cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/0zd9-cb24
title: ADAB database

description: The ADAB database (The Arabic handwriting Data Base) was developed to advance the research and development of Arabic on-line handwritten systems. This database is developed in cooperation between the Institut fuer Nachrichtentechnik (IfN) and Research Groups in Intelligent Machines, University of Sfax, Tunisia. The text written is from 937 Tunisian town/village names. A pre-label assigned to each file consists of the postcode in a sequence of Numeric Character References, which stored in the UPX file format. An InkML file including trajectory information and a plot image of the word trajectory are also generated. Additional information about the writer can also be provided. All documents and papers that uses the ADAB database will acknowledge the use of the database by including an appropriate citation to the following:[1] H. Boubaker, A. Elbaati, N. Tagougui, M. Kherallah, H. Elabed, and A. M. Alimi, “Online Arabic Databases and Applications,” Book chapter in : Märgner, V., El Abed, H. (eds) “Guide to OCR for Arabic Scripts,” Chp. Part IV pp 541 – 557 , 2012 , Springer.[2] M. Kherallah, N. Tagougui, A. M. Alimi, H. El Abed and V. Margner, “Online Arabic handwriting recognition competition”, In International Conference on Document Analysis and Recognition, pp. 1454-1458 , 2011.[3] H. El Abed, M. Kherallah, V. Margner and A. M. Alimi, “on-line Arabic handwriting recognition competition ADAB database and participating systems”, International Journal on Document Analysis and Recognition, volume 13, July 2010.
DOI: 10.5517/ccdc.csd.cc25378t
title: CCDC 1999105: Experimental Crystal Structure Determination

description: Related Article: Man Chen, Yu-Ping Xiao, Yue Wang, Wei Cheng, Jie Zhang, Ping Wang, Shang-Hui Ye, Bi-Hai Tong|2021|Inorg.Chim.Acta|516|120100|doi:10.1016/j.ica.2020.120100
DOI: 10.5517/ccdc.csd.cc2537bw
title: CCDC 1999107: Experimental Crystal Structure Determination

description: Related Article: Man Chen, Yu-Ping Xiao, Yue Wang, Wei Cheng, Jie Zhang, Ping Wang, Shang-Hui Ye, Bi-Hai Tong|2021|Inorg.Chim.Acta|516|120100|doi:10.1016/j.ica.2020.120100
DOI: 10.25318/3310029201-fra
title: Déclarations concernant des activités d'entreprise ou d'organisme, selon les caractéristiques de l’entreprise

description: Déclarations concernant des activités d'entreprise ou d'organisme, selon le code du Système de classification des industries de l'Amérique du Nord (SCIAN), l'effectif de l'entreprise, le type d'entreprise, activités commerciales et le propriétaire majoritaire.
DOI: 10.5517/ccdc.csd.cc25dknt
title: CCDC 2008076: Experimental Crystal Structure Determination

description: Related Article: Yashu Liu, Chao Chen, Rongyao Dong, Kang Wu, Hongbo Zhou, Xiaoping Shen, Shaowei Chen|2021|Inorg.Chim.Acta|516|120119|doi:10.1016/j.ica.2020.120119
DOI: 10.5517/ccdc.csd.cc25fgtx
title: CCDC 2008949: Experimental Crystal Structure Determination

description: Related Article: Yashu Liu, Chao Chen, Rongyao Dong, Kang Wu, Hongbo Zhou, Xiaoping Shen, Shaowei Chen|2021|Inorg.Chim.Acta|516|120119|doi:10.1016/j.ica.2020.120119
DOI: 10.5517/ccdc.csd.cc25ngt4
title: CCDC 2015676: Experimental Crystal Structure Determination

description: Related Article: Shuang Lü, Cui-Rong Qin, Hui-Lin Ma, Ji-Min Ouyang, Qian-Li Li|2021|Inorg.Chim.Acta|516|120130|doi:10.1016/j.ica.2020.120130
DOI: 10.5517/ccdc.csd.cc25ngv5
title: CCDC 2015677: Experimental Crystal Structure Determination

description: Related Article: Shuang Lü, Cui-Rong Qin, Hui-Lin Ma, Ji-Min Ouyang, Qian-Li Li|2021|Inorg.Chim.Acta|516|120130|doi:10.1016/j.ica.2020.120130
DOI: 10.5517/ccdc.csd.cc25ngw6
title: CCDC 2015678: Experimental Crystal Structure Determination

description: Related Article: Shuang Lü, Cui-Rong Qin, Hui-Lin Ma, Ji-Min Ouyang, Qian-Li Li|2021|Inorg.Chim.Acta|516|120130|doi:10.1016/j.ica.2020.120130
DOI: 10.5517/ccdc.csd.cc25przm
title: CCDC 2016921: Experimental Crystal Structure Determination

description: Related Article: Janusz Szklarzewicz, Anna Jurowska, Maciej Hodorowicz, Grzegorz Kazek, Monika Głuch-Lutwin, Jacek Sapa|2021|Inorg.Chim.Acta|516|120135|doi:10.1016/j.ica.2020.120135
DOI: 10.5517/ccdc.csd.cc25ppl5
title: CCDC 2016847: Experimental Crystal Structure Determination

description: Related Article: Janusz Szklarzewicz, Anna Jurowska, Maciej Hodorowicz, Grzegorz Kazek, Monika Głuch-Lutwin, Jacek Sapa|2021|Inorg.Chim.Acta|516|120135|doi:10.1016/j.ica.2020.120135
DOI: 10.5517/ccdc.csd.cc25ppm6
title: CCDC 2016848: Experimental Crystal Structure Determination

description: Related Article: Janusz Szklarzewicz, Anna Jurowska, Maciej Hodorowicz, Grzegorz Kazek, Monika Głuch-Lutwin, Jacek Sapa|2021|Inorg.Chim.Acta|516|120135|doi:10.1016/j.ica.2020.120135
DOI: 10.5517/ccdc.csd.cc25pryl
title: CCDC 2016920: Experimental Crystal Structure Determination

description: Related Article: Janusz Szklarzewicz, Anna Jurowska, Maciej Hodorowicz, Grzegorz Kazek, Monika Głuch-Lutwin, Jacek Sapa|2021|Inorg.Chim.Acta|516|120135|doi:10.1016/j.ica.2020.120135
DOI: 10.5517/ccdc.csd.cc25tqb2
title: CCDC 2020714: Experimental Crystal Structure Determination

description: Related Article: Weipeng Chen, Tian Han, Yanzhen Zheng|2021|Inorg.Chim.Acta|516|120112|doi:10.1016/j.ica.2020.120112
DOI: 10.5517/ccdc.csd.cc25x2sz
title: CCDC 2022991: Experimental Crystal Structure Determination

description: Related Article: Jason D. Braun, Issiah B. Lozada, David E. Herbert|2020|Inorg.Chem.|59|17746|doi:10.1021/acs.inorgchem.0c02973
DOI: 10.5517/ccdc.csd.cc25zvdf
title: CCDC 2025645: Experimental Crystal Structure Determination

description: Related Article: Yanan Ma, Xiaoping Yang, Dongliang Shi, Mengyu Niu, Desmond Schipper|2020|Inorg.Chem.|59|16809|doi:10.1021/acs.inorgchem.0c02567
DOI: 10.5517/ccdc.csd.cc261nzx
title: CCDC 2027399: Experimental Crystal Structure Determination

description: Related Article: Sloane Evariste, Chendong Xu, Guillaume Calvez, Christophe Lescop|2021|Inorg.Chim.Acta|516|120115|doi:10.1016/j.ica.2020.120115
DOI: 10.5517/ccdc.csd.cc261qtt
title: CCDC 2027456: Experimental Crystal Structure Determination

description: Related Article: Kelly L. Rue, Jeffrey R. McLachlan, Juliana A. Cazzaniga, Indranil Chakraborty, Christopher J. Dares, Raphael G. Raptis|2021|Inorg.Chim.Acta|516|120126|doi:10.1016/j.ica.2020.120126
DOI: 10.5517/ccdc.csd.cc261qvv
title: CCDC 2027457: Experimental Crystal Structure Determination

description: Related Article: Kelly L. Rue, Jeffrey R. McLachlan, Juliana A. Cazzaniga, Indranil Chakraborty, Christopher J. Dares, Raphael G. Raptis|2021|Inorg.Chim.Acta|516|120126|doi:10.1016/j.ica.2020.120126
DOI: 10.5517/ccdc.csd.cc261qww
title: CCDC 2027458: Experimental Crystal Structure Determination

description: Related Article: Kelly L. Rue, Jeffrey R. McLachlan, Juliana A. Cazzaniga, Indranil Chakraborty, Christopher J. Dares, Raphael G. Raptis|2021|Inorg.Chim.Acta|516|120126|doi:10.1016/j.ica.2020.120126
DOI: 10.5517/ccdc.csd.cc261qxx
title: CCDC 2027459: Experimental Crystal Structure Determination

description: Related Article: Kelly L. Rue, Jeffrey R. McLachlan, Juliana A. Cazzaniga, Indranil Chakraborty, Christopher J. Dares, Raphael G. Raptis|2021|Inorg.Chim.Acta|516|120126|doi:10.1016/j.ica.2020.120126
DOI: 10.5517/ccdc.csd.cc261qzz
title: CCDC 2027461: Experimental Crystal Structure Determination

description: Related Article: Kelly L. Rue, Jeffrey R. McLachlan, Juliana A. Cazzaniga, Indranil Chakraborty, Christopher J. Dares, Raphael G. Raptis|2021|Inorg.Chim.Acta|516|120126|doi:10.1016/j.ica.2020.120126
DOI: 10.5517/ccdc.csd.cc265dsl
title: CCDC 2030989: Experimental Crystal Structure Determination

description: Related Article: Bing-Feng Qian, Jun-Ling Wang, Ai-Quan Jia, Hua-Tian Shi, Qian-Feng Zhang|2021|Inorg.Chim.Acta|516|120128|doi:10.1016/j.ica.2020.120128
DOI: 10.5517/ccdc.csd.cc265dtm
title: CCDC 2030990: Experimental Crystal Structure Determination

description: Related Article: Bing-Feng Qian, Jun-Ling Wang, Ai-Quan Jia, Hua-Tian Shi, Qian-Feng Zhang|2021|Inorg.Chim.Acta|516|120128|doi:10.1016/j.ica.2020.120128
DOI: 10.5517/ccdc.csd.cc265dvn
title: CCDC 2030991: Experimental Crystal Structure Determination

description: Related Article: Bing-Feng Qian, Jun-Ling Wang, Ai-Quan Jia, Hua-Tian Shi, Qian-Feng Zhang|2021|Inorg.Chim.Acta|516|120128|doi:10.1016/j.ica.2020.120128
DOI: 10.5517/ccdc.csd.cc265dwp
title: CCDC 2030992: Experimental Crystal Structure Determination

description: Related Article: Bing-Feng Qian, Jun-Ling Wang, Ai-Quan Jia, Hua-Tian Shi, Qian-Feng Zhang|2021|Inorg.Chim.Acta|516|120128|doi:10.1016/j.ica.2020.120128
DOI: 10.5517/ccdc.csd.cc265dxq
title: CCDC 2030993: Experimental Crystal Structure Determination

description: Related Article: Bing-Feng Qian, Jun-Ling Wang, Ai-Quan Jia, Hua-Tian Shi, Qian-Feng Zhang|2021|Inorg.Chim.Acta|516|120128|doi:10.1016/j.ica.2020.120128
DOI: 10.5517/ccdc.csd.cc265dyr
title: CCDC 2030994: Experimental Crystal Structure Determination

description: Related Article: Bing-Feng Qian, Jun-Ling Wang, Ai-Quan Jia, Hua-Tian Shi, Qian-Feng Zhang|2021|Inorg.Chim.Acta|516|120128|doi:10.1016/j.ica.2020.120128
DOI: 10.5517/ccdc.csd.cc265dzs
title: CCDC 2030995: Experimental Crystal Structure Determination

description: Related Article: Bing-Feng Qian, Jun-Ling Wang, Ai-Quan Jia, Hua-Tian Shi, Qian-Feng Zhang|2021|Inorg.Chim.Acta|516|120128|doi:10.1016/j.ica.2020.120128
DOI: 10.5517/ccdc.csd.cc23dv7m
title: CCDC 1948760: Experimental Crystal Structure Determination

description: Related Article: Tanmoy Basak, Antonio Frontera, Shouvik Chattopadhyay|2021|Inorg.Chim.Acta|516|120081|doi:10.1016/j.ica.2020.120081
DOI: 10.5517/ccdc.csd.cc23dv8n
title: CCDC 1948761: Experimental Crystal Structure Determination

description: Related Article: Tanmoy Basak, Antonio Frontera, Shouvik Chattopadhyay|2021|Inorg.Chim.Acta|516|120081|doi:10.1016/j.ica.2020.120081
DOI: 10.5517/ccdc.csd.cc268dvr
title: CCDC 2033874: Experimental Crystal Structure Determination

description: Related Article: Mustapha Tiouabi, Raphael Tabacchi and Helen Stoeckli-Evans|2020|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc268dxt
title: CCDC 2033876: Experimental Crystal Structure Determination

description: Related Article: Mustapha Tiouabi, Raphael Tabacchi and Helen Stoeckli-Evans|2020|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc268gdc
title: CCDC 2033922: Experimental Crystal Structure Determination

description: Related Article: Federica Mancini, Anna K. H. Hirsch, Volker Huch|2020|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc268gfd
title: CCDC 2033923: Experimental Crystal Structure Determination

description: Related Article: Federica Mancini, Anna K. H. Hirsch, Volker Huch|2020|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc268ggf
title: CCDC 2033924: Experimental Crystal Structure Determination

description: Related Article: Federica Mancini, Anna K. H. Hirsch, Volker Huch|2020|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc268ghg
title: CCDC 2033925: Experimental Crystal Structure Determination

description: Related Article: Federica Mancini, Anna K. H. Hirsch, Volker Huch|2020|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc268gjh
title: CCDC 2033926: Experimental Crystal Structure Determination

description: Related Article: Federica Mancini, Anna K. H. Hirsch, Volker Huch|2020|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc268st3
title: CCDC 2034245: Experimental Crystal Structure Determination

description: Related Article: Johannes Karges, Kai Xiong, Olivier Blacque, Hui Chao, Gilles Gasser|2021|Inorg.Chim.Acta|516|120137|doi:10.1016/j.ica.2020.120137
DOI: 10.5517/ccdc.csd.cc268sv4
title: CCDC 2034246: Experimental Crystal Structure Determination

description: Related Article: Johannes Karges, Kai Xiong, Olivier Blacque, Hui Chao, Gilles Gasser|2021|Inorg.Chim.Acta|516|120137|doi:10.1016/j.ica.2020.120137
DOI: 10.5517/ccdc.csd.cc268sw5
title: CCDC 2034247: Experimental Crystal Structure Determination

description: Related Article: Johannes Karges, Kai Xiong, Olivier Blacque, Hui Chao, Gilles Gasser|2021|Inorg.Chim.Acta|516|120137|doi:10.1016/j.ica.2020.120137
DOI: 10.5517/ccdc.csd.cc268sx6
title: CCDC 2034248: Experimental Crystal Structure Determination

description: Related Article: Johannes Karges, Kai Xiong, Olivier Blacque, Hui Chao, Gilles Gasser|2021|Inorg.Chim.Acta|516|120137|doi:10.1016/j.ica.2020.120137
DOI: 10.5517/ccdc.csd.cc268sy7
title: CCDC 2034249: Experimental Crystal Structure Determination

description: Related Article: Johannes Karges, Kai Xiong, Olivier Blacque, Hui Chao, Gilles Gasser|2021|Inorg.Chim.Acta|516|120137|doi:10.1016/j.ica.2020.120137
DOI: 10.5517/ccdc.csd.cc268x8p
title: CCDC 2034352: Experimental Crystal Structure Determination

description: Related Article: Martinique S. Nunes, Patrícia Neves, Ana C. Gomes, Luís Cunha-Silva, André D. Lopes, Anabela A. Valente, Martyn Pillinger, Isabel S. Gonçalves|2021|Inorg.Chim.Acta|516|120129|doi:10.1016/j.ica.2020.120129
DOI: 10.5517/ccdc.csd.cc24dv5l
title: CCDC 1978549: Experimental Crystal Structure Determination

description: Related Article: Pranay Sharma, Pinku Sarma, Antonio Frontera, Sahid Hussain, Akalesh K. Verma, Manjit K. Bhattacharyya|2021|Inorg.Chim.Acta|516|120082|doi:10.1016/j.ica.2020.120082
DOI: 10.5517/ccdc.csd.cc2613p2
title: CCDC 2026863: Experimental Crystal Structure Determination

description: Related Article: Le-Tian Zhang, Bin Xia, Xia Zhang, Sha Lu, Xian-Xian Zhou, Quan-Wen Li, Qing-Lun Wang|2020|CrystEngComm|23|140|doi:10.1039/D0CE01317J
DOI: 10.5517/ccdc.csd.cc259y3k
title: CCDC 2005548: Experimental Crystal Structure Determination

description: Related Article: Kailin Xu, Menglin Qian, Jiewu Leng, Jie Bai, Qinglan Li, Zihong Liu, Shijuan Zhong, Suqing Zhao|2020|CrystEngComm|22|8256|doi:10.1039/D0CE00984A
description: Related Article: Kailin Xu, Menglin Qian, Jiewu Leng, Jie Bai, Qinglan Li, Zihong Liu, Shijuan Zhona and Suqing Zhao|2020|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc24cdgd
title: CCDC 1977163: Experimental Crystal Structure Determination

description: Related Article: Zhen-Zhen Xue, Xin-Yu Li, Lei Xu, Song-De Han, Jie Pan, Guo-Ming Wang|2020|CrystEngComm|23|56|doi:10.1039/D0CE01507E
DOI: 10.5517/ccdc.csd.cc24cdhf
title: CCDC 1977164: Experimental Crystal Structure Determination

description: Related Article: Zhen-Zhen Xue, Xin-Yu Li, Lei Xu, Song-De Han, Jie Pan, Guo-Ming Wang|2020|CrystEngComm|23|56|doi:10.1039/D0CE01507E
DOI: 10.5281/zenodo.4421765
title: Benchmark dataset of MULTITEST - TEMP12

description: As a part of the Spanish MULTITEST project (Multiple verification of automatic softwares homogenizing monthly temperature and precipitation series, <strong>CGL2014-52901-P</strong>, 2015-2017) 12 monthly temperature benchmark datasets were examined with 9 versions of 5 homogenization methods. Here we publish the data of these experiments in text files. See more details in the attached "Readme".
DOI: 10.5281/zenodo.3934834
title: Benchmark dataset of MULTITEST - TEMP12

description: As a part of the Spanish MULTITEST project (Multiple verification of automatic softwares homogenizing monthly temperature and precipitation series, <strong>CGL2014-52901-P</strong>, 2015-2017) 12 monthly temperature benchmark datasets were examined with 9 versions of 5 homogenization methods. Here we publish the data of these experiments in text files. See more details in the attached "Readme".
DOI: 10.5281/zenodo.4420315
title: Data for "Potential of mid-tropospheric water vapor isotopes to improve large-scale circulation and weather predictability"

description: This contains simulation results of "Potential of mid-tropospheric water vapor isotopes to improve large-scale circulation and weather predictability".
DOI: 10.5281/zenodo.4420314
title: Data for "Potential of mid-tropospheric water vapor isotopes to improve large-scale circulation and weather predictability"

description: This contains simulation results of "Potential of mid-tropospheric water vapor isotopes to improve large-scale circulation and weather predictability".
DOI: 10.21227/28v3-8q04
title: ADAB database

description: The ADAB database (The Arabic handwriting Data Base) was developed to advance the research and development of Arabic on-line handwritten systems. This database is developed in cooperation between the Institut fuer Nachrichtentechnik (IfN) and Research Groups in Intelligent Machines, University of Sfax, Tunisia. The text written is from 937 Tunisian town/village names. A pre-label assigned to each file consists of the postcode in a sequence of Numeric Character References, which stored in the UPX file format. An InkML file including trajectory information and a plot image of the word trajectory are also generated. Additional information about the writer can also be provided.All documents and papers that uses the ADAB database will acknowledge the use of the database by including an appropriate citation to the following:[1] H. Boubaker, A. Elbaati, N. Tagougui, M. Kherallah, H. Elabed, and A. M. Alimi, “Online Arabic Databases and Applications,” Book chapter in : Märgner, V., El Abed, H. (eds) “Guide to OCR for Arabic Scripts,” Chp. Part IV pp 541 – 557 , 2012 , Springer.[2] M. Kherallah, N. Tagougui, A. M. Alimi, H. El Abed and V. Margner, “Online Arabic handwriting recognition competition”, In International Conference on Document Analysis and Recognition, pp. 1454-1458 , 2011.[3] H. El Abed, M. Kherallah, V. Margner and A. M. Alimi, “on-line Arabic handwriting recognition competition ADAB database and participating systems”, International Journal on Document Analysis and Recognition, volume 13, July 2010.
DOI: 10.25318/3310029301-eng
title: Length of time businesses or organizations expect to continue to operate at current revenue and expenditures, by business characteristics

description: Length of time businesses or organizations expect to be able to continue to operate at current level of revenue and expenditures before having to consider staffing actions, closure or bankruptcy, by North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership.
DOI: 10.25318/3310029301-fra
title: Période pendant laquelle les entreprises ou les organismes prévoient de continuer à mener leurs activités au niveau actuel de revenus et de dépenses, selon les caractéristiques de l’entreprise

description: Période pendant laquelle les entreprises ou les organismes prévoient être en mesure de poursuivre leurs activités à leur niveau actuel de revenus et de dépenses avant de devoir envisager des mesures concernant le personnel, une fermeture ou une faillite, selon le code du Système de classification des industries de l'Amérique du Nord (SCIAN), l'effectif de l'entreprise, le type d'entreprise, l'activité commerciale et la participation majoritaire.
DOI: 10.25318/3310029401-eng
title: Expectations of prices charged over the next three months, by business characteristics

description: Expectations of prices charged over the next three months by the business or organization, by North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership.
DOI: 10.6084/m9.figshare.13526318
title: Bird communities in African cocoa agroforestry are diverse but lack specialised insectivores

description: Datasets corresponding to manuscript Bird communities in African cocoa agroforestry are diverse but lack specialised insectivores
DOI: 10.25318/3310029401-fra
title: Attentes à l’égard des prix facturés au cours des trois prochains mois, selon les caractéristiques de l’entreprise

description: Attentes de l'entreprise ou de l'organisme à l'égard des prix facturés au cours des trois prochains mois, selon le code du Système de classification des industries de l'Amérique du Nord (SCIAN), l'effectif de l'entreprise, le type d'entreprise, l'activité commerciale et la participation majoritaire.
DOI: 10.5281/zenodo.4421538
title: Beyond cost reduction: Improving the value of energy storage.

description: The here provided ".nc" files are data files from the paper "Beyond cost reduction: Improving the value of energy storage". The data files represent 3 scenarios from a European energy system model PyPSA-Eur. It can be used as input to the Jupyter notebook analysis and plotting scripts provided in GitHub.
DOI: 10.5281/zenodo.4421537
title: Beyond cost reduction: Improving the value of energy storage.

description: The here provided ".nc" files are data files from the paper "Beyond cost reduction: Improving the value of energy storage". The data files represent 3 scenarios from a European energy system model PyPSA-Eur. It can be used as input to the Jupyter notebook analysis and plotting scripts provided in GitHub.
DOI: 10.5281/zenodo.4421752
title: Probabilistic Machine Learning Estimation of Ocean Mixed Layer Depth from Dense Satellite and Sparse In-Situ Observations: Preprocessed Satellite and In-situ observation datasets

description: Preprocessed satellite sea surface salinity (SSS), temperature (SST), and sea surface height anomalies (SSHA) and Argo-based mixed layer depth (MLD) profiles. Original data can be found at: (SST): Remote Sensing Systems. 2017. MW optimum interpolated SST data set. Ver. 5.0. PO.DAAC, CA, USA. Further information available at at https://doi.org/10.5067/GHMWO-4FR05. Data can be accessed at https://podaac-tools.jpl.nasa.gov/drive/files/allData/ghrsst/data/GDS2/L4/GLOB/REMSS/mw_OI/v5.0/. (SSS): Oleg Melnichenko. 2018. Aquarius L4 Optimally Interpolated Sea Surface Salinity. Ver. 5.0. PO.DAAC, CA, USA. Further information at https://doi.org/10.5067/AQR50-4U7CS. Data can be accessed at https://podaac-tools.jpl.nasa.gov/drive/files/SalinityDensity/aquarius/L4/IPRC/v5/7day. (SSH): Zlotnicki, Victor; Qu, Zheng; Willis, Joshua. 2019. SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL1609. Ver. 1812. PO.DAAC, CA, USA. Information available at https://doi.org/10.5067/SLREF-CDRV2. Data can be accessed at https://podaac-tools.jpl.nasa.gov/drive/files/SeaSurfaceTopography/merged_alt/L4/cdr_grid (MLD) Argo-based ocean surface mixed layer depths using the buoyancy gradient definition of Whitt Nicholson and Carranza (2019) processed dataset available at https://doi.org/10.5281/zenodo.4291175. Preprocessing code can be found at https://github.com/NCAR/ml-ocean-bl/mloceanbl/preprocess_mld.py and .../preprocess_sss_sst_ssh.py. SSS, SST, SSH were regridded and resampled onto a 1/2 degree lat/lon 7day grid. Data, along with anomalies, is contained in the file sss_sst_ssh_anomalies.nc. Smoothed argo-based mixed layer depths are used to calculate climatologies and standardized climatologies. 4 degree lat/lon gridded climatologies are stored in mldb_climatology_climatologystd_binned.nc. Meanwhile, mldb_full_anomalies_stdanomalies_climatology_stdclimatology.nc contains contains the mld, anomalies, standard anomalies, climatologies, and standardized climatologies with corresponding argo locations, times, and corresponding weeks. All of these data files are preprocessed and organized to be used with the ml-ocean-bl github code found at https://github.com/NCAR/ml-ocean-bl/mloceanbl/. See https://github.com/NCAR/ml-ocean-bl/notebooks for use cases and examples. Model outputs can be found for the Equatorial Pacific Ocean and Southern Indian Ocean in the files 'equatorial_pacific_model_outputs_re.nc' and 'southern_indian_model_outputs_re.nc'. These gridded files contain the model outputs (linear, ann, vann, vann variance, dropout, dropout variance, vae, vae variance, vae reanalysis, vae renalysis variance, gp, and gp variance) at each of the 200 weeks available. It should be noted that, in the equatorial Pacific Ocean, the lat/lon location of (-138.75, -9.75) is masked during the training and filled with a NaN in the .nc files. Contact D. Foster with any questions.
DOI: 10.6084/m9.figshare.13258991
title: Moult of overwintering Wood Warblers in an annual-cycle perspective

description: Data and code for manuscript
DOI: 10.6084/m9.figshare.13258991.v2
title: Moult of overwintering Wood Warblers in an annual-cycle perspective

description: Data and code for manuscript
DOI: 10.6084/m9.figshare.13258991.v1
title: Moult of overwintering Wood Warblers in an annual-cycle perspective

description: Data and code for manuscript