cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.c4q2mj
title: Occurrence Download

description: A dataset containing 2147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Country is Colombia",
 "TaxonKey is Puma concolor"
 ]
}

 The dataset includes 2147 records from 158 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020949-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14851721
title: Berita UNNES
DOI: 10.15468/dl.7bw3ub
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pappophorum caespitosum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 193 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020950-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18624847
title: Dataset for R workflow for data analysis and comparison studies of phenotypic traits of Faba bean seeds

description: The data has been used R workflows and PDF summaries for comparing faba bean seed measurements across different methods, including ground truth (GT-MM, GT-DM) and automated pipelines (CP, SVD, min, colorbox). Two sets of analyses are included: one for Length, Width, and Area, and another for Perimeter, Aspect-Ratio, and Circularity. Both workflows generate boxplots, scatterplots, and Altman-Bland plots with regression metrics and confidence intervals to assess measurement accuracy and agreement.

Data Cleaning and Filtering: The workflow begins by handling missing and invalid entries: zeros and blank fields are systematically converted to NA across all measurement columns. To prepare the data for accurate comparison, the workflow employs two key strategies:

Group Sorting: Measurements within each seed group are sorted independently by column to ensure that data points corresponding to the same physical seed are correctly aligned across all measurement methods. 

Localized Group Removal (Filtering): It is used to maximize the sample size N. Unlike row-wise deletion, which discards an entire data row if any single measurement is NA, this method is column-by-column. An entire seed group is removed only if data is missing in the two specific columns currently undergoing a comparison (e.g., Length-CP vs. Length-GT-MM).
DOI: 10.5281/zenodo.18624848
title: Dataset for R workflow for data analysis and comparison studies of phenotypic traits of Faba bean seeds

description: The data has been used R workflows and PDF summaries for comparing faba bean seed measurements across different methods, including ground truth (GT-MM, GT-DM) and automated pipelines (CP, SVD, min, colorbox). Two sets of analyses are included: one for Length, Width, and Area, and another for Perimeter, Aspect-Ratio, and Circularity. Both workflows generate boxplots, scatterplots, and Altman-Bland plots with regression metrics and confidence intervals to assess measurement accuracy and agreement.

Data Cleaning and Filtering: The workflow begins by handling missing and invalid entries: zeros and blank fields are systematically converted to NA across all measurement columns. To prepare the data for accurate comparison, the workflow employs two key strategies:

Group Sorting: Measurements within each seed group are sorted independently by column to ensure that data points corresponding to the same physical seed are correctly aligned across all measurement methods. 

Localized Group Removal (Filtering): It is used to maximize the sample size N. Unlike row-wise deletion, which discards an entire data row if any single measurement is NA, this method is column-by-column. An entire seed group is removed only if data is missing in the two specific columns currently undergoing a comparison (e.g., Length-CP vs. Length-GT-MM).
DOI: 10.5281/zenodo.18652193
title: FEINBERG'S POETRY AND CREATIVE WORLDVIEW: ANALYSIS AND INTERPRETATION

description: article briefly highlights the unique contributions and research carried out throughout the life of Aleksandr Arkadyevich Feinberg – a poet, screenwriter, and translator who holds an important place in both Uzbek and Russian literature and is known as the “Uzbek Russian poet” – as well as his poems and works that have been analyzed.
DOI: 10.5281/zenodo.18652192
title: FEINBERG'S POETRY AND CREATIVE WORLDVIEW: ANALYSIS AND INTERPRETATION

description: article briefly highlights the unique contributions and research carried out throughout the life of Aleksandr Arkadyevich Feinberg – a poet, screenwriter, and translator who holds an important place in both Uzbek and Russian literature and is known as the “Uzbek Russian poet” – as well as his poems and works that have been analyzed.
DOI: 10.15468/dl.4faa9w
title: Occurrence Download

description: A dataset containing 10130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is MVZ Mammal Collection (Arctos)",
 "TaxonKey is Sorex"
 ]
}

 The dataset includes 10130 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020951-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14851730
title: List Benchmarks Kaggle
DOI: 10.15468/dl.wqeab2
title: Occurrence Download

description: A dataset containing 738 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ruprechtia apetala",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 738 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020952-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgucvw
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neltuma affinis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 213 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020953-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18652208
title: THE EXPRESSION OF SUFI IDEAS THROUGH THE POMEGRANATE SYMBOL IN THE ARChITECTURE OF THE TAJ MAHAL

description: This article explains why the Taj Mahal dome is adorned with a pomegranate, why it symbolizes divine love, why no other mausoleum in the world has a pomegranate, and why Shah Jahan placed a pomegranate on this mausoleum to indicate that a queen who had attained divine love was lying there.
DOI: 10.5281/zenodo.18652207
title: THE EXPRESSION OF SUFI IDEAS THROUGH THE POMEGRANATE SYMBOL IN THE ARChITECTURE OF THE TAJ MAHAL

description: This article explains why the Taj Mahal dome is adorned with a pomegranate, why it symbolizes divine love, why no other mausoleum in the world has a pomegranate, and why Shah Jahan placed a pomegranate on this mausoleum to indicate that a queen who had attained divine love was lying there.
DOI: 10.15468/dl.6zc76p
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neltuma kuntzei",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 131 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020954-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18652232
title: ASTRONOMICAL IMAGES AND MODELS OF THE UNIVERSE IN THE DOME OF THE TAJ MAHAL

description: The article analyzes the interior decoration of the Taj Mahal Hotel dome from an astronomical point of view and studies its logical foundations. The images reflected in the interior decoration describe simple models of the nine-layered universe and the location of metagalaxies. The article aims to combine knowledge in the fields of architecture and astronomy, revealing the importance of symbolic and cosmological elements in architecture.
DOI: 10.5281/zenodo.18652231
title: ASTRONOMICAL IMAGES AND MODELS OF THE UNIVERSE IN THE DOME OF THE TAJ MAHAL

description: The article analyzes the interior decoration of the Taj Mahal Hotel dome from an astronomical point of view and studies its logical foundations. The images reflected in the interior decoration describe simple models of the nine-layered universe and the location of metagalaxies. The article aims to combine knowledge in the fields of architecture and astronomy, revealing the importance of symbolic and cosmological elements in architecture.
DOI: 10.15468/dl.d3wsfh
title: Occurrence Download

description: A dataset containing 1018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zygophyllum simplex",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1018 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020956-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t85k9m
title: Occurrence Download

description: A dataset containing 434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Country is Colombia",
 "GadmGid is COL.2_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor"
 ]
}

 The dataset includes 434 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020957-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8d6m2
title: Occurrence Download

description: A dataset containing 3615 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daphniphyllum pentandrum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 3615 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020960-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18652250
title: METHODOLOGY FOR DEVELOPING HISTORICAL THINKING IN PRIMARY SCHOOL STUDENTS BASED ON TEACHING EXAMPLES OF FOLK ORAL ART

description: The article develops and substantiates a methodology for cultivating foundational elements of historical thinking in primary school students (ages 6–10) through systematic integration of examples from folk oral art, particularly Uzbek genres such as ertaklar (fairy tales), afsonalar (legends), maqollar (proverbs), topishmoqlar (riddles), and fragments of heroic epics (e.g., Alpomish, Gorogly). Folk oral creativity is conceptualized as an authentic, living source of historical-cultural memory that symbolically encodes information about ancestral ways of life, societal values, cause-and-effect relations, continuity and change over generations, and diverse human perspectives—making it an ideal, age-appropriate vehicle for early historical education. Grounded in constructivist principles, culturally responsive teaching, and Uzbekistan’s state priorities for safeguarding intangible cultural heritage while fostering national-patriotic and moral upbringing, the methodology comprises five sequential stages: (1) immersive storytelling and establishing awareness of intergenerational transmission and temporal distance; (2) targeted analysis of historical markers in folklore (daily life, customs, technologies, social norms) to distinguish “then” from “now” and trace change over time; (3) building historical empathy and multiperspectivity through role-playing, retelling from different viewpoints, and comparison of oral variants; (4) introductory source criticism by exploring mechanisms of oral transmission, regional adaptations, and symbolic versus literal truth; (5) creative synthesis and reflection via dramatization, family folklore collection, simple visual timelines, and discussions connecting personal/community heritage to collective national history. Illustrative lesson sequences using Uzbek oral traditions demonstrate increased student motivation, deeper cultural self-identification, improved inferential skills from narrative evidence, and emergent historical consciousness. The proposed approach effectively bridges traditional oral heritage with contemporary primary education goals, contributing to holistic development of critical, creative, and value-oriented competencies in young learners.
DOI: 10.5281/zenodo.18652249
title: METHODOLOGY FOR DEVELOPING HISTORICAL THINKING IN PRIMARY SCHOOL STUDENTS BASED ON TEACHING EXAMPLES OF FOLK ORAL ART

description: The article develops and substantiates a methodology for cultivating foundational elements of historical thinking in primary school students (ages 6–10) through systematic integration of examples from folk oral art, particularly Uzbek genres such as ertaklar (fairy tales), afsonalar (legends), maqollar (proverbs), topishmoqlar (riddles), and fragments of heroic epics (e.g., Alpomish, Gorogly). Folk oral creativity is conceptualized as an authentic, living source of historical-cultural memory that symbolically encodes information about ancestral ways of life, societal values, cause-and-effect relations, continuity and change over generations, and diverse human perspectives—making it an ideal, age-appropriate vehicle for early historical education. Grounded in constructivist principles, culturally responsive teaching, and Uzbekistan’s state priorities for safeguarding intangible cultural heritage while fostering national-patriotic and moral upbringing, the methodology comprises five sequential stages: (1) immersive storytelling and establishing awareness of intergenerational transmission and temporal distance; (2) targeted analysis of historical markers in folklore (daily life, customs, technologies, social norms) to distinguish “then” from “now” and trace change over time; (3) building historical empathy and multiperspectivity through role-playing, retelling from different viewpoints, and comparison of oral variants; (4) introductory source criticism by exploring mechanisms of oral transmission, regional adaptations, and symbolic versus literal truth; (5) creative synthesis and reflection via dramatization, family folklore collection, simple visual timelines, and discussions connecting personal/community heritage to collective national history. Illustrative lesson sequences using Uzbek oral traditions demonstrate increased student motivation, deeper cultural self-identification, improved inferential skills from narrative evidence, and emergent historical consciousness. The proposed approach effectively bridges traditional oral heritage with contemporary primary education goals, contributing to holistic development of critical, creative, and value-oriented competencies in young learners.
DOI: 10.5281/zenodo.18648327
title: Technical Announcement: The Self-Organizing Order Book (SOOB)
title: SOOB 2B stress test

description:  

README: Empirical Validation of O(1) Complexity in SOOB

Dataset: UKE_Gradual_Stress_Test.csv

Author: Rayan S. Hammad

Version: 2.1 (Performance & Complexity Validation)

1. Overview

This dataset contains the raw telemetry for the Self-Organizing Order Book (SOOB) during a massive-scale gradual stress test. The objective was to determine if the SOOB's spiral architecture maintains constant-time complexity (O(1)) as volume scales toward 2 billion transactions, bypassing the logarithmic degradation (O(\log N)) inherent in legacy FIFO/PTP tree-based matching engines.

2. Methodology





Test Environment: High-frequency execution manifold.




Volume Range: 50,000 to 2,000,000,000 transactions.




Metric Captured: elapsed_sec (cumulative time) and throughput_tx_ms (transactions processed per millisecond).




Logic Applied: Adaptive Manifold with Golden Ratio decay function for order prioritization.



3. Key Observations & Proof of O(1)

The data demonstrates that after an initial "geometric alignment" phase (warm-up), throughput stabilizes at a peak of approximately 922,000 tx/ms.





Complexity Signature: Unlike legacy systems where throughput drops as the database grows, the SOOB maintains a flat performance curve from $N = 1.2B$ to $N = 2.0B$. This suggests that the cost of placing/matching an order is independent of the total volume in the book.




Stability Shocks: Vertical shifts in the time-domain reflect the SOOB's self-reorganization triggers, which ensure market stability and prevent flash-crashing without compromising execution speed.



4. Column Descriptions





volume: The total number of transactions processed.




elapsed_sec: The cumulative time taken to reach the corresponding volume.




throughput_tx_ms: Calculated as $(\Delta Volume / \Delta Time)$ in milliseconds, representing the real-time efficiency of the spiral architecture.



5. Usage for Researchers

This data is provided to validate the scalability claims of the SOOB. Researchers can utilize this CSV to model the efficiency of the Hammad-Arrhenius Proof within financial kinetics.
DOI: 10.5281/zenodo.18648328
title: Technical Announcement: The Self-Organizing Order Book (SOOB)
title: SOOB 2B stress test

description:  

README: Empirical Validation of O(1) Complexity in SOOB

Dataset: UKE_Gradual_Stress_Test.csv

Author: Rayan S. Hammad

Version: 2.1 (Performance & Complexity Validation)

1. Overview

This dataset contains the raw telemetry for the Self-Organizing Order Book (SOOB) during a massive-scale gradual stress test. The objective was to determine if the SOOB's spiral architecture maintains constant-time complexity (O(1)) as volume scales toward 2 billion transactions, bypassing the logarithmic degradation (O(\log N)) inherent in legacy FIFO/PTP tree-based matching engines.

2. Methodology





Test Environment: High-frequency execution manifold.




Volume Range: 50,000 to 2,000,000,000 transactions.




Metric Captured: elapsed_sec (cumulative time) and throughput_tx_ms (transactions processed per millisecond).




Logic Applied: Adaptive Manifold with Golden Ratio decay function for order prioritization.



3. Key Observations & Proof of O(1)

The data demonstrates that after an initial "geometric alignment" phase (warm-up), throughput stabilizes at a peak of approximately 922,000 tx/ms.





Complexity Signature: Unlike legacy systems where throughput drops as the database grows, the SOOB maintains a flat performance curve from $N = 1.2B$ to $N = 2.0B$. This suggests that the cost of placing/matching an order is independent of the total volume in the book.




Stability Shocks: Vertical shifts in the time-domain reflect the SOOB's self-reorganization triggers, which ensure market stability and prevent flash-crashing without compromising execution speed.



4. Column Descriptions





volume: The total number of transactions processed.




elapsed_sec: The cumulative time taken to reach the corresponding volume.




throughput_tx_ms: Calculated as $(\Delta Volume / \Delta Time)$ in milliseconds, representing the real-time efficiency of the spiral architecture.



5. Usage for Researchers

This data is provided to validate the scalability claims of the SOOB. Researchers can utilize this CSV to model the efficiency of the Hammad-Arrhenius Proof within financial kinetics.
DOI: 10.15468/dl.gah69n
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Adenosma bracteosa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020961-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc3dsv3
title: CCDC 101675: Experimental Crystal Structure Determination

description: Related Article: J.Breu, H.Domel, A.Stoll|2000|Eur.J.Inorg.Chem.|2000|2401|doi:10.1002/1099-0682(200011)2000:11<2401::AID-EJIC2401>3.3.CO;2-V
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/cc3dsw4
title: CCDC 101676: Experimental Crystal Structure Determination

description: Related Article: J.Breu, H.Domel, A.Stoll|2000|Eur.J.Inorg.Chem.|2000|2401|doi:10.1002/1099-0682(200011)2000:11<2401::AID-EJIC2401>3.3.CO;2-V
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/cc3dsx5
title: CCDC 101677: Experimental Crystal Structure Determination

description: Related Article: J.Breu, H.Domel, A.Stoll|2000|Eur.J.Inorg.Chem.|2000|2401|doi:10.1002/1099-0682(200011)2000:11<2401::AID-EJIC2401>3.3.CO;2-V
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/cc3dsy6
title: CCDC 101678: Experimental Crystal Structure Determination

description: Related Article: J.Breu, H.Domel, A.Stoll|2000|Eur.J.Inorg.Chem.|2000|2401|doi:10.1002/1099-0682(200011)2000:11<2401::AID-EJIC2401>3.3.CO;2-V
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/cc3dsz7
title: CCDC 101679: Experimental Crystal Structure Determination

description: Related Article: J.Breu, H.Domel, A.Stoll|2000|Eur.J.Inorg.Chem.|2000|2401|doi:10.1002/1099-0682(200011)2000:11<2401::AID-EJIC2401>3.3.CO;2-V
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.