cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.13130/rd_unimi/itgeqa/maxdlg
title: cycle_load_chargefree.dat
DOI: 10.5525/gla.researchdata.2093
title: Governance Under Pressure: Corporate Decision-Making and the Creative Process in the Cyberpunk 2077 Release [Additional Data]

description: CD Projekt vs Market Indices.
DOI: 10.13130/rd_unimi/itgeqa/4pg8zz
title: final_0.025_150_d.data
DOI: 10.13130/rd_unimi/itgeqa/amk94b
title: README
DOI: 10.13130/rd_unimi/itgeqa/mjseyc
title: forcefield.lt
DOI: 10.13130/rd_unimi/itgeqa/iu56a2
title: correlation-load.dat
DOI: 10.13130/rd_unimi/itgeqa/wofifo
title: shear_free_300.dat
DOI: 10.13130/rd_unimi/itgeqa/lkooxz
title: figure_7.gp
DOI: 10.13130/rd_unimi/itgeqa/qio6vu
title: figure_5.gp
DOI: 10.13130/rd_unimi/itgeqa/sx6fck
title: final_0.1_150_d.data
DOI: 10.13130/rd_unimi/itgeqa/vnv8om
title: cycle_load_zwitterionic.dat
DOI: 10.13130/rd_unimi/itgeqa/mi72ik
title: shear_10_150.dat
DOI: 10.13130/rd_unimi/itgeqa/bxztzd
title: average_variance
DOI: 10.13130/rd_unimi/itgeqa/tm0qi6
title: initial_0_o.data
DOI: 10.13130/rd_unimi/itgeqa/ek9ly4
title: README
DOI: 10.13130/rd_unimi/itgeqa/hwpoaz
title: chainP.lt
DOI: 10.13130/rd_unimi/itgeqa/ox5ba3
title: temperature_charge-free.in
DOI: 10.13130/rd_unimi/itgeqa/rpvh35
title: initial_0.data
DOI: 10.13130/rd_unimi/itgeqa/u80wzj
title: final_24_50.data
DOI: 10.13130/rd_unimi/itgeqa/vyizff
title: zwitterionic_6.4.in
DOI: 10.13130/rd_unimi/itgeqa/nz4dtg
title: figure_8.gp
DOI: 10.13130/rd_unimi/itgeqa/rla859
title: sub.lt
DOI: 10.13130/rd_unimi/itgeqa/0l34ur
title: initial_1.data
DOI: 10.13130/rd_unimi/itgeqa/nvecr6
title: final_0.1_50.data
DOI: 10.13130/rd_unimi/itgeqa/kvliwp
title: system.in.settings
DOI: 10.13130/rd_unimi/itgeqa/mavijx
title: shear_free_150.dat
DOI: 10.13130/rd_unimi/itgeqa/eecez3
title: zwitterionic_10.in
DOI: 10.13130/rd_unimi/itgeqa/icw6o6
title: zwitterionic_1.in
DOI: 10.13130/rd_unimi/itgeqa/drxe1u
title: displace.py
DOI: 10.13130/rd_unimi/itgeqa/x1wtia
title: system.in.init
DOI: 10.15468/qozmad
title: Suivi des oiseaux de passage : programme ACT - Programme ACT : Répartition Alouette des champs 2009 - 2013 Coordonnées GPS Lambert 93

description: Aire de reproduction de l'espèce Alouette des champs fondée sur la présence de mâles chanteurs au printemps (avril – juin), à partir de points d’écoutes répartis le long d’itinéraires échantillons. Environ 5 000 points ont été visités chaque année entre 2009 et 2013
DOI: 10.13130/rd_unimi/itgeqa/s7ztcd
title: correlation-T.dat
DOI: 10.13130/rd_unimi/itgeqa/savsp9
title: figure_6.gp
DOI: 10.13130/rd_unimi/itgeqa/lickj7
title: out2dat
DOI: 10.13130/rd_unimi/itgeqa/vmde3y
title: hooking_300.dat
DOI: 10.13130/rd_unimi/itgeqa/fmnil5
title: shear_zeta_free.dat
DOI: 10.13130/rd_unimi/itgeqa/l4nfm4
title: initial_0.data
DOI: 10.13130/rd_unimi/itgeqa/32mmn3
title: average_shear_150K.dat
DOI: 10.13130/rd_unimi/itgeqa/eq4qf9
title: final_7_10.data
DOI: 10.13130/rd_unimi/itgeqa/jx42lw
title: definitions.in
DOI: 10.13130/rd_unimi/itgeqa/priljf
title: shear_zeta_zwit.dat
DOI: 10.13130/rd_unimi/itgeqa/dp6wnm
title: system.in.settings
DOI: 10.13130/rd_unimi/itgeqa/qpqxo2
title: initial_0.data
DOI: 10.13130/rd_unimi/itgeqa/lnojrz
title: final_0.1_50.data
DOI: 10.13130/rd_unimi/itgeqa/qcejew
title: zwitterionic_8.in
DOI: 10.13130/rd_unimi/itgeqa/d6gzub
title: system.in.init
DOI: 10.13130/rd_unimi/itgeqa/hcgurj
title: chainB.lt
DOI: 10.15468/dl.cbamu8
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.1188 22.79913, -107.9688 22.79913, -107.9688 22.94913, -108.1188 22.94913, -108.1188 22.79913))"
 ]
}

 The dataset includes 136 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041868-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/itgeqa/edt0ol
title: corrEhook.py
DOI: 10.13130/rd_unimi/itgeqa/gtax7p
title: zwitterionic_1.in
DOI: 10.13130/rd_unimi/itgeqa/qbatgv
title: definitions_v.in
DOI: 10.13130/rd_unimi/itgeqa/wcycx5
title: system.data
DOI: 10.13130/rd_unimi/itgeqa/00vt0u
title: shear_300.dat
DOI: 10.13130/rd_unimi/itgeqa/8tzdgw
title: zwitterionic_2.5.in
DOI: 10.13130/rd_unimi/itgeqa/qup0wi
title: definitions_v.in
DOI: 10.13130/rd_unimi/vtsvzq
title: Replication data - Sampling sites, databases for SDMs and R scripts for MLPE models - for"Landscape characteristics influence regional dispersal in a high-elevation specialist migratory bird, the water pipit Anthus spinoletta"

description: Location of sampling sites, databases (species-with-data files in RDS format) and scripts associated with the paper.
 
Two R scripts for Maximum Likelihood Population Effects models are provided:
1. script_MLPE: R script used to fit maximum likelihood population effects models, considering the entire study area;
2. script_MLPE_sub_areas: R script used to fit maximum likelihood population effects models, considering two sub-areas separately.
 
Three files with coordinates of sampled individuals are provided:
1. WP_coord_N: sampling sites coordinates for all individuals captured in the northern sub-area (EPSG:3035 - ETRS89 / LAEA Europe);
2. WP_coord_S: sampling sites coordinates for all individuals captured in the southern sub-area (EPSG:3035 - ETRS89 / LAEA Europe);
3. WP_coordinates: sampling sites coordinates for all individuals (EPSG:3035 - ETRS89 / LAEA Europe).
 
Two files in RDS format (R software, package SDMtune) with testing and training locations, as well as background points, for building Species Distribution Models (EPSG:3035 - ETRS89 / LAEA Europe).
DOI: 10.13130/rd_unimi/vtsvzq/ifsuti
title: WP_coord_S.txt

description: sampling sites coordinates for all individuals captured in the southern sub-area (EPSG:3035 - ETRS89 / LAEA Europe)
DOI: 10.13130/rd_unimi/vtsvzq/ngfrim
title: WP_coord_N.txt

description: sampling sites coordinates for all individuals captured in the northern sub-area (EPSG:3035 - ETRS89 / LAEA Europe)
DOI: 10.13130/rd_unimi/vtsvzq/qcdy5m
title: script_MLPE.txt

description: R script used to fit maximum likelihood population effects models, considering the entire study area
DOI: 10.13130/rd_unimi/vtsvzq/qg9qav
title: WP_coordinates.txt

description: sampling sites coordinates for all individuals (EPSG:3035 - ETRS89 / LAEA Europe)
DOI: 10.13130/rd_unimi/vtsvzq/30wzkg
title: SWD_water_pipit_testing.RDS

description: species-with-data file for SDM for Anthus spinoletta: test dataset
DOI: 10.13130/rd_unimi/vtsvzq/vgmpgr
title: script_MLPE_sub_areas.txt

description: R script used to fit maximum likelihood population effects models, considering two sub-areas separately
DOI: 10.13130/rd_unimi/ifcpax
title: Replication data - Matrices of genetic distances and resistance surfaces - for "Landscape characteristics influence regional dispersal in a high-elevation specialist migratory bird, the water pipit Anthus spinoletta"

description: This dataset includes matrices of genetic distances and raster resistance surfaces.
 
Matrix of individual genetic distances:
1. plink.mdist: matrix of individual genetic distances (all individuals);
2. plink.mdist_north: matrix of individual genetic distances (northern sub-area);
3. plink.mdist_south: matrix of individual genetic distances, (southern sub-area).
 
Raster resistance surfaces (EPSG:3035 - ETRS89 / LAEA Europe):
1. constant_ascii.asc: resistance surface used to calculate Euclidean distances;
2. isolation_spinoletta_ascii.asc: 1/landscape connectivity resistance surface;
3. null_ascii.asc: resistance surface used to represent the null hypothesis;
4. resistance_spinoletta_ascii.asc: 1/habitat suitability resistance surface.
DOI: 10.13130/rd_unimi/vtsvzq/yxoqhm
title: SWD_water_pipit_training.RDS

description: species-with-data file for SDM for Anthus spinoletta: train dataset
DOI: 10.13130/rd_unimi/ifcpax/rusqgp
title: resistance_spinoletta_ascii.asc

description: 1/habitat suitability resistance surface
DOI: 10.13130/rd_unimi/ifcpax/fulk8l
title: constant_ascii.asc

description: resistance surface used to calculate Euclidean distances
DOI: 10.13130/rd_unimi/ifcpax/xsmasy
title: null_ascii.asc

description: resistance surface used to represent the null hypothesis
DOI: 10.13130/rd_unimi/ifcpax/4ivo1q
title: plink.mdist_south.tab

description: matrix of individual genetic distances (southern sub-area)
DOI: 10.13130/rd_unimi/ifcpax/yunxww
title: isolation_spinoletta_ascii.asc

description: 1/landscape connectivity resistance surface
DOI: 10.13130/rd_unimi/ifcpax/6spxco
title: plink.mdist.tab

description: matrix of individual genetic distances (all individuals)
DOI: 10.13130/rd_unimi/ifcpax/zegnos
title: plink.mdist_north.tab

description: matrix of individual genetic distances (northern sub-area)
DOI: 10.5525/gla.researchdata.1985
title: Governance Under Pressure: Corporate Decision-Making and the Creative Process in the Cyberpunk 2077 Release

description: Historical stock price data and consumer reviews
DOI: 10.15468/q7jsdi
title: Données bibliographiques et opportunistes Odonates (GON) - Données bibliographiques et opportunistes Odonates issues du SIRF

description: Les données sont issues des contributions au Système d'Information Régional sur la Faune (SIRF) rattachées au groupe "Odonates" sans restriction hormis les données déclarées confidentielles par les contributeurs
DOI: 10.15468/dl.ktnf57
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microthia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041869-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/tt1nfr
title: Données du Parc national des Pyrénées - Données 'Flore remarquable' du Parc national des Pyrénées

description: Localisation des stations de flore remarquable (flore protégée, flore emblématique, invasives). Données issues des prospections réalisées entre 1999 et 2012. Ce jeu comprend la saisie de quelques stations historiques à partir de 1972.
DOI: 10.6084/m9.figshare.27037561
title: Variables used in the validation section

description: The variable data used in the validation section.
DOI: 10.6084/m9.figshare.27037561.v2
title: Variables used in the validation section

description: The variable data used in the validation section.
DOI: 10.6084/m9.figshare.27037561.v1
title: Variables used in the validation section

description: The variable data used in the validation section mainly contains CBGI, Environmental penalties, Carbon Emissions, Green Innovation, Quartile Position_Environmental penalties, Quartile Position_Carbon Emissions, Quartile Position_Green Innovation and control variables.<br>
DOI: 10.24435/materialscloud:3c-2f
title: Adaptive pruning for increased robustness and reduced computational overhead in Gaussian process accelerated saddle point searches

description: Gaussian process (GP) regression provides a strategy for accelerating saddle point searches on high-dimensional energy surfaces by reducing the number of times the energy and its derivatives with respect to atomic coordinates need to be evaluated. The computational overhead in the hyperparameter optimization can, however, be large and make the approach inefficient. Failures can also occur if the search ventures too far into regions that are not represented well enough by the GP model. Here, these challenges are resolved by using geometry-aware optimal transport measures and an active pruning strategy using a summation over Wasserstein-1 distances for each atom-type in farthest-point sampling, selecting a fixed-size subset of geometrically diverse configurations to avoid rapidly increasing cost of GP updates as more observations are made. Stability is enhanced by permutation-invariant metric that provides a reliable trust radius for early-stopping and a logarithmic barrier penalty for the growth of the signal variance. These physically motivated algorithmic changes prove their efficacy by reducing to less than a half the mean computational time on a set of 238 challenging configurations from a previously published data set of chemical reactions. With these improvements, the GP approach is established as a robust and scalable algorithm for accelerating saddle point searches when the evaluation of the energy and atomic forces requires significant computational effort.

 

This record contains the complete traces of dimer saddle search runs with the OT-GP (optimal transport GP) framework. This includes STDOUT and HDF5 trajectories. The record is a companion to the code in the associated GitHub repository and can be used to regenerate the figures and validate the analysis in the accompanying manuscript.
DOI: 10.24435/materialscloud:7t-f1
title: Adaptive pruning for increased robustness and reduced computational overhead in Gaussian process accelerated saddle point searches

description: Gaussian process (GP) regression provides a strategy for accelerating saddle point searches on high-dimensional energy surfaces by reducing the number of times the energy and its derivatives with respect to atomic coordinates need to be evaluated. The computational overhead in the hyperparameter optimization can, however, be large and make the approach inefficient. Failures can also occur if the search ventures too far into regions that are not represented well enough by the GP model. Here, these challenges are resolved by using geometry-aware optimal transport measures and an active pruning strategy using a summation over Wasserstein-1 distances for each atom-type in farthest-point sampling, selecting a fixed-size subset of geometrically diverse configurations to avoid rapidly increasing cost of GP updates as more observations are made. Stability is enhanced by permutation-invariant metric that provides a reliable trust radius for early-stopping and a logarithmic barrier penalty for the growth of the signal variance. These physically motivated algorithmic changes prove their efficacy by reducing to less than a half the mean computational time on a set of 238 challenging configurations from a previously published data set of chemical reactions. With these improvements, the GP approach is established as a robust and scalable algorithm for accelerating saddle point searches when the evaluation of the energy and atomic forces requires significant computational effort.

 

This record contains the complete traces of dimer saddle search runs with the OT-GP (optimal transport GP) framework. This includes STDOUT and HDF5 trajectories. The record is a companion to the code in the associated GitHub repository and can be used to regenerate the figures and validate the analysis in the accompanying manuscript.
DOI: 10.15468/dl.wxvxkf
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "RecordedBy is Arve Elvebakk, Jarle Werner Bjerke"
 ]
}

 The dataset includes 55 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041871-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/5b374b
title: Suivi des oiseaux de passage : programme ACT - Programme ACT : Répartition Alouette lulu 2007 - 2011 Coordonnées GPS Lambert 93

description: Aire de reproduction de l'espèce Alouette lulu fondée sur la présence de mâles chanteurs au printemps (avril – juin), à partir de points d’écoutes répartis le long d’itinéraires échantillons. Environ 5 000 points ont été visités chaque année entre 2007 et 2011
DOI: 10.13130/rd_unimi/mfqaya
title: Replication data for "Mecp2 knock-out astrocytes affect synaptogenesis by Interleukin 6 dependent mechanisms"

description: Tables S1-S5 report data from RNA-Seq analyses
Table S6-S7 report sequenced of primers
DOI: 10.13130/rd_unimi/tfqf8t
title: Raw Data for Lost in HELLS: Disentangling the mystery of SALNR existence in senescence cellular models

description: This dataset include the raw supporting data for the article titled "Lost in HELLS: disentangling the mystery of SALNR existence in senescence cellular models ".
DOI: 10.13130/rd_unimi/tfqf8t/3oewg6
title: Readme.file.supplementary data.pdf

description: Readme file for “SALNR/HELLS paper, Consiglio et al, 2023” supplementary data
DOI: 10.13130/rd_unimi/tfqf8t/inxdyc
title: HELLS_XR_007061960_3’_amplicon_HSMC_REV.ab1
DOI: 10.13130/rd_unimi/tfqf8t/9ltgm8
title: HELLS_XR_007061960_3’_amplicon_SH_REV.ab1
DOI: 10.13130/rd_unimi/tfqf8t/wxu6jh
title: HELLS_XR_007061960_3’_amplicon_SH_REV.fasta
DOI: 10.15468/dl.pbmkaz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.9688 22.79913, -107.8188 22.79913, -107.8188 22.94913, -107.9688 22.94913, -107.9688 22.79913))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041872-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/tfqf8t/evb3yt
title: HELLS_XR_007061960_3’_amplicon_HSMC_FW.fasta
DOI: 10.13130/rd_unimi/tfqf8t/baljbl
title: HELLS_XR_007061960_3’_amplicon_SH_FW.fasta
DOI: 10.13130/rd_unimi/tfqf8t/amb92i
title: HELLS_XR_007061960_3’_amplicon_HSMC_REV.fasta
DOI: 10.13130/rd_unimi/tfqf8t/nzz1jy
title: HELLS_XR_007061960_3’_amplicon_SH_FW.ab1
DOI: 10.13130/rd_unimi/tfqf8t/g0twxv
title: HELLS_XR_007061960_3’_amplicon_HSMC_FW.ab1
DOI: 10.13130/rd_unimi/me0qqk
title: Replication Data for: COVID-19 counterfactual evidence. Estimating the effects of school closures

description: Scholars have started to estimate the effects of non-pharmaceutical interventions to reduce the health impact of COVID-19. However, the empirical evidence is highly contested, and since it is not known exactly what would have happened without those measures, political élites are left free to give credit to the voices that they prefer the most. We argue that any sensible assessment of the effectiveness of anti-COVID policies requires methodological reflection on what is actually comparable, and how to approximate the ideal “method of difference” theorized by John Stuart Mill. By evaluating the effectiveness of school closures as an anti-COVID policy, we provide two examples in which appropriate counterfactuals are inductively discovered rather than selected a priori. In the first one, we use Coarsened Exact Matching (CEM) in a cross-country setting, while in the second one, we implement the Synthetic Control Method in a within-country analysis. The article highlights the methodological advantages of including these techniques in the toolbox of policy scholars, while both examples confirm the effectiveness of school closures.
DOI: 10.13130/rd_unimi/vikmvv
title: Tables and figures for Lost in HELLS: Disentangling the mystery of SALNR existence in senescence cellular models

description: This dataset collect all the graphical elements of the article titled "Lost in HELLS: disentangling the mystery of SALNR existence in senescence cellular models" by Consiglio et al. 2023
DOI: 10.13130/rd_unimi/vikmvv/akuncb
title: Paper.Fig_2.HELLS_long-reads_alignments.png

description: Alignment of long–reads RNA-seq data on HELLS genomic location
DOI: 10.13130/rd_unimi/dgpoeu
title: Replication Data for: What if? Using counterfactuals to evaluate the effects of structural labour market reforms: evidence from the Italian Jobs Act

description: The Dataset and code replicates the evaluation of the Jobs Act using the synthetic research method cointained in the article.

The article assesses the impact of the Jobs Act, the structural labour market reform passed in Italy under Matteo Renzi’s cabinet in 2014-2015. After the downturns of the Great Recession, the major goal of this flagship initiative was to boost overall employment performance while reducing labour market segmentation and enhancing more stable job opportunities for labour market outsiders, especially among younger cohorts and women. Our empirical investigation relies on an innovative approach, namely, the synthetic control method, which allows us to estimate what would have happened if the Jobs Act had not been introduced. Comparing real-world observations for a number of key employment indicators with their estimated synthetic counterfactuals, we find that the Jobs Act did not fulfil its expectations; over the past five years, no significant effects were driven by the reform, which may even have led to an increase in labour market segmentation.
DOI: 10.13130/rd_unimi/4wbros
title: Replication Data for: Voting between two global crises. A NUTS3-level analysis of retrospective voting in four South-European countries

description: Greece, Italy, Portugal and Spain went several times to the polls during the 2010-2019 decade. It was a period characterised by the strenuous effort to recover the economic situation before the onset of the Great Recession; an effort, however, often constrained by externally imposed austerity policies, and by a refugee crisis that contributed to the growing salience of the immigration issue. The article adopts an original sub-national approach to examine if and how the economic situation and the incidence of immigration affected the electoral outcomes in the four South-European countries. Adopting a theory of retrospective behaviour, the research reported in the article confirms the association between employment and immigration levels, on the one hand, and punishment of the incumbent government on the other. However, the electoral effects of immigration are conditioned by the partisan composition of the government and, under centre-right cabinets, are aggravated by a negative economic conjuncture.
DOI: 10.15468/dl.dm5e5v
title: Occurrence Download

description: A dataset containing 7685 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heterotheca villosa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7685 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041873-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/h9xrqc
title: Replication Data for: Looking retrospectively at the 2018 Italian general election: the state of the economy and the presence of foreigners

description: Municipal and provincial Italian electoral data 2018, together with economic and immigration data at the same level. Shapefiles dataset for maps and spatial regression models.

Scholars agree that two major issues oriented voting behaviours during the Italian general election of 2018. The first was the state of the economy, which had not yet recovered from the lowest points reached during the Great Recession, but had nevertheless exhibited some marginal improvement. The second issue originated from another crisis, the refugee and asylum emergency, which contributed to increasing the presence of foreigners in Italy and the salience of the migration issue. The article investigates the impact of these two types of problem on the 2018 election results by using aggregated objective data at the municipal level. It finds confirmation
of the two issues’ impact on retrospective punishment of the incumbent Democratic Party also when using spatial regression models distinguishing the direct influence and the spill-over effects of the poor state of the economy and an increase in the size of the foreign population.