cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/z8mhg4hfpc.1
title: Chilli-Papaya MCMD dataset

description: Contributors: Dr. Neeta Nain
Research Scholars: Anand Kumar Jain and Sagar Mal Nitharwal
Institute: Malaviya National Institute of Technology Jaipur
Domain Expert: Dr.Pratibha Singh, Rajasthan Agriculture Research Institute (RARI), Durgapura, Jaipur.
Published: December 2025
Version: 1.0
Crops: Chilli & Papaya
Chilli Diseases: Leaf Curl, Cercospora, Bacterial Spot, White Spot, Nutrition Deficiency.
Healthy.
Papaya Disease: Anthracnose, Bacterial Spot, Curl, Ring Spot.
Healthy.
Expert Ground-truth annotations, includ.ing soil health, humidity, nutrient deficiency, and pathological reports. Validated: by Dr.Pratibha Singh, at the Rajasthan Agriculture Research Institute (RARI), Durgapura, Jaipur.
 
Chilli and papaya are important horticultural crops widely cultivated in tropical and subtropical regions due to their high nutritional and economic value. Chilli (Capsicum annuum L.) grows well in a warm and moderately humid environment with an optimum temperature range of 18–30 °C. It can be cultivated in both kharif and rabi seasons, depending on irrigation availability. Chilli prefers well-drained loamy or sandy-loam soils rich in organic matter with a slightly acidic to neutral pH (6.0–7.0). Good agronomic practices and balanced fertilization contribute to high productivity. However, chilli production is often affected by diseases such as leaf curl, anthracnose, powdery mildew, and damping-off, which can be managed through resistant varieties, proper field sanitation, crop rotation, and timely application of fungicides and insecticides.
Papaya (Carica papaya L.) is a fast-growing fruit crop that thrives in a warm climate with an ideal temperature range of 22–35 °C and is highly sensitive to frost and waterlogging. It can be planted almost year-round in tropical regions, with spring and early monsoon seasons being most favorable. Papaya grows best in well-drained sandy-loam soils rich in organic matter with a pH of 6.0–6.5. Under suitable environmental and soil conditions, papaya provides high yields within a short period. Major diseases such as papaya ringspot virus, leaf curl, root rot, and powdery mildew significantly reduce production, but effective disease management through healthy planting material, vector control, proper drainage, and integrated disease management practices helps maintain yield and fruit quality.
DOI: 10.17632/8nptg5s7np
title: The open innovation path for the construction of International Science and Technology Innovation Centers: Evidence from the National Innovative City Pilot Policy

description: Replication for the paper The open innovation path for the construction of International Science and Technology Innovation Centers: Evidence from the National Innovative City Pilot Policy
DOI: 10.17632/8nptg5s7np.1
title: The open innovation path for the construction of International Science and Technology Innovation Centers: Evidence from the National Innovative City Pilot Policy

description: Replication for the paper The open innovation path for the construction of International Science and Technology Innovation Centers: Evidence from the National Innovative City Pilot Policy
DOI: 10.17632/ck7vkp23c7
title: Okra Leaf Bangladesh

description: The OkraLeafBD dataset contains 1,980 images of healthy and diseased okra leaves collected from four agricultural sites in Chandpur and Dinajpur districts of Bangladesh. The dataset comprises six classes: one healthy class (Fresh, 242 images) and five disease classes, including Insects Eaten Leaves (395 images), Leaf Curl (322 images), Leaf Spot (330 images), Predisposition (326 images), and Yellow Vein Mosaic Virus (365 images). All images were captured using Samsung A52 and Poco X5 smartphones under consistent lighting conditions with white backgrounds. All classes received base augmentation (flips, rotation, brightness/contrast adjustments, noise, blur). Three disease classes received additional specialized transformations: Leaf Curl (5× augmentation with elastic transforms for deformation), Insects Eaten (5× augmentation with coarse dropout for holes), and Yellow Vein Mosaic (4× augmentation with enhanced color for lighting variation). Other classes received 3× augmentation with base transformations only, prioritizing biologically meaningful variations. This strategy generated 7,739 augmented images from the original 1,980 images, prioritizing biologically meaningful variations over artificial class balancing.
DOI: 10.17632/ck7vkp23c7.2
title: Okra Leaf Bangladesh

description: The OkraLeafBD dataset contains 1,980 images of healthy and diseased okra leaves collected from four agricultural sites in Chandpur and Dinajpur districts of Bangladesh. The dataset comprises six classes: one healthy class (Fresh, 242 images) and five disease classes, including Insects Eaten Leaves (395 images), Leaf Curl (322 images), Leaf Spot (330 images), Predisposition (326 images), and Yellow Vein Mosaic Virus (365 images). All images were captured using Samsung A52 and Poco X5 smartphones under consistent lighting conditions with white backgrounds. All classes received base augmentation (flips, rotation, brightness/contrast adjustments, noise, blur). Three disease classes received additional specialized transformations: Leaf Curl (5× augmentation with elastic transforms for deformation), Insects Eaten (5× augmentation with coarse dropout for holes), and Yellow Vein Mosaic (4× augmentation with enhanced color for lighting variation). Other classes received 3× augmentation with base transformations only, prioritizing biologically meaningful variations. This strategy generated 7,739 augmented images from the original 1,980 images, prioritizing biologically meaningful variations over artificial class balancing.
DOI: 10.5281/zenodo.18086074
title: The dataset used in the manuscript titled: Tailoring red and deep-red light: Bi3+ doped Sr2Gd0.2Eu0.8F7 phosphors for next-generation horticultural LEDs

description: The dataset used in the manuscript titled "Tailoring red and deep-red light: Bi³⁺-doped Sr₂Gd₀.₂Eu₀.₈F₇ phosphors for next-generation horticultural LEDs."





The data includes the results used to generate the figures in the manuscript.

This research was supported by the Science Fund of the Republic of Serbia, #GRANT No 10412, LED technology based on bismuth-sensitized Eu³⁺ luminescence for cost-effective indoor plant growth—LEDTECH-GROW (Lj. Đačanin Far, J. Periša, and B. Milićević). The authors would like to acknowledge funding from the Ministry of Science, Technological Development, and Innovation of the Republic of Serbia under contract 451-03-136/2025-03/200017.
DOI: 10.5281/zenodo.18086075
title: The dataset used in the manuscript titled: Tailoring red and deep-red light: Bi3+ doped Sr2Gd0.2Eu0.8F7 phosphors for next-generation horticultural LEDs

description: The dataset used in the manuscript titled "Tailoring red and deep-red light: Bi³⁺-doped Sr₂Gd₀.₂Eu₀.₈F₇ phosphors for next-generation horticultural LEDs."





The data includes the results used to generate the figures in the manuscript.

This research was supported by the Science Fund of the Republic of Serbia, #GRANT No 10412, LED technology based on bismuth-sensitized Eu³⁺ luminescence for cost-effective indoor plant growth—LEDTECH-GROW (Lj. Đačanin Far, J. Periša, and B. Milićević). The authors would like to acknowledge funding from the Ministry of Science, Technological Development, and Innovation of the Republic of Serbia under contract 451-03-136/2025-03/200017.
DOI: 10.5281/zenodo.18078444
title: C-MVAD - Dataset Specifications

description: Primary Dataset: MVTec Industrial Defect Detection Dataset (MVTec AD)Availability: Publicly available at https://www.mvtec.com/company/research/datasets/mvtec-adSize: 5,354 high-resolution RGB images (1024 × 1024 pixels)Categories: 15 product categories (textiles, metal, plastic, etc.)Classes: Binary (defective/non-defective)
DOI: 10.17632/dcjnn35v9d
title: What Shapes Retrospective Perceptions of College Financial Value? Replication Code

description: This replication package contains the code necessary to replicate all tables and figures in the paper. Replication requires downloading publicly available data from two sources and running the code in sequence.
DOI: 10.17632/dcjnn35v9d.1
title: What Shapes Retrospective Perceptions of College Financial Value? Replication Code

description: This replication package contains the code necessary to replicate all tables and figures in the paper. Replication requires downloading publicly available data from two sources and running the code in sequence.
DOI: 10.17632/rt8sv9t445
title: S2RMCMD

description: Contributors: Dr. Neeta Nain
Research Scholars: Anand Kumar Jain and Sagar Mal Nitharwal
Institute: Malaviya National Institute of Technology Jaipur
Domain Expert: Dr.Pratibha Singh, Rajasthan Agriculture Research Institute (RARI), Durgapura, Jaipur.

Published: 6 November 2025
Version: 1.0
Crops: Papaya and Sugarcane

Diseases: 
Sugarcane:
Banded Chlorosis - 471, Brown Spot - 1722, Brown Rust - 314, Dried Leaves - 343, Grassy Shoot - 346, Pokkah Boeng - 297, Sett Rot - 642, Viral Disease - 316, Yellow Leaf - 650, Smut - 1194, Mosaic - 611, RedLeafSpot - 200, RedRot - 875, RingSpot - 1663, Wilt - 200.
Healthy - 430.

Rice: 
BrownSpot - 1210, Leaf Blast - 957, Neck Blast - 980. 
Healthy - 1470.

Expert Ground-truth annotations, includ.ing soil health, humidity, nutrient deficiency, and pathological reports. Validated: by Dr.Pratibha Singh, at the Rajasthan Agriculture Research Institute (RARI), Durgapura, Jaipur.

Rice and sugarcane are important crops grown mainly in tropical and subtropical regions under favorable environmental conditions. Rice requires a warm and humid climate with temperatures between 20–35 °C and is mainly cultivated during the monsoon (kharif) season. It grows best in fertile clayey or loamy soils with high water-holding capacity. Rice production depends on adequate water, nutrient management, and timely cultivation practices, while diseases such as blast, bacterial leaf blight, and sheath blight are managed using resistant varieties and appropriate chemical treatments.

Sugarcane needs a warm climate with an optimum temperature of 25–35 °C and sufficient sunlight and moisture throughout its long growth period. It is planted in spring or autumn and grows well in deep, fertile, well-drained loamy soils. High yield depends on quality seed cane, proper irrigation, and nutrient management. Common diseases like red rot, smut, and wilt are controlled through resistant varieties, healthy planting material, and integrated disease management practices.
DOI: 10.17632/rt8sv9t445.3
title: S2RMCMD

description: Contributors: Dr. Neeta Nain
Research Scholars: Anand Kumar Jain and Sagar Mal Nitharwal
Institute: Malaviya National Institute of Technology Jaipur
Domain Expert: Dr.Pratibha Singh, Rajasthan Agriculture Research Institute (RARI), Durgapura, Jaipur.

Published: 6 November 2025
Version: 1.0
Crops: Papaya and Sugarcane

Diseases: 
Sugarcane:
Banded Chlorosis - 471, Brown Spot - 1722, Brown Rust - 314, Dried Leaves - 343, Grassy Shoot - 346, Pokkah Boeng - 297, Sett Rot - 642, Viral Disease - 316, Yellow Leaf - 650, Smut - 1194, Mosaic - 611, RedLeafSpot - 200, RedRot - 875, RingSpot - 1663, Wilt - 200.
Healthy - 430.

Rice: 
BrownSpot - 1210, Leaf Blast - 957, Neck Blast - 980. 
Healthy - 1470.

Expert Ground-truth annotations, includ.ing soil health, humidity, nutrient deficiency, and pathological reports. Validated: by Dr.Pratibha Singh, at the Rajasthan Agriculture Research Institute (RARI), Durgapura, Jaipur.

Rice and sugarcane are important crops grown mainly in tropical and subtropical regions under favorable environmental conditions. Rice requires a warm and humid climate with temperatures between 20–35 °C and is mainly cultivated during the monsoon (kharif) season. It grows best in fertile clayey or loamy soils with high water-holding capacity. Rice production depends on adequate water, nutrient management, and timely cultivation practices, while diseases such as blast, bacterial leaf blight, and sheath blight are managed using resistant varieties and appropriate chemical treatments.

Sugarcane needs a warm climate with an optimum temperature of 25–35 °C and sufficient sunlight and moisture throughout its long growth period. It is planted in spring or autumn and grows well in deep, fertile, well-drained loamy soils. High yield depends on quality seed cane, proper irrigation, and nutrient management. Common diseases like red rot, smut, and wilt are controlled through resistant varieties, healthy planting material, and integrated disease management practices.
DOI: 10.17632/st6dpv4dfg
title: Shifts in Procedural Dermatology: Increasing Role of PAs and NPs Across Lesion Sizes and Repairs

description: Supp material for Shifts in Procedural Dermatology: Increasing Role of PAs and NPs Across Lesion Sizes and Repairs
DOI: 10.17632/st6dpv4dfg.2
title: Shifts in Procedural Dermatology: Increasing Role of PAs and NPs Across Lesion Sizes and Repairs

description: Supp material for Shifts in Procedural Dermatology: Increasing Role of PAs and NPs Across Lesion Sizes and Repairs
DOI: 10.5517/ccdc.csd.cc2l2jrz
title: CCDC 2385721: Experimental Crystal Structure Determination

description: Related Article: Rahul Maurya, Suman Maji, Debaprasad Mandal|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/2p4s3m2n7m.1
title: Data and code for Global energy-transition metal price shocks and subnational fiscal stress: Evidence on the financing structure of mineral exploration in China

description: This dataset contains the replication package for the paper “Global energy-transition metal price shocks and subnational fiscal stress: Evidence on the financing structure of mineral exploration in China”. It includes a cleaned province–year panel dataset used in the empirical analysis, replication scripts, and documentation (README) describing data construction and steps to reproduce the tables and figures. The underlying raw data are from publicly available sources including the IMF Primary Commodity Prices database, the Ministry of Natural Resources of the People’s Republic of China, and the National Bureau of Statistics of China. See the README for details and links.
DOI: 10.34740/kaggle/dsv/14332076
title: Lumbar Spinal MRI Dataset
DOI: 10.17632/32r3bxr2vg
title: Effects of surface processes on nature of arc magmas in subduction zone revealed by Mo-Zn isotopes

description: Table S1. Samples lithological data sources used in this study.
Table S2. The Mo-Zn isotopic compositions and Ce/Mo ratios of basaltic rocks of Northeast China.
Table S3. Sr-Nd-Pb isotopic compositions of basaltic rocks of Northeast China.
Table S4. The FeO data and the calculation results of basaltic rocks of Northeast China.
Table S5. Trace element and isotope data for endmembers used in δ98Mo-δ66Zn isotopic modeling.
DOI: 10.17632/32r3bxr2vg.2
title: Effects of surface processes on nature of arc magmas in subduction zone revealed by Mo-Zn isotopes

description: Table S1. Samples lithological data sources used in this study.
Table S2. The Mo-Zn isotopic compositions and Ce/Mo ratios of basaltic rocks of Northeast China.
Table S3. Sr-Nd-Pb isotopic compositions of basaltic rocks of Northeast China.
Table S4. The FeO data and the calculation results of basaltic rocks of Northeast China.
Table S5. Trace element and isotope data for endmembers used in δ98Mo-δ66Zn isotopic modeling.
DOI: 10.17632/msgpws6pts
title: Research data

description: Research data
DOI: 10.17632/msgpws6pts.1
title: Research data

description: Research data
DOI: 10.17632/crfdcchh8v
title: UTP_PIT_GUION DE DISCUSIÓN_FOCUS_18.12.25

description: GUIA DE DISCUSIÓN_FOCUS_18.12.25
DOI: 10.17632/crfdcchh8v.1
title: UTP_PIT_GUION DE DISCUSIÓN_FOCUS_18.12.25

description: GUIA DE DISCUSIÓN_FOCUS_18.12.25
DOI: 10.17632/5ykrbhjf4v
title: Raw data for the figures in Franka Klatte-Schulz et al. Increased CD4+ to CD8+ T Cell Ratio as a Driver of Impaired Achilles Tendon Healing in Human Patients

description: This dataset contains raw data underlying the main and supplementary figures of the manuscript titled “Increased CD4+ to CD8+ T cell ratio as a driver of impaired Achilles tendon healing in human patients.” The data were generated through a combination of clinical follow-up, flow cytometry, cell culture, and molecular biology techniques.
DOI: 10.17632/5ykrbhjf4v.1
title: Raw data for the figures in Franka Klatte-Schulz et al. Increased CD4+ to CD8+ T Cell Ratio as a Driver of Impaired Achilles Tendon Healing in Human Patients

description: This dataset contains raw data underlying the main and supplementary figures of the manuscript titled “Increased CD4+ to CD8+ T cell ratio as a driver of impaired Achilles tendon healing in human patients.” The data were generated through a combination of clinical follow-up, flow cytometry, cell culture, and molecular biology techniques.
DOI: 10.17632/jjmxrmrvwb.1
title: Hurdle Rate Buffers and Bargaining Power in Asset Acquisition: Replication Package

description: This is the official replication package for "Hurdle Rate Buffers and Bargaining Power in Asset Acquisition," by Barry, Carlin, Crane, and Graham. 

See README.md inside the replication package for details on replication process. 

SSRN link: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4412436
GItHub Repository Link: https://github.com/jwb4335/irr-buffer-replication-package
DOI: 10.15468/dl.w3w6xd
title: Occurrence Download

description: A dataset containing 3208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (061b4f20-f241-11da-a328-b8a03c50a862, 90fd6680-349f-11d8-aa2d-b8a03c50a862, 2cd829bb-b713-433d-99cf-64bef11e5b3e)",
 "TaxonKey is Sphaerosepalaceae"
 ]
}

 The dataset includes 3208 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068489-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18086079
title: From Pages per Day to Books per Year: A Dataset of Reading Behavior from StoryGraph

description: This dataset contains anonymized, user-year–level reading statistics collected from publicly accessible StoryGraph profiles. Each record corresponds to a single user in a single calendar year and includes the total number of books read, the total number of pages read, and the average number of pages read per day for that year.

To ensure a homogeneous measure of reading behavior, all user-years with any recorded audiobook listening activity were excluded. User identifiers were replaced with numerical IDs to preserve anonymity.

The dataset was constructed to study the empirical relationship between average daily reading volume (pages per day) and annual book completion (books per year). It enables reproducible analysis of reading pace, book completion rates, and aggregate reading behavior at scale.

The dataset contains 14,998 user-years spanning multiple calendar years and is intended for non-commercial academic research and educational use.
DOI: 10.5281/zenodo.18086078
title: From Pages per Day to Books per Year: A Dataset of Reading Behavior from StoryGraph

description: This dataset contains anonymized, user-year–level reading statistics collected from publicly accessible StoryGraph profiles. Each record corresponds to a single user in a single calendar year and includes the total number of books read, the total number of pages read, and the average number of pages read per day for that year.

To ensure a homogeneous measure of reading behavior, all user-years with any recorded audiobook listening activity were excluded. User identifiers were replaced with numerical IDs to preserve anonymity.

The dataset was constructed to study the empirical relationship between average daily reading volume (pages per day) and annual book completion (books per year). It enables reproducible analysis of reading pace, book completion rates, and aggregate reading behavior at scale.

The dataset contains 14,998 user-years spanning multiple calendar years and is intended for non-commercial academic research and educational use.
DOI: 10.17632/g9zp34bbjt
title: Resultados de entrevistas «Don Checho»

description: El presente documento recopila los resultados de entrevistas semiestructuradas realizadas a consumidores de la marca Don Checho, una carnicería ubicada en la ciudad de Arequipa. Estas entrevistas forman parte de una investigación académica dentro de la carrera de Diseño Digital Publicitario y tienen como objetivo analizar la percepción de los consumidores respecto a la identidad visual y la comunicación de la marca para fortalecer su posicionamiento.

Las respuestas obtenidas permiten identificar percepciones relacionadas con el reconocimiento del logotipo, el uso de colores y tipografías, la coherencia visual en los distintos soportes de comunicación y el tono empleado en sus mensajes. Asimismo, se recogen opiniones sobre la claridad de la información, la transmisión de valores como calidad y confianza, y posibles oportunidades de mejora para fortalecer la identidad y el posicionamiento de la marca.
DOI: 10.17632/g9zp34bbjt.1
title: Resultados de entrevistas «Don Checho»

description: El presente documento recopila los resultados de entrevistas semiestructuradas realizadas a consumidores de la marca Don Checho, una carnicería ubicada en la ciudad de Arequipa. Estas entrevistas forman parte de una investigación académica dentro de la carrera de Diseño Digital Publicitario y tienen como objetivo analizar la percepción de los consumidores respecto a la identidad visual y la comunicación de la marca para fortalecer su posicionamiento.

Las respuestas obtenidas permiten identificar percepciones relacionadas con el reconocimiento del logotipo, el uso de colores y tipografías, la coherencia visual en los distintos soportes de comunicación y el tono empleado en sus mensajes. Asimismo, se recogen opiniones sobre la claridad de la información, la transmisión de valores como calidad y confianza, y posibles oportunidades de mejora para fortalecer la identidad y el posicionamiento de la marca.
DOI: 10.17632/f4xs3mg56c
title: Experimental Dataset on Evaluation of the Abrasion Resistance of Polymer Concrete Using Colloidal Nano-Silica and Nano-Alumina Solutions

description: Abrasion is a major cause of reduced durability in hydraulic concrete structures, resulting from surface wear due to high-velocity water flows carrying suspended solid particles. The extent of damage depends on factors such as particle properties, flow velocity, and concrete quality. Recent studies indicate that polymer admixtures and nanomaterials can significantly enhance concrete’s resistance to abrasion. This study examines the combined effects of colloidal nano-silica and nano-alumina solutions with styrene–butadiene rubber (SBR) polymer latex on concrete abrasion performance. Concrete specimens containing 0%, 5%, 10%, and 15% SBR were prepared and tested using the ASTM C1138 abrasion method. Nano-solutions were applied to the surface by spraying, and steel shot was used to simulate abrasive suspended solids. Abrasion depth and time-dependent wear behavior were evaluated over four hours. Results showed that increasing nano-particle content reduced abrasion rate and wear depth, improving surface resistance. Nano-silica performed better than nano-alumina. Abrasion resistance increased with SBR content up to 10%, but higher dosages reduced performance due to increased porosity from air-entraining effects. These results suggest that surface-applied nano-solutions combined with optimal polymer dosage effectively enhance concrete durability in aggressive hydraulic environments.