cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17389659
title: Data/Code for "Null Time as a Geometric Clock-Rate Constraint across FRBs, PTAs, and Analogs

description: Preferred citation and reuse: Cite this record (DOI: 10.5281/zenodo.17355270) using the included CITATION.bib or CITATION.cff. See NOTICE.txt for details.

Reproducible Summary Dataset & Code for “Null Time as a Geometric Clock-Rate Constraint across FRBs, PTAs, and Analogs” (sole author: Jacob Barnes).

This record contains compact summary tables and fully reproducible code to regenerate the paper’s key results and figures, plus pre-rendered figure outputs and integrity checks.

Contents- data/ — summary CSVs:  • frb_micro_only_summary.csv (κ²ℓ* = 1.688×10⁻¹⁷ m; 95% CI [1.021×10⁻¹⁷, 3.969×10⁻¹⁷]; p_perm = 0.479; N = 15)  • pta_arm_interarm_drift.csv (β = −24.306 ± 0.097 μs·yr⁻¹; N_bins = 182; window = 21 days)  • digital_analogs_summary.csv (two runs; deterministic latency slopes 24.7±2.3 and 13.45±4.80 ms·hop⁻¹; variance slopes 3.2±2.7 and 0.074±0.038 ms²·hop⁻¹; null accumulation, p ≈ 0.29–0.30)  • uv_environment_proxies.csv; bh_afterglow_requirements.csv- code/ — reproduce_all.py (matplotlib), requirements.txt, environment.yml- figures/ — pre-rendered PNG/PDFs of all figures- launch/ — one-click runners for Windows (.bat, .ps1) and POSIX (run_repro.sh)- docs/ — README.md; data_dictionary.csv; LICENSE.txt (CC BY 4.0); CITATION.cff; NOTICE.txt; CITATION.bib; VERSION.txt; MANIFEST.json; SHA256SUMS.txt

How to reproduce1) python -m pip install -r code/requirements.txt2) python code/reproduce_all.py   # or: ./run_repro.sh (macOS/Linux)   # or: launch\run_repro.bat / launch\run_repro.ps1 (Windows)

Outputs are written to figures/.

NotesThese are summary data (not raw catalogs) chosen for fast, verifiable reproduction. Integrity files (MANIFEST.json, SHA256SUMS.txt) enumerate every file and SHA-256 checksum.
description: Patent Notice — “Tick of Time” Formula and Causal-Density Framework

This record accompanies the author’s ongoing Unified Causal-Density research program and formalizes the geometric clock-rate constraint expressed by the “tick of time” relation

dτdt=e−αcausal r,αcausal≈(0.8–1.0)×10−26 m−1.\frac{d\tau}{dt} = e^{-\alpha_{\text{causal}}\,r}, \quad \alpha_{\text{causal}} \approx (0.8–1.0)\times10^{-26}\ \text{m}^{-1}.dtdτ=e−αcausalr,αcausal≈(0.8–1.0)×10−26 m−1.

The underlying causal-density method, including its physical interpretation and computational implementation, is protected under U.S. Provisional Patent Application No. 63/896,100, filed 2025 (Jacob Barnes, sole inventor). All rights reserved. Academic use is permitted under the attached CC-BY license with proper citation:

Barnes, J. (2025). Null Time as a Geometric Clock-Rate Constraint across FRBs, PTAs, and Analogs. Zenodo. https://doi.org/10.5281/zenodo.17355270

Commercial or derivative application of the patented method requires prior written consent of the inventor.
DOI: 10.15468/dl.y97nhp
title: Occurrence Download

description: A dataset containing 33525167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-97.5 30,-90 30,-90 37.5,-97.5 37.5,-97.5 30))"
 ]
}

 The dataset includes 33525167 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037459-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.csw8x4
title: Occurrence Download

description: A dataset containing 62550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Mexico, Canada)",
 "TaxonKey is Pituophis catenifer"
 ]
}

 The dataset includes 62550 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037467-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17355026
title: Data/Code for "Null Time as a Geometric Clock-Rate Constraint across FRBs, PTAs, and Analogs

description: Reproducible Summary Dataset & Code for “Null Time as a Geometric Clock-Rate Constraint across FRBs, PTAs, and Analogs” (sole author: Jacob Barnes).

This record contains compact summary tables and fully reproducible code to regenerate the paper’s key results and figures, plus pre-rendered figure outputs and integrity checks.

Contents- data/ — summary CSVs:  • frb_micro_only_summary.csv (κ²ℓ* = 1.688×10⁻¹⁷ m; 95% CI [1.021×10⁻¹⁷, 3.969×10⁻¹⁷]; p_perm = 0.479; N = 15)  • pta_arm_interarm_drift.csv (β = −24.306 ± 0.097 μs·yr⁻¹; N_bins = 182; window = 21 days)  • digital_analogs_summary.csv (two runs; deterministic latency slopes 24.7±2.3 and 13.45±4.80 ms·hop⁻¹; variance slopes 3.2±2.7 and 0.074±0.038 ms²·hop⁻¹; null accumulation, p ≈ 0.29–0.30)  • uv_environment_proxies.csv, bh_afterglow_requirements.csv- code/ — reproduce_all.py (matplotlib), requirements.txt, environment.yml- figures/ — pre-rendered PNG/PDFs of all figures- launch/ — one-click runners for Windows (.bat, .ps1) and POSIX (run_repro.sh)- docs/ — README.md, data_dictionary.csv, LICENSE.txt (CC BY 4.0), CITATION.cff, VERSION.txt, MANIFEST.json, SHA256SUMS.txt

How to reproduce1) python -m pip install -r code/requirements.txt2) python code/reproduce_all.py   # or: ./run_repro.sh (macOS/Linux)   # or: launch\run_repro.bat / launch\run_repro.ps1 (Windows)

Outputs are written to figures/.

NotesThese are summary data (not raw catalogs) chosen for fast, verifiable reproduction. Integrity files (MANIFEST.json, SHA256SUMS.txt) enumerate every file and SHA-256 checksum.
DOI: 10.5517/ccqybhg
title: CCDC 683596: Experimental Crystal Structure Determination

description: Related Article: P.R.Blakemore, S.D.Milicevic, H.Perera, A.Shvarev, L.N.Zakharov|2008|Synthesis|2008|2271|doi:10.1055/s-2008-1078448
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/ccqybjh
title: CCDC 683597: Experimental Crystal Structure Determination

description: Related Article: P.R.Blakemore, S.D.Milicevic, H.Perera, A.Shvarev, L.N.Zakharov|2008|Synthesis|2008|2271|doi:10.1055/s-2008-1078448
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/ccrklxs
title: CCDC 702116: Experimental Crystal Structure Determination

description: Related Article: P.A.Clarke, A.V.Zaytsev, T.W.Morgan, A.C.Whitwood, C.Wilson|2008|Org.Lett.|10|2877|doi:10.1021/ol801051g
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/ccryb11
title: CCDC 713373: Experimental Crystal Structure Determination

description: Related Article: S.N.Ignat'eva, A.S.Balueva, A.A.Karasik, D.V.Kulikov, A.V.Kozlov, Sh.K.Latypov, P.Lonnecke, E.Hey-Hawkins, O.G.Sinyashin|2007|Izv.Akad.Nauk SSSR,Ser.Khim.|56|1828|doi:10.1007/s11172-007-0284-9
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/ccrklzv
title: CCDC 702118: Experimental Crystal Structure Determination

description: Related Article: P.A.Clarke, A.V.Zaytsev, T.W.Morgan, A.C.Whitwood, C.Wilson|2008|Org.Lett.|10|2877|doi:10.1021/ol801051g
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/ccs16ll
title: CCDC 716149: Experimental Crystal Structure Determination

description: Related Article: T.J.Hebden, M.C.Denney, V.Pons, P.M.B.Piccoli, T.F.Koetzle, A.J.Schultz, W.Kaminsky, K.I.Goldberg, A.M.Heinekey|2008|J.Am.Chem.Soc.|130|10812|doi:10.1021/ja801898m
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/ccrlnqp
title: CCDC 703133: Experimental Crystal Structure Determination

description: Related Article: R.L.Holland, K.D.Bunker, C.H.Chen, A.G.DiPasquale, A.L.Rheingold, K.K.Baldridge, J.M.O'Connor|2008|J.Am.Chem.Soc.|130|10093|doi:10.1021/ja803701z
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/ccrlnvt
title: CCDC 703137: Experimental Crystal Structure Determination

description: Related Article: R.L.Holland, K.D.Bunker, C.H.Chen, A.G.DiPasquale, A.L.Rheingold, K.K.Baldridge, J.M.O'Connor|2008|J.Am.Chem.Soc.|130|10093|doi:10.1021/ja803701z
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/ccpdtsn
title: CCDC 637942: Experimental Crystal Structure Determination

description: Related Article: T.Nagata, M.Nagamochi, S.Kobayashi, S.Komoriya, T.Yoshino, H.Kanno|2008|Bioorg.Med.Chem.Lett.|18|4587|doi:10.1016/j.bmcl.2008.07.031
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/ccrltmr
title: CCDC 703285: Experimental Crystal Structure Determination

description: Related Article: V.C.Purohit, A.S.Matla, D.Romo|2008|J.Am.Chem.Soc.|130|10478|doi:10.1021/ja803579z
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.2uqmqw
title: Occurrence Download

description: A dataset containing 201703 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year is 2018",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 201703 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037472-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccqp20g
title: CCDC 675645: Experimental Crystal Structure Determination

description: Related Article: K.Kawamura, S.Haneda, Zhibin Gan, K.Eda, M.Hayashi|2008|Organometallics|27|3748|doi:10.1021/om800230y
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/ccr0zg5
title: CCDC 686137: Experimental Crystal Structure Determination

description: Related Article: L.F.McClintock, G.Cavigliasso, R.Stranger, A.G.Blackman|2008|Dalton Trans.||4984|doi:10.1039/b806981f
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/ccrmrmq
title: CCDC 704184: Experimental Crystal Structure Determination

description: Related Article: R.D.Adams, E.Trufan|2008|Organometallics|27|4108|doi:10.1021/om800385w
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/ccq5swj
title: CCDC 660978: Experimental Crystal Structure Determination

description: Related Article: G.A.van Albada, M.G.van der Horst, I.Mutikainen, U.Turpeinen, J.Reedijk|2008|Inorg.Chim.Acta|361|3380|doi:10.1016/j.ica.2008.02.007
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/ccrmv6d
title: CCDC 704264: Experimental Crystal Structure Determination

description: Related Article: H.Kameo, H.Suzuki|2008|Organometallics|27|4248|doi:10.1021/om8003866
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/ccq5stg
title: CCDC 660976: Experimental Crystal Structure Determination

description: Related Article: G.A.van Albada, M.G.van der Horst, I.Mutikainen, U.Turpeinen, J.Reedijk|2008|Inorg.Chim.Acta|361|3380|doi:10.1016/j.ica.2008.02.007
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/ccrltfk
title: CCDC 703279: Experimental Crystal Structure Determination

description: Related Article: J.W.Tye, Zhiqiang Weng, A.M.Johns, C.D.Incarvito, J.F.Hartwig|2008|J.Am.Chem.Soc.|130|9971|doi:10.1021/ja076668w
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: 10.5281/zenodo.17355227
title: Data/Code for "Null Time as a Geometric Clock-Rate Constraint across FRBs, PTAs, and Analogs

description: Preferred citation and reuse: Please cite the Zenodo record (DOI: 10.5281/zenodo.17355026) using the included CITATION.bib or CITATION.cff. See NOTICE.txt for details.

Reproducible Summary Dataset & Code for “Null Time as a Geometric Clock-Rate Constraint across FRBs, PTAs, and Analogs” (sole author: Jacob Barnes).

This record contains compact summary tables and fully reproducible code to regenerate the paper’s key results and figures, plus pre-rendered figure outputs and integrity checks.

Contents- data/ — summary CSVs:  • frb_micro_only_summary.csv (κ²ℓ* = 1.688×10⁻¹⁷ m; 95% CI [1.021×10⁻¹⁷, 3.969×10⁻¹⁷]; p_perm = 0.479; N = 15)  • pta_arm_interarm_drift.csv (β = −24.306 ± 0.097 μs·yr⁻¹; N_bins = 182; window = 21 days)  • digital_analogs_summary.csv (two runs; deterministic latency slopes 24.7±2.3 and 13.45±4.80 ms·hop⁻¹; variance slopes 3.2±2.7 and 0.074±0.038 ms²·hop⁻¹; null accumulation, p ≈ 0.29–0.30)  • uv_environment_proxies.csv, bh_afterglow_requirements.csv- code/ — reproduce_all.py (matplotlib), requirements.txt, environment.yml- figures/ — pre-rendered PNG/PDFs of all figures- launch/ — one-click runners for Windows (.bat, .ps1) and POSIX (run_repro.sh)- docs/ — README.md, data_dictionary.csv, LICENSE.txt (CC BY 4.0), CITATION.cff, VERSION.txt, MANIFEST.json, SHA256SUMS.txt

How to reproduce1) python -m pip install -r code/requirements.txt2) python code/reproduce_all.py   # or: ./run_repro.sh (macOS/Linux)   # or: launch\run_repro.bat / launch\run_repro.ps1 (Windows)

Outputs are written to figures/.

NotesThese are summary data (not raw catalogs) chosen for fast, verifiable reproduction. Integrity files (MANIFEST.json, SHA256SUMS.txt) enumerate every file and SHA-256 checksum.
DOI: 10.5517/ccr22vq
title: CCDC 687203: Experimental Crystal Structure Determination

description: Related Article: K.F.Dziubek, A.Katrusiak|2008|J.Phys.Chem.B|112|12001|doi:10.1021/jp8020134
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/ccrmn00
title: CCDC 704072: Experimental Crystal Structure Determination

description: Related Article: A.K.Bar, R.Chakrabarty, P.S.Mukherjee|2008|Organometallics|27|3806|doi:10.1021/om800341p
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/ccr22wr
title: CCDC 687204: Experimental Crystal Structure Determination

description: Related Article: K.F.Dziubek, A.Katrusiak|2008|J.Phys.Chem.B|112|12001|doi:10.1021/jp8020134
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/ccr22sn
title: CCDC 687201: Experimental Crystal Structure Determination

description: Related Article: K.F.Dziubek, A.Katrusiak|2008|J.Phys.Chem.B|112|12001|doi:10.1021/jp8020134
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/ccr22tp
title: CCDC 687202: Experimental Crystal Structure Determination

description: Related Article: K.F.Dziubek, A.Katrusiak|2008|J.Phys.Chem.B|112|12001|doi:10.1021/jp8020134
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.5pfh33
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((75 -7.5,82.5 -7.5,82.5 0,75 0,75 -7.5))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037485-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccrltqv
title: CCDC 703288: Experimental Crystal Structure Determination

description: Related Article: Tan Jinchong, P. Jain, A.K. Cheetham|2012|Dalton Trans.|41|3949|doi:10.1039/c2dt12300b
description: Related Article: P.Jain, N.S.Dalal, B.H.Toby, H.W.Kroto, A.K.Cheetham|2008|J.Am.Chem.Soc.|130|10450|doi:10.1021/ja801952e
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/ccs3c29
title: CCDC 718210: Experimental Crystal Structure Determination

description: Related Article: H.Kumagai, H.Sobukawa, M.Kurmoo|2008|J.Mater.Sci.|43|2123|doi:10.1007/s10853-007-2033-8
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.