cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.1246852
title: Supplementary Data: Code, Input Data And Model Data: Pypsa-Eur: An Open Optimisation Model Of The European Transmission System

description: Supplementary Data (preliminary version)

PyPSA-Eur: An Open Optimisation Model of the European Transmission System

Authors: J. Hörsch, F. Hofmann, D. Schlachtberger, T. Brown

and

The role of spatial scale in joint optimisations of generation and transmission for European highly renewable scenarios

Authors: J. Hörsch, T. Brown

The files in this record contain the scripts to build a PyPSA model of the European Electricity System including renewable feed-in from wind, solar and hydro installations derived from reanalysis weather data satellite irradiation. The model PyPSA-Eur is described in the above publication.

<strong>Scripts</strong>

To use the scripts, you need the following free software Python libraries:


	PyPSA for the modelling framework
	vresutils for various helper functions to build the model instance
	atlite to process weather data into power system data
	snakemake to organise the execution of the software


and other standard libraries from the Python Package Index (PyPI), such as pandas, pyomo, countrycode, etc.

snakemake requires that all code runs with Python version 3. The code setup is known to work with the following versions: PyPSA 0.12.0, pandas 0.21.1, numpy 0.14.0, scipy 0.19.1, pyomo 5.2. You may need to downgrade your libraries to these versions for the scripts to work.

The Python scripts in this repository (in the directory scripts/) are released under the GNU General Public Licence Version 3.0 (GPL 3.0).

The scripts build_*.py process all raw input data into a form where it can be used in the model.

base_network.py creates the initial PyPSA network topology.

add_electricity.py adds generators and storage units to the models, it generates the detailed resolved model described in the PyPSA-Eur paper.

simplify_network.py removes stub ac-buses from network topology and simplifies long dc lines.

cluster_network.py creates clustered representations of the electricity network for a given number of buses following the topology described in the "spatial scale" paper.

prepare_network.py adds parameters like the CO2 limit and the transmission expansion volume relevant for the optimization to the model.

All scripts are managed with the snakemake workflow management tool.

To run the scripts, adjust the parameters in config.yaml and cluster.yaml to your local configuration. Then simply execute

<pre><code>snakemake</code></pre>

for the rule you want to run.

<strong>Data</strong>

The input data include:


	Electricity sector data
	Topology derived from the analysis of an extract of the ENTSO-E online map using GridKit .
	A cost database with literature sources.
description: This is a preliminary version, that will be updated with the paper release.
DOI: 10.3886/e102861v3
title: THE DEVELOPMENT OF CHURCH ARCHITECTURE IN RUSSIA IN 1990-2017: THE STATE AND PROSPECTS

description: The article considers the Church architecture in
modern Russia.
It shows the historical processes of development of Church architecture not
only from the point of view of formal stylistic, but also substantial sense.
For this purpose, a wide range of sources containing information about the
sacred component of Church art and about the monuments of temple architecture
were studied for the first time. At the same time, many fragments of the
sources were first translated into English. The article uses historical and
retrospective research methods, which allowed to study the theoretical heritage
of the modern period in the history of Russia
and at the same time to generalize the place of Russian Church
architecture in the general context of European architectural development.
description: Response Rates:  

Formation of the
methodological basis of the data set is conditioned by the goal-setting
attitude and is determined by the integrative nature of the culturological
field of knowledge. The methods of comparative-historical,
historical-typological, structural-systemic and semiotic methods are applied in
the work [5].

Comparative and
historical-typological procedures in the analysis of facts on a long stretch of
historical time made it possible to reveal patterns in the relationship between
the state, government, society and the church as a spiritual institution, as
well as those general trends that determine their specifics.

It is important for us to
move on to the characteristics of the religious picture of the world and the
place in it of a person, the system of values and ritual practice with regard
to the non-Orthodox church (culture) and new faiths [6].

The methods of the
structural-system method allowed us to consider the structure of the church as
a relatively stable set of relations of elements.
DOI: 10.5281/zenodo.1246407
title: Rhn_Diff_Ih

description: Dataset for RHN_diff_IH
DOI: 10.5281/zenodo.1246408
title: Rhn_Diff_Ih

description: Dataset for RHN_diff_IH
DOI: 10.5517/ccdc.csd.cc1zvt9y
title: CCDC 1843021: Experimental Crystal Structure Determination

description: Related Article: HaoHong Li, YuKang Wang, ZhiRong Chen, XiaoYan Lin, Daohua Wang, Liming Zhao|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: 10.15151/esrf-es-101127303
title: Correlative X-ray microscopy and super-resolution microscopy of freeze dried hippocampal neurons
DOI: 10.7910/dvn/zpj5vx
title: Encuesta sobre Conflicto y Cohesion Social en Chile 2014
DOI: 10.18112/openneuro.ds000224.v2
title: The Midnight Scan Club (MSC) dataset
DOI: 10.4225/08/5afacc878a9c4
title: Colour the Cloud

description: A selection of 3D lidar SLAM point clouds colourised using the method and collection described in "Colourising Point Clouds using Independent Cameras" by Pavel Vechersky, Mark Cox, Paulo Borges, Thomas Lowe, submitted to the IEEE Robotics and Automation Letters, 2018.
DOI: 10.17632/swxk8n58p4.1
title: Willingness to pay for greenspace UK nationally representative sample
DOI: 10.17632/73jvpbs8tv.1
title: Coastal vulnerability index GIS modeling of the Hawaiian Islands
DOI: 10.17632/dmfbv3wff4.1
title: Broiler moisture and heat emissions

description: Moisture and heat emissions of broilers during one fattening period.
DOI: 10.17632/nhjy69cnwg.1
title: Diabetes Basic Science Research in Iran

description: To date, diabetes research is lacking which elucidate the feature of the studies for measuring the attitude of researchers. This data-set was designed to provide a comprehensive map for diabetes basic science research and intends to display the hot points and gaps of the research in this field.
DOI: 10.17632/zh32prtdjt.1
title: Stress data

description: This data file contains stress data for each of the grains in the simulation. Initialized: This data corresponds to simulations with initialized residual stresses and physical BCs No_Initial: This data corresponds to simulations with no initializations. The grain ID number of the simulations correspond to the experimtal grain IDs. File suffix number correspond to the stress component 1: xx 2: yy 3: zz 4: xy 5: xz 6: yz
DOI: 10.17632/yy4823m9sj.1
title: A novel Ti-30Nb metal-metal composite: Microstructural evolution and mechanical behavior

description: Titanium (Ti) and its alloys are the most attractive metallic biomedical materials. However, the currently used Ti and Ti alloys can hardly meet the requirements on high strength and elongation as well as low modulus. The metal-based composites usually show good mechanical properties, owing to the feasibility to obtain tailored microstructures. A novel Ti-30 (wt. %) Nb metal-metal composite was designed and fabricated in the present work. Spark plasma sintering (SPS) followed by hot rolling and annealing was applied to fabricate the Ti-30Nb composite. The microstructure of the as-annealed composite shows a combination of fiber-like Ti-enriched zones, diffusion zones and Nb-enriched zones, leading to good comprehensive mechanical properties. The tensile strength and elongation are as high as 724 MPa and 11 %, respectively, while the elastic modulus of the composite is only 52 GPa. The high strength is mainly attributed to the solid strengthening in Ti-enriched zones and grain refinement strengthening in diffusion zones. While, the good elongation may be attributed to the crack-blockings in the diffusion zones and Nb-enriched zones.
DOI: 10.5517/ccdc.csd.cc1q8bt4
title: CCDC 1586946: Experimental Crystal Structure Determination

description: Related Article: Yu Zhang, Jianfeng Wu, Si Shen, Zhiliang Liu, Jinkui Tang|2018|Polyhedron|150|40|doi:10.1016/j.poly.2018.04.042
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.cc1qbf3l
title: CCDC 1588939: Experimental Crystal Structure Determination

description: Related Article: Nuria A. Illán-Cabeza, Sonia B. Jiménez-Pulido, Francisco Hueso-Ureña, Ma Jesús Ramírez-Expósito, Purificación Sánchez-Sánchez, José M. Martínez-Martos, Miguel N. Moreno-Carretero|2018|J.Inorg.Biochem.|185|52|doi:10.1016/j.jinorgbio.2018.04.022
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/dz74jwz6rv.1
title: Data Statistik Tahun Lahir Mahasiswa UGM per 2016

description: Deskripsi jumlah mahasiswa UGM berdasarkan tahun lahir per jenjang studi
DOI: 10.17632/j7ypmvfnvt.2
title: Refactoring the upper sugar metabolism of Pseudomonas putida for co-utilization of cellobiose, xylose, and glucose

description: This data summarizes mostly growth experiments conducted with Pseudomonas putida EM42 recombinants engineered for growth on cellobiose and xylose and for co-utilization of xylose with glucose or cellobiose. Data on enzyme activity measurements, determination of intracellular ATP levels, determination of growth parameters, and expression of recombinant genes are also included.
DOI: 10.17632/jyvcp5gdds.1
title: Determinants of willingness to pay for non-technical irrigation water in East Java, Indonesia

description: The current dataset contains informations about general farming condition and farmer willingness to pay for non-technical irrigation water in East Java Indonesia. The datasets contains interview results from 100 farmers.
DOI: 10.17632/j67gfp2s6y.1
title: Data for: Implications of the distribution, age and origins of the granites of the Mesoproterozoic Spektakel Suite for the timing of the Namaqua Orogeny in the Bushmanland Subprovince of the Namaqua-Natal Metamorphic Province, South Africa

description: Whole rock major, trace and rare earth element geochemical data for the Spektakel Suite U-Pb zircon age data for the Spektakel Suite
DOI: 10.17632/8t6dknn7th.1
title: Corrosion resistant coating based on thiol-ene polymeric system

description: These files contain raw data related to the article entitled "Corrosion resistant coating based on thiol-ene polymeric system".
DOI: 10.17632/3f232r2nfk.1
title: Growing Teratoma Syndrome

description: These are histopathology images of a patient with (Immature Teratma) of left ovarian mass after oopherectomy. The patient had recurrent left ovarian mass with right suprarenal mass extending to porta hepatis. The second surgical excision revealed histopathology of (Mature Teratoma) which is consistent with growing teratoma syndrome (GTS).
DOI: 10.17632/z4jc73tsrd.1
title: Psychological Armor: Science Service Warns Against Propaganda in The Science News-Letter (1926-1965)

description: This data describes and lists the classification of Science News-Letter articles (published 1926-1966) containing the word "propaganda."
DOI: 10.17632/p5m9fmmyyf.1
title: Data for: Multiparticulate Based Thermosensitive Intra-Pocket Forming Implants for Better Treatment of Bacterial Infections in Periodontitis

description: Figure and tables supporting the manuscript
DOI: 10.17632/wbbt9jhkny.1
title: Data Files for OECD-PISA 2012 Study--Top Tier, Canada, and US

description: This folder contains multiply imputed data sets for the top-tiered performers in math literacy on the PISA 2012. It also includes Canada and the US data. The purpose of this research was to identify significant predictors of math literacy for top-tiered performers, Canada, and the US. It was hypothesized that top-tiered countries engage in academic behaviors that may account for, in part, the optimal performance on the PISA assessment. Comparison of the US on these significant predictors may offer some insight into math-literacy performance in the US, which is below the OECD average.
DOI: 10.5281/zenodo.1246944
title: Supplementary Data - Nanopore Cdna With And Without Mtdna

description: Supplementary data to go with David Eccles' poster about nanopore cDNA sequencing with and without mitochondrial DNA.

Reference mouse mtDNA and mtDNA reads from 4T1 cells (from MinION cDNA sequencing, and from SRA run SRR6747859).


	fwd_4T1_BC06.correctedReads.uniqueOnly.fasta.gz -- Canu-corrected cDNA reads from Wildtype 4T1 strain, filtered as transcript-forward orientation
	rev_4T1_BC06.correctedReads.uniqueOnly.fasta.gz -- Canu-corrected cDNA reads from Wildtype 4T1 strain, filtered as transcript-reverse orientation
	fwd_4T1_BC07.correctedReads.uniqueOnly.fasta.gz -- Canu-corrected cDNA reads from 4T1ρ0 strain (no mitochondrial DNA), filtered as transcript-forward orientation
	rev_4T1_BC07.correctedReads.uniqueOnly.fasta.gz -- Canu-corrected cDNA reads from 4T1ρ0 strain (no mitochondrial DNA), filtered as transcript-reverse orientation


Other intermediate data files are also included, see `4way_mapping_process.txt` for more details.

The mpileup differential coverage script can be found here.
DOI: 10.5517/ccdc.csd.cc1z433b
title: CCDC 1821191: Experimental Crystal Structure Determination

description: Related Article: Wenbo Wang, Ruiying Wang, Lina Liu, Benlai Wu|2018|Cryst.Growth Des.|18|3449|doi:10.1021/acs.cgd.8b00174
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.cc1z434c
title: CCDC 1821192: Experimental Crystal Structure Determination

description: Related Article: Wenbo Wang, Ruiying Wang, Lina Liu, Benlai Wu|2018|Cryst.Growth Des.|18|3449|doi:10.1021/acs.cgd.8b00174
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.cc1z435d
title: CCDC 1821193: Experimental Crystal Structure Determination

description: Related Article: Wenbo Wang, Ruiying Wang, Lina Liu, Benlai Wu|2018|Cryst.Growth Des.|18|3449|doi:10.1021/acs.cgd.8b00174
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.cc1z436f
title: CCDC 1821194: Experimental Crystal Structure Determination

description: Related Article: Wenbo Wang, Ruiying Wang, Lina Liu, Benlai Wu|2018|Cryst.Growth Des.|18|3449|doi:10.1021/acs.cgd.8b00174
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.cc1z6xhl
title: CCDC 1823900: Experimental Crystal Structure Determination

description: Related Article: Wenbo Wang, Ruiying Wang, Lina Liu, Benlai Wu|2018|Cryst.Growth Des.|18|3449|doi:10.1021/acs.cgd.8b00174
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.cc1z839n
title: CCDC 1825041: Experimental Crystal Structure Determination

description: Related Article: Abdusalom A. Suleymanov, Rosario Scopelliti, Farzaneh Fadaei Tirani, Kay Severin|2018|Org.Lett.|20|3323|doi:10.1021/acs.orglett.8b01214
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.cc1z83cq
title: CCDC 1825043: Experimental Crystal Structure Determination

description: Related Article: Abdusalom A. Suleymanov, Rosario Scopelliti, Farzaneh Fadaei Tirani, Kay Severin|2018|Org.Lett.|20|3323|doi:10.1021/acs.orglett.8b01214
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.cc1pq8g4
title: CCDC 1570536: Experimental Crystal Structure Determination

description: Related Article: Chandragiri Sujatha, Chandra Shekar Bhatt, Mahesh Kumar Ravva, Anil K. Suresh, Kayambu Namitharan|2018|Org.Lett.|20|3241|doi:10.1021/acs.orglett.8b01090
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.cc1z83gt
title: CCDC 1825046: Experimental Crystal Structure Determination

description: Related Article: Abdusalom A. Suleymanov, Rosario Scopelliti, Farzaneh Fadaei Tirani, Kay Severin|2018|Org.Lett.|20|3323|doi:10.1021/acs.orglett.8b01214
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.cc1zmlz5
title: CCDC 1836098: Experimental Crystal Structure Determination

description: Related Article: Abdusalom A. Suleymanov, Rosario Scopelliti, Farzaneh Fadaei Tirani, Kay Severin|2018|Org.Lett.|20|3323|doi:10.1021/acs.orglett.8b01214
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: 10.4225/08/5afa7a556d1ea
title: Parkes observations for project P892 semester 2018APRS_BPSR_13

description: SUPERBx looks at the highest Galactic latitudes in a search for pulsars and fast radio bursts (FRBs). We use optimised GPU codes and supercomputing to search for these, making discoveries in real time. Handling our data as it comes in is essential for the SKA Phase I era so this work applies directly to the high-data rates of next generation telescopes. Our pulsar discoveries are typically nearby scintillating sources, intermittent sources and those in interesting binary systems. Our FRB discoveries have discovery lags of ~1 second, rather than months/years and these feed rapid alerts to the world-wide follow-up community via a dedicated VOEvent format an Astronomer's Telegrams. The goal of this is to allow localisation of the discovered FRBs. This is key for identifying FRB host galaxies, so as to solve the mystery of their progenitors and to exploit their many uses as tools for precision cosmology measurements.
DOI: 10.5281/zenodo.1246560
title: Modeling Compliance Specifications In Linear Temporal Logic, Event Processing Language And Property Specification Patterns

description: Experimental material & data
DOI: 10.17632/jgmbx5k9rd.1
title: Dyspnea perception during the inspiratory resistive loads test in obese subjects waiting bariatric surgery
DOI: 10.4225/08/5afb6a9e8a9f1
title: Colour the Cloud

description: A selection of 3D lidar SLAM point clouds colourised using the method and collection described in "Colourising Point Clouds using Independent Cameras" by Pavel Vechersky, Mark Cox, Paulo Borges, Thomas Lowe, submitted to the IEEE Robotics and Automation Letters, 2018.
DOI: 10.5281/zenodo.1246596
title: Spectral Irradiance At Lammi Biological Station Research Forest 2015: For Assessing Scale-Wise Similarity Of Curves With A Thick Pen

description: This dataset contains records of the solar spectral energy irradiance (W m<sup>-2</sup> nm<sup>-1</sup>) in the understorey of forest stands at Lammi Biological Station, southern Finland (61◦ 3.24’ N, 25◦ 118 2.23’ E) during the spring of 2015.  These spectra allow the change in spectral energy irradiance to be followed through the period of canopy leaf flush. Records are the average of recorded spectra from four points recorded at 40-cm above the forest floor using a Maya 2000 Pro array spectrometer. Spectra were recorded from exactly the same location on three dates, 2015-04-25, 2015-05-22, and 2015-06-05, before, during and after leaf flush. Data were recorded from the understorey of a young Betula stand, an old Betula stand, an old mixed Betula stand, a Quercus stand, and a Picea stand, in three positions: shade, semi-shade from leaves, and full sun in a sunfleck. On each occasion control measurements of spectral energy irradiance in full sun of an open field were also recorded at the beginning, middle and end of each measurement period. All measurements were made during the 2 hours either side of solar noon, on clear-sky days.  Details of the sampling method and interpretation are given in the paper, Hartikainen et al., (2018) in Ecology and Evolution, which showcases the use of Thick Pen Transform to compare spectra.