cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17695126
title: Beamer LaTeX Slides Dataset (5k code-image pairs)

description: This dataset contains 5000 LaTeX Beamer slide frames paired with their rendered images.

Dataset Contents

The dataset is split into 10 batch files for easier downloading:



beamer_batch_XXX.zip: Batches of code-image pairs (each contains ~500 samples)



codes/{sample_id}.tex: LaTeX source code

images/{sample_id}.png: Rendered PNG images (300 DPI)

metadata.json: Metadata for this batch

README.md: Dataset description




File Naming

Files use 6-digit zero-padded IDs that are consistent across all batches. For example, sample 000123 in batch 1 corresponds to:



codes/000123.tex

images/000123.png


Special Features

For frames containing \pause commands (progressive reveal), only the final state is included to avoid redundancy.
DOI: 10.5281/zenodo.17695127
title: Beamer LaTeX Slides Dataset (5k code-image pairs)

description: This dataset contains 5000 LaTeX Beamer slide frames paired with their rendered images.

Dataset Contents

The dataset is split into 10 batch files for easier downloading:



beamer_batch_XXX.zip: Batches of code-image pairs (each contains ~500 samples)



codes/{sample_id}.tex: LaTeX source code

images/{sample_id}.png: Rendered PNG images (300 DPI)

metadata.json: Metadata for this batch

README.md: Dataset description




File Naming

Files use 6-digit zero-padded IDs that are consistent across all batches. For example, sample 000123 in batch 1 corresponds to:



codes/000123.tex

images/000123.png


Special Features

For frames containing \pause commands (progressive reveal), only the final state is included to avoid redundancy.
DOI: 10.5281/zenodo.17658195
title: DATA_Spatially Non-stationary Synergy between Energy and Heterogeneity Shapes Bird Richness on the Qinghai-Tibet Plateau
DOI: 10.15468/dl.cjwsp5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Rediscovery of the genus Saigonita Kiriakoff (Lepidoptera, Noctuidae, Agaristinae), with an updated checklist of Agaristinae from China"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005068-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b36mpz
title: Occurrence Download

description: A dataset containing 22238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Causonis"
 ]
}

 The dataset includes 22238 records from 273 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005069-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypjcgm
title: Occurrence Download

description: A dataset containing 1038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Tremarctos ornatus"
 ]
}

 The dataset includes 1038 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005070-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xmt87
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((-118.89541 20.3633,-56.82018 20.3633,-56.82018 49.92294,-118.89541 49.92294,-118.89541 20.3633))",
 "TaxonKey is Stratiotes aloides"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005072-251120083545085/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/13846065
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ct9a7s
title: Occurrence Download

description: A dataset containing 510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-78.25787 -7.0062,-78.01417 -7.0062,-78.01417 -6.71763,-78.25787 -6.71763,-78.25787 -7.0062))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Turdus chiguanco",
 "Year 2018-2025"
 ]
}

 The dataset includes 510 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005073-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3uzhj
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Sitana thondalu"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005074-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48324/dandi.001361/0.251124.0550
title: A flexible hippocampal population code for experience relative to reward

description: 2-photon imaging and behavioral data from hippocampal area CA1 during virtual reality navigation in mice. Included in Sosa, Plitt, & Giocomo (2025), "A flexible hippocampal population code for experience relative to reward," Nature Neuroscience.To reinforce rewarding behaviors, events leading up to and following rewards must be remembered. Hippocampal place cell activity spans spatial and non-spatial episodes, but whether hippocampal activity encodes entire sequences of events relative to reward is unknown. To test this, we performed two-photon imaging of hippocampal CA1 as mice navigated virtual environments with changing hidden reward locations. When the reward moved, a subpopulation of neurons updated their firing fields to the same relative position with respect to reward, constructing behavioral timescale sequences spanning the entire task. Over learning, this reward-relative representation became more robust as additional neurons were recruited, and changes in reward-relative firing often preceded behavioral adaptations following reward relocation. Concurrently, the spatial environment code was maintained through a parallel, dynamic subpopulation rather than through dedicated cell classes. These findings reveal how hippocampal ensembles flexibly encode multiple aspects of experience while amplifying behaviorally relevant information.
DOI: 10.5281/zenodo.17695168
title: FMT for CID prat1
DOI: 10.5281/zenodo.17695169
title: FMT for CID prat1
DOI: 10.6084/m9.figshare.30305614
title: Supplementary Data for Sea-Level-Driven Strait Closures Enhance South China Sea Intermediate Water Ventilation with Impacts on North Pacific<b>.</b>

description: Foraminiferal radiocarbon dating, grain size, total organic carbon (TOC), and redox-sensitive trace element data from core S17 (20°01.7410′N, 115°01.9076′E; 751 m water depth) in the northern South China Sea. These data supplement the research article entitled "<i>Sea-Level-Driven Strait Closures Enhance South China Sea Intermediate Water Ventilation with Impacts on North Pacific</i>" (<b>DOI:</b><b>10.1038/s43247-025-03039-w</b>) published at Communications Earth & Environment.
DOI: 10.6084/m9.figshare.30305614.v1
title: Supplementary Data for Sea-Level-Driven Strait Closures Enhance South China Sea Intermediate Water Ventilation with Impacts on North Pacific<b>.</b>

description: Foraminiferal radiocarbon dating, grain size, total organic carbon (TOC), and redox-sensitive trace element data from core S17 (20°01.7410′N, 115°01.9076′E; 751 m water depth) in the northern South China Sea. These data supplement the research article entitled "<i>Sea-Level-Driven Strait Closures Enhance South China Sea Intermediate Water Ventilation with Impacts on North Pacific</i>" (<b>DOI:</b><b>10.1038/s43247-025-03039-w</b>) published at Communications Earth & Environment.
DOI: 10.15468/dl.94n4ea
title: Occurrence Download

description: A dataset containing 365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Semnopithecus priam, Semnopithecus priamus, Semnopithecus priam anchises, Semnopithecus priam priam, Semnopithecus priam thersites, Semnopithecus entellus priam)"
 ]
}

 The dataset includes 365 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005075-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.baw3mx
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriophorum beringianum"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005076-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jerk6w
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Quercus griffithii"
 ]
}

 The dataset includes 54 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005077-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17625980
title: 山刺玫花图像
DOI: 10.5281/zenodo.17625981
title: 山刺玫花图像
DOI: 10.5281/zenodo.17695261
title: CircuiTikZ LaTeX Circuits Dataset (5k code-image pairs)

description: This dataset contains 5k CircuiTikZ circuit diagrams paired with their rendered images.

Dataset Contents

The dataset is split into 10 batch files for easier downloading:



circuitikz_batch_XXX.zip: Batches of code-image pairs (each contains ~500 samples)



codes/{sample_id}.tex: LaTeX source code

images/{sample_id}.png: Rendered PNG images (300 DPI)

metadata.json: Metadata for this batch

README.md: Dataset description




File Naming

Files use 6-digit zero-padded IDs that are consistent across all batches. For example, sample 000123 in batch 1 corresponds to:



codes/000123.tex

images/000123.png
DOI: 10.5281/zenodo.17695260
title: CircuiTikZ LaTeX Circuits Dataset (5k code-image pairs)

description: This dataset contains 5k CircuiTikZ circuit diagrams paired with their rendered images.

Dataset Contents

The dataset is split into 10 batch files for easier downloading:



circuitikz_batch_XXX.zip: Batches of code-image pairs (each contains ~500 samples)



codes/{sample_id}.tex: LaTeX source code

images/{sample_id}.png: Rendered PNG images (300 DPI)

metadata.json: Metadata for this batch

README.md: Dataset description




File Naming

Files use 6-digit zero-padded IDs that are consistent across all batches. For example, sample 000123 in batch 1 corresponds to:



codes/000123.tex

images/000123.png
DOI: 10.15468/dl.uewfxm
title: Occurrence Download

description: A dataset containing 1021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Schoenicola platyurus"
 ]
}

 The dataset includes 1021 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005079-251120083545085/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.30691013
title: <b>Microbial-derived carbon is key to mineral-associated organic carbon accumulation in arid cropland soils</b>

description: Soil organic carbon (SOC) pools in croplands are vital components of terrestrial ecosystem carbon sink. Identifying the sources and stabilization mechanisms of SOC in climate-sensitive, extensive arid croplands is crucial for understanding the global soil carbon sequestration capacity. We selected 37 typical farmland sites spanning approximately 2000 km across Xinjiang, China. Using lignin phenols and amino sugars as biomarkers for plant and microbial necromass, to quantify microbial-derived carbon (MDC) and plant-derived carbon (PDC). This enabled us to clarify their distribution patterns, contributions to SOC, and the factors influencing them. Overall, MDCdominated SOC accumulation in Xinjiang farmlands (average contribution: 26%), being 3.3 times higher than PDC(average: 7.9%). Among the microbial sources, fungal-derived carbon (FDC)contributed 2.3 times more than bacterial-derived carbon (BDC). Comparisons between northern and southern Xinjiang revealed that northern Xinjiang soils contained 64% more MDCthan southern Xinjiang soils, and the contribution of MDCin northern Xinjiang was 1.6 times higher than that in southern Xinjiang. However, PDCshowed no significant regional difference. The ratio of mineral-associated organic carbon (MAOC) to particulate organic carbon (POC) in northern Xinjiang was 2.8 times higher than that in southern Xinjiang, indicating greater SOC stability and a stronger MAOC-SOC correlation in the north. MDC was negatively correlatedwith mean annual temperature (MAT) and positively correlated with mean annual precipitation (MAP), whereas PDC had no significant correlation with climate. These results indicate a preferential accumulation of microbial carbon under cold and humid conditions. MDC showed a strong positive correlation with MAOC but not with POC, confirming its role as the primary precursor of stable MAOC formation. In conclusion, SOC stabilization in China’s arid northwest is primarily driven by a "microbial-mineral" coupling mechanism, wherein cold and humid conditions effectively promote MDC conversion into MAOC and enhance the stability of carbon pools.
DOI: 10.6084/m9.figshare.30691013.v1
title: <b>Microbial-derived carbon is key to mineral-associated organic carbon accumulation in arid cropland soils</b>

description: Soil organic carbon (SOC) pools in croplands are vital components of terrestrial ecosystem carbon sink. Identifying the sources and stabilization mechanisms of SOC in climate-sensitive, extensive arid croplands is crucial for understanding the global soil carbon sequestration capacity. We selected 37 typical farmland sites spanning approximately 2000 km across Xinjiang, China. Using lignin phenols and amino sugars as biomarkers for plant and microbial necromass, to quantify microbial-derived carbon (MDC) and plant-derived carbon (PDC). This enabled us to clarify their distribution patterns, contributions to SOC, and the factors influencing them. Overall, MDCdominated SOC accumulation in Xinjiang farmlands (average contribution: 26%), being 3.3 times higher than PDC(average: 7.9%). Among the microbial sources, fungal-derived carbon (FDC)contributed 2.3 times more than bacterial-derived carbon (BDC). Comparisons between northern and southern Xinjiang revealed that northern Xinjiang soils contained 64% more MDCthan southern Xinjiang soils, and the contribution of MDCin northern Xinjiang was 1.6 times higher than that in southern Xinjiang. However, PDCshowed no significant regional difference. The ratio of mineral-associated organic carbon (MAOC) to particulate organic carbon (POC) in northern Xinjiang was 2.8 times higher than that in southern Xinjiang, indicating greater SOC stability and a stronger MAOC-SOC correlation in the north. MDC was negatively correlatedwith mean annual temperature (MAT) and positively correlated with mean annual precipitation (MAP), whereas PDC had no significant correlation with climate. These results indicate a preferential accumulation of microbial carbon under cold and humid conditions. MDC showed a strong positive correlation with MAOC but not with POC, confirming its role as the primary precursor of stable MAOC formation. In conclusion, SOC stabilization in China’s arid northwest is primarily driven by a "microbial-mineral" coupling mechanism, wherein cold and humid conditions effectively promote MDC conversion into MAOC and enhance the stability of carbon pools.
DOI: 10.5281/zenodo.15724268
title: Simulation output for manuscript Exposing and Reducing Biases of Simulating Mixed-Phase Clouds in the Convection-Permitting E3SM Atmosphere Model: Lessons from an Arctic Cold-Air Outbreak

description: DP-SCREAMv0 simulations for manuscript Exposing and Reducing Biases of Simulating Mixed-Phase Clouds in the Convection-Permitting E3SM Atmosphere Model: Lessons from an Arctic Cold-Air Outbreak.
DOI: 10.5281/zenodo.15724269
title: Simulation output for manuscript Exposing and Reducing Biases of Simulating Mixed-Phase Clouds in the Convection-Permitting E3SM Atmosphere Model: Lessons from an Arctic Cold-Air Outbreak

description: DP-SCREAMv0 simulations for manuscript Exposing and Reducing Biases of Simulating Mixed-Phase Clouds in the Convection-Permitting E3SM Atmosphere Model: Lessons from an Arctic Cold-Air Outbreak.
DOI: 10.15468/dl.y5qpqm
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Rousettus leschenaultii, Rousettus leschenaultii shortridgei, Rousettus leschenaultii seminudus, Rousettus leschenaultii leschenaultii)"
 ]
}

 The dataset includes 172 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005081-251120083545085/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.30589875
title: TCF3 activates VEGFA transcription and reinforces PD-L1 expression in lung adenocarcinoma cells via NF-κB to attenuate the cytotoxicity of CD8<sup>+</sup> T cells

description: In response to the clinical dilemma of insufficient immune treatment response rate for lung adenocarcinoma (LUAD), this study aims to analyze the regulatory mechanism of the TCF3/VEGFA axis on CD8<sup>+</sup> T cells’ function. Bioinformatics analysis predicted the upstream transcription factors of VEGFA. Dual luciferase and ChIP assays verified the binding relationship between VEGFA and TCF3. WB detected the expression of VEGFA, NF-κB-related markers and PD-L1. Flow cytometry and immunofluorescence detected the expression of PD-L1. The cytotoxicity efficiency of CD8<sup>+</sup> T cells was evaluated in a co-cultivation system. A subcutaneous LUAD mouse model was constructed to verify the role of TCF3/VEGFA in vivo. VEGFA was transcriptionally activated by its upstream transcription factor TCF3 (<i>p</i> &lt; 0.05). Overexpressing TCF3 weakened the inhibitory effect of VEGFA knockdown on NF-κB-related markers and PD-L1 expression and the promotion of CD8<sup>+</sup> T cell cytotoxicity (<i>p</i> &lt; 0.05). in vivo experiments also confirmed that overexpressing TCF3 reversed the anti-tumor effect of VEGFA knockdown (<i>p</i> &lt; 0.05). This article reveals that the TCF3/VEGFA axis enhances the expression of PD-L1 in LUAD by activating the NF-κB signaling pathway, thereby weakening the cytotoxicity of CD8<sup>+</sup> T cells.
DOI: 10.6084/m9.figshare.30589875.v1
title: TCF3 activates VEGFA transcription and reinforces PD-L1 expression in lung adenocarcinoma cells via NF-κB to attenuate the cytotoxicity of CD8<sup>+</sup> T cells

description: In response to the clinical dilemma of insufficient immune treatment response rate for lung adenocarcinoma (LUAD), this study aims to analyze the regulatory mechanism of the TCF3/VEGFA axis on CD8<sup>+</sup> T cells’ function. Bioinformatics analysis predicted the upstream transcription factors of VEGFA. Dual luciferase and ChIP assays verified the binding relationship between VEGFA and TCF3. WB detected the expression of VEGFA, NF-κB-related markers and PD-L1. Flow cytometry and immunofluorescence detected the expression of PD-L1. The cytotoxicity efficiency of CD8<sup>+</sup> T cells was evaluated in a co-cultivation system. A subcutaneous LUAD mouse model was constructed to verify the role of TCF3/VEGFA in vivo. VEGFA was transcriptionally activated by its upstream transcription factor TCF3 (<i>p</i> &lt; 0.05). Overexpressing TCF3 weakened the inhibitory effect of VEGFA knockdown on NF-κB-related markers and PD-L1 expression and the promotion of CD8<sup>+</sup> T cell cytotoxicity (<i>p</i> &lt; 0.05). in vivo experiments also confirmed that overexpressing TCF3 reversed the anti-tumor effect of VEGFA knockdown (<i>p</i> &lt; 0.05). This article reveals that the TCF3/VEGFA axis enhances the expression of PD-L1 in LUAD by activating the NF-κB signaling pathway, thereby weakening the cytotoxicity of CD8<sup>+</sup> T cells.
DOI: 10.15468/dl.fszjev
title: Occurrence Download

description: A dataset containing 4244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is USA.39_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycorma delicatula",
 "Year 2017-2021"
 ]
}

 The dataset includes 4244 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005082-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjeynp
title: Occurrence Download

description: A dataset containing 600851 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 600851 records from 617 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005080-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78wqtf
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhabdops olivaceus"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005083-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8p5jzq
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Betula utilis"
 ]
}

 The dataset includes 214 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005084-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.