datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
ReadingBank
ReadingBank
ReadingBank is a benchmark dataset for reading order detection built with weak supervision from WORD documents, which contains 500K document images with a wide range of document types as well as the corresponding reading order information.
Our paper "LayoutReader: Pre-training of Text and Layout for Reading Order Detection" has been accepted by EMNLP 2021.
Refer to the official repo for more details: https://github.com/doc-analysis/ReadingBank
Meter_Readingchinese-reading-comprehensionhouseplant-light-needs-and-indoor-lux-readings
Houseplant Light Needs and Indoor Lux Readings
Two files, both CC BY 4.0. Archived with a DOI on Zenodo: 10.5281/zenodo.22023337.
Note for loaders: both CSVs open with commented header lines (#) carrying the snapshot date, the licence and the band definitions. Skip them when reading.
Files
species-light-levels.csv — one row per houseplant species in the GrowSpot care library, with the light tier it belongs to. Columns: common_name, scientific_name… See the full description on the dataset page: https://huggingface.co/datasets/Growspot/houseplant-light-needs-and-indoor-lux-readings.africa-synth-education-early-grade-reading-proficiency-all
Africa Synth Education Early Grade Reading Proficiency All | Africa (World Bank)
Size category: 10K<n<100K - Formats: csv - Sector: education - 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
Education datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-education-early-grade-reading-proficiency-all.right-reading-5bd6e9
right-reading-5bd6e9
Synthetic products test data: 39 rows in data.csv.
All values are randomly generated fictional examples, not real observations, products, or user activity. Intended only for CSV loading and pipeline tests; not suitable for scientific or business conclusions. Columns are sampled independently and do not model real-world correlations.
Fields
sample_id: random identifier for this generated sample.
row_id: sequential row number starting at 1.… See the full description on the dataset page: https://huggingface.co/datasets/EmberTrail299/right-reading-5bd6e9.nihongo-dojo-grades1-2-3-4-5-6-kanji_reading-kanji_writing
nihongo-dojo-grades1-2-3-4-5-6-kanji_reading-kanji_writing
このデータセットは、Nihongo DoJoフレームワークを使用して生成された日本語学習用データセットです。
データセット統計
train: 2,418 サンプル
validation: 302 サンプル
test: 303 サンプル
総サンプル数: 3,023
ソース
生成元: ./datasets/nihongo-dojo-grades1-2-3-4-5-6-kanji_reading-kanji_writing/
サンプルデータ
{
"instruction": "次の漢字の訓読み（くんよみ）をひらがなで答えてください。",
"input": "「究」の訓読みは？",
"think": "この漢字は「究」です。 小学3年生で習う漢字です。 意味は「research」などです。 訓読み（くんよみ）は日本語の読み方です。 この漢字の訓読みは「きわ」です。"… See the full description on the dataset page: https://huggingface.co/datasets/AkabekoLabs/nihongo-dojo-grades1-2-3-4-5-6-kanji_reading-kanji_writing.random-iot-sensor-readings
Random IoT Sensor Readings
8,000 synthetic minute-level IoT sensor readings (temperature, humidity, pressure, status). Purely random, for testing.
Note: This is randomly generated synthetic data with no real-world meaning. Generated for testing and demonstration purposes.
Edgar-Cayce_Readingsafrica-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-8-critical-reading
SACMEQ: 6th grade students by reading proficiency level (%). Level 8 - Critical Reading | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-8-critical-reading.nihongo-dojo-grades1-2-3-kanji_reading
nihongo-dojo-grades1-2-3-kanji_reading
このデータセットは、Nihongo DoJoフレームワークを使用して生成された日本語学習用データセットです。
データセット統計
train: 846 サンプル
validation: 105 サンプル
test: 107 サンプル
総サンプル数: 1,058
ソース
生成元: ./datasets/nihongo-dojo-grades1-2-3-kanji_reading/
サンプルデータ
{
"instruction": "次の漢字の音読み（おんよみ）をカタカナで答えてください。",
"input": "「代」の音読みは？",
"output": "タイ",
"thinking": "この漢字は「代」です。 小学3年生で習う漢字です。 意味は「substitute」などです。 音読み（おんよみ）は中国から伝わった読み方です。 この漢字の音読みは「タイ」です。",
"answer": "タイ"… See the full description on the dataset page: https://huggingface.co/datasets/AkabekoLabs/nihongo-dojo-grades1-2-3-kanji_reading.Reading-Dataset
📘 Reading Performance Dataset
📌 Overview
The Reading Performance Dataset is a small-scale tabular dataset designed to analyze reading behavior and performance characteristics across diverse individuals.
It captures demographic attributes, reading habits, attention levels, and content difficulty to support educational data analysis and machine learning experiments.
This dataset is suitable for educational analytics, behavioral analysis, and predictive modeling related to… See the full description on the dataset page: https://huggingface.co/datasets/Bancie/Reading-Dataset.africa-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-1-pre-reading-lo-s
SACMEQ: 6th grade students by reading proficiency level (%). Level 1 - Pre-Reading | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-1-pre-reading-lo-s.asia-owid-average-performance-of-15-year-olds-in-mathematics-reading-and-science
Average Performance Of 15 Year Olds In Mathematics Reading And Science | Asia (Our World in Data)
🌏 104 observations · 24 Asia countries · 2000–2022 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 104 observations of Average Performance Of 15 Year Olds In Mathematics Reading And Science data across 24 Asia countries, spanning 2000–2022.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-average-performance-of-15-year-olds-in-mathematics-reading-and-science.africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-2-emergent
SACMEQ: Female 6th grade students by reading proficiency level (%). Level 2 - Emergent Reading | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-2-emergent.africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-5-interpret
SACMEQ: Female 6th grade students by reading proficiency level (%). Level 5 - Interpretive Reading | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-5-interpret.africa-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-3-basic-reading-lo
SACMEQ: 6th grade students by reading proficiency level (%). Level 3 - Basic Reading | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-3-basic-reading-lo.africa-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-6-inferential-read
SACMEQ: 6th grade students by reading proficiency level (%). Level 6 - Inferential Reading | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-6-inferential-read.africa-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-7-analytical-readi
SACMEQ: 6th grade students by reading proficiency level (%). Level 7 - Analytical Reading | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-7-analytical-readi.africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-1-pre-readi
SACMEQ: Female 6th grade students by reading proficiency level (%). Level 1 - Pre-Reading | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-1-pre-readi.africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-6-inferenti
SACMEQ: Female 6th grade students by reading proficiency level (%). Level 6 - Inferential Reading | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-6-inferenti.africa-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-5-interpretive-rea
SACMEQ: 6th grade students by reading proficiency level (%). Level 5 - Interpretive Reading | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-6th-grade-students-by-reading-proficiency-level-level-5-interpretive-rea.africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-4-reading-f
SACMEQ: Female 6th grade students by reading proficiency level (%). Level 4 - Reading for Meaning | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-4-reading-f.one-day-of-ai-reading
One day of AI crawler reading (24 hours ending 2026-09-24 16:50 UTC)
Reads of company pages on the Engagemii index (scored profile pages for 60 million companies) by AI crawler, logged server-side and checked against each operator's published IP ranges. Full report with method: https://engagemii.com/research/one-day-of-ai-reading
Total for the day: 5,716,614 reads. Meta 3.4M, Claude 1.5M, GPTBot 555K, Applebot 179K. The AI engines out-read Bingbot 191 to 1. Applebot has read… See the full description on the dataset page: https://huggingface.co/datasets/Engagemii/one-day-of-ai-reading.europe-owid-average-performance-of-15-year-olds-in-mathematics-reading-and-science
Average Performance Of 15 Year Olds In Mathematics Reading And Science | Europe (Our World in Data)
🇪🇺 254 observations · 39 Europe countries · 2000–2022 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 254 observations of Average Performance Of 15 Year Olds In Mathematics Reading And Science data across 39 Europe countries, spanning 2000–2022.
About the source
Source: Our World in Data
Publisher: Our World in Data
License:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-average-performance-of-15-year-olds-in-mathematics-reading-and-science.africa-owid-share-of-students-achieving-minimum-proficiency-in-reading-and-math-by-education-lev
Share Of Students Achieving Minimum Proficiency In Reading And Math By Education Level | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-share-of-students-achieving-minimum-proficiency-in-reading-and-math-by-education-lev.africa-worldbank-pupils-below-minimum-reading-proficiency-at-end-of-primary-low-gaml-threshold-s
Pupils below minimum reading proficiency at end of primary (%). Low GAML threshold | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-pupils-below-minimum-reading-proficiency-at-end-of-primary-low-gaml-threshold-s.africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-3-basic-rea
SACMEQ: Female 6th grade students by reading proficiency level (%). Level 3 - Basic Reading | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-sacmeq-female-6th-grade-students-by-reading-proficiency-level-level-3-basic-rea.africa-owid-share-of-children-achieving-minimum-proficiency-in-reading-and-math-by-education-lev
Share Of Children Achieving Minimum Proficiency In Reading And Math By Education Level | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-share-of-children-achieving-minimum-proficiency-in-reading-and-math-by-education-lev.africa-worldbank-sacmeq-mean-performance-on-the-reading-scale-male-lo-sacmeq-rea-ma
SACMEQ: Mean performance on the reading scale, male | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-sacmeq-mean-performance-on-the-reading-scale-male-lo-sacmeq-rea-ma.