cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4xrk8g6458.2
title: Machine Learning Insights for Fire Impacts on Snow Disappearance Predictability in Northern California

description: These data were used to support findings reported in "Machine Learning Insights for Fire Impacts on Snow Disappearance Predictability in Northern California" authored by Mohanty et al. 

Paper Abstract
Snowpacks are a critical water resource in the western United States (WUS), where effective water management depends on accurate monitoring and forecasting. Wildfires cause lasting perturbations to atmosphere–vegetation–snow interactions that are increasingly altering snow dynamics and affecting snowpack predictability. This study examines the influence of fires on snow disappearance predictability using a suite of machine learning (ML) experiments. Models trained solely on no/low-burn areas to predict the day of snow disappearance (DSD), using hydrometeorological predictors without explicit fire information, perform significantly worse when applied to moderate-to-high burn areas. Specifically, across no/low-burn areas, random forest models achieve a bias standard deviation of 12.0 days and R2 of 0.86, compared to 14.0–15.3 days and R2 of 0.72–0.79 in more heavily burned categories, with qualitatively consistent results across other machine learning models with variable complexity (multiple linear regression, long short-term memory (LSTM), Multilayer Perceptron (MLP), and Extreme Gradient Boosting (XGBoost)). The systematic overestimation of DSD across very high burn areas likely indicates that post-fire-enhanced snow ablation is not captured by the models. Including samples from burned areas in model training—implicitly incorporating fire effects—improves DSD predictions in burned landscapes without degrading performance in unburned regions. The largest accuracy improvements occur in pixels with &gt;75% burn fraction, where DSD overestimation is reduced by over 50% (mean bias from 4.0 to 1.6 days). Nevertheless, model performance in moderate-to-high burn areas remains lower than in no/low-burn regions (R2 lower by 0.05–0.06; bias standard deviation higher by 1.8–2.3 days). Adding explicit fire-related predictors, namely burn fraction and vegetation greenness, does not yield further accuracy gains. These results demonstrate that wildfires significantly impact snowpack dynamics and that including post-fire landscapes in training data is essential to improving ML-based snow predictions in burned areas. Fully capturing fire impacts, however, may require more detailed or process-specific fire information to account for complex post-fire snow dynamics.
DOI: 10.15468/dl.e8njx6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coregonus widegreni",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033848-251025141854904/datasets/export for details.
DOI: 10.17632/vzcd6tyyfv
title: Proteomic data from lysosome-enriched fractions

description: Proteomic data from lysosome-enriched fractions
DOI: 10.5517/ccdc.csd.cc1pwkfk
title: CCDC 1575619: Experimental Crystal Structure Determination

description: Related Article: W. Maniukiewicz, M. Szczesio, A. Fruzinski, M.L. Glowka|2025|CSD Communication|||
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.cc1pwkgl
title: CCDC 1575620: Experimental Crystal Structure Determination

description: Related Article: W. Maniukiewicz, M. Szczesio, A. Fruzinski, M.L. Glowka|2025|CSD Communication|||
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.cc1pwkhm
title: CCDC 1575621: Experimental Crystal Structure Determination

description: Related Article: W. Maniukiewicz, M. Szczesio, A. Fruzinski, M.L. Glowka|2025|CSD Communication|||
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.cc1pwkjn
title: CCDC 1575622: Experimental Crystal Structure Determination

description: Related Article: W. Maniukiewicz, M. Szczesio, A. Fruzinski, M.L. Glowka|2025|CSD Communication|||
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: 10.17632/vzcd6tyyfv.1
title: Proteomic data from lysosome-enriched fractions

description: Proteomic data from lysosome-enriched fractions
DOI: 10.5517/ccdc.csd.cc2cjh0f
title: CCDC 2190584: Experimental Crystal Structure Determination

description: Related Article: Houli Jiang, Wang Hua, Yingying Ren, Letian Cui, Lingyi Kong, Jun Luo|2025|Bioorg.Chem.|166|109082|doi:10.1016/j.bioorg.2025.109082
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.cc2fz2wd
title: CCDC 2263244: Experimental Crystal Structure Determination

description: Related Article: Xue-Ru Wu, Shu-Qi Wu, Zhi-Kun Liu, Ming-Xing Chen, Jun Tao, Osamu Sato, Hui-Zhong Kou
|2024|Sci.China.Chem.|67|3339|doi:10.1007/s11426-024-2222-3
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.cc2l7nk2
title: CCDC 2390644: Experimental Crystal Structure Determination

description: Related Article: Tengfei Cui, Qing Chang, Qiao Chen, Zhen Xu, Qiang Jin, Zongyuan Chen, Yin Wang, Zhipeng Wang, Zhijun Guo|2025|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c03092
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.cc2l8rf2
title: CCDC 2391694: Experimental Crystal Structure Determination

description: Related Article: Jin-Qiu You, Chun-Yang Zhang, Jin-Yi Cao, Xing-Xin Jiang, Xiang-Yun Peng, Wei-Zhen Huang|2025|Tetrahedron|188|134993|doi:10.1016/j.tet.2025.134993
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.cc2m9ddr
title: CCDC 2422104: Experimental Crystal Structure Determination

description: Related Article: Chenyang Zhao, Jiawei Lin, Yanbo Liu, Jianmin Zhou, Liang Li, Shi Tang, Jing Li, Songgu Wu, Panče Naumov, Junbo Gong|2025|Chem.Mater.|||doi:10.1021/acs.chemmater.5c02194
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.cc2mc65d
title: CCDC 2423833: Experimental Crystal Structure Determination

description: Related Article: Niko Vlahakis, Jose A. Rodriguez|2025|CSD Communication|||
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: 10.17632/twzf5jhbmy
title: NPTN WB

description: NPTN WB
DOI: 10.17632/twzf5jhbmy.1
title: NPTN WB

description: NPTN WB
DOI: 10.5517/ccdc.csd.cc2n9qf4
title: CCDC 2452206: Experimental Crystal Structure Determination

description: Related Article: Antonia Di Mola, Caterina Vietri, Consiglia Tedesco, Antonio Massa|2025|Molecules|30|2702|doi:10.3390/molecules30132702
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.cc2ndf7r
title: CCDC 2454804: Experimental Crystal Structure Determination

description: Related Article: Jindou Tian, Jia Dai, Zhuoling Jiang, Qihui Chen, Daqiang Yuan, Maochun Hong|2025|Angew.Chem.,Int.Ed.|64|e202512049|doi:10.1002/anie.202512049
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: 10.17632/647d8d4csh
title: MAG extract and female Culex pipiens refractoriness

description: This is the raw data for choice and no choice trails of MAG extract injections on female mating behavior. We hypothesized that MAG extracts would cause females to not mate with males due to the seminal fluid proteins contained in the MAG. We allowed males to mate with females injected with MAG extract, saline, or nothing, and then recorded the number of females per cage that had sperm in their sperm storage organs. This data was analysed and interpreted as part of a manuscript.
DOI: 10.5517/ccdc.csd.cc2ndf8s
title: CCDC 2454805: Experimental Crystal Structure Determination

description: Related Article: Jindou Tian, Jia Dai, Zhuoling Jiang, Qihui Chen, Daqiang Yuan, Maochun Hong|2025|Angew.Chem.,Int.Ed.|64|e202512049|doi:10.1002/anie.202512049
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.cc2ndf9t
title: CCDC 2454806: Experimental Crystal Structure Determination

description: Related Article: Jindou Tian, Jia Dai, Zhuoling Jiang, Qihui Chen, Daqiang Yuan, Maochun Hong|2025|Angew.Chem.,Int.Ed.|64|e202512049|doi:10.1002/anie.202512049
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.cc2ndfbv
title: CCDC 2454807: Experimental Crystal Structure Determination

description: Related Article: Jindou Tian, Jia Dai, Zhuoling Jiang, Qihui Chen, Daqiang Yuan, Maochun Hong|2025|Angew.Chem.,Int.Ed.|64|e202512049|doi:10.1002/anie.202512049
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.cc2nfnwn
title: CCDC 2456002: Experimental Crystal Structure Determination

description: Related Article: Asik Hossain, Gregory C. Fu|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14143
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: 10.17632/647d8d4csh.2
title: MAG extract and female Culex pipiens refractoriness

description: This is the raw data for choice and no choice trails of MAG extract injections on female mating behavior. We hypothesized that MAG extracts would cause females to not mate with males due to the seminal fluid proteins contained in the MAG. We allowed males to mate with females injected with MAG extract, saline, or nothing, and then recorded the number of females per cage that had sperm in their sperm storage organs. This data was analysed and interpreted as part of a manuscript.
DOI: 10.5517/ccdc.csd.cc2nfnyq
title: CCDC 2456004: Experimental Crystal Structure Determination

description: Related Article: Asik Hossain, Gregory C. Fu|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14143
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.cc2nfnzr
title: CCDC 2456005: Experimental Crystal Structure Determination

description: Related Article: Asik Hossain, Gregory C. Fu|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14143
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.cc2nfp1v
title: CCDC 2456007: Experimental Crystal Structure Determination

description: Related Article: Asik Hossain, Gregory C. Fu|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14143
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.cc2nxf12
title: CCDC 2470174: Experimental Crystal Structure Determination

description: Related Article: Arnab Sadhukhan|2025|CSD Communication|||
description: Related Article: Arnab Sadhukhan, Shanmuk Srinivas Ravuru, Agnibha Das, Ekta Nehra, Satyadip Paul, Golam Rosul Khan, Matthew A. Addicoat, Yusuke Nishiyama, Snehasis Daschakraborty, Arvind Rajendran, Rahul Banerjee|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c11733
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: 10.21430/m31mc4o87y
title: UCI ACC Adjuvant Set #2

description: Comparative evaluation of 5 combination adjuvants on immunogenicity and efficacy of approved seasonal influenza vaccines.
DOI: 10.5517/ccdc.csd.cc2mkyfl
title: CCDC 2430320: Experimental Crystal Structure Determination

description: Related Article: Ashlyn Kamin, Ashley Weiland, Werner Kaminsky, Dianne Xiao|2025|CSD Communication|||
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: 10.21430/m3ge6x8ep6
title: Innaptives

description: This 21-color panel was designed to identify and characterize unconventional, donor unrestricted T cell (DURT) populations in rhesus and cynomolgous macaques and was optimized on nonhuman primate (NHP) PBMC samples.
DOI: 10.25505/fiz.icsd.cc2m2r5n
title: CSD 2415711: Experimental Crystal Structure Determination

description: Related Article: Darya Gryaznova,  Taras Panikorovskii,  Galina Kalashnikova,  Ayya Bazai,  Margarita Glazunova,  Ekaterina Selivanova,  Alevtina Gosteva,  Victor Yakovenchuk|2025|Molecules|30|4385|doi:10.3390/molecules30224385
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.st3sgk
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mesonauta mirificus"
 ]
}

 The dataset includes 153 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033849-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/cxb29jy8ww.1
title: Data and replication dofile for "Turning up the heat: Extreme heat and labor implications in West Africa"

description: This data and dofile replicate all tables and figures in the paper titled "Turning up the heat: Extreme heat and labor implications in West Africa", published in Journal of Development Economics. If you use this data, please cite Tabe-Ojong, MPJ, Kakpo, AT, Lokossou, JC. 2025. Turning up the heat: Extreme heat and labor implications in West Africa. Journal of Development Economics. https://doi.org/10.1016/j.jdeveco.2025.103683.
DOI: 10.17632/j4s25jt8v7.1
title: Is Bikeability Cycle Training an Effective Active Travel Behaviour Change Intervention? Confirmatory Evidence from Classroom-Based Surveys of UK Schoolchildren

description: These files relate to the paper of the same title and comprise the following: raw data files downloaded from the JISC survey platform, for each of nine Bikeability training providers who collected data in their local authority areas; a PDF of the survey that participants completed to provide those data; an Excel file containing a cleaned dataset, from which 'Other' responses to the Year Group item have been removed; a PDF of the SPSS output file from the data analysis process; a PowerPoint file that illustrates the geographical spread and diversity of the data location sites; and the summaries of (incomplete) demographic information procured from schools by Bikeability training providers.
DOI: 10.5281/zenodo.17608676
title: MurineCyto-Det: A Benchmark Dataset for Leukocyte Detection in Murine Cytology Images

description: We present MurineCyto-Det, a novel resource comprising 333 high-resolution (1024×1024) cytology images from mouse BALF, annotated with five cell classes (Macrophage/Monocyte, Neutrophil, Eosinophil, Lymphocyte,and Unknown cell/Debris), pixel-level segmentation masks, and one-to-one matched bounding boxes.
DOI: 10.5281/zenodo.17608677
title: MurineCyto-Det: A Benchmark Dataset for Leukocyte Detection in Murine Cytology Images

description: We present MurineCyto-Det, a novel resource comprising 333 high-resolution (1024×1024) cytology images from mouse BALF, annotated with five cell classes (Macrophage/Monocyte, Neutrophil, Eosinophil, Lymphocyte,and Unknown cell/Debris), pixel-level segmentation masks, and one-to-one matched bounding boxes.
DOI: 10.17632/6k8gsbz7kp
title: Cerebrospinal Fluid total Tau in individuals with Niemann-Pick Disease type C1

description: Cerebrospinal Fluid Total Tau levels in individuals with Niemann-Pick Disease type C1. Corresponding age, treatment status, age of neurological onset, and NPC Neurological Severity scores
DOI: 10.17632/6k8gsbz7kp.1
title: Cerebrospinal Fluid total Tau in individuals with Niemann-Pick Disease type C1

description: Cerebrospinal Fluid Total Tau levels in individuals with Niemann-Pick Disease type C1. Corresponding age, treatment status, age of neurological onset, and NPC Neurological Severity scores
DOI: 10.17632/8rrs3wzysv
title: Cerebrospinal Fluid 24(S)-hydroxycholesterol levels post intrathecal adrabetadex infusion

description: Cerebrospinal fluid 24(S)-hydroxycholesterol levels pre administration and 48 hours after intrathecal administration of adrabetadex (2-hydroxypropyl-B-cyclodextrin. Data relative to sex, age, age of neurological onset, NPC neurological severity score without hearing, and Annual Severity Increment Score.
DOI: 10.17632/8rrs3wzysv.1
title: Cerebrospinal Fluid 24(S)-hydroxycholesterol levels post intrathecal adrabetadex infusion

description: Cerebrospinal fluid 24(S)-hydroxycholesterol levels pre administration and 48 hours after intrathecal administration of adrabetadex (2-hydroxypropyl-B-cyclodextrin. Data relative to sex, age, age of neurological onset, NPC neurological severity score without hearing, and Annual Severity Increment Score.
DOI: 10.17632/2dd2jd5rjz
title: Middle to Late Pleistocene Deep-Water Ventilation Evolution in the Western Tropical South Atlantic
DOI: 10.17632/2dd2jd5rjz.1
title: Middle to Late Pleistocene Deep-Water Ventilation Evolution in the Western Tropical South Atlantic
DOI: 10.15468/dl.urvmsc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coreoperca kawamebari",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033851-251025141854904/datasets/export for details.