cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14184765
title: Spatiotemporally-completed reconstruction of precipitation during the Holocene over the Northern Hemisphere using paleoclimate data assimilation

description: (1) Data Content: Spatiotemporally complete reconstruction of annual precipitation during the Holocene (i.e., 12-0 ka BP) over the Northern Hemisphere. Based on the sources of the prior ensembles, the dataset comprises three distinct reconstructions, namely PDA (TraCE), PDA (HadCM) and PDA (Mixed), each of which contains: 1) 200 precipitation reconstructions derived from the Monte Carlo realizations for each experimental group, and 2) the corresponding mean and ±1 standard deviation calculated from each set of 200 reconstructions. (2) Data Production Method: We reconstructed annual precipitation fields for the Northern Hemisphere during the Holocene using a paleoclimate data assimilation system. This involved assimilating 2,421 Holocene precipitation records from the LegacyClimate 1.0 dataset. In our experiment, we utilized the time-averaged Ensemble Optimal Interpolation (EnIO) data assimilation algorithm. The static prior ensemble of states was constructed from either the TraCE 21 ka BP or the HadCM 23 ka transient climate simulations, or a combination of both in a mixed approach. The data have a temporal resolution of 100 years and a spatial resolution of 3.75°. 

 

All prerequisite materials for conducting the PDA-based reconstruction experiments - including prior model simulations, Holocene precipitation records, and Matlab codes- are publicly available on Zenodo repository (https://doi.org/10.5281/zenodo.17354887).  Please contact the author Miao Fang (E-mail: mfang@lzb.ac.cn) for more information about the details of the reconstructions.
description: Usage Notes:

(1) Opening method: This dataset is saved in the standard NetCDF4 file format, which can be directly opened and utilized with software such as PanoplyWin, ArcGIS (version 10 and above), Matlab, R, Python, and other programs that support NetCDF files. (2) Usage Suggestions: For general users, we recommend directly using the mean and ±1 standard deviation derived from the 200 reconstructions, particularly those from the PDA (Mixed) experiment. The mean and standard deviation associated with each experiment are also provided in the this repository. (3) Data Application: This dataset can be utilized to investigate the spatio-temporal evolution of Holocene precipitation in the Northern Hemisphere and to assess the performance of climate models in simulating Holocene precipitation patterns.
DOI: 10.5281/zenodo.17355050
title: Spatiotemporally-completed reconstruction of precipitation during the Holocene over the Northern Hemisphere using paleoclimate data assimilation

description: (1) Data Content: Spatiotemporally complete reconstruction of annual precipitation during the Holocene (i.e., 12-0 ka BP) over the Northern Hemisphere. Based on the sources of the prior ensembles, the dataset comprises three distinct reconstructions, namely PDA (TraCE), PDA (HadCM) and PDA (Mixed), each of which contains: 1) 200 precipitation reconstructions derived from the Monte Carlo realizations for each experimental group, and 2) the corresponding mean and ±1 standard deviation calculated from each set of 200 reconstructions. (2) Data Production Method: We reconstructed annual precipitation fields for the Northern Hemisphere during the Holocene using a paleoclimate data assimilation system. This involved assimilating 2,421 Holocene precipitation records from the LegacyClimate 1.0 dataset. In our experiment, we utilized the time-averaged Ensemble Optimal Interpolation (EnIO) data assimilation algorithm. The static prior ensemble of states was constructed from either the TraCE 21 ka BP or the HadCM 23 ka transient climate simulations, or a combination of both in a mixed approach. The data have a temporal resolution of 100 years and a spatial resolution of 3.75°. 

 

All prerequisite materials for conducting the PDA-based reconstruction experiments - including prior model simulations, Holocene precipitation records, and Matlab codes- are publicly available on Zenodo repository (https://doi.org/10.5281/zenodo.17354887).  Please contact the author Miao Fang (E-mail: mfang@lzb.ac.cn) for more information about the details of the reconstructions.
description: Usage Notes:

(1) Opening method: This dataset is saved in the standard NetCDF4 file format, which can be directly opened and utilized with software such as PanoplyWin, ArcGIS (version 10 and above), Matlab, R, Python, and other programs that support NetCDF files. (2) Usage Suggestions: For general users, we recommend directly using the mean and ±1 standard deviation derived from the 200 reconstructions, particularly those from the PDA (Mixed) experiment. The mean and standard deviation associated with each experiment are also provided in the this repository. (3) Data Application: This dataset can be utilized to investigate the spatio-temporal evolution of Holocene precipitation in the Northern Hemisphere and to assess the performance of climate models in simulating Holocene precipitation patterns.
DOI: 10.7910/dvn/vh9jja
title: The Laws of Anomaly: A Framework for Regression Model Selection Based on a Large Scale Empirical Study of Structural Data Challenges

description: The "ensemble-first" strategy, while a popular heuristic for tabular regression, lacks a formal framework and fails on specific data challenges. This thesis introduces the Efficiency-Based Model Selection Framework (EMSF), a new methodology that aligns model architecture with a dataset's primary structural challenge. We benchmarked over 20 models across 100 real-world datasets, categorized into four novel cohorts: high row-to-size (computational efficiency), wide data (parameter efficiency), and messy data (data efficiency).
This large-scale empirical study establishes three fundamental laws of applied regression. The Law of Ensemble Dominance confirms that ensembles are the most efficient choice in over 70% of standard cases. The Law of Anomaly Supremacy proves the critical exceptions: we provide the first large-scale evidence that K-Nearest Neighbors (KNN) excels on high-dimensional data, and that robust models like the Huber Regressor are "silver bullet" solutions for datasets with hidden outliers, winning with performance margins exceeding 1500%. Finally, the Law of Predictive Futility reframes benchmarking as a diagnostic tool for identifying datasets that lack predictive signal.
The EMSF provides a practical, evidence-based playbook for practitioners to move beyond a one-size-fits-all approach to model selection.
DOI: 10.15468/dl.bk6whk
title: Occurrence Download

description: A dataset containing 1149 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cornus oblonga"
 ]
}

 The dataset includes 1149 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049041-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6fvknt
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies pinsapo)",
 "Country is one of (Spain)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 200 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049042-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13462397
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5517/cc10p8nm
title: CCDC 943970: Experimental Crystal Structure Determination

description: Related Article: Edwin Otten ,  Auke Meetsma ,  and Bart Hessen|2012|Organometallics|31|6071|doi:10.1021/om300421m
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/cc10nhy3
title: CCDC 943235: Experimental Crystal Structure Determination

description: Related Article: Hironori Masubuti,  Yasuhisa Endo,  Hiroshi Araya,  Hidehiro Uekusa,  and Yoshinori Fujimoto|2013|Org.Lett.|15|2076|doi:10.1021/ol400595k
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/cc10p8pn
title: CCDC 943971: Experimental Crystal Structure Determination

description: Related Article: Konstantin I. Galkin ,  Sergey E. Lubimov , Ivan A. Godovikov , Fedor M. Dolgushin , Alexander F. Smol’yakov , Elena A. Sergeeva , Vadim A. Davankov ,  and Igor T. Chizhevsky|2012|Organometallics|31|6080|doi:10.1021/om300432j
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/cc10nj06
title: CCDC 943237: Experimental Crystal Structure Determination

description: Related Article: Takahiro Soeta,  Yuhta Tabatake,  Shuhei Fujinami,  and Yutaka Ukaji|2013|Org.Lett.|15|2088|doi:10.1021/ol400672c
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/cc10p8qp
title: CCDC 943972: Experimental Crystal Structure Determination

description: Related Article: Konstantin I. Galkin ,  Sergey E. Lubimov , Ivan A. Godovikov , Fedor M. Dolgushin , Alexander F. Smol’yakov , Elena A. Sergeeva , Vadim A. Davankov ,  and Igor T. Chizhevsky|2012|Organometallics|31|6080|doi:10.1021/om300432j
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/cc10nj17
title: CCDC 943238: Experimental Crystal Structure Determination

description: Related Article: Hiromi Oyama,  Koji Nakano,  Takunori Harada,  Reiko Kuroda,  Masanobu Naito,  Kazuyuki Nobusawa,  and Kyoko Nozaki|2013|Org.Lett.|15|2104|doi:10.1021/ol4005036
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/cc10nj28
title: CCDC 943239: Experimental Crystal Structure Determination

description: Related Article: Shengxin Cai,  Yepeng Luan,  Xianglan Kong,  Tianjiao Zhu,  Qianqun Gu,  and Dehai Li|2013|Org.Lett.|15|2168|doi:10.1021/ol400694h
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/cc10nj39
title: CCDC 943240: Experimental Crystal Structure Determination

description: Related Article: Shengxin Cai,  Yepeng Luan,  Xianglan Kong,  Tianjiao Zhu,  Qianqun Gu,  and Dehai Li|2013|Org.Lett.|15|2168|doi:10.1021/ol400694h
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/cc10nj4b
title: CCDC 943241: Experimental Crystal Structure Determination

description: Related Article: Zuo Xiao,  Yutaka Matsuo,  Masashi Maruyama,  and Eiichi Nakamura|2013|Org.Lett.|15|2176|doi:10.1021/ol400713t
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/cc10p8rq
title: CCDC 943973: Experimental Crystal Structure Determination

description: Related Article: Shaneesh Vadake Kulangara ,  Amir Jabri , Yun Yang , Ilia Korobkov, Sandro Gambarotta ,  and Rob Duchateau|2012|Organometallics|31|6085|doi:10.1021/om300453a
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/cc10p8sr
title: CCDC 943974: Experimental Crystal Structure Determination

description: Related Article: Shaneesh Vadake Kulangara ,  Amir Jabri , Yun Yang , Ilia Korobkov, Sandro Gambarotta ,  and Rob Duchateau|2012|Organometallics|31|6085|doi:10.1021/om300453a
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/cc10p8ts
title: CCDC 943975: Experimental Crystal Structure Determination

description: Related Article: Shaneesh Vadake Kulangara ,  Amir Jabri , Yun Yang , Ilia Korobkov, Sandro Gambarotta ,  and Rob Duchateau|2012|Organometallics|31|6085|doi:10.1021/om300453a
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/cc10p8vt
title: CCDC 943976: Experimental Crystal Structure Determination

description: Related Article: Shaneesh Vadake Kulangara ,  Amir Jabri , Yun Yang , Ilia Korobkov, Sandro Gambarotta ,  and Rob Duchateau|2012|Organometallics|31|6085|doi:10.1021/om300453a
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/cc10p8wv
title: CCDC 943977: Experimental Crystal Structure Determination

description: Related Article: Shaneesh Vadake Kulangara ,  Amir Jabri , Yun Yang , Ilia Korobkov, Sandro Gambarotta ,  and Rob Duchateau|2012|Organometallics|31|6085|doi:10.1021/om300453a
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/cc10p8xw
title: CCDC 943978: Experimental Crystal Structure Determination

description: Related Article: Shaneesh Vadake Kulangara ,  Amir Jabri , Yun Yang , Ilia Korobkov, Sandro Gambarotta ,  and Rob Duchateau|2012|Organometallics|31|6085|doi:10.1021/om300453a
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/cc10p8yx
title: CCDC 943979: Experimental Crystal Structure Determination

description: Related Article: Shaneesh Vadake Kulangara ,  Amir Jabri , Yun Yang , Ilia Korobkov, Sandro Gambarotta ,  and Rob Duchateau|2012|Organometallics|31|6085|doi:10.1021/om300453a
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/cc10p8zy
title: CCDC 943980: Experimental Crystal Structure Determination

description: Related Article: Shaneesh Vadake Kulangara ,  Amir Jabri , Yun Yang , Ilia Korobkov, Sandro Gambarotta ,  and Rob Duchateau|2012|Organometallics|31|6085|doi:10.1021/om300453a
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/cc10p900
title: CCDC 943981: Experimental Crystal Structure Determination

description: Related Article: Shaneesh Vadake Kulangara ,  Amir Jabri , Yun Yang , Ilia Korobkov, Sandro Gambarotta ,  and Rob Duchateau|2012|Organometallics|31|6085|doi:10.1021/om300453a
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/cc10p911
title: CCDC 943982: Experimental Crystal Structure Determination

description: Related Article: Cristina Aliende ,  Mercedes Pérez-Manrique , Félix A. Jalón,  Blanca R. Manzano , Ana M. Rodrı́guez and Gustavo Espino|2012|Organometallics|31|6106|doi:10.1021/om3004702
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/cc10p922
title: CCDC 943983: Experimental Crystal Structure Determination

description: Related Article: Cristina Aliende ,  Mercedes Pérez-Manrique , Félix A. Jalón,  Blanca R. Manzano , Ana M. Rodrı́guez and Gustavo Espino|2012|Organometallics|31|6106|doi:10.1021/om3004702
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/cc10p933
title: CCDC 943984: Experimental Crystal Structure Determination

description: Related Article: Cristina Aliende ,  Mercedes Pérez-Manrique , Félix A. Jalón,  Blanca R. Manzano , Ana M. Rodrı́guez and Gustavo Espino|2012|Organometallics|31|6106|doi:10.1021/om3004702
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/cc10p944
title: CCDC 943985: Experimental Crystal Structure Determination

description: Related Article: Cristina Aliende ,  Mercedes Pérez-Manrique , Félix A. Jalón,  Blanca R. Manzano , Ana M. Rodrı́guez and Gustavo Espino|2012|Organometallics|31|6106|doi:10.1021/om3004702
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/cc10nj5c
title: CCDC 943242: Experimental Crystal Structure Determination

description: Related Article: Philippa R. Payne,  Pierre Garcia,  Patrick Eisenberger,  Jacky C.-H. Yim,  and Laurel L. Schafer|2013|Org.Lett.|15|2182|doi:10.1021/ol400729v
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/cc10p955
title: CCDC 943986: Experimental Crystal Structure Determination

description: Related Article: Cristina Aliende ,  Mercedes Pérez-Manrique , Félix A. Jalón,  Blanca R. Manzano , Ana M. Rodrı́guez and Gustavo Espino|2012|Organometallics|31|6106|doi:10.1021/om3004702
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/cc10nj6d
title: CCDC 943243: Experimental Crystal Structure Determination

description: Related Article: Philippa R. Payne,  Pierre Garcia,  Patrick Eisenberger,  Jacky C.-H. Yim,  and Laurel L. Schafer|2013|Org.Lett.|15|2182|doi:10.1021/ol400729v
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.