Update app.py

app.py

@@ -1,318 +1,262 @@
 import gradio as gr
-import pandas as pd
-import numpy as np
-import random
+from dataclasses import dataclass
 from datetime import datetime
-from scipy import stats
-from sklearn.preprocessing import StandardScaler
+from typing import Dict, List, Optional, Tuple
+import requests
+from astral import LocationInfo
+from astral.sun import sun
+import os
+from enum import Enum
+import logging
+import re
+import random
 
-class AdvancedNumerologyPredictor:
+# Configure logging
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+@dataclass
+class YearlyPrediction:
+    year: int
+    theme: str
+    career: Dict[str, str]
+    love: Dict[str, str]
+    health: Dict[str, str]
+    growth_potential: float
+    harmony_level: float
+    vitality_level: float
+
+class PredictionThemes(Enum):
+    ABUNDANCE = "ABUNDANCE"
+    TRANSFORMATION = "TRANSFORMATION"
+    GROWTH = "GROWTH"
+    MANIFESTATION = "MANIFESTATION"
+
+@dataclass
+class LocationDetails:
+    latitude: float
+    longitude: float
+    timezone: str
+    city: str
+    country: str
+
+class PredictionDatabase:
+    """Enhanced prediction database with more detailed data."""
+    
     def __init__(self):
-        # Comprehensive Numerology Database
-        self.numerology_database = {
-            'life_path_insights': {
-                1: {
-                    'core_energy': 'Leadership and Innovation',
-                    'elemental_connection': 'Fire',
-                    'planetary_ruler': 'Sun',
-                    'compatibility_numbers': [3, 5, 7],
-                    'spiritual_lesson': 'Learn to lead without dominating',
-                    'detailed_description': """
-Life Path 1 represents the archetype of the pioneer and leader. 
-Individuals with this path are driven by an innate desire to forge their own path, 
-create original ideas, and inspire others through their innovative spirit. 
-You are naturally independent, with a strong will and the courage to overcome obstacles.
-
-Strengths:
-- Natural leadership abilities
-- High creativity and originality
-- Strong sense of self
-- Pioneering spirit
-
-Challenges:
-- Tendency to be overly independent
-- Potential for stubbornness
-- Learning to collaborate and listen to others
-""",
-                },
-                2: {
-                    'core_energy': 'Cooperation and Sensitivity',
-                    'elemental_connection': 'Water',
-                    'planetary_ruler': 'Moon',
-                    'compatibility_numbers': [4, 6, 9],
-                    'spiritual_lesson': 'Develop self-worth and boundaries',
-                    'detailed_description': """
-Life Path 2 embodies the energy of cooperation, sensitivity, and emotional intelligence. 
-You are a natural peacemaker, with an incredible ability to understand and support others. 
-Your path is about learning to balance your own needs with the needs of those around you.
-
-Strengths:
-- High emotional intelligence
-- Exceptional diplomatic skills
-- Deep empathy and compassion
-- Ability to create harmonious environments
-
-Challenges:
-- Tendency to people-please
-- Difficulty setting personal boundaries
-- Risk of emotional overwhelm
-"""
-                }
-                # More detailed insights for other numbers can be added similarly
-            },
-            'name_energy_analysis': {
-                'vowel_impact': {
-                    'a': 'Leadership and individuality',
-                    'e': 'Communication and freedom',
-                    'i': 'Intuition and inner wisdom',
-                },
-                'consonant_influence': {
-                    'b': 'Emotional depth',
-                    'c': 'Creativity and expression',
-                }
-            }
-        }
-
-        # Advanced Prediction Models
-        self.prediction_models = {
-            'love_compatibility_matrix': {
-                1: {
-                    'best_matches': [3, 5],
-                    'challenging_matches': [4, 8],
-                    'relationship_dynamics': 'Passionate and independent'
-                },
-                2: {
-                    'best_matches': [4, 6],
-                    'challenging_matches': [1, 7],
-                    'relationship_dynamics': 'Nurturing and supportive'
-                }
-            },
-            'career_potential_index': {
-                1: {
-                    'innovation_score': 0.9,
-                    'leadership_potential': 0.95,
-                    'entrepreneurial_spirit': 0.85
-                },
-                2: {
-                    'collaboration_score': 0.9,
-                    'emotional_intelligence': 0.95,
-                    'supportive_role_potential': 0.85
-                }
-            }
-        }
-
-    def advanced_name_energy_analysis(self, name):
-        """Perform advanced name energy analysis."""
-        # Normalize name
-        name = name.lower().replace(' ', '')
-
-        # Vowel and consonant analysis
-        vowels = [char for char in name if char in 'aeiou']
-        consonants = [char for char in name if char not in 'aeiou']
-
-        # Calculate name energy scores
-        vowel_energy = sum(ord(v) for v in vowels) / len(vowels) if vowels else 0
-        consonant_energy = sum(ord(c) for c in consonants) / len(consonants) if consonants else 0
-
-        return {
-            'vowel_analysis': {
-                'count': len(vowels),
-                'energy_score': vowel_energy,
-                'dominant_vowel_impact': self.numerology_database['name_energy_analysis']['vowel_impact'].get(
-                    max(set(vowels), key=vowels.count), 'Unique energy'
-                )
-            },
-            'consonant_analysis': {
-                'count': len(consonants),
-                'energy_score': consonant_energy,
-                'dominant_consonant_influence': self.numerology_database['name_energy_analysis']['consonant_influence'].get(
-                    max(set(consonants), key=consonants.count), 'Distinctive influence'
-                )
-            }
-        }
-
-    def generate_quantum_prediction(self, life_path, name, dob):
-        """Generate a multi-dimensional predictive analysis with detailed explanations."""
-        # Name energy analysis
-        name_energy = self.advanced_name_energy_analysis(name)
-
-        # Life path insights
-        life_path_insights = self.numerology_database['life_path_insights'].get(
-            life_path,
-            {
-                'core_energy': 'Unique Path', 
-                'spiritual_lesson': 'Embrace your individuality',
-                'detailed_description': 'Your life path is a unique journey of personal discovery and growth.'
-            }
-        )
+        self._initialize_databases()
 
-        # Love and career compatibility
-        love_compatibility = self.prediction_models['love_compatibility_matrix'].get(life_path, {})
-        career_potential = self.prediction_models['career_potential_index'].get(life_path, {})
-
-        # Generate probabilistic future scenarios
-        future_scenarios = self._generate_future_scenarios(life_path)
-
-        # Comprehensive prediction with enhanced explanations
-        prediction = f"""
-🌟 QUANTUM NUMEROLOGY PROFILE: {name.title()}
-=======================================
-
-🔢 LIFE PATH QUANTUM SIGNATURE
-------------------------------
-Life Path Number: {life_path}
-Core Energy: {life_path_insights['core_energy']}
-Elemental Connection: {life_path_insights.get('elemental_connection', 'Undefined')}
-Planetary Ruler: {life_path_insights.get('planetary_ruler', 'Uncharted')}
-
-🌈 LIFE PATH UNDERSTANDING
---------------------------
-{life_path_insights.get('detailed_description', 'Your unique life path offers a profound journey of personal growth.')}
-
-🧬 NAME ENERGY QUANTUM ANALYSIS
--------------------------------
-Your name carries a unique vibrational energy that influences your personal journey.
-
-Vowel Energy:
-• Count: {name_energy['vowel_analysis']['count']}
-• Energy Score: {name_energy['vowel_analysis']['energy_score']:.2f}
-• Dominant Vowel Impact: {name_energy['vowel_analysis']['dominant_vowel_impact']}
-  Interpretation: The vowels in your name reflect your inner emotional landscape 
-  and how you express your deeper feelings and motivations.
-
-Consonant Energy:
-• Count: {name_energy['consonant_analysis']['count']}
-• Energy Score: {name_energy['consonant_analysis']['energy_score']:.2f}
-• Dominant Consonant Influence: {name_energy['consonant_analysis']['dominant_consonant_influence']}
-  Interpretation: The consonants in your name represent your external personality, 
-  communication style, and how you interact with the world.
-
-❤️ QUANTUM LOVE COMPATIBILITY
------------------------------
-Your numerological profile offers insights into potential relationship dynamics:
-
-Best Romantic Matches: {love_compatibility.get('best_matches', 'Exploring')}
-  These life path numbers naturally resonate with your energy, 
-  creating harmonious and supportive connections.
-
-Challenging Matches: {love_compatibility.get('challenging_matches', 'Navigating')}
-  These relationships offer opportunities for growth, 
-  requiring more conscious communication and understanding.
-
-Relationship Dynamics: {love_compatibility.get('relationship_dynamics', 'Complex Interactions')}
-  Your unique energy creates intricate and transformative relationships 
-  that challenge and support your personal evolution.
-
-💼 CAREER QUANTUM POTENTIAL
----------------------------
-Your numerological blueprint reveals unique professional strengths:
-
-Innovation Potential: {career_potential.get('innovation_score', 0):.2f}/1.00
-  Your ability to think creatively and develop groundbreaking ideas.
-
-Leadership Capacity: {career_potential.get('leadership_potential', 0):.2f}/1.00
-  Your natural ability to guide, inspire, and motivate others.
-
-Entrepreneurial Spirit: {career_potential.get('entrepreneurial_spirit', 0):.2f}/1.00
-  Your drive to create, initiate, and transform professional landscapes.
-
-🌈 FUTURE QUANTUM SCENARIOS
----------------------------
-Potential Pathways of Growth:
-{chr(10).join(f"• {scenario}" for scenario in future_scenarios)}
-
-These scenarios represent potential energetic alignments and opportunities. 
-Remember, they are possibilities, not fixed predictions.
-
-🔮 SPIRITUAL QUANTUM LESSON
----------------------------
-{life_path_insights.get('spiritual_lesson', 'Continuous Evolution')}
-
-This is the core learning that will help you grow, transform, and align 
-with your highest potential.
-
-UNIVERSAL GUIDANCE:
--------------------
-Your numerological profile is a quantum blueprint of potential. 
-It's not a deterministic map, but a vibrational guide to understanding 
-your inherent strengths, challenges, and evolutionary path.
-
-Embrace your unique journey. Your numbers illuminate the path, 
-but you are the creator of your destiny.
-
-Quantum wisdom awaits your conscious exploration! 🌠
-"""
-        return prediction
-
-    def _generate_future_scenarios(self, life_path):
-        """Generate probabilistic future scenarios."""
-        current_year = datetime.now().year
-        scenarios = [
-            f"{current_year}: Potential breakthrough in personal development",
-            f"{current_year+1}: Opportunity for significant transformation",
-            f"{current_year+2}: Alignment of personal and professional goals"
+    def _initialize_databases(self):
+        self.focus_areas = [
+            "Technology", "Politics", "Sports", "Business", "Education",
+            "Arts", "Science", "Healthcare", "Finance", "Media"
+        ]
+        
+        self.opportunities = [
+            "Lead major initiative", "Career advancement", 
+            "Start new venture", "Launch innovative project"
         ]
 
-        # Add some randomness and life path-specific scenarios
-        life_path_specific_scenarios = {
-            1: [
-                "Emerging leadership opportunities",
-                "Breakthrough in innovative projects"
-            ],
-            2: [
-                "Deep emotional healing",
-                "Strengthening of important relationships"
-            ]
-        }
-
-        scenarios.extend(
-            life_path_specific_scenarios.get(life_path, [
-                "Unique path of personal discovery"
-            ])
-        )
+        self.love_developments = [
+            "Meaningful commitment", "Deeper emotional connection",
+            "Exciting shared adventures", "Strong emotional bonds"
+        ]
 
-        return scenarios
+        self.activities = [
+            "Creative Projects", "Travel", "Sports",
+            "Cultural Events", "Social Gatherings"
+        ]
 
-# Numerology Calculation Functions
-def calculate_life_path_number(dob):
-    """Calculate Life Path Number from date of birth."""
-    dob_digits = [int(d) for d in dob.replace('-', '').replace('/', '')]
-    total_sum = sum(dob_digits)
-    while total_sum > 9:
-        total_sum = sum(int(digit) for digit in str(total_sum))
-    return total_sum
+        self.health_focuses = [
+            "Active lifestyle habits", "Regular exercise routine",
+            "Stress-relief techniques", "Balanced nutrition"
+        ]
 
-# Initialize Advanced Predictor
-quantum_predictor = AdvancedNumerologyPredictor()
+        self.health_practices = [
+            "Leadership Roles", "High-Intensity Training",
+            "Mindfulness Practice", "Team Sports"
+        ]
 
-# Gradio Interface Function
-def quantum_numerology_agent(name, dob):
-    """Main function to process quantum numerology predictions."""
-    try:
-        # Calculate Life Path Number
-        life_path_number = calculate_life_path_number(dob)
+class PredictionGenerator:
+    """Enhanced prediction generator with detailed formatting."""
+    
+    def __init__(self):
+        self.db = PredictionDatabase()
+
+    def generate_five_year_prediction(self, name: str, start_year: int, 
+                                    birth_time: str, location: LocationDetails) -> str:
+        predictions = []
+        for year in range(start_year, start_year + 5):
+            predictions.append(self._generate_yearly_prediction(year))
+
+        return self._format_comprehensive_prediction(
+            name, birth_time, location, predictions
+        )
 
-        # Generate Comprehensive Quantum Prediction
-        prediction = quantum_predictor.generate_quantum_prediction(
-            life_path_number, name, dob
+    def _generate_yearly_prediction(self, year: int) -> YearlyPrediction:
+        """Generate detailed prediction for a specific year."""
+        return YearlyPrediction(
+            year=year,
+            theme=random.choice(list(PredictionThemes)).value,
+            career={
+                "focus_area": random.choice(self.db.focus_areas),
+                "opportunity": random.choice(self.db.opportunities),
+                "peak_months": ", ".join(sorted(random.sample([
+                    "January", "February", "March", "April", "May", "June",
+                    "July", "August", "September", "October", "November", "December"
+                ], 3)))
+            },
+            love={
+                "development": random.choice(self.db.love_developments),
+                "activity": random.choice(self.db.activities),
+                "peak_months": ", ".join(sorted(random.sample([
+                    "January", "February", "March", "April", "May", "June",
+                    "July", "August", "September", "October", "November", "December"
+                ], 2)))
+            },
+            health={
+                "focus": random.choice(self.db.health_focuses),
+                "practice": random.choice(self.db.health_practices),
+                "peak_months": ", ".join(sorted(random.sample([
+                    "January", "February", "March", "April", "May", "June",
+                    "July", "August", "September", "October", "November", "December"
+                ], 3)))
+            },
+            growth_potential=random.uniform(80, 98),
+            harmony_level=random.uniform(80, 99),
+            vitality_level=random.uniform(85, 97)
         )
 
-        return prediction
-
-    except Exception as e:
-        return f"Error in quantum prediction: {str(e)}"
-
-# Create Gradio Interface
-interface = gr.Interface(
-    fn=quantum_numerology_agent,
-    inputs=[
-        gr.Textbox(label="Full Name", placeholder="Enter your full name"),
-        gr.Textbox(label="Date of Birth (YYYY-MM-DD)", placeholder="e.g., 1990-05-15")
-    ],
-    outputs=gr.Textbox(label="Quantum Numerology Profile"),
-    title="🌌 Quantum Numerology Insight Generator",
-    description="Unlock the quantum potential of your numerological blueprint! Discover profound insights into your life path, energy, and potential."
-)
-
-# Launch the interface
-interface.launch(debug=True)
+    def _format_comprehensive_prediction(self, name: str, birth_time: str, 
+                                      location: LocationDetails, 
+                                      predictions: List[YearlyPrediction]) -> str:
+        """Format the comprehensive prediction with all details."""
+        output = f"""🌟 COMPREHENSIVE LIFE PATH PREDICTION FOR {name.upper()}  🌟
+=========================================================
+
+📊 CORE NUMEROLOGICAL PROFILE
+----------------------------
+Birth Time: {birth_time}
+Location: {location.city} ({location.country})
+
+🔮 5-YEAR LIFE FORECAST (Year by Year Analysis)
+---------------------------------------------
+
+"""
+        # Add yearly predictions
+        for pred in predictions:
+            output += f"""
+{pred.year} - YEAR OF {pred.theme}
+-------------------------------------------------------------------
+
+💼 Career Path:
+• Focus Area: {pred.career['focus_area']}
+• Key Opportunity: {pred.career['opportunity']}
+• Peak Months: {pred.career['peak_months']}
+• Growth Potential: {pred.growth_potential:.1f}%
+
+❤️ Love & Relationships:
+• Key Development: {pred.love['development']}
+• Recommended Activity: {pred.love['activity']}
+• Romantic Peaks: {pred.love['peak_months']}
+• Harmony Level: {pred.harmony_level:.1f}%
+
+🌿 Health & Wellness:
+• Focus Area: {pred.health['focus']}
+• Recommended Practice: {pred.health['practice']}
+• Peak Vitality Months: {pred.health['peak_months']}
+• Vitality Level: {pred.vitality_level:.1f}%
+"""
+
+        # Add final sections
+        output += """
+🌈 INTEGRATED LIFE HARMONY ANALYSIS
+---------------------------------
+Your numbers reveal a beautiful synchronicity between career growth, 
+personal relationships, and health developments. Each aspect supports 
+and enhances the others, creating a harmonious life trajectory.
+
+Key Integration Points:
+• Career achievements positively impact relationship confidence
+• Relationship growth supports emotional and physical well-being
+• Health improvements boost career performance and relationship energy
+
+💫 GUIDANCE FOR OPTIMAL GROWTH
+----------------------------
+1. Embrace each opportunity for growth across all life areas
+2. Maintain balance between professional ambitions and personal life
+3. Practice self-care to sustain energy for both career and relationships
+4. Trust your intuition in making life decisions
+5. Stay open to unexpected opportunities and connections
+
+🌟 FINAL WISDOM
+--------------
+This five-year period shows exceptional promise for personal growth,
+professional achievement, and meaningful relationships. Your unique
+numerical vibration suggests a time of positive transformation and
+fulfilling experiences across all life areas."""
+
+        return output
+
+def create_gradio_interface() -> gr.Interface:
+    """Create and configure the Gradio interface."""
+    
+    def predict(name: str, dob: str, birth_time: str, birth_place: str) -> str:
+        """Main prediction function for Gradio interface."""
+        try:
+            # Validate inputs
+            error = validate_inputs(name, dob, birth_time, birth_place)
+            if error:
+                return error
+
+            # Create location details (simplified for example)
+            location = LocationDetails(
+                latitude=27.6094,  # Example coordinates for Sikar
+                longitude=75.1398,
+                timezone="Asia/Kolkata",
+                city=birth_place.split(',')[0].strip(),
+                country="India" if "India" in birth_place else "Unknown"
+            )
+
+            # Generate prediction
+            generator = PredictionGenerator()
+            current_year = datetime.now().year
+            prediction = generator.generate_five_year_prediction(
+                name, current_year, birth_time, location
+            )
+            
+            return prediction
+        except Exception as e:
+            logger.error(f"Error in prediction: {e}")
+            return f"An error occurred: {str(e)}"
+
+    return gr.Interface(
+        fn=predict,
+        inputs=[
+            gr.Textbox(label="Full Name", placeholder="Enter your full name"),
+            gr.Textbox(label="Date of Birth (YYYY-MM-DD)", placeholder="e.g., 1990-05-15"),
+            gr.Textbox(label="Birth Time (HH:MM)", placeholder="e.g., 14:30"),
+            gr.Textbox(label="Birth Place", placeholder="e.g., Sikar, Rajasthan, India")
+        ],
+        outputs=gr.Textbox(label="Your Comprehensive Life Path Prediction"),
+        title="🌟 Quantum Life Path Prediction System",
+        description="Discover your quantum numerological blueprint!"
+    )
+
+def validate_inputs(name: str, dob: str, birth_time: str, birth_place: str) -> Optional[str]:
+    """Validate all input parameters."""
+    if not all([name, dob, birth_time, birth_place]):
+        return "All fields are required."
+    if not name.strip():
+        return "Name cannot be empty."
+    if not re.match(r"^\d{2}:\d{2}$", birth_time):
+        return "Invalid time format. Use HH:MM."
+    try:
+        datetime.strptime(dob, "%Y-%m-%d")
+    except ValueError:
+        return "Invalid date format. Use YYYY-MM-DD."
+    return None
+
+if __name__ == "__main__":
+    interface = create_gradio_interface()
+    interface.launch(debug=True)