cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc112017353
title: Cuneiform Tablet 1913.14.0227, Spurlock 1913.14.0227

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0227; CDLI P420609 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 3.6 x 3.3 x 2 cm (29g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.tdzypa
title: Occurrence Download

description: A dataset containing 95562 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180 50,180 50,180 90,-180 90,-180 50))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Larix Mill."
 ]
}

 The dataset includes 95562 records from 379 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0398653-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cakee
title: Occurrence Download

description: A dataset containing 1055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Grus vipio"
 ]
}

 The dataset includes 1055 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036535-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbvbah
title: Occurrence Download

description: A dataset containing 8558 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panax quinquefolius"
 ]
}

 The dataset includes 8558 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036534-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmd8xt
title: Occurrence Download

description: A dataset containing 528 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Levisticum officinale",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 528 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036537-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb3h8d
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Levisticum officinale",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 125 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036536-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16394423
title: NeuroDidactica-XAI

description: # Explainable Deep Learning Models in Adaptive Educational Systems

## 🔍 Overview

This repository hosts the implementation of our research paper titled:  **"Enhancing Student Learning Outcomes Through Explainable Deep Learning Models in Adaptive Educational Systems"**  by **Yang Zheng** and **Miao Yan**, School of Music and Dance, Chengdu University.

We propose a novel framework combining formal curriculum representation, an explainable neural model **NeuroDidactica**, and an adaptive strategy **Pedagogical Entropy Minimization (PEM)**. This system improves learning outcomes while maintaining interpretability in adaptive educational technologies.

---

## 📌 Features

- 📚 **Formal Curriculum Modeling**: Graph-theoretic and probabilistic representation of curriculum and learner trajectories.- 🧠 **NeuroDidactica**: A recurrent, attention-based architecture for simulating learner cognition.- 📉 **PEM (Pedagogical Entropy Minimization)**: Strategy to optimize instructional decisions by reducing uncertainty in student knowledge.- 🧾 **Explainability-Driven Design**: Interpretable attention mechanisms and alignment-aware forecasting.

---

## 📐 System Architecture

The model includes:

1. **Cognitive-State Recurrence**     Captures and updates latent learner knowledge with GRU units and contrastive regularization.

2. **Curriculum-Attentive Modulation**     Aligns content delivery with learner cognitive state using curriculum-aware attention.

3. **Multi-Level Mastery Forecasting**     Combines temporal convolution and curriculum alignment for predicting mastery levels.

See *Figures 1 & 2* in the paper for detailed schematics.

---

## 🧪 Datasets

We evaluate the proposed system using:

- **ASSISTments**- **PISA**- **OULAD**- **EdNet**

Each dataset provides diverse educational interactions enabling robust benchmarking.

---

## 🧾 Experimental Setup

- Framework: PyTorch 2.0  - Optimizer: Adam (LR = 1e-4)  - Temporal Embeddings & Multi-Scale Attention  - Evaluation Metrics: MAE, RMSE, MAPE, Accuracy, F1, AUC  

The experiments were conducted on an NVIDIA A100 GPU with 256GB RAM.

---

## 🥇 Results

Our model outperforms strong baselines including BERT, RoBERTa, ELECTRA, and DeBERTa across all datasets.  Key metrics:- **Accuracy**: 91.57% (ASSISTments), 91.35% (EdNet)- **F1 Score**: 90.23% (ASSISTments), 90.05% (EdNet)- **AUC**: 92.15% (ASSISTments), 91.84% (EdNet)

See *Tables 1–4* and *Figures 5–8* for detailed comparisons and ablation studies.

---

## 🚀 Getting Started

### Requirements

```bashpip install -r requirements.txt
DOI: 10.5281/zenodo.16394424
title: NeuroDidactica-XAI

description: # Explainable Deep Learning Models in Adaptive Educational Systems

## 🔍 Overview

This repository hosts the implementation of our research paper titled:  **"Enhancing Student Learning Outcomes Through Explainable Deep Learning Models in Adaptive Educational Systems"**  by **Yang Zheng** and **Miao Yan**, School of Music and Dance, Chengdu University.

We propose a novel framework combining formal curriculum representation, an explainable neural model **NeuroDidactica**, and an adaptive strategy **Pedagogical Entropy Minimization (PEM)**. This system improves learning outcomes while maintaining interpretability in adaptive educational technologies.

---

## 📌 Features

- 📚 **Formal Curriculum Modeling**: Graph-theoretic and probabilistic representation of curriculum and learner trajectories.- 🧠 **NeuroDidactica**: A recurrent, attention-based architecture for simulating learner cognition.- 📉 **PEM (Pedagogical Entropy Minimization)**: Strategy to optimize instructional decisions by reducing uncertainty in student knowledge.- 🧾 **Explainability-Driven Design**: Interpretable attention mechanisms and alignment-aware forecasting.

---

## 📐 System Architecture

The model includes:

1. **Cognitive-State Recurrence**     Captures and updates latent learner knowledge with GRU units and contrastive regularization.

2. **Curriculum-Attentive Modulation**     Aligns content delivery with learner cognitive state using curriculum-aware attention.

3. **Multi-Level Mastery Forecasting**     Combines temporal convolution and curriculum alignment for predicting mastery levels.

See *Figures 1 & 2* in the paper for detailed schematics.

---

## 🧪 Datasets

We evaluate the proposed system using:

- **ASSISTments**- **PISA**- **OULAD**- **EdNet**

Each dataset provides diverse educational interactions enabling robust benchmarking.

---

## 🧾 Experimental Setup

- Framework: PyTorch 2.0  - Optimizer: Adam (LR = 1e-4)  - Temporal Embeddings & Multi-Scale Attention  - Evaluation Metrics: MAE, RMSE, MAPE, Accuracy, F1, AUC  

The experiments were conducted on an NVIDIA A100 GPU with 256GB RAM.

---

## 🥇 Results

Our model outperforms strong baselines including BERT, RoBERTa, ELECTRA, and DeBERTa across all datasets.  Key metrics:- **Accuracy**: 91.57% (ASSISTments), 91.35% (EdNet)- **F1 Score**: 90.23% (ASSISTments), 90.05% (EdNet)- **AUC**: 92.15% (ASSISTments), 91.84% (EdNet)

See *Tables 1–4* and *Figures 5–8* for detailed comparisons and ablation studies.

---

## 🚀 Getting Started

### Requirements

```bashpip install -r requirements.txt
DOI: 10.57783/3see-2m36
title: LibreChat-DEV
DOI: 10.5065/qxc3-te54
title: ICARUS Chamber Experiment: Ziemann_20071115_Cyclooctane/Methyl nitrite/Nitric oxide_Hydroxyl radical_DOS

description: Goals: Determine SOA yield of OH radical oxidation of the VOCSummary: Alkanes were reacted with OH radicals in the presence of NOx in a 5900 L PTFE environmental chamber filled with clean, dry air (less than 5 ppbv hydrocarbons, less than 1% RH) at 25 C and atmospheric pressure. The reaction mixture contained 200 - 400 ug/m^3 of dioctyl sebacate (DOS) seed particles added from an evaporation condensation aerosol generator and 1 (0.5 heptadecane), 10, and 10 ppmv alkane, methyl nitrite, and NO. Reactions were initiated by turning on blacklights to form OH radicals by methyl nitrite photolysis. The average OH radical concentration for 60 minutes of reaction was 3 x 107 cm^-3 , and 50-85% of the alkane reacted.Organization: Ziemann Lab Affiliation: University of Colorado, Boulder, Boulder, CO, USA Chamber: UC Riverside (APRC)Experiment Category: Gas phase chemical reaction, Photolysis, any phase, Aerosol formation, Aerosol aging Oxidant: Hydroxyl radical Reactants: Cyclooctane, Methyl nitrite, Nitric oxide Reaction Type: Photooxidation Relative Humidity: 1 Temperature: 25 Seed Name: DOS Pressure: 740 Torr
DOI: 10.15468/dl.6hvgve
title: Occurrence Download

description: A dataset containing 589 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panax bipinnatifidus"
 ]
}

 The dataset includes 589 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036538-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66j3zq
title: Occurrence Download

description: A dataset containing 298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Emberiza aureola"
 ]
}

 The dataset includes 298 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036539-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pn94pp
title: Occurrence Download

description: A dataset containing 638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melia azedarach",
 "Country is Tanzania, United Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 638 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036540-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42s5k7
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mentha piperita",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 80 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036542-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ch8yv
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Merremia peltata",
 "Country is Solomon Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036543-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/gahf-ea38
title: ICARUS Chamber Experiment: Ziemann_20071121_2-Methylundecane/Methyl nitrite/Nitric oxide_Hydroxyl radical_DOS

description: Goals: Determine SOA yield of OH radical oxidation of the VOCSummary: Alkanes were reacted with OH radicals in the presence of NOx in a 5900 L PTFE environmental chamber filled with clean, dry air (less than 5 ppbv hydrocarbons, less than 1% RH) at 25 C and atmospheric pressure. The reaction mixture contained 200 - 400 ug/m^3 of dioctyl sebacate (DOS) seed particles added from an evaporation condensation aerosol generator and 1 (0.5 heptadecane), 10, and 10 ppmv alkane, methyl nitrite, and NO. Reactions were initiated by turning on blacklights to form OH radicals by methyl nitrite photolysis. The average OH radical concentration for 60 minutes of reaction was 3 x 107 cm^-3 , and 50-85% of the alkane reacted.Organization: Ziemann Lab Affiliation: University of Colorado, Boulder, Boulder, CO, USA Chamber: UC Riverside (APRC)Experiment Category: Gas phase chemical reaction, Photolysis, any phase, Aerosol formation, Aerosol aging Oxidant: Hydroxyl radical Reactants: 2-Methylundecane, Methyl nitrite, Nitric oxide Reaction Type: Photooxidation Relative Humidity: 1 Temperature: 25 Seed Name: DOS Pressure: 740 Torr
DOI: 10.5065/nyns-gs07
title: ICARUS Chamber Experiment: Ziemann_20071113_Cyclohexane/Methyl nitrite/Nitric oxide_Hydroxyl radical_DOS

description: Goals: Determine SOA yield of OH radical oxidation of the VOCSummary: Alkanes were reacted with OH radicals in the presence of NOx in a 5900 L PTFE environmental chamber filled with clean, dry air (less than 5 ppbv hydrocarbons, less than 1% RH) at 25 C and atmospheric pressure. The reaction mixture contained 200 - 400 ug/m^3 of dioctyl sebacate (DOS) seed particles added from an evaporation condensation aerosol generator and 1 (0.5 heptadecane), 10, and 10 ppmv alkane, methyl nitrite, and NO. Reactions were initiated by turning on blacklights to form OH radicals by methyl nitrite photolysis. The average OH radical concentration for 60 minutes of reaction was 3 x 107 cm^-3 , and 50-85% of the alkane reacted.Organization: Ziemann Lab Affiliation: University of Colorado, Boulder, Boulder, CO, USA Chamber: UC Riverside (APRC)Experiment Category: Gas phase chemical reaction, Photolysis, any phase, Aerosol formation, Aerosol aging Oxidant: Hydroxyl radical Reactants: Cyclohexane, Methyl nitrite, Nitric oxide Reaction Type: Photooxidation Relative Humidity: 1 Temperature: 25 Seed Name: DOS Pressure: 740 Torr
DOI: 10.15468/dl.m8tysp
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mentha piperita",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036544-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfpb5r
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melia azedarach",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036550-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.576edm
title: Occurrence Download

description: A dataset containing 3968 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ulmus"
 ]
}

 The dataset includes 3968 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036545-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvdvp7
title: Occurrence Download

description: A dataset containing 347 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pandanus pygmaeus"
 ]
}

 The dataset includes 347 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036547-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nk46jg
title: Occurrence Download

description: A dataset containing 2317 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pandanus utilis"
 ]
}

 The dataset includes 2317 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036546-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/34jv-qa30
title: ICARUS Chamber Experiment: Ziemann_20071118_Cyclopentadecane/Methyl nitrite/Nitric oxide_Hydroxyl radical_DOS

description: Goals: Determine SOA yield of OH radical oxidation of the VOCSummary: Alkanes were reacted with OH radicals in the presence of NOx in a 5900 L PTFE environmental chamber filled with clean, dry air (less than 5 ppbv hydrocarbons, less than 1% RH) at 25 C and atmospheric pressure. The reaction mixture contained 200 - 400 ug/m^3 of dioctyl sebacate (DOS) seed particles added from an evaporation condensation aerosol generator and 1 (0.5 heptadecane), 10, and 10 ppmv alkane, methyl nitrite, and NO. Reactions were initiated by turning on blacklights to form OH radicals by methyl nitrite photolysis. The average OH radical concentration for 60 minutes of reaction was 3 x 107 cm^-3 , and 50-85% of the alkane reacted.Organization: Ziemann Lab Affiliation: University of Colorado, Boulder, Boulder, CO, USA Chamber: UC Riverside (APRC)Experiment Category: Gas phase chemical reaction, Photolysis, any phase, Aerosol formation, Aerosol aging Oxidant: Hydroxyl radical Reactants: Cyclopentadecane, Methyl nitrite, Nitric oxide Reaction Type: Photooxidation Relative Humidity: 1 Temperature: 25 Seed Name: DOS Pressure: 740 Torr
DOI: 10.5281/zenodo.15240059
title: A dataset of carbon parameters for the 24,366 lakes in China

description: This dataset presents the first comprehensive and long-term dataset of lake carbon parameters across 24,366 lakes in China, derived from Landsat satellite observations during 1984-2023 and in-situ measurements. It includes spatially explicit and annually resolved estimates of the three major carbon forms in laske waters: 



Dissolved Organic Carbon (DOC)

Particulate Organic Carbon (POC)

Dissolved Inorganic Carbon (DIC)


Using a unified two-step machine learning framework that integrates watershed properties and Landsat surface reflectance, we retrieved pixel-level carbon concentrations/storage and aggregated them to 1.0° grid-based annual mean values. The dataset also provides derived indicators including organic carbon (OC), dissolved carbon (DC), and DOC/OC and DIC/DC ratios, offering rich insights into lake carbon cycling dynamics under changing climate and land use.

The CLCP dataset is fully open-access and can support a wide range of applications in carbon budget assessment, freshwater ecology, and climate feedback research.

Key Parameters and Units:



DOC, POC, DIC concentrations: milligrams per liter (mg L-1)

Carbon storage (DOC_stock, POC_stock, DIC_stock): teragram carbon (t C)

Carbon ratios (DOC/OC, DIC/DC): unitless

Annual change rates of concentration: milligrams per liter per year (mg L-1 year-1)

Annual change rates of carbon ratios: percent per year (% year-1)
DOI: 10.15468/dl.hvch6w
title: Occurrence Download

description: A dataset containing 369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melia azedarach",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 369 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036551-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/g89m-jh76
title: ICARUS Chamber Experiment: Ziemann_20071117_Cyclododecane/Methyl nitrite/Nitric oxide_Hydroxyl radical_DOS

description: Goals: Determine SOA yield of OH radical oxidation of the VOCSummary: Alkanes were reacted with OH radicals in the presence of NOx in a 5900 L PTFE environmental chamber filled with clean, dry air (less than 5 ppbv hydrocarbons, less than 1% RH) at 25 C and atmospheric pressure. The reaction mixture contained 200 - 400 ug/m^3 of dioctyl sebacate (DOS) seed particles added from an evaporation condensation aerosol generator and 1 (0.5 heptadecane), 10, and 10 ppmv alkane, methyl nitrite, and NO. Reactions were initiated by turning on blacklights to form OH radicals by methyl nitrite photolysis. The average OH radical concentration for 60 minutes of reaction was 3 x 107 cm^-3 , and 50-85% of the alkane reacted.Organization: Ziemann Lab Affiliation: University of Colorado, Boulder, Boulder, CO, USA Chamber: UC Riverside (APRC)Experiment Category: Gas phase chemical reaction, Photolysis, any phase, Aerosol formation, Aerosol aging Oxidant: Hydroxyl radical Reactants: Cyclododecane, Methyl nitrite, Nitric oxide Reaction Type: Photooxidation Relative Humidity: 1 Temperature: 25 Seed Name: DOS Pressure: 740 Torr
DOI: 10.7266/n7251gj3
title: Spatial heterogeneity of nitrogen cycling in Deepwater Horizon-impacted salt marshes from May 2016-February 2017
DOI: 10.15468/dl.9cvcuk
title: Occurrence Download

description: A dataset containing 1766 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panicum phragmitoides"
 ]
}

 The dataset includes 1766 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036552-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/79dd-5325
title: ICARUS Chamber Experiment: Ziemann_20071107_Dodecane/Methyl nitrite/Nitric oxide_Hydroxyl radical_DOS

description: Goals: Determine SOA yield of OH radical oxidation of the VOCSummary: Alkanes were reacted with OH radicals in the presence of NOx in a 5900 L PTFE environmental chamber filled with clean, dry air (less than 5 ppbv hydrocarbons, less than 1% RH) at 25 C and atmospheric pressure. The reaction mixture contained 200 - 400 ug/m^3 of dioctyl sebacate (DOS) seed particles added from an evaporation condensation aerosol generator and 1 (0.5 heptadecane), 10, and 10 ppmv alkane, methyl nitrite, and NO. Reactions were initiated by turning on blacklights to form OH radicals by methyl nitrite photolysis. The average OH radical concentration for 60 minutes of reaction was 3 x 107 cm^-3 , and 50-85% of the alkane reacted.Organization: Ziemann Lab Affiliation: University of Colorado, Boulder, Boulder, CO, USA Chamber: UC Riverside (APRC)Experiment Category: Gas phase chemical reaction, Photolysis, any phase, Aerosol formation, Aerosol aging Oxidant: Hydroxyl radical Reactants: Dodecane, Methyl nitrite, Nitric oxide Reaction Type: Photooxidation Relative Humidity: 1 Temperature: 25 Seed Name: DOS Pressure: 740 Torr
DOI: 10.15468/dl.y5zq3c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aralia spinosa",
 "Country is Albania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036553-250717081556266/datasets/export for details.