cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/tgjbpp4z5b.1
title: Bangla Hate Speech and Non-Hate Audio Dataset

description: This dataset contains 3,000 Bangla audio speech samples divided into three categories: Hate, Non_Hate, and Test nh. The Hate category includes 2,000 speech samples representing various forms of hate-mixed content, such as religious discrimination, gender harassment, political aggression, racism, and ridicule of public figures or TikTok influencers. Each sample is tagged with a severity level: mild, moderate, or severe.

The Non_Hate category includes 1,000 speech samples with neutral or non-hateful content. The Test nh folder contains additional non-hate speech samples reserved for testing purposes.

The dataset incorporates dialectal variation across Bangla-speaking regions to reflect linguistic and sociocultural diversity. All samples were manually annotated by native Bangla speakers.
DOI: 10.17632/xz4d5zj5yw.2
title: Rule-Based SQL Injection (RbSQLi) Dataset
DOI: 10.5281/zenodo.15528235
title: TABLE 1 in Discriminating Scleromystax barbatus (Siluriformes: Callichthyidae) populations from Atlantic Rainforest streams employing otolith shape

description: TABLE 1 | Locations, number of females and males of Scleromystax barbatus, total length (mean ± SD) of individuals and vouchers of samplings conducted in the coastal Atlantic Rainforest biome.
RegionLocationMunicipality/StateStreamCoordinatesFemalesMalesTL (mean ± SD)VoucherARAngra dos Reis/RJAriró22°54’07.33”S 44°20’46.56”W3955.0 ± 0.61MHNCI 12735Southeastern (Se)PMCaraguatatuba/SPPereque-Mirim23°43’33.51”S 45°26’14.10”W4850.5 ± 0.40MHNCI 12827AEItariri/SPAerado24°17’51.31”S 47°08’47.83”W6752.2 ± 0.59MHNCI 12734VRJacupiranga/SPUnamed25°05’57.35”S 48°11’40.67”W7549.7 ± 0.30MHNCI 12828GRGuaraqueçaba/PRGuaraqueçaba25°15’49.11”S 48°18’35.24”W4852.0 ± 0.81MHNCI 12829Southern (S)DMParanaguá/PRDo Meio25°24’11.27”S 48°52'23.54”W7349.9 ± 0.62MHNCI 12830CUJoinville/SCCubatão Norte26°13’21.76”S 48°53’49.48”W8452.8 ± 0.33MHNCI 12831PEBarra do Sul/SCPernambuco26°23’19.60”S 48°40’55.94”W8247.4 ± 0.51MHNCI 12736
description: Published as part of Dalcin, Roger Henrique & Abilhoa, Vinícius, 2024, Discriminating Scleromystax barbatus (Siluriformes: Callichthyidae) populations from Atlantic Rainforest streams employing otolith shape, pp. 5 in Neotropical Ichthyology (e 230129) 22 (1) on page 5, DOI: 10.1590/1982-0224-2023-0129, http://zenodo.org/record/13361714
DOI: 10.17632/hnfjs42d5g.1
title: Symptom-Labeled Image Dataset of Rice Plants for Stem Borer Infestation Classification

description: Description:
The Rice Stem Borer Infestation Dataset is an extensive image dataset of paddy plants with symptoms for the purposes of research in precision agriculture and AI based plant health monitoring. It emphasizes on three classes based on the symptoms: Healthy, Dead Heart, and White Head, corresponding to normal growth and two key damage stages caused by the Yellow Stem Borer (Scirpophaga incertulas) and Striped Stem Borer (Chilo suppressalis).

The dataset consists of 2,096 high-resolution RGB images originally taken in the field, under natural lighting, across different crop fields in Bangladesh, and captured with a 64MP Realme 6 smartphone. Photos were captured under different weather, lighting, and time conditions to mimic actual environments. 

A certified agricultural expert confirmed the accuracy of symptom classification for each image. In order to enhance the variability and robustness of the dataset for machine learning purposes, a total of 14,672 augmented images were generated through transformations that include rotation, flipping, zoom, addition of noise, brightness, shearing, and height shifting, providing a total of images of 16,768.

Dataset Details:
1. Original Dataset: 
Number of Images: 2,096 high-resolution RGB images ( .jpg format )
Classes:
 • Healthy: 1106 images
 • Dead Heart :439 images
 • White Head: 551 images 
2. Augmented Dataset: 
 Number of Augmented Images: 14,672 high-resolution RGB images ( .jpg format )
 Classes:
 • Healthy: 7742 images
 • Dead Heart: 3073 images
 • White Head: 3857 images

Use a data augmentation library or tool (e.g. TensorFlow ImageDataGenerator, OpenCV) to apply transformations.
 Define the Parameters Used for Data Augmentation:
 Horizontal Flip: Image flipped left-to-right.
 Rotation: Rotated by 45 degrees.
 Zoom: Random zoom between 0.8x and 1.2x.
 Add Gaussian Noise: Random noise with mean=0, std=25.
 Height Shift: Shift image vertically by 20% of height.
 Brightness Adjustment: Random brightness between 0.5x and 1.5x.
 Shearing: Shear (distort) the image with shear factor up to 0.5.

Capture Details:
 • Device: Realme 6 (64MP camera)
 • Resolution: 475×635 pixels
 • Collection Period: January–March 2025
 • Environmental Diversity: Varied weather (sunny, cloudy, windy), times (morning, noon, afternoon)

Data Collection Location: 
 • Satrujitpur, Magura Sadar, Khulna, Bangladesh (Latitude: 23°25'07.0"N, Longitude: 89°29'20.0"E)
 • Khajura, Bagherpara Upazila, Jessore, Khulana, Bangladesh (Latitude: 23.2764° N, Longitude: 89.2538° E) 

Purpose:
The purpose of this dataset is to help automated, rapid identification of the level of infestation from images of rice stem borers through computer vision and artificial intelligence. It helps improve pest detection systems, reduces crop loss to pests by lessening reliance on pesticide use, and provides and encourages development of strong agricultural monitoring tools.
DOI: 10.17632/gw3mcnbkwr.2
title: Tracking the Global Pulse: The first public Twitter dataset from FIFA World Cup

description: The first public large-scale multilingual Twitter dataset related to the FIFA World Cup 2022, comprising over 28 million posts in 69 unique spoken languages, including Arabic, English, Spanish, French, and many others. This dataset aims to facilitate research in future sentiment analysis, cross-linguistic studies, event-based analytics, meme and hate speech detection, fake news detection, and social manipulation detection.



The file 🚨Qatar22WC.csv🚨 contains tweet-level and user-level metadata for our collected tweets.
🚀Codebook for FIFA World Cup 2022 Twitter Dataset🚀
| Column Name | Description|
|-------------------------------- |----------------------------------------------------------------------------------------|
| `day`, `month`, `year` | The date where the tweet posted |
| `hou`, `min`, `sec` | Hour, minute, and second of tweet timestamp |
| `age_of_the_user_account` | User Account age in days |
| `tweet_count` | Total number of tweets posted by the user |
| `location` | User-defined location field |
| `follower_count` | Number of followers the user has |
| `following_count` | Number of accounts the user is following |
| `follower_to_Following` | Follower-following ratio |
| `favouite_count` | Number of likes the user did|
| `verified` | Boolean indicating if the user is verified (1 = Verified, 0 = Not Verified) |
| `Avg_tweet_count` | Average tweets per day for the user activity|
| `list_count` | Number of lists the user is a member |
| `Tweet_Id` | Tweet ID |
| `is_reply_tweet` | ID of the tweet being replied to (if applicable) |
| `is_quote` | boolean representing if the tweet is a quote |
| `retid` | Retweet ID if it's a retweet; NaN otherwise |
| `lang` | Language of the tweet |
| `hashtags` | The keyword or hashtag used to collect the tweet |
| `is_image`, | Boolean indicating if the tweet associated with image|
| `is_video` | Boolean indicating if the tweet associated with video |
|-------------------------------|----------------------------------------------------------------------------------------|


Examples of use case queries are described in the file 🚨fifa_wc_qatar22_examples_of_use_case_queries.ipynb🚨 and accessible via: https://github.com/khairied/Qata_FIFA_World_Cup_22



🚀 Please Cite This as:
Daouadi, K. E., Boualleg, Y., Guehairia, O. & Taleb-Ahmed, A. (2025). Tracking the Global Pulse: The first public Twitter dataset from FIFA World Cup, Journal of Computational Social Science.
DOI: 10.17632/bhmgnb77fr.1
title: IDS Datasets

description: The NSL-KDD dataset is an enhanced version of the widely used KDD’99 dataset, developed to benchmark intrusion detection systems. It addresses several inherent flaws in the original KDD’99, such as redundant records and data imbalance, which could bias machine learning models.
The UNSW-NB15 dataset was developed by the Australian Centre for Cyber Security (ACCS) in 2015 to reflect contemporary real-world network traffic and attack scenarios. It was generated using the IXIA PerfectStorm simulation tool to emulate realistic network traffic over a cyber range, covering both normal behavior and malicious activities.
DOI: 10.15468/dl.gxzhjy
title: Occurrence Download

description: A dataset containing 174430 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micropterus salmoides (Lacepède, 1802)"
 ]
}

 The dataset includes 174430 records from 379 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003758-250525065834625/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/8692595
title: Data Scientist - Linkedin Job Postings
DOI: 10.15468/dl.j6x5wt
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Schistostega pennata (Hedw.) F.Weber & D.Mohr)",
 "Country is one of (Spain, Portugal, Andorra, France)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1970",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074941-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o6wvyo
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001818-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2pgds
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000635-150827100048397/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/8692596
title: Data Analyst Job Postings
DOI: 10.34740/kaggle/dsv/8692598
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/dl.pujqnb
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000636-150210113312293/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjz8sz
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001818-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o80lrq
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001818-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m1ebtv
title: Occurrence Download

description: A dataset containing 757 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acinonyx jubatus (Schreber, 1775)"
 ]
}

 The dataset includes 757 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023965-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwzqxt
title: Occurrence Download

description: A dataset containing 4135 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphibolis antarctica (Labill.) Asch."
 ]
}

 The dataset includes 4135 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010745-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xlklaf
title: Occurrence Download

description: A dataset containing 8886 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Tanzania, United Republic of",
 "Year is 2000"
 ]
}

 The dataset includes 8886 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001820-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dllt41
title: Occurrence Download

description: A dataset containing 481 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xenochrophis vittatus (Linnaeus, 1758)"
 ]
}

 The dataset includes 481 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011750-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.140y9b
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001820-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63wy65
title: Occurrence Download

description: A dataset containing 4835 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trifolium suffocatum L.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4835 records from 200 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074942-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m00lc8
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001818-150721130643939/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdcjfw
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001821-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvuek3
title: Occurrence Download

description: A dataset listing the 10499 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database of Vascular Plants of Himalaya"
 ]
}

 The dataset's 10499 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0207501-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amqoa5
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Lepidium meyenii Walp.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 172 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006320-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sez6on
title: Occurrence Download

description: A dataset containing 1206 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Varanus indicus (Daudin, 1802)"
 ]
}

 The dataset includes 1206 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011737-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bo0zms
title: Occurrence Download

description: A dataset containing 5771 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zamenis longissimus (Laurenti, 1768)"
 ]
}

 The dataset includes 5771 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011753-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8l69ue
title: Occurrence Download

description: A dataset containing 658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Trigonella foenum-graecum L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 658 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006350-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewbcj3
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001822-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vc52eh
title: Occurrence Download

description: A dataset containing 399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Triticum dicoccoides (Asch. & Graebn.) Schweinf.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 399 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006351-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gzlbkr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001822-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ry066s
title: Occurrence Download

description: A dataset containing 1053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Vaccinium corymbosum L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1053 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006353-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cppkh6
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001823-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rnzyq
title: Occurrence Download

description: A dataset containing 1734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Manilkara zapota (L.) P.Royen",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1734 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006358-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpc6dn
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001831-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.