cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17390751
title: Neural Coherence Simulation Dataset (QDL Framework)

description: # Neural Coherence Simulation Dataset (QDL Framework)

This archive contains synthetic data and simulation code supporting the manuscript:

**"Predicted and Testable Neural Coherence Effects Under a Quantized Dimensional Ledger Framework"**  Author: **James D. Bourassa**  Institution: Quantum AetherDynamics Institute

---

## Contents

| File | Description ||------|-------------|| `dataset.csv` | Monte Carlo simulation output: PLV + SNR values at 10, 16, 26, 42 Hz (50 runs/frequency; 200 rows total). || `simulation_code.py` | Python script that reproduces `dataset.csv`. || `LICENSE.txt` | CC-BY 4.0 license text. || `README.md` | This documentation file. |

---

## Purpose

These files evaluate testable predictions of neural coherence under the Quantized Dimensional Ledger (QDL) framework, including phase-locking and SNR behavior used in the manuscript's simulations and Appendix B.

---

## Requirements

- Python 3.8+  - Packages: `numpy`, `pandas`    ```bash  pip install numpy pandas  ```

---

## How to Reproduce the Dataset

```bashpython simulation_code.py```

This will generate `dataset.csv` in the current directory with the same structure as provided here.

---

## Data Format (`dataset.csv`)

| Column | Meaning ||--------|---------|| `run` | Trial index (1–50 per frequency) || `frequency_Hz` | Driving frequency: 10, 16, 26, or 42 Hz || `PLV` | Phase-Locking Value (0–1; higher is stronger entrainment) || `SNR_dB` | Signal-to-noise ratio (dB), typically ~5–8 dB |

---

## License (CC-BY 4.0)

This dataset and code are released under the **Creative Commons Attribution 4.0 International** license. You are free to share and adapt the material for any purpose, even commercially, with appropriate credit.

**Attribution suggestion:**  Bourassa, J.D. (2025). *Neural Coherence Simulation Dataset (QDL Framework)*. Zenodo. DOI: _[to be assigned]_

Full text: https://creativecommons.org/licenses/by/4.0/

---

## Contact

**James D. Bourassa**  Quantum AetherDynamics Institute  Email: james@quantumaetherdynamics.org
DOI: 10.5281/zenodo.17390752
title: Neural Coherence Simulation Dataset (QDL Framework)

description: # Neural Coherence Simulation Dataset (QDL Framework)

This archive contains synthetic data and simulation code supporting the manuscript:

**"Predicted and Testable Neural Coherence Effects Under a Quantized Dimensional Ledger Framework"**  Author: **James D. Bourassa**  Institution: Quantum AetherDynamics Institute

---

## Contents

| File | Description ||------|-------------|| `dataset.csv` | Monte Carlo simulation output: PLV + SNR values at 10, 16, 26, 42 Hz (50 runs/frequency; 200 rows total). || `simulation_code.py` | Python script that reproduces `dataset.csv`. || `LICENSE.txt` | CC-BY 4.0 license text. || `README.md` | This documentation file. |

---

## Purpose

These files evaluate testable predictions of neural coherence under the Quantized Dimensional Ledger (QDL) framework, including phase-locking and SNR behavior used in the manuscript's simulations and Appendix B.

---

## Requirements

- Python 3.8+  - Packages: `numpy`, `pandas`    ```bash  pip install numpy pandas  ```

---

## How to Reproduce the Dataset

```bashpython simulation_code.py```

This will generate `dataset.csv` in the current directory with the same structure as provided here.

---

## Data Format (`dataset.csv`)

| Column | Meaning ||--------|---------|| `run` | Trial index (1–50 per frequency) || `frequency_Hz` | Driving frequency: 10, 16, 26, or 42 Hz || `PLV` | Phase-Locking Value (0–1; higher is stronger entrainment) || `SNR_dB` | Signal-to-noise ratio (dB), typically ~5–8 dB |

---

## License (CC-BY 4.0)

This dataset and code are released under the **Creative Commons Attribution 4.0 International** license. You are free to share and adapt the material for any purpose, even commercially, with appropriate credit.

**Attribution suggestion:**  Bourassa, J.D. (2025). *Neural Coherence Simulation Dataset (QDL Framework)*. Zenodo. DOI: _[to be assigned]_

Full text: https://creativecommons.org/licenses/by/4.0/

---

## Contact

**James D. Bourassa**  Quantum AetherDynamics Institute  Email: james@quantumaetherdynamics.org
DOI: 10.15468/dl.rxwnur
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((98 21,102 21,102 24,98 24,98 21))",
 "OccurrenceStatus is Present",
 "TaxonKey is Beloniformes"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038025-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4k7nzb
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cistus incanus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 150 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038027-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccp1n4h
title: CCDC 627196: Experimental Crystal Structure Determination

description: Related Article: G.C.Vougioukalakis, R.H.Grubbs|2008|Chem.-Eur.J.|14|7545|doi:10.1002/chem.200800470
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/ccq56gj
title: CCDC 660407: Experimental Crystal Structure Determination

description: Related Article: G.C.Vougioukalakis, R.H.Grubbs|2008|Chem.-Eur.J.|14|7545|doi:10.1002/chem.200800470
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/ccq56hk
title: CCDC 660408: Experimental Crystal Structure Determination

description: Related Article: G.C.Vougioukalakis, R.H.Grubbs|2008|Chem.-Eur.J.|14|7545|doi:10.1002/chem.200800470
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/ccqqrfl
title: CCDC 677270: Experimental Crystal Structure Determination

description: Related Article: Xiaofeng Wu, Jianke Liu, D.Di Tommaso, J.A.Iggo, C.R.A.Catlow, J.Bacsa, Jianliang Xiao|2008|Chem.-Eur.J.|14|7699|doi:10.1002/chem.200800559
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/ccqqrgm
title: CCDC 677271: Experimental Crystal Structure Determination

description: Related Article: Xiaofeng Wu, Jianke Liu, D.Di Tommaso, J.A.Iggo, C.R.A.Catlow, J.Bacsa, Jianliang Xiao|2008|Chem.-Eur.J.|14|7699|doi:10.1002/chem.200800559
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/ccqqrhn
title: CCDC 677272: Experimental Crystal Structure Determination

description: Related Article: Xiaofeng Wu, Jianke Liu, D.Di Tommaso, J.A.Iggo, C.R.A.Catlow, J.Bacsa, Jianliang Xiao|2008|Chem.-Eur.J.|14|7699|doi:10.1002/chem.200800559
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/ccqzjdl
title: CCDC 684740: Experimental Crystal Structure Determination

description: Related Article: T.J.K.Findley, D.Sucunza, L.C.Miller, D.T.Davies, D.J.Procter|2008|Chem.-Eur.J.|14|6862|doi:10.1002/chem.200800930
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/ccqzjfm
title: CCDC 684741: Experimental Crystal Structure Determination

description: Related Article: T.J.K.Findley, D.Sucunza, L.C.Miller, D.T.Davies, D.J.Procter|2008|Chem.-Eur.J.|14|6862|doi:10.1002/chem.200800930
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/ccqzjgn
title: CCDC 684742: Experimental Crystal Structure Determination

description: Related Article: T.J.K.Findley, D.Sucunza, L.C.Miller, D.T.Davies, D.J.Procter|2008|Chem.-Eur.J.|14|6862|doi:10.1002/chem.200800930
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/ccqzjhp
title: CCDC 684743: Experimental Crystal Structure Determination

description: Related Article: T.J.K.Findley, D.Sucunza, L.C.Miller, D.T.Davies, D.J.Procter|2008|Chem.-Eur.J.|14|6862|doi:10.1002/chem.200800930
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/ccpxq3d
title: CCDC 653204: Experimental Crystal Structure Determination

description: Related Article: M.Zimmermann, K.W.Tornroos, H.Sitzmann, R.Anwander|2008|Chem.-Eur.J.|14|7266|doi:10.1002/chem.200800492
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/ccqzjjq
title: CCDC 684744: Experimental Crystal Structure Determination

description: Related Article: T.J.K.Findley, D.Sucunza, L.C.Miller, D.T.Davies, D.J.Procter|2008|Chem.-Eur.J.|14|6862|doi:10.1002/chem.200800930
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/ccpxq4f
title: CCDC 653205: Experimental Crystal Structure Determination

description: Related Article: M.Zimmermann, K.W.Tornroos, H.Sitzmann, R.Anwander|2008|Chem.-Eur.J.|14|7266|doi:10.1002/chem.200800492
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/ccqsvw6
title: CCDC 679299: Experimental Crystal Structure Determination

description: Related Article: M.Zimmermann, K.W.Tornroos, H.Sitzmann, R.Anwander|2008|Chem.-Eur.J.|14|7266|doi:10.1002/chem.200800492
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.wx32hc
title: Occurrence Download

description: A dataset containing 131109 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((112.5 7.5,120 7.5,120 15,112.5 15,112.5 7.5))"
 ]
}

 The dataset includes 131109 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038002-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccqsvx7
title: CCDC 679300: Experimental Crystal Structure Determination

description: Related Article: M.Zimmermann, K.W.Tornroos, H.Sitzmann, R.Anwander|2008|Chem.-Eur.J.|14|7266|doi:10.1002/chem.200800492
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/ccqsvy8
title: CCDC 679301: Experimental Crystal Structure Determination

description: Related Article: M.Zimmermann, K.W.Tornroos, H.Sitzmann, R.Anwander|2008|Chem.-Eur.J.|14|7266|doi:10.1002/chem.200800492
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/ccqsvz9
title: CCDC 679302: Experimental Crystal Structure Determination

description: Related Article: M.Zimmermann, K.W.Tornroos, H.Sitzmann, R.Anwander|2008|Chem.-Eur.J.|14|7266|doi:10.1002/chem.200800492
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/ccqsw0c
title: CCDC 679303: Experimental Crystal Structure Determination

description: Related Article: M.Zimmermann, K.W.Tornroos, H.Sitzmann, R.Anwander|2008|Chem.-Eur.J.|14|7266|doi:10.1002/chem.200800492
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/ccqsw1d
title: CCDC 679304: Experimental Crystal Structure Determination

description: Related Article: M.Zimmermann, K.W.Tornroos, H.Sitzmann, R.Anwander|2008|Chem.-Eur.J.|14|7266|doi:10.1002/chem.200800492
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/ccqsw2f
title: CCDC 679305: Experimental Crystal Structure Determination

description: Related Article: M.Zimmermann, K.W.Tornroos, H.Sitzmann, R.Anwander|2008|Chem.-Eur.J.|14|7266|doi:10.1002/chem.200800492
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/ccrc74g
title: CCDC 695985: Experimental Crystal Structure Determination

description: Related Article: Kang Min Ok, D.O'Hare|2008|Dalton Trans.||5560|doi:10.1039/b812629a
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/ccqfv21
title: CCDC 668703: Experimental Crystal Structure Determination

description: Related Article: Bo-Wen Hu, Jiong-Peng Zhao, E.C.Sanudo, Fu-Chen Liu, Yong-Fei Zeng, Xian-He Bu|2008|Dalton Trans.||5556|doi:10.1039/b812402g
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/ccqv0fz
title: CCDC 680401: Experimental Crystal Structure Determination

description: Related Article: L.Mercs, A.Neels, M.Albrecht|2008|Dalton Trans.||5570|doi:10.1039/b809721f
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/ccqv0g0
title: CCDC 680402: Experimental Crystal Structure Determination

description: Related Article: L.Mercs, A.Neels, M.Albrecht|2008|Dalton Trans.||5570|doi:10.1039/b809721f
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/ccr5p7t
title: CCDC 690656: Experimental Crystal Structure Determination

description: Related Article: L.Mercs, A.Neels, M.Albrecht|2008|Dalton Trans.||5570|doi:10.1039/b809721f
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/ccq91pq
title: CCDC 664103: Experimental Crystal Structure Determination

description: Related Article: Shou-Tian Zheng, Jie Zhang, Bing Li, Guo-Yu Yang|2008|Dalton Trans.||5584|doi:10.1039/b806770h
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/ccqbr4x
title: CCDC 665729: Experimental Crystal Structure Determination

description: Related Article: I.M.Dixon, E.Lebon, G.Loustau, P.Sutra, L.Vendier, A.Igau, A.Juris|2008|Dalton Trans.||5627|doi:10.1039/b806325g
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/ccqbr5y
title: CCDC 665730: Experimental Crystal Structure Determination

description: Related Article: I.M.Dixon, E.Lebon, G.Loustau, P.Sutra, L.Vendier, A.Igau, A.Juris|2008|Dalton Trans.||5627|doi:10.1039/b806325g
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/ccqbr6z
title: CCDC 665731: Experimental Crystal Structure Determination

description: Related Article: I.M.Dixon, E.Lebon, G.Loustau, P.Sutra, L.Vendier, A.Igau, A.Juris|2008|Dalton Trans.||5627|doi:10.1039/b806325g
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/ccqbr70
title: CCDC 665732: Experimental Crystal Structure Determination

description: Related Article: I.M.Dixon, E.Lebon, G.Loustau, P.Sutra, L.Vendier, A.Igau, A.Juris|2008|Dalton Trans.||5627|doi:10.1039/b806325g
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.