cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8118099
title: Data: Regularized and Opposite spin-scaled functionals from Møller-Plesset adiabatic connection -- higher accuracy at lower cost (arXiv.2307.02715)

description: Data corresponding to the work <em>Regularized and Opposite spin-scaled functionals from Møller-Plesset adiabatic connection -- higher accuracy at lower cost (</em>https://arxiv.org/abs/2307.02715). The zip file contains: - The data of the S22, NCCE31, S66x8, B30, B30x8, x40 and water hexamers datasets. - the data_com and data_frag files contain E_HF, Ex, MP2-SS, MP2-OS, LDA-int, GEA-int for respectively the complex and sum of the fragments for all the complexes (.npy and .csv). - data_kappa_com and data_frag_com files contain [kappa_os 0.6, kappa_ss 0.6], [kappa_os 0.7, kappa_ss 0.7], ..., [kappa_os 1.7, kappa_ss 1.7] for respectively the complex and sum of the fragments for all the complexes (.npy and .csv). -See README.txt for more information
description: Funded by the Netherlands Organisation for Scientific Research under Vici grant 724.017.001.
DOI: 10.5067/srb/rel3.0_sw_daily_local_nc_l3
title: SRB Level 3 REL3.0 SW DAILY LOCAL NC NetCDF file
DOI: 10.5067/srb/rel3.0_sw_monthly_local_l3
title: SRB Level 3 REL3.0 SW MONTHLY LOCAL Binary file
DOI: 10.5067/srb/rel3.0_sw_monthly_local_nc_l3
title: SRB Level 3 REL3.0 SW MONTHLY LOCAL NC NetCDF file
DOI: 10.5067/srb/rel3.0_sw_monthly_utc_l3
title: SRB Level 3 REL3.0 SW MONTHLY UTC Binary file
DOI: 10.5067/srb/rel3.1_g4tskinonly_lw_3hrly_l2
title: SRB Level 2 REL3.1 G4TskinOnly LW 3HRLY Binary file
DOI: 10.5067/srb/rel3.1_g4tskinonly_lw_3hrly_monthly_l2
title: SRB Level 2 REL3.1 G4TskinOnly LW 3HRLY MONTHLY Binary file
DOI: 10.5067/srb/rel3.1_g4tskinonly_lw_daily_l3
title: SRB Level 3 REL3.1 G4TskinOnly LW DAILY Binary file
DOI: 10.5067/srb/rel3.1_g4tskinonly_lw_monthly_l2
title: SRB Level 2 REL3.1 G4TskinOnly LW MONTHLY Binary file
DOI: 10.5067/srb/rel3.1_lw_3hrly_l2
title: SRB Level 2 REL3.1 LW 3HRLY Binary file
DOI: 10.5067/srb/rel3.1_lw_3hrly_monthly_l2
title: SRB Level 2 REL3.1 LW 3HRLY MONTHLY Binary file
DOI: 10.5067/srb/rel3.0_sw_daily_utc_l3
title: SRB Level 3 REL3.0 SW DAILY UTC Binary file
DOI: 10.5067/srb/rel3.0_sw_daily_utc_nc_l3
title: SRB Level 3 REL3.0 SW DAILY UTC NC NetCDF file
DOI: 10.5067/srb/rel3.1_lw_3hrly_monthly_nc_l2
title: SRB Level 2 REL3.1 LW 3HRLY MONTHLY NC NetCDF file
DOI: 10.5067/terra/misr/mi3ycmvn_l2.002
title: MISR Level 3 Cloud Motion Vector Product in netCDF format Covering a Year - Version 2 - W
DOI: 10.5067/terra/ceres/ebaf-surface_l3.002.8
title: CERES Level 3 EBAF-Surface Terra+Aqua netCDF File - Edition 2.8 - W
DOI: 10.5067/terra/ceres/ebaf-toa_l3.002.8
title: CERES Level 3B EBAF-TOA Terra+Aqua netCDF file - Edition 2.8 - W
DOI: 10.5067/terra/ceres/es4_terra-xtrk_l3.003
title: CERES Level 3 ES4 TERRA-XTRK HDF File - Edition 3
DOI: 10.5067/terra/ceres/es4-xtrk_l3.004
title: CERES Level 3 ES4_TERRA-XTRK HDF4 File - Edition 4
DOI: 10.5067/terra/ceres/es8_terra-fm1_l2.003
title: CERES Level 2 ES8 Terra-FM1 HDF file - Edition 3
DOI: 10.5067/terra/ceres/es8_terra-fm2_l2.003
title: CERES Level 2 ES8 Terra-FM2 HDF file - Edition 3
DOI: 10.5067/terra/ceres/es8-fm1_l2.004
title: CERES Level 2 ES8 Terra-FM1 HDF4 file - Edition 4
DOI: 10.5067/terra/ceres/es8-fm2_l2.004
title: CERES Level 2 ES8 Terra-FM2 HDF4 file - Edition 4
DOI: 10.5067/terra/ceres/es9_terra-xtrk_l3.003
title: CERES Level 3 ES9 Terra-XTRK HDF file - Edition 3
DOI: 10.5067/terra/ceres/es9-xtrk_l3.004
title: CERES Level 3 ES9 Terra-XTRK HDF4 file - Edition 4
DOI: 10.5067/terra/ceres/flash_ssf-fm1-modis_l2.003c
title: CERES Level 2 FLASH SSF Terra-FM1-MODIS HDF File - Version 3C
DOI: 10.5067/terra/misr/mirccm_l3.004
title: MISR Radiometric Camera-by-Camera Cloud Mask HDF-EOS File - Version 4 - W
DOI: 10.5067/terra/ceres/fsw-fm1-modis_l3.002c
title: CERES Level 3 FSW Terra-FM1-MODIS HDF file - Edition 2C
DOI: 10.5067/terra/misr/misr_aerosol_clim
title: MISR monthly, global 1 x 1 deg grid Clim-Likely aerosol climatology, derived from typical-year aerosol transport model results available in 1999
DOI: 10.5067/terra+aqua/ceres/ebaf-surface_l3b.002.8
title: CERES Level 3 EBAF-Surface Terra+Aqua netCDF File - Edition 2.8
DOI: 10.5067/terra+aqua/ceres/cldtyphist_l3.004
title: CERES Level 3 Cloud Type Historgram Terra+Aqua HDF file - Edition4
DOI: 10.5067/terra/mopitt/data100
title: MOPITT Level 1 Radiances HDF File - Version 6
DOI: 10.5067/terra/mopitt/data200
title: MOPITT Derived CO (Near and Thermal Infrared Radiances) HDF File - Version 6
DOI: 10.5067/terra/mopitt/data201
title: MOPITT Derived CO (Near Infrared Radiances) HDF File - Version 6
DOI: 10.5067/terra/mopitt/data300
title: MOPITT Gridded Daily CO Retrievals (Near and Thermal Infrared Radiances) HDF File - Version 6
DOI: 10.5067/terra/mopitt/data302
title: MOPITT Gridded Daily CO Retrievals (Near Infrared Radiances)HDF File - Version 6
DOI: 10.6084/m9.figshare.22442785.v2
title: Dataset of networks used in assessing the Bayan algorithm for community detection

description: This dataset contains a range of randomly generated networks (random graphs) from a study on community detection. In total there are 520 network files. This includes 500 LFR graphs, 10 Erdos-Renyi graphs, and 10 Barabasi-Albert graphs as described in the article linked below this description. Each network is provided in .gml format. <br> This dataset is provided under a CC BY-NC-SA Creative Commons v 4.0 license (Attribution-NonCommercial-ShareAlike). This means that other individuals may remix, tweak, and build upon these data non-commercially, as long as they provide citations to this data repository (https://doi.org/10.6084/m9.figshare.22442785) and the reference article listed below (http://dx.doi.org/10.48550/arXiv.2209.04562), and license the new creations under the identical terms. For more information about the data, one may refer to the article below: Aref, Samin, Hriday Chheda, and Mahdi Mostajabdaveh. "The Bayan Algorithm: Detecting Communities in Networks Through Exact and Approximate Optimization of Modularity." <em>arXiv preprint arXiv:2209.04562</em> (2022).
DOI: 10.5067/terra/mopitt/data303
title: MOPITT Gridded Monthly CO Retrievals (Near Infrared Radiances) HDF File - Version 6
DOI: 10.5067/terra/mopitt/data304
title: MOPITT Gridded Daily CO Retrievals (Thermal Infrared Radiances) HDF File - Version 6
DOI: 10.5067/terra/mopitt/data305
title: MOPITT Gridded Monthly CO Retrievals (Thermal Infrared Radiances) HDF File- Version 6
DOI: 10.5067/terra/mopitt/mop01_l1.007
title: MOPITT Level 1 Radiances HDF file - Version 7 - W
DOI: 10.5067/terra/mopitt/mop02j_l2.108
title: Measurements Of Pollution In The Troposphere (MOPITT) Level 2 Derived CO (Near and Thermal Infrared Radiances) (MOP02J) V108 Beta
DOI: 10.5067/terra/mopitt/mop02j_l2.109
title: MOPITT Beta Derived CO (Near and Thermal Infrared Radiances) V109
DOI: 10.5067/terra/mopitt/mop02j.009
title: MOPITT Derived CO (Near and Thermal Infrared Radiances) V009
DOI: 10.5067/terra/mopitt/mop02n_l2.007
title: MOPITT Derived CO (Near Infrared Radiances) V007
DOI: 10.5067/terra/mopitt/mop02n_l2.008
title: MOPITT Derived CO (Near Infrared Radiances) V008
DOI: 10.5067/terra/mopitt/mop02n_l2.108
title: MOPITT Derived CO (Near Infrared Radiances) V108
DOI: 10.5067/terra/mopitt/mop02n_l2.109
title: MOPITT Beta Derived CO (Near Infrared Radiances) V109
DOI: 10.5067/terra/mopitt/mop02n.009
title: MOPITT Derived CO (Near Infrared Radiances) V009
DOI: 10.5067/terra/mopitt/mop02t_l2.007
title: MOPITT Level 2 Derived CO (Thermal Infrared Radiances) HDF file- Version 7
DOI: 10.5067/terra/mopitt/mop02t_l2.108
title: MOPITT Beta Derived CO (Thermal Infrared Radiances) V108
DOI: 10.5067/terra-aqua-noaa20/ceres/ebaf-toa_l3b004.2
title: CERES Energy Balanced and Filled (EBAF) TOA Monthly means data in netCDF Edition4.2
DOI: 10.5067/terra/mopitt/mop02t_l2.109
title: MOPITT Beta Derived CO (Thermal Infrared Radiances) V109
DOI: 10.5067/terra/mopitt/mop02t.009
title: MOPITT Derived CO (Thermal Infrared Radiances) V009
DOI: 10.5067/terra-aqua/ceres/fluxbycldtyp-day_l3.004a
title: CERES Daily Daytime Mean Regionally Averaged Terra and Aqua TOA Fluxes and Associated Cloud Properties Stratified by Optical Depth and Effective Pressure Edition4A
DOI: 10.5067/terra/mopitt/mop03j_l3.007
title: MOPITT Level 3 CO Gridded Daily Means (Near and Thermal Infrared Radiances) HDF File - Version 7
DOI: 10.5067/terra/mopitt/mop03j_l3.108
title: MOPITT Beta CO gridded daily means (Near and Thermal Infrared Radiances) V108
DOI: 10.5067/terra-aqua/ceres/fluxbycldtyp-month_l3.004a
title: CERES Monthly Daytime Mean Regionally Averaged Terra and Aqua TOA Fluxes and Associated Cloud Properties Stratified by Optical Depth and Effective Pressure Edition4A
DOI: 10.5067/terra/mopitt/mop03j_l3.109
title: MOPITT Beta CO gridded daily means (Near and Thermal Infrared Radiances) V109
DOI: 10.5067/terra-modis/ceres/syn1deg-1hour_l3.004a
title: CERES and GEO-Enhanced TOA, Within-Atmosphere and Surface Fluxes, Clouds and Aerosols 1-Hourly Terra Edition4A
DOI: 10.5067/terra/mopitt/mop03j.009
title: MOPITT CO gridded daily means (Near and Thermal Infrared Radiances) V009
DOI: 10.5067/terra-modis/ceres/syn1deg-mhour_l3.004a
title: CERES and GEO-Enhanced TOA, Within-Atmosphere and Surface Fluxes, Clouds and Aerosols Monthly-Averaged 1-Hourly Terra Edition4A
DOI: 10.5067/terra/mopitt/mop03jm_l3.007
title: MOPITT Level 3 CO Gridded Monthly Means (Near and Thermal Infrared Radiances) HDF file- Version 7
DOI: 10.5067/terra-noaa20/ceres/flash_tisa_l3.004b
title: FLASHFlux Daily Gridded Single Satellite TOA and Surfaces/Clouds data Version 4B
DOI: 10.5067/terra-noaa20/ceres/syn1deg-1hour_l3.004a
title: CERES and GEO-Enhanced TOA, Within-Atmosphere and Surface Fluxes, Clouds and Aerosols 1-Hourly Terra-NOAA20 Edition4A
DOI: 10.5067/terra/mopitt/mop03jm_l3.108
title: MOPITT Beta CO gridded monthly means (Near and Thermal Infrared Radiances) V108
DOI: 10.5067/terra-noaa20/ceres/syn1deg-mhour_l3.004a
title: CERES and GEO-Enhanced TOA, Within-Atmosphere and Surface Fluxes, Clouds and Aerosols Monthly-Averaged 1-Hourly Terra-NOAA20 Edition4A
DOI: 10.5067/terra/mopitt/mop03jm_l3.109
title: MOPITT Beta CO gridded monthly means (Near and Thermal Infrared Radiances) V109
DOI: 10.5067/terra-noaa20/ceres/syn1degday_l3.004a
title: CERES and GEO-Enhanced TOA, Within-Atmosphere and Surface Fluxes, Clouds and Aerosols Daily Terra-NOAA20 Edition4A
DOI: 10.5067/terra/mopitt/mop03jm.009
title: MOPITT CO gridded monthly means (Near and Thermal Infrared Radiances) V009
DOI: 10.5067/terra-noaa20/ceres/syn1degmonth_l3.004a
title: CERES and GEO-Enhanced TOA, Within-Atmosphere and Surface Fluxes, Clouds and Aerosols Monthly Terra-NOAA20 Edition4A
DOI: 10.5067/terra/mopitt/mop03n_l3.007
title: MOPITT Level 3 CO Gridded Daily Means (Near Infrared Radiances) HDF file- Version 7
DOI: 10.5067/terra/mopitt/mop03n_l3.008
title: MOPITT CO gridded daily means (Near Infrared Radiances) V008
DOI: 10.5067/terra/mopitt/mop03n_l3.108
title: MOPITT Beta CO gridded daily means (Near Infrared Radiances) V108
DOI: 10.5067/terra/mopitt/mop03n_l3.109
title: MOPITT Beta CO gridded daily means (Near Infrared Radiances) V109
DOI: 10.5067/terra/mopitt/mop03n.009
title: MOPITT CO gridded daily means (Near Infrared Radiances) V009
DOI: 10.5067/terra/mopitt/mop03nm_l3.007
title: MOPITT Level 3 CO Gridded Monthly Means (Near Infrared Radiances) HDF file- Version 7
DOI: 10.5067/terra/mopitt/mop03nm_l3.008
title: MOPITT CO gridded monthly means (Near Infrared Radiances) V008
DOI: 10.5067/terra/mopitt/mop03nm_l3.108
title: MOPITT Beta CO gridded monthly means (Near Infrared Radiances) V108
DOI: 10.5067/terra/mopitt/mop03nm_l3.109
title: MOPITT Beta CO gridded monthly means (Near Infrared Radiances) V109
DOI: 10.5067/terra/mopitt/mop03nm.009
title: MOPITT CO gridded monthly means (Near Infrared Radiances) V009
DOI: 10.5067/terra/mopitt/mop03t_l3.007
title: MOPITT Level 3 CO Gridded Daily Means (Thermal Infrared Radiances) HDF file- Version 7
DOI: 10.5067/terra/mopitt/mop03t_l3.008
title: MOPITT CO gridded daily means (Thermal Infrared Radiances) V008
DOI: 10.5067/terra/mopitt/mop03t_l3.108
title: MOPITT Beta CO gridded daily means (Thermal Infrared Radiances) V108
DOI: 10.5067/terra/mopitt/mop03t_l3.109
title: MOPITT Beta CO gridded daily means (Thermal Infrared Radiances) V109
DOI: 10.5067/terra/mopitt/mop03t.009
title: MOPITT CO gridded daily means (Thermal Infrared Radiances) V009
DOI: 10.5067/terra/mopitt/mop03tm_l3.007
title: MOPITT Level 3 CO Gridded Monthly Means (Thermal Infrared Radiances) HDF file- Version 7
DOI: 10.5067/terra/mopitt/mop03tm_l3.008
title: MOPITT CO gridded monthly means (Thermal Infrared Radiances) V008
DOI: 10.5067/terra/mopitt/mop03tm_l3.108
title: MOPITT Beta CO gridded monthly means (Thermal Infrared Radiances) V108
DOI: 10.5067/terra/mopitt/mop03tm_l3.109
title: MOPITT Beta CO gridded monthly means (Thermal Infrared Radiances) V109
DOI: 10.5067/terra/mopitt/mop03tm.009
title: MOPITT CO gridded monthly means (Thermal Infrared Radiances) V009
DOI: 10.5067/terra/misr/mil3mjta_l3.001
title: MISR Level 3 Joint Aerosol product covering a month HDF-EOS File - Version 1
DOI: 10.5067/trmm/ceres/es9-pfm_l3.002
title: CERES Level 3 ES9 TRMM-PFM HDF file - Edition 2
DOI: 10.5067/trmm/ceres/fsw-pfm-virs_l3.002c
title: CERES Level 3 FSW TRMM-PFM-VIRS HDF file - Edition 2C
DOI: 10.5067/trmm/ceres/sfc_l3.002b
title: CERES Level 3 SFC TRMM-PFM-VIRS HDF file - Edition 2B
DOI: 10.5067/trmm/ceres/ssf-pfm_l2.002b
title: CERES Level 2 SSF TRMM-PFM-VIRS HDF file - Edition 2B
DOI: 10.5067/uars/acrimii/tsi_uars_nat_l2
title: ACRIM II Level 2 Total Solar Irradiance aboard the UARS Data - Native File
DOI: 10.5067/wfc/calipso/cal_wfc_l1_125m-valstage1-v3-01_l1b-003.01
title: CALIPSO WFC L1 125m-ValStage1 HDF File - Version 3.01
DOI: 10.5067/wfc/calipso/cal_wfc_l1_125m-valstage1-v3-02_l1b-003.02
title: CALIPSO WFC_L1_125m-ValStage1 HDF File - Version 3.02
DOI: 10.5067/wfc/calipso/cal_wfc_l1_1km-valstage1-v3-01_l1b-003.01
title: CALIPSO WFC L1 1Km-ValStage1 HDF File - Version 3.01
DOI: 10.5067/wfc/calipso/cal_wfc_l1_1km-valstage1-v3-02_l1b-003.02
title: CALIPSO WFC_L1_1Km-ValStage1 HDF File - Version 3.02
DOI: 10.5067/wfc/calipso/cal_wfc_l1_iir-valstage1-v3-01_l1b-003.01
title: CALIPSO WFC L1 IIR-ValStage1 HDF File - Version 3.01
DOI: 10.5067/wfc/calipso/cal_wfc_l1_iir-valstage1-v3-02_l1b-003.02
title: CALIPSO WFC L1 IIR-ValStage1 HDF File - Version 3.02
DOI: 10.5067/terra+aqua/ceres/es4_l3.004
title: CERES Level 3 ES4 TERRA+Aqua HDF4 file - Edition 4
DOI: 10.5067/terra+aqua/ceres/es9_l3.004
title: CERES Level 3 ES9 TERRA+Aqua HDF4 file - Edition 4
DOI: 10.5067/terra+aqua/ceres/flash_tisa_l3.003b
title: CERES FLASH TISA Terra+Aqua HDF file - Version 3B
DOI: 10.5067/terra+aqua/ceres/flash_tisa_l3.003c
title: CERES Level 2 FLASH TISA Terra+Aqua HDF/NETCDF File - Version3C
DOI: 10.5067/terra+aqua/ceres/syn1deg-mhour_l3.004a
title: CERES Level 3 SYN1deg-Mhour Terra-Aqua-MODIS HDF4 file - Edition 4A
DOI: 10.5067/terra+aqua/ceres/syn1degday_l3.003a
title: CERES Level 3 SYN1DEG-DAYTerra+Aqua netCDF file - Edition 3A
DOI: 10.5067/terra+aqua/ceres/syn1degm3hour_l3.003a
title: CERES Level 3 SYN1Deg-M3Hour Terra+Aqua HDF file - Edition 3A
DOI: 10.5067/terra+aqua/ceres/syn1degmonth_l3.003a
title: CERES SYN1DEG-MONTH HDF file - Edition 3A
DOI: 10.5067/terra+npp/ceres/syn1deg-1hour_l3.01a
title: CERES Level 3 SYN1deg-1Hour Terra+NPP HDF File - Edition 1A
DOI: 10.5067/terra+npp/ceres/syn1deg-3hour_l3.01a
title: CERES Level 3 SYN1deg-3Hour Terra+NPP HDF File - Edition 1A
DOI: 10.5067/terra+npp/ceres/syn1deg-day_l3.01a
title: CERES Level 3 SYN1deg-Day Terra+NPP HDF File- Edition 1A
DOI: 10.5067/terra+npp/ceres/syn1deg-mhour_l3.01a
title: CERES Level 3 SYN1deg-Mhour Terra+NPP HDF File- Edition 1A
DOI: 10.5067/terra+npp/ceres/syn1deg-month_l3.01a
title: CERES Level 3 SYN1deg-Month Terra+NPP HDF File- Edition 1A
DOI: 10.5067/trmm/ceres/bds-pfm_l1b.001
title: CERES Level 1B BDS TRMM-PFM HDF file - Edition 1
DOI: 10.5067/trmm/ceres/crs_l2.002c
title: CERES Level 2 CRS TRMM-PFM-VIRS HDF file - Edition2C
DOI: 10.5067/trmm/ceres/es4-pfm_l3.002
title: CERES Level 3 ES4 TRMM-PFM HDF file - Edition 2
DOI: 10.5067/trmm/ceres/es8-pfm_l2.002
title: CERES Level 2 ES8 TRMM-PFM HDF File - Edition 2
DOI: 10.34740/kaggle/dsv/6096673
title: Balochi Language to English Translation Dataset
DOI: 10.1184/r1/21599775
title: Periodic Tapping Mechanisms of Skill Learning in a Fast-Paced Video Game

description: Dataset, software, and computational models used for a project entitled "Periodic Tapping Mechanisms of Skill Learning in a Fast-Paced Video Game". <br> This folder includes the 3 ACT-R models that are referenced in the paper as well as all the code and data that were used to preprocess and analyze the data. We are leveraging ACT-R's periodic tapping motor extension to simulate human learning at very fast speed (&lt;= 500 ms) in the Auto Orbit video game. <br> Folder organization: 1) Periodic Tapping Skill Learning - Code: This includes the ACT-R models, demographic information, Human & model measure files, and all the scripts that were used to generate the figures and statistics <br> 2) Periodic Tapping Skill Learning - Data: This includes the game scores and event files (log files) for both humans and ACT-R models
DOI: 10.1184/r1/21599775.v2
title: Periodic Tapping Mechanisms of Skill Learning in a Fast-Paced Video Game

description: Dataset, software, and computational models used for a project entitled "Periodic Tapping Mechanisms of Skill Learning in a Fast-Paced Video Game". <br> This folder includes the 3 ACT-R models that are referenced in the paper as well as all the code and data that were used to preprocess and analyze the data. We are leveraging ACT-R's periodic tapping motor extension to simulate human learning at very fast speed (&lt;= 500 ms) in the Auto Orbit video game. <br> Folder organization: 1) Periodic Tapping Skill Learning - Code: This includes the ACT-R models, demographic information, Human & model measure files, and all the scripts that were used to generate the figures and statistics <br> 2) Periodic Tapping Skill Learning - Data: This includes the game scores and event files (log files) for both humans and ACT-R models
DOI: 10.1184/r1/21599775.v1
title: Periodic Tapping Mechanisms of Skill Learning in a Fast-Paced Video Game

description: Dataset, software, and computational models used for a project entitled "Periodic Tapping Mechanisms of Skill Learning in a Fast-Paced Video Game". <br> This folder includes the 3 ACT-R models that are referenced in the paper as well as all the code and data that were used to preprocess and analyze the data. We are leveraging ACT-R's periodic tapping motor extension to simulate human learning at very fast speed (&lt; 500 ms) in the Auto Orbit video game. <br> Folder organization: 1) Periodic Tapping Skill Learning - Code: This includes the ACT-R models, demographic information, Human & model measure files, and all the scripts that were used to generate the figures and statistics <br> 2) Periodic Tapping Skill Learning - Data: This includes the game scores and event files (log files) for both humans and ACT-R models
DOI: 10.5281/zenodo.8066353
title: Dataset20

description: Dataset20
DOI: 10.5281/zenodo.8066354
title: Dataset20

description: Dataset20
DOI: 10.5281/zenodo.8066331
title: Dataset19

description: Dataset19
DOI: 10.5281/zenodo.8066332
title: Dataset19

description: Dataset19
DOI: 10.5281/zenodo.7851170
title: RAPN (pt5)

description: please contact us if you need this dataset for research purpose
DOI: 10.5281/zenodo.7851171
title: RAPN (pt5)

description: please contact us if you need this dataset for research purpose
DOI: 10.17909/nf39-4h66
title: AS209 F656N 

description: 3 orbits of observations on AS209 using the F656N filter centered at Halpha. Suited for high-contrast imaging
DOI: 10.6084/m9.figshare.22280632
title: Supplemental Materials for: A standardized quantitative analysis strategy for stable isotope probing metagenomics DOI: https://doi.org/10.1128/msystems.01280-22

description: <strong>Table S1. </strong><em>E. coli</em> AFE (%) in each treatment condition. <strong>Table S2. </strong>Characteristics of pre-centrifugation spike-ins. To produce distinct distribution patterns along the density gradient, some spike-ins were artificially enriched with 13C through PCR by adjusting the ratio of unlabeled dNTPs and uniformly-labeled 13C dNTPs. Theoretical AFE values are reported based on the ratio of labeled dNTPs, but actual AFE values were not experimentally confirmed. <strong>Table S3. </strong>Comparison of various abundance estimation strategies. All results were derived from the qSIP analysis method. Sensitivity and specificity were averaged across the seven treatment conditions. <strong>Table S4. </strong>Average total coverage across all fractions for <em>E. coli</em> in different treatment conditions after subsampling from 100% to 0.001% of the original <em>E. coli </em>sequence reads. <strong>Table S5.</strong> Comparison of MW-HR-SIP and qSIP methods for detecting isotopic labeling of <em>E. coli</em> at different levels of total genome coverage across the density gradient. ‘True’ indicates <em>E. coli</em> was correctly identified to be isotopically labeled (true positive), and ‘false’ indicates <em>E. coli</em> was incorrectly identified as unlabeled (false negative). NA corresponds to the failure of the MW-HR-SIP algorithm with that dataset. <strong>Table S6.</strong> The impact of genome coverage levels on detecting isotope incorporation using the qSIP model. <strong>Table S7.</strong> Comparison of MAGs retained and the number of false positives detected using the qSIP method after applying different minimum genome coverage thresholds. MAGs were retained if their average total coverage in the unlabeled controls exceeded the coverage threshold. <em>E. coli </em>was the only true positive and had a coverage of 1029X, thus no false negatives were detected using the coverage thresholds below. <strong>Table S8.</strong> Comparison of specificity, sensitivity, and balanced accuracy of the qSIP method after applying minimum AFE thresholds. To be identified as isotopically labeled, the lower 95% CI interval of a genome’s estimated AFE must be greater than the minimum AFE threshold. <strong>Table S9. </strong>Comparison of false positives MAGs identified by the MW-HR-SIP, qSIP, and ΔBD methods. Names of the false positive MAGs are listed in each column. <strong>Table S10. </strong>Comparison of <em>E. coli</em> AFE confidence intervals estimated using qSIP alone, qSIP after first applying MW-HR-SIP, and qSIP after first applying ΔBD method to identify a subset of putatively labeled MAGs. Condition B (“20pct_20ng”) was removed as it <em>E coli </em>was never identified as an isotope incorporator in this condition.