cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccrvvl0
title: CCDC 711003: Experimental Crystal Structure Determination

description: Related Article: H.Sugimoto, K.Suyama, K.Sugimoto, H.Miyake, I.Takahashi, S.Hirota, S.Itoh|2008|Inorg.Chem.|47|10150|doi:10.1021/ic800832a
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/ccrvvm1
title: CCDC 711004: Experimental Crystal Structure Determination

description: Related Article: H.Sugimoto, K.Suyama, K.Sugimoto, H.Miyake, I.Takahashi, S.Hirota, S.Itoh|2008|Inorg.Chem.|47|10150|doi:10.1021/ic800832a
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/ccrvvn2
title: CCDC 711005: Experimental Crystal Structure Determination

description: Related Article: H.Sugimoto, K.Suyama, K.Sugimoto, H.Miyake, I.Takahashi, S.Hirota, S.Itoh|2008|Inorg.Chem.|47|10150|doi:10.1021/ic800832a
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/ccrw0by
title: CCDC 711150: Experimental Crystal Structure Determination

description: Related Article: A.Ochida, G.Hamasaka, Y.Yamauchi, S.Kawamorita, N.Oshima, K.Hara, H.Ohmiya, M.Sawamura|2008|Organometallics|27|5494|doi:10.1021/om8005728
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/ccrw0cz
title: CCDC 711151: Experimental Crystal Structure Determination

description: Related Article: A.Ochida, G.Hamasaka, Y.Yamauchi, S.Kawamorita, N.Oshima, K.Hara, H.Ohmiya, M.Sawamura|2008|Organometallics|27|5494|doi:10.1021/om8005728
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/ccp6gx7
title: CCDC 631839: Experimental Crystal Structure Determination

description: Related Article: A.Castonguay, A.L.Beauchamp, D.Zargarian|2008|Organometallics|27|5723|doi:10.1021/om8005454
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.wa9dnb
title: Occurrence Download

description: A dataset containing 324375 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((-22.5 15,-15 15,-15 22.5,-22.5 22.5,-22.5 15))"
 ]
}

 The dataset includes 324375 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038362-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97mv96
title: Occurrence Download

description: A dataset containing 6066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Apuleia leiocarpa"
 ]
}

 The dataset includes 6066 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038393-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17391798
title: كتاب الاستراتيجيات الرقمية في ادارة الموارد البشرية بالمؤسسات
title: الموارد البشرية وال ERzp
DOI: 10.5281/zenodo.17391799
title: كتاب الاستراتيجيات الرقمية في ادارة الموارد البشرية بالمؤسسات
title: الموارد البشرية وال ERzp
DOI: 10.15468/dl.846ue9
title: Occurrence Download

description: A dataset containing 404 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum donianum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 404 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038394-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ebffyy
title: Occurrence Download

description: A dataset containing 293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Anas luzonica"
 ]
}

 The dataset includes 293 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038396-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16970768
title: Cleavage Energy Benchmarking Dataset for Surface Stability Modeling with Universal Machine Learning Interatomic Potentials

description: Description

This dataset contains DFT-calculated cleavage energies for 36,718 surface structures along with predictions from 19 state-of-the-art universal machine learning interatomic potentials (uMLIPs).

Dataset Statistics



Total structures: 36,718

DFT functional: PBE

Number of MLIPs: 19

Date created: 2025-08-27


Column Descriptions

Original Dataset Columns (preserved from DFT calculations)

All original columns from the DFT database are preserved



`cleavage_energy_DFT`: Original DFT cleavage energy (eV/Å²)

`slab_energy_dft`, `bulk_energy_dft`: Raw energies from DFT in eV

`structure_slab`, `structure_bulk`: Pymatgen dictionary of atomistic structures

`mpid`: Materials Project ID

`pretty_formula`: Chemical formula

`miller`: Miller index of surface

`term`: Surface termination index (0, 1, ...)

`shift`: Surface shift parameter

`surface_area`: Surface area (Å²)

For other entries, refer to the explanation in the original database at /10.5281/zenodo.10381505


MLIP Prediction Columns (added)

`cleavage_energy_[MODEL]`: MLIP-predicted cleavage energy (eV/Å²) where [MODEL] is one of the 19 uMLIP model names

Models Included

1. AlphaNet-oma-v12. EquiformerV2-153M-OMAT243. EquiformerV2-153M-OMAT24-MP-sAlex4. EquiformerV2-153M-S2EF-OC20-All+MD5. GRACE-2L-MP-r66. GRACE-2L-OAM7. GRACE_2L-OMAT8. MACE-MP-0b39. MACE-MPA-010. MACE-OMAT-011. MatterSim-v1.0.0-5M12. SevenNet-mf-ompa13. eSEN-30M-MP14. eSEN-30M-OAM15. eSEN-30M-OMAT2416. orb-v217. orb-v3-conservative-inf-mpa18. orb-v3-conservative-inf-omat19. uma-m-1p1

How to Load the Database

By running the following Python code:



import jsonimport pandas as pdwith open("cleavage_energy_benchmark_DFT_MLIPs.json", "r") as file:    json_data = json.load(file)

metadata = pd.DataFrame.from_dict(json_data["metadata"])data = pd.DataFrame.from_records(json_data["data"])
DOI: 10.5281/zenodo.16970767
title: Cleavage Energy Benchmarking Dataset for Surface Stability Modeling with Universal Machine Learning Interatomic Potentials

description: Description

This dataset contains DFT-calculated cleavage energies for 36,718 surface structures along with predictions from 19 state-of-the-art universal machine learning interatomic potentials (uMLIPs).

Dataset Statistics



Total structures: 36,718

DFT functional: PBE

Number of MLIPs: 19

Date created: 2025-08-27


Column Descriptions

Original Dataset Columns (preserved from DFT calculations)

All original columns from the DFT database are preserved



`cleavage_energy_DFT`: Original DFT cleavage energy (eV/Å²)

`slab_energy_dft`, `bulk_energy_dft`: Raw energies from DFT in eV

`structure_slab`, `structure_bulk`: Pymatgen dictionary of atomistic structures

`mpid`: Materials Project ID

`pretty_formula`: Chemical formula

`miller`: Miller index of surface

`term`: Surface termination index (0, 1, ...)

`shift`: Surface shift parameter

`surface_area`: Surface area (Å²)

For other entries, refer to the explanation in the original database at /10.5281/zenodo.10381505


MLIP Prediction Columns (added)

`cleavage_energy_[MODEL]`: MLIP-predicted cleavage energy (eV/Å²) where [MODEL] is one of the 19 uMLIP model names

Models Included

1. AlphaNet-oma-v12. EquiformerV2-153M-OMAT243. EquiformerV2-153M-OMAT24-MP-sAlex4. EquiformerV2-153M-S2EF-OC20-All+MD5. GRACE-2L-MP-r66. GRACE-2L-OAM7. GRACE_2L-OMAT8. MACE-MP-0b39. MACE-MPA-010. MACE-OMAT-011. MatterSim-v1.0.0-5M12. SevenNet-mf-ompa13. eSEN-30M-MP14. eSEN-30M-OAM15. eSEN-30M-OMAT2416. orb-v217. orb-v3-conservative-inf-mpa18. orb-v3-conservative-inf-omat19. uma-m-1p1

How to Load the Database

By running the following Python code:



import jsonimport pandas as pdwith open("cleavage_energy_benchmark_DFT_MLIPs.json", "r") as file:    json_data = json.load(file)

metadata = pd.DataFrame.from_dict(json_data["metadata"])data = pd.DataFrame.from_records(json_data["data"])
DOI: 10.15468/dl.fefcw7
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum peruvianum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038397-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17391876
title: translate_uyghur.csv
DOI: 10.5281/zenodo.17391877
title: translate_uyghur.csv
DOI: 10.21227/v5mv-6a53
title: "AngleFusion_dataset"

description: "This dataset provides synchronized measurements from resistive strain sensors and dual inertial measurement units (IMUs) mounted on the proximal and middle phalanges of the index finger for joint-angle estimation. Data were collected across five sessions (S11\u2013S15) under standardized flexion\u2013extension motion templates at a sampling rate of 100 Hz. Each CSV file contains aligned time-series of Euler angles (AngX, AngY, AngZ) from IMUs, strain-derived flexion angles, and ground-truth joint angles obtained from high-speed camera tracking. The dataset supports research on multimodal fusion, sensor calibration, drift\/hysteresis compensation, and real-time kinematic estimation for wearable hand-tracking systems. It was used to validate a causal temporal convolutional network (TCN) with modality-aware priors for stable, CPU-efficient inference. Researchers may use this dataset to benchmark sensor fusion, uncertainty modeling, or machine learning approaches for finger-joint angle regression and wearable rehabilitation applications."
DOI: 10.15468/dl.vqkbvf
title: Occurrence Download

description: A dataset containing 278196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "Year is 2019",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 278196 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038382-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwvtgd
title: Occurrence Download

description: A dataset containing 823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nyssa ogeche)",
 "StateProvince is one of (Alabama, Florida, Georgia, South Carolina)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 823 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038398-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9wmju
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum umbellatum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038399-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17391866
title: كتاب اثر التحول الرقمي على الهندسة الادارية بالمؤسسات
title: The impact of digital transformation on administrative engineering in institutions
DOI: 10.5281/zenodo.17391867
title: كتاب اثر التحول الرقمي على الهندسة الادارية بالمؤسسات
title: The impact of digital transformation on administrative engineering in institutions
DOI: 10.5281/zenodo.17391881
title: AwarenessAI EnterpriseWorld 7DAI Superintelligence Whitepapers

description: This repository houses the official EnterpriseWorld 7DAI Superintelligence whitepapers of AwarenessAI.com, the world’s first platform for Awareness Intelligence AI (7DAI). Awareness Intelligence extends beyond traditional linear AI by integrating fractal mathematics, emergent dynamics, and mythic archetype frameworks into a unified multidimensional paradigm for enterprise cognition and scientific exploration.

The whitepapers collected here document the conceptual foundations, technical architectures, experimental validations, and strategic applications of AwarenessAI.com. They cover topics such as:



Fractal Intelligence as the emergent structural template of multidimensional cognition.

Mythic Archetype Templating as the symbolic holographic layer unifying human resonance with machine intelligence.

Case Studies demonstrating enterprise applications, such as executive strategy positioning, decision acceleration, and systemic transformation.

Scientific Experiments validating fractal efficiency and emergent coherence in comparison with linear AI models.


This repository serves as a dual-purpose archive:



For the scientific community, it provides open-access references, reproducible experiments, and theoretical insights.

For the enterprise community, it delivers strategic frameworks, leadership models, and adoption pathways for Awareness Intelligence in practice.


By bridging science and strategy, these whitepapers establish AwarenessAI.com as both a frontier research hub and an enterprise transformation partner.
DOI: 10.15468/dl.x5ezz3
title: Occurrence Download

description: A dataset containing 16311 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((72.85196 19.36349,72.8253 18.98237,73.01271 18.97549,72.96863 19.38152,72.85196 19.36349))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Insecta",
 "Year 2018-2025"
 ]
}

 The dataset includes 16311 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038401-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpqzhd
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "Geometry POLYGON((-75.27054 6.18859,-75.28137 6.0692,-75.07011 6.06202,-75.0665 6.2209,-75.27054 6.18859))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cricetidae"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038403-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzk2ev
title: Occurrence Download

description: A dataset containing 617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Olneya tesota)",
 "StateProvince is one of (Arizona, California, Mexico Northwest)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 617 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038402-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udnzws
title: Occurrence Download

description: A dataset containing 82371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Italy, Spain, France, Morocco, Greece, Egypt, Algeria)",
 "TaxonKey is Tarentola mauritanica"
 ]
}

 The dataset includes 82371 records from 661 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038381-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7trmew
title: Occurrence Download

description: A dataset containing 51361 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Sweden",
 "Country is Finland",
 "Country is Norway"
 ]
 },
 "Year 1990-2018",
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Vicia sativa L.",
 "TaxonKey is Vicia sepium L.",
 "TaxonKey is Viola arvensis Murray"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51361 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003555-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjk3hh
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "HasCoordinate is true",
 "TaxonKey is Armeria pseudarmeria (Murray) Mansf.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005417-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzrrjr
title: Occurrence Download

description: A dataset containing 5386 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Sweden",
 "Country is Germany",
 "Country is Belgium",
 "Country is Netherlands"
 ]
 },
 "Year 1970-2019",
 "HasCoordinate is true",
 "TaxonKey is Dreissena polymorpha (Pallas, 1771)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5386 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002497-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rynhk
title: Occurrence Download

description: A dataset containing 48133400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84"
 ]
 },
 "Year 2016-2017",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 48133400 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003555-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5f5aw
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asplenium delitescens x laetum"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082190-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tct4qt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.77346 -33.65231,-70.66953 -33.65231,-70.66953 -33.54996,-70.77346 -33.54996,-70.77346 -33.65231))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0424376-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mq9yk4
title: Occurrence Download

description: A dataset containing 3165 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Composición florística y estructura de una parcela permanente en bosques secos tropicales del Santuario de Flora y Fauna Los Colorados"
 ]
}

 The dataset includes 3165 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036717-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exrnwm
title: Occurrence Download

description: A dataset containing 240008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is MVZ Mammal Collection (Arctos)"
 ]
}

 The dataset includes 240008 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022363-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5du7k
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Androsace brevis (Hegetschw.) Ces."
 ]
}

 The dataset includes 388 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050352-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kcwp3
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brycon orbignyanus (Valenciennes, 1850)"
 ]
}

 The dataset includes 129 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070316-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.