cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.22002/yztm2-ghg53
title: Coxiella_ Verocells_28dpi

description: Coxiella burnetii Nine Mile phase II clone 4 (NMIIC4) strain. Coxiella cells purified from infected Vero cells.
description: <strong>Tilt Series Date:</strong> 2017-09-25</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Coxiella burnetii</p>
<strong>Strain:</strong> Nine Mile phase II clone 4</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2°, constant angular increment, dosage: 130.0 eV/Å²,  defocus: -7.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Robert Heinzen. Data collected and processed by Debnath Ghosal using Caltech tomography pipeline.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Refer to Heinzen lab.</p>
<strong>Sample Preparation:</strong> Freezing: 100% humidity, 4µl sample, Blot force 6, blot time 4 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.T</p>
  dga2017-09-25-130_slicer19042.jpg: multilayer structure beneath the inner membrane. .  Flat strucutres on the outside of the cell surface. dga2017-09-25-130_slicer19043.jpg: multilayer structure beneath the inner membrane. .  Flat strucutres on the outside of the cell surface.
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-09-25-130/rawdata/</p>Cb_vero_201709250130.mrc,  Tilt Series (Pixel Size 0.39 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-09-25-130/rawdata/Cb_vero_201709250130.mrc"
        > <i class="download icon"></i> Download </a></p>

        Cb_vero_201709250130_part61_7.rec,  Reconstruction (Pixel Size 1.56 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-09-25-130/3dimage_88635/Cb_vero_201709250130_part61_7.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.3535/tjf-h3a-n10
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.22002/1em4a-tfj29
title: Coxiella_ Verocells_28dpi

description: Coxiella burnetii Nine Mile phase II clone 4 (NMIIC4) strain. Coxiella cells purified from infected Vero cells.
description: <strong>Tilt Series Date:</strong> 2017-09-25</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Coxiella burnetii</p>
<strong>Strain:</strong> Nine Mile phase II clone 4</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2°, constant angular increment, dosage: 130.0 eV/Å²,  defocus: -7.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Robert Heinzen. Data collected and processed by Debnath Ghosal using Caltech tomography pipeline.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Refer to Heinzen lab.</p>
<strong>Sample Preparation:</strong> Freezing: 100% humidity, 4µl sample, Blot force 6, blot time 4 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.T</p>
  dga2017-09-25-63_slicer19005.jpg: T4SS with a flat structure on the outside of the cell (maybe hold by T4SS)?? dga2017-09-25-63_slicer19006.jpg: multilayer structure beneath the inner membrane
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-09-25-63/rawdata/</p>Cb_vero_201709250063.mrc,  Tilt Series (Pixel Size 0.39 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-09-25-63/rawdata/Cb_vero_201709250063.mrc"
        > <i class="download icon"></i> Download </a></p>

        Cb_vero_201709250063_part61_27.rec,  Reconstruction (Pixel Size 1.56 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-09-25-63/3dimage_88505/Cb_vero_201709250063_part61_27.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/gw7an-gtz71
title: Staphylococcus aureus_WT

description: S. aureus WT cells grown in TSB media.
description: <strong>Tilt Series Date:</strong> 2017-07-20</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Staphylococcus aureus</p>
<strong>Strain:</strong> subsp. aureus str. Newman</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-50.0°, 50.0°), step: 2°, constant angular increment, dosage: 240.0 eV/Å²,  defocus: -8.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Tracy Palmer, University of Dundee. Data collected by Debnath Ghosal.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in TSA and in TSB  (Oxoid TSA and TSB from Thermo Fisher 10525943 & 10137562). Dilute an overnight culture 1/100 and grow for ~4 hr (to OD 2) then freeze.</p>
<strong>Sample Preparation:</strong> Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 6 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-07-20-34/rawdata/</p>Saureus_WT_201707200033.mrc,  Tilt Series (Pixel Size 0.39 nm), 1.5 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-07-20-34/rawdata/Saureus_WT_201707200033.mrc"
        > <i class="download icon"></i> Download </a></p>

        Saureus_WT_201707200033.rec,  Reconstruction (Pixel Size 1.56 nm), 889.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-07-20-34/3dimage_87342/Saureus_WT_201707200033.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/zwcz8-fwp95
title: V. cholerae RT4236 (refreshed)

description: Classical strain with ctxA deletionCell harbors pMT5 plasmid (inducible toxT)
description: <strong>Tilt Series Date:</strong> 2015-09-09</p>
<strong>Data Taken By:</strong> Yi-Wei Chang</p>
<strong>Species / Specimen:</strong> Vibrio cholerae</p>
<strong>Strain:</strong> O395-N1</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -8.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain from Ronald K. Taylor</p>
<strong>Purification / Growth Conditions / Treatment:</strong> V. cholerae 0395-N1 pMT5 grown in 5ml LB pH 6.5, 1 mM IPTG and 100 ug/mL ampicilin in glass tube shaking for overnight. After took the tube out from shaker, supernatant was removed and pellet was resuspended by gentle pipetting in 1ml fresh LB without IPTG nor ampicillin. Culture was incubated at room temperature for ~15 min before mixing with gold and freezing.</p>
<strong>Sample Preparation:</strong> Vitrobot (MK iv) settings: 100% humidity, 3.5 µl sample, 10 mg/ml BSA treated gold. Blot force 6, blot time 4 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ycw2015-09-09-51/3dimage_61272/</p>20150909_AK_pMT15_20039_full.rec,  Reconstruction (Pixel Size 1.56 nm), 534.5 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ycw2015-09-09-51/3dimage_61272/20150909_AK_pMT15_20039_full.rec"
        > <i class="download icon"></i> Download </a></p>

        20150909_AK_pMT15_20039.mrc,  Tilt Series (Pixel Size 0.39 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ycw2015-09-09-51/rawdata/20150909_AK_pMT15_20039.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.3535/rh4-zwv-y4s
title: Tentaculata Eschscholtz, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r7d-m6x-ydj
title: Bivalvia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.22002/2apeb-ve720
title: wt_perfusion_fixed

description: Raw data files of wt_perfusion_fixed
description: <strong>Tilt Series Date:</strong> 2015-09-17</p>
<strong>Data Taken By:</strong> Poorna Subramanian</p>
<strong>Species / Specimen:</strong> Shewanella oneidensis</p>
<strong>Strain:</strong> MR-1</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 145.0 eV/Å²,  defocus: -8.0 μm,  magnification: 41000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> The cells look good on scope. Next time use 1.5ul gold.</p>
<strong>Collaborators and Roles:</strong> Moh and Sahand USC</p>
<strong>Purification / Growth Conditions / Treatment:</strong> This sample is wt cells grown in perfusion set-up. It is fixed with 2.5% glutaraldehyde for 15 minutes. The grid was prepared by Sahand on 9/10/15. The grid was triple rinsed in distilled water and saved in distilled water until freezing on 9/15/15 at USC using manual plunger.</p>
<strong>Sample Preparation:</strong> This is gold grid with honey C. The grid was pulled out quickly from media. 1.2ul of 10nm gold was added immediately to the cells on the C side -same side as cells were present. The grid was loaded on manual plunger and blotted from behind- opposite of C side. And then plunge frozen.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/psa2015-09-17-14/3dimage_69516/</p>091615_perfusionwtfixed_sq50014_full.rec,  Reconstruction (Pixel Size 1.04 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/psa2015-09-17-14/3dimage_69516/091615_perfusionwtfixed_sq50014_full.rec"
        > <i class="download icon"></i> Download </a></p>

        091615_perfusionwtfixed_sq50014.mrc,  Tilt Series (Pixel Size 0.26 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/psa2015-09-17-14/rawdata/091615_perfusionwtfixed_sq50014.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.3535/rvm-sbc-zc6
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.22002/5bc3v-a0v16
title: V. cholerae RT4236 (refreshed)

description: Classical strain with ctxA deletion.Cell harbors pMT5 plasmid (inducible toxT).
description: <strong>Tilt Series Date:</strong> 2015-12-19</p>
<strong>Data Taken By:</strong> Yi-Wei Chang</p>
<strong>Species / Specimen:</strong> Vibrio cholerae</p>
<strong>Strain:</strong> O395-N1</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 160.0 eV/Å²,  defocus: -6.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain from Ronald K. Taylor.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> V. cholerae 0395-N1 pMT5 grown in 5ml LB pH 6.5, 1 mM IPTG and 100 ug/mL ampicilin in glass tube shaking for overnight. After took the tube out from shaker, place the tube on bench for ~20 min, supernatant was removed and pellet was resuspended by gentle pipetting in 1ml fresh LB without IPTG nor ampicillin. Culture was incubated at room temperature for ~20 min before mixing with gold and freezing.</p>
<strong>Sample Preparation:</strong> Vitrobot (MK iv) settings: 100% humidity, 4µl sample, 10 mg/ml BSA treated gold. Blot force 6, blot time 2.5 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ycw2015-12-19-60/3dimage_71672/</p>20151219_YWC206_10060_part121_3.rec,  Reconstruction (Pixel Size 1.56 nm), 534.5 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ycw2015-12-19-60/3dimage_71672/20151219_YWC206_10060_part121_3.rec"
        > <i class="download icon"></i> Download </a></p>

        20151219_YWC206_10060.mrc,  Tilt Series (Pixel Size 0.39 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ycw2015-12-19-60/rawdata/20151219_YWC206_10060.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/0zy7y-0e463
title: Agro_AD1408_GFP-VirB11

description: AD1408: pAdi16/A348dB11; Kanamycin 50; Functional GFP-VirB11 fusion.
description: <strong>Tilt Series Date:</strong> 2015-07-21</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Agrobacterium tumefaciens</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 121.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain constructed by Anath Das. Data collected and processed by Debnath Ghosal using Caltech tomography pipeline.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Grow culture in AB medium (pH 7) at 30C. For induction, use 375 µl of a decent ON culture to inoculate 5 ml AB mes pH 5.8 medium containing 100 µM Acetosyringone and antibiotic (Kan 50). Grow at 20C for 18 hr. Freeze cells.</p>
<strong>Sample Preparation:</strong> Vitrobot (MK iv) settings: 100% humidity, 4µl sample, 10 mg/ml BSA treated gold. Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2015-07-21-40/rawdata/</p>1408_atlas_20028.mrc,  Tilt Series (Pixel Size 0.48 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2015-07-21-40/rawdata/1408_atlas_20028.mrc"
        > <i class="download icon"></i> Download </a></p>

        1408_atlas_20028_full.rec,  Reconstruction (Pixel Size 1.92 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2015-07-21-40/3dimage_59418/1408_atlas_20028_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.7vtt7m
title: Occurrence Download

description: A dataset containing 8261415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1950-2025"
 ]
}

 The dataset includes 8261415 records from 2726 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012046-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14272/izeqoylpbrfyrc-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) ()
title: InChI=1S/C19H16N6O3/c1-13-11-19(21-24(13)15-5-7-16(8-6-15)25(26)27)23-12-18(20-22-23)14-3-9-17(28-2)10-4-14/h3-12H,1-2H3

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
 
 13C NMR (100 MHz, DMSO-d6 [39.5 ppm], ppm) δ = 159.4 (Cq), 147.0 (Cq), 146.9 (Cq), 146.1 (Cq), 143.6 (Cq), 143.1 (Cq), 126.9 (CH, 2C), 124.9 (CH, 2C), 124.7 (CH, 2C), 122.4 (Cq), 117.8 (CH), 114.4 (CH, 2C), 100.1 (CH), 55.2 (CH3), 12.8 (CH3).
DOI: 10.6084/m9.figshare.19102007
title: Additional file 2 of Comparative genomic analyses of Polymyxin-resistant Enterobacteriaceae strains from China

description: Additional file 2.
DOI: 10.6084/m9.figshare.19102252
title: The wind that shakes the barley: the role of East Asian cuisines on barley grain size

description: This paper investigates the eastern movements of barley grains and their morphological variations in prehistory. By combining previously published and newly collected archaeobotanical grain measurements (<i>n</i> = 2,176), we explore the roles of culinary traditions underlying the morphological traits observed. We find that barley diminished in size as it moved from its origin in southwestern Asia to Central and East Asia between the third millennium BC and first millennium BC. In particular, the grains in Monsoonal China became greatly reduced in comparison to other regions as the crop was incorporated into eastern small grain cuisines. The reverse pattern is observed in the high-altitude Tibetan environment, which is attributed to the practicalities of cooking under low vapour pressure conditions. These results, demonstrating that barley moved eastward but western grinding and baking traditions did not, reveal the complexity of the eastern culinary system and raise awareness of decoupling of grains and their associated cuisines.
DOI: 10.14272/izeqoylpbrfyrc-uhfffaoysa-n/chmo0000630
title: infrared absorption spectroscopy (IR) ()
title: InChI=1S/C19H16N6O3/c1-13-11-19(21-24(13)15-5-7-16(8-6-15)25(26)27)23-12-18(20-22-23)14-3-9-17(28-2)10-4-14/h3-12H,1-2H3

description: dataset for infrared absorption spectroscopy (IR)
 
 IR (ATR, ṽ) = 3159 (w), 3121 (w), 2914 (w), 2830 (w), 1619 (w), 1609 (w), 1591 (m), 1571 (s), 1543 (m), 1517 (s), 1494 (vs), 1438 (w), 1425 (w), 1377 (m), 1330 (vs), 1290 (m), 1248 (vs), 1231 (s), 1184 (m), 1173 (s), 1130 (w), 1109 (m), 1058 (w), 1031 (vs), 996 (m), 973 (w), 941 (m), 854 (s), 829 (s), 806 (w), 793 (m), 783 (m), 773 (s), 751 (s), 739 (w), 693 (w), 683 (w), 637 (w), 618 (m), 581 (w), 527 (m), 520 (m), 500 (w), 475 (m), 407 (w) cm–1.
DOI: 10.6084/m9.figshare.19102010
title: Additional file 3 of Comparative genomic analyses of Polymyxin-resistant Enterobacteriaceae strains from China

description: Additional file 3.
DOI: 10.6084/m9.figshare.19102010.v1
title: Additional file 3 of Comparative genomic analyses of Polymyxin-resistant Enterobacteriaceae strains from China

description: Additional file 3.
DOI: 10.6084/m9.figshare.23290540
title: Additional file 1 of Non-adherence and non-persistence to intravitreal anti-vascular endothelial growth factor (anti-VEGF) therapy: a systematic review and meta-analysis

description: Additional file 1.
DOI: 10.6084/m9.figshare.7043471
title: Supplementary Dataset from Orderliness predicts academic performance: behavioural analysis on campus lifestyle.

description: Quantitative understanding of relationships between students' behavioural patterns and academic performances is a significant step towards personalized education. In contrast to previous studies that were mainly based on questionnaire surveys, recent literature suggests that unobtrusive digital data bring us unprecedented opportunities to study students' lifestyles in the campus. In this paper, we collect behavioural records from undergraduate students' (<i>N</i> = 18 960) smart cards and propose two high-level behavioural characters, orderliness and diligence. The former is a novel entropy-based metric that measures the regularity of campus daily life, which is estimated here based on temporal records of taking showers and having meals. Empirical analyses on such large-scale unobtrusive behavioural data demonstrate that academic performance (GPA) is significantly correlated with orderliness. Furthermore, we show that orderliness is an important feature to predict academic performance, which improves the prediction accuracy even in the presence of students' diligence. Based on these analyses, education administrators could quantitatively understand the major factors leading to excellent or poor performance, detect undesirable abnormal behaviours in time and thus implement effective interventions to better guide students' campus lives at an early stage when necessary.
DOI: 10.6084/m9.figshare.7043471.v1
title: Supplementary Dataset from Orderliness predicts academic performance: behavioural analysis on campus lifestyle

description: Quantitative understanding of relationships between students' behavioural patterns and academic performances is a significant step towards personalized education. In contrast to previous studies that mainly based on questionnaire surveys, recent literature suggests that unobtrusive digital data bring us unprecedented opportunities to study students' lifestyles in the campus. In this paper, we collect behavioural records from undergraduate students' (<i>N</i> = 18 960) smart cards and propose two high-level behavioural characters, say orderliness and diligence. The former is a novel entropy-based metric that measures the regularity of campus daily life, which is estimated here based on temporal records of taking showers and having meals. Empirical analyses on such large-scale unobtrusive behavioural data demonstrate that academic performance (GPA) is significantly correlated with orderliness. Furthermore, we show that orderliness is an important feature to predict academic performance, which improves the prediction accuracy even in the presence of students' diligence. Based on these analyses, education administrators could quantitatively understand the major factors leading to excellent or poor performance, detect undesirable abnormal behaviours in time and thus implement effective interventions to better guide students' campus lives in an early stage when necessary.
DOI: 10.6084/m9.figshare.23290525
title: Additional file 2 of Deep learning classification of uveal melanoma based on histopathological images and identification of a novel indicator for prognosis of patients

description: Additional file 2: Table S2. 379 deep learning (DL) features from histogram of patches likelihood.