cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17058756
title: Data and Code for "Quantifying land-use metrics for solar photovoltaic projects in the western United States"

description: This repository contains the data and code used to generate the figures in the study “Quantifying land-use metrics for solar photovoltaic projects in the western United States”.

The repository is organized by the order of figures, with corresponding code and processed data provided where applicable.

Figure Notes:



Figure 1: Produced using ArcGIS Pro 3.2.2 and Adobe Illustrator

Figure 2: Produced using provided R code and Adobe Illustrator

Figure 3: Produced using provided R code

Figure 4: Produced using R 4.3.1

Figure 5: Produced using R 4.3.1 and Adobe Illustrator

Figure 6: Produced using ArcGIS Pro 3.2.2

Figure 7: Produced using ArcGIS Pro 3.2.2 and Microsoft PowerPoint

Figure 8: Produced using ArcGIS Pro 3.2.2

Figure 9: Produced using ArcGIS Pro 3.2.2 and Microsoft PowerPoint


Software Requirements:



ArcGIS Pro 3.2.2

R 4.3.1 with packages: dplyr, readxl, tidyr, ggplot2, scales, patchwork, plotly
DOI: 10.5281/zenodo.17058755
title: Data and Code for "Quantifying land-use metrics for solar photovoltaic projects in the western United States"

description: This repository contains the data and code used to generate the figures in the study “Quantifying land-use metrics for solar photovoltaic projects in the western United States”.

The repository is organized by the order of figures, with corresponding code and processed data provided where applicable.

Figure Notes:



Figure 1: Produced using ArcGIS Pro 3.2.2 and Adobe Illustrator

Figure 2: Produced using provided R code and Adobe Illustrator

Figure 3: Produced using provided R code

Figure 4: Produced using R 4.3.1

Figure 5: Produced using R 4.3.1 and Adobe Illustrator

Figure 6: Produced using ArcGIS Pro 3.2.2

Figure 7: Produced using ArcGIS Pro 3.2.2 and Microsoft PowerPoint

Figure 8: Produced using ArcGIS Pro 3.2.2

Figure 9: Produced using ArcGIS Pro 3.2.2 and Microsoft PowerPoint


Software Requirements:



ArcGIS Pro 3.2.2

R 4.3.1 with packages: dplyr, readxl, tidyr, ggplot2, scales, patchwork, plotly
DOI: 10.15468/dl.ydhe9v
title: Occurrence Download

description: A dataset containing 16040 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Soleirolia soleirolii"
 ]
}

 The dataset includes 16040 records from 264 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054070-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/z7kw3
title: SVWM

description: Neurocognitive Dynamics and Behavioral Differences of Symmetry and Asymmetry Processing in Working Memory: Insights from fNIRS..
DOI: 10.6084/m9.figshare.30888305
title: The Structural Incompleteness of QED - A Complementation that QED Already Required

description: We present a framework that complements light quantum electrodynamics (QED) through discrete algebraic conditions imposed on its fundamental parameters. The electron mass $m_e$ and the fine-structure constant $\alpha$ are expressed in terms of powers of the golden ratio $\phi$, with integer exponents subject to renormalization group consistency constraints. We show that the cosmological exponent $\beta = \phi^{-1}$ emerges from stability and algebraic closure conditions. The framework is computationally falsifiable: if no combination of integer exponents reproduces the experimental values within measured precision, the proposal is discarded. A concrete solution reproduces $m_e = 0.511$ MeV and $\alpha^{-1} = 137.036$ without continuous adjustable parameters, suggesting an underlying structural coherence in QED.
DOI: 10.6084/m9.figshare.30888305.v2
title: The Structural Incompleteness of QED - A Complementation that QED Already Required

description: We present a framework that complements light quantum electrodynamics (QED) through discrete algebraic conditions imposed on its fundamental parameters. The electron mass $m_e$ and the fine-structure constant $\alpha$ are expressed in terms of powers of the golden ratio $\phi$, with integer exponents subject to renormalization group consistency constraints. We show that the cosmological exponent $\beta = \phi^{-1}$ emerges from stability and algebraic closure conditions. The framework is computationally falsifiable: if no combination of integer exponents reproduces the experimental values within measured precision, the proposal is discarded. A concrete solution reproduces $m_e = 0.511$ MeV and $\alpha^{-1} = 137.036$ without continuous adjustable parameters, suggesting an underlying structural coherence in QED.
DOI: 10.6084/m9.figshare.30888305.v1
title: We present a framework that complements light quantum electrodynamics (QED) through discrete algebraic conditions imposed on its fundamental parameters. The electron mass $m_e$ and the fine-structure constant $\alpha$ are expressed in terms of powers of the golden ratio $\phi$, with integer exponents subject to renormalization group consistency constraints. We show that the cosmological exponent $\beta = \phi^{-1}$ emerges from stability and algebraic closure conditions. The framework is computationally falsifiable: if no combination of integer exponents reproduces the experimental values within measured precision, the proposal is discarded. A concrete solution reproduces $m_e = 0.511$ MeV and $\alpha^{-1} = 137.036$ without continuous adjustable parameters, suggesting an underlying structural coherence in QED.

description: We present a framework that complements light quantum electrodynamics (QED) through discrete algebraic conditions imposed on its fundamental parameters. The electron mass $m_e$ and the fine-structure constant $\alpha$ are expressed in terms of powers of the golden ratio $\phi$, with integer exponents subject to renormalization group consistency constraints. We show that the cosmological exponent $\beta = \phi^{-1}$ emerges from stability and algebraic closure conditions. The framework is computationally falsifiable: if no combination of integer exponents reproduces the experimental values within measured precision, the proposal is discarded. A concrete solution reproduces $m_e = 0.511$ MeV and $\alpha^{-1} = 137.036$ without continuous adjustable parameters, suggesting an underlying structural coherence in QED.
DOI: 10.15468/dl.bcbnae
title: Occurrence Download

description: A dataset containing 3972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus)"
 ]
}

 The dataset includes 3972 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054071-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17942391
title: The Sikkim mouse (Mus pahari) exhibits distinct spatial, circadian, and social behaviors compared to C57BL/6J

description: While the laboratory mouse is one of the most studied organisms on the planet, comparative research on the spatial and social structures of closely related Mus species remains limited. Here, we characterize the spatial, circadian, and social behavior of the Sikkim mouse (Mus pahari) wild-derived inbred strain PAH/Eij in comparison to the laboratory mouse strain C57BL/6J (Mus musculus domesticus, shortened to ‘B6’). Using a common garden approach, we monitored mice in replicate mixed-sex group social behavior trials within an indoor mesocosm using radiofrequency identification (RFID) antennae. M. pahari exhibited markedly reduced spatial exploration and highly stereotyped circadian activity that was strongly coupled to the dark phase of the light-dark cycle compared to B6 mice. Most strikingly, M. pahari displayed distinctive social behaviors characterized by strong male-male gregariousness and enhanced overall social tolerance, contrasting sharply with the relatively less social nature of B6 mice. These results demonstrate the genetic influence on social organization within the Mus genus and identify unique socio-spatial phenotypes in M. pahari, highlighting the considerable potential of this strain and species as a novel model for social behavior research.
DOI: 10.5281/zenodo.17942390
title: The Sikkim mouse (Mus pahari) exhibits distinct spatial, circadian, and social behaviors compared to C57BL/6J

description: While the laboratory mouse is one of the most studied organisms on the planet, comparative research on the spatial and social structures of closely related Mus species remains limited. Here, we characterize the spatial, circadian, and social behavior of the Sikkim mouse (Mus pahari) wild-derived inbred strain PAH/Eij in comparison to the laboratory mouse strain C57BL/6J (Mus musculus domesticus, shortened to ‘B6’). Using a common garden approach, we monitored mice in replicate mixed-sex group social behavior trials within an indoor mesocosm using radiofrequency identification (RFID) antennae. M. pahari exhibited markedly reduced spatial exploration and highly stereotyped circadian activity that was strongly coupled to the dark phase of the light-dark cycle compared to B6 mice. Most strikingly, M. pahari displayed distinctive social behaviors characterized by strong male-male gregariousness and enhanced overall social tolerance, contrasting sharply with the relatively less social nature of B6 mice. These results demonstrate the genetic influence on social organization within the Mus genus and identify unique socio-spatial phenotypes in M. pahari, highlighting the considerable potential of this strain and species as a novel model for social behavior research.
DOI: 10.6084/m9.figshare.30888275
title: La Incompletitud Estructural de la QED - Una complementación que la QED ya exigía

description: <br>Presentamos un marco que complementa la Electrodinámica Cuántica (QED) ligera mediante condiciones algebraicas discretas sobre sus parámetros fundamentales. La masa del electrón $m_e$ y la constante de estructura fina $\alpha$ se expresan en términos de potencias del número áureo $\phi$, con exponentes enteros sujetos a restricciones de consistencia del grupo de renormalización. Demostramos que el exponente cosmológico $\beta = \phi^{-1}$ emerge de condiciones de estabilidad y cierre algebraico. El marco es falsable computacionalmente: si ninguna combinación de exponentes enteros reproduce los valores experimentales dentro de la precisión medida, la propuesta se descarta. Presentamos una solución concreta que reproduce $m_e = 0.511$ MeV y $\alpha^{-1} = 137.036$ sin parámetros ajustables continuos, sugiriendo una coherencia estructural subyacente en la QED.<br>
DOI: 10.6084/m9.figshare.30888275.v2
title: La Incompletitud Estructural de la QED - Una complementación que la QED ya exigía

description: <br>Presentamos un marco que complementa la Electrodinámica Cuántica (QED) ligera mediante condiciones algebraicas discretas sobre sus parámetros fundamentales. La masa del electrón $m_e$ y la constante de estructura fina $\alpha$ se expresan en términos de potencias del número áureo $\phi$, con exponentes enteros sujetos a restricciones de consistencia del grupo de renormalización. Demostramos que el exponente cosmológico $\beta = \phi^{-1}$ emerge de condiciones de estabilidad y cierre algebraico. El marco es falsable computacionalmente: si ninguna combinación de exponentes enteros reproduce los valores experimentales dentro de la precisión medida, la propuesta se descarta. Presentamos una solución concreta que reproduce $m_e = 0.511$ MeV y $\alpha^{-1} = 137.036$ sin parámetros ajustables continuos, sugiriendo una coherencia estructural subyacente en la QED.<br>
DOI: 10.6084/m9.figshare.30888275.v1
title: La Incompletitud Estructural de la QED

description: <br>Presentamos un marco que complementa la Electrodinámica Cuántica (QED) ligera mediante condiciones algebraicas discretas sobre sus parámetros fundamentales. La masa del electrón $m_e$ y la constante de estructura fina $\alpha$ se expresan en términos de potencias del número áureo $\phi$, con exponentes enteros sujetos a restricciones de consistencia del grupo de renormalización. Demostramos que el exponente cosmológico $\beta = \phi^{-1}$ emerge de condiciones de estabilidad y cierre algebraico. El marco es falsable computacionalmente: si ninguna combinación de exponentes enteros reproduce los valores experimentales dentro de la precisión medida, la propuesta se descarta. Presentamos una solución concreta que reproduce $m_e = 0.511$ MeV y $\alpha^{-1} = 137.036$ sin parámetros ajustables continuos, sugiriendo una coherencia estructural subyacente en la QED.<br>
DOI: 10.5281/zenodo.17944761
title: Systems Thinking Field Notes: Transitional Systems, Purpose, and Structural Boundaries v1.0

description: This document records the completion and applied analysis of Chapter 1 (Introduction) of Donella H. Meadows’ Thinking in Systems. The study focuses on Meadows’ foundational claim that human intuition is optimized for short-term feedback rather than long-term system behavior, leading to repeated governance and reform failures.

Using Meadows’ three-part system test—elements, interconnections, and purpose—this document identifies and analyzes a real-world transitional system in which a commons-based, transparency-first initiative is being developed within a dominant extractive, profit-driven governance environment.

The analysis emphasizes that system purpose is revealed through observed behavior over time rather than stated intent, and that outcomes are governed by structural interconnections rather than individual morality. This work establishes a documented learning milestone toward systems architecture, commons governance design, and ethical institutional development.
DOI: 10.5281/zenodo.17944762
title: Systems Thinking Field Notes: Transitional Systems, Purpose, and Structural Boundaries v1.0

description: This document records the completion and applied analysis of Chapter 1 (Introduction) of Donella H. Meadows’ Thinking in Systems. The study focuses on Meadows’ foundational claim that human intuition is optimized for short-term feedback rather than long-term system behavior, leading to repeated governance and reform failures.

Using Meadows’ three-part system test—elements, interconnections, and purpose—this document identifies and analyzes a real-world transitional system in which a commons-based, transparency-first initiative is being developed within a dominant extractive, profit-driven governance environment.

The analysis emphasizes that system purpose is revealed through observed behavior over time rather than stated intent, and that outcomes are governed by structural interconnections rather than individual morality. This work establishes a documented learning milestone toward systems architecture, commons governance design, and ethical institutional development.
DOI: 10.15468/dl.wggy6u
title: Occurrence Download

description: A dataset containing 3972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus)"
 ]
}

 The dataset includes 3972 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054072-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2vu35
title: Occurrence Download

description: A dataset containing 9617461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "FamilyKey is Orchidaceae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9617461 records from 5787 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054056-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6o7oyg
title: Occurrence Download

description: A dataset containing 8165 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Setophaga kirtlandii (S.F.Baird, 1852)"
 ]
}

 The dataset includes 8165 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013609-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ydqwuj
title: Occurrence Download

description: A dataset containing 698553 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crassulaceae"
 ]
}

 The dataset includes 698553 records from 862 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066607-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iizvev
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cavanillesia umbellata Ruiz & Pav.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 40 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013610-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qgukjq
title: Occurrence Download

description: A dataset containing 370982 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Himantopus mexicanus (P.L.S.Müller, 1776)"
 ]
}

 The dataset includes 370982 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066609-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t04vqh
title: Occurrence Download

description: A dataset containing 271629 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parkesia noveboracensis (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 271629 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066612-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjyrbw
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Calappula saussurei (Rathbun, 1898)"
 ]
}

 The dataset includes 101 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013611-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6oxh6
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eryngium sarcophyllum Hook. & Arn."
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013614-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8ecmq
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aegilops L.",
 "Country is Lebanon"
 ]
}

 The dataset includes 461 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066615-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssutiu
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON ((-135.21148681640622 56.946350034085484, -135.2142333984375 56.95433617601476, -135.23483276367188 56.95545945744857, -135.27053833007812 56.971556104987705, -135.28701782226562 56.98165974858867, -135.3076171875 56.99026439419074, -135.31448364257812 57.00622397841538, -135.34469604492188 56.99575298617249, -135.3234100341797 56.98727169955358, -135.30006408691406 56.97829217195451, -135.28427124023438 56.96931047858935, -135.27465820312497 56.96107535684833, -135.2465057373047 56.94909374837349, -135.22933959960938 56.9468467679709, -135.21148681640622 56.946350034085484))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013615-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktgttg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Hong Kong",
 "TaxonKey is Fregata andrewsi Mathews, 1914"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021463-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpxevw
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aegilops L.",
 "Country is Lebanon"
 ]
}

 The dataset includes 461 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066618-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwsx47
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cataleptodius occidentalis (Stimpson, 1871)"
 ]
}

 The dataset includes 247 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013616-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.be6ka2
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Conocimiento de la diversidad y distribución actual del maíz nativo y sus parientes silvestres en México (Teocintle)"
 ]
}

 The dataset includes 248 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016269-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7aqtod
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aegilops L.",
 "Country is Lebanon"
 ]
}

 The dataset includes 461 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066619-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exl389
title: Occurrence Download

description: A dataset containing 2282 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cosmos bipinnatus Cav."
 ]
}

 The dataset includes 2282 records from 202 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013619-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.