datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
rhan-eval-sweepFER-2013
Facial Expression Recognition Challenge (ICML 2013)
Overview
This dataset was created for the Challenges in Representation Learning: Facial Expression Recognition Challenge, part of the ICML 2013 Workshop. The challenge focused on evaluating how well learning algorithms can generalize to newly introduced data, particularly for facial expression classification.
Start Date: April 13, 2013
End Date: May 25, 2013
The dataset contains facial images labeled with one of… See the full description on the dataset page: https://huggingface.co/datasets/DerrickUnleashed/FER-2013.streptococcus_thermophilus_fermentation_timegate
Dataset Card for Time-Gated Raman Spectra from Fermentations of Streptococcus thermophilus
Dataset Summary
This dataset contains offline Raman spectra collected during batch cultivations of Streptococcus thermophilus. Unlike conventional continuous-wave Raman, these measurements were captured using Time-Gated Raman Spectroscopy, which allows for the temporal separation of the Raman signal from background fluorescence.
The dataset includes two distinct fermentation runs… See the full description on the dataset page: https://huggingface.co/datasets/chlange/streptococcus_thermophilus_fermentation_timegate.MENTHOS-dataset-spam
MENTHOS-dataset-spam
English
About
MENTHOS-Spam is a binary text classification dataset for spam/phishing detection. It is created by combining email and SMS spam sources and then producing train/validation/test splits.
Source Data
Original sources:
Phishing Email Dataset (Kaggle): https://www.kaggle.com/datasets/naserabdullahalam/phishing-email-dataset
SMS Spam Collection (Kaggle mirror of UCI dataset):… See the full description on the dataset page: https://huggingface.co/datasets/LHRS-UM-FERI/MENTHOS-dataset-spam.kaiser_raman_ecoli_fermentation
Dataset Card for Kaiser Raman Spectra from E. coli Cultivation
Dataset Summary
This dataset contains offline Raman spectra collected from the samples containing cells during the cultivation of Escherichia coli W3110. Measurements were performed using Kaiser RXN1 from samples of a bioreactor cultivation involving a 10-hour batch phase followed by a pulse-based fed-batch phase to induce metabolic transients.
Dataset Structure
Data Points
Each entry… See the full description on the dataset page: https://huggingface.co/datasets/chlange/kaiser_raman_ecoli_fermentation.streptococcus_thermophilus_fermentation_kaiser
Dataset Card for Raman Spectra from Fermentations of Streptococcus thermophilus Kaiser
Dataset Summary
This dataset contains offline Raman spectra collected during batch cultivations of Streptococcus thermophilus. The data is intended for researchers developing chemometric models and machine learning pipelines for bioprocess monitoring.
The dataset includes two distinct fermentation runs conducted in shake flasks over a 24-hour period, paired with reference analytical… See the full description on the dataset page: https://huggingface.co/datasets/chlange/streptococcus_thermophilus_fermentation_kaiser.tg_raman_ecoli_fermentation
Dataset Card for TG-Raman Spectra from E. coli Cultivation
Dataset Summary
This dataset contains offline Raman spectra collected from the cell containing samples during the cultivation of Escherichia coli W3110. Measurements were performed using Time-Gated Raman Spectroscopy (TG-Raman) to suppress background fluorescence from the complex cultivation media via temporal separation.
The dataset corresponds to a bioreactor cultivation involving a 10-hour batch phase followed… See the full description on the dataset page: https://huggingface.co/datasets/chlange/tg_raman_ecoli_fermentation.kaiser_raman_ecoli_fermentation_supernatant
Dataset Card for Kaiser Raman Spectra from E. coli Cultivation Supernatants
Dataset Summary
This dataset contains offline Raman spectra collected from cell-free supernatant samples during the cultivation of Escherichia coli W3110. Measurements were performed using Kaiser RXN1 from the complex cultivation media. The dataset corresponds to a bioreactor cultivation involving a 10-hour batch phase followed by a pulse-based fed-batch phase to induce metabolic transients.… See the full description on the dataset page: https://huggingface.co/datasets/chlange/kaiser_raman_ecoli_fermentation_supernatant.tg_raman_ecoli_fermentation_supernatant
Dataset Card for TG-Raman Spectra from E. coli Cultivation Supernatants
Dataset Summary
This dataset contains offline Raman spectra collected from cell-free supernatant samples during the cultivation of Escherichia coli W3110. Measurements were performed using Time-Gated Raman Spectroscopy (TG-Raman) to suppress background fluorescence from the complex cultivation media via temporal separation.
The dataset corresponds to a bioreactor cultivation involving a 10-hour batch… See the full description on the dataset page: https://huggingface.co/datasets/chlange/tg_raman_ecoli_fermentation_supernatant.conll2003MedQuADarabic-restaurant-ambience
Arabic Restaurant Ambience Annotations
A dataset for detecting ambience / physical-place complaints in Arabic restaurant reviews — the kind of complaint that's about the room itself (AC, seating, noise, smell, decor, parking) rather than the food, staff, delivery, or price.
Built as part of the Arabic Restaurant Complaints Classifier project. Released because there's almost no public Arabic ambience-labeled data, and we wanted to fix that.
What's in here
File… See the full description on the dataset page: https://huggingface.co/datasets/FerasMad/arabic-restaurant-ambience.FER2013-VAD-annotationThis dataset involves train-20240123-14902.csv, publictest-20240508.csv and privatetest-20240506-yh.csv, which could be used for public and private test respectively. 14902, 1298 and 3589 samples are for train, public and private dataset at present.
asia-fertility
asia-fertility — results
Tokenizer cost ratios, multi-turn NIAH recall, and wall-clock latency measurements for 16 lower-resource Asian languages × 10 frontier tokenizers, with bootstrap 95% confidence intervals.
📄 Preprint (Zenodo): 10.5281/zenodo.21069313
💻 Code: Helmo21/asia-fertility
🌐 Web app: fertiscope.vercel.app
Generated by asia-fertility v0.4.0.
Configs (use with datasets)
from datasets import load_dataset
# Benchmark A — main leaderboard (160 rows:… See the full description on the dataset page: https://huggingface.co/datasets/Helmo21/asia-fertility.fermiDataset from Allen Institute for AI: https://allenai.org/data/fermi
Crop_Yield_Fertilizercuentos_esLandmark_And_FER2013MENTHOS-dataset-rootcause
MENTHOS-dataset-rootcause
English
About
MENTHOS-dataset-rootcause is a binary log classification dataset built for root-cause identification experiments.
Source Data
https://github.com/nv-morpheus/Morpheus/raw/refs/heads/branch-25.10/models/datasets/training-data/root-cause-training-data.csv
https://github.com/nv-morpheus/Morpheus/raw/refs/heads/branch-25.10/models/datasets/validation-data/root-cause-validation-data-input.jsonlines… See the full description on the dataset page: https://huggingface.co/datasets/LHRS-UM-FERI/MENTHOS-dataset-rootcause.africa-synth-agriculture-fertilizer-application-patterns-all
Africa Synth Agriculture Fertilizer Application Patterns All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: agriculture_food - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-agriculture-fertilizer-application-patterns-all.Fertilizer-Predictionchatgptprompts
📚 Custom ChatGPT Prompts Collection
This dataset is based on the fka/awesome-chatgpt-prompts and includes custom additions.
✨ Added custom prompts related to:
Islamic reflections
Biotechnology tutoring
Startup and productivity coaching
Ethical, creative, and futuristic prompts
Perfect for:
Students
Developers
Educa
Crop_Yield_FertilizerFER2013fertility
Fertility
The Fertility dataset from the UCI ML repository.
Classify fertility abnormalities of patients.
Configurations and tasks
Configuration
Task
Description
encoding
Encoding dictionary
fertility
Binary classification
Does the patient have fertility issues?
Usage
from datasets import load_dataset
dataset = load_dataset("mstz/fertility", "fertility")["train"]
Features
Feature
Type
season_of_sampling
[string]… See the full description on the dataset page: https://huggingface.co/datasets/mstz/fertility.FER2013Bully.tn
Dataset Card for Dataset Name
Cyberbullying, a type of harassment meant to make victims continuously disparage themselves, distance themselves from others, or even commit suicide, is one issue brought
on by the increasing usage of social media worldwide.
It is getting more and more crucial to stop this problem from spreading on social media.
Intelligent detection requires gathering the resources needed to understand and recognize the many types of harmful communications.
The… See the full description on the dataset page: https://huggingface.co/datasets/FerielBENFRAJ/Bully.tn.Africa-Fertilizer-consumption-kilograms-per-hectare-of-arable-land
Africa Fertilizer consumption kilograms per hectare of arable land | Africa (World Bank)
Size category: n<1K - Formats: csv - Sector: agriculture_food - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Africa-Fertilizer-consumption-kilograms-per-hectare-of-arable-land.ph-mdo-bat-ferry-passengeralehcleal_ferrari-stock-data-2015-2026
Ferrari Stock Data 2015-2026
Ferrari (RACE) Market Prices Dataset for Financial Analysis
Dataset Info
Source: Kaggle
Original Size: 0.09 MB
Kaggle Downloads: 679
Files: 1
Files
Ferrari History Stock Data.csv
Mirrored from Kaggle