cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.c2fqz61cv
title: Data for: A new paradigm for medium-range severe weather forecasts: Probabilistic random forest-based predictions

description: Historical observations of severe weather and simulated severe weather
 environments (i.e., features) from the Global Ensemble Forecast System v12
 (GEFSv12) Reforecast Dataset (GEFS/R) are used in conjunction to train and
 test random forest (RF) machine learning (ML) models to probabilistically
 forecast severe weather out to days 4–8. RFs are trained with ~9 years of
 the GEFS/R and severe weather reports to establish statistical
 relationships. Feature engineering is briefly explored to examine
 alternative methods for gathering features around observed events,
 including simplifying features using spatial averaging and increasing the
 GEFS/R ensemble size with time-lagging. Validated RF models are tested
 with ~1.5 years of real-time forecast output from the operational GEFSv12
 ensemble and are evaluated alongside expert human-generated outlooks from
 the Storm Prediction Center (SPC). Both RF-based forecasts and SPC
 outlooks are skillful with respect to climatology at days 4 and 5 with
 diminishing skill thereafter. The RF-based forecasts exhibit tendencies to
 slightly underforecast severe weather events, but they tend to be
 well-calibrated at lower probability thresholds. Spatially averaging
 predictors during RF training allows for prior-day thermodynamic and
 kinematic environments to generate skillful forecasts, while time-lagging
 acts to expand the forecast areas, increasing resolution but decreasing
 overall skill. The results highlight the utility of ML-generated products
 to aid SPC forecast operations into the medium range.
description: These data include publically available local storm reports (from
 NOAA), publically available Storm Prediction Center (SPC) outlooks, and
 forecasts generated from the machine learning prediction system detailed
 in the manuscript. The local storm reports were retrieved from an online
 public-facing archive and gridded to NCEP grid 4. The SPC outlooks were
 originally in a shapefile format and ArcGIS was used to convert the
 shapefiles to a netCDF format. Then, the netCDF gridded SPC outlooks were
 regridded to NCEP grid 4 to conduct verification with local storm reports.
 Lastly, the machine learning-based forecasts are generated on the NCEP
 grid. Each of these datasets are then combined in a 'master'
 netCDF file for easy compression and storage. The master netCDF files
 additionally have metadata associated with the latitude and longitude
 points of the grid and forecast day strings.   
description: NetCDF files can be opened and viewed with open source programs
 (e.g., Python, NCO utilities).
DOI: 10.5061/dryad.18931zd1w
title: Activity in developing prefrontal cortex is shaped by sleep and sensory experience

description: In developing rats, behavioral state exerts a profound modulatory
 influence on neural activity throughout the sensorimotor system, including
 primary motor cortex (M1). We hypothesized that similar state-dependent
 modulation occurs in prefrontal cortical areas with which M1 forms
 functional connections. Here, using 8- and 12-day-old rats cycling freely
 between sleep and wake, we record neural activity in M1,
 secondary motor cortex (M2), and medial prefrontal cortex (mPFC). At both
 ages in all three areas, neural activity increased during active sleep
 (AS) compared with wake. Also, regardless of behavioral state, neural
 activity in all three areas increased during periods when limbs were
 moving. The movement-related activity in M2 and mPFC, like that in M1, is
 driven by sensory feedback. Our results, which diverge from those of
 previous studies using anesthetized pups, demonstrate that AS-dependent
 modulation and sensory responsivity extend to prefrontal cortex. These
 findings expand the range of possible factors shaping the
 activity-dependent development of higher-order cortical areas.
description: These files consist of all data required to recreate figures and
 analyses from the manuscript, including: timecodes for spike-time data,
 spindle-burst onset data, sensory events, and behavioral states.
 Electrophysioloical (spike time and spindle burst) data were collected
 from a TDT Neural Data Acquisition System using NeuroNexus electrodes.
 Spike sorting was performed in Kilosort 2, and manual curation done in
 Phy. Behavioral data were recorded using video collected at ~100 fps and
 then synchronized with the electrophysiological data. Additional data
 (e.g., raw electrophysiological data, video files) can be requested by
 contacting the corresponding author of the manuscript (Lex Gómez, Ph.D.,
 lexcience@gmail.com), although the full pre-processed dataset is terabytes of data.
description: All files are MATLAB structures.
DOI: 10.15468/dl.v8kwda
title: Occurrence Download

description: A dataset containing 4506 records in GBIF matching the query:
SELECT
 '456' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 41.89415215079384
 AND decimalLatitude &lt;= 46.479780028101516
 AND decimalLongitude &gt;= 119.88149504725064
 AND decimalLongitude &lt;= 132.18235992772037
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 4506 records were derived from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002816-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5061/dryad.t4b8gtj5r
title: Data from: Isolation of diverse simian arteriviruses causing hemorrhagic disease

description: Genetically diverse simian arteriviruses (simarteriviruses) naturally
 infect geographically and phylogenetically diverse monkeys, and
 cross-species transmission and emergence are of considerable concern.
 Characterization of most simarteriviruses beyond sequence analysis has not
 been possible because the viruses fail to propagate in the laboratory. We
 attempted to isolate 4 simarteriviruses, Kibale red colobus virus 1,
 Pebjah virus, simian hemorrhagic fever virus, and Southwest baboon virus
 1, by inoculating an immortalized grivet cell line (known to replicate
 simian hemorrhagic fever virus), primary macaque cells, macrophages
 derived from macaque induced pluripotent stem cells, and mice engrafted
 with macaque CD34+-enriched hematopoietic stem cells. The combined effort
 resulted in successful virus isolation; however, no single approach was
 successful for all 4 simarteriviruses. We describe several approaches that
 might be used to isolate additional simarteriviruses for phenotypic
 characterization. Our results will expedite laboratory studies of
 simarteriviruses to elucidate virus-host interactions, assess zoonotic
 risk, and develop medical countermeasures.
description: # Isolation of Diverse Simian Arteriviruses Causing Hemorrhagic Disease
 [https://doi.org/10.5061/dryad.t4b8gtj5r](https://doi.org/10.5061/dryad.t4b8gtj5r) ## Description of the data and file structure Each tab in the .csv file corresponds to the data from a figure in the corresponding manuscript. The data provided in this dataset are raw Ct values derived from RT-qPCR performed with virus-specific primers. DPI= days post infection. All blank cells are left intentionally blank.  Figure 1: shows Ct values generated from RT-qPCR, for 4 different viral isolates inoculated onto MA-104 cells, 3 replicates per virus. Figure 4&5: shows Ct values generated from RT-qPCR, for 4 different viral isolates inoculated onto 4 different types of tissues obtained from rhesus macaque (adherent PBMC, non-adherent PBMC, adherent splenocytes, non-adherent splenocytes), at mutiple DPI. For viruses SHFV, KRCV-1, and SWBV, this was performed in duplicate. For PBJV, this was performed in triplicate.  Figure 8: shows Ct values generated from RT-qPCR, for 4 different viral isolates inoculated onto iPSC-derived macaque macrophages. Variable DPI and number of replicates depending on virus. Figure 9: Shows details regarding animal infection studies including mouse background, engraftment status, virus, and DPI. Each row is a single animal.
DOI: 10.15468/dl.pfcvpu
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sida rhombifolia",
 "Country is Niue",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025690-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/23828
title: Chandra X-ray Observatory ObsId 23828

description: Chandra Observations of New Quadruply Lensed Quasars
DOI: 10.25574/24731
title: Chandra X-ray Observatory ObsId 24731

description: AMUSE-Antlia: Nuclear X-ray Properties of Early-Type Galaxies in the Nearest None Cool Core Cluster
DOI: 10.15468/dl.86aee4
title: Occurrence Download

description: A dataset containing 3093594847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "Year 1998-2026"
 ]
}

 The dataset includes 3093594847 records from 69176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002263-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18436601
title: Table_S2
DOI: 10.5281/zenodo.18436600
title: Table_S2
DOI: 10.15468/dl.udfs5e
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Geometry POLYGON((-67 44.82,-65.5 44.82,-65.50724 45.42294,-65.5 46,-67 46,-67 44.82))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is VU",
 "TaxonKey is Fringillidae",
 "Year 2013-2023"
 ]
}

 The dataset includes 90 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002651-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2pj2s3
title: CCDC 2488115: Experimental Crystal Structure Determination

description: Related Article: Zhi Li, Jie Tang, Caijin Lei, Xin Lai, Hongwei Yang, Chuan Xiao, Guangbin Cheng|2026|Org.Lett.|||doi:10.1021/acs.orglett.5c05016
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pj58p
title: CCDC 2488192: Experimental Crystal Structure Determination

description: Related Article: Tom Grisez, Steven De Jonghe, Luc Van Meervelt, Wim Dehaen|2026|J.Org.Chem.|||doi:10.1021/acs.joc.5c02665
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pj59q
title: CCDC 2488193: Experimental Crystal Structure Determination

description: Related Article: Tom Grisez, Steven De Jonghe, Luc Van Meervelt, Wim Dehaen|2026|J.Org.Chem.|||doi:10.1021/acs.joc.5c02665
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pj5br
title: CCDC 2488194: Experimental Crystal Structure Determination

description: Related Article: Tom Grisez, Steven De Jonghe, Luc Van Meervelt, Wim Dehaen|2026|J.Org.Chem.|||doi:10.1021/acs.joc.5c02665
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pj5cs
title: CCDC 2488195: Experimental Crystal Structure Determination

description: Related Article: Tom Grisez, Steven De Jonghe, Luc Van Meervelt, Wim Dehaen|2026|J.Org.Chem.|||doi:10.1021/acs.joc.5c02665
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pp5h2
title: CCDC 2493004: Experimental Crystal Structure Determination

description: Related Article: Sudhakar Dattatray Tanpure, Yung-Chiao Chang, Hsiao-Fu Chang, Shiu-Hwa Yeh, Shau-Hua Ueng|2026|Bioorg.Chem.|170||doi:10.1016/j.bioorg.2026.109491
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pqkvv
title: CCDC 2494348: Experimental Crystal Structure Determination

description: Related Article: Connly Yan, Tieyan Chang, Yu-Sheng Chen, Alexander L. Paterson, Dan McElheny, Neal P. Mankad|2026|Chemical Science|||doi:10.1039/d5sc09643j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pvq09
title: CCDC 2498321: Experimental Crystal Structure Determination

description: Related Article: Hui Chen, Hongrui Tian, Yubing Sui, Haili Yu, Yanfeng Bi, Baokuan Chen|2026|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c05713
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pvq1b
title: CCDC 2498322: Experimental Crystal Structure Determination

description: Related Article: Hui Chen, Hongrui Tian, Yubing Sui, Haili Yu, Yanfeng Bi, Baokuan Chen|2026|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c05713
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pvvjy
title: CCDC 2498461: Experimental Crystal Structure Determination

description: Related Article: Zhou-Yu Fu, Zi-Luo Fang, Hao Yang, Ming-Yu Guo, Wei-Jian Xu, Wei-Xiong Zhang|2026|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c05324
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pvvn2
title: CCDC 2498465: Experimental Crystal Structure Determination

description: Related Article: Zhou-Yu Fu, Zi-Luo Fang, Hao Yang, Ming-Yu Guo, Wei-Jian Xu, Wei-Xiong Zhang|2026|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c05324
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pvvp3
title: CCDC 2498466: Experimental Crystal Structure Determination

description: Related Article: Zhou-Yu Fu, Zi-Luo Fang, Hao Yang, Ming-Yu Guo, Wei-Jian Xu, Wei-Xiong Zhang|2026|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c05324
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pvvr5
title: CCDC 2498468: Experimental Crystal Structure Determination

description: Related Article: Zhou-Yu Fu, Zi-Luo Fang, Hao Yang, Ming-Yu Guo, Wei-Jian Xu, Wei-Xiong Zhang|2026|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c05324
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2px6zt
title: CCDC 2499777: Experimental Crystal Structure Determination

description: Related Article: Yu-Xuan Wang, Ming-Yu Guo, Tong Xie, Lin Chen, De-Xuan Liu, Wei-Xiong Zhang, Guo-Ming Wang|2026|Inorg.Chem.Front.|||doi:10.1039/d5qi02518d
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2px70w
title: CCDC 2499778: Experimental Crystal Structure Determination

description: Related Article: Yu-Xuan Wang, Ming-Yu Guo, Tong Xie, Lin Chen, De-Xuan Liu, Wei-Xiong Zhang, Guo-Ming Wang|2026|Inorg.Chem.Front.|||doi:10.1039/d5qi02518d
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2px71x
title: CCDC 2499779: Experimental Crystal Structure Determination

description: Related Article: Yu-Xuan Wang, Ming-Yu Guo, Tong Xie, Lin Chen, De-Xuan Liu, Wei-Xiong Zhang, Guo-Ming Wang|2026|Inorg.Chem.Front.|||doi:10.1039/d5qi02518d
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2q0xk7
title: CCDC 2503329: Experimental Crystal Structure Determination

description: Related Article: Aneta Kosinska, Kaitie A. Giffin, Alexandre Welle, Alvaro Fernandez, Thierry Roisnel, Jean-François Carpentier, Evgueni Kirillov|2026|Organometallics|||doi:10.1021/acs.organomet.5c00477
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2q0xl8
title: CCDC 2503330: Experimental Crystal Structure Determination

description: Related Article: Aneta Kosinska, Kaitie A. Giffin, Alexandre Welle, Alvaro Fernandez, Thierry Roisnel, Jean-François Carpentier, Evgueni Kirillov|2026|Organometallics|||doi:10.1021/acs.organomet.5c00477
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2q0xm9
title: CCDC 2503331: Experimental Crystal Structure Determination

description: Related Article: Aneta Kosinska, Kaitie A. Giffin, Alexandre Welle, Alvaro Fernandez, Thierry Roisnel, Jean-François Carpentier, Evgueni Kirillov|2026|Organometallics|||doi:10.1021/acs.organomet.5c00477
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2q0xnb
title: CCDC 2503332: Experimental Crystal Structure Determination

description: Related Article: Aneta Kosinska, Kaitie A. Giffin, Alexandre Welle, Alvaro Fernandez, Thierry Roisnel, Jean-François Carpentier, Evgueni Kirillov|2026|Organometallics|||doi:10.1021/acs.organomet.5c00477
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.