cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18751313
title: End-to-end event reconstruction for precision physics at future colliders dataset

description:  



This dataset contains the raw version of the training and evaluation data used for the paper "End-to-end event reconstruction for precision physics at future colliders". Every file contains 100 events and includes generator particles, reconstructed tracks and calorimeter hits and their respective links in the EDM4HEP format. Evaluation files also contain  reconstructed Pandora PF particles and their links. The dataset was generated using Key4HEP (2026-01-14) and version CLD_o2_v05 of the CLD detector concept for FCC-ee. For all datasets the detector simulation was done with Geant4 and the CLDConfig repository was used which has an implementation of PandoraPFA (our baseline).The included datasets are:



cld_edm_Z_uds_root: pythia Zqq q=(uds) at 91 GeV sample used for training the clustering network (1M total)

cld_edm_gun_root: particle gun with balanced PID classes used for training the particle properties networks (200k total)


 

 

Contents

This record includes the following files:



cld_edm_Z_uds_root_part_*.tgz (1000 files included)~ 10k events 

cld_edm_gun_root: (1000 files included)~ 10k events 

cld_edm_Z_uds_eval_root: (1000 files included)~ 10k events 

dataset_full.txt: the full list of files, hosted on the EOS storage system at CERN

HitPF_datageneration-main.zip: the code with the files for data generation which includes event generation (gun/pythia), ddsim for detector simulation, CLD reconstruction following CLDConfig repository and the ML dataset creation in parquet files.


 

Dataset semantics

Each file consists of 100 events. Each event contains structured branches including collections in the edm4hep format. The branches relevant to hit-based particle flow reconstruction include:



MCParticles: the ground truth generator particles

ECALBarrel, ECALEndcap, ECALOther, HCALBarrel, HCALEndcap, HCALOther, MUON: reconstructed hits in the various calorimeter subsystems

SiTracks_Refitted: the reconstructed tracks

PandoraClusters: the calorimeter hits, clustered by Pandora to calorimeter clusters

CalohitMCTruthLink: the links between MC particles and reconstructed calorimeter hits

SiTracksMCTruthLink: the links between MC particles and reconstructed tracks
DOI: 10.5281/zenodo.18751314
title: End-to-end event reconstruction for precision physics at future colliders dataset

description:  



This dataset contains the raw version of the training and evaluation data used for the paper "End-to-end event reconstruction for precision physics at future colliders". Every file contains 100 events and includes generator particles, reconstructed tracks and calorimeter hits and their respective links in the EDM4HEP format. Evaluation files also contain  reconstructed Pandora PF particles and their links. The dataset was generated using Key4HEP (2026-01-14) and version CLD_o2_v05 of the CLD detector concept for FCC-ee. For all datasets the detector simulation was done with Geant4 and the CLDConfig repository was used which has an implementation of PandoraPFA (our baseline).The included datasets are:



cld_edm_Z_uds_root: pythia Zqq q=(uds) at 91 GeV sample used for training the clustering network (1M total)

cld_edm_gun_root: particle gun with balanced PID classes used for training the particle properties networks (200k total)


 

 

Contents

This record includes the following files:



cld_edm_Z_uds_root_part_*.tgz (1000 files included)~ 10k events 

cld_edm_gun_root: (1000 files included)~ 10k events 

cld_edm_Z_uds_eval_root: (1000 files included)~ 10k events 

dataset_full.txt: the full list of files, hosted on the EOS storage system at CERN

HitPF_datageneration-main.zip: the code with the files for data generation which includes event generation (gun/pythia), ddsim for detector simulation, CLD reconstruction following CLDConfig repository and the ML dataset creation in parquet files.


 

Dataset semantics

Each file consists of 100 events. Each event contains structured branches including collections in the edm4hep format. The branches relevant to hit-based particle flow reconstruction include:



MCParticles: the ground truth generator particles

ECALBarrel, ECALEndcap, ECALOther, HCALBarrel, HCALEndcap, HCALOther, MUON: reconstructed hits in the various calorimeter subsystems

SiTracks_Refitted: the reconstructed tracks

PandoraClusters: the calorimeter hits, clustered by Pandora to calorimeter clusters

CalohitMCTruthLink: the links between MC particles and reconstructed calorimeter hits

SiTracksMCTruthLink: the links between MC particles and reconstructed tracks
DOI: 10.15468/dl.gd3bep
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stegonotus lividus"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005245-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7f9xk
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stegonotus florensis"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005246-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6gzvpn
title: Occurrence Download

description: A dataset containing 9836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chordaria",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9836 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005247-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18751785
title: Mapping the Genetic Landscape of Autism Spectrum Disorder: A Bibliometric Co-occurrence Network Analysis - Supplementary Materials

description:  







This repository serves as a supplementary companion to the original published paper, providing the full analytic materials underlying the bibliometric co-occurrence network of autism spectrum disorder risk genes. It includes the complete PubMed search strategy and results, term harmonization files, thresholded VOSviewer network outputs, gene descriptions and interpretive notes, and supporting linkage and justification spreadsheets used to construct and validate the reported five-module architecture.
DOI: 10.5281/zenodo.18751786
title: Mapping the Genetic Landscape of Autism Spectrum Disorder: A Bibliometric Co-occurrence Network Analysis - Supplementary Materials

description:  







This repository serves as a supplementary companion to the original published paper, providing the full analytic materials underlying the bibliometric co-occurrence network of autism spectrum disorder risk genes. It includes the complete PubMed search strategy and results, term harmonization files, thresholded VOSviewer network outputs, gene descriptions and interpretive notes, and supporting linkage and justification spreadsheets used to construct and validate the reported five-module architecture.
DOI: 10.15468/dl.7t6vda
title: Occurrence Download

description: A dataset containing 23809 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agapanthia villosoviridescens",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23809 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005248-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29rmp8
title: Occurrence Download

description: A dataset containing 975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Asclepias syriaca",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 975 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005250-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7u6x9n
title: Occurrence Download

description: A dataset containing 12507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eudocimus albus",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12507 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005252-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/sxv-sen-74z
title: Melilotus altissimus Thuill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x34-ake-yh4
title: Atractylis carduus (Forssk.) C. Chr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1sj-lja-er3
title: Seddera glomerata (Balf. fil.) O. Schwartz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/69a-tjl-dhx
title: Androsace maxima L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1e9-va2-4qd
title: Phalaris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nrn-z2h-rcs
title: Glechoma hirsuta Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kgv-j6m-4ww
title: Ephedra fragilis Desf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xk5-rcj-2c3
title: Cyperus fuscus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3pe-qc4-vzv
title: Ornithopus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qw6-wyb-mxj
title: Lantana viburnoides Blanco

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rvq-k89-6k5
title: Pistacia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/734-jp0-0fm
title: Habenaria linearifolia Maxim.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.22008/fk2/iw73uu/bbbamu
title: QAS_L_day.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/hci2vm
title: SCO_U_day.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/4ynbk5
title: ZAC_L_hour.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/apb52d
title: HUM_month.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/if0yms
title: TAS_L_hour.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/tjgtgx
title: KAN_T_month.nc

description: :unav
DOI: 10.34740/kaggle/dsv/14871444
title: Market Prices of Commodities in South Tangerang
DOI: 10.22008/fk2/iw73uu/9x5svb
title: THU_L2_hour.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/q39ocm
title: THU_L_month.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/nxb0rx
title: DY2_hour.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/wwmffy
title: HUM_day.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/yu3sxh
title: WEG_B_day.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/nuldbc
title: TAS_L_month.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/zihajy
title: ZAC_L_day.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/wpxixm
title: SDM_month.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/igl2cv
title: CEN_day.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/lzfzoy
title: TUN_month.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/ugrl0i
title: UPE_U_day.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/whadx7
title: THU_U_day.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/kbnve1
title: KAN_L_hour.nc

description: :unav
DOI: 10.5066/p943jurd
title: Altitude of the top of the upper Fort Union aquifer in the Powder River structural basin

description: These data were released prior to the October 1, 2016 effective date for the USGS&rsquo;s policy dictating the review, approval, and release of scientific data as referenced in USGS Survey Manual Chapter 502.8 Fundamental Science Practices: Review and Approval of Scientific Data for Release.  These data represent the altitude, in feet above North American Vertical Datum of 1988 (NAVD88), of the upper Fort Union aquifer in the Powder River basin. The data are presented as ASCII text files that can be converted to continuous raster format.
DOI: 10.22008/fk2/iw73uu/qsa9yb
title: KAN_U_month.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/wa6s58
title: MIT_month.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/fu2m0g
title: UPE_U_hour.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/tbu5rz
title: NUK_B_month.nc

description: :unav
DOI: 10.22008/fk2/iw73uu/wgajnc
title: DY2_month.nc

description: :unav
DOI: 10.5517/ccs47lq
title: CCDC 719063: Experimental Crystal Structure Determination

description: Related Article: A.Ballabh, D.R.Trivedi, P.Dastidar|2005|Cryst.Growth Des.|5|1545|doi:10.1021/cg050020i
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/ccs47mr
title: CCDC 719064: Experimental Crystal Structure Determination

description: Related Article: A.Ballabh, D.R.Trivedi, P.Dastidar|2005|Cryst.Growth Des.|5|1545|doi:10.1021/cg050020i
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/ccs47ns
title: CCDC 719065: Experimental Crystal Structure Determination

description: Related Article: A.Ballabh, D.R.Trivedi, P.Dastidar|2005|Cryst.Growth Des.|5|1545|doi:10.1021/cg050020i
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/cc7x9w9
title: CCDC 235751: Experimental Crystal Structure Determination

description: Related Article: Y.Matsunaga, K.Fujisawa, N.Amir, Y.Miyahita, K.Okamoto|2005|Appl.Organomet.Chem.|19|778|doi:10.1002/aoc.892
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/ccs47pt
title: CCDC 719066: Experimental Crystal Structure Determination

description: Related Article: A.Ballabh, D.R.Trivedi, P.Dastidar|2005|Cryst.Growth Des.|5|1545|doi:10.1021/cg050020i
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/cc7x9xb
title: CCDC 235752: Experimental Crystal Structure Determination

description: Related Article: Y.Matsunaga, K.Fujisawa, N.Amir, Y.Miyahita, K.Okamoto|2005|Appl.Organomet.Chem.|19|778|doi:10.1002/aoc.892
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: 10.15468/dl.6pzjyd
title: Occurrence Download

description: A dataset containing 6116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Papilionidae)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "CoordinateUncertaintyInMeters is less than or equal to 10000",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)"
 ]
}

 The dataset includes 6116 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024491-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc7x9yc
title: CCDC 235753: Experimental Crystal Structure Determination

description: Related Article: Y.Matsunaga, K.Fujisawa, N.Amir, Y.Miyahita, K.Okamoto|2005|Appl.Organomet.Chem.|19|778|doi:10.1002/aoc.892
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/cc7x9zd
title: CCDC 235754: Experimental Crystal Structure Determination

description: Related Article: Y.Matsunaga, K.Fujisawa, N.Amir, Y.Miyahita, K.Okamoto|2005|Appl.Organomet.Chem.|19|778|doi:10.1002/aoc.892
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/cc7xb0g
title: CCDC 235755: Experimental Crystal Structure Determination

description: Related Article: Y.Matsunaga, K.Fujisawa, N.Amir, Y.Miyahita, K.Okamoto|2005|Appl.Organomet.Chem.|19|778|doi:10.1002/aoc.892
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/cc7xb1h
title: CCDC 235756: Experimental Crystal Structure Determination

description: Related Article: Y.Matsunaga, K.Fujisawa, N.Amir, Y.Miyahita, K.Okamoto|2005|Appl.Organomet.Chem.|19|778|doi:10.1002/aoc.892
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/cc7xb2j
title: CCDC 235757: Experimental Crystal Structure Determination

description: Related Article: Y.Matsunaga, K.Fujisawa, N.Amir, Y.Miyahita, K.Okamoto|2005|Appl.Organomet.Chem.|19|778|doi:10.1002/aoc.892
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/cc7xb3k
title: CCDC 235758: Experimental Crystal Structure Determination

description: Related Article: Y.Matsunaga, K.Fujisawa, N.Amir, Y.Miyahita, K.Okamoto|2005|Appl.Organomet.Chem.|19|778|doi:10.1002/aoc.892
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/cc7xb4l
title: CCDC 235759: Experimental Crystal Structure Determination

description: Related Article: Y.Matsunaga, K.Fujisawa, N.Amir, Y.Miyahita, K.Okamoto|2005|Appl.Organomet.Chem.|19|778|doi:10.1002/aoc.892
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/cc9qq90
title: CCDC 289952: Experimental Crystal Structure Determination

description: Related Article: K.Takahashi, H.Cui, H.Kobayashi, Y.Einaga, O.Sato|2005|Chem.Lett.|34|1240|doi:10.1246/cl.2005.1240
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/cc9qqb1
title: CCDC 289953: Experimental Crystal Structure Determination

description: Related Article: Hoseop Yun, Junghwan Do|2005|Bull.Korean Chem.Soc.|26|146|doi:10.5012/bkcs.2005.26.1.146
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/cc8w79n
title: CCDC 264501: Experimental Crystal Structure Determination

description: Related Article: J.Gun, I.Ekeltchik, O.Lev, R.Shelkov, A.Melman|2005|Chem.Commun.||5319|doi:10.1039/b508138f
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.