cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2dc5pn
title: CCDC 2215281: Experimental Crystal Structure Determination

description: Related Article: Frank R. Fronczek|2022|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: 10.5517/ccdc.csd.cc2dc9lp
title: CCDC 2215402: Experimental Crystal Structure Determination

description: Related Article: Constantin G. Daniliuc, Johannes Ruwwe, Roland Fröhlich, Gerhard Erker|2022|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: 10.25318/4210003701-fra
title: Type de difficultés rencontrées dans la recherche d'un mode de garde avant ou après l'école, enfants âgés de 4 à 12 ans allant à l’école

description: Les difficultés rencontrées par les parents et les tuteurs dans la recherche d'un mode garde avant ou après l'école pour les enfants âgés de 4 à 12 ans allant à l’école, selon le type de difficulté.
DOI: 10.5281/zenodo.7310136
title: Intercomparison of Convective-Aggregation States with two Cloud Resolving Models: DATASET

description: Radiative-Convective Equilibrium (RCE) is an important modeling paradigm for the tropical atmosphere. In this paradigm, cloud clustering can occur spontaneously, affecting the energy budget of the atmosphere. Here, two models, run in RCE, exhibiting this convective aggregation have been compared with each other and with the results of the Radiative-Convective Equilibrium Model Intercomparison Project (RCEMIP). The two models studied, the SAM (System for Atmospheric Modeling) and the ARPS (Advanced Regional Prediction System), are different in the physical and numerical formulation, allowing us to compare the sensitivity to processes related to the phenomenon of convective organization. In General, the two models present similarities in what concerns precipitation, warming, and drying of the atmosphere and anvil cloud area reduction. All these factors are also within the spread of the RCEMIP values. However, the two models differ both in the convective organization feedback and in the degree of organization. SAM is strongly organized and ARPS is weakly organized. SAM achieves convective organization through clouds-radiative feedback and ARPS achieves it through moisture-convection feedback. These differences can be traced back to the interaction between the microphysics and the sub-cloud layer properties. We suggest that when studying climate sensitivity, climate models should include both types of convective organization mechanisms.
description: In this Data Repository only the SAM output is reported as follow: - OUT_2D_SAM contains the 2D output of SAM (every 24 h) - OUT_3D_SAM contains the 3D output of SAM (every 24 h) - OUT_STAT_SAM contains the statistics output (every 24 h) The output of ARPS is in a companion repository in Zenodo
DOI: 10.5281/zenodo.7310135
title: Intercomparison of Convective-Aggregation States with two Cloud Resolving Models: DATASET

description: Radiative-Convective Equilibrium (RCE) is an important modeling paradigm for the tropical atmosphere. In this paradigm, cloud clustering can occur spontaneously, affecting the energy budget of the atmosphere. Here, two models, run in RCE, exhibiting this convective aggregation have been compared with each other and with the results of the Radiative-Convective Equilibrium Model Intercomparison Project (RCEMIP). The two models studied, the SAM (System for Atmospheric Modeling) and the ARPS (Advanced Regional Prediction System), are different in the physical and numerical formulation, allowing us to compare the sensitivity to processes related to the phenomenon of convective organization. In General, the two models present similarities in what concerns precipitation, warming, and drying of the atmosphere and anvil cloud area reduction. All these factors are also within the spread of the RCEMIP values. However, the two models differ both in the convective organization feedback and in the degree of organization. SAM is strongly organized and ARPS is weakly organized. SAM achieves convective organization through clouds-radiative feedback and ARPS achieves it through moisture-convection feedback. These differences can be traced back to the interaction between the microphysics and the sub-cloud layer properties. We suggest that when studying climate sensitivity, climate models should include both types of convective organization mechanisms.
description: In this Data Repository only the SAM output is reported as follow: - OUT_2D_SAM contains the 2D output of SAM (every 24 h) - OUT_3D_SAM contains the 3D output of SAM (every 24 h) - OUT_STAT_SAM contains the statistics output (every 24 h) The output of ARPS is in a companion repository in Zenodo
DOI: 10.5281/zenodo.7311089
title: Role of Counterions in the Structural Stabilisation of Redox-Active Metal-Organic Frameworks

description: Preliminary dataset for "Role of Counterions in the Structural Stabilisation of Redox-Active Metal-Organic Frameworks"
DOI: 10.5281/zenodo.7311073
title: Role of Counterions in the Structural Stabilisation of Redox-Active Metal-Organic Frameworks

description: Preliminary dataset for "Role of Counterions in the Structural Stabilisation of Redox-Active Metal-Organic Frameworks"
DOI: 10.25573/data.10068098.v4
title: SST_Galeta Reef, Upstream

description: Sea Surface temperature monitoring on the upstream side of the reef in front of the Galeta Station main building<br>Location: 9.40253 -79.86064<br>Depth: 0.5m<br><br>Status: Active<br>
DOI: 10.21985/n2-hqhw-r072
title: Code for Chapter 3: Model-guided characterization of a CRISPR-based point-of-use pathogen diagnostic
DOI: 10.34740/kaggle/dsv/4483647
title: Mahanagar Yatayat Dataset
DOI: 10.25573/data.10068092.v4
title: SST_Galeta Reef, Downstream

description: Sea Surface temperature monitoring on the downstream side of the reef in front of the Galeta Station main building<br><br>Location: 9.40336 -79.86036<br>Depth: 0.5m<br><br>Status: Active<br>
DOI: 10.25573/data.10068095.v5
title: SST_Galeta Channel

description: Sea Surface temperature monitoring in the outflow channel in front of the Galeta Station pier<br>Location (more exact coordinates available on request): 9.40 -79.85<br>Depth: 3m<br>Status: Active<br>
DOI: 10.6084/m9.figshare.21502188.v1
title: lipidomics raw data for CaV2.3

description: ZIP archive containing raw LC-MS data of CaV2.3
DOI: 10.25318/4210003801-eng
title: Consequences of having encountered difficulties in finding a before or after school care arrangement, children in school aged 4 to 12 years

description: Consequences of the difficulties encountered by parents and guardians in finding a before or after school care arrangement for children in school aged 4 to 12 years old, by consequence.
DOI: 10.25318/4210003801-fra
title: Conséquences d'avoir rencontré des difficultés dans la recherche d'un mode de garde avant ou après l'école, enfants âgés de 4 à 12 ans allant à l’école

description: Les conséquences des difficultés rencontrées par les parents et les tuteurs dans la recherche d'un mode de garde avant ou après l'école pour les enfants âgés de 4 à 12 ans allant à l’école, selon la conséquence.
DOI: 10.25318/3710022701-eng
title: Annual expenditure by educational institutions per student, by educational level, 2019/2020

description: Data on annual expenditure by educational institutions per student, in Canadian and American dollars, reference year 2019/2020. At the primary/secondary level, the amount spent on educational core services and ancillary services is also presented.
DOI: 10.25318/3710022701-fra
title: Dépenses annuelles des établissements d'enseignement par élève/étudiant, selon le niveau scolaire, 2019-2020

description: Données sur les dépenses annuelles des établissements d'enseignement par étudiant, en dollars canadiens et américains, l’année de référence 2019-2020. Au niveau primaire/secondaire, le montant dépensé pour les services éducatifs de base et les services auxiliaires est également présenté.
DOI: 10.21985/n2-0y3d-9630
title: Data for Chapter 3: Model-guided characterization of a CRISPR-based point-of-use pathogen diagnostic
DOI: 10.5281/zenodo.7311018
title: AnoShift: A distribution shift benchmark for unsupervised anomaly detection

description: Analyzing the distribution shift of data is a growing research direction in nowadays Machine Learning (ML), leading to emerging new benchmarks that focus on providing a suitable scenario for studying the generalization properties of ML models. The existing benchmarks are focused on supervised learning, and to the best of our knowledge, there is none for unsupervised learning. Therefore, we introduce an unsupervised anomaly detection benchmark with data that shifts over time, built over Kyoto-2006+, a traffic dataset for network intrusion detection. This type of data meets the premise of shifting the input distribution: it covers a large time span (10 years), with naturally occurring changes over time (eg users modifying their behavior patterns, and software updates). We first highlight the non-stationary nature of the data, using a basic per-feature analysis, t-SNE, and an Optimal Transport approach for measuring the overall distribution distances between years. Next, we propose AnoShift, a protocol splitting the data in IID, NEAR, and FAR testing splits. We validate the performance degradation over time with diverse models, ranging from classical approaches to deep learning. Finally, we show that by acknowledging the distribution shift problem and properly addressing it, the performance can be improved compared to the classical training which assumes independent and identically distributed data (on average, by up to 3% for our approach).
DOI: 10.5281/zenodo.7311017
title: AnoShift: A distribution shift benchmark for unsupervised anomaly detection

description: Analyzing the distribution shift of data is a growing research direction in nowadays Machine Learning (ML), leading to emerging new benchmarks that focus on providing a suitable scenario for studying the generalization properties of ML models. The existing benchmarks are focused on supervised learning, and to the best of our knowledge, there is none for unsupervised learning. Therefore, we introduce an unsupervised anomaly detection benchmark with data that shifts over time, built over Kyoto-2006+, a traffic dataset for network intrusion detection. This type of data meets the premise of shifting the input distribution: it covers a large time span (10 years), with naturally occurring changes over time (eg users modifying their behavior patterns, and software updates). We first highlight the non-stationary nature of the data, using a basic per-feature analysis, t-SNE, and an Optimal Transport approach for measuring the overall distribution distances between years. Next, we propose AnoShift, a protocol splitting the data in IID, NEAR, and FAR testing splits. We validate the performance degradation over time with diverse models, ranging from classical approaches to deep learning. Finally, we show that by acknowledging the distribution shift problem and properly addressing it, the performance can be improved compared to the classical training which assumes independent and identically distributed data (on average, by up to 3% for our approach).
DOI: 10.5281/zenodo.5779107
title: LoGov Italy Interview Report n°16

description: The interviews have been realised in the framework of the H2020-MSCA-RISE-2018 project “LoGov - Local Government and the Changing Urban-Rural Interplay” as part of the implementation phase of the project. The interviews have been conducted with experts in the field of public administration, public law and political science, both researchers and practitioners, with the aim of widening the scope of the Country Report on Italy. To access the full transcription of this interview, the other interview reports on Italy, and to receive more information about the project, please visit: https://www.logov-rise.eu/. This project has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No 823961.
DOI: 10.5281/zenodo.5779106
title: LoGov Italy Interview Report n°16

description: The interviews have been realised in the framework of the H2020-MSCA-RISE-2018 project “LoGov - Local Government and the Changing Urban-Rural Interplay” as part of the implementation phase of the project. The interviews have been conducted with experts in the field of public administration, public law and political science, both researchers and practitioners, with the aim of widening the scope of the Country Report on Italy. To access the full transcription of this interview, the other interview reports on Italy, and to receive more information about the project, please visit: https://www.logov-rise.eu/. This project has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No 823961.
DOI: 10.25318/3710022901-eng
title: Mean scores of Grade 8 students, Pan-Canadian Assessment Program reading, science and mathematics assessment

description: Reading, science and math mean scores from the Pan-Canadian Assessment Program (PCAP), by province.
DOI: 10.6084/m9.figshare.21206150
title: Supplementary RAW data for "Connecting single nucleotide polymorphisms, glycosylation status and interactions of serine protease inhibitors"

description: ZIP archive containing raw mass spectrometry data
DOI: 10.6084/m9.figshare.21206150.v1
title: Supplementary RAW data for "Connecting single nucleotide polymorphisms, glycosylation status and interactions of serine protease inhibitors"

description: ZIP archive containing raw mass spectrometry data
DOI: 10.25318/3710022901-fra
title: Scores moyens des élèves de 8e année aux évaluations en lecture, sciences, et mathématiques, du Programme pancanadien d’évaluation

description: Scores moyens en lecture, sciences et mathématiques du Programme pancandien d'évaluation (PPCE), par province.
DOI: 10.25318/3710023001-eng
title: Mean scores of Grade 8 students on the Pan-Canadian Assessment Program mathematics subdomains assessments

description: Mathematics subdomain mean scores on the Pan-Canadian Assessment Program (PCAP), by province.
DOI: 10.25318/3710023001-fra
title: Scores moyens des élèves de 8e année aux évaluations des sous-domaines des mathématiques du Programme pancanadien d'évaluation

description: Scores moyens des sous-domaines des mathématiques du Programme pancanadien d'évaluation (PPCE), par province.
DOI: 10.5281/zenodo.7145710
title: An Analysis of Transcriptomic Burden Identifies Biological Progression Roadmaps for Hematological Malignancies and Solid Tumors

description: Supplementary materials for review.
DOI: 10.5281/zenodo.7145711
title: An Analysis of Transcriptomic Burden Identifies Biological Progression Roadmaps for Hematological Malignancies and Solid Tumors

description: Supplementary materials for review.
DOI: 10.25318/3710023101-eng
title: Percentage distribution, results of Grade 8 students on the Pan-Canadian Assessment Program mathematics assessment, by level of performance

description: This table presents the distribution of Grade 8 students according to their performance on the Pan-Canadian Assessment Program (PCAP).
DOI: 10.6073/pasta/9d7f7595e09c761be43f7fdabd4e2030
title: ASD02 Stream discharge measured at the flumes on watershed N04D at Konza Prairie

description: Stream discharge is measured on a catchment (N04D), with 4-year fire return interval and grazed by bison since 1992. Measurements are taken at 5 minute intervals at a triangular throated flume. The prairie streams are 3rd-order and are intermittent. Daily and stormflow discharge records are available.
DOI: 10.5281/zenodo.7311142
title: TRIPEx-pol data

description: This dataset expands the TRIPEx-pol level-2 dataset uploaded previously (10.5281/zenodo.5025636). The nc files contain the level-2 dataset of the vertically pointing X-, Ka-, and W-Band as well as the polarimetric variables obtained with an additional scanning W-Band radar. Further, the rain rate of the Pluvio stationed at JOYCE-CF is included. For a description of the dataset as well as the processing done on the data, the user is referred to https://doi.org/10.5194/acp-22-11795-2022 .
description: {"references": ["von Terzi et al. 2022, https://doi.org/10.5194/acp-22-11795-2022"]}
DOI: 10.5281/zenodo.7311141
title: TRIPEx-pol data

description: This dataset expands the TRIPEx-pol level-2 dataset uploaded previously (10.5281/zenodo.5025636). The nc files contain the level-2 dataset of the vertically pointing X-, Ka-, and W-Band as well as the polarimetric variables obtained with an additional scanning W-Band radar. Further, the rain rate of the Pluvio stationed at JOYCE-CF is included. For a description of the dataset as well as the processing done on the data, the user is referred to https://doi.org/10.5194/acp-22-11795-2022 .
description: {"references": ["von Terzi et al. 2022, https://doi.org/10.5194/acp-22-11795-2022"]}
DOI: 10.25318/3710023101-fra
title: Répartition en pourcentage des résultats des élèves de 8e année à l’évaluation en mathématiques du Programme pancanadien d'évaluation, par niveau de rendement

description: Ce tableau présente la répartition des élèves de 8e année en fonction de leur performance au Programme pancanadien d'évaluation (PPCE).
DOI: 10.25318/9810011201-eng
title: Individual Market Basket Measure poverty status by demographic and economic family characteristics of persons: Canada, provinces and territories, census metropolitan areas and census agglomerations with parts

description: Individual poverty status using the Market Basket Measure (MBM) by family characteristics (couple, one-parent, presence of children).
DOI: 10.6073/pasta/6f1313c7abebb687253accac8d8bdf32
title: ASD04 Stream discharge measured at the flumes on watershed N20B at Konza Prairie

description: Stream discharge is measured on a catchment (N20B), with 20-year fire return interval and grazed by bison since 1992. Measurements are taken at 5 minute intervals at a triangular throated flume. The prairie streams are 3rd-order and are intermittent. Daily and stormflow discharge records are available.
DOI: 10.6084/m9.figshare.13636589
title: Characteristics, Potentials, and Limitations of Open Source SimulinkProjects for Empirical Research

description: This package holds data (models), metadata (analysis data of the models) and scripts (analyzing the models) of the paper "Characteristics, Potentials, and Limitations of Open Source SimulinkProjects for Empirical Research" by Alexander Boll, Florian Brokhausen, Tiago Amorim, Timo Kehrer and Andreas Vogelsang.<br> <br> <br> Content<br> <br> I The analyzed open source models are in the directory "models".<br> II Our analyzing code is in the directory "code".<br> III Aggregated Metadata in the directory "analysisdata". <br> See more in the README.txt<br>
DOI: 10.6084/m9.figshare.13636589.v2
title: Characteristics, Potentials, and Limitations of Open Source SimulinkProjects for Empirical Research

description: If you are also interested in open science for Simulink, please answer our 5-10 min survey, to help you get Simulink models you need: https://forms.gle/as3Jww5LSEE5pSYW8 <br> This package holds data (models), metadata (analysis data of the models) and scripts (analyzing the models) of the paper "Characteristics, Potentials, and Limitations of Open Source SimulinkProjects for Empirical Research" by Alexander Boll, Florian Brokhausen, Tiago Amorim, Timo Kehrer and Andreas Vogelsang.<br> <br> <br> Content<br> <br> I The analyzed open source models are in the directory "models".<br> II Our analyzing code is in the directory "code".<br> III Aggregated Metadata in the directory "analysisdata". <br> See more in the README.txt<br>
DOI: 10.6073/pasta/b0c7e455684dd6ea787eed3f8b0357b4
title: ASD05 Stream discharge measured at the flumes on watershed N01B at Konza Prairie

description: Stream discharge is measured on a catchment (N01B), with 1-year fire return interval and grazed by bison since 1992. Measurements are taken at 5 minute intervals at a triangular throated flume. The prairie streams are 3rd-order and are intermittent. Daily and stormflow discharge records are available.
DOI: 10.25318/9810011201-fra
title: Situation de pauvreté des personnes d’après la Mesure du panier de consommation, selon les caractéristiques démographiques et de la famille économique des personnes : Canada, provinces et territoires, régions métropolitaines de recensement et agglomérations de recensement y compris les parties

description: Situation de pauvreté des personnes d’après la mesure du panier de consommation (MPC), selon les caractéristiques familiales (couple, famille monoparentale, présence d’enfants).
DOI: 10.6073/pasta/352b89233898c79213cd8823956905dc
title: ASD06 Stream discharge measured at the flumes on watershed N02B at Konza Prairie

description: Stream discharge is measured on a catchment (N02B), with 2-year fire return interval and grazed by bison since 1992. Measurements are taken at 5 minute intervals at a triangular throated flume. The prairie streams are 3rd-order and are intermittent. Daily and stormflow discharge records are available.
DOI: 10.5281/zenodo.6209509
title: Shortwave radiation budget under Arctic Sea ice in Earth System models

description: Contains data and scripts of the study " Improving the representation of shortwave radiation budget under Arctic Sea ice in Earth System models using observations", submitted to Journal of Geophysical Research - Oceans. Data have been updated please now refer to version2 : https://doi.org/10.5281/zenodo.7310958
DOI: 10.5281/zenodo.7310958
title: Shortwave radiation budget under Arctic Sea ice in Earth System models

description: Contains data and scripts of the study " Improving the representation of shortwave radiation budget under Arctic Sea ice in Earth System models using observations", submitted to Journal of Geophysical Research - Oceans.
DOI: 10.5281/zenodo.6209508
title: Shortwave radiation budget under Arctic Sea ice in Earth System models

description: Contains data and scripts of the study " Improving the representation of shortwave radiation budget under Arctic Sea ice in Earth System models using observations", submitted to Journal of Geophysical Research - Oceans.
DOI: 10.25318/9810011301-eng
title: Individual Market Basket Measure poverty status by economic family characteristics of persons: Canada, provinces and territories, census divisions and census subdivisions

description: Individual poverty status using Market Basket Measure (MBM) by family characteristics, age, and gender for Canada, provinces and territories, census divisions and census subdivisions.
DOI: 10.25318/9810011301-fra
title: Situation de pauvreté des personnes d’après la Mesure du panier de consommation, selon les caractéristiques de la famille économique des personnes : Canada, provinces et territoires, divisions de recensement et subdivisions de recensement

description: Situation de pauvreté des personnes d’après la mesure du panier de consommation (MPC), selon les caractéristiques de la famille, l'âge et le genre pour le Canada, les provinces et les territoires, les divisions de recensement et les subdivisions de recensement.
DOI: 10.21985/n2-jgfg-kv14
title: Code for Chapter 4: Elucidation of the effects of genetic and functional context on genetic program performance and robustness
DOI: 10.6084/m9.figshare.21534345
title: Molecules2022

description: Data
DOI: 10.6084/m9.figshare.21534345.v1
title: Molecules2022

description: Data