cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.23728/fmi-b2share.161db7ec23ec4b9698b7a18b7ee0117c
title: Data for the manuscript "Advection-free Convolutional Neural Network for Convective Rainfall Nowcasting" by Ritvanen et al, submitted to IEEE JSTARS

description: This repository contains the data for the article "Advection-free Convolutional Neural Network for Convective Rainfall Nowcasting" by Jenna Ritvanen, Bent Harnist, Miguel Aldana, Terhi Mäkinen, and Seppo Pulkkinen., submitted to IEEE JSTARS journal. The model code used for generating the model checkpoints and nowcasts is available for the L-CNN model at https://doi.org/10.5281/zenodo.7118752 and for the RainNet model at https://doi.org/10.5281/zenodo.7118705. ## `composites` - composites: FMI radar composites used as input data for the article. The zip file contains the composites as gzip-compressed PGM images. The metadata of the composites is written in the first 29 lines of the file. The composites are given for the 100 days used in the article with a time interval of 5 minutes, resulting in 100 * 24 * 12 = 28 800 files, sorted in directories according to year, month and day. Note that no quality control has been performed on the composites. The compressed values can be transformed to radar reflectivity with `dBZ = (data - 64.0) / 2.0`. The projection of the composites is `+proj=stere +a=6371288 +lon_0=25E +lat_0=90N +lat_ts=60 +x_0=380886.310 +y_0=3395677.920 +no_defs` ## `models` Model checkpoints used to produce the nowcasts in the article. - `lcnn/epoch=6-step=95480.ckpt`: L-CNN model - `rainnet/t11-rn-logcosh-lt30.ckpt`: RainNet model ## `nowcasts` Nowcasts used to compute verification results in the article. The subimages were from the composites with bounding box [604, 1116, 125, 637], written as [x1, x2, y1, x2] that corresponds to image[x1:x2, y1:y2] in NumPy indexing. - `lcnn_diff_rmse_30lt_20062022_36.h5: L-CNN nowcasts` - `p15-rn-logcosh-lt30.hdf5`: RainNet nowcasts - `p25_extrapolation_lcnn_test_swap.hdf5`: Extrapolation nowcasts - `p25_linda_lcnn_test_swap.hdf5`: LINDA nowcasts - `test_obs_512.hdf5`: Observations ## `verification_results` Verification statistic values in CSV files. The first row indicates leadtime index (i.e., `leadtime = 5 min * value`). The first column indicates statistic name and second the model. - `CONT.csv`: continuous scores. - `CAT.csv`: categorical scores. The statistic names follow the pattern `_`, e.g. `CSI_10_0` for CSI at 10.0 threshold. - `FSS.csv`: categorical scores. The statistic names follow the pattern `__`, e.g. `FSS_16_10_0` for FSS at 16km scale at 10.0 threshold.
DOI: 10.6084/m9.figshare.21308457
title: Global greenhouse gas emissions and projected global mean temperature rise

description: Global greenhouse gas emissions and projected global mean temperature rise, estimated by this publication: Deng S, Deng X, Griscom B, Li T, Yuan W, Qin Z. Can nature help limit warming below 1.5℃? Global change biology. 2022.
DOI: 10.15151/esrf-es-874757818
title: PROTEINS RELATED TO PATHOGENESIS OF DISEASES, VIRAL PROTEINS, CELL DIVISION, SIGNALLING AND CHROMATIN PROCESSES

description: Our BAG is composed of eight PIs at six different institutions in Italy and Austria. We focus on a large variety of human, bacterial, viral and synthetic protein targets and address diverse biological contexts by combining structural biology with biochemistry, biophysics, cellular and in vivo investigations.
DOI: 10.15151/esrf-es-874772312
title: Belgian BAG

description: The BAG includes groups situated at four Flemish universities: Antwerp, Brussels, Ghent and Leuven. Several of these groups are part of the elite Flemish Institute of Biotechnology (VIB). The proposed projects are highly diverse, including viral, prokaryotic and eukaryotic proteins with a strong focus on targets and processes of biomedical relevance. Many projects deal with membrane proteins, cell surface receptors and protein-protein complexes. Central to the research in the BAG associated groups is the employment of integrative methods in structural biology combining X-ray crystallography, SAXS, and cryo-electron microscopy. Many crystals in the various proposed projects are small in size and radiation sensitive, requiring the use of the high brilliance MX beam lines, preferably with micro-focused X-rays. This is a continuation of a previous Belgian BAG which has resulted in numerous top-tier publications.
DOI: 10.15151/esrf-es-884594253
title: Structural Biology at EMBL Grenoble, IBS-CIBB and IAB

description: This proposal clusters crystallography projects at the EMBL Grenoble, IBS and IAB working on different topics with a focus on nucleic acid-protein complexes and host-pathogen interactions. The proposers have long-standing experience in the use, as well as the development of beam lines for macromolecular crystallography and have participated in successive BAG applications over the years, mostly at the ESRF but also at other synchrotrons (i.e. Soleil, Petra II, Diamond, SLS)
DOI: 10.15151/esrf-es-909358142
title: Characterization and firing history determination of an ancient pottery unearted at the Capitolium of Cumae (ITALY)

description: During the 2005 excavation campaign at the Capitolium of Cumae, the first Greek colony on the mainland of Italy, pottery was unearthed. Pottery is considered one of the elements that set off the beginning of the Neolithic Revolution and changed the human beings’ lifestyle from hunting and gathering to agriculture and settlement. The study of the pottery production method is useful to understand the technological level reached by an ancient civilization. One of the most informative aspects is the firing history which includes the heating rate, the maximum temperature reached, the firing duration and the atmosphere in which the ceramic is fired that can be oxidising or reducing. Thanks to different experimental techniques like XRPD, XRF, SEM and FTIR, is possible to estimate the firing history, characterize the raw materials used for the pottery production and, finally, understand if these relics have been fired in the open air or closed kiln.
DOI: 10.15151/esrf-es-938234556
title: Influence of filler content on the crystallization of Polylactide : macromolecular dynamics measurements by means of XPCS

description: We will investigate the nanoscale dynamics in polylactide using XPCS.
DOI: 10.15151/esrf-es-902986327
title: Following Facet-Resolved Shape- and Composition-Changes of Single PdPt Nanoparticles During Methane Oxidation by Operando CXDI

description: Methane plays a crucial role in the energy transition. As it is the second most abundant anthropogenic greenhouse gas, it is crucial to ensure a complete oxidation of CH4 to CO2 and H2O. Already commercially in use, PdPt catalysts were found to be highly active for CH4 oxidation with a reported conversion of 10% at a temperature of only 200°C. From ensemble averaging experiments it is difficult to determine the nanoparticle near surface composition, which is detrimental for the establishment of structure – activity relationships. We therefore propose to use operando Coherent X-ray Diffraction Imaging (CXDI) to follow the structural evolution of single PdPt NPs during CH4 oxidation. We aim to relate shape and facet-resolved strain state changes in single NPs to the catalytic activity. Furthermore, we intent to identify NP surface facet sites and strain related surface compositions most relevant for methane oxidation for NPs with initial core-shell and alloy configuration.
DOI: 10.6084/m9.figshare.21159079.v2
title: Direct Observation of Photoinduced Carrier Blocking in Mixed-Dimensional 2D/3D Perovskites and the Origin

description: This dataset contains all the source data of the work entitled " Direct Observation of Photoinduced Carrier Blocking in Mixed-Dimensional 2D/3D Perovskites and the Origin" (accepted in Nature Communications)
DOI: 10.6084/m9.figshare.21159079.v3
title: Direct Observation of Photoinduced Carrier Blocking in Mixed-Dimensional 2D/3D Perovskites and the Origin

description: This dataset contains all the source data of the work entitled " Direct Observation of Photoinduced Carrier Blocking in Mixed-Dimensional 2D/3D Perovskites and the Origin" (accepted in Nature Communications)
DOI: 10.5281/zenodo.7184128
title: Pertemuan 6, Laporan Keuangan Perusahaan Jasa, 11 Oktober 2022, Universitas Gresik

description: <strong>Capaian Pembelajaran (CPMK)</strong> Mahasiswa Mampu mengerjakan dan Menganalisis akun-akun yang terkait dalam penyusunan Laporan Posisi Keuangan, Laba rugi, Perubahan Ekuitas, Arus kas perusahaan dan Catatan Atas Laporan Keuanga<strong>n</strong> <strong>Definisi Laporan Keuangan</strong> <strong>Laporan</strong><strong> </strong><strong>finansial</strong><strong> </strong><strong>atau</strong><strong> </strong><strong>laporan</strong><strong> </strong><strong>keuangan</strong><strong> </strong>merupakan laporan yang berisi pencatatan uang dan transaksi yang terjadi dalam bisnis, baik transaksi pembelian maupun penjualan dan transaksi lainnya yang memiliki nilai ekonomi dan moneter. <strong>Laporan</strong><strong> </strong><strong>keuangan</strong> dibuat dalam periode tertentu. Penentuannya ditentukan oleh kebijakan perusahaan dibuat setiap bulan atau setiap satu tahun sekali, terkadang perusahaan juga menggunakan keduanya. <strong>Laporan</strong><strong> </strong><strong>keuangan</strong> dibuat untuk mengetahui kondisi finansial perusahaan secara keseluruhan. Stakeholder dan pengguna informasi akuntansi dapat melakukan evaluasi dengan tepat dan cepat kondisi keuangan usaha mengalami masalah atau memerlukan perubahan. <strong>Laporan</strong><strong> </strong><strong>Keuangan</strong><strong> </strong>harus dibuat dengan tepat, cermat dan diperlukan pertanggungjawaban yang diserahkan secara mutlak kepada orang berkompeten dibidangnya, seperti seorang akuntan. <strong>Laporan</strong><strong> </strong><strong>keuangan</strong><strong> </strong>adalah laporan yang berisi data transaksi keuangan perusahaan pada periode tertentu dilaporkan dan dipertanggungjawabkan sebagai pembahasan evaluasi untuk perkembangan usaha ke depan.
description: Pertemuan 6 Mata Kuliah Praktek Akuntansi Perusahaan Jasa, 11 Oktober 2022, Universitas Gresik
DOI: 10.5281/zenodo.7184127
title: Pertemuan 6, Laporan Keuangan Perusahaan Jasa, 11 Oktober 2022, Universitas Gresik

description: <strong>Capaian Pembelajaran (CPMK)</strong> Mahasiswa Mampu mengerjakan dan Menganalisis akun-akun yang terkait dalam penyusunan Laporan Posisi Keuangan, Laba rugi, Perubahan Ekuitas, Arus kas perusahaan dan Catatan Atas Laporan Keuanga<strong>n</strong> <strong>Definisi Laporan Keuangan</strong> <strong>Laporan</strong><strong> </strong><strong>finansial</strong><strong> </strong><strong>atau</strong><strong> </strong><strong>laporan</strong><strong> </strong><strong>keuangan</strong><strong> </strong>merupakan laporan yang berisi pencatatan uang dan transaksi yang terjadi dalam bisnis, baik transaksi pembelian maupun penjualan dan transaksi lainnya yang memiliki nilai ekonomi dan moneter. <strong>Laporan</strong><strong> </strong><strong>keuangan</strong> dibuat dalam periode tertentu. Penentuannya ditentukan oleh kebijakan perusahaan dibuat setiap bulan atau setiap satu tahun sekali, terkadang perusahaan juga menggunakan keduanya. <strong>Laporan</strong><strong> </strong><strong>keuangan</strong> dibuat untuk mengetahui kondisi finansial perusahaan secara keseluruhan. Stakeholder dan pengguna informasi akuntansi dapat melakukan evaluasi dengan tepat dan cepat kondisi keuangan usaha mengalami masalah atau memerlukan perubahan. <strong>Laporan</strong><strong> </strong><strong>Keuangan</strong><strong> </strong>harus dibuat dengan tepat, cermat dan diperlukan pertanggungjawaban yang diserahkan secara mutlak kepada orang berkompeten dibidangnya, seperti seorang akuntan. <strong>Laporan</strong><strong> </strong><strong>keuangan</strong><strong> </strong>adalah laporan yang berisi data transaksi keuangan perusahaan pada periode tertentu dilaporkan dan dipertanggungjawabkan sebagai pembahasan evaluasi untuk perkembangan usaha ke depan.
description: Pertemuan 6 Mata Kuliah Praktek Akuntansi Perusahaan Jasa, 11 Oktober 2022, Universitas Gresik
DOI: 10.34740/kaggle/dsv/4310795
title: Contrastive Language Image Pretraining by openai
DOI: 10.5281/zenodo.7015415
title: F-TRACT atlas

description: F-TRACT atlas release - December 2021<br> ====================================== The F-TRACT atlas is provided as .csv (comma-separated values) files that can be read in any table editor. In addition, we provide a Matlab routine allowing to read the features of the atlas as Matlab variables. The atlas is provided for free use for research use only, with limited accuracy, which hopefully will improve with subsequent releases. Please cite David et al. (2013) Probabilistic functional tractography of the human cortex, NeuroImage, and Trebaul et al. (2018) Probabilistic functional tractography of the human cortex revisited, NeuroImage, Lemarechal et al. (2022) A brain atlas of axonal and synaptic delays based on modelling of cortico-cortical evoked potentials, Brain, when using the F-TRACT atlas. - f-tract_v2112 : Connectivity probability as well as features describing fibers biophysical properties, estimated from CCEP data recorded in 780 patients, in the AAL, AICHA, Brodmann, Freesurfer, Hammers, HCP-MMP1, Lausanne2008 (resolutions 33, 60, 125, 250, 500) and MarsAtlas parcellation schemes. The CCEP features are: peak and onset latency (LatStart), amplitude, duration, integral, velocity estimated from the onset latency and the fibers distance between the parcels and axonal conduction delays. Synaptic excitatory and inhibitory delays are also provided for each parcel. All features have been estimated separately for patients younger than 15 y.o. (group "0-15") and patients older than 15 y.o. (group "15-100"). - Features maps : Images representing the connectivity probability and response features for all the regions in the Lausanne2008-60 parcellation.<br>
DOI: 10.5281/zenodo.7015414
title: F-TRACT atlas

description: F-TRACT atlas release - December 2021<br> ====================================== The F-TRACT atlas is provided as .csv (comma-separated values) files that can be read in any table editor. In addition, we provide a Matlab routine allowing to read the features of the atlas as Matlab variables. The atlas is provided for free use for research use only, with limited accuracy, which hopefully will improve with subsequent releases. Please cite David et al. (2013) Probabilistic functional tractography of the human cortex, NeuroImage, and Trebaul et al. (2018) Probabilistic functional tractography of the human cortex revisited, NeuroImage, Lemarechal et al. (2022) A brain atlas of axonal and synaptic delays based on modelling of cortico-cortical evoked potentials, Brain, when using the F-TRACT atlas. - f-tract_v2112 : Connectivity probability as well as features describing fibers biophysical properties, estimated from CCEP data recorded in 780 patients, in the AAL, AICHA, Brodmann, Freesurfer, Hammers, HCP-MMP1, Lausanne2008 (resolutions 33, 60, 125, 250, 500) and MarsAtlas parcellation schemes. The CCEP features are: peak and onset latency (LatStart), amplitude, duration, integral, velocity estimated from the onset latency and the fibers distance between the parcels and axonal conduction delays. Synaptic excitatory and inhibitory delays are also provided for each parcel. All features have been estimated separately for patients younger than 15 y.o. (group "0-15") and patients older than 15 y.o. (group "15-100"). - Features maps : Images representing the connectivity probability and response features for all the regions in the Lausanne2008-60 parcellation.<br>
DOI: 10.6084/m9.figshare.21159079.v5
title: Direct Observation of Photoinduced Carrier Blocking in Mixed-Dimensional 2D/3D Perovskites and the Origin

description: This dataset contains all the source data of the work entitled " Direct Observation of Photoinduced Carrier Blocking in Mixed-Dimensional 2D/3D Perovskites and the Origin" (accepted in Nature Communications)
DOI: 10.6084/m9.figshare.21159079.v4
title: Direct Observation of Photoinduced Carrier Blocking in Mixed-Dimensional 2D/3D Perovskites and the Origin

description: This dataset contains all the source data of the work entitled " Direct Observation of Photoinduced Carrier Blocking in Mixed-Dimensional 2D/3D Perovskites and the Origin" (accepted in Nature Communications)
DOI: 10.5517/ccdc.csd.cc28lzhc
title: CCDC 2103613: Experimental Crystal Structure Determination

description: Related Article: Runye Gao, Fang Wang, Xiao Geng, Chuan-Ying Li, Lei Wang|2022|Org.Lett.|24|7118|doi:10.1021/acs.orglett.2c02703
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: 10.26186/146942
title: Adavale Basin 3D Geological Model

description: All commercially produced hydrogen worldwide is presently stored in salt caverns. Through the Exploring for the Future program, Geoscience Australia is identifying and mapping salt deposits in Australia that may be suitable for hydrogen storage. The only known thick salt accumulations in eastern Australia are found in the Boree Salt of the Adavale Basin in central Queensland, and represent potentially strategic assets for underground hydrogen storage. The Boree Salt consists predominantly of halite that is up to 555 m thick in some wells. In 2021, Geoscience Australia contracted Intrepid Geophysics to develop a 3D geological model of the Adavale Basin, using well data and 2D seismic interpretation and focussing on the Boree Salt deposit. The 3D model has identified three main salt bodies that may be suitable for salt cavern construction and hydrogen storage. Further work and data acquisition are required to fully assess the suitability of these salt bodies for hydrogen storage.

Disclaimer
Geoscience Australia has tried to make the information in this product as accurate as possible. However, it does not guarantee that the information is totally accurate or complete. Therefore, you should not solely rely on this information when making a commercial decision.

This dataset is published with the permission of the CEO, Geoscience Australia.
DOI: 10.21227/tpve-ck70
title: Parameters of coupled transportation power network in Case 1 (CTPN1).

description: Single line diagram of the CTPN1.
DOI: 10.25625/0svw6s/ddlfpt
title: 2022-09-0SVW6S_Stracke_data.tab

description: :unav
DOI: 10.25625/bqengn/3a6cxq
title: 2022-09-BQENGN_Stracke_compilation.tab

description: :unav
DOI: 10.25625/bqengn/eynxom
title: 2022-09-BQENGN_Stracke_data.xlsx

description: :unav
DOI: 10.25625/bqengn
title: Chemical and radiogenic isotope data of ocean island basalts from Tristan da Cunha, Gough, St. Helena, and the Cook-Austral Islands

description: Chemical and radiogenic isotope data (Sr, Nd, Hf, Pb) of ocean island basalts from Tristan da Cunha, Gough, St. Helena, and the Cook-Austral Islands. Analytical details for new measurements of Pb isotope ratios are included as a separate file.
DOI: 10.34740/kaggle/dsv/4310941
title: Suicidal behavior of youth
DOI: 10.25919/kc0a-jw56
title: Parkes observations for project P1154 semester 2022APRS_09

description: Pulsars with high surface magnetic field-strengths (high-B pulsars) provide a rich seam of study for both observers and theorists alike. Studies of their population properties have the potential to answer several fundamental questions about the nature of these objects and how they fit in with the overall pulsar population. These questions include: How do their magnetic fields arise? How is pulsed radio emission produced above the quantum critical field? How do the various populations of high-B pulsars evolve with time? In this proposal we will use the Ultra-Wideband Low (UWL) receiver system on Parkes to complete a Southern-Sky radio census of these high-B pulsars in order to determine their geometric and emission properties with the aim of providing the answers to the questions posed above.
DOI: 10.5445/ir/1000150931
title: Surfaced and suspended plastic: Mask_V5 (videos)
DOI: 10.6084/m9.figshare.21310293
title: Mortality inequalities measured by socioeconomic indicators in Brazil: a scoping review

description: ABSTRACT OBJECTIVE Summarize the literature on the relationship between composite socioeconomic indicators and mortality in different geographical areas of Brazil. METHODS This scoping review included articles published between January 1, 2000, and August 31, 2020, retrieved by means of a bibliographic search carried out in the Medline, Scopus, Web of Science, and Lilacs databases. Studies reporting on the association between composite socioeconomic indicators and all-cause, or specific cause of death in any age group in different geographical areas were selected. The review summarized the measures constructed, their associations with the outcomes, and potential study limitations. RESULTS Of the 77 full texts that met the inclusion criteria, the study reviewed 24. The area level of composite socioeconomic indicators analyzed comprised municipalities (n = 6), districts (n = 5), census tracts (n = 4), state (n = 2), country (n = 2), and other areas (n = 5). Six studies used composite socioeconomic indicators such as the Human Development Index, Gross Domestic Product, and the Gini Index; the remaining 18 papers created their own socioeconomic measures based on sociodemographic and health indicators. Socioeconomic status was inversely associated with higher rates of all-cause mortality, external cause mortality, suicide, homicide, fetal and infant mortality, respiratory and circulatory diseases, stroke, infectious and parasitic diseases, malnutrition, gastroenteritis, and oropharyngeal cancer. Higher mortality rates due to colorectal cancer, leukemia, a general group of neoplasms, traffic accident, and suicide, in turn, were observed in less deprived areas and/or those with more significant socioeconomic development. Underreporting of death and differences in mortality coverage in Brazilian areas were cited as the main limitation. CONCLUSIONS Studies analyzed mortality inequalities in different geographical areas by means of composite socioeconomic indicators, showing that the association directions vary according to the mortality outcome. But studies on all-cause mortality and at the census tract level remain scarce. The results may guide the development of new composite socioeconomic indicators for use in mortality inequality analysis.