovery for Methicillin-sensitive, Heterogeneous Vancomycin-Intermediate, and Vancomycin-intermediate Staphylococcus aureus Strains using Label-Free Data-Independent Acquisition Proteomics
title: 90 S. aureus isolates were analyzed for protein biomarker discovery, including MSSA, vancomycin-susceptible S. aureus (VSSA), hVISA, and VISA strains. Label-free data-independent acquisition proteomics was used to identify protein biomarkers that allow for discrimination among MSSA, hVISA, and VISA strains.
DOI: 10.5519/qd.jo5c70bs
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.5281/zenodo.3950814
title: Audio Spatialisation for Headphones - Impulse Response Dataset

description: The Audio Spatialisation for Headphones Impulse Response Dataset (ASH IR Dataset) is a set of impulse responses that can be used for binaural synthesis of spatial audio systems on headphones. It includes binaural room impulse responses (BRIRs), headphone compensation filters (HpCFs) and configuration files for Equalizer APO. The dataset can be used to create spatial surround sound on headphones by convolving an audio stream with a set of BRIRs and a HpCF. The dataset contains: A set of equalised binaural room impulse responses that can be used to simulate a variety of rooms including control rooms, listening rooms, seminar rooms, studios, and more A set of compensation filters that can be used to equalise a wide range of headphones to the diffuse-field target frequency response A set of configuration files for Equalizer APO that can be used to simulate common speaker configurations (Stereo, 5.1 surround, 7.1 surround) within the rooms More information can be found at the github repository: https://github.com/ShanonPearce/ASH-IR-Dataset
DOI: 10.5519/qd.k8amp41c
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.5281/zenodo.3908343
title: Proteo-transcriptomic analysis identifies potential novel toxins secreted by the predatory, prey-piercing ribbon worm Amphiporus lactifloreus

description: Nemerteans (ribbon worms) employ toxins to subdue their prey, but research thus far has focused on the small-molecule components of mucus secretions and few protein toxins have been characterized. We carried out a preliminary proteotranscriptomic analysis of putative toxins produced by the hoplonemertean <em>Amphiporus lactifloreus </em>(Hoplonemertea, Amphiporidae). We did not find any variants of known nemertean-specific toxin proteins (neurotoxins, cytotoxins, parbolysins or nemertides) but we identified several toxin-like transcripts expressed strongly in the proboscis, including putative metalloproteinases and sequences resembling sea anemone actitoxins, crown-of-thorn sea star plancitoxins, and multiple classes of inhibitor cystine knot/knottin family proteins. Some of these products were also directly identified in the mucus proteome, supporting their preliminary identification as secreted toxin components. We identified two new nemertean-typical toxin candidates and named them U-nemertotoxin-1 and U-nemertotoxin-2. Our findings provide insight into the largely overlooked venom system of nemerteans and support a hypothesis in which the nemertean proboscis evolved in several steps, from a flesh-melting organ in scavenging nemerteans to a flesh-melting and toxin-secreting venom apparatus in hunting hoplonemerteans.
description: Additional data complementing the supplementary data of the manuscript.
DOI: 10.5281/zenodo.3908342
title: Proteo-transcriptomic analysis identifies potential novel toxins secreted by the predatory, prey-piercing ribbon worm Amphiporus lactifloreus

description: Nemerteans (ribbon worms) employ toxins to subdue their prey, but research thus far has focused on the small-molecule components of mucus secretions and few protein toxins have been characterized. We carried out a preliminary proteotranscriptomic analysis of putative toxins produced by the hoplonemertean <em>Amphiporus lactifloreus </em>(Hoplonemertea, Amphiporidae). We did not find any variants of known nemertean-specific toxin proteins (neurotoxins, cytotoxins, parbolysins or nemertides) but we identified several toxin-like transcripts expressed strongly in the proboscis, including putative metalloproteinases and sequences resembling sea anemone actitoxins, crown-of-thorn sea star plancitoxins, and multiple classes of inhibitor cystine knot/knottin family proteins. Some of these products were also directly identified in the mucus proteome, supporting their preliminary identification as secreted toxin components. We identified two new nemertean-typical toxin candidates and named them U-nemertotoxin-1 and U-nemertotoxin-2. Our findings provide insight into the largely overlooked venom system of nemerteans and support a hypothesis in which the nemertean proboscis evolved in several steps, from a flesh-melting organ in scavenging nemerteans to a flesh-melting and toxin-secreting venom apparatus in hunting hoplonemerteans.
description: Additional data complementing the supplementary data of the manuscript.
DOI: 10.5519/qd.aamih85o
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.15161/oar.it/30566
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: 10.5281/zenodo.3950862
title: Training data for "RNA-Seq analysis with AskOmics Interactive Tool"

description: Additional files for Rna-Seq analysis with AskOmics IT.
DOI: 10.5281/zenodo.3601075
title: Training data for "RNA-Seq analysis with AskOmics Interactive Tool"

description: Additional files for Rna-Seq analysis with AskOmics IT.
DOI: 10.7910/dvn/e1nfs9/klnqlf
title: 4.pdf

description: :unav
DOI: 10.7910/dvn/e1nfs9
title: PROBLEMS AND CRISIS OF ISLAMIC EDUCATION TODAY AND IN THE FUTURE

description: Islamic strategies and tactics must be more effective and efficient, meaning pedagogical, sociological, and cultural. Therefore, the Islamic breath in the person of a Muslim is essential to be able to move the behavior reinforced with extensive knowledge so that he can provide appropriate and useful answers to the challenges of the development of science and technology, and in Islamic education will not be separated from Islamic principles sourced from the basic principles of the Koran. Planning for future education must include three main characteristics of a society, namely: the future of socio, the future of techno, and the future of bio. Besides, Islamic education strategies in facing future challenges include: (1) Building an actual Islamic Education paradigm; (2) Carry out Affective Education; and (3) Improving the quality of teaching staff.
DOI: 10.14272/mxmaxvnqpzjohu-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) (potassium;(11-bromo-5-tricyclo[8.2.2.24,7]hexadeca-1(12),4,6,10,13,15-hexaenyl)-trifluoroboranuide)
title: InChI=1S/C16H14BBrF3.K/c18-16-10-12-2-6-13-5-1-11(3-7-14(16)8-4-12)9-15(13)17(19,20)21;/h1,4-5,8-10H,2-3,6-7H2;/q-1;+1

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR) 13C NMR (101 MHz, Acetone-d6, ppm) δ = 143.9, 143.8, 138.9, 137.7, 137.7, 136.9, 136.9, 136.0, 133.7, 132.8, 126.8, 126.5, 36.0, 35.9, 35.3, 34.7. Impurities: Unknown impurities at 138.1, 135.1, 129.1, 126.5, 35.7 and 33.3 ppm.
DOI: 10.14272/mxmaxvnqpzjohu-uhfffaoysa-n/chmo0000597
title: 19F nuclear magnetic resonance spectroscopy (19F NMR) (potassium;(11-bromo-5-tricyclo[8.2.2.24,7]hexadeca-1(12),4,6,10,13,15-hexaenyl)-trifluoroboranuide)
title: InChI=1S/C16H14BBrF3.K/c18-16-10-12-2-6-13-5-1-11(3-7-14(16)8-4-12)9-15(13)17(19,20)21;/h1,4-5,8-10H,2-3,6-7H2;/q-1;+1

description: dataset for 19F nuclear magnetic resonance spectroscopy (19F NMR) 19F NMR (376 MHz, Acetone-d6, ppm) δ = –143.1.
DOI: 10.14272/mxmaxvnqpzjohu-uhfffaoysa-n/chmo0000470
title: mass spectrometry (MS) (potassium;(11-bromo-5-tricyclo[8.2.2.24,7]hexadeca-1(12),4,6,10,13,15-hexaenyl)-trifluoroboranuide)
title: InChI=1S/C16H14BBrF3.K/c18-16-10-12-2-6-13-5-1-11(3-7-14(16)8-4-12)9-15(13)17(19,20)21;/h1,4-5,8-10H,2-3,6-7H2;/q-1;+1

description: dataset for mass spectrometry (MS) HRMS (C16H14BBrF3K) calcd 391.9961, found 391.9963.
DOI: 10.14272/mxmaxvnqpzjohu-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (potassium;(11-bromo-5-tricyclo[8.2.2.24,7]hexadeca-1(12),4,6,10,13,15-hexaenyl)-trifluoroboranuide)
title: InChI=1S/C16H14BBrF3.K/c18-16-10-12-2-6-13-5-1-11(3-7-14(16)8-4-12)9-15(13)17(19,20)21;/h1,4-5,8-10H,2-3,6-7H2;/q-1;+1

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR) 1H NMR (500 MHz, Acetone-d6, ppm) δ = 6.87 (dd, J = 7.6, 1.7 Hz, 1H), 6.80 (dd, J = 7.5, 2.1 Hz, 1H), 6.71 (d, J = 2.1 Hz, 1H), 6.50 (d, J = 1.7 Hz, 1H), 6.33 (d, J = 7.7 Hz, 1H), 6.15 (d, J = 7.6 Hz, 1H), 3.70 (dd, J = 10.7, 8.8 Hz, 1H), 3.32 (ddd, J = 13.1, 10.3, 2.8 Hz, 1H), 3.14–3.03 (m, 2H), 2.95–2.73 (m, 4H).
DOI: 10.14272/mxmaxvnqpzjohu-uhfffaoysa-n.3
title: C16H14BBrF3K
title: InChI=1S/C16H14BBrF3.K/c18-16-10-12-2-6-13-5-1-11(3-7-14(16)8-4-12)9-15(13)17(19,20)21;/h1,4-5,8-10H,2-3,6-7H2;/q-1;+1

description: This dataset contains experimental data from a sample (potassium;(11-bromo-5-tricyclo[8.2.2.24,7]hexadeca-1(12),4,6,10,13,15-hexaenyl)-trifluoroboranuide, InChI=1S/C16H14BBrF3.K/c18-16-10-12-2-6-13-5-1-11(3-7-14(16)8-4-12)9-15(13)17(19,20)21;/h1,4-5,8-10H,2-3,6-7H2;/q-1;+1). The datasets from the following experiments are available: 1H nuclear magnetic resonance spectroscopy (1H NMR) 13C nuclear magnetic resonance spectroscopy (13C NMR) 11B nuclear magnetic resonance spectroscopy (11B NMR) 19F nuclear magnetic resonance spectroscopy (19F NMR) mass spectrometry (MS)
DOI: 10.14272/mxmaxvnqpzjohu-uhfffaoysa-n/chmo0000594
title: 11B nuclear magnetic resonance spectroscopy (11B NMR) (potassium;(11-bromo-5-tricyclo[8.2.2.24,7]hexadeca-1(12),4,6,10,13,15-hexaenyl)-trifluoroboranuide)
title: InChI=1S/C16H14BBrF3.K/c18-16-10-12-2-6-13-5-1-11(3-7-14(16)8-4-12)9-15(13)17(19,20)21;/h1,4-5,8-10H,2-3,6-7H2;/q-1;+1

description: dataset for 11B nuclear magnetic resonance spectroscopy (11B NMR) 11B NMR (128 MHz, Acetone-d6, ppm) δ = –14.9.
DOI: 10.5519/qd.egfmmygy
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.5281/zenodo.3951033
title: Table S1 Sr, Nd, Pb and Hf isotope ratios in geochemical reference materials of USGS

description: <strong>Table S1 </strong>Sr, Nd, Pb and Hf isotope ratios in geochemical reference materials of USGS
DOI: 10.5281/zenodo.3951032
title: Table S1 Sr, Nd, Pb and Hf isotope ratios in geochemical reference materials of USGS

description: <strong>Table S1 </strong>Sr, Nd, Pb and Hf isotope ratios in geochemical reference materials of USGS
DOI: 10.5281/zenodo.3951052
title: supplementary files

description: supplementary files
DOI: 10.5281/zenodo.3951051
title: supplementary files

description: supplementary files
DOI: 10.5281/zenodo.3942126
title: GWAS summary statistics of resistance to M. tuberculosis infection in Vietnam

description: GWAS summary statistics of resistance to M. tuberculosis infection in Vietnam, 185 uninfected vs 353 infected subjects, maf &gt;0.05 and info &gt;0.8 preprint: https://doi.org/10.1101/2020.07.14.20152801
DOI: 10.5281/zenodo.3951039
title: Snow raw data: 2DVD, AWS and WG

description: The 2-D video disdrometer (2DVD), automatic weather station (AWS) and weighing gauge (WG) data: 2DVD raw data: V18025_1.ab V18027_1.ab V19039_1.ab; AWS: AWS_data.xlsx; WG: WG_data.xlsx.
DOI: 10.5281/zenodo.3951038
title: Snow raw data: 2DVD, AWS and WG

description: The 2-D video disdrometer (2DVD), automatic weather station (AWS) and weighing gauge (WG) data: 2DVD raw data: V18025_1.ab V18027_1.ab V19039_1.ab; AWS: AWS_data.xlsx; WG: WG_data.xlsx.
DOI: 10.7910/dvn/ykwirq/nrhoe1
title: Pavia-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq/vumsxp
title: Botswana_gt-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq/0t0lh4
title: Indian_pines_gt-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq/w3u7u3
title: Botswana-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq/ncfbtf
title: Salinas_gt-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq/qpiifo
title: PaviaU_gt-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq/su07iy
title: Inception_SN.ipynb

description: :unav
DOI: 10.7910/dvn/ykwirq/kvb6f9
title: Indian_pines_corrected-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq/l9p5iu
title: Salinas_corrected-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq/11jbhp
title: KSC_gt-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq/wbibb7
title: KSC-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq/ekxeoy
title: Pavia_gt-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq/tzjnwx
title: PaviaU-1.mat

description: :unav
DOI: 10.7910/dvn/ykwirq
title: Inception SN: An Inception based Convolutional Neural Network for Hyperspectral Image Classification

description: This folder contains all openly available Hyperspectral Datasets which were used for our research
DOI: 10.5281/zenodo.3887056
title: Supplementary data for "The craniomandibular anatomy of the early archosauriform Euparkeria capensis and the dawn of the archosaur skull"

description: Supplementary material for "The craniomandibular anatomy of the early archosauriform<br> Euparkeria capensis and the dawn of the archosaur skull" Contains: -3D surface model of skull of SAM-PK-5867 -3D surface renderings of CT scans of SAM-PK-5867, SAM-PK-6047A, UMZC T.692a -CT data for UMZC T.692a -Photograph bank
DOI: 10.5281/zenodo.3887055
title: Supplementary data for "The craniomandibular anatomy of the early archosauriform Euparkeria capensis and the dawn of the archosaur skull"

description: Supplementary material for "The craniomandibular anatomy of the early archosauriform<br> Euparkeria capensis and the dawn of the archosaur skull" Contains: -3D surface model of skull of SAM-PK-5867 -3D surface renderings of CT scans of SAM-PK-5867, SAM-PK-6047A, UMZC T.692a -CT data for UMZC T.692a -Photograph bank
DOI: 10.5281/zenodo.3951095
title: Transfer learning enables prediction of CYP2D6 haplotype function

description: This data here were used to train the models described in the manuscript "Transfer learning enables prediction of CYP2D6 haplotype function". The deep learning model described predicts metabolic function of <em>CYP2D6</em> star alleles. It uses two pretraining steps, first with simulated data, then with sequence data collected from liver microsomes, and finally using sequence data for <em>CYP2D6</em> star alleles. simulated_cyp2d6_diplotypes.tar.gz - This file contains sequence data and labels for simulated <em>CYP2D6 </em>data used in the first training step dalton_2019_cyp2d6_microsomes.txt - This file contains summary statistic data for liver microsome data used in the second pretraining step (originally from https://doi.org/10.1111/cts.12695) star_samples.vcf - This file contains sequence data for <em>CYP2D6 </em>star alleles derived from PharmVar (https://www.pharmvar.org/gene/CYP2D6) used in the final training step.