cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/y2tp9z7cw9.2
title: Leveraging cfDNA Data for Liquid Biopsy: Methods of Extraction and Quantification in Leukemia Patients

description: Patient blood sample was collected from the Department of Pediatrics, Pt. B. D. Sharma University of Health Sciences, Rohtak, Haryana, India. All research-related work, including cfDNA extraction, quantification, PCR, and analysis, was conducted at the Department of Genetics, Maharshi Dayanand University (MDU), Rohtak. The data are stored at the same institution, affiliated with the research team conducting the study. This study evaluated the extraction, quantification, and analysis of cell-free DNA (cfDNA) from blood plasma samples of 500 Acute Lymphoblastic Leukemia (ALL) patients. The dataset included raw and analyzed data obtained through two cfDNA extraction methods (NucleoSpin cfDNA XS Kit and manual phenol-chloroform-isoamyl alcohol (PCI) extraction), quantification using Nanodrop spectrophotometry and Qubit Fluorometry. This study was conducted in accordance with the Declaration of Helsinki. Ethical approval from the Institutional Human Ethics Committee (IHEC) of Maharshi Dayanand University, Rohtak (Approval No. HEC/2023/34, dated 23/05/2023). All participants provided written informed consent prior to enrolment in the study.
DOI: 10.21233/kcnn-9744
title: Clough Pond diatom surface sample dataset

description: Raw data for the Clough Pond diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.bgfay4
title: Occurrence Download

description: A dataset containing 681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-80.8838 -2.242,-80.44287 -2.242,-80.44287 -2.09287,-80.8838 -2.09287,-80.8838 -2.242))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 681 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023393-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/k464kn8yt5
title: sediment load

description: sediment load data for catena paper
DOI: 10.17632/k464kn8yt5.1
title: sediment load

description: sediment load data for catena paper
DOI: 10.21233/rbar-v894
title: Ash Rapids East [DjKq-4] vertebrate fauna dataset

description: Raw data for the Ash Rapids East [DjKq-4] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/em96-kg83
title: Teardrop Lake testate amoebae surface sample dataset

description: Raw data for the Teardrop Lake testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4mv4-ma77
title: Gallseredsmossen testate amoebae surface sample dataset

description: Raw data for the Gallseredsmossen testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/z3vxt8rnvy.1
title: Good and bad classification of milk

description: Outline:

1. Introduction

Importance of milk in diet

Brief on spoilage and its relevance



2. What is Milk?

Composition of milk (water, fat, protein, lactose, minerals)

Types of milk (cow, goat, plant-based alternatives)



3. Milk Spoilage: An Overview

What is spoilage?

Difference between pasteurized and raw milk



4. Causes of Milk Spoilage

Microbial activity (bacteria, yeasts, molds)

Enzymatic breakdown

Improper storage (temperature, contamination)

Exposure to light and air



5. Microbiology of Spoiled Milk

Common spoilage bacteria (Lactobacillus, Pseudomonas, etc.)

How bacteria grow in milk

Fermentation and acidification



6. Chemical Changes During Spoilage

Sour smell and taste (lactic acid formation)

Curdling and separation

Changes in pH and texture



7. Signs of Spoiled Milk

Visual signs (curdling, discoloration)

Smell (sour, rotten)

Taste and texture



8. Health Implications of Consuming Spoiled Milk

Food poisoning symptoms

Vulnerable populations

When sour milk is safe (fermented products vs. actual spoilage)



9. Preventing Milk Spoilage

Storage tips (refrigeration, sealing)

Pasteurization process

Importance of expiration dates



10. Cultural and Historical Perspectives



Traditional fermentation (yogurt, cheese)

Spoilage vs. intentional souring


11. Environmental and Economic Impact



Food waste statistics

How spoiled milk affects supply chains


12. Conclusion



Summary of spoilage causes and consequences

Importance of proper milk handling



---

Sample Introduction (Part of the Full Essay):

Milk is one of the most widely consumed nutritional beverages in the world. Rich in essential nutrients such as calcium, protein, and vitamins, it forms a staple in diets from childhood to old age. Yet, this valuable liquid is also highly perishable. Its rich composition, while beneficial to humans, also makes it an ideal breeding ground for various microorganisms. When milk goes bad — or spoils — not only does it lose its nutritional and sensory value, but it can also pose significant health risks. Understanding how and why milk spoils is essential for consumers, food handlers, and producers alike.

Milk spoilage occurs due to a combination of microbial activity, chemical reactions, and environmental conditions. This essay delves deeply into the processes that lead to milk spoilage, explores its causes and consequences, and offers strategies for prevention. Along the way, we will also examine the broader implications of spoiled milk — from economic losses to environmental concerns — and touch on the thin line between spoilage and the beneficial fermentation that leads to products like yogurt and cheese.


---In this comprehensive essay, we will explore the full lifecycle of milk as it transitions from a fresh, consumable liquid to a spoiled, potentially ahazardous substance. We will examine milk’s natural composition, the science behind microbial spoilage, and the environmental factors that contribute to
DOI: 10.21233/jh04-qz55
title: Coal Lake water chemistry dataset

description: Raw data for the Coal Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/pskvtbsmzw
title: The karst landform herbal dataset

description: Todo
DOI: 10.17632/pskvtbsmzw.1
title: The karst landform herbal dataset

description: Todo
DOI: 10.17632/xg8xg25bpw.1
title: Fiber thickness, porosity, water contact angle, hysteresis and FTIR data of electrospun DegraPol® meshes; pure, with Insulin-Like Growth Factor-1 (IGF-1), with Platelet-Derived Growth Factor-BB (PDGF-BB), or with both incorporated as water-in-oil emulsion

description: We present data on the fiber thickness and porosity of different electrospun DegraPol® fiber meshes, where either pure DegraPol polymer was used or with incorporated proteins, such as IGF-1, PDGF-BB or both (mixed group). Furthermore, FTIR spectra of those meshes were assessed and static as well as dynamic water contact angles (WCA) are presented. Data on hysteresis (advancing minus receding dynamic WCA) are provided.
DOI: 10.21233/5ckk-cb70
title: Equus Cave (coprolites) pollen dataset

description: Raw data for the Equus Cave (coprolites) pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/vfps-k154
title: War Club diatom surface sample dataset

description: Raw data for the War Club diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15374629
title: Data for "Quantifying Biomass Burning Impacts on Soil NOx Emissions and Reactive Nitrogen Cycling"

description: These files include the data used in the manuscript, "Quantifying Biomass Burning Impacts on Soil NOx Emissions and Reactive Nitrogen Cycling"
DOI: 10.5281/zenodo.15374630
title: Data for "Quantifying Biomass Burning Impacts on Soil NOx Emissions and Reactive Nitrogen Cycling"

description: These files include the data used in the manuscript, "Quantifying Biomass Burning Impacts on Soil NOx Emissions and Reactive Nitrogen Cycling"
DOI: 10.21233/m0v6-m045
title: LDDsite722 water chemistry dataset

description: Raw data for the LDDsite722 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/6f46-je54
title: Willcox Playa area pollen surface sample dataset

description: Raw data for the Willcox Playa area pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/npjxkfsjhr.1
title: PV-INPATIENT

description: Reporting adverse drug reactions (ADRs) by patients may contribute to the improvement of drug safety. Thence, we evaluated Turkish inpatients’ knowledge, attitude, and practice regarding pharmacovigilance in a university hospital in Turkey. An observational, cross-sectional study was performed by a face-to-face questionnaire in 260 inpatients. The mean score of knowledge level (1.38 ± 0.12) was far below that of maximum score (15 points). Although 245 of 260 inpatients (94.62%) were aware of side effects, only 18 of them (6.92%) had heard about the pharmacovigilance term and the Turkish Pharmacovigilance Center. Ten of 18 subjects (55.56%) knew that they could directly report ADRs via the reporting form. Forty-two percent of inpatients had experienced ADRs in the past, 69.16% of them preferred to consult the doctor of concern, stopping the drug being the most selected intervention (60.75%). Solely 11.11% of those who were aware of Turkish Pharmacovigilance Center (n=18) reported ADRs to the center. The knowledge, attitude, and practice of Turkish inpatients about pharmacovigilance is insufficient and should be stimulated via several ways to increase the rate of spontaneous reporting of ADRs and to ensure more sensitive attitude.
DOI: 10.21233/yw29-3k19
title: Malham Tarn Moss testate amoebae surface sample dataset

description: Raw data for the Malham Tarn Moss testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/fwm6z9tv3f.1
title: Annotated Object Detection Dataset of Five Herbivorous Animal Classes

description: This dataset contains 10,000 high-resolution images of herbivorous animals, annotated for object identification and detection tasks. It is intended for use in training and evaluating deep learning models for animal detection in natural or farm environments.

Each image contains a single instance of one of the following five animal classes:

Buffalo

Camel

Cow

Goat

Sheep

The annotations include bounding box coordinates and class labels, formatted for compatibility with modern object detection frameworks such as YOLO, Pascal VOC, or COCO, depending on the export version.
DOI: 10.17632/j3579v9xzg.1
title: Mitochondrial fumarate inhibits Parkin-mediated mitophagy

description: LC-MS raw spectra and processed quantification data are presented in Fig. 4D, FigS8A-S8B, and Fig. S2C–S2E.
DOI: 10.21233/075c-9h02
title: Indian Lake water chemistry dataset

description: Raw data for the Indian Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/kvgk-1y42
title: Female Pond diatom dataset

description: Raw data for the Female Pond diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/wgvskb38wd.1
title: Analysis of the Impact of Using Social Media Marketing Through Tiktok on Business Performance in MSMEs (Research on @see.buket Company)

description: Analysis of the Impact of Using Social Media Marketing Through Tiktok on Business Performance in MSMEs (Research on @see.buket Company)
DOI: 10.21233/facf-ck24
title: PRKN3 pollen surface sample dataset

description: Raw data for the PRKN3 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/txay-7e33
title: Czarne testate amoebae surface sample dataset

description: Raw data for the Czarne testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/2r8hr2y6fv.1
title: Database-ning

description: This is the original data about the long-term field experiment. There were six treatments in the experiment, namely CK, NP, PK, NK,NPK and NPKS. N,P,K and S were nitrogen, phosphorus, potassium and straw returning to the field respectively. The data include soil parameters, enzyme activities, copy numbers of functional genes for the nitrogen and phosphorus cycle, and microbial diversity。
DOI: 10.21233/zfpn-1k72
title: LDDsite1200 ostracode surface sample dataset

description: Raw data for the LDDsite1200 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/2r5r5t8j5k.1
title: Mitochondrial fumarate inhibits Parkin-mediated mitophagy

description: LC-MS/MS raw spectra and processed quantification data are presented in Fig. S11A and Fig. S2F
DOI: 10.3886/e228542v1
title: Replication Package for "You Can’t Sit with Us: How Locals and Tourists Compete for Amenities in Paris"

description: Replication Package for "You Can’t Sit with Us: How Locals and Tourists Compete for Amenities in Paris"<br>
DOI: 10.3886/e228542
title: Replication Package for "You Can’t Sit with Us: How Locals and Tourists Compete for Amenities in Paris"

description: Replication Package for "You Can’t Sit with Us: How Locals and Tourists Compete for Amenities in Paris"<br>
DOI: 10.3886/e228542v2
title: Replication Package for "You Can’t Sit with Us: How Locals and Tourists Compete for Amenities in Paris"

description: Replication Package for "You Can’t Sit with Us: How Locals and Tourists Compete for Amenities in Paris"<br>
DOI: 10.17632/4hgmtc5ph3.1
title: Protein release kinetics from electrospun DegraPol® meshes; with Insulin-Like Growth Factor-1 (IGF-1), with Platelet-Derived Growth Factor-BB (PDGF-BB), or with both incorporated as water-in-oil emulsion

description: We present data on the protein release kinetics from different electrospun DegraPol® fiber meshes, where either IGF-1 was incorporated, PDGF-BB, or IGF-1 and PDGF-BB (mixed group). We present cumulative release data over a period of 30 days.
DOI: 10.21233/0evs-aw90
title: Bademağacı specimen stable isotope dataset

description: Raw data for the Bademağacı specimen stable isotope dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/c8ymnrg9d8.1
title: A 0.002% perturbation to the flat FRLW metric is sufficient to model the observed universe granularity

description: We introduce a small perturbation term into the flat pressure-free FRLW cartesian metric. The derivation of the Einstein fields equations shows that this modified metric describes an inhomogeneous universe. Interestingly, the derived expanding rate equation is that of the flat isotropic pressure-free homogeneous FLRW model. A perturbation term modelling any galaxy distribution is provided and analysed. A maximal relative deviation of the modified metric from the original one smaller than 0.002% is sufficient to model galaxy bulge and inter-galaxy medium densities. This results from the fact that the Hubble constant is about 5 orders of magnitude smaller than the speed of light divided by typical galaxy diameter. This approached metric has the benefit to allow a direct physical interpretation of the coordinates. It also supports the validity of the Ia type supernovae distances assessments.
DOI: 10.17632/6jrcjgvfsr.1
title: Wu-supdat

description: Geochemistry samples and data
DOI: 10.21233/b3h5-qj90
title: La Grange [1CT90] vertebrate fauna dataset

description: Raw data for the La Grange [1CT90] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/2pwtrtcc72.1
title: ALERT (Analysis of Linguistic Extremism in Religious Text)

description: The ALERT dataset includes 4,003 Bengali texts classified into four categories, addressing the shortage of resources for identifying religiously offensive content in regional languages and facilitating the advancement of NLP models.
DOI: 10.17632/2pwtrtcc72.2
title: ALERT (Analysis of Linguistic Extremism in Religious Text)

description: The widespread dissemination of religiously aggressive content on social media platforms poses significant threats to social cohesion and communal harmony. Social media has emerged as a prevalent venue for discussing diverse topics, including religion which frequently result in debates. These debates often fuel animosity, incite violence, and spread life-threatening messages that disrupt societal peace and security. To address this challenge, we developed a novel Bengali dataset, ALERT, accompanied by English translations, to identify and classify religious aggression in texts. 

The dataset was obtained from several online platforms, including Facebook, YouTube, blogs, online news portals, and group discussions. We executed multiple stages for data preprocessing, including the elimination of duplicates, special characters, emoji to improve the coherence of the dataset. Each instance in the dataset was annotated by two of the lists of four annotators with diverse academic, religious, and racial backgrounds, with any discrepancies resolved by expert review.

The ALERT dataset is a collection of 4,003 Bangla texts categorized as
1. hate speech (1,007), 
2. vandalism (998), 
3. life-threatening (994), 
4. no aggression (1,004).
The dataset is structured with the following fields:
• Annotator 1
• Annotator 2 
• Final Annotation
• Text
• English Translation 
Our developed dataset contains a mix of formal and informal Bangla texts, reflecting how people communicate in real life. Instead of simply labeling content as aggressive or not, it offers more detailed categories, helping with more precise content moderation. The dataset is publicly accessible for research purposes to promote innovation and collaboration within the Bengali NLP community.
DOI: 10.5281/zenodo.15374651
title: BAHAYA ROKOK BAGI KESEHATAN MASYARAKAT
DOI: 10.5281/zenodo.15374652
title: BAHAYA ROKOK BAGI KESEHATAN MASYARAKAT
DOI: 10.21233/0x97-6r26
title: LDDsite610 ostracode surface sample dataset

description: Raw data for the LDDsite610 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/pxzvksbwnj.1
title: A Vietnamese Durian Leaf Disease Image Dataset for Agricultural Diagnosis

description: The durian leaf disease dataset, collected in January 2025 from Binh Phuoc and Tien Giang provinces in Vietnam and supplemented by reputable online sources, comprises 2,595 images captured from various angles and weather conditions, including 484 healthy leaf images and 2,111 diseased leaf images, categorized into six classes: Leaf_Healthy (484 images, vibrant green, intact leaves), Leaf_Algal (462 images, brown, gray, or light green spots from algae), Leaf_Colletotrichum (400 images, dark brown leaf tips/edges with concentric lesions), Leaf_Phomopsis (411 images, pinhead-sized spots with yellow halos, progressing to crab-eye patterns), Leaf_Rhizoctonia (398 images, water-soaked lesions turning brown with web-like fungal filaments), and Leaf_Blight (440 images, symptoms from various or unidentified causes), all standardized to a uniform size based on the width/height ratio, facilitating processing and application in image analysis models, providing a valuable resource for plant disease research and practical use.