Athar-Datasets / README.md
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metadata
language:
  - ar
  - en
license: mit
task_categories:
  - question-answering
  - text-generation
  - text-retrieval
  - fill-mask
pretty_name: Athar Islamic QA Datasets
tags:
  - islamic-studies
  - quran
  - hadith
  - fiqh
  - arabic
  - rag
  - multi-agent
  - citation-grounded
dataset_info:
  features:
    - name: content
      dtype: string
    - name: content_type
      dtype: string
    - name: book_id
      dtype: int64
    - name: book_title
      dtype: string
    - name: category
      dtype: string
    - name: author
      dtype: string
    - name: author_death
      dtype: int64
    - name: collection
      dtype: string
    - name: page_number
      dtype: int64
    - name: section_title
      dtype: string
    - name: hierarchy
      sequence: string
    - name: title
      dtype: string
    - name: chapter
      dtype: string
    - name: section
      dtype: string
    - name: page
      dtype: int64
  splits:
    - name: train
      num_examples: 18701966
  download_size: 40000000000
  dataset_size: 40000000000

πŸ•Œ Athar Islamic QA Datasets

18.7M passages from classical Islamic books spanning 1,400 years of scholarship

A comprehensive collection of Islamic texts covering Quran, Hadith, Fiqh, Tafsir, Aqeedah, Seerah, and more β€” sourced from the Shamela library and enriched with scholarly metadata for RAG-based Islamic QA systems.

Based on the Fanar-Sadiq Architecture for grounded, citation-backed Islamic question answering.


πŸ“Š Dataset Summary

Metric Value
Total Passages 18,701,966
Total Size ~40 GB
Collections 10
Source ElShamela Library (Ψ§Ω„Ω…ΩƒΨͺΨ¨Ψ© Ψ§Ω„Ψ΄Ψ§Ω…Ω„Ψ©)
Languages Arabic (primary), English (metadata)
Time Span 0-1400 AH (7th-21st century CE)

πŸ“š Collections

# Collection Passages Size Description
1 hadith_passages 5,059,547 11 GB Prophetic traditions (Sahih Bukhari, Muslim, etc.)
2 general_islamic 3,410,436 6.1 GB General Islamic knowledge, spirituality, ethics
3 fiqh_passages 2,397,988 6.6 GB Islamic jurisprudence (Hanafi, Maliki, Shafi'i, Hanbali)
4 islamic_history_passages 2,850,288 5.6 GB Islamic history (Prophetic to Ottoman era)
5 quran_tafsir 2,128,606 4.9 GB Quranic exegesis (Tabari, Qurtubi, Ibn Kathir, etc.)
6 arabic_language_passages 1,015,311 2.2 GB Arabic grammar, linguistics, rhetoric
7 aqeedah_passages 738,003 1.7 GB Islamic creed and theology
8 spirituality_passages 438,776 1.1 GB Sufism, tasawwuf, purification of the heart
9 usul_fiqh 368,388 874 MB Principles of Islamic jurisprudence
10 seerah_passages 294,623 755 MB Prophet Muhammad's biography

πŸ“‹ Schema

Each passage contains the following fields:

Field Type Description
content string Main passage text (Arabic)
content_type string Type of content
book_id int64 Unique book identifier
book_title string Title of the source book
category string Category (e.g., "Ψ§Ω„ΨΉΩ‚ΩŠΨ―Ψ©", "الفقه")
author string Author name
author_death int64 Author's death year (Hijri)
collection string Collection name
page_number int64 Page number in source
section_title string Section heading
hierarchy list Hierarchical path [book, chapter, section]
title string Passage title
chapter string Chapter name
section string Section name
page int64 Page number

Example Entry

{
  "content": "Ψ§Ω„Ψ­Ω…Ψ― Ω„Ω„Ω‡ Ω†Ψ­Ω…Ψ―Ω‡ ΩˆΩ†Ψ³ΨͺΨΉΩŠΩ†Ω‡ ΩˆΩ†Ψ³ΨͺΨΊΩΨ±Ω‡ΨŒ ΩˆΩ†ΨΉΩˆΨ° Ψ¨Ψ§Ω„Ω„Ω‡ Ω…Ω† شرور أنفسنا...",
  "book_id": 1234,
  "book_title": "Ψ§Ω„ΩΩˆΨ§Ψ¦Ψ― Ψ§Ω„ΨΉΨ°Ψ§Ψ¨ في Ψ§Ω„Ψ±Ψ― ΨΉΩ„Ω‰ Ω…Ω† Ω„Ω… ΩŠΨ­ΩƒΩ… Ψ§Ω„Ψ³Ω†Ψ© ΩˆΨ§Ω„ΩƒΨͺΨ§Ψ¨",
  "category": "Ψ§Ω„ΨΉΩ‚ΩŠΨ―Ψ©",
  "author": "Ψ­Ω…Ψ― Ψ¨Ω† Ω†Ψ§Ψ΅Ψ± Ψ’Ω„ Ω…ΨΉΩ…Ψ±",
  "author_death": 1225,
  "collection": "aqeedah_passages",
  "page_number": 1,
  "section_title": "Ω…Ω‚Ψ―Ω…Ψ© Ψ§Ω„Ω…Ψ­Ω‚Ω‚",
  "hierarchy": ["Ψ§Ω„ΩΩˆΨ§Ψ¦Ψ― Ψ§Ω„ΨΉΨ°Ψ§Ψ¨", "Ω…Ω‚Ψ―Ω…Ψ© Ψ§Ω„Ω…Ψ­Ω‚Ω‚"],
  "title": "Ω…Ω‚Ψ―Ω…Ψ© Ψ§Ω„Ω…Ψ­Ω‚Ω‚",
  "chapter": null,
  "section": null,
  "page": 1
}

πŸ“Š Collection Breakdown

Passages Distribution

hadith_passages              β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ  5,059,547 (27%)
general_islamic              β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ             3,410,436 (18%)
fiqh_passages                β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                    2,397,988 (13%)
islamic_history_passages     β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                    2,850,288 (15%)
quran_tafsir                 β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                      2,128,606 (11%)
arabic_language_passages     β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                            1,015,311 (5%)
aqeedah_passages             β–ˆβ–ˆβ–ˆβ–ˆ                               738,003 (4%)
spirituality_passages        β–ˆβ–ˆ                                 438,776 (2%)
usul_fiqh                    β–ˆ                                  368,388 (2%)
seerah_passages              β–ˆ                                  294,623 (2%)

πŸ”§ How to Load

Using HuggingFace Datasets

from datasets import load_dataset

# Load full dataset
ds = load_dataset("Kandil7/Athar-Datasets")

# Access specific collection
for row in ds['train']:
    if row['collection'] == 'fiqh_passages':
        print(row['content'][:200])
        break

# Filter by collection
hadith_ds = ds['train'].filter(lambda x: x['collection'] == 'hadith_passages')

Streaming Mode (Memory Efficient)

from datasets import load_dataset

# Stream without downloading
ds = load_dataset("Kandil7/Athar-Datasets", split="train", streaming=True)

for i, passage in enumerate(ds):
    if i >= 5:
        break
    print(f"{passage['collection']}: {passage['title']}")

Direct JSONL Access

import json

# Load specific collection
with open('hadith_passages.jsonl', 'r', encoding='utf-8') as f:
    passages = [json.loads(line) for line in f]

print(f"Loaded {len(passages):,} hadith passages")

πŸ’‘ Usage Examples

Example 1: Semantic Search with RAG

from sentence_transformers import SentenceTransformer
import numpy as np
import json

# Load embedding model
model = SentenceTransformer('BAAI/bge-m3')

# Load a sample collection
with open('fiqh_passages.jsonl', 'r', encoding='utf-8') as f:
    passages = [json.loads(line) for line in f][:1000]

# Create embeddings
texts = [p['content'] for p in passages]
embeddings = model.encode(texts)

# Search
query = "Ω…Ψ§ Ψ­ΩƒΩ… Ψ΅Ω„Ψ§Ψ© Ψ§Ω„Ψ¬Ω…Ψ§ΨΉΨ©ΨŸ"
query_embedding = model.encode([query])[0]

# Find most similar
scores = np.dot(embeddings, query_embedding)
top_idx = np.argsort(scores)[-5:][::-1]

for idx in top_idx:
    print(f"Score: {scores[idx]:.3f}")
    print(passages[idx]['content'][:200])
    print("---")

Example 2: Filter by Era

# Filter classical era scholars (200-500 AH)
classical_passages = [
    p for p in passages
    if 200 <= p.get('author_death', 0) <= 500
]

# Filter by author
imam_bukhari = [
    p for p in hadith_passages
    if 'Bukhari' in p.get('author', '')
]

Example 3: Citation-Enhanced QA with Athar

# Use the Athar system for grounded answers
# See: https://github.com/Kandil7/Athar

from Athar import FiqhAgent

agent = FiqhAgent()
result = await agent.execute(
    query="Ω…Ψ§ Ψ­ΩƒΩ… Ψ΅Ω„Ψ§Ψ© Ψ§Ω„Ψ¬Ω…Ψ§ΨΉΨ©ΨŸ",
    filters={"era": "classical"}
)

# Result includes citations
for citation in result.citations:
    print(citation.source)
    print(citation.text)

πŸ“– Source: ElShamela Library (Ψ§Ω„Ω…ΩƒΨͺΨ¨Ψ© Ψ§Ω„Ψ΄Ψ§Ω…Ω„Ψ©)

This dataset is derived from ElShamela Library (Ψ§Ω„Ω…ΩƒΨͺΨ¨Ψ© Ψ§Ω„Ψ΄Ψ§Ω…Ω„Ψ©) β€” the largest comprehensive digital library of Islamic texts.

About ElShamela

ElShamela (Ψ§Ω„Ω…ΩƒΨͺΨ¨Ψ© Ψ§Ω„Ψ΄Ψ§Ω…Ω„Ψ©) is a free, open-access digital library that has been digitizing and preserving classical Islamic texts for over two decades.

Website: https://shamela.ws/

Processing Pipeline

  1. Extracted books from ElShamela Library format
  2. Converted from proprietary Shamela format to plain text
  3. Split into pages and passages for granular retrieval
  4. Enriched with metadata:
    • Author names and death years (Hijri)
    • Book titles and categories
    • Chapter and section headings
    • Page numbers
  5. Organized into 10 scholarly collections

πŸ—οΈ Scholarly Eras

Era Range (AH) Range (CE) Description
Prophetic 0-100 622-718 Companions of Prophet ο·Ί
Tabi'un 100-200 718-815 Successors
Classical 200-500 815-1106 Golden age of Islamic scholarship
Medieval 500-900 1106-1496 Post-classical period
Ottoman 900-1300 1496-1883 Ottoman era
Modern 1300+ 1883+ Modern period

🀝 Related Projects


πŸ“ Citation

@misc{athar-datasets-2026,
  title={Athar Islamic QA Datasets},
  author={Kandil, Ahmed},
  year={2026},
  url={https://huggingface.co/datasets/Kandil7/Athar-Datasets},
  note={18.7M passages from 10 Islamic collections}
}

⚠️ Usage Notes

  1. Scholarly Context: These texts represent classical Islamic scholarship. Always consult qualified scholars for religious rulings.

  2. Hadith Authenticity: Hadith passages include chains of narration (esnad). Use authenticity grading to evaluate reliability.

  3. Fiqh Diversity: The fiqh collection represents multiple schools of thought (Hanafi, Maliki, Shafi'i, Hanbali).

  4. Language: Primary content is in Classical Arabic. Metadata includes English translations.

  5. Licensing: MIT License β€” free for research and commercial use.


πŸ“ File Structure

Athar-Datasets/
β”œβ”€β”€ hadith_passages.jsonl              # 5,059,547 passages (11 GB)
β”œβ”€β”€ general_islamic.jsonl              # 3,410,436 passages (6.1 GB)
β”œβ”€β”€ fiqh_passages.jsonl                # 2,397,988 passages (6.6 GB)
β”œβ”€β”€ islamic_history_passages.jsonl     # 2,850,288 passages (5.6 GB)
β”œβ”€β”€ quran_tafsir.jsonl                 # 2,128,606 passages (4.9 GB)
β”œβ”€β”€ arabic_language_passages.jsonl      # 1,015,311 passages (2.2 GB)
β”œβ”€β”€ aqeedah_passages.jsonl             # 738,003 passages (1.7 GB)
β”œβ”€β”€ spirituality_passages.jsonl         # 438,776 passages (1.1 GB)
β”œβ”€β”€ usul_fiqh.jsonl                    # 368,388 passages (874 MB)
└── seerah_passages.jsonl              # 294,623 passages (755 MB)

πŸ“ž Contact & Support


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πŸ•Œ Athar Islamic QA β€’ 18.7M passages β€’ 10 collections β€’ 1,400 years of scholarship