cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17506400
title: Data for: Subnational Impacts of Chinese Education Sector Development Aid on Youth Educational Attainment in Africa

description: This paper investigates the impacts of Chinese education aid on African youth’s secondary and tertiary education attainment. It harmonizes 92 Demographic and Health Survey (DHS) datasets from 27 African countries with AidData’s geocoded data on 2,580 Chinese projects across Africa between 2000 and 2021. The study draws on the education production function theory and employs a difference-in-differences estimator that addresses endogeneity by comparing differences between active and pipeline projects. It finds that proximity to active Chinese education sector projects significantly improves African youth secondary and tertiary school enrolment and completion, with tertiary-level and non-infrastructure projects exhibiting the strongest effects. A causal mediation analysis demonstrates that the aid effect is mediated via household income, rather than infrastructure. Moreover, social and economic sector aid projects exhibit (in)direct spillover effects. Lastly, the paper finds that a selection bias exists, as wealthy and urban areas possess a comparative advantage vis-à-vis exposure to Chinese aid.

The replication package is organized into three subfolders, each containing the materials required to reproduce the tables and figures presented in the paper. The replication package leverages information from diverse databases, presenting raw and synthetic (randomly generated) data due to some restrictions. For instance, since sharing any DHS micro-level data is restricted, either directly or within any tool/dashboard, several variables are represented using synthetic data.
DOI: 10.5281/zenodo.17506401
title: Data for: Subnational Impacts of Chinese Education Sector Development Aid on Youth Educational Attainment in Africa

description: This paper investigates the impacts of Chinese education aid on African youth’s secondary and tertiary education attainment. It harmonizes 92 Demographic and Health Survey (DHS) datasets from 27 African countries with AidData’s geocoded data on 2,580 Chinese projects across Africa between 2000 and 2021. The study draws on the education production function theory and employs a difference-in-differences estimator that addresses endogeneity by comparing differences between active and pipeline projects. It finds that proximity to active Chinese education sector projects significantly improves African youth secondary and tertiary school enrolment and completion, with tertiary-level and non-infrastructure projects exhibiting the strongest effects. A causal mediation analysis demonstrates that the aid effect is mediated via household income, rather than infrastructure. Moreover, social and economic sector aid projects exhibit (in)direct spillover effects. Lastly, the paper finds that a selection bias exists, as wealthy and urban areas possess a comparative advantage vis-à-vis exposure to Chinese aid.

The replication package is organized into three subfolders, each containing the materials required to reproduce the tables and figures presented in the paper. The replication package leverages information from diverse databases, presenting raw and synthetic (randomly generated) data due to some restrictions. For instance, since sharing any DHS micro-level data is restricted, either directly or within any tool/dashboard, several variables are represented using synthetic data.
DOI: 10.13140/rg.2.2.23922.77761
title: Designing RPDs for Bilateral Distal Extension Cases.pdf
DOI: 10.15468/dl.zw38a2
title: Occurrence Download

description: A dataset containing 9021 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juniperus californica"
 ]
}

 The dataset includes 9021 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011724-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17507974
title: Universal Generative Principle: Complete Research Archive (v1.0)

description:  

This deposit establishes priority for the complete body of research comprising the Universal Generative Principle (UGP) and its concrete instantiations across mathematics, physics, and computation.

 

The archive includes all interrelated papers, proofs, and code repositories forming a unified theoretical framework that deterministically reproduces the Standard Model fermion spectrum, yields reversible cellular automata substrates (PR-0, PR-1 and PR-2), and includes the theoretical foundations for the Mathematics of Self-Referential Systems, The Self-Defining Universe, the formal Theory of Transputation and the theory of the Reflexive Universe.

 

Associated code repositories exist but will be added in a future update.

 

This archive is not a public release but a timestamped, DOI-certified priority record for the unified theory and its experimental confirmations. All contents are authored and copyright © 2025 by Nova Spivack.

 

DOI assigned for priority documentation. Public release version forthcoming upon peer review.
DOI: 10.5281/zenodo.17507975
title: Universal Generative Principle: Complete Research Archive (v1.0)

description:  

This deposit establishes priority for the complete body of research comprising the Universal Generative Principle (UGP) and its concrete instantiations across mathematics, physics, and computation.

 

The archive includes all interrelated papers, proofs, and code repositories forming a unified theoretical framework that deterministically reproduces the Standard Model fermion spectrum, yields reversible cellular automata substrates (PR-0, PR-1 and PR-2), and includes the theoretical foundations for the Mathematics of Self-Referential Systems, The Self-Defining Universe, the formal Theory of Transputation and the theory of the Reflexive Universe.

 

Associated code repositories exist but will be added in a future update.

 

This archive is not a public release but a timestamped, DOI-certified priority record for the unified theory and its experimental confirmations. All contents are authored and copyright © 2025 by Nova Spivack.

 

DOI assigned for priority documentation. Public release version forthcoming upon peer review.
DOI: 10.15468/dl.mncdv9
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-47.33812 -19.6365,-44.25936 -19.6365,-44.25936 -18.12661,-47.33812 -18.12661,-47.33812 -19.6365))",
 "TaxonKey is Lepus europaeus"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011725-251025141854904/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/13582865
title: Daily Market Prices of Commodity India (2001-2025)
DOI: 10.5281/zenodo.17508023
title: Cardiorespiratory fitness, accelerometer-measured physical activity, and motor competence in Brazilian preschoolers: cross-sectional associations
DOI: 10.5281/zenodo.17508024
title: Cardiorespiratory fitness, accelerometer-measured physical activity, and motor competence in Brazilian preschoolers: cross-sectional associations
DOI: 10.21227/xzjx-3k08
title: "LoRa V2V Simulation Dataset"

description: "This dataset presents a simulated LoRa-based Vehicle-to-Vehicle (V2V) communication dataset, generated using a custom-built simulator designed to model long-range, low-power wireless links between moving vehicles. The dataset captures time-stamped per-packet communication records under varying mobility and channel conditions, enabling reproducible research on vehicular networking, link reliability, and delay performance over LoRa technology.Each record includes the following parameters: time (s), transmitter and receiver IDs, transmitter and receiver positions (m), inter-node distance (m), received signal strength indicator (RSSI in dBm), packet success indicator, and end-to-end delay (ms). These features provide a rich foundation for analyzing communication dynamics, link quality, and latency in long-range V2V scenarios.The dataset can be used for diverse research applications such as link quality estimation, connectivity analysis, propagation modeling, delay prediction, and machine learning-based performance evaluation in IoT-enabled vehicular networks. It serves as a valuable benchmark for researchers working on LoRa, V2V communication, and vehicular IoT systems."
DOI: 10.5281/zenodo.17508058
title: NDVI code
DOI: 10.5281/zenodo.17508059
title: NDVI code
DOI: 10.15468/dl.zzq6m3
title: Occurrence Download

description: A dataset listing the 9740 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.53586 33.40584,-77.45414 33.40584,-77.45414 34.30416,-78.53586 34.30416,-78.53586 33.40584))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 9740 records were derived from 470 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011723-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17507915
title: Davini Zero-Contradiction Crystallization (ZCC): Informational Antimatter Equilibrium Series

description: This record contains the tenth experimental chain within the Davini Zero-Contradiction Law™ framework (ZC* ≈ 0.64), exploring the theoretical stability of informational antimatter–matter fields under contradiction minimization.

 

Over ten simulation phases (A1–A10), purely mathematical models were used to study coherence (r), entropy (S), and curvature (κ) across coupling regimes.

No physical or energetic experiments were performed; all computations were symbolic and digital.

 

The results demonstrate:

 



Persistent coherence r ≥ 0.95 across all perturbations.

Entropy bounded within a negative range, indicating information condensation.

A broad equilibrium ridge (K ≈ 2.1–2.4) representing the optimal balance of energy and information flow.


 

 

These findings reinforce ZC* ≈ 0.64 as a universal equilibrium constant for non-dissipative order and adaptive coherence.

All figures and data are archived here for private reference and reproducibility.
DOI: 10.5281/zenodo.17508053
title: Davini Zero-Contradiction Crystallization (ZCC): Informational Antimatter Equilibrium Series

description: This record contains the tenth experimental chain within the Davini Zero-Contradiction Law™ framework (ZC* ≈ 0.64), exploring the theoretical stability of informational antimatter–matter fields under contradiction minimization.

 

Over ten simulation phases (A1–A10), purely mathematical models were used to study coherence (r), entropy (S), and curvature (κ) across coupling regimes.

No physical or energetic experiments were performed; all computations were symbolic and digital.

 

The results demonstrate:

 



Persistent coherence r ≥ 0.95 across all perturbations.

Entropy bounded within a negative range, indicating information condensation.

A broad equilibrium ridge (K ≈ 2.1–2.4) representing the optimal balance of energy and information flow.


 

 

These findings reinforce ZC* ≈ 0.64 as a universal equilibrium constant for non-dissipative order and adaptive coherence.

All figures and data are archived here for private reference and reproducibility.
DOI: 10.34740/kaggle/dsv/13589870
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.7910/dvn/t3reya
title: AHA supported data for Glut4/IMPA1 manuscript

description: Contains original and analyzed data obtained under AHA support, which contributed to the Glut4/IMPA1 manuscript.
DOI: 10.5281/zenodo.17508073
title: NDVI mesaure code
DOI: 10.5281/zenodo.17508074
title: NDVI mesaure code
DOI: 10.7910/dvn/uxvohu
title: AHA supported data for Com Bio

description: Contains original and analyzed data obtained under AHA support, which contributed to the Com Bio publication.
DOI: 10.15468/dl.k7ztbp
title: Occurrence Download

description: A dataset containing 71530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustela nivalis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 71530 records from 892 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011720-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pvj4c
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus lagunae"
 ]
}

 The dataset includes 226 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011729-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gchyd
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lemmiscus curtatus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011730-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/0phafl
title: AHA supported data for JEM

description: Contains original and analyzed data obtained under AHA support, which contributed to the JEM publication.
DOI: 10.15468/dl.mxbr5q
title: Occurrence Download

description: A dataset containing 36595 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hoplias malabaricus"
 ]
}

 The dataset includes 36595 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011731-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqaqvd
title: Occurrence Download

description: A dataset containing 4797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Galium trifidum L."
 ]
}

 The dataset includes 4797 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029292-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkju3h
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidopleurida",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 151 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261480-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m527j9
title: Occurrence Download

description: A dataset containing 3045 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parablennius pilicornis (Cuvier, 1829)"
 ]
}

 The dataset includes 3045 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034437-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rq4nh5
title: Occurrence Download

description: A dataset containing 4276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((-152.12312 -58.77077,-23.11411 -58.77077,-23.11411 53.03704,-152.12312 53.03704,-152.12312 -58.77077))",
 "TaxonKey is Pontederia crassipes Mart."
 ]
}

 The dataset includes 4276 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003641-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63x7w7
title: Occurrence Download

description: A dataset containing 4010104 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Thailand"
 ]
}

 The dataset includes 4010104 records from 1770 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261479-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6b3zp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vigna caracalla (L.) Verdc.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204206-220831081235567/datasets/export for details.
DOI: 10.15468/dl.c42ct8
title: Occurrence Download

description: A dataset containing 502 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puya chilensis Molina"
 ]
}

 The dataset includes 502 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228169-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfrwsp
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Knautia mollis Jord."
 ]
}

 The dataset includes 107 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001272-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zf5g4p
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corylopsis glabrescens Franch. & Sav.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204185-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6nqdq
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physaria pulvinata O'Kane & Reveal"
 ]
}

 The dataset includes 58 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078642-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pe6k4s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aselliscus stoliczkanus (Dobson, 1871)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213842-220831081235567/datasets/export for details.
DOI: 10.15468/dl.dptqpj
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Limonium malacitanum B.Diez"
 ]
}

 The dataset includes 64 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242720-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxjrhn
title: Occurrence Download

description: A dataset containing 2548 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Atlapetes flaviceps Chapman, 1912"
 ]
}

 The dataset includes 2548 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228172-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rc4w3
title: Occurrence Download

description: A dataset containing 994072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Switzerland",
 "GadmGid is CHE.23_1",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 994072 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250255-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fhek2
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Distylium lepidotum Nakai",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 57 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204186-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdye6x
title: Occurrence Download

description: A dataset containing 2717 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meryta J.R.Forst. & G.Forst."
 ]
}

 The dataset includes 2717 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243738-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cy9svs
title: Occurrence Download

description: A dataset containing 782 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Knautia macedonica Griseb."
 ]
}

 The dataset includes 782 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001269-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nm37ev
title: Occurrence Download

description: A dataset containing 5302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.57224 45.40757,13.59741 45.40757,13.59741 48.22007,6.57224 48.22007,6.57224 45.40757))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chamorchis alpina (L.) Rich."
 ]
}

 The dataset includes 5302 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243754-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.