cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2mjb4n
title: CCDC 2428761: Experimental Crystal Structure Determination

description: Related Article: Rizhao Zhang, Yaqing Fan, Jin-peng Xue, Yuqiao Chai, Bao Li, Jia Li|2025|Inorg.Chem.Front.|12|5830|doi:10.1039/D5QI00788G
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.cc2mjpd8
title: CCDC 2429110: Experimental Crystal Structure Determination

description: Related Article: Mikhail M. Doronin, Alexander S. Klikushin, Olga M. Mulina, Michael G. Medvedev, Vera A. Vil’, Liang-Nian He, Alexander O. Terent'ev|2025|Org.Chem.Front.|12|5271|doi:10.1039/D5QO00508F
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.cc2my41s
title: CCDC 2441065: Experimental Crystal Structure Determination

description: Related Article: Radosław Suchanek, Michał Błauciak, Anna Spyszkiewicz, Błażej Dziuk, Przemysław J. Boratyński, Rafał Szabla, Rafał Kowalczyk|2025|Org.Chem.Front.|12|5124|doi:10.1039/D5QO01014D
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.cc2dyvjr
title: CCDC 2233225: Experimental Crystal Structure Determination

description: Related Article: Muqing Chen, Wenhao Xiang, Xinde Li, Jinpeng Xin, Peng Jin, Yongfu Qiu, Zhiyu Cheng, Shangfeng Yang|2025|Inorg.Chem.Front.|12|5748|doi:10.1039/D5QI00649J
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.cc2my42t
title: CCDC 2441066: Experimental Crystal Structure Determination

description: Related Article: Radosław Suchanek, Michał Błauciak, Anna Spyszkiewicz, Błażej Dziuk, Przemysław J. Boratyński, Rafał Szabla, Rafał Kowalczyk|2025|Org.Chem.Front.|12|5124|doi:10.1039/D5QO01014D
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.j46kzq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus graecizans",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009500-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17157880
title: SEASON 2 — Paper Artifacts and Reproducible Outputs (TVL1 vs ORTHO, MP/NMP Gating)

description: This record contains the complete Season-2 dataset and minimal code to reproduce all paper figures and tables for the comparative study of non-orthogonal TV+L1 and orthogonal decomposition models under identical scoring. Amplitude |H| is preserved; the phase is decomposed into minimum-phase (MP) and all-pass residual to quantify Field-2 (NMP). A one-click Colab/Linux pipeline rebuilds all artifacts in minutes—no heavy simulations required.

What’s inside





Inputs: inputs/FRF.csv, optional inputs/windows/state_windows{1..5}.csv




Paper assets: outputs/paper/*.png, outputs/paper/*.pdf, source CSVs, and outputs/paper/paper_summary.json




Validation & summaries: outputs/reports/summary_VALIDATION.json (final pass/metrics)




Provenance: outputs/MANIFEST.sha256 (SHA-256 checksums), outputs/ENV.json (runtime)





Note: Intermediate directories previously used in early iterations are not required for this release.


Reproducibility (3 steps)





Run the one-click pipeline (scripts 0..9) on Colab/Linux to regenerate the paper outputs.




Validate that outputs/reports/summary_VALIDATION.json shows "pass": true (KK/sMAPE/coverage/Q/−3 dB).




Verify outputs/MANIFEST.sha256 and the presence of all figures/CSVs under outputs/paper/.



Runner (single cell)







 



import os, runpy
os.chdir("/content")
for s in [
    "0.LAUNCH_UNZIP.py",   # unpacks code/inputs/state_sep_onestop_v3_fix.zip into /content/inputs
    "1.PREP_Unzip.py",
    "2.Win5_mix_Ref.py",
    "3.TVL1.py",
    "4.ORTHO.py",
    "5.FINAL STACK .py",   # keep exact filename or rename + update
    "6.PAPER OUTPUTS.py",
    "7.WINNER.py",
    "8.PASS CONSISTENCY.py",
    "9.PAPER_ARTIFACTS.py",
]:
    runpy.run_path(s)
print("All scripts executed.")





Note: Before running, place utils_outputs.py in the same directory as the scripts (e.g., /content). It can be invoked in parallel to write ENV.json and build MANIFEST.sha256.


Optional (parallel utilities)







 



python -c "from utils_outputs import write_env, build_manifest; write_env('outputs/ENV.json'); build_manifest('outputs','outputs/MANIFEST.sha256')" &



Winner rule (brief)

The winner is decided by MP/NMP phase gating (KK/NMP thresholds) and sMAPE; ties break by lower sMAPE. All-pass phase residuals quantify Field-2 (NMP).
DOI: 10.5281/zenodo.17170691
title: SEASON 2 — Paper Artifacts and Reproducible Outputs (TVL1 vs ORTHO, MP/NMP Gating)

description: This record contains the complete Season-2 dataset and minimal code to reproduce all paper figures and tables for the comparative study of non-orthogonal TV+L1 and orthogonal decomposition models under identical scoring. Amplitude |H| is preserved; the phase is decomposed into minimum-phase (MP) and all-pass residual to quantify Field-2 (NMP). A one-click Colab/Linux pipeline rebuilds all artifacts in minutes—no heavy simulations required.

What’s inside





Inputs: inputs/FRF.csv, optional inputs/windows/state_windows{1..5}.csv




Paper assets: outputs/paper/*.png, outputs/paper/*.pdf, source CSVs, and outputs/paper/paper_summary.json




Validation & summaries: outputs/reports/summary_VALIDATION.json (final pass/metrics)




Provenance: outputs/MANIFEST.sha256 (SHA-256 checksums), outputs/ENV.json (runtime)





Note: Intermediate directories previously used in early iterations are not required for this release.


Reproducibility (3 steps)





Run the one-click pipeline (scripts 0..9) on Colab/Linux to regenerate the paper outputs.




Validate that outputs/reports/summary_VALIDATION.json shows "pass": true (KK/sMAPE/coverage/Q/−3 dB).




Verify outputs/MANIFEST.sha256 and the presence of all figures/CSVs under outputs/paper/.



Runner (single cell)







 



import os, runpy
os.chdir("/content")
for s in [
    "0.LAUNCH_UNZIP.py",   # unpacks code/inputs/state_sep_onestop_v3_fix.zip into /content/inputs
    "1.PREP_Unzip.py",
    "2.Win5_mix_Ref.py",
    "3.TVL1.py",
    "4.ORTHO.py",
    "5.FINAL STACK .py",   # keep exact filename or rename + update
    "6.PAPER OUTPUTS.py",
    "7.WINNER.py",
    "8.PASS CONSISTENCY.py",
    "9.PAPER_ARTIFACTS.py",
]:
    runpy.run_path(s)
print("All scripts executed.")





Note: Before running, place utils_outputs.py in the same directory as the scripts (e.g., /content). It can be invoked in parallel to write ENV.json and build MANIFEST.sha256.


Optional (parallel utilities)







 



python -c "from utils_outputs import write_env, build_manifest; write_env('outputs/ENV.json'); build_manifest('outputs','outputs/MANIFEST.sha256')" &



Winner rule (brief)

The winner is decided by MP/NMP phase gating (KK/NMP thresholds) and sMAPE; ties break by lower sMAPE. All-pass phase residuals quantify Field-2 (NMP).
DOI: 10.15468/dl.st9kam
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus graecizans",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009501-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5yda8
title: Occurrence Download

description: A dataset containing 11153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Martes martes",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Material sample)"
 ]
 }
 },
 "Country is United Kingdom of Great Britain and Northern Ireland",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than or equal to 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 11153 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009502-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gftuay
title: Occurrence Download

description: A dataset containing 3407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bruguiera gymnorhiza",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 3407 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009503-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9gw4q
title: Occurrence Download

description: A dataset containing 74473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "Geometry POLYGON((-6.8034 36.80676,-6.49365 36.01906,-4.78382 35.82843,-4.28822 36.32911,-5.06879 37.79233,-6.8034 36.80676))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 74473 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009464-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7y8q2e
title: Occurrence Download

description: A dataset containing 351 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microlophus atacamensis"
 ]
}

 The dataset includes 351 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009504-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnatjh
title: Occurrence Download

description: A dataset containing 74636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "Geometry POLYGON((-6.70487 35.88342,-4.54063 35.93996,-4.68026 37.59893,-7.00739 37.01588,-6.70487 35.88342))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 74636 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009466-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7v28yw
title: Occurrence Download

description: A dataset containing 57392 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "Geometry POLYGON((-6.72171 36.38123,-5.57979 35.91331,-4.58275 36.57994,-6.05701 37.35611,-6.72171 36.38123))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 57392 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009468-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30190327
title: Association between Periodontal diseases and Cardiovascular diseases

description: For the past two decades, the attention has shifted to treat the mouth as an organ dependent on and causation of many metabolic rhythms in the human body rather than just an isolated part of the body. The mouth on its own is a complex cavity containing up to 5-100 billion microbes and oral microbiome, oral microbiota or oral microflora refers to the microorganisms found in the human oral cavity. This review intends to explore the impact of microbes and oral health on Cardiovascular diseases (CVD).
DOI: 10.6084/m9.figshare.30190327.v1
title: Association between Periodontal diseases and Cardiovascular diseases

description: For the past two decades, the attention has shifted to treat the mouth as an organ dependent on and causation of many metabolic rhythms in the human body rather than just an isolated part of the body. The mouth on its own is a complex cavity containing up to 5-100 billion microbes and oral microbiome, oral microbiota or oral microflora refers to the microorganisms found in the human oral cavity. This review intends to explore the impact of microbes and oral health on Cardiovascular diseases (CVD).
DOI: 10.15468/dl.4z7key
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.09815 52.34919,13.88248 52.34919,13.88248 52.69008,13.09815 52.69008,13.09815 52.34919))",
 "HasGeospatialIssue is false",
 "TaxonKey is Reynoutria bohemica"
 ]
}

 The dataset includes 67 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009505-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b28tuh
title: Occurrence Download

description: A dataset containing 3218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Swedish National Forest Inventory: Presence-absence vegetation data (1995-current)",
 "Geometry POLYGON((13.75347 57.07043,14.24304 56.96984,14.42008 57.43669,14.02996 57.52984,13.56332 57.63187,13.36673 57.15091,13.75347 57.07043))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2003-2023"
 ]
}

 The dataset includes 3218 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009506-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25qd8w
title: Occurrence Download

description: A dataset containing 96577 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "Geometry POLYGON((-6.91043 36.89027,-7.0562 35.67113,-4.50518 36.06981,-4.01319 36.94854,-5.30693 37.68759,-6.91043 36.89027))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 96577 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009465-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g87mpn
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus graecizans",
 "Country is Burundi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009507-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57e38q
title: Occurrence Download

description: A dataset containing 1202589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Asia, Europe)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lanius collurio",
 "Year 1000-2025"
 ]
}

 The dataset includes 1202589 records from 2378 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009404-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdwaez
title: Occurrence Download

description: A dataset containing 451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is Taxon occurrence data for the FungalRoot database",
 "GadmGid is CHN.30_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 1980-2021"
 ]
}

 The dataset includes 451 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260034-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zru7og
title: Occurrence Download

description: A dataset containing 118956774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180 -90,180 -90,180 66.57,-180 66.57,-180 -90))",
 "Year 1960-1990"
 ]
}

 The dataset includes 118956774 records from 7129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012335-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4hk3vcgygw
title: LINF_040013000

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/8chdwx9ykb
title: Convergence in SACU countries_Dataset

description: The main research hypothesis is that there is income convergence in economically integrated countries such as those of the Southern African Customs Union (SACU). This dataset can be used to test for both unconditional and conditional beta convergence. The data shows that there is no unconditional convergence in SACU countries during the period 2002-2018 since the coefficient of the initial income was found to be insignificant. However, when additional variables including the inflation rate, trade openness, investment, and government expenditure are taken into account, then there is evidence of conditional convergence in SACU countries. Unless otherwise specified, all data was obtained from the World Bank - World Development Indicators (2019) and (2015) in some cases.
DOI: 10.25574/29687
title: Chandra X-ray Observatory ObsId 29687

description: Time-resolved protoplanetary disk physics in DQ Tau
DOI: 10.17632/fv3t82tgyf
title: Media narratives and the social perception of violence: a computational approach to trauma dynamics.

description: The model proposed in this article faces the necessity to define a computational framework de-signed to analyze how media narratives shape the perception and experience of violence. The starting point of the analysis is a corpus derived from The Guardian, which serves as a founda-tion for broader extensions to include more diverse media sources. The aim is to investigate how perpetrators of violence may feel emboldened by societal indifference or institutional inertia, while victims may experience a deepening sense of isolation and social alienation. The process begins with the preprocessing of textual data to construct a clean and structured corpus, enabling the application of advanced computational methods. Through document embedding and dimen-sionality reduction techniques such as t-SNE, the model identifies latent patterns and relation-ships within the data, making them visually accessible. This is complemented by keyword ex-traction and ontology mapping, which work together to highlight critical terms and organize them into conceptual frameworks. These steps allow for a deeper understanding of how narra-tives around violence are constructed and disseminated. The integration of topic modeling and sentiment analysis further enriches this understanding by uncovering dominant themes and emo-tional undertones, shedding light on how violence is framed in public discourse. These insights are translated into network representations, revealing the intricate interconnections between enti-ties, events, and sentiments. The resulting visualizations and statistical outputs provide an inter-active lens through which researchers can explore the dynamics of media reception and its psy-chological and social consequences. By linking computational insights to the human experience of trauma, this model facilitates the identification of patterns that illuminate the ways in which media narratives influence both individual and collective responses to violence. The iterative refinement of this methodology seeks to bridge computational analysis with the socio-emotional dimensions of trauma, ultimately offering a powerful tool to interrogate the societal structures that perpetuate harm or, conversely, foster healing and resilience.
DOI: 10.17632/csg2vrpkvb
title: DATA ON MONETARY POLICY SHOCKS AND CURRENT ACCOUNT BALANCE IN NIGERIA

description: The data set is a time series covering the periods from 1970 to 2018 utilized for evaluation of monetary policy shocks and current account balance in Nigeria. The methods of evaluation include a VECTOR ERROR CORRECTION MODEL APPROACH
DOI: 10.17632/xjhxvmmng9
title: Mechanisms of dual modulatory effects of spermine on the mitochondrial calcium uniporter complex

description: Numerical data for all figures.
DOI: 10.25574/30485
title: Chandra X-ray Observatory ObsId 30485

description: Chandra followup observations of core collapse supernovae
DOI: 10.5061/dryad.5c84j
title: Data from: Potential breeding distributions of U.S. birds predicted with both short-term variability and long-term average climate data
DOI: 10.17632/f5knjtnwrh
title: APVSOCstability

description: APV systems influence SOC stability