Upload fact_check_report.py with huggingface_hub

fact_check_report.py

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+#!/usr/bin/env python3
+"""
+FACT-CHECK REPORT: Training Data Verification
+Checking all facts in training.csv for accuracy
+"""
+
+def fact_check_training_data():
+    """
+    Comprehensive fact-check of all data in training.csv
+    ✅ = Correct, ⚠️ = Needs correction, ❌ = Incorrect
+    """
+    
+    print("🔍 FACT-CHECK REPORT: Training Data Verification")
+    print("=" * 60)
+    
+    fact_checks = [
+        # PARIS DATA
+        {
+            'topic': 'Paris Population',
+            'claim': 'Paris population 2.1 million',
+            'status': '⚠️',
+            'correct_fact': 'Paris city: ~2.16M (2023), Metro area: ~12.27M',
+            'note': 'Close enough - depends on city vs metro definition'
+        },
+        
+        # MOUNT EVEREST DATA  
+        {
+            'topic': 'Mount Everest Height',
+            'claim': '29,032 feet tall',
+            'status': '✅',
+            'correct_fact': '29,031.7 feet (8,848.86 meters) - 2020 official measurement',
+            'note': 'Essentially correct (rounded)'
+        },
+        {
+            'topic': 'Mount Everest Location',
+            'claim': 'Located in Nepal and Tibet',
+            'status': '✅',
+            'correct_fact': 'Nepal-Tibet (China) border - summit on border',
+            'note': 'Correct'
+        },
+        
+        # EINSTEIN DATA
+        {
+            'topic': 'Einstein Birth Year',
+            'claim': 'Born 1879',
+            'status': '✅',
+            'correct_fact': 'Born March 14, 1879',
+            'note': 'Correct'
+        },
+        {
+            'topic': 'Einstein Theory',
+            'claim': 'Developed theory of relativity',
+            'status': '✅',
+            'correct_fact': 'Special (1905) and General (1915) Relativity',
+            'note': 'Correct'
+        },
+        
+        # GREAT WALL DATA
+        {
+            'topic': 'Great Wall Length',
+            'claim': '13,000 miles long',
+            'status': '✅',
+            'correct_fact': '13,170+ miles (21,196+ km) including branches',
+            'note': 'Correct (total with all sections)'
+        },
+        
+        # SHAKESPEARE DATA
+        {
+            'topic': 'Shakespeare Plays Count',
+            'claim': 'Wrote 39 plays',
+            'status': '✅',
+            'correct_fact': '37-39 plays (scholars debate attribution)',
+            'note': 'Correct range'
+        },
+        
+        # AMAZON RIVER DATA
+        {
+            'topic': 'Amazon River Length',
+            'claim': '4,000 miles long',
+            'status': '✅',
+            'correct_fact': '~4,000 miles (6,400 km)',
+            'note': 'Correct'
+        },
+        
+        # WORLD WAR II DATA
+        {
+            'topic': 'WWII Duration',
+            'claim': '1939 to 1945, 6 years total',
+            'status': '✅',
+            'correct_fact': 'Sept 1, 1939 - Sept 2, 1945 (6 years)',
+            'note': 'Correct'
+        },
+        
+        # SUN DATA
+        {
+            'topic': 'Sun Distance',
+            'claim': '93 million miles from Earth',
+            'status': '✅',
+            'correct_fact': '92.96 million miles (149.6 million km) average',
+            'note': 'Correct (1 AU)'
+        },
+        {
+            'topic': 'Sun Fuel',
+            'claim': 'Burns hydrogen',
+            'status': '✅',
+            'correct_fact': 'Nuclear fusion: hydrogen → helium',
+            'note': 'Correct (hydrogen fusion)'
+        },
+        
+        # BASKETBALL DATA
+        {
+            'topic': 'Basketball Players',
+            'claim': '5 players per team',
+            'status': '✅',
+            'correct_fact': '5 players on court per team',
+            'note': 'Correct'
+        },
+        {
+            'topic': 'Basketball Game Length',
+            'claim': 'Games last 48 minutes',
+            'status': '✅',
+            'correct_fact': 'NBA: 48 min (4×12min), FIBA: 40 min (4×10min)',
+            'note': 'Correct for NBA'
+        },
+        
+        # TITANIC DATA
+        {
+            'topic': 'Titanic Sinking',
+            'claim': 'Sank in 1912, hit an iceberg',
+            'status': '✅',
+            'correct_fact': 'April 15, 1912, hit iceberg',
+            'note': 'Correct'
+        },
+        
+        # OXYGEN DATA
+        {
+            'topic': 'Oxygen Symbol',
+            'claim': 'Chemical symbol O',
+            'status': '✅',
+            'correct_fact': 'O (single atom), O₂ (molecular oxygen)',
+            'note': 'Correct - O is atomic symbol'
+        },
+        {
+            'topic': 'Oxygen Atomic Number',
+            'claim': 'Atomic number 8',
+            'status': '✅',
+            'correct_fact': 'Atomic number 8',
+            'note': 'Correct'
+        },
+        
+        # PIZZA DATA
+        {
+            'topic': 'Pizza Origin',
+            'claim': 'Originated in Italy',
+            'status': '✅',
+            'correct_fact': 'Modern pizza: Naples, Italy (18th-19th century)',
+            'note': 'Correct'
+        },
+        
+        # DOG DATA
+        {
+            'topic': 'Dog Lifespan',
+            'claim': 'Average lifespan 10-13 years',
+            'status': '✅',
+            'correct_fact': '10-13 years average (varies by breed)',
+            'note': 'Correct'
+        },
+        
+        # MOON DATA
+        {
+            'topic': 'Moon Distance',
+            'claim': '238,900 miles from Earth',
+            'status': '✅',
+            'correct_fact': '238,855 miles (384,400 km) average',
+            'note': 'Very close (rounded)'
+        },
+        {
+            'topic': 'Moon Orbit',
+            'claim': 'Takes 27 days to orbit',
+            'status': '✅',
+            'correct_fact': '27.3 days (sidereal period)',
+            'note': 'Correct (rounded)'
+        },
+        
+        # COFFEE DATA
+        {
+            'topic': 'Coffee Origin',
+            'claim': 'Originated in Ethiopia',
+            'status': '✅',
+            'correct_fact': 'Ethiopia (coffee plant native there)',
+            'note': 'Correct'
+        },
+        
+        # PENGUIN DATA
+        {
+            'topic': 'Penguin Flight',
+            'claim': 'Flightless birds',
+            'status': '✅',
+            'correct_fact': 'Flightless birds (can "fly" underwater)',
+            'note': 'Correct'
+        },
+        {
+            'topic': 'Penguin Habitat',
+            'claim': 'Live in Antarctica',
+            'status': '⚠️',
+            'correct_fact': 'Some live in Antarctica, others in South America, Africa, Australia',
+            'note': 'Oversimplified - many species live elsewhere'
+        },
+        
+        # HEART DATA
+        {
+            'topic': 'Human Heart Chambers',
+            'claim': 'Has 4 chambers',
+            'status': '✅',
+            'correct_fact': '4 chambers: 2 atria, 2 ventricles',
+            'note': 'Correct'
+        }
+    ]
+    
+    print(f"📊 CHECKING {len(fact_checks)} FACTS FROM TRAINING DATA:\n")
+    
+    correct_count = 0
+    warning_count = 0
+    
+    for check in fact_checks:
+        print(f"{check['status']} {check['topic']}")
+        print(f"   Claim: {check['claim']}")
+        print(f"   Fact: {check['correct_fact']}")
+        print(f"   Note: {check['note']}")
+        print()
+        
+        if check['status'] == '✅':
+            correct_count += 1
+        elif check['status'] == '⚠️':
+            warning_count += 1
+    
+    print("=" * 60)
+    print(f"📈 FACT-CHECK SUMMARY:")
+    print(f"✅ Correct: {correct_count}")
+    print(f"⚠️ Minor issues: {warning_count}")
+    print(f"❌ Incorrect: 0")
+    print(f"📊 Accuracy: {(correct_count / len(fact_checks)) * 100:.1f}%")
+    
+    print(f"\n🎯 RECOMMENDATIONS:")
+    print(f"1. ⚠️ Clarify penguin habitat: 'Some penguins live in Antarctica'")
+    print(f"2. ✅ All other facts are accurate")
+    print(f"3. ✅ Your training data is very high quality!")
+    
+    return fact_checks
+
+if __name__ == "__main__":
+    fact_check_training_data()