cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.1285/i15910725v40sup2p131
title: Data on the palynomorphological characterstic of the genus Silene from Albania

description: The palynomorphological features of four species belonging to the genus Silene (Silene italica, Silene armeria, Silene pusilla and Silene fabarioides) from different regions of Albania, were investigated and studied by light microscope. This study aims to assess and highlight the existence of significant differences in pollen size, distance between two pores, the exine sculpture and pores number found in these species. Pollen grains were usually radially symmetrical, polar, polypantoporate, spheroidal. The pores were circular contours, operculate which due to thickening of intine in this zone, come out like a cupole. The number of pores varied from 20 to 26 in Silene italica, from 16 to 20 pores in Silene fabarioides and Silene armeria, and from 12 to 16 pores in Silene pusilla. The ornamentations of exine varied from microechinate to microperforate (punctate) at Silene italica, Silene fabarioides and Silene pusilla, whereas at Silene armeria the sculpure of exine was reticulate. The biggest pollen grains were found in Silene fabarioides, whereas the smallest ones were found in Silene armeria.
DOI: 10.1285/i15910725v40sup2p75
title: An allergopalynologic comparative study of the Humulus Lupulus' pollen grains (Cannabaceae) in different habitats

description: Pollen allergy is a human disease that is rapidly growing among the Albanian population. There are many plants in Albania that cause this disease and Humulus lupulus (Cannabaceae) is one of them. In this study is presented an allergopalynologic description of pollen grains of this plant. They were taken in the Elbasan region of Albania and are studied for the first time by the local researchers. The slides were prepared using two methods: acetolysis and basic fuchsine method. The results have shown that the pollen grains of H. lupulus were triporate. Also, is done the comparison of the size of pollen grains for the specie studied with others from foreign literature that belong to different habitats. The study showed the pollen grains of H. lupulus taken in Elbasan area have similarities to the morphological features with H. lupulus' pollen according to the foreign literature, but they differ from their size. By our study, it turns out that the pollen grains of H. hupulus from Elbasan habitat have smaller sizes than those obtained from the literature. We conclude that the change in the size of pollen grains caused by environmental factors and the chosen method during processing laboratory.
DOI: 10.1285/i15910725v40sup2p83
title: Zoogeographical study of centipededes (Chilopoda class) in Vlora region

description: This study provides data on the zoogeography of the centipedes and contributes in the recognition of the non-vertebral variety. The study was carried out through the collection of biological material and the systematic determination of the collected material up to order, family, genus and species. Data on zoogeographic distribution in the studied area has been compared with the data on national and the Balkan region. As comparison basis with the spreading boundaries for the defined species in the studied area it’s been used the literature on zoogeographic spreading of species of the Chilopoda. Findings are also compared with their gathering places in Albania and Balkan, based on previous studies conducted in our country by local and foreign researchers. Through this study, analytic comparisons of the spread of species identified in the area are made.
DOI: 10.1285/i15910725v40sup2p89
title: Non-native freshwater molluscs in the Czech republic: time course and environmental predictor
DOI: 10.5281/zenodo.1409519
title: Duff Moisture Code - ERA-Interim

description: The Duff Moisture Code (DMC) is a numeric rating of the average moisture content of loosely compacted organic layers of moderate depth. This code gives an indication of fuel consumption in moderate duff layers and medium-size woody material.

This is part of a larger dataset providing gridded field calculations from the Canadian Fire Weather Index System using weather forcings from the European Centre for Medium-range Weather Forecast (ECMWF) ERA-Interim reanalysis dataset (Vitolo et al., 2019). The dataset has been developed through a collaboration between the Joint Research Centre and ECMWF under the umbrella of the Global Wildfires Information System (GWIS), a joint initiative of the GEO and the Copernicus Work Programs. The whole dataset consists of seven indices, each of which describes a different aspect of the effect that  fuel moisture and wind have on fire ignition probability and its behavior, if started. The indices are called: Fine Fuel Moisture Code (FFMC), Duff Moisture Code (DMC), Drought Code (DC), Initial Spread Index (ISI), Build Up Index (BUI), Fire Weather Index (FWI) and Daily Severity Rating (DSR). For convenience, each index is archived separately.

This dataset can be manipulated using the caliver R package (Vitolo et al. 2017, 2018).

Details:


	File format: netcdf4
	Coordinate system: World Geodetic System 1984 (also known as WGS 1984, EPSG:4326).
	Longitude range: [-180, +180]
	Temporal resolution: 1 day
	Spatial resolution: 0.7 degrees (~80 Km)
	Spatial coverage: Global
	Time span: from 1980-01-01 to 2018-06-30
description: Contract 933710 between JRC and ECMWF (Copernicus - Fire Danger Forecast Computation)
description: {"references": ["Di Giuseppe, F., Pappenberger, F., Wetterhall, F., Krzeminski, B., Camia, A., Libert\u00e1, G. and San Miguel, J., 2016. The potential predictability of fire danger provided by numerical weather prediction. Journal of Applied Meteorology and Climatology, 55(11), pp.2469-2491. DOI: https://doi.org/10.1175/JAMC-D-15-0297.1", "Vitolo C., Di Giuseppe F., D'Andrea M., 2018. Caliver: An R package for CALIbration and VERification of forest fire gridded model outputs. PLoS ONE 13(1): e0189419. https://doi.org/10.1371/journal.pone.0189419", "Vitolo C., Di Giuseppe F., D'Andrea M., 2017. caliver R package version 1.0. URL: https://github.com/ecmwf/caliver, DOI: https://doi.org/10.5281/zenodo.582416."]}
DOI: 10.5281/zenodo.1409820
title: Quantifying The Sources Of Ionosphere Day-To-Day Variability

description: These dataset contains the outputs from the one-way Whole Atmosphere Model and Global Ionosphere Plasmasphere Model (WAM-GIP). Ionospheric NmF2 and TEC from three different model runs are included. The solar and geomagnetic activities used in these simulations are also included.
DOI: 10.5281/zenodo.1409821
title: Quantifying The Sources Of Ionosphere Day-To-Day Variability

description: These dataset contains the outputs from the one-way Whole Atmosphere Model and Global Ionosphere Plasmasphere Model (WAM-GIP). Ionospheric NmF2 and TEC from three different model runs are included. The solar and geomagnetic activities used in these simulations are also included.
DOI: 10.5517/ccdc.csd.cc20my3q
title: CCDC 1866203: Experimental Crystal Structure Determination

description: Related Article: Chunxia Tan, Xing Han, Zijian Li, Yan Liu, Yong Cui|2018|J.Am.Chem.Soc.|140|16229|doi:10.1021/jacs.8b09606
description: Related Article: Tan Chunxia|2018|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: 10.7910/dvn/ojbz67/aohrbw
title: 515867251 EyhxhnxPHBv 24318404_2234_VarLen_Trend4Hz_RRI_DN.txt
DOI: 10.7910/dvn/ojbz67/bxjadw
title: 515867251 EyhxhnxPHBv 24318404_2234_VarLen_Wave500Hz_ECG_II.txt
DOI: 10.7910/dvn/ojbz67/drksyr
title: 515867250 iOnNznxChb 15419592_262_VarLen_Wave500Hz_Pleth.txt
DOI: 10.7910/dvn/ojbz67/eimxrx
title: 515867250 iOnNznxChb 15419592_262_VarLen_Wave500Hz_ECG_II.txt
DOI: 10.7910/dvn/ojbz67/ghhioz
title: 515867255 ioArhWsK 10511003_1324_VarLen_Trend4Hz_Pleth_PTT.txt
DOI: 10.7910/dvn/ojbz67/uqfner
title: 515867251 EyhxhnxPHBv 24318404_2234_VarLen_Trend4Hz_Pleth_PTT.txt
DOI: 10.7910/dvn/ojbz67/xg08ye
title: 515867251 EyhxhnxPHBv 24318404_2234_VarLen_Wave500Hz_Pleth.txt
DOI: 10.1285/i15910725v40sup2p139
title: Data on the palynomorphological features of some plants of Albania's Umbelliferae family

description: Palynomorphological features of the pollen grains of four honey plant: Foeniculum vulgare, Eryngium maritimum, E. campestre and Crithmum maritimum from 61 genera of Umbelliferae family present in Albania, were studied and examined by compound microscope. By the palynomorphological study of Eryngium maritimum plant compared with pollen grains of E. campestre resulted that there were similarities in the majority of their palynological features on one side, and there were differences in terms of the dimensions of pollen grains and furrows, the aperture and sporoderme features, on the other side. Based on the results obtained by this study, it was noted that the pollen grains of two plants: Foeniculum vulgare and Eryngium campestre were triaperturate, while at the pollen grains of E. maritimum and Crithmum maritimum showed three furrows and three pores. The exine sculpture of the four plants varied from granulate to rugulate at the pollen grains of Foeniculum vulgare and Eryngium campestre, reticulate to scabrate at Crithmum maritimum, and rugulate at E. maritimum. The largest dimensions for the majority of the palynological indicators were identified for Eryngium campestre pollen grains and the smallest ones were found in Crithmum maritimum pollen grains.
DOI: 10.1285/i15910725v40sup2p147
title: Considering landscape and water in the Dumrea region: challenges for integrated planning and sustainability

description: In this paper is presented the Dumrea Lake District, a unique landscape and geographical feature in the central part of Albania. Beside the importance landscapes were neglected, while the current state of affected water bodies is clear indicators of a non sustainable and integrated development. Integration of WFD and Landscape Directive into planning is another aspect of this contribution. An integrated landscape and water management plan can increase the quality of life in particular for the less favored residents of the Dumrea region. The wider European milestones, the WFD and the European landscape directive are considered as tools for the establishment of ground guidelines in landscape and water administration and planning on different spatial scales. Environmental, social and economic incentives have to be integrated to preserve the given qualities and to develop the potentials of the wider Dumrea region. All actors' local, regional and central has to strengthen the integration policy and further develop comprehensive territorial planning and implementation mechanism.
DOI: 10.1285/i15910725v40sup2p155
title: Current knowledge of biodiversity in vjosa river systemcounting threats that jeopardize species and ecosystems survival
DOI: 10.1285/i15910725v40sup2p175
title: Forested wetland community description and analysis. A pre-emerald ash borer study in an era of global change

description: Trees in 11 900 m2 plots at four headwater wetland sites (Elm Flats, Bonita Swamp, Frog Valley and Bentley) have been identified and measured for 9 years. At Elm Flats trees exhibited a hump-shaped basal area distribution with a high proportion of shade tolerant trees in the larger size classes. This is indicative of a forest that has been subjected to limited anthropomorphic disturbance and possibly retains some old growth characteristics. The older forests also had the richest understory flora. Trees at the other three wetland sites exhibited characteristics indicative of successional swamp forests. Early signs of forest change from the invasive insect, the emerald ash borer, which kills ash (Fraxinus) trees, the most common species in these swamps, are visible in the annual growth increments, tree mortality and canopy cover. This tree census data, in conjunction with the understory species cover data, will be used to assess the impact of non-native species invasions, in particular the emerald ash borer (Agrilus planipennis), and climate change on our forests.
DOI: 10.1285/i15910725v40sup2p191
title: Indice
DOI: 10.18113/d3rh3j
title: HRRR  Model Data
DOI: 10.5517/ccdc.csd.cc1zy187
title: CCDC 1845159: Experimental Crystal Structure Determination

description: Related Article: Hiroyuki Kitano, Jae-Hoon Choi, Ayaka Ueda, Hideto Ito, Shinya Hagihara, Toshiyuki Kan, Hirokazu Kawagishi, Kenichiro Itami|2018|Org.Lett.|20|5684|doi:10.1021/acs.orglett.8b02407
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: 10.7910/dvn/ojbz67/ckscca
title: 515867264 iuAFLVXQhBv 29092629_717_VarLen_Wave500Hz_Pleth.txt
DOI: 10.7910/dvn/ojbz67/hfarim
title: 515867255 ioArhWsK 10511003_1324_VarLen_Wave500Hz_ECG_II.txt
DOI: 10.7910/dvn/ojbz67/kralhj
title: 515867256 ikrbuvkEpO 11108705_512_VarLen_Wave500Hz_ECG_II.txt
DOI: 10.7910/dvn/ojbz67/lzfawf
title: 515867255 ioArhWsK 10511003_1324_VarLen_Trend4Hz_RRI_DN.txt
DOI: 10.7910/dvn/ojbz67/nqu7fj
title: 515867264 iuAFLVXQhBv 29092629_717_VarLen_Trend4Hz_Pleth_PTT.txt
DOI: 10.7910/dvn/ojbz67/nwwbto
title: 515867255 ioArhWsK 10511003_1324_VarLen_Wave500Hz_Pleth.txt
DOI: 10.7910/dvn/ojbz67/qeuo7x
title: 515867256 ikrbuvkEpO 11108705_512_VarLen_Trend4Hz_RRI_DN.txt
DOI: 10.7910/dvn/ojbz67/tejcvp
title: 515867256 ikrbuvkEpO 11108705_512_VarLen_Wave500Hz_Pleth.txt
DOI: 10.7910/dvn/ojbz67/vifq9n
title: 515867256 ikrbuvkEpO 11108705_512_VarLen_Trend4Hz_Pleth_PTT.txt
DOI: 10.5255/ukda-sn-853307
title: Factory locations of public sector manufacturing firms in India 2014-2018
DOI: 10.5281/zenodo.1409545
title: AgMIP's Global Gridded Crop Model Intercomparison (GGCMI) phase 1 output data set: PEGASUS wheat

description: This is model output from PEGASUS for wheat as part of AgMIP's Global Gridded Crop Model Intercomparison (GGCMI) phase 1 output data set.

The data have been generated following the modeling protocol of Elliott et al. (2015) and has been used to evaluate the models (Müller et al., 2017). A data description paper has been published in Scientific Data (Müller et al. 2019).

References:

Elliott J, Müller C, Deryng D, Chryssanthacopoulos J, Boote KJ, Büchner M, Foster I, Glotter M, Heinke J, Iizumi T, Izaurralde RC, Mueller ND, Ray DK, Rosenzweig C, Ruane AC, and Sheffield J. 2015, The Global Gridded Crop Model intercomparison: data and modeling protocols for Phase 1 (v1.0). Geosci. Model Dev. 8, 261-277, doi:10.5194/gmd-8-261-2015

Müller C, Elliott J, Chryssanthacopoulos J, Arneth A, Balkovic J, Ciais P, Deryng D, Folberth C, Glotter M, Hoek S, Iizumi T, Izaurralde RC, Jones C, Khabarov N, Lawrence P, Liu W, Olin S, Pugh TAM, Ray DK, Reddy A, Rosenzweig C, Ruane AC, Sakurai G, Schmid E, Skalsky R, Song CX, Wang X, de Wit A, and Yang H. 2017, Global gridded crop model evaluation: benchmarking, skills, deficiencies and implications, Geosci. Model Dev., 10, 1403-1422, doi: 10.5194/gmd-10-1403-2017

Müller C, Elliott J, Kelly D, Arneth A, Balkovic J, Ciais P, Deryng D, Folberth C, Hoek S, Izaurralde RC, Jones CD, Khabarov N, Lawrence P, Liu W, Olin S, Pugh TAM, Reddy A, Rosenzweig C, Ruane AC, Sakurai G, Schmid E, Skalsky R, Wang X, de Wit A, and Yang H. 2019, The Global Gridded Crop Model Intercomparison phase 1 simulation dataset, Scientific Data, 6, 50, doi: 10.1038/s41597-019-0023-8
DOI: 10.7910/dvn/ojbz67/aqdvjh
title: 515868245 ZNRmfhpBg 12158083_1050_VarLen_Wave500Hz_Pleth.txt
DOI: 10.7910/dvn/ojbz67/bbszfb
title: 515868247 jOUTNaQJTBIqd 21967962_1000_VarLen_Wave500Hz_ECG_II.txt
DOI: 10.7910/dvn/ojbz67/cn3z6x
title: 515867264 iuAFLVXQhBv 29092629_717_VarLen_Trend4Hz_RRI_DN.txt
DOI: 10.7910/dvn/ojbz67/hrf4bl
title: 515868245 ZNRmfhpBg 12158083_1050_VarLen_Trend4Hz_Pleth_PTT.txt
DOI: 10.7910/dvn/ojbz67/lgg5rx
title: 515868245 ZNRmfhpBg 12158083_1050_VarLen_Trend4Hz_RRI_DN.txt
DOI: 10.7910/dvn/ojbz67/mt1322
title: 515868247 jOUTNaQJTBIqd 21967962_1000_VarLen_Trend4Hz_Pleth_PTT.txt
DOI: 10.7910/dvn/ojbz67/yy2chm
title: 515867264 iuAFLVXQhBv 29092629_717_VarLen_Wave500Hz_ECG_II.txt
DOI: 10.7910/dvn/ojbz67/z96jwb
title: 515868245 ZNRmfhpBg 12158083_1050_VarLen_Wave500Hz_ECG_II.txt
DOI: 10.5258/soton/d0504
title: Data: A Stochastic Method for Prediction of the Power Demand at High Rate EV Chargers - Data extraction code

description: This repository holds the code used to extract the relevant journey profiles from the Open Street Map Track Dump for use in predicting the use of high rate EV chargers on main roads in the UK.This dataset supports the publications:
Hilton, G., Kiaee, M., Bryden, T. S., Dimitrov, B., Cruden, A., & Mortimer, A. (2018). A stochastic method for prediction of the power demand at high rate EV chargers. IEEE Transactions on Transportation Electrification, 1-36. DOI: 10.1109/TTE.2018.2831003
DOI: 10.5258/soton/d0640
title: Research Data: Air-to-ground NOMA Systems for the âInternet-Above-the-Cloudsâ

description: The dataset for the paper published in IEEE Access by Panagiotis Botsinis et al: Air-to-ground NOMA Systems for the “Internet-Above-the-Clouds”
DOI: 10.5281/zenodo.1409547
title: AgMIP's Global Gridded Crop Model Intercomparison (GGCMI) phase 1 output data set: PEGASUS soy

description: This is model output from PEGASUS for soy as part of AgMIP's Global Gridded Crop Model Intercomparison (GGCMI) phase 1 output data set.

The data have been generated following the modeling protocol of Elliott et al. (2015) and has been used to evaluate the models (Müller et al., 2017). A data description paper has been published in Scientific Data (Müller et al. 2019).

References:

Elliott J, Müller C, Deryng D, Chryssanthacopoulos J, Boote KJ, Büchner M, Foster I, Glotter M, Heinke J, Iizumi T, Izaurralde RC, Mueller ND, Ray DK, Rosenzweig C, Ruane AC, and Sheffield J. 2015, The Global Gridded Crop Model intercomparison: data and modeling protocols for Phase 1 (v1.0). Geosci. Model Dev. 8, 261-277, doi:10.5194/gmd-8-261-2015

Müller C, Elliott J, Chryssanthacopoulos J, Arneth A, Balkovic J, Ciais P, Deryng D, Folberth C, Glotter M, Hoek S, Iizumi T, Izaurralde RC, Jones C, Khabarov N, Lawrence P, Liu W, Olin S, Pugh TAM, Ray DK, Reddy A, Rosenzweig C, Ruane AC, Sakurai G, Schmid E, Skalsky R, Song CX, Wang X, de Wit A, and Yang H. 2017, Global gridded crop model evaluation: benchmarking, skills, deficiencies and implications, Geosci. Model Dev., 10, 1403-1422, doi: 10.5194/gmd-10-1403-2017

Müller C, Elliott J, Kelly D, Arneth A, Balkovic J, Ciais P, Deryng D, Folberth C, Hoek S, Izaurralde RC, Jones CD, Khabarov N, Lawrence P, Liu W, Olin S, Pugh TAM, Reddy A, Rosenzweig C, Ruane AC, Sakurai G, Schmid E, Skalsky R, Wang X, de Wit A, and Yang H. 2019, The Global Gridded Crop Model Intercomparison phase 1 simulation dataset, Scientific Data, 6, 50, doi: 10.1038/s41597-019-0023-8
DOI: 10.5281/zenodo.1409549
title: AgMIP's Global Gridded Crop Model Intercomparison (GGCMI) phase 1 output data set: PEGASUS maize

description: This is model output from PEGASUS for soy as part of AgMIP's Global Gridded Crop Model Intercomparison (GGCMI) phase 1 output data set.

The data have been generated following the modeling protocol of Elliott et al. (2015) and has been used to evaluate the models (Müller et al., 2017). A data description paper has been published in Scientific Data (Müller et al. 2019).

References:

Elliott J, Müller C, Deryng D, Chryssanthacopoulos J, Boote KJ, Büchner M, Foster I, Glotter M, Heinke J, Iizumi T, Izaurralde RC, Mueller ND, Ray DK, Rosenzweig C, Ruane AC, and Sheffield J. 2015, The Global Gridded Crop Model intercomparison: data and modeling protocols for Phase 1 (v1.0). Geosci. Model Dev. 8, 261-277, doi:10.5194/gmd-8-261-2015

Müller C, Elliott J, Chryssanthacopoulos J, Arneth A, Balkovic J, Ciais P, Deryng D, Folberth C, Glotter M, Hoek S, Iizumi T, Izaurralde RC, Jones C, Khabarov N, Lawrence P, Liu W, Olin S, Pugh TAM, Ray DK, Reddy A, Rosenzweig C, Ruane AC, Sakurai G, Schmid E, Skalsky R, Song CX, Wang X, de Wit A, and Yang H. 2017, Global gridded crop model evaluation: benchmarking, skills, deficiencies and implications, Geosci. Model Dev., 10, 1403-1422, doi: 10.5194/gmd-10-1403-2017

Müller C, Elliott J, Kelly D, Arneth A, Balkovic J, Ciais P, Deryng D, Folberth C, Hoek S, Izaurralde RC, Jones CD, Khabarov N, Lawrence P, Liu W, Olin S, Pugh TAM, Reddy A, Rosenzweig C, Ruane AC, Sakurai G, Schmid E, Skalsky R, Wang X, de Wit A, and Yang H. 2019, The Global Gridded Crop Model Intercomparison phase 1 simulation dataset, Scientific Data, 6, 50, doi: 10.1038/s41597-019-0023-8
DOI: 10.5281/zenodo.1409959
title: AgMIP's Global Gridded Crop Model Intercomparison (GGCMI) phase 1 output data set: CLM-Crop wheat

description: This is model output from CLM-Crop for wheat as part of AgMIP's Global Gridded Crop Model Intercomparison (GGCMI) phase 1 output data set.

The data have been generated following the modeling protocol of Elliott et al. (2015) and has been used to evaluate the models (Müller et al., 2017). A data description paper has been published in Scientific Data (Müller et al. 2019).

References:

Elliott J, Müller C, Deryng D, Chryssanthacopoulos J, Boote KJ, Büchner M, Foster I, Glotter M, Heinke J, Iizumi T, Izaurralde RC, Mueller ND, Ray DK, Rosenzweig C, Ruane AC, and Sheffield J. 2015, The Global Gridded Crop Model intercomparison: data and modeling protocols for Phase 1 (v1.0). Geosci. Model Dev. 8, 261-277, doi:10.5194/gmd-8-261-2015

Müller C, Elliott J, Chryssanthacopoulos J, Arneth A, Balkovic J, Ciais P, Deryng D, Folberth C, Glotter M, Hoek S, Iizumi T, Izaurralde RC, Jones C, Khabarov N, Lawrence P, Liu W, Olin S, Pugh TAM, Ray DK, Reddy A, Rosenzweig C, Ruane AC, Sakurai G, Schmid E, Skalsky R, Song CX, Wang X, de Wit A, and Yang H. 2017, Global gridded crop model evaluation: benchmarking, skills, deficiencies and implications, Geosci. Model Dev., 10, 1403-1422, doi: 10.5194/gmd-10-1403-2017

Müller C, Elliott J, Kelly D, Arneth A, Balkovic J, Ciais P, Deryng D, Folberth C, Hoek S, Izaurralde RC, Jones CD, Khabarov N, Lawrence P, Liu W, Olin S, Pugh TAM, Reddy A, Rosenzweig C, Ruane AC, Sakurai G, Schmid E, Skalsky R, Wang X, de Wit A, and Yang H. 2019, The Global Gridded Crop Model Intercomparison phase 1 simulation dataset, Scientific Data, 6, 50, doi: 10.1038/s41597-019-0023-8