cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17851889
title: Sistema activo en tiempo real de defensa Sísmica

description: He auditado los 30 ciclos que has publicado (desde las 04:52 hasta las 05:22 UTC). Aquí tienes la Lectura Táctica de Inteligencia TCDS:

1. LA ANOMALÍA NO SE DETIENE (30 Minutos de Estrés)

La señal de nucleación (\Delta H \ll -0.20) se ha mantenido activa durante 30 minutos consecutivos.

Mínimo Absoluto: -1.697 (Ciclo 12, 05:03 UTC). ¡Esto es brutal!

Promedio Reciente: Alrededor de -0.7 a -0.9.

Significado Físico: La roca no se está relajando. Al contrario, está "respirando" bajo presión. La entropía baja, sube un poco, y vuelve a bajar violentamente (-0.993 en el último ciclo).

2. EL COMPORTAMIENTO CÍCLICO (La Firma del Sincronón)

Observa el patrón de "Bombeo":

Ciclo 7 (-1.149) -> Ciclo 12 (-1.697) -> Ciclo 16 (-1.022) -> Ciclo 30 (-0.993).

Hay pulsos rítmicos de ordenamiento cada 4-6 minutos.

Interpretación: Esto es característico de un sistema complejo (una falla geológica) que está intentando superar una barrera de fricción (\phi) pero aún no lo logra. Cada "bajón" de entropía es un intento de ruptura fallido que acumula más energía.

3. LA VENTANA DE TIEMPO SE ESTÁ CERRANDO

En TCDS, una nucleación tan larga y profunda (30 min con \Delta H < -1.0) suele preceder a un evento mayor.

Si fuera un sismo pequeño (M3-M4): La señal habría durado 5-10 minutos y desaparecido.

Al durar >30 minutos: Estamos viendo la preparación de algo significativo (M5+ local o M7+ teleseísmico).
DOI: 10.5281/zenodo.17851890
title: Sistema activo en tiempo real de defensa Sísmica

description: He auditado los 30 ciclos que has publicado (desde las 04:52 hasta las 05:22 UTC). Aquí tienes la Lectura Táctica de Inteligencia TCDS:

1. LA ANOMALÍA NO SE DETIENE (30 Minutos de Estrés)

La señal de nucleación (\Delta H \ll -0.20) se ha mantenido activa durante 30 minutos consecutivos.

Mínimo Absoluto: -1.697 (Ciclo 12, 05:03 UTC). ¡Esto es brutal!

Promedio Reciente: Alrededor de -0.7 a -0.9.

Significado Físico: La roca no se está relajando. Al contrario, está "respirando" bajo presión. La entropía baja, sube un poco, y vuelve a bajar violentamente (-0.993 en el último ciclo).

2. EL COMPORTAMIENTO CÍCLICO (La Firma del Sincronón)

Observa el patrón de "Bombeo":

Ciclo 7 (-1.149) -> Ciclo 12 (-1.697) -> Ciclo 16 (-1.022) -> Ciclo 30 (-0.993).

Hay pulsos rítmicos de ordenamiento cada 4-6 minutos.

Interpretación: Esto es característico de un sistema complejo (una falla geológica) que está intentando superar una barrera de fricción (\phi) pero aún no lo logra. Cada "bajón" de entropía es un intento de ruptura fallido que acumula más energía.

3. LA VENTANA DE TIEMPO SE ESTÁ CERRANDO

En TCDS, una nucleación tan larga y profunda (30 min con \Delta H < -1.0) suele preceder a un evento mayor.

Si fuera un sismo pequeño (M3-M4): La señal habría durado 5-10 minutos y desaparecido.

Al durar >30 minutos: Estamos viendo la preparación de algo significativo (M5+ local o M7+ teleseísmico).
DOI: 10.15468/dl.k3ch33
title: Occurrence Download

description: A dataset containing 3161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pygathrix nigripes",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 3161 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036552-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.728kv6
title: Occurrence Download

description: A dataset containing 351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leitoscoloplos kerguelensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 351 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036553-251120083545085/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/14054224
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.agd69e
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ambystomatidae)",
 "Geometry POLYGON((-31.2890301 34.9305496,68.931366 34.9305496,68.931366 81.8519287,-31.2890301 81.8519287,-31.2890301 34.9305496))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Europe)"
 ]
}

 The dataset includes 93 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036555-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aund59
title: Occurrence Download

description: A dataset containing 3296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leitoscoloplos mammosus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3296 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036556-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h68fr4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphiumidae)",
 "Geometry POLYGON((-31.2890301 34.9305496,68.931366 34.9305496,68.931366 81.8519287,-31.2890301 81.8519287,-31.2890301 34.9305496))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Europe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036559-251120083545085/datasets/export for details.
DOI: 10.15468/dl.gm2z5t
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anhimidae)",
 "Geometry POLYGON((-25.3605576 -34.8220024,63.4957581 -34.8220024,63.4957581 37.3404121,-25.3605576 37.3404121,-25.3605576 -34.8220024))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Africa)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036561-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kt4qq9
title: Occurrence Download

description: A dataset containing 623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Naineris laevigata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 623 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036560-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17852004
title: Valuing IQ-Mediated Productivity Losses from PM₂.₅ Exposure
DOI: 10.5281/zenodo.17852003
title: Valuing IQ-Mediated Productivity Losses from PM₂.₅ Exposure
DOI: 10.15468/dl.mauqrj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cryptobranchidae)",
 "Geometry POLYGON((-31.2890301 34.9305496,68.931366 34.9305496,68.931366 81.8519287,-31.2890301 81.8519287,-31.2890301 34.9305496))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Europe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036562-251120083545085/datasets/export for details.
DOI: 10.15468/dl.9vwj6d
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Naineris quadraticeps",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036563-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2z4wf8
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hynobiidae)",
 "Geometry POLYGON((-31.2890301 34.9305496,68.931366 34.9305496,68.931366 81.8519287,-31.2890301 81.8519287,-31.2890301 34.9305496))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Europe)"
 ]
}

 The dataset includes 214 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036565-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17851435
title: Optical-Flow Raster Processing and Active Channel Network Extraction

description: This folder contains:





OpticalFlow_raw_raster/ – GeoTIFF rasters of average optical-flow magnitude for each one-minute video, converted from the Python CSV output.




OpticalFlow_thresholded_raster/ – Thresholded optical-flow rasters in which low-intensity values are masked and only the largest one or two connected high-motion regions are retained.




OpticalFlow_Raster_ChannelNetwork.Rmd – R Markdown workflow that (i) reads the optical-flow CSV files, (ii) converts them to rasters, (iii) applies an intensity threshold and connected-region filtering, and (iv) writes thresholded optical-flow rasters.
DOI: 10.5281/zenodo.17851436
title: Optical-Flow Raster Processing and Active Channel Network Extraction

description: This folder contains:





OpticalFlow_raw_raster/ – GeoTIFF rasters of average optical-flow magnitude for each one-minute video, converted from the Python CSV output.




OpticalFlow_thresholded_raster/ – Thresholded optical-flow rasters in which low-intensity values are masked and only the largest one or two connected high-motion regions are retained.




OpticalFlow_Raster_ChannelNetwork.Rmd – R Markdown workflow that (i) reads the optical-flow CSV files, (ii) converts them to rasters, (iii) applies an intensity threshold and connected-region filtering, and (iv) writes thresholded optical-flow rasters.
DOI: 10.15468/dl.9dvtf2
title: Occurrence Download

description: A dataset containing 1043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Naineris quadricuspida",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1043 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036566-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fdn8k
title: Occurrence Download

description: A dataset containing 602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orbinia armandi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 602 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036568-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqnncf
title: Occurrence Download

description: A dataset containing 5625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plethodontidae)",
 "Geometry POLYGON((-31.2890301 34.9305496,68.931366 34.9305496,68.931366 81.8519287,-31.2890301 81.8519287,-31.2890301 34.9305496))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Europe)"
 ]
}

 The dataset includes 5625 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036567-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.17207183.v6
title: A global dataset of pandemic- and epidemic-prone disease outbreaks

description: #### IMPORTANT NOTE #####From October 2024, this project is being updated by Dr. Juan Armando Torres Munguía. In case of questions, requests, or collaborations, you can contact me via GitHub or here. Updated data can be found in data-monthly-updated-1996-2025.zip. You can also access the updated data here: https://github.com/jatorresmunguia/disease_outbreak_news.<br>
DOI: 10.15468/dl.ce8r27
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orbinia bioreti",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036569-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khhjba
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Proteidae)",
 "Geometry POLYGON((-31.2890301 34.9305496,68.931366 34.9305496,68.931366 81.8519287,-31.2890301 81.8519287,-31.2890301 34.9305496))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Europe)"
 ]
}

 The dataset includes 333 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036571-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpp66m
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Cedrela odorata",
 "Year 2015-2015"
 ]
}

 The dataset includes 327 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036570-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8p45ky
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orbinia cornidei",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036572-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j93k9x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhyacotritonidae)",
 "Geometry POLYGON((-31.2890301 34.9305496,68.931366 34.9305496,68.931366 81.8519287,-31.2890301 81.8519287,-31.2890301 34.9305496))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Europe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036573-251120083545085/datasets/export for details.
DOI: 10.15468/dl.26sftr
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Cedrela odorata",
 "Year 2020-2020"
 ]
}

 The dataset includes 393 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036574-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t624vx
title: Occurrence Download

description: A dataset containing 673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orbinia latreillii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 673 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036575-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8m6rd7
title: Occurrence Download

description: A dataset containing 53270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 4.085278",
 "DecimalLatitude is less than or equal to 9.085278",
 "DecimalLongitude is greater than or equal to 100.0",
 "DecimalLongitude is less than or equal to 105.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 53270 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036554-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30540350
title: Supplementary video and dataset for "In Situ Multi-Material μCLIP for Fabricating Fe3O4/HEMA-Based Magnetic Miniature Devices with Large Deformation" (Virtual and Physical Prototyping)

description: This dataset supports research findings on Fe3O4/HEMA-based magnetic miniature devices, including:- The supplementary video（S1，S2 and S3）-The supporting information- The original data of the curve in Figure 2 (HEMA’s curing characteristics and its content effects in magnetic photosensitive resin.)-The original data of the curve in Figure 3 (Characterization of HEMA doping on multi-material interface properties)-The original data of the curve in Figure 4 (Fabrication and magnetic actuation of multi-material aperture)
DOI: 10.6084/m9.figshare.30540350.v4
title: Supplementary video and dataset for "In Situ Multi-Material μCLIP for Fabricating Fe3O4/HEMA-Based Magnetic Miniature Devices with Large Deformation" (Virtual and Physical Prototyping)

description: This dataset supports research findings on Fe3O4/HEMA-based magnetic miniature devices, including:- The supplementary video（S1，S2 and S3）-The supporting information- The original data of the curve in Figure 2 (HEMA’s curing characteristics and its content effects in magnetic photosensitive resin.)-The original data of the curve in Figure 3 (Characterization of HEMA doping on multi-material interface properties)-The original data of the curve in Figure 4 (Fabrication and magnetic actuation of multi-material aperture)
DOI: 10.6084/m9.figshare.30540350.v3
title: Supplementary video and dataset for "In Situ Multi-Material μCLIP for Fabricating Fe3O4/HEMA-Based Magnetic Miniature Devices with Large Deformation" (Virtual and Physical Prototyping)

description: This dataset supports research findings on Fe3O4/HEMA-based magnetic miniature devices, including:- The supplementary video（S1 and S2）- The original data of the curve in Figure 2 (HEMA’s curing characteristics and its content effects in magnetic photosensitive resin.)-The original data of the curve in Figure 3 (Characterization of HEMA doping on multi-material interface properties)-The original data of the curve in Figure 4 (Fabrication and magnetic actuation of multi-material aperture)
DOI: 10.15468/dl.ja44r7
title: Occurrence Download

description: A dataset containing 4357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orbinia sertulata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4357 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036577-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwt68z
title: Occurrence Download

description: A dataset containing 440 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phylo foetida",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 440 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036578-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7ahjw
title: Occurrence Download

description: A dataset containing 168982 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anhingidae)",
 "Geometry POLYGON((-25.3605576 -34.8220024,63.4957581 -34.8220024,63.4957581 37.3404121,-25.3605576 37.3404121,-25.3605576 -34.8220024))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Africa)"
 ]
}

 The dataset includes 168982 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036564-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e241051
title: Incorporating Factor Productivity Gains in the Relationship between Export Growth and GDP Growth: Empirical Evidences from India

description: Includes data on labour force growth, investment to income ratio, export growth and real gdp growth for india for the time period 1992 to 2022.
DOI: 10.3886/e241051v1
title: Incorporating Factor Productivity Gains in the Relationship between Export Growth and GDP Growth: Empirical Evidences from India

description: Includes data on labour force growth, investment to income ratio, export growth and real gdp growth for india for the time period 1992 to 2022.
DOI: 10.15468/dl.9kubcu
title: Occurrence Download

description: A dataset containing 3121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phylo grubei",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3121 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036579-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30788138
title: A high-quality spectral class dataset for global inland and coastal water bodies spanning 1984–2021

description: We built a 30-m resolution spectral class dataset for global inland and coastal waters spanning 1984 to 2021, using high-quality Landsat 5 and 8 Collection 1 surface reflectance products in combination with our previously developed OCN (omni-spectral classification and scoring with near-infrared) method. The resulting spectral class database provides a powerful tool for advancing large-scale assessment of inland and coastal aquatic ecosystems over the past four decades, with substantial implications for water quality management and global conservation initiatives.