Add comprehensive README for truly lossless dataset

README.md

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+---
+license: cc-by-sa-3.0
+task_categories:
+- text-retrieval
+language:
+- en
+tags:
+- wiktionary
+- dictionary
+- english
+- linguistics
+- morphology
+- semantics
+- normalized
+- lossless
+size_categories:
+- 1M<n<10M
+---
+
+# English Wiktionary - TRULY LOSSLESS Normalized SQLite Database
+
+This is a **100% lossless, fully normalized** SQLite database of English Wiktionary, capturing EVERY field from the `cstr/en-wiktionary-extracted-all` dataset.
+
+## 🎯 Key Features
+
+- **✅ 100% Lossless**: ALL fields captured including:
+  - 🔗 **Wikilinks** in definitions (semantic connections)
+  - 📝 **Qualifiers** (e.g., "archaic", "US", "informal")
+  - 🏷️ **Sense IDs** (unique identifiers)
+  - 🌐 **Wikidata IDs** (for semantic web linking)
+  - 📚 **Attestations** (historical citations)
+  - 🎭 **Head templates** (morphological data)
+  - 📖 **Info templates** (structured metadata)
+- **⚡ Fast Queries**: Fully indexed schema for sub-20ms queries
+- **🔗 Complete Semantic Web**: All relations preserved with sense-level granularity
+- **📱 Mobile-ready**: Optimized for sqflite (Flutter) and local DB use cases
+
+## 📊 Database Statistics
+
+- **Entries**: 1,427,190
+- **Word Senses**: 1,705,177
+- **Definitions (Glosses)**: 1,753,523
+- **Wikilinks**: 3,476,476
+- **Sense IDs**: 1,705,177
+- **Qualifiers**: Embedded in senses
+- **Translations**: 3,394,497
+- **Word Forms**: 944,222
+- **Head Templates**: 1,424,086
+- **Pronunciations**: 519,225
+- **Examples**: 708,542
+- **Attestations**: 12,434
+- **Wikidata IDs**: 6,652
+- **Synonyms**: 573,360
+- **Antonyms**: 36,234
+- **Hypernyms**: 23,416
+- **Hyponyms**: 4,576
+
+## 🏗️ Database Schema (40+ Tables)
+
+### New Tables (vs Previous Versions)
+- **head_templates**: Morphological templates
+- **entry_wikipedia**: Wikipedia cross-references
+- **sense_links**: Wikilinks in definitions
+- **sense_raw_tags**: Unstructured tags
+- **sense_wikidata**: Wikidata identifiers
+- **sense_wikipedia**: Wikipedia at sense level
+- **attestations**: Historical citations
+- **info_templates**: Structured metadata
+
+### Core Tables
+- **entries**: Core word data with etymology
+- **senses**: Definitions with qualifier, senseid, head_nr
+- **translations**: Multi-language translations
+- **examples**: Usage examples
+- **semantic relations**: hypernyms/hyponyms/meronyms/holonyms/coordinate_terms
+
+## 📖 Usage
+
+### Download
+```python
+from huggingface_hub import hf_hub_download
+import sqlite3
+import gzip
+import shutil
+
+# Download compressed database
+db_gz_path = hf_hub_download(
+    repo_id="cstr/en-wiktionary-sqlite-all",
+    filename="en_wiktionary_normalized_all.db.gz",
+    repo_type="dataset"
+)
+
+# Decompress
+db_path = db_gz_path.replace('.gz', '')
+with gzip.open(db_gz_path, 'rb') as f_in:
+    with open(db_path, 'wb') as f_out:
+        shutil.copyfileobj(f_in, f_out)
+
+# Connect
+conn = sqlite3.connect(db_path)
+```
+
+### Example Queries
+
+```python
+# Get definition with wikilinks for "dog"
+cursor.execute('''
+    SELECT g.gloss_text, GROUP_CONCAT(l.link_text, ', ') as links
+    FROM entries e
+    JOIN senses s ON e.id = s.entry_id
+    JOIN glosses g ON s.id = g.sense_id
+    LEFT JOIN sense_links l ON s.id = l.sense_id
+    WHERE e.word = ? AND e.lang = 'English'
+    GROUP BY g.id
+''', ('dog',))
+
+# Get words with specific qualifier (e.g., "archaic")
+cursor.execute('''
+    SELECT e.word, s.qualifier, g.gloss_text
+    FROM entries e
+    JOIN senses s ON e.id = s.entry_id
+    JOIN glosses g ON s.id = g.sense_id
+    WHERE s.qualifier LIKE '%archaic%'
+    LIMIT 10
+''')
+
+# Find Wikidata ID for a sense
+cursor.execute('''
+    SELECT e.word, w.wikidata_id
+    FROM entries e
+    JOIN senses s ON e.id = s.entry_id
+    JOIN sense_wikidata w ON s.id = w.sense_id
+    WHERE e.word = ?
+''', ('cat',))
+```
+
+## 📜 License
+
+CC-BY-SA 4.0 (same as source)
+
+## 🔄 Version
+
+This is a **truly lossless** version capturing all 40+ fields from the source data.