feat: Initial commitHEADmain

10 files changed, 8002 insertions, 0 deletions

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..19a8efe
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+venv
+.ropeproject
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..595923b
--- /dev/null
+++ b/README.md
@@ -0,0 +1,222 @@
+# Genshin Impact Artifact Optimizer
+
+An automated artifact optimization system based on the scoring methodology by Sevy. This tool helps you find the best artifact builds for multiple characters by intelligently distributing your artifact inventory based on priority order.
+
+## 🎯 Features
+
+- **Character Priority System**: Assign artifacts to characters in your specified priority order
+- **Intelligent Scoring**: Uses the proven scoring system that accounts for all relevant substats
+- **Energy Recharge Compliance**: Automatically checks if builds meet ER requirements  
+- **Flexible Main Stats**: Supports character-specific ideal main stat preferences
+- **4-Star Fallback**: Uses 4-star artifacts when suitable 5-star pieces aren't available
+- **Interactive Interface**: Easy-to-use command-line interface for character selection
+- **Detailed Reporting**: Comprehensive build analysis with scores and recommendations
+
+## 📊 Scoring Methodology
+
+Based on the artifact scoring system that converts substat rolls into a 0-100 score:
+
+### Special Numbers (Stat Weights)
+- **CRIT Rate**: 3.0
+- **CRIT DMG**: 6.0  
+- **ATK%**: 5.0
+- **HP%**: 5.0
+- **DEF%**: 6.0
+- **Energy Recharge**: 5.5
+- **Elemental Mastery**: 20.0
+- **Flat ATK**: 45.0
+- **Flat HP**: 700.0
+- **Flat DEF**: 50.0
+
+### Score Calculation
+For each artifact:
+1. Divide each relevant substat value by its special number
+2. Sum all the values (represents substat roll count)
+3. Divide by 9 (max possible rolls) and multiply by 100
+
+### Quality Tiers
+- **44+ Good**: Can clear Abyss with difficulty
+- **55+ Great**: Comfortable Abyss clearing
+- **66+ Amazing**: Well-built character, strong performance
+- **77+ Insane**: Excellent builds, Abyss feels easy
+- **88+ God-like**: Exceptional builds, lottery-winner luck
+- **99+ Exodia**: Theoretical perfection
+
+## 🚀 Quick Start
+
+### Prerequisites
+- Python 3.6+
+- Genshin Impact artifact data (JSON format)
+
+### Basic Usage
+
+1. **Automated Mode** (uses predefined character priority):
+```bash
+python artifact_optimizer.py
+```
+
+2. **Interactive Mode** (select your own characters):
+```bash
+python interactive_optimizer.py
+```
+
+### Data Files Required
+
+**data.json** - Your artifact inventory in the format:
+```json
+{
+  "format": "GOOD",
+  "version": 2,
+  "artifacts": [
+    {
+      "setKey": "GoldenTroupe",
+      "slotKey": "flower",
+      "rarity": 5,
+      "mainStatKey": "hp",
+      "level": 20,
+      "substats": [
+        {"key": "critRate_", "value": 10.1},
+        {"key": "critDMG_", "value": 14.0},
+        {"key": "hp_", "value": 16.9},
+        {"key": "enerRech_", "value": 11.7}
+      ],
+      "id": 1
+    }
+  ]
+}
+```
+
+**characters.json** - Character build requirements:
+```json
+{
+  "Furina": {
+    "er_requirement": {"min": 180, "max": 200},
+    "ideal_main_stats": {
+      "sands": ["HP%", "ER%"],
+      "goblet": ["HP%", "Hydro DMG Bonus"],
+      "circlet": ["CRIT Rate", "CRIT DMG"]
+    },
+    "substat_priority": ["ER%", "CRIT Rate", "CRIT DMG", "HP%", "Flat HP"]
+  }
+}
+```
+
+## 🎮 Interactive Mode Features
+
+### Character Selection
+- View all available characters
+- Add characters to priority list in any order
+- Remove characters from priority list
+- View detailed character requirements
+
+### Character Information Display
+- Energy Recharge requirements
+- Ideal main stats for each artifact slot
+- Substat priority ranking
+- Special notes and considerations
+
+### Optimization Settings
+- Enable/disable 4-star fallback artifacts
+- Adjust ER requirement flexibility
+- Customize scoring parameters
+
+## 📋 Example Output
+
+```
+==================== FURINA ====================
+📊 Average Artifact Score: 59.46/100
+✅ Energy Recharge: 180.3% (180-200%)
+
+📋 ARTIFACT BUILD:
+
+Flower (GoldenTroupe) - Level 16 ⭐⭐⭐⭐⭐
+  Main Stat: hp
+  Score: 87.12/100
+  Substats:
+    • critDMG_: 14.0%
+    • hp_: 16.9%
+    • enerRech_: 11.7%
+    • critRate_: 6.2%
+```
+
+## 🔧 How It Works
+
+### Priority-Based Assignment
+1. Characters are processed in your specified priority order
+2. For each character, the system finds the best possible 5-piece build
+3. Once artifacts are assigned, they're removed from the pool
+4. Later characters get the best remaining artifacts
+
+### Smart Main Stat Filtering
+- Only considers artifacts with suitable main stats for each character
+- Falls back to 4-star artifacts if no suitable 5-star pieces exist
+- Respects character-specific requirements (e.g., Chiori needs DEF%)
+
+### Energy Recharge Validation
+- Calculates total ER from main stats and substats  
+- Supports complex ER requirements (multiple scenarios)
+- Provides flexibility buffer for realistic builds
+
+### Build Quality Assessment
+- Scores each individual artifact for the specific character
+- Averages scores across all 5 pieces
+- Adjusts scores based on ER requirement compliance
+
+## 📁 File Structure
+
+```
+test/
+├── artifact_optimizer.py      # Core optimization engine
+├── interactive_optimizer.py   # Interactive user interface
+├── data.json                 # Your artifact inventory
+├── characters.json           # Character requirements
+├── README.md                 # This file
+└── optimization_results.txt  # Generated results
+```
+
+## 🎯 Supported Characters
+
+Currently includes optimized builds for:
+- **Furina**: HP/Hydro DPS hybrid
+- **Escoffier**: Cryo DPS  
+- **Fischl**: Electro off-field DPS
+- **Chiori**: Geo DEF-scaling DPS
+
+Add more characters by extending the `characters.json` file.
+
+## 💡 Tips for Best Results
+
+1. **Prioritize wisely**: Put your most important characters first
+2. **Include ER requirements**: Builds that can't rotate are useless
+3. **Don't over-optimize**: 66+ scores are excellent for most content
+4. **Consider set bonuses**: The optimizer focuses on substats, manually verify set effects
+5. **Level your artifacts**: Higher level = better main stats = higher scores
+
+## 🔮 Future Enhancements
+
+- Set bonus consideration in scoring
+- Weapon-specific optimizations  
+- Team composition analysis
+- GUI interface
+- Database integration
+- Cloud save support
+
+## 📖 Credits
+
+- Scoring methodology inspired by Sevy's artifact rating system
+- Built for the Genshin Impact theorycrafting community
+- Special thanks to all TCers who contribute to character guides
+
+## 🐛 Troubleshooting
+
+**"No suitable build found"**: Character needs specific main stats not available in your inventory
+
+**Low scores across all builds**: Your artifact quality may need improvement through farming
+
+**ER requirements not met**: Consider ER% sands or prioritize ER substats
+
+**Missing character data**: Add character requirements to `characters.json`
+
+---
+
+*Happy artifact farming, Traveler! May your rolls be blessed by RNGesus.* 🎲✨
\ No newline at end of file
diff --git a/artifact_analysis.py b/artifact_analysis.py
new file mode 100644
index 0000000..dab4693
--- /dev/null
+++ b/artifact_analysis.py
@@ -0,0 +1,249 @@
+import json
+from collections import defaultdict, Counter
+from typing import Dict, List
+
+class ArtifactAnalyzer:
+    def __init__(self):
+        self.artifacts = []
+        self.characters = {}
+        
+    def load_data(self):
+        """Load artifact and character data"""
+        with open('data.json', 'r') as f:
+            data = json.load(f)
+            self.artifacts = data['artifacts']
+        
+        with open('characters.json', 'r') as f:
+            self.characters = json.load(f)
+    
+    def analyze_artifact_distribution(self):
+        """Analyze artifact set and slot distribution"""
+        print("="*60)
+        print("📦 ARTIFACT INVENTORY ANALYSIS")
+        print("="*60)
+        
+        # Basic counts
+        total_artifacts = len(self.artifacts)
+        five_star_count = sum(1 for art in self.artifacts if art['rarity'] == 5)
+        four_star_count = sum(1 for art in self.artifacts if art['rarity'] == 4)
+        
+        print(f"Total Artifacts: {total_artifacts}")
+        print(f"5⭐ Artifacts: {five_star_count} ({five_star_count/total_artifacts*100:.1f}%)")
+        print(f"4⭐ Artifacts: {four_star_count} ({four_star_count/total_artifacts*100:.1f}%)")
+        
+        # Set distribution
+        set_counts = Counter(art['setKey'] for art in self.artifacts)
+        print(f"\n🎭 Artifact Sets ({len(set_counts)} unique sets):")
+        for set_name, count in set_counts.most_common():
+            print(f"  {set_name}: {count} pieces")
+        
+        # Slot distribution
+        slot_counts = Counter(art['slotKey'] for art in self.artifacts)
+        print(f"\n🎯 Slot Distribution:")
+        slot_names = {'flower': 'Flower', 'plume': 'Feather', 'sands': 'Sands', 
+                     'goblet': 'Goblet', 'circlet': 'Circlet'}
+        for slot, count in slot_counts.items():
+            print(f"  {slot_names.get(slot, slot)}: {count} pieces")
+    
+    def analyze_main_stats(self):
+        """Analyze main stat distribution by slot"""
+        print(f"\n📊 MAIN STAT ANALYSIS")
+        print("="*60)
+        
+        # Group by slot
+        slot_main_stats = defaultdict(Counter)
+        for art in self.artifacts:
+            slot_main_stats[art['slotKey']][art['mainStatKey']] += 1
+        
+        slot_names = {'flower': 'Flower', 'plume': 'Feather', 'sands': 'Sands', 
+                     'goblet': 'Goblet', 'circlet': 'Circlet'}
+        
+        for slot, main_stats in slot_main_stats.items():
+            print(f"\n{slot_names.get(slot, slot)}:")
+            total_slot = sum(main_stats.values())
+            for main_stat, count in main_stats.most_common():
+                percentage = count / total_slot * 100
+                print(f"  {main_stat}: {count} ({percentage:.1f}%)")
+    
+    def analyze_levels_and_quality(self):
+        """Analyze artifact levels and upgrade status"""
+        print(f"\n📈 ARTIFACT QUALITY ANALYSIS")
+        print("="*60)
+        
+        # Level distribution
+        level_counts = Counter(art['level'] for art in self.artifacts)
+        print(f"Level Distribution:")
+        for level in sorted(level_counts.keys(), reverse=True):
+            count = level_counts[level]
+            percentage = count / len(self.artifacts) * 100
+            print(f"  Level {level}: {count} ({percentage:.1f}%)")
+        
+        # Maxed artifacts
+        maxed_5star = sum(1 for art in self.artifacts if art['level'] == 20 and art['rarity'] == 5)
+        maxed_4star = sum(1 for art in self.artifacts if art['level'] >= 16 and art['rarity'] == 4)
+        
+        print(f"\nMaxed Artifacts:")
+        print(f"  5⭐ Level 20: {maxed_5star}")
+        print(f"  4⭐ Level 16+: {maxed_4star}")
+        
+        # Average level by rarity
+        five_star_levels = [art['level'] for art in self.artifacts if art['rarity'] == 5]
+        four_star_levels = [art['level'] for art in self.artifacts if art['rarity'] == 4]
+        
+        if five_star_levels:
+            avg_5star = sum(five_star_levels) / len(five_star_levels)
+            print(f"\nAverage Levels:")
+            print(f"  5⭐ Average: {avg_5star:.1f}")
+        
+        if four_star_levels:
+            avg_4star = sum(four_star_levels) / len(four_star_levels)
+            print(f"  4⭐ Average: {avg_4star:.1f}")
+    
+    def analyze_character_assignments(self):
+        """Analyze which characters have artifacts assigned"""
+        print(f"\n👥 CHARACTER ASSIGNMENT ANALYSIS")
+        print("="*60)
+        
+        # Count assignments
+        assignments = Counter()
+        unassigned_count = 0
+        
+        for art in self.artifacts:
+            location = art.get('location', '')
+            if location and location.strip():
+                assignments[location] += 1
+            else:
+                unassigned_count += 1
+        
+        print(f"Assigned Artifacts: {sum(assignments.values())}")
+        print(f"Unassigned Artifacts: {unassigned_count}")
+        print(f"Assignment Rate: {sum(assignments.values())/len(self.artifacts)*100:.1f}%")
+        
+        if assignments:
+            print(f"\nCharacter Assignments:")
+            for char, count in assignments.most_common():
+                print(f"  {char}: {count} pieces")
+                
+                # Show set composition for each character
+                char_artifacts = [art for art in self.artifacts if art.get('location') == char]
+                char_sets = Counter(art['setKey'] for art in char_artifacts)
+                set_summary = ", ".join(f"{set_name}({count})" for set_name, count in char_sets.items())
+                print(f"    Sets: {set_summary}")
+    
+    def analyze_substats(self):
+        """Analyze substat distribution and quality"""
+        print(f"\n⚡ SUBSTAT ANALYSIS")
+        print("="*60)
+        
+        # Count substat occurrences
+        substat_counts = Counter()
+        substat_values = defaultdict(list)
+        
+        for art in self.artifacts:
+            for substat in art.get('substats', []):
+                key = substat['key']
+                value = substat['value']
+                substat_counts[key] += 1
+                substat_values[key].append(value)
+        
+        print(f"Substat Frequency (across all artifacts):")
+        for stat, count in substat_counts.most_common():
+            avg_value = sum(substat_values[stat]) / len(substat_values[stat])
+            max_value = max(substat_values[stat])
+            print(f"  {stat}: {count} rolls (avg: {avg_value:.1f}, max: {max_value:.1f})")
+        
+        # High-value substats
+        print(f"\nHigh-Value Substat Instances:")
+        high_value_thresholds = {
+            'critRate_': 10.0,
+            'critDMG_': 20.0,
+            'atk_': 15.0,
+            'hp_': 15.0,
+            'def_': 18.0,
+            'enerRech_': 20.0,
+            'eleMas': 60.0
+        }
+        
+        for art in self.artifacts:
+            high_value_substats = []
+            for substat in art.get('substats', []):
+                key = substat['key']
+                value = substat['value']
+                threshold = high_value_thresholds.get(key, float('inf'))
+                if value >= threshold:
+                    high_value_substats.append(f"{key}:{value}")
+            
+            if high_value_substats:
+                set_name = art['setKey']
+                slot = art['slotKey']
+                level = art['level']
+                print(f"  {set_name} {slot} L{level}: {', '.join(high_value_substats)}")
+    
+    def analyze_optimization_potential(self):
+        """Analyze potential for optimization"""
+        print(f"\n🎯 OPTIMIZATION POTENTIAL")
+        print("="*60)
+        
+        # Unassigned high-level artifacts
+        unassigned_maxed = [art for art in self.artifacts 
+                           if not art.get('location', '').strip() 
+                           and ((art['rarity'] == 5 and art['level'] == 20) or 
+                               (art['rarity'] == 4 and art['level'] >= 16))]
+        
+        print(f"Unassigned High-Level Artifacts: {len(unassigned_maxed)}")
+        
+        if unassigned_maxed:
+            print("Available for optimization:")
+            slot_counts = Counter(art['slotKey'] for art in unassigned_maxed)
+            for slot, count in slot_counts.items():
+                print(f"  {slot}: {count} pieces")
+        
+        # Character coverage
+        known_chars = set(self.characters.keys())
+        assigned_chars = set(art.get('location', '') for art in self.artifacts 
+                           if art.get('location', '').strip())
+        
+        print(f"\nCharacter Coverage:")
+        print(f"  Known characters: {len(known_chars)}")
+        print(f"  Characters with artifacts: {len(assigned_chars)}")
+        
+        unoptimized_chars = known_chars - assigned_chars
+        if unoptimized_chars:
+            print(f"  Unoptimized characters: {', '.join(unoptimized_chars)}")
+        
+        # Set bonus potential
+        print(f"\nSet Bonus Analysis:")
+        for set_name, count in Counter(art['setKey'] for art in self.artifacts).items():
+            if count >= 4:
+                bonus_type = "4-piece" if count >= 4 else "2-piece"
+                print(f"  {set_name}: {count} pieces (can form {bonus_type} set)")
+    
+    def run_full_analysis(self):
+        """Run complete artifact analysis"""
+        print("🔍 GENSHIN IMPACT ARTIFACT ANALYSIS")
+        print("="*80)
+        
+        self.load_data()
+        
+        self.analyze_artifact_distribution()
+        self.analyze_main_stats()
+        self.analyze_levels_and_quality()
+        self.analyze_character_assignments()
+        self.analyze_substats()
+        self.analyze_optimization_potential()
+        
+        print(f"\n{'='*80}")
+        print("📋 ANALYSIS COMPLETE")
+        print("="*80)
+        print("Use this information to:")
+        print("• Identify which artifacts need upgrading")
+        print("• Find optimization opportunities")
+        print("• Plan future artifact farming")
+        print("• Optimize character builds")
+
+def main():
+    analyzer = ArtifactAnalyzer()
+    analyzer.run_full_analysis()
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/artifact_optimizer.py b/artifact_optimizer.py
new file mode 100644
index 0000000..fddf25f
--- /dev/null
+++ b/artifact_optimizer.py
@@ -0,0 +1,441 @@
+import json
+import copy
+from typing import Dict, List, Tuple, Optional
+
+class ArtifactOptimizer:
+    def __init__(self):
+        # Special numbers for scoring (from the post)
+        self.stat_weights = {
+            'hp_': 5.0,      # HP%
+            'hp': 700.0,     # Flat HP
+            'atk_': 5.0,     # ATK%
+            'atk': 45.0,     # Flat ATK
+            'def_': 6.0,     # DEF%
+            'def': 50.0,     # Flat DEF
+            'eleMas': 20.0,  # Elemental Mastery
+            'enerRech_': 5.5, # Energy Recharge%
+            'critRate_': 3.0, # CRIT Rate%
+            'critDMG_': 6.0   # CRIT DMG%
+        }
+
+        # Slot mappings
+        self.slot_names = {
+            'flower': 'Flower',
+            'plume': 'Feather',
+            'sands': 'Sands',
+            'goblet': 'Goblet',
+            'circlet': 'Circlet'
+        }
+
+    def load_data(self, artifacts_file: str, characters_file: str):
+        """Load artifact and character data from JSON files"""
+        with open(artifacts_file, 'r') as f:
+            self.artifact_data = json.load(f)
+
+        with open(characters_file, 'r') as f:
+            self.character_data = json.load(f)
+
+        self.artifacts = self.artifact_data['artifacts']
+
+    def get_character_relevant_stats(self, character: str) -> List[str]:
+        """Get the stats that are relevant for a character based on their substat priority"""
+        char_data = self.character_data.get(character, {})
+        substat_priority = char_data.get('substat_priority', [])
+
+        # Convert display names to internal stat keys
+        stat_mapping = {
+            'ER%': 'enerRech_',
+            'CRIT Rate': 'critRate_',
+            'CRIT DMG': 'critDMG_',
+            'HP%': 'hp_',
+            'Flat HP': 'hp',
+            'ATK%': 'atk_',
+            'Flat ATK': 'atk',
+            'DEF%': 'def_',
+            'Flat DEF': 'def',
+            'Elemental Mastery': 'eleMas'
+        }
+
+        relevant_stats = []
+        for stat in substat_priority:
+            if stat in stat_mapping:
+                relevant_stats.append(stat_mapping[stat])
+
+        return relevant_stats
+
+    def calculate_artifact_score(self, artifact: Dict, character: str) -> float:
+        """Calculate artifact score for a specific character"""
+        relevant_stats = self.get_character_relevant_stats(character)
+
+        total_value = 0.0
+
+        # Score substats
+        for substat in artifact.get('substats', []):
+            stat_key = substat['key']
+            stat_value = substat['value']
+
+            if stat_key in relevant_stats and stat_key in self.stat_weights:
+                total_value += stat_value / self.stat_weights[stat_key]
+
+        # Convert to percentage score (max 9 substat rolls possible)
+        score = (total_value / 9.0) * 100.0
+        return score
+
+    def is_set_suitable(self, artifact: Dict, character: str) -> bool:
+        """Check if artifact's set is suitable for the character"""
+        char_data = self.character_data.get(character, {})
+        required_sets = char_data.get('required_sets', [])
+
+        # If no required sets specified, accept any set
+        if not required_sets:
+            return True
+
+        return artifact['setKey'] in required_sets
+
+    def is_main_stat_suitable(self, artifact: Dict, character: str) -> bool:
+        """Check if artifact's main stat is suitable for the character"""
+        char_data = self.character_data.get(character, {})
+        ideal_main_stats = char_data.get('ideal_main_stats', {})
+
+        slot = artifact['slotKey']
+        main_stat = artifact['mainStatKey']
+
+        # Convert internal stat keys to display names for comparison
+        stat_display_mapping = {
+            'hp': 'HP',
+            'atk': 'ATK',
+            'hp_': 'HP%',
+            'atk_': 'ATK%',
+            'def_': 'DEF%',
+            'enerRech_': 'ER%',
+            'eleMas': 'Elemental Mastery',
+            'critRate_': 'CRIT Rate',
+            'critDMG_': 'CRIT DMG',
+            'heal_': 'Healing Bonus',
+            'physical_dmg_': 'Physical DMG Bonus',
+            'anemo_dmg_': 'Anemo DMG Bonus',
+            'geo_dmg_': 'Geo DMG Bonus',
+            'electro_dmg_': 'Electro DMG Bonus',
+            'dendro_dmg_': 'Dendro DMG Bonus',
+            'hydro_dmg_': 'Hydro DMG Bonus',
+            'pyro_dmg_': 'Pyro DMG Bonus',
+            'cryo_dmg_': 'Cryo DMG Bonus'
+        }
+
+        main_stat_display = stat_display_mapping.get(main_stat, main_stat)
+
+        # Flower and Feather have fixed main stats
+        if slot == 'flower':
+            return main_stat == 'hp'
+        elif slot == 'plume':
+            return main_stat == 'atk'
+
+        # Check if main stat is in the ideal list for this slot
+        slot_ideals = ideal_main_stats.get(slot, [])
+
+        # If no ideal main stats specified for this slot, accept any reasonable main stat
+        if not slot_ideals:
+            # Accept common main stats for each slot
+            if slot == 'sands':
+                return main_stat in ['atk_', 'hp_', 'def_', 'enerRech_', 'eleMas']
+            elif slot == 'goblet':
+                return main_stat in ['atk_', 'hp_', 'def_', 'eleMas'] or main_stat.endswith('_dmg_')
+            elif slot == 'circlet':
+                return main_stat in ['atk_', 'hp_', 'def_', 'critRate_', 'critDMG_', 'heal_', 'eleMas']
+
+        return main_stat_display in slot_ideals
+
+    def check_er_requirement(self, artifacts: List[Dict], character: str) -> Dict:
+        """Check if the artifact set meets ER requirements"""
+        char_data = self.character_data.get(character, {})
+        er_req = char_data.get('er_requirement', {})
+
+        # Calculate total ER from artifacts
+        total_er = 100.0  # Base ER
+
+        for artifact in artifacts:
+            # Main stat ER
+            if artifact['mainStatKey'] == 'enerRech_':
+                if artifact['level'] == 20:
+                    total_er += 51.8  # Max ER% main stat at level 20
+                else:
+                    # Approximate ER based on level
+                    total_er += 51.8 * (artifact['level'] / 20.0)
+
+            # Substat ER
+            for substat in artifact.get('substats', []):
+                if substat['key'] == 'enerRech_':
+                    total_er += substat['value']
+
+        # Determine requirement type
+        if isinstance(er_req, dict):
+            if 'min' in er_req:
+                # Simple min/max requirement
+                req_min = er_req['min']
+                req_max = er_req.get('max', req_min)
+                meets_req = req_min <= total_er <= req_max + 20  # Allow some flexibility
+                req_type = f"{req_min}-{req_max}%"
+            else:
+                # Multiple scenarios (like Fischl)
+                meets_req = False
+                req_type = "Various scenarios"
+                for scenario, req_data in er_req.items():
+                    if req_data['min'] <= total_er <= req_data['max'] + 20:
+                        meets_req = True
+                        req_type = f"{scenario}: {req_data['min']}-{req_data['max']}%"
+                        break
+        else:
+            meets_req = True
+            req_type = "No specific requirement"
+
+        return {
+            'total_er': total_er,
+            'meets_requirement': meets_req,
+            'requirement_type': req_type
+        }
+
+    def get_available_artifacts_by_slot(self, slot: str, exclude_ids: set, character: str = None, min_rarity: int = 5) -> List[Dict]:
+        """Get all available artifacts for a specific slot, optionally filtered by character requirements"""
+        available = []
+        for artifact in self.artifacts:
+            if (artifact['slotKey'] == slot and
+                artifact['id'] not in exclude_ids and
+                artifact['rarity'] >= min_rarity):
+
+                # If character specified, check set requirements
+                if character and not self.is_set_suitable(artifact, character):
+                    continue
+
+                available.append(artifact)
+        return available
+
+    def find_best_build_for_character(self, character: str, exclude_ids: set) -> Tuple[List[Dict], float, Dict, Dict]:
+        """Find the best artifact build for a character"""
+        slots = ['flower', 'plume', 'sands', 'goblet', 'circlet']
+        best_build = None
+        best_score = -1
+        best_er_info = None
+
+        # Get available artifacts for each slot and collect debug info
+        slot_artifacts = {}
+        debug_info = {}
+
+        # First try with 5-star artifacts only
+        for slot in slots:
+            available_5star = self.get_available_artifacts_by_slot(slot, exclude_ids, character, min_rarity=5)
+            suitable_5star = [art for art in available_5star if self.is_main_stat_suitable(art, character)]
+
+            # If no suitable 5-star artifacts, include 4-star as fallback
+            if len(suitable_5star) == 0:
+                available_all = self.get_available_artifacts_by_slot(slot, exclude_ids, character, min_rarity=4)
+                suitable_all = [art for art in available_all if self.is_main_stat_suitable(art, character)]
+                slot_artifacts[slot] = suitable_all
+                used_fallback = len(suitable_all) > 0
+            else:
+                slot_artifacts[slot] = suitable_5star
+                available_all = available_5star
+                used_fallback = False
+
+            # Collect debug information
+            char_data = self.character_data.get(character, {})
+            required_sets = char_data.get('required_sets', [])
+
+            main_stats_found = list(set(art['mainStatKey'] for art in available_all))
+            suitable_main_stats_found = list(set(art['mainStatKey'] for art in slot_artifacts[slot]))
+            sets_found = list(set(art['setKey'] for art in available_all))
+
+            debug_info[slot] = {
+                'total_available': len(available_all),
+                'suitable_main_stats': len(slot_artifacts[slot]),
+                'main_stats_found': main_stats_found,
+                'suitable_main_stats_found': suitable_main_stats_found,
+                'sets_found': sets_found,
+                'required_sets': required_sets,
+                'used_4star_fallback': used_fallback
+            }
+
+        # Try all combinations (this is computationally expensive but thorough)
+        from itertools import product
+
+        artifact_combinations = list(product(*[slot_artifacts[slot] for slot in slots]))
+
+        for combination in artifact_combinations:
+            if len(set(art['id'] for art in combination)) != 5:
+                continue  # Skip if any artifacts are duplicated
+
+            # Calculate total score
+            total_score = sum(self.calculate_artifact_score(art, character) for art in combination)
+            avg_score = total_score / 5
+
+            # Check ER requirement
+            er_info = self.check_er_requirement(list(combination), character)
+
+            # Prioritize builds that meet ER requirements
+            adjusted_score = avg_score
+            if er_info['meets_requirement']:
+                adjusted_score += 10  # Bonus for meeting ER req
+
+            if adjusted_score > best_score:
+                best_score = adjusted_score
+                best_build = list(combination)
+                best_er_info = er_info
+
+        return best_build, best_score - (10 if best_er_info and best_er_info['meets_requirement'] else 0), best_er_info, debug_info
+
+    def optimize_builds(self, character_priority: List[str]) -> Dict:
+        """Optimize artifact builds for characters in priority order"""
+        results = {}
+        used_artifact_ids = set()
+
+        for character in character_priority:
+            if character not in self.character_data:
+                print(f"Warning: Character '{character}' not found in character data")
+                continue
+
+            print(f"Finding best build for {character}...")
+
+            best_build, score, er_info, debug_info = self.find_best_build_for_character(character, used_artifact_ids)
+
+            if best_build:
+                # Mark these artifacts as used
+                for artifact in best_build:
+                    used_artifact_ids.add(artifact['id'])
+
+                # Calculate individual artifact scores
+                artifact_scores = []
+                for artifact in best_build:
+                    art_score = self.calculate_artifact_score(artifact, character)
+                    artifact_scores.append({
+                        'artifact': artifact,
+                        'score': art_score
+                    })
+
+                results[character] = {
+                    'build': best_build,
+                    'average_score': score,
+                    'artifact_scores': artifact_scores,
+                    'er_info': er_info,
+                    'debug_info': debug_info
+                }
+            else:
+                results[character] = {
+                    'build': None,
+                    'average_score': 0,
+                    'artifact_scores': [],
+                    'er_info': {'total_er': 100, 'meets_requirement': False, 'requirement_type': 'No artifacts available'},
+                    'debug_info': debug_info
+                }
+
+        return results
+
+    def format_results(self, results: Dict) -> str:
+        """Format the optimization results for display"""
+        output = []
+        output.append("=" * 80)
+        output.append("ARTIFACT OPTIMIZATION RESULTS")
+        output.append("=" * 80)
+
+        for character, data in results.items():
+            output.append(f"\n{'='*20} {character.upper()} {'='*20}")
+
+            if not data['build']:
+                output.append("❌ No suitable build found")
+
+                # Add debug information
+                debug_info = data.get('debug_info', {})
+                output.append("\n🔍 DEBUG INFO:")
+                for slot, info in debug_info.items():
+                    fallback_note = " (using 4⭐ fallback)" if info.get('used_4star_fallback') else ""
+                    output.append(f"  {slot}: {info['suitable_main_stats']}/{info['total_available']} suitable artifacts{fallback_note}")
+                    if info.get('required_sets'):
+                        output.append(f"    Required sets: {', '.join(info['required_sets'])}")
+                    if info.get('sets_found'):
+                        output.append(f"    Available sets: {', '.join(info['sets_found'])}")
+                    if info['main_stats_found']:
+                        output.append(f"    Available main stats: {', '.join(info['main_stats_found'])}")
+                    if info['suitable_main_stats_found']:
+                        output.append(f"    Suitable main stats: {', '.join(info['suitable_main_stats_found'])}")
+
+                continue
+
+            output.append(f"📊 Average Artifact Score: {data['average_score']:.2f}/100")
+
+            # ER Information
+            er_info = data['er_info']
+            er_status = "✅" if er_info['meets_requirement'] else "⚠️"
+            output.append(f"{er_status} Energy Recharge: {er_info['total_er']:.1f}% ({er_info['requirement_type']})")
+
+            output.append("\n📋 ARTIFACT BUILD:")
+
+            for i, art_data in enumerate(data['artifact_scores']):
+                artifact = art_data['artifact']
+                score = art_data['score']
+
+                slot_name = self.slot_names[artifact['slotKey']]
+                set_name = artifact['setKey']
+                main_stat = artifact['mainStatKey']
+                level = artifact['level']
+                rarity = artifact['rarity']
+                rarity_stars = '⭐' * rarity
+
+                output.append(f"\n{slot_name} ({set_name}) - Level {level} {rarity_stars}")
+                output.append(f"  Main Stat: {main_stat}")
+                output.append(f"  Score: {score:.2f}/100")
+                output.append(f"  Substats:")
+
+                for substat in artifact['substats']:
+                    stat_key = substat['key']
+                    stat_value = substat['value']
+
+                    # Format the value appropriately
+                    if stat_key in ['hp', 'atk', 'def', 'eleMas']:
+                        formatted_value = f"{stat_value:.0f}"
+                    else:
+                        formatted_value = f"{stat_value:.1f}%"
+
+                    output.append(f"    • {stat_key}: {formatted_value}")
+
+        # Summary
+        output.append(f"\n{'='*20} SUMMARY {'='*20}")
+        total_chars = len(results)
+        successful_builds = sum(1 for data in results.values() if data['build'] is not None)
+
+        output.append(f"Characters processed: {total_chars}")
+        output.append(f"Successful builds: {successful_builds}")
+        output.append(f"Failed builds: {total_chars - successful_builds}")
+
+        if successful_builds > 0:
+            avg_score = sum(data['average_score'] for data in results.values() if data['build']) / successful_builds
+            output.append(f"Average build quality: {avg_score:.2f}/100")
+
+        return "\n".join(output)
+
+def main():
+    # Initialize optimizer
+    optimizer = ArtifactOptimizer()
+
+    # Load data
+    optimizer.load_data('data.json', 'characters.json')
+
+    # Define character priority (example)
+    character_priority = ['Furina', 'Escoffier', 'Fischl', 'Chiori']
+
+    print("Starting artifact optimization...")
+    print(f"Character priority: {' -> '.join(character_priority)}")
+    print(f"Total artifacts available: {len(optimizer.artifacts)}")
+
+    # Optimize builds
+    results = optimizer.optimize_builds(character_priority)
+
+    # Display results
+    formatted_output = optimizer.format_results(results)
+    print(formatted_output)
+
+    # Save results to file
+    with open('optimization_results.txt', 'w') as f:
+        f.write(formatted_output)
+
+    print(f"\nResults saved to 'optimization_results.txt'")
+
+if __name__ == "__main__":
+    main()
diff --git a/characters.json b/characters.json
new file mode 100644
index 0000000..11f9aa7
--- /dev/null
+++ b/characters.json
@@ -0,0 +1,65 @@
+{
+  "Furina": {
+    "er_requirement": {
+      "min": 180,
+      "max": 200
+    },
+    "ideal_main_stats": {
+      "sands": ["HP%", "ER%"],
+      "goblet": ["HP%", "Hydro DMG Bonus"],
+      "circlet": ["CRIT Rate", "CRIT DMG"]
+    },
+    "substat_priority": ["ER%", "CRIT Rate", "CRIT DMG", "HP%", "Flat HP"],
+    "required_sets": ["GoldenTroupe"]
+  },
+  "Escoffier": {
+    "er_requirement": {
+      "min": 180,
+      "max": 200
+    },
+    "ideal_main_stats": {
+      "sands": ["ATK%", "ER%"],
+      "goblet": ["Cryo DMG Bonus", "ATK%"],
+      "circlet": ["CRIT Rate", "CRIT DMG"]
+    },
+    "substat_priority": ["ER%", "CRIT Rate", "CRIT DMG", "ATK%"],
+    "required_sets": ["GoldenTroupe"]
+  },
+  "Fischl": {
+    "er_requirement": {
+      "off_field_every_rotation": {
+        "min": 120,
+        "max": 140
+      },
+      "off_field_every_other": {
+        "min": 100,
+        "max": 100
+      },
+      "on_field": {
+        "min": 110,
+        "max": 130
+      }
+    },
+    "ideal_main_stats": {
+      "sands": ["ATK%", "Elemental Mastery"],
+      "goblet": ["Electro DMG Bonus", "Physical DMG Bonus"],
+      "circlet": ["CRIT Rate", "CRIT DMG"]
+    },
+    "substat_priority": ["ER%", "CRIT Rate", "CRIT DMG", "ATK%"],
+    "required_sets": ["GoldenTroupe"]
+  },
+  "Chiori": {
+    "er_requirement": {
+      "min": 100,
+      "max": 110
+    },
+    "ideal_main_stats": {
+      "sands": ["DEF%"],
+      "goblet": ["Geo DMG Bonus", "DEF%"],
+      "circlet": ["CRIT Rate", "CRIT DMG", "DEF%"]
+    },
+    "substat_priority": ["CRIT Rate", "CRIT DMG", "DEF%", "ATK%", "ER%"],
+    "notes": ["Avoid triple DEF% main stats."],
+    "required_sets": ["GoldenTroupe"]
+  }
+}
diff --git a/data.json b/data.json
new file mode 100644
index 0000000..7656a0f
--- /dev/null
+++ b/data.json
@@ -0,0 +1 @@
+{"format":"GOOD","version":2,"kamera_version":"1.3.17","source":"Inventory_Kamera","artifacts":[{"setKey":"GoldenTroupe","slotKey":"flower","rarity":5,"mainStatKey":"hp","level":20,"substats":[{"key":"eleMas","value":19.0},{"key":"atk_","value":14.0},{"key":"enerRech_","value":23.3},{"key":"hp_","value":5.8}],"location":"Fischl","lock":true,"id":0},{"setKey":"GoldenTroupe","slotKey":"flower","rarity":5,"mainStatKey":"hp","level":20,"substats":[{"key":"enerRech_","value":9.1},{"key":"critDMG_","value":12.4},{"key":"atk","value":37.0},{"key":"atk_","value":11.7}],"location":"Escoffier","lock":true,"id":1},{"setKey":"GoldenTroupe","slotKey":"sands","rarity":5,"mainStatKey":"enerRech_","level":20,"substats":[{"key":"def","value":58.0},{"key":"atk_","value":4.7},{"key":"critRate_","value":6.2},{"key":"hp","value":508.0}],"location":"","lock":true,"id":2},{"setKey":"GoldenTroupe","slotKey":"circlet","rarity":5,"mainStatKey":"critRate_","level":20,"substats":[{"key":"def","value":44.0},{"key":"critDMG_","value":15.5},{"key":"hp","value":448.0},{"key":"def_","value":13.9}],"location":"","lock":true,"id":3},{"setKey":"CrimsonWitchOfFlames","slotKey":"circlet","rarity":5,"mainStatKey":"critRate_","level":20,"substats":[{"key":"hp","value":538.0},{"key":"critDMG_","value":26.4},{"key":"hp_","value":11.1},{"key":"eleMas","value":19.0}],"location":"HuTao","lock":true,"id":5},{"setKey":"CrimsonWitchOfFlames","slotKey":"goblet","rarity":5,"mainStatKey":"hydro_dmg_","level":17,"substats":[{"key":"atk","value":39.0},{"key":"hp","value":508.0},{"key":"hp_","value":5.8},{"key":"critRate_","value":7.4}],"location":"HuTao","lock":true,"id":6},{"setKey":"GoldenTroupe","slotKey":"flower","rarity":5,"mainStatKey":"hp","level":16,"substats":[{"key":"def_","value":5.1},{"key":"critDMG_","value":14.0},{"key":"hp_","value":16.9},{"key":"enerRech_","value":11.7}],"location":"Furina","lock":true,"id":7},{"setKey":"GoldenTroupe","slotKey":"plume","rarity":5,"mainStatKey":"atk","level":16,"substats":[{"key":"critDMG_","value":7.8},{"key":"enerRech_","value":12.3},{"key":"critRate_","value":3.5},{"key":"def","value":65.0}],"location":"Furina","lock":true,"id":8},{"setKey":"GoldenTroupe","slotKey":"sands","rarity":5,"mainStatKey":"atk_","level":16,"substats":[{"key":"critDMG_","value":7.8},{"key":"hp","value":448.0},{"key":"critRate_","value":6.6},{"key":"enerRech_","value":12.3}],"location":"Furina","lock":true,"id":9},{"setKey":"TheExile","slotKey":"circlet","rarity":4,"mainStatKey":"hp_","level":14,"substats":[{"key":"hp","value":215.0},{"key":"def","value":13.0},{"key":"eleMas","value":30.0},{"key":"enerRech_","value":4.7}],"location":"","lock":false,"id":10},{"setKey":"LongNightsOath","slotKey":"flower","rarity":5,"mainStatKey":"hp","level":12,"substats":[{"key":"hp_","value":11.1},{"key":"critDMG_","value":7.8},{"key":"enerRech_","value":5.8},{"key":"atk","value":33.0}],"location":"","lock":true,"id":12},{"setKey":"LongNightsOath","slotKey":"plume","rarity":5,"mainStatKey":"atk","level":12,"substats":[{"key":"eleMas","value":16.0},{"key":"def_","value":5.1},{"key":"hp","value":538.0},{"key":"critRate_","value":6.2}],"location":"Varesa","lock":true,"id":13},{"setKey":"LongNightsOath","slotKey":"sands","rarity":5,"mainStatKey":"hp_","level":12,"substats":[{"key":"hp","value":239.0},{"key":"critDMG_","value":21.8},{"key":"eleMas","value":47.0},{"key":"def","value":23.0}],"location":"","lock":true,"id":14},{"setKey":"LongNightsOath","slotKey":"goblet","rarity":5,"mainStatKey":"atk_","level":12,"substats":[{"key":"def_","value":6.6},{"key":"critDMG_","value":7.0},{"key":"eleMas","value":42.0},{"key":"critRate_","value":7.4}],"location":"Varesa","lock":true,"id":15},{"setKey":"LongNightsOath","slotKey":"circlet","rarity":5,"mainStatKey":"critDMG_","level":12,"substats":[{"key":"hp","value":807.0},{"key":"atk","value":37.0},{"key":"eleMas","value":21.0},{"key":"def_","value":6.6}],"location":"","lock":true,"id":16},{"setKey":"LongNightsOath","slotKey":"circlet","rarity":5,"mainStatKey":"critRate_","level":12,"substats":[{"key":"def","value":35.0},{"key":"atk_","value":9.9},{"key":"critDMG_","value":6.2},{"key":"hp","value":269.0}],"location":"Varesa","lock":true,"id":17},{"setKey":"GoldenTroupe","slotKey":"plume","rarity":5,"mainStatKey":"atk","level":12,"substats":[{"key":"enerRech_","value":17.5},{"key":"atk_","value":9.9},{"key":"def_","value":7.3},{"key":"eleMas","value":21.0}],"location":"Escoffier","lock":true,"id":18},{"setKey":"GoldenTroupe","slotKey":"plume","rarity":5,"mainStatKey":"atk","level":12,"substats":[{"key":"def","value":16.0},{"key":"critDMG_","value":13.2},{"key":"hp","value":209.0},{"key":"hp_","value":9.9}],"location":"","lock":true,"id":19},{"setKey":"GoldenTroupe","slotKey":"sands","rarity":5,"mainStatKey":"atk_","level":12,"substats":[{"key":"atk","value":16.0},{"key":"def","value":23.0},{"key":"hp","value":418.0},{"key":"enerRech_","value":16.8}],"location":"Fischl","lock":true,"id":20},{"setKey":"GoldenTroupe","slotKey":"sands","rarity":5,"mainStatKey":"atk_","level":12,"substats":[{"key":"eleMas","value":44.0},{"key":"atk","value":14.0},{"key":"enerRech_","value":11.7},{"key":"critDMG_","value":6.2}],"location":"Escoffier","lock":true,"id":21},{"setKey":"GoldenTroupe","slotKey":"goblet","rarity":5,"mainStatKey":"atk_","level":12,"substats":[{"key":"critRate_","value":7.0},{"key":"hp_","value":5.3},{"key":"enerRech_","value":5.2},{"key":"hp","value":508.0}],"location":"Furina","lock":true,"id":22},{"setKey":"GoldenTroupe","slotKey":"circlet","rarity":5,"mainStatKey":"critRate_","level":12,"substats":[{"key":"hp_","value":9.9},{"key":"atk","value":37.0},{"key":"critDMG_","value":7.8},{"key":"def","value":19.0}],"location":"Furina","lock":true,"id":23},{"setKey":"GoldenTroupe","slotKey":"circlet","rarity":5,"mainStatKey":"critDMG_","level":12,"substats":[{"key":"hp_","value":9.9},{"key":"enerRech_","value":5.2},{"key":"atk_","value":8.2},{"key":"def","value":21.0}],"location":"Escoffier","lock":true,"id":24},{"setKey":"CrimsonWitchOfFlames","slotKey":"flower","rarity":5,"mainStatKey":"hp","level":12,"substats":[{"key":"eleMas","value":33.0},{"key":"atk_","value":10.5},{"key":"hp_","value":5.3},{"key":"def_","value":11.7}],"location":"HuTao","lock":true,"id":25},{"setKey":"CrimsonWitchOfFlames","slotKey":"plume","rarity":5,"mainStatKey":"atk","level":12,"substats":[{"key":"hp","value":209.0},{"key":"eleMas","value":44.0},{"key":"def","value":39.0},{"key":"atk_","value":5.8}],"location":"HuTao","lock":true,"id":26},{"setKey":"ViridescentVenerer","slotKey":"plume","rarity":5,"mainStatKey":"atk","level":12,"substats":[{"key":"enerRech_","value":16.8},{"key":"critRate_","value":2.7},{"key":"atk_","value":8.2},{"key":"hp","value":299.0}],"location":"Jean","lock":true,"id":27},{"setKey":"ViridescentVenerer","slotKey":"sands","rarity":5,"mainStatKey":"atk_","level":12,"substats":[{"key":"def","value":23.0},{"key":"hp_","value":11.1},{"key":"def_","value":13.9},{"key":"critRate_","value":3.1}],"location":"Jean","lock":true,"id":28},{"setKey":"GoldenTroupe","slotKey":"plume","rarity":4,"mainStatKey":"atk","level":12,"substats":[{"key":"hp_","value":3.7},{"key":"critDMG_","value":4.4},{"key":"def_","value":9.9},{"key":"def","value":15.0}],"location":"","lock":true,"id":29},{"setKey":"GoldenTroupe","slotKey":"goblet","rarity":5,"mainStatKey":"physical_dmg_","level":11,"substats":[{"key":"enerRech_","value":5.8},{"key":"hp_","value":5.3},{"key":"atk","value":18.0},{"key":"atk_","value":10.5}],"location":"","lock":true,"id":30},{"setKey":"Scholar","slotKey":"goblet","rarity":4,"mainStatKey":"atk_","level":11,"substats":[{"key":"hp","value":167.0},{"key":"eleMas","value":13.0},{"key":"def","value":13.0},{"key":"hp_","value":4.2}],"location":"","lock":false,"id":31},{"setKey":"Instructor","slotKey":"plume","rarity":4,"mainStatKey":"atk","level":9,"substats":[{"key":"def","value":15.0},{"key":"def_","value":4.7},{"key":"atk_","value":3.3},{"key":"eleMas","value":17.0}],"location":"","lock":false,"id":32},{"setKey":"FinaleOfTheDeepGalleries","slotKey":"flower","rarity":5,"mainStatKey":"hp","level":8,"substats":[{"key":"atk","value":19.0},{"key":"critRate_","value":3.1},{"key":"critDMG_","value":7.8},{"key":"atk_","value":9.9}],"location":"","lock":false,"id":33},{"setKey":"FinaleOfTheDeepGalleries","slotKey":"flower","rarity":5,"mainStatKey":"hp","level":8,"substats":[{"key":"atk_","value":5.8},{"key":"atk","value":16.0},{"key":"def","value":37.0},{"key":"critRate_","value":3.5}],"location":"","lock":true,"id":34},{"setKey":"PrayersForWisdom","slotKey":"circlet","rarity":4,"mainStatKey":"atk_","level":8,"substats":[{"key":"hp_","value":8.9},{"key":"eleMas","value":19.0},{"key":"atk","value":11.0},{"key":"def","value":13.0}],"location":"","lock":false,"id":35},{"setKey":"TheExile","slotKey":"goblet","rarity":4,"mainStatKey":"atk_","level":8,"substats":[{"key":"atk","value":14.0},{"key":"def_","value":5.3},{"key":"critRate_","value":2.8},{"key":"hp","value":167.0}],"location":"","lock":false,"id":36},{"setKey":"Instructor","slotKey":"flower","rarity":4,"mainStatKey":"hp","level":8,"substats":[{"key":"enerRech_","value":4.1},{"key":"eleMas","value":19.0},{"key":"def","value":15.0},{"key":"critRate_","value":2.2}],"location":"","lock":false,"id":37},{"setKey":"PrayersForIllumination","slotKey":"circlet","rarity":4,"mainStatKey":"atk_","level":7,"substats":[{"key":"hp","value":215.0},{"key":"def","value":19.0},{"key":"eleMas","value":15.0},{"key":"atk","value":14.0}],"location":"","lock":false,"id":38},{"setKey":"CrimsonWitchOfFlames","slotKey":"plume","rarity":4,"mainStatKey":"atk","level":7,"substats":[{"key":"hp","value":191.0},{"key":"critRate_","value":3.1},{"key":"def_","value":5.3}],"location":"","lock":false,"id":39},{"setKey":"Scholar","slotKey":"plume","rarity":4,"mainStatKey":"atk","level":7,"substats":[{"key":"def","value":15.0},{"key":"hp","value":215.0},{"key":"enerRech_","value":5.2}],"location":"Xilonen","lock":false,"id":40},{"setKey":"Instructor","slotKey":"sands","rarity":4,"mainStatKey":"enerRech_","level":7,"substats":[{"key":"hp","value":239.0},{"key":"atk_","value":3.7},{"key":"critRate_","value":2.8}],"location":"Iansan","lock":false,"id":41},{"setKey":"FinaleOfTheDeepGalleries","slotKey":"plume","rarity":5,"mainStatKey":"atk","level":4,"substats":[{"key":"critDMG_","value":5.4},{"key":"critRate_","value":3.5},{"key":"eleMas","value":19.0},{"key":"hp_","value":5.3}],"location":"","lock":false,"id":42},{"setKey":"LongNightsOath","slotKey":"circlet","rarity":5,"mainStatKey":"critDMG_","level":4,"substats":[{"key":"def","value":23.0},{"key":"atk","value":19.0},{"key":"hp","value":299.0},{"key":"enerRech_","value":4.5}],"location":"","lock":true,"id":43},{"setKey":"GoldenTroupe","slotKey":"goblet","rarity":5,"mainStatKey":"hp_","level":4,"substats":[{"key":"hp","value":269.0},{"key":"eleMas","value":16.0},{"key":"enerRech_","value":4.5},{"key":"def","value":21.0}],"location":"","lock":true,"id":44},{"setKey":"GoldenTroupe","slotKey":"goblet","rarity":5,"mainStatKey":"def_","level":4,"substats":[{"key":"hp","value":239.0},{"key":"def","value":21.0},{"key":"critDMG_","value":7.0},{"key":"critRate_","value":2.7}],"location":"","lock":true,"id":45},{"setKey":"GoldenTroupe","slotKey":"goblet","rarity":5,"mainStatKey":"hp_","level":4,"substats":[{"key":"atk_","value":4.1},{"key":"enerRech_","value":5.8},{"key":"def_","value":5.8},{"key":"def","value":21.0}],"location":"Escoffier","lock":true,"id":46},{"setKey":"GoldenTroupe","slotKey":"circlet","rarity":5,"mainStatKey":"def_","level":4,"substats":[{"key":"hp","value":299.0},{"key":"atk","value":19.0},{"key":"critRate_","value":7.0},{"key":"eleMas","value":19.0}],"location":"","lock":true,"id":47},{"setKey":"GoldenTroupe","slotKey":"circlet","rarity":5,"mainStatKey":"critRate_","level":4,"substats":[{"key":"def_","value":5.8},{"key":"atk","value":18.0},{"key":"critDMG_","value":7.0},{"key":"hp_","value":4.7}],"location":"","lock":true,"id":48},{"setKey":"GoldenTroupe","slotKey":"circlet","rarity":5,"mainStatKey":"hp_","level":4,"substats":[{"key":"hp","value":299.0},{"key":"atk","value":14.0},{"key":"eleMas","value":16.0},{"key":"def","value":19.0}],"location":"","lock":true,"id":49},{"setKey":"ViridescentVenerer","slotKey":"goblet","rarity":5,"mainStatKey":"physical_dmg_","level":4,"substats":[{"key":"atk","value":19.0},{"key":"hp","value":538.0},{"key":"atk_","value":4.7},{"key":"def_","value":5.1}],"location":"Jean","lock":true,"id":50},{"setKey":"LongNightsOath","slotKey":"flower","rarity":5,"mainStatKey":"hp","level":0,"substats":[{"key":"atk","value":18.0},{"key":"atk_","value":4.7},{"key":"enerRech_","value":6.5},{"key":"eleMas","value":21.0}],"location":"","lock":true,"id":51},{"setKey":"LongNightsOath","slotKey":"sands","rarity":5,"mainStatKey":"eleMas","level":0,"substats":[{"key":"critDMG_","value":7.8},{"key":"critRate_","value":3.5},{"key":"atk","value":16.0},{"key":"def_","value":7.3}],"location":"Varesa","lock":true,"id":52},{"setKey":"GoldenTroupe","slotKey":"plume","rarity":5,"mainStatKey":"atk","level":0,"substats":[{"key":"hp","value":299.0},{"key":"atk_","value":4.7},{"key":"enerRech_","value":5.8},{"key":"def","value":16.0}],"location":"","lock":false,"id":53},{"setKey":"GoldenTroupe","slotKey":"sands","rarity":5,"mainStatKey":"atk_","level":0,"substats":[{"key":"def","value":23.0},{"key":"critDMG_","value":7.8},{"key":"atk","value":19.0},{"key":"enerRech_","value":5.2}],"location":"","lock":true,"id":54},{"setKey":"GoldenTroupe","slotKey":"goblet","rarity":5,"mainStatKey":"atk_","level":0,"substats":[{"key":"critDMG_","value":6.2},{"key":"eleMas","value":19.0},{"key":"def","value":19.0},{"key":"hp","value":269.0}],"location":"","lock":false,"id":55},{"setKey":"GoldenTroupe","slotKey":"goblet","rarity":5,"mainStatKey":"dendro_dmg_","level":0,"substats":[{"key":"def","value":19.0},{"key":"def_","value":6.6},{"key":"eleMas","value":23.0}],"location":"","lock":false,"id":56},{"setKey":"GoldenTroupe","slotKey":"circlet","rarity":5,"mainStatKey":"heal_","level":0,"substats":[{"key":"atk","value":19.0},{"key":"atk_","value":5.3},{"key":"def","value":21.0}],"location":"","lock":false,"id":57},{"setKey":"ViridescentVenerer","slotKey":"flower","rarity":5,"mainStatKey":"hp","level":0,"substats":[{"key":"atk_","value":4.1},{"key":"atk","value":16.0},{"key":"enerRech_","value":5.8}],"location":"Jean","lock":false,"id":58},{"setKey":"ViridescentVenerer","slotKey":"circlet","rarity":5,"mainStatKey":"heal_","level":0,"substats":[{"key":"hp","value":209.0},{"key":"eleMas","value":21.0},{"key":"hp_","value":4.1}],"location":"Jean","lock":true,"id":59},{"setKey":"GoldenTroupe","slotKey":"flower","rarity":4,"mainStatKey":"hp","level":0,"substats":[{"key":"atk","value":11.0},{"key":"atk_","value":4.7}],"location":"","lock":false,"id":60},{"setKey":"GoldenTroupe","slotKey":"plume","rarity":4,"mainStatKey":"atk","level":0,"substats":[{"key":"eleMas","value":17.0},{"key":"critRate_","value":2.8}],"location":"","lock":false,"id":61},{"setKey":"GoldenTroupe","slotKey":"sands","rarity":4,"mainStatKey":"hp_","level":0,"substats":[{"key":"critDMG_","value":6.2},{"key":"def","value":19.0}],"location":"","lock":false,"id":62},{"setKey":"GoldenTroupe","slotKey":"sands","rarity":4,"mainStatKey":"def_","level":0,"substats":[{"key":"atk_","value":4.2},{"key":"atk","value":11.0}],"location":"","lock":false,"id":63},{"setKey":"GoldenTroupe","slotKey":"circlet","rarity":4,"mainStatKey":"critDMG_","level":0,"substats":[{"key":"def","value":17.0},{"key":"eleMas","value":15.0}],"location":"","lock":false,"id":64},{"setKey":"GoldenTroupe","slotKey":"circlet","rarity":4,"mainStatKey":"hp_","level":0,"substats":[{"key":"atk_","value":4.7},{"key":"def_","value":5.3}],"location":"","lock":false,"id":65},{"setKey":"MarechausseeHunter","slotKey":"flower","rarity":4,"mainStatKey":"hp","level":0,"substats":[{"key":"atk","value":11.0},{"key":"atk_","value":3.3},{"key":"def_","value":4.7}],"location":"","lock":false,"id":66},{"setKey":"MarechausseeHunter","slotKey":"plume","rarity":4,"mainStatKey":"atk","level":0,"substats":[{"key":"hp","value":167.0},{"key":"critRate_","value":2.2}],"location":"","lock":false,"id":67},{"setKey":"MarechausseeHunter","slotKey":"sands","rarity":4,"mainStatKey":"atk_","level":0,"substats":[{"key":"hp_","value":4.7},{"key":"atk","value":11.0},{"key":"def","value":19.0}],"location":"","lock":false,"id":68},{"setKey":"MarechausseeHunter","slotKey":"circlet","rarity":4,"mainStatKey":"atk_","level":0,"substats":[{"key":"enerRech_","value":5.2},{"key":"def","value":19.0}],"location":"","lock":false,"id":69},{"setKey":"Scholar","slotKey":"circlet","rarity":4,"mainStatKey":"critRate_","level":0,"substats":[{"key":"def_","value":4.1},{"key":"hp","value":167.0}],"location":"Xilonen","lock":false,"id":70},{"setKey":"Berserker","slotKey":"goblet","rarity":4,"mainStatKey":"atk_","level":0,"substats":[{"key":"atk","value":11.0},{"key":"critRate_","value":2.5}],"location":"Iansan","lock":false,"id":71},{"setKey":"Berserker","slotKey":"circlet","rarity":4,"mainStatKey":"atk_","level":0,"substats":[{"key":"atk","value":14.0},{"key":"hp_","value":3.7}],"location":"Iansan","lock":false,"id":72},{"setKey":"DefendersWill","slotKey":"flower","rarity":4,"mainStatKey":"hp","level":0,"substats":[{"key":"def","value":17.0},{"key":"enerRech_","value":5.2}],"location":"Xilonen","lock":false,"id":73},{"setKey":"DefendersWill","slotKey":"sands","rarity":4,"mainStatKey":"def_","level":0,"substats":[{"key":"def","value":17.0},{"key":"enerRech_","value":4.1}],"location":"Xilonen","lock":false,"id":74},{"setKey":"ResolutionOfSojourner","slotKey":"flower","rarity":4,"mainStatKey":"hp","level":0,"substats":[{"key":"critDMG_","value":5.0},{"key":"def","value":13.0},{"key":"def_","value":4.7}],"location":"Iansan","lock":false,"id":75},{"setKey":"ResolutionOfSojourner","slotKey":"plume","rarity":4,"mainStatKey":"atk","level":0,"substats":[{"key":"eleMas","value":19.0},{"key":"critDMG_","value":6.2}],"location":"Iansan","lock":false,"id":76}]}
\ No newline at end of file
diff --git a/demo_optimizer.py b/demo_optimizer.py
new file mode 100644
index 0000000..48ea776
--- /dev/null
+++ b/demo_optimizer.py
@@ -0,0 +1,165 @@
+import json
+from artifact_optimizer import ArtifactOptimizer
+
+def run_demo():
+    """Demonstrate the artifact optimizer with different priority scenarios"""
+    
+    # Initialize optimizer
+    optimizer = ArtifactOptimizer()
+    optimizer.load_data('data.json', 'characters.json')
+    
+    print("="*80)
+    print("🎮 GENSHIN ARTIFACT OPTIMIZER DEMO")
+    print("="*80)
+    print(f"📦 Total artifacts available: {len(optimizer.artifacts)}")
+    print(f"👥 Characters available: {', '.join(optimizer.character_data.keys())}")
+    
+    # Define different priority scenarios
+    scenarios = [
+        {
+            "name": "DPS Priority",
+            "description": "Prioritize main DPS characters first",
+            "priority": ["Fischl", "Chiori", "Furina", "Escoffier"]
+        },
+        {
+            "name": "Support Priority", 
+            "description": "Prioritize support characters first",
+            "priority": ["Furina", "Escoffier", "Fischl", "Chiori"]
+        },
+        {
+            "name": "ER Demanding First",
+            "description": "Prioritize characters with high ER requirements",
+            "priority": ["Escoffier", "Furina", "Fischl", "Chiori"]
+        },
+        {
+            "name": "Reverse Order",
+            "description": "Completely reverse priority order",
+            "priority": ["Chiori", "Fischl", "Escoffier", "Furina"]
+        }
+    ]
+    
+    # Store results for comparison
+    all_results = {}
+    
+    # Run each scenario
+    for i, scenario in enumerate(scenarios, 1):
+        print(f"\n{'='*60}")
+        print(f"SCENARIO {i}: {scenario['name']}")
+        print(f"{'='*60}")
+        print(f"📝 {scenario['description']}")
+        print(f"🎯 Priority: {' -> '.join(scenario['priority'])}")
+        
+        # Run optimization
+        results = optimizer.optimize_builds(scenario['priority'])
+        all_results[scenario['name']] = results
+        
+        # Quick summary
+        successful = sum(1 for data in results.values() if data['build'] is not None)
+        if successful > 0:
+            avg_score = sum(data['average_score'] for data in results.values() if data['build']) / successful
+            er_compliant = sum(1 for data in results.values() 
+                             if data['build'] and data['er_info']['meets_requirement'])
+            
+            print(f"✅ Successful builds: {successful}/4")
+            print(f"📊 Average quality: {avg_score:.1f}/100")
+            print(f"⚡ ER compliant: {er_compliant}/4")
+            
+            # Show individual scores
+            print("\n📋 Individual Scores:")
+            for char, data in results.items():
+                if data['build']:
+                    er_status = "✅" if data['er_info']['meets_requirement'] else "⚠️"
+                    print(f"   {char}: {data['average_score']:.1f}/100 {er_status}")
+                else:
+                    print(f"   {char}: No build found ❌")
+        else:
+            print("❌ No successful builds found!")
+    
+    # Comparison analysis
+    print(f"\n{'='*80}")
+    print("📊 SCENARIO COMPARISON")
+    print(f"{'='*80}")
+    
+    comparison_data = []
+    for scenario_name, results in all_results.items():
+        successful = sum(1 for data in results.values() if data['build'] is not None)
+        if successful > 0:
+            avg_score = sum(data['average_score'] for data in results.values() if data['build']) / successful
+            er_compliant = sum(1 for data in results.values() 
+                             if data['build'] and data['er_info']['meets_requirement'])
+            
+            comparison_data.append({
+                'scenario': scenario_name,
+                'successful_builds': successful,
+                'average_score': avg_score,
+                'er_compliant': er_compliant,
+                'total_score': successful * avg_score  # Weighted score
+            })
+    
+    # Sort by total weighted score
+    comparison_data.sort(key=lambda x: x['total_score'], reverse=True)
+    
+    print("🏆 Ranking (by total weighted score):")
+    for i, data in enumerate(comparison_data, 1):
+        print(f"   {i}. {data['scenario']}")
+        print(f"      Builds: {data['successful_builds']}/4 | "
+              f"Avg Score: {data['average_score']:.1f} | "
+              f"ER Compliant: {data['er_compliant']}/4 | "
+              f"Total: {data['total_score']:.1f}")
+    
+    # Character-specific analysis
+    print(f"\n📈 CHARACTER PERFORMANCE ACROSS SCENARIOS")
+    print(f"{'='*60}")
+    
+    characters = list(optimizer.character_data.keys())
+    for char in characters:
+        print(f"\n🔍 {char}:")
+        char_scores = []
+        for scenario_name, results in all_results.items():
+            if results[char]['build']:
+                score = results[char]['average_score']
+                er_ok = results[char]['er_info']['meets_requirement']
+                char_scores.append(score)
+                status = "✅" if er_ok else "⚠️"
+                print(f"   {scenario_name}: {score:.1f}/100 {status}")
+            else:
+                print(f"   {scenario_name}: No build ❌")
+        
+        if char_scores:
+            print(f"   📊 Score range: {min(char_scores):.1f} - {max(char_scores):.1f}")
+            print(f"   📊 Average: {sum(char_scores)/len(char_scores):.1f}")
+    
+    # Priority impact analysis
+    print(f"\n🎯 PRIORITY IMPACT ANALYSIS")
+    print(f"{'='*60}")
+    
+    print("Key Findings:")
+    
+    # Find which characters benefit most from high priority
+    char_variance = {}
+    for char in characters:
+        scores = []
+        for results in all_results.values():
+            if results[char]['build']:
+                scores.append(results[char]['average_score'])
+        
+        if len(scores) > 1:
+            variance = max(scores) - min(scores)
+            char_variance[char] = variance
+    
+    if char_variance:
+        most_affected = max(char_variance.items(), key=lambda x: x[1])
+        least_affected = min(char_variance.items(), key=lambda x: x[1])
+        
+        print(f"• Most affected by priority: {most_affected[0]} (variance: {most_affected[1]:.1f})")
+        print(f"• Least affected by priority: {least_affected[0]} (variance: {least_affected[1]:.1f})")
+    
+    # Save detailed results
+    with open('demo_results.json', 'w') as f:
+        json.dump(all_results, f, indent=2, default=str)
+    
+    print(f"\n💾 Detailed results saved to 'demo_results.json'")
+    print(f"\n🎉 Demo completed! Try different scenarios to see how priority affects builds.")
+
+if __name__ == "__main__":
+    run_demo()
\ No newline at end of file
diff --git a/demo_results.json b/demo_results.json
new file mode 100644
index 0000000..78ecec9
--- /dev/null
+++ b/demo_results.json
@@ -0,0 +1,6308 @@
+{
+  "DPS Priority": {
+    "Fischl": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 20,
+          "substats": [
+            {
+              "key": "eleMas",
+              "value": 19.0
+            },
+            {
+              "key": "atk_",
+              "value": 14.0
+            },
+            {
+              "key": "enerRech_",
+              "value": 23.3
+            },
+            {
+              "key": "hp_",
+              "value": 5.8
+            }
+          ],
+          "location": "Fischl",
+          "lock": true,
+          "id": 0
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 12,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 17.5
+            },
+            {
+              "key": "atk_",
+              "value": 9.9
+            },
+            {
+              "key": "def_",
+              "value": 7.3
+            },
+            {
+              "key": "eleMas",
+              "value": 21.0
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 18
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 5,
+          "mainStatKey": "atk_",
+          "level": 16,
+          "substats": [
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "hp",
+              "value": 448.0
+            },
+            {
+              "key": "critRate_",
+              "value": 6.6
+            },
+            {
+              "key": "enerRech_",
+              "value": 12.3
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 9
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "physical_dmg_",
+          "level": 11,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 5.8
+            },
+            {
+              "key": "hp_",
+              "value": 5.3
+            },
+            {
+              "key": "atk",
+              "value": 18.0
+            },
+            {
+              "key": "atk_",
+              "value": 10.5
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 30
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critRate_",
+          "level": 20,
+          "substats": [
+            {
+              "key": "def",
+              "value": 44.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 15.5
+            },
+            {
+              "key": "hp",
+              "value": 448.0
+            },
+            {
+              "key": "def_",
+              "value": 13.9
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 3
+        }
+      ],
+      "average_score": 52.6053872053872,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 20,
+            "substats": [
+              {
+                "key": "eleMas",
+                "value": 19.0
+              },
+              {
+                "key": "atk_",
+                "value": 14.0
+              },
+              {
+                "key": "enerRech_",
+                "value": 23.3
+              },
+              {
+                "key": "hp_",
+                "value": 5.8
+              }
+            ],
+            "location": "Fischl",
+            "lock": true,
+            "id": 0
+          },
+          "score": 78.18181818181817
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 12,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 17.5
+              },
+              {
+                "key": "atk_",
+                "value": 9.9
+              },
+              {
+                "key": "def_",
+                "value": 7.3
+              },
+              {
+                "key": "eleMas",
+                "value": 21.0
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 18
+          },
+          "score": 57.35353535353536
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 5,
+            "mainStatKey": "atk_",
+            "level": 16,
+            "substats": [
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "hp",
+                "value": 448.0
+              },
+              {
+                "key": "critRate_",
+                "value": 6.6
+              },
+              {
+                "key": "enerRech_",
+                "value": 12.3
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 9
+          },
+          "score": 63.73737373737374
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "physical_dmg_",
+            "level": 11,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 5.8
+              },
+              {
+                "key": "hp_",
+                "value": 5.3
+              },
+              {
+                "key": "atk",
+                "value": 18.0
+              },
+              {
+                "key": "atk_",
+                "value": 10.5
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 30
+          },
+          "score": 35.05050505050505
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critRate_",
+            "level": 20,
+            "substats": [
+              {
+                "key": "def",
+                "value": 44.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 15.5
+              },
+              {
+                "key": "hp",
+                "value": 448.0
+              },
+              {
+                "key": "def_",
+                "value": 13.9
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 3
+          },
+          "score": 28.703703703703702
+        }
+      ],
+      "er_info": {
+        "total_er": 158.90000000000003,
+        "meets_requirement": true,
+        "requirement_type": "off_field_every_rotation: 120-140%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 3,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 4,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 5,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "enerRech_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "goblet": {
+          "total_available": 7,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "atk_",
+            "def_",
+            "hp_",
+            "dendro_dmg_",
+            "physical_dmg_"
+          ],
+          "suitable_main_stats_found": [
+            "physical_dmg_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 7,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "critRate_",
+            "heal_",
+            "def_",
+            "hp_",
+            "critDMG_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_",
+            "critDMG_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Chiori": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 20,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 9.1
+            },
+            {
+              "key": "critDMG_",
+              "value": 12.4
+            },
+            {
+              "key": "atk",
+              "value": 37.0
+            },
+            {
+              "key": "atk_",
+              "value": 11.7
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 1
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 16,
+          "substats": [
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "enerRech_",
+              "value": 12.3
+            },
+            {
+              "key": "critRate_",
+              "value": 3.5
+            },
+            {
+              "key": "def",
+              "value": 65.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 8
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 4,
+          "mainStatKey": "def_",
+          "level": 0,
+          "substats": [
+            {
+              "key": "atk_",
+              "value": 4.2
+            },
+            {
+              "key": "atk",
+              "value": 11.0
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 63
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "def_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 239.0
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 7.0
+            },
+            {
+              "key": "critRate_",
+              "value": 2.7
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 45
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critDMG_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "hp_",
+              "value": 9.9
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.2
+            },
+            {
+              "key": "atk_",
+              "value": 8.2
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 24
+        }
+      ],
+      "average_score": 36.12525252525253,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 20,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 9.1
+              },
+              {
+                "key": "critDMG_",
+                "value": 12.4
+              },
+              {
+                "key": "atk",
+                "value": 37.0
+              },
+              {
+                "key": "atk_",
+                "value": 11.7
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 1
+          },
+          "score": 67.34680134680136
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 16,
+            "substats": [
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "enerRech_",
+                "value": 12.3
+              },
+              {
+                "key": "critRate_",
+                "value": 3.5
+              },
+              {
+                "key": "def",
+                "value": 65.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 8
+          },
+          "score": 52.255892255892256
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 4,
+            "mainStatKey": "def_",
+            "level": 0,
+            "substats": [
+              {
+                "key": "atk_",
+                "value": 4.2
+              },
+              {
+                "key": "atk",
+                "value": 11.0
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 63
+          },
+          "score": 9.333333333333334
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "def_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 239.0
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 7.0
+              },
+              {
+                "key": "critRate_",
+                "value": 2.7
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 45
+          },
+          "score": 22.962962962962965
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critDMG_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "hp_",
+                "value": 9.9
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.2
+              },
+              {
+                "key": "atk_",
+                "value": 8.2
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 24
+          },
+          "score": 28.72727272727273
+        }
+      ],
+      "er_info": {
+        "total_er": 126.6,
+        "meets_requirement": true,
+        "requirement_type": "100-110%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 2,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 3,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 6,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "enerRech_",
+            "hp_",
+            "def_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": true
+        },
+        "goblet": {
+          "total_available": 6,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp_",
+            "dendro_dmg_",
+            "def_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 6,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "critRate_",
+            "heal_",
+            "def_",
+            "hp_",
+            "critDMG_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_",
+            "critDMG_",
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Furina": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 16,
+          "substats": [
+            {
+              "key": "def_",
+              "value": 5.1
+            },
+            {
+              "key": "critDMG_",
+              "value": 14.0
+            },
+            {
+              "key": "hp_",
+              "value": 16.9
+            },
+            {
+              "key": "enerRech_",
+              "value": 11.7
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 7
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 12,
+          "substats": [
+            {
+              "key": "def",
+              "value": 16.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 13.2
+            },
+            {
+              "key": "hp",
+              "value": 209.0
+            },
+            {
+              "key": "hp_",
+              "value": 9.9
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 19
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 5,
+          "mainStatKey": "enerRech_",
+          "level": 20,
+          "substats": [
+            {
+              "key": "def",
+              "value": 58.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            },
+            {
+              "key": "critRate_",
+              "value": 6.2
+            },
+            {
+              "key": "hp",
+              "value": 508.0
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 2
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "hp_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 269.0
+            },
+            {
+              "key": "eleMas",
+              "value": 16.0
+            },
+            {
+              "key": "enerRech_",
+              "value": 4.5
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 44
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critRate_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "hp_",
+              "value": 9.9
+            },
+            {
+              "key": "atk",
+              "value": 37.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "def",
+              "value": 19.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 23
+        }
+      ],
+      "average_score": 43.54227994227993,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 16,
+            "substats": [
+              {
+                "key": "def_",
+                "value": 5.1
+              },
+              {
+                "key": "critDMG_",
+                "value": 14.0
+              },
+              {
+                "key": "hp_",
+                "value": 16.9
+              },
+              {
+                "key": "enerRech_",
+                "value": 11.7
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 7
+          },
+          "score": 87.1178451178451
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 12,
+            "substats": [
+              {
+                "key": "def",
+                "value": 16.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 13.2
+              },
+              {
+                "key": "hp",
+                "value": 209.0
+              },
+              {
+                "key": "hp_",
+                "value": 9.9
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 19
+          },
+          "score": 49.76190476190475
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 5,
+            "mainStatKey": "enerRech_",
+            "level": 20,
+            "substats": [
+              {
+                "key": "def",
+                "value": 58.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              },
+              {
+                "key": "critRate_",
+                "value": 6.2
+              },
+              {
+                "key": "hp",
+                "value": 508.0
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 2
+          },
+          "score": 31.026455026455025
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "hp_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 269.0
+              },
+              {
+                "key": "eleMas",
+                "value": 16.0
+              },
+              {
+                "key": "enerRech_",
+                "value": 4.5
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 44
+          },
+          "score": 13.360750360750362
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critRate_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "hp_",
+                "value": 9.9
+              },
+              {
+                "key": "atk",
+                "value": 37.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "def",
+                "value": 19.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 23
+          },
+          "score": 36.44444444444444
+        }
+      ],
+      "er_info": {
+        "total_er": 168.0,
+        "meets_requirement": false,
+        "requirement_type": "180-200%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 2,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 4,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "enerRech_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "enerRech_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "goblet": {
+          "total_available": 5,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "hp_",
+            "dendro_dmg_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "hp_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 5,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "critRate_",
+            "hp_",
+            "def_",
+            "heal_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Escoffier": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 4,
+          "mainStatKey": "hp",
+          "level": 0,
+          "substats": [
+            {
+              "key": "atk",
+              "value": 11.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 60
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 0,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 299.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.8
+            },
+            {
+              "key": "def",
+              "value": 16.0
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 53
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 5,
+          "mainStatKey": "atk_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "eleMas",
+              "value": 44.0
+            },
+            {
+              "key": "atk",
+              "value": 14.0
+            },
+            {
+              "key": "enerRech_",
+              "value": 11.7
+            },
+            {
+              "key": "critDMG_",
+              "value": 6.2
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 21
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "atk_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "critRate_",
+              "value": 7.0
+            },
+            {
+              "key": "hp_",
+              "value": 5.3
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.2
+            },
+            {
+              "key": "hp",
+              "value": 508.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 22
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critRate_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "def_",
+              "value": 5.8
+            },
+            {
+              "key": "atk",
+              "value": 18.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 7.0
+            },
+            {
+              "key": "hp_",
+              "value": 4.7
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 48
+        }
+      ],
+      "average_score": 23.423569023569023,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 4,
+            "mainStatKey": "hp",
+            "level": 0,
+            "substats": [
+              {
+                "key": "atk",
+                "value": 11.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 60
+          },
+          "score": 10.444444444444445
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 0,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 299.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.8
+              },
+              {
+                "key": "def",
+                "value": 16.0
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 53
+          },
+          "score": 22.161616161616163
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 5,
+            "mainStatKey": "atk_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "eleMas",
+                "value": 44.0
+              },
+              {
+                "key": "atk",
+                "value": 14.0
+              },
+              {
+                "key": "enerRech_",
+                "value": 11.7
+              },
+              {
+                "key": "critDMG_",
+                "value": 6.2
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 21
+          },
+          "score": 35.117845117845114
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "atk_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "critRate_",
+                "value": 7.0
+              },
+              {
+                "key": "hp_",
+                "value": 5.3
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.2
+              },
+              {
+                "key": "hp",
+                "value": 508.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 22
+          },
+          "score": 36.43097643097643
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critRate_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "def_",
+                "value": 5.8
+              },
+              {
+                "key": "atk",
+                "value": 18.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 7.0
+              },
+              {
+                "key": "hp_",
+                "value": 4.7
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 48
+          },
+          "score": 12.962962962962965
+        }
+      ],
+      "er_info": {
+        "total_er": 122.7,
+        "meets_requirement": false,
+        "requirement_type": "180-200%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": true
+        },
+        "plume": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 3,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "goblet": {
+          "total_available": 4,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "hp_",
+            "dendro_dmg_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 4,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "critRate_",
+            "hp_",
+            "def_",
+            "heal_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    }
+  },
+  "Support Priority": {
+    "Furina": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 16,
+          "substats": [
+            {
+              "key": "def_",
+              "value": 5.1
+            },
+            {
+              "key": "critDMG_",
+              "value": 14.0
+            },
+            {
+              "key": "hp_",
+              "value": 16.9
+            },
+            {
+              "key": "enerRech_",
+              "value": 11.7
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 7
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 16,
+          "substats": [
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "enerRech_",
+              "value": 12.3
+            },
+            {
+              "key": "critRate_",
+              "value": 3.5
+            },
+            {
+              "key": "def",
+              "value": 65.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 8
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 5,
+          "mainStatKey": "enerRech_",
+          "level": 20,
+          "substats": [
+            {
+              "key": "def",
+              "value": 58.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            },
+            {
+              "key": "critRate_",
+              "value": 6.2
+            },
+            {
+              "key": "hp",
+              "value": 508.0
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 2
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "hp_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 269.0
+            },
+            {
+              "key": "eleMas",
+              "value": 16.0
+            },
+            {
+              "key": "enerRech_",
+              "value": 4.5
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 44
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critRate_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "hp_",
+              "value": 9.9
+            },
+            {
+              "key": "atk",
+              "value": 37.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "def",
+              "value": 19.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 23
+        }
+      ],
+      "average_score": 44.041077441077434,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 16,
+            "substats": [
+              {
+                "key": "def_",
+                "value": 5.1
+              },
+              {
+                "key": "critDMG_",
+                "value": 14.0
+              },
+              {
+                "key": "hp_",
+                "value": 16.9
+              },
+              {
+                "key": "enerRech_",
+                "value": 11.7
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 7
+          },
+          "score": 87.1178451178451
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 16,
+            "substats": [
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "enerRech_",
+                "value": 12.3
+              },
+              {
+                "key": "critRate_",
+                "value": 3.5
+              },
+              {
+                "key": "def",
+                "value": 65.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 8
+          },
+          "score": 52.255892255892256
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 5,
+            "mainStatKey": "enerRech_",
+            "level": 20,
+            "substats": [
+              {
+                "key": "def",
+                "value": 58.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              },
+              {
+                "key": "critRate_",
+                "value": 6.2
+              },
+              {
+                "key": "hp",
+                "value": 508.0
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 2
+          },
+          "score": 31.026455026455025
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "hp_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 269.0
+              },
+              {
+                "key": "eleMas",
+                "value": 16.0
+              },
+              {
+                "key": "enerRech_",
+                "value": 4.5
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 44
+          },
+          "score": 13.360750360750362
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critRate_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "hp_",
+                "value": 9.9
+              },
+              {
+                "key": "atk",
+                "value": 37.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "def",
+                "value": 19.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 23
+          },
+          "score": 36.44444444444444
+        }
+      ],
+      "er_info": {
+        "total_er": 180.3,
+        "meets_requirement": true,
+        "requirement_type": "180-200%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 3,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 4,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 5,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "enerRech_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "enerRech_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "goblet": {
+          "total_available": 7,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "atk_",
+            "def_",
+            "hp_",
+            "dendro_dmg_",
+            "physical_dmg_"
+          ],
+          "suitable_main_stats_found": [
+            "hp_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 7,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "critRate_",
+            "heal_",
+            "def_",
+            "hp_",
+            "critDMG_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_",
+            "critDMG_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Escoffier": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 20,
+          "substats": [
+            {
+              "key": "eleMas",
+              "value": 19.0
+            },
+            {
+              "key": "atk_",
+              "value": 14.0
+            },
+            {
+              "key": "enerRech_",
+              "value": 23.3
+            },
+            {
+              "key": "hp_",
+              "value": 5.8
+            }
+          ],
+          "location": "Fischl",
+          "lock": true,
+          "id": 0
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 12,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 17.5
+            },
+            {
+              "key": "atk_",
+              "value": 9.9
+            },
+            {
+              "key": "def_",
+              "value": 7.3
+            },
+            {
+              "key": "eleMas",
+              "value": 21.0
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 18
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 5,
+          "mainStatKey": "atk_",
+          "level": 16,
+          "substats": [
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "hp",
+              "value": 448.0
+            },
+            {
+              "key": "critRate_",
+              "value": 6.6
+            },
+            {
+              "key": "enerRech_",
+              "value": 12.3
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 9
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "atk_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "critRate_",
+              "value": 7.0
+            },
+            {
+              "key": "hp_",
+              "value": 5.3
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.2
+            },
+            {
+              "key": "hp",
+              "value": 508.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 22
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critDMG_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "hp_",
+              "value": 9.9
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.2
+            },
+            {
+              "key": "atk_",
+              "value": 8.2
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 24
+        }
+      ],
+      "average_score": 52.88619528619529,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 20,
+            "substats": [
+              {
+                "key": "eleMas",
+                "value": 19.0
+              },
+              {
+                "key": "atk_",
+                "value": 14.0
+              },
+              {
+                "key": "enerRech_",
+                "value": 23.3
+              },
+              {
+                "key": "hp_",
+                "value": 5.8
+              }
+            ],
+            "location": "Fischl",
+            "lock": true,
+            "id": 0
+          },
+          "score": 78.18181818181817
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 12,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 17.5
+              },
+              {
+                "key": "atk_",
+                "value": 9.9
+              },
+              {
+                "key": "def_",
+                "value": 7.3
+              },
+              {
+                "key": "eleMas",
+                "value": 21.0
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 18
+          },
+          "score": 57.35353535353536
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 5,
+            "mainStatKey": "atk_",
+            "level": 16,
+            "substats": [
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "hp",
+                "value": 448.0
+              },
+              {
+                "key": "critRate_",
+                "value": 6.6
+              },
+              {
+                "key": "enerRech_",
+                "value": 12.3
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 9
+          },
+          "score": 63.73737373737374
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "atk_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "critRate_",
+                "value": 7.0
+              },
+              {
+                "key": "hp_",
+                "value": 5.3
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.2
+              },
+              {
+                "key": "hp",
+                "value": 508.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 22
+          },
+          "score": 36.43097643097643
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critDMG_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "hp_",
+                "value": 9.9
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.2
+              },
+              {
+                "key": "atk_",
+                "value": 8.2
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 24
+          },
+          "score": 28.72727272727273
+        }
+      ],
+      "er_info": {
+        "total_er": 163.5,
+        "meets_requirement": false,
+        "requirement_type": "180-200%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 2,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 3,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 4,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "goblet": {
+          "total_available": 6,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "atk_",
+            "def_",
+            "hp_",
+            "dendro_dmg_",
+            "physical_dmg_"
+          ],
+          "suitable_main_stats_found": [
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 6,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "critRate_",
+            "heal_",
+            "def_",
+            "hp_",
+            "critDMG_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_",
+            "critDMG_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Fischl": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 20,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 9.1
+            },
+            {
+              "key": "critDMG_",
+              "value": 12.4
+            },
+            {
+              "key": "atk",
+              "value": 37.0
+            },
+            {
+              "key": "atk_",
+              "value": 11.7
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 1
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 12,
+          "substats": [
+            {
+              "key": "def",
+              "value": 16.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 13.2
+            },
+            {
+              "key": "hp",
+              "value": 209.0
+            },
+            {
+              "key": "hp_",
+              "value": 9.9
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 19
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 5,
+          "mainStatKey": "atk_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "eleMas",
+              "value": 44.0
+            },
+            {
+              "key": "atk",
+              "value": 14.0
+            },
+            {
+              "key": "enerRech_",
+              "value": 11.7
+            },
+            {
+              "key": "critDMG_",
+              "value": 6.2
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 21
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "physical_dmg_",
+          "level": 11,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 5.8
+            },
+            {
+              "key": "hp_",
+              "value": 5.3
+            },
+            {
+              "key": "atk",
+              "value": 18.0
+            },
+            {
+              "key": "atk_",
+              "value": 10.5
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 30
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critRate_",
+          "level": 20,
+          "substats": [
+            {
+              "key": "def",
+              "value": 44.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 15.5
+            },
+            {
+              "key": "hp",
+              "value": 448.0
+            },
+            {
+              "key": "def_",
+              "value": 13.9
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 3
+        }
+      ],
+      "average_score": 38.132659932659934,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 20,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 9.1
+              },
+              {
+                "key": "critDMG_",
+                "value": 12.4
+              },
+              {
+                "key": "atk",
+                "value": 37.0
+              },
+              {
+                "key": "atk_",
+                "value": 11.7
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 1
+          },
+          "score": 67.34680134680136
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 12,
+            "substats": [
+              {
+                "key": "def",
+                "value": 16.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 13.2
+              },
+              {
+                "key": "hp",
+                "value": 209.0
+              },
+              {
+                "key": "hp_",
+                "value": 9.9
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 19
+          },
+          "score": 24.44444444444444
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 5,
+            "mainStatKey": "atk_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "eleMas",
+                "value": 44.0
+              },
+              {
+                "key": "atk",
+                "value": 14.0
+              },
+              {
+                "key": "enerRech_",
+                "value": 11.7
+              },
+              {
+                "key": "critDMG_",
+                "value": 6.2
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 21
+          },
+          "score": 35.117845117845114
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "physical_dmg_",
+            "level": 11,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 5.8
+              },
+              {
+                "key": "hp_",
+                "value": 5.3
+              },
+              {
+                "key": "atk",
+                "value": 18.0
+              },
+              {
+                "key": "atk_",
+                "value": 10.5
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 30
+          },
+          "score": 35.05050505050505
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critRate_",
+            "level": 20,
+            "substats": [
+              {
+                "key": "def",
+                "value": 44.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 15.5
+              },
+              {
+                "key": "hp",
+                "value": 448.0
+              },
+              {
+                "key": "def_",
+                "value": 13.9
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 3
+          },
+          "score": 28.703703703703702
+        }
+      ],
+      "er_info": {
+        "total_er": 126.6,
+        "meets_requirement": true,
+        "requirement_type": "off_field_every_rotation: 120-140%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 2,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 3,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "goblet": {
+          "total_available": 5,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "atk_",
+            "def_",
+            "hp_",
+            "dendro_dmg_",
+            "physical_dmg_"
+          ],
+          "suitable_main_stats_found": [
+            "physical_dmg_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 5,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "critRate_",
+            "hp_",
+            "def_",
+            "heal_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Chiori": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 4,
+          "mainStatKey": "hp",
+          "level": 0,
+          "substats": [
+            {
+              "key": "atk",
+              "value": 11.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 60
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 0,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 299.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.8
+            },
+            {
+              "key": "def",
+              "value": 16.0
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 53
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 4,
+          "mainStatKey": "def_",
+          "level": 0,
+          "substats": [
+            {
+              "key": "atk_",
+              "value": 4.2
+            },
+            {
+              "key": "atk",
+              "value": 11.0
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 63
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "def_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 239.0
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 7.0
+            },
+            {
+              "key": "critRate_",
+              "value": 2.7
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 45
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "def_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 299.0
+            },
+            {
+              "key": "atk",
+              "value": 19.0
+            },
+            {
+              "key": "critRate_",
+              "value": 7.0
+            },
+            {
+              "key": "eleMas",
+              "value": 19.0
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 47
+        }
+      ],
+      "average_score": 18.16565656565657,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 4,
+            "mainStatKey": "hp",
+            "level": 0,
+            "substats": [
+              {
+                "key": "atk",
+                "value": 11.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 60
+          },
+          "score": 10.444444444444445
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 0,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 299.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.8
+              },
+              {
+                "key": "def",
+                "value": 16.0
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 53
+          },
+          "score": 22.161616161616163
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 4,
+            "mainStatKey": "def_",
+            "level": 0,
+            "substats": [
+              {
+                "key": "atk_",
+                "value": 4.2
+              },
+              {
+                "key": "atk",
+                "value": 11.0
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 63
+          },
+          "score": 9.333333333333334
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "def_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 239.0
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 7.0
+              },
+              {
+                "key": "critRate_",
+                "value": 2.7
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 45
+          },
+          "score": 22.962962962962965
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "def_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 299.0
+              },
+              {
+                "key": "atk",
+                "value": 19.0
+              },
+              {
+                "key": "critRate_",
+                "value": 7.0
+              },
+              {
+                "key": "eleMas",
+                "value": 19.0
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 47
+          },
+          "score": 25.92592592592593
+        }
+      ],
+      "er_info": {
+        "total_er": 105.8,
+        "meets_requirement": true,
+        "requirement_type": "100-110%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": true
+        },
+        "plume": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 4,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp_",
+            "def_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": true
+        },
+        "goblet": {
+          "total_available": 4,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp_",
+            "dendro_dmg_",
+            "def_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 4,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "critRate_",
+            "hp_",
+            "def_",
+            "heal_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_",
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    }
+  },
+  "ER Demanding First": {
+    "Escoffier": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 20,
+          "substats": [
+            {
+              "key": "eleMas",
+              "value": 19.0
+            },
+            {
+              "key": "atk_",
+              "value": 14.0
+            },
+            {
+              "key": "enerRech_",
+              "value": 23.3
+            },
+            {
+              "key": "hp_",
+              "value": 5.8
+            }
+          ],
+          "location": "Fischl",
+          "lock": true,
+          "id": 0
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 12,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 17.5
+            },
+            {
+              "key": "atk_",
+              "value": 9.9
+            },
+            {
+              "key": "def_",
+              "value": 7.3
+            },
+            {
+              "key": "eleMas",
+              "value": 21.0
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 18
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 5,
+          "mainStatKey": "enerRech_",
+          "level": 20,
+          "substats": [
+            {
+              "key": "def",
+              "value": 58.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            },
+            {
+              "key": "critRate_",
+              "value": 6.2
+            },
+            {
+              "key": "hp",
+              "value": 508.0
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 2
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "atk_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "critRate_",
+              "value": 7.0
+            },
+            {
+              "key": "hp_",
+              "value": 5.3
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.2
+            },
+            {
+              "key": "hp",
+              "value": 508.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 22
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critDMG_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "hp_",
+              "value": 9.9
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.2
+            },
+            {
+              "key": "atk_",
+              "value": 8.2
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 24
+        }
+      ],
+      "average_score": 46.82020202020202,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 20,
+            "substats": [
+              {
+                "key": "eleMas",
+                "value": 19.0
+              },
+              {
+                "key": "atk_",
+                "value": 14.0
+              },
+              {
+                "key": "enerRech_",
+                "value": 23.3
+              },
+              {
+                "key": "hp_",
+                "value": 5.8
+              }
+            ],
+            "location": "Fischl",
+            "lock": true,
+            "id": 0
+          },
+          "score": 78.18181818181817
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 12,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 17.5
+              },
+              {
+                "key": "atk_",
+                "value": 9.9
+              },
+              {
+                "key": "def_",
+                "value": 7.3
+              },
+              {
+                "key": "eleMas",
+                "value": 21.0
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 18
+          },
+          "score": 57.35353535353536
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 5,
+            "mainStatKey": "enerRech_",
+            "level": 20,
+            "substats": [
+              {
+                "key": "def",
+                "value": 58.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              },
+              {
+                "key": "critRate_",
+                "value": 6.2
+              },
+              {
+                "key": "hp",
+                "value": 508.0
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 2
+          },
+          "score": 33.407407407407405
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "atk_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "critRate_",
+                "value": 7.0
+              },
+              {
+                "key": "hp_",
+                "value": 5.3
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.2
+              },
+              {
+                "key": "hp",
+                "value": 508.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 22
+          },
+          "score": 36.43097643097643
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critDMG_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "hp_",
+                "value": 9.9
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.2
+              },
+              {
+                "key": "atk_",
+                "value": 8.2
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 24
+          },
+          "score": 28.72727272727273
+        }
+      ],
+      "er_info": {
+        "total_er": 203.0,
+        "meets_requirement": true,
+        "requirement_type": "180-200%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 3,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 4,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 5,
+          "suitable_main_stats": 5,
+          "main_stats_found": [
+            "enerRech_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "enerRech_",
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "goblet": {
+          "total_available": 7,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "atk_",
+            "def_",
+            "hp_",
+            "dendro_dmg_",
+            "physical_dmg_"
+          ],
+          "suitable_main_stats_found": [
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 7,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "critRate_",
+            "heal_",
+            "def_",
+            "hp_",
+            "critDMG_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_",
+            "critDMG_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Furina": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 16,
+          "substats": [
+            {
+              "key": "def_",
+              "value": 5.1
+            },
+            {
+              "key": "critDMG_",
+              "value": 14.0
+            },
+            {
+              "key": "hp_",
+              "value": 16.9
+            },
+            {
+              "key": "enerRech_",
+              "value": 11.7
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 7
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 16,
+          "substats": [
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "enerRech_",
+              "value": 12.3
+            },
+            {
+              "key": "critRate_",
+              "value": 3.5
+            },
+            {
+              "key": "def",
+              "value": 65.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 8
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 4,
+          "mainStatKey": "hp_",
+          "level": 0,
+          "substats": [
+            {
+              "key": "critDMG_",
+              "value": 6.2
+            },
+            {
+              "key": "def",
+              "value": 19.0
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 62
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "hp_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 269.0
+            },
+            {
+              "key": "eleMas",
+              "value": 16.0
+            },
+            {
+              "key": "enerRech_",
+              "value": 4.5
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 44
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critRate_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "hp_",
+              "value": 9.9
+            },
+            {
+              "key": "atk",
+              "value": 37.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "def",
+              "value": 19.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 23
+        }
+      ],
+      "average_score": 40.132082732082736,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 16,
+            "substats": [
+              {
+                "key": "def_",
+                "value": 5.1
+              },
+              {
+                "key": "critDMG_",
+                "value": 14.0
+              },
+              {
+                "key": "hp_",
+                "value": 16.9
+              },
+              {
+                "key": "enerRech_",
+                "value": 11.7
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 7
+          },
+          "score": 87.1178451178451
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 16,
+            "substats": [
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "enerRech_",
+                "value": 12.3
+              },
+              {
+                "key": "critRate_",
+                "value": 3.5
+              },
+              {
+                "key": "def",
+                "value": 65.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 8
+          },
+          "score": 52.255892255892256
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 4,
+            "mainStatKey": "hp_",
+            "level": 0,
+            "substats": [
+              {
+                "key": "critDMG_",
+                "value": 6.2
+              },
+              {
+                "key": "def",
+                "value": 19.0
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 62
+          },
+          "score": 11.481481481481483
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "hp_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 269.0
+              },
+              {
+                "key": "eleMas",
+                "value": 16.0
+              },
+              {
+                "key": "enerRech_",
+                "value": 4.5
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 44
+          },
+          "score": 13.360750360750362
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critRate_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "hp_",
+                "value": 9.9
+              },
+              {
+                "key": "atk",
+                "value": 37.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "def",
+                "value": 19.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 23
+          },
+          "score": 36.44444444444444
+        }
+      ],
+      "er_info": {
+        "total_er": 128.5,
+        "meets_requirement": false,
+        "requirement_type": "180-200%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 2,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 3,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 6,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp_",
+            "def_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "hp_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": true
+        },
+        "goblet": {
+          "total_available": 6,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "atk_",
+            "def_",
+            "hp_",
+            "dendro_dmg_",
+            "physical_dmg_"
+          ],
+          "suitable_main_stats_found": [
+            "hp_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 6,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "critRate_",
+            "hp_",
+            "def_",
+            "heal_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Fischl": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 20,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 9.1
+            },
+            {
+              "key": "critDMG_",
+              "value": 12.4
+            },
+            {
+              "key": "atk",
+              "value": 37.0
+            },
+            {
+              "key": "atk_",
+              "value": 11.7
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 1
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 12,
+          "substats": [
+            {
+              "key": "def",
+              "value": 16.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 13.2
+            },
+            {
+              "key": "hp",
+              "value": 209.0
+            },
+            {
+              "key": "hp_",
+              "value": 9.9
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 19
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 5,
+          "mainStatKey": "atk_",
+          "level": 16,
+          "substats": [
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "hp",
+              "value": 448.0
+            },
+            {
+              "key": "critRate_",
+              "value": 6.6
+            },
+            {
+              "key": "enerRech_",
+              "value": 12.3
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 9
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "physical_dmg_",
+          "level": 11,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 5.8
+            },
+            {
+              "key": "hp_",
+              "value": 5.3
+            },
+            {
+              "key": "atk",
+              "value": 18.0
+            },
+            {
+              "key": "atk_",
+              "value": 10.5
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 30
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critRate_",
+          "level": 20,
+          "substats": [
+            {
+              "key": "def",
+              "value": 44.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 15.5
+            },
+            {
+              "key": "hp",
+              "value": 448.0
+            },
+            {
+              "key": "def_",
+              "value": 13.9
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 3
+        }
+      ],
+      "average_score": 43.85656565656566,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 20,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 9.1
+              },
+              {
+                "key": "critDMG_",
+                "value": 12.4
+              },
+              {
+                "key": "atk",
+                "value": 37.0
+              },
+              {
+                "key": "atk_",
+                "value": 11.7
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 1
+          },
+          "score": 67.34680134680136
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 12,
+            "substats": [
+              {
+                "key": "def",
+                "value": 16.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 13.2
+              },
+              {
+                "key": "hp",
+                "value": 209.0
+              },
+              {
+                "key": "hp_",
+                "value": 9.9
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 19
+          },
+          "score": 24.44444444444444
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 5,
+            "mainStatKey": "atk_",
+            "level": 16,
+            "substats": [
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "hp",
+                "value": 448.0
+              },
+              {
+                "key": "critRate_",
+                "value": 6.6
+              },
+              {
+                "key": "enerRech_",
+                "value": 12.3
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 9
+          },
+          "score": 63.73737373737374
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "physical_dmg_",
+            "level": 11,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 5.8
+              },
+              {
+                "key": "hp_",
+                "value": 5.3
+              },
+              {
+                "key": "atk",
+                "value": 18.0
+              },
+              {
+                "key": "atk_",
+                "value": 10.5
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 30
+          },
+          "score": 35.05050505050505
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critRate_",
+            "level": 20,
+            "substats": [
+              {
+                "key": "def",
+                "value": 44.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 15.5
+              },
+              {
+                "key": "hp",
+                "value": 448.0
+              },
+              {
+                "key": "def_",
+                "value": 13.9
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 3
+          },
+          "score": 28.703703703703702
+        }
+      ],
+      "er_info": {
+        "total_er": 127.19999999999999,
+        "meets_requirement": true,
+        "requirement_type": "off_field_every_rotation: 120-140%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 2,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 4,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "goblet": {
+          "total_available": 5,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "atk_",
+            "def_",
+            "hp_",
+            "dendro_dmg_",
+            "physical_dmg_"
+          ],
+          "suitable_main_stats_found": [
+            "physical_dmg_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 5,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "critRate_",
+            "hp_",
+            "def_",
+            "heal_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Chiori": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 4,
+          "mainStatKey": "hp",
+          "level": 0,
+          "substats": [
+            {
+              "key": "atk",
+              "value": 11.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 60
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 0,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 299.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.8
+            },
+            {
+              "key": "def",
+              "value": 16.0
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 53
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 4,
+          "mainStatKey": "def_",
+          "level": 0,
+          "substats": [
+            {
+              "key": "atk_",
+              "value": 4.2
+            },
+            {
+              "key": "atk",
+              "value": 11.0
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 63
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "def_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 239.0
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 7.0
+            },
+            {
+              "key": "critRate_",
+              "value": 2.7
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 45
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "def_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 299.0
+            },
+            {
+              "key": "atk",
+              "value": 19.0
+            },
+            {
+              "key": "critRate_",
+              "value": 7.0
+            },
+            {
+              "key": "eleMas",
+              "value": 19.0
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 47
+        }
+      ],
+      "average_score": 18.16565656565657,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 4,
+            "mainStatKey": "hp",
+            "level": 0,
+            "substats": [
+              {
+                "key": "atk",
+                "value": 11.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 60
+          },
+          "score": 10.444444444444445
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 0,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 299.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.8
+              },
+              {
+                "key": "def",
+                "value": 16.0
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 53
+          },
+          "score": 22.161616161616163
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 4,
+            "mainStatKey": "def_",
+            "level": 0,
+            "substats": [
+              {
+                "key": "atk_",
+                "value": 4.2
+              },
+              {
+                "key": "atk",
+                "value": 11.0
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 63
+          },
+          "score": 9.333333333333334
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "def_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 239.0
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 7.0
+              },
+              {
+                "key": "critRate_",
+                "value": 2.7
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 45
+          },
+          "score": 22.962962962962965
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "def_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 299.0
+              },
+              {
+                "key": "atk",
+                "value": 19.0
+              },
+              {
+                "key": "critRate_",
+                "value": 7.0
+              },
+              {
+                "key": "eleMas",
+                "value": 19.0
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 47
+          },
+          "score": 25.92592592592593
+        }
+      ],
+      "er_info": {
+        "total_er": 105.8,
+        "meets_requirement": true,
+        "requirement_type": "100-110%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": true
+        },
+        "plume": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 4,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "def_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": true
+        },
+        "goblet": {
+          "total_available": 4,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp_",
+            "dendro_dmg_",
+            "def_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 4,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "critRate_",
+            "hp_",
+            "def_",
+            "heal_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_",
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    }
+  },
+  "Reverse Order": {
+    "Chiori": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 20,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 9.1
+            },
+            {
+              "key": "critDMG_",
+              "value": 12.4
+            },
+            {
+              "key": "atk",
+              "value": 37.0
+            },
+            {
+              "key": "atk_",
+              "value": 11.7
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 1
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 12,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 17.5
+            },
+            {
+              "key": "atk_",
+              "value": 9.9
+            },
+            {
+              "key": "def_",
+              "value": 7.3
+            },
+            {
+              "key": "eleMas",
+              "value": 21.0
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 18
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 4,
+          "mainStatKey": "def_",
+          "level": 0,
+          "substats": [
+            {
+              "key": "atk_",
+              "value": 4.2
+            },
+            {
+              "key": "atk",
+              "value": 11.0
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 63
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "def_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 239.0
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 7.0
+            },
+            {
+              "key": "critRate_",
+              "value": 2.7
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 45
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critRate_",
+          "level": 20,
+          "substats": [
+            {
+              "key": "def",
+              "value": 44.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 15.5
+            },
+            {
+              "key": "hp",
+              "value": 448.0
+            },
+            {
+              "key": "def_",
+              "value": 13.9
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 3
+        }
+      ],
+      "average_score": 44.991919191919195,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 20,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 9.1
+              },
+              {
+                "key": "critDMG_",
+                "value": 12.4
+              },
+              {
+                "key": "atk",
+                "value": 37.0
+              },
+              {
+                "key": "atk_",
+                "value": 11.7
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 1
+          },
+          "score": 67.34680134680136
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 12,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 17.5
+              },
+              {
+                "key": "atk_",
+                "value": 9.9
+              },
+              {
+                "key": "def_",
+                "value": 7.3
+              },
+              {
+                "key": "eleMas",
+                "value": 21.0
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 18
+          },
+          "score": 70.87205387205387
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 4,
+            "mainStatKey": "def_",
+            "level": 0,
+            "substats": [
+              {
+                "key": "atk_",
+                "value": 4.2
+              },
+              {
+                "key": "atk",
+                "value": 11.0
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 63
+          },
+          "score": 9.333333333333334
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "def_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 239.0
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 7.0
+              },
+              {
+                "key": "critRate_",
+                "value": 2.7
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 45
+          },
+          "score": 22.962962962962965
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critRate_",
+            "level": 20,
+            "substats": [
+              {
+                "key": "def",
+                "value": 44.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 15.5
+              },
+              {
+                "key": "hp",
+                "value": 448.0
+              },
+              {
+                "key": "def_",
+                "value": 13.9
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 3
+          },
+          "score": 54.44444444444445
+        }
+      ],
+      "er_info": {
+        "total_er": 126.6,
+        "meets_requirement": true,
+        "requirement_type": "100-110%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 3,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 4,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 7,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "enerRech_",
+            "hp_",
+            "def_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": true
+        },
+        "goblet": {
+          "total_available": 7,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "atk_",
+            "def_",
+            "hp_",
+            "dendro_dmg_",
+            "physical_dmg_"
+          ],
+          "suitable_main_stats_found": [
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 7,
+          "suitable_main_stats": 5,
+          "main_stats_found": [
+            "critRate_",
+            "heal_",
+            "def_",
+            "hp_",
+            "critDMG_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_",
+            "critDMG_",
+            "def_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Fischl": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 20,
+          "substats": [
+            {
+              "key": "eleMas",
+              "value": 19.0
+            },
+            {
+              "key": "atk_",
+              "value": 14.0
+            },
+            {
+              "key": "enerRech_",
+              "value": 23.3
+            },
+            {
+              "key": "hp_",
+              "value": 5.8
+            }
+          ],
+          "location": "Fischl",
+          "lock": true,
+          "id": 0
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 16,
+          "substats": [
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "enerRech_",
+              "value": 12.3
+            },
+            {
+              "key": "critRate_",
+              "value": 3.5
+            },
+            {
+              "key": "def",
+              "value": 65.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 8
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 5,
+          "mainStatKey": "atk_",
+          "level": 16,
+          "substats": [
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "hp",
+              "value": 448.0
+            },
+            {
+              "key": "critRate_",
+              "value": 6.6
+            },
+            {
+              "key": "enerRech_",
+              "value": 12.3
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 9
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "physical_dmg_",
+          "level": 11,
+          "substats": [
+            {
+              "key": "enerRech_",
+              "value": 5.8
+            },
+            {
+              "key": "hp_",
+              "value": 5.3
+            },
+            {
+              "key": "atk",
+              "value": 18.0
+            },
+            {
+              "key": "atk_",
+              "value": 10.5
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 30
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critDMG_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "hp_",
+              "value": 9.9
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.2
+            },
+            {
+              "key": "atk_",
+              "value": 8.2
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 24
+        }
+      ],
+      "average_score": 51.59057239057239,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 20,
+            "substats": [
+              {
+                "key": "eleMas",
+                "value": 19.0
+              },
+              {
+                "key": "atk_",
+                "value": 14.0
+              },
+              {
+                "key": "enerRech_",
+                "value": 23.3
+              },
+              {
+                "key": "hp_",
+                "value": 5.8
+              }
+            ],
+            "location": "Fischl",
+            "lock": true,
+            "id": 0
+          },
+          "score": 78.18181818181817
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 16,
+            "substats": [
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "enerRech_",
+                "value": 12.3
+              },
+              {
+                "key": "critRate_",
+                "value": 3.5
+              },
+              {
+                "key": "def",
+                "value": 65.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 8
+          },
+          "score": 52.255892255892256
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 5,
+            "mainStatKey": "atk_",
+            "level": 16,
+            "substats": [
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "hp",
+                "value": 448.0
+              },
+              {
+                "key": "critRate_",
+                "value": 6.6
+              },
+              {
+                "key": "enerRech_",
+                "value": 12.3
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 9
+          },
+          "score": 63.73737373737374
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "physical_dmg_",
+            "level": 11,
+            "substats": [
+              {
+                "key": "enerRech_",
+                "value": 5.8
+              },
+              {
+                "key": "hp_",
+                "value": 5.3
+              },
+              {
+                "key": "atk",
+                "value": 18.0
+              },
+              {
+                "key": "atk_",
+                "value": 10.5
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 30
+          },
+          "score": 35.05050505050505
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critDMG_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "hp_",
+                "value": 9.9
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.2
+              },
+              {
+                "key": "atk_",
+                "value": 8.2
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 24
+          },
+          "score": 28.72727272727273
+        }
+      ],
+      "er_info": {
+        "total_er": 158.9,
+        "meets_requirement": true,
+        "requirement_type": "off_field_every_rotation: 120-140%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 2,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 3,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 5,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "enerRech_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "goblet": {
+          "total_available": 6,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp_",
+            "dendro_dmg_",
+            "physical_dmg_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "physical_dmg_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 6,
+          "suitable_main_stats": 3,
+          "main_stats_found": [
+            "critRate_",
+            "heal_",
+            "def_",
+            "hp_",
+            "critDMG_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_",
+            "critDMG_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Escoffier": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 5,
+          "mainStatKey": "hp",
+          "level": 16,
+          "substats": [
+            {
+              "key": "def_",
+              "value": 5.1
+            },
+            {
+              "key": "critDMG_",
+              "value": 14.0
+            },
+            {
+              "key": "hp_",
+              "value": 16.9
+            },
+            {
+              "key": "enerRech_",
+              "value": 11.7
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 7
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 12,
+          "substats": [
+            {
+              "key": "def",
+              "value": 16.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 13.2
+            },
+            {
+              "key": "hp",
+              "value": 209.0
+            },
+            {
+              "key": "hp_",
+              "value": 9.9
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 19
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 5,
+          "mainStatKey": "atk_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "eleMas",
+              "value": 44.0
+            },
+            {
+              "key": "atk",
+              "value": 14.0
+            },
+            {
+              "key": "enerRech_",
+              "value": 11.7
+            },
+            {
+              "key": "critDMG_",
+              "value": 6.2
+            }
+          ],
+          "location": "Escoffier",
+          "lock": true,
+          "id": 21
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "atk_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "critRate_",
+              "value": 7.0
+            },
+            {
+              "key": "hp_",
+              "value": 5.3
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.2
+            },
+            {
+              "key": "hp",
+              "value": 508.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 22
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critRate_",
+          "level": 12,
+          "substats": [
+            {
+              "key": "hp_",
+              "value": 9.9
+            },
+            {
+              "key": "atk",
+              "value": 37.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 7.8
+            },
+            {
+              "key": "def",
+              "value": 19.0
+            }
+          ],
+          "location": "Furina",
+          "lock": true,
+          "id": 23
+        }
+      ],
+      "average_score": 32.0,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 5,
+            "mainStatKey": "hp",
+            "level": 16,
+            "substats": [
+              {
+                "key": "def_",
+                "value": 5.1
+              },
+              {
+                "key": "critDMG_",
+                "value": 14.0
+              },
+              {
+                "key": "hp_",
+                "value": 16.9
+              },
+              {
+                "key": "enerRech_",
+                "value": 11.7
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 7
+          },
+          "score": 49.562289562289564
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 12,
+            "substats": [
+              {
+                "key": "def",
+                "value": 16.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 13.2
+              },
+              {
+                "key": "hp",
+                "value": 209.0
+              },
+              {
+                "key": "hp_",
+                "value": 9.9
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 19
+          },
+          "score": 24.44444444444444
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 5,
+            "mainStatKey": "atk_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "eleMas",
+                "value": 44.0
+              },
+              {
+                "key": "atk",
+                "value": 14.0
+              },
+              {
+                "key": "enerRech_",
+                "value": 11.7
+              },
+              {
+                "key": "critDMG_",
+                "value": 6.2
+              }
+            ],
+            "location": "Escoffier",
+            "lock": true,
+            "id": 21
+          },
+          "score": 35.117845117845114
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "atk_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "critRate_",
+                "value": 7.0
+              },
+              {
+                "key": "hp_",
+                "value": 5.3
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.2
+              },
+              {
+                "key": "hp",
+                "value": 508.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 22
+          },
+          "score": 36.43097643097643
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critRate_",
+            "level": 12,
+            "substats": [
+              {
+                "key": "hp_",
+                "value": 9.9
+              },
+              {
+                "key": "atk",
+                "value": 37.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 7.8
+              },
+              {
+                "key": "def",
+                "value": 19.0
+              }
+            ],
+            "location": "Furina",
+            "lock": true,
+            "id": 23
+          },
+          "score": 14.444444444444446
+        }
+      ],
+      "er_info": {
+        "total_er": 128.6,
+        "meets_requirement": false,
+        "requirement_type": "180-200%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "plume": {
+          "total_available": 2,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 4,
+          "suitable_main_stats": 4,
+          "main_stats_found": [
+            "enerRech_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "enerRech_",
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "goblet": {
+          "total_available": 5,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "hp_",
+            "dendro_dmg_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "atk_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 5,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "critRate_",
+            "hp_",
+            "def_",
+            "heal_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    },
+    "Furina": {
+      "build": [
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "flower",
+          "rarity": 4,
+          "mainStatKey": "hp",
+          "level": 0,
+          "substats": [
+            {
+              "key": "atk",
+              "value": 11.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 60
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "plume",
+          "rarity": 5,
+          "mainStatKey": "atk",
+          "level": 0,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 299.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            },
+            {
+              "key": "enerRech_",
+              "value": 5.8
+            },
+            {
+              "key": "def",
+              "value": 16.0
+            }
+          ],
+          "location": "",
+          "lock": false,
+          "id": 53
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "sands",
+          "rarity": 5,
+          "mainStatKey": "enerRech_",
+          "level": 20,
+          "substats": [
+            {
+              "key": "def",
+              "value": 58.0
+            },
+            {
+              "key": "atk_",
+              "value": 4.7
+            },
+            {
+              "key": "critRate_",
+              "value": 6.2
+            },
+            {
+              "key": "hp",
+              "value": 508.0
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 2
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "goblet",
+          "rarity": 5,
+          "mainStatKey": "hp_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "hp",
+              "value": 269.0
+            },
+            {
+              "key": "eleMas",
+              "value": 16.0
+            },
+            {
+              "key": "enerRech_",
+              "value": 4.5
+            },
+            {
+              "key": "def",
+              "value": 21.0
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 44
+        },
+        {
+          "setKey": "GoldenTroupe",
+          "slotKey": "circlet",
+          "rarity": 5,
+          "mainStatKey": "critRate_",
+          "level": 4,
+          "substats": [
+            {
+              "key": "def_",
+              "value": 5.8
+            },
+            {
+              "key": "atk",
+              "value": 18.0
+            },
+            {
+              "key": "critDMG_",
+              "value": 7.0
+            },
+            {
+              "key": "hp_",
+              "value": 4.7
+            }
+          ],
+          "location": "",
+          "lock": true,
+          "id": 48
+        }
+      ],
+      "average_score": 16.851563251563256,
+      "artifact_scores": [
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "flower",
+            "rarity": 4,
+            "mainStatKey": "hp",
+            "level": 0,
+            "substats": [
+              {
+                "key": "atk",
+                "value": 11.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 60
+          },
+          "score": 0.0
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "plume",
+            "rarity": 5,
+            "mainStatKey": "atk",
+            "level": 0,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 299.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              },
+              {
+                "key": "enerRech_",
+                "value": 5.8
+              },
+              {
+                "key": "def",
+                "value": 16.0
+              }
+            ],
+            "location": "",
+            "lock": false,
+            "id": 53
+          },
+          "score": 16.463203463203463
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "sands",
+            "rarity": 5,
+            "mainStatKey": "enerRech_",
+            "level": 20,
+            "substats": [
+              {
+                "key": "def",
+                "value": 58.0
+              },
+              {
+                "key": "atk_",
+                "value": 4.7
+              },
+              {
+                "key": "critRate_",
+                "value": 6.2
+              },
+              {
+                "key": "hp",
+                "value": 508.0
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 2
+          },
+          "score": 31.026455026455025
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "goblet",
+            "rarity": 5,
+            "mainStatKey": "hp_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "hp",
+                "value": 269.0
+              },
+              {
+                "key": "eleMas",
+                "value": 16.0
+              },
+              {
+                "key": "enerRech_",
+                "value": 4.5
+              },
+              {
+                "key": "def",
+                "value": 21.0
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 44
+          },
+          "score": 13.360750360750362
+        },
+        {
+          "artifact": {
+            "setKey": "GoldenTroupe",
+            "slotKey": "circlet",
+            "rarity": 5,
+            "mainStatKey": "critRate_",
+            "level": 4,
+            "substats": [
+              {
+                "key": "def_",
+                "value": 5.8
+              },
+              {
+                "key": "atk",
+                "value": 18.0
+              },
+              {
+                "key": "critDMG_",
+                "value": 7.0
+              },
+              {
+                "key": "hp_",
+                "value": 4.7
+              }
+            ],
+            "location": "",
+            "lock": true,
+            "id": 48
+          },
+          "score": 23.407407407407412
+        }
+      ],
+      "er_info": {
+        "total_er": 162.1,
+        "meets_requirement": false,
+        "requirement_type": "180-200%"
+      },
+      "debug_info": {
+        "flower": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "hp"
+          ],
+          "suitable_main_stats_found": [
+            "hp"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": true
+        },
+        "plume": {
+          "total_available": 1,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "atk"
+          ],
+          "suitable_main_stats_found": [
+            "atk"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "sands": {
+          "total_available": 3,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "enerRech_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "enerRech_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "goblet": {
+          "total_available": 4,
+          "suitable_main_stats": 2,
+          "main_stats_found": [
+            "hp_",
+            "dendro_dmg_",
+            "atk_"
+          ],
+          "suitable_main_stats_found": [
+            "hp_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        },
+        "circlet": {
+          "total_available": 4,
+          "suitable_main_stats": 1,
+          "main_stats_found": [
+            "critRate_",
+            "hp_",
+            "def_",
+            "heal_"
+          ],
+          "suitable_main_stats_found": [
+            "critRate_"
+          ],
+          "sets_found": [
+            "GoldenTroupe"
+          ],
+          "required_sets": [
+            "GoldenTroupe"
+          ],
+          "used_4star_fallback": false
+        }
+      }
+    }
+  }
+}
\ No newline at end of file
diff --git a/interactive_optimizer.py b/interactive_optimizer.py
new file mode 100644
index 0000000..24b63ed
--- /dev/null
+++ b/interactive_optimizer.py
@@ -0,0 +1,340 @@
+import json
+import sys
+from typing import Dict, List, Tuple, Optional
+from artifact_optimizer import ArtifactOptimizer
+
+class InteractiveArtifactOptimizer:
+    def __init__(self):
+        self.optimizer = ArtifactOptimizer()
+        self.available_characters = []
+        
+    def load_data(self):
+        """Load artifact and character data"""
+        try:
+            self.optimizer.load_data('data.json', 'characters.json')
+            self.available_characters = list(self.optimizer.character_data.keys())
+            print("✅ Data loaded successfully!")
+            print(f"📦 Total artifacts: {len(self.optimizer.artifacts)}")
+            print(f"👥 Available characters: {len(self.available_characters)}")
+            return True
+        except FileNotFoundError as e:
+            print(f"❌ Error loading data: {e}")
+            print("Make sure 'data.json' and 'characters.json' are in the current directory.")
+            return False
+        except Exception as e:
+            print(f"❌ Unexpected error: {e}")
+            return False
+    
+    def display_character_info(self, character: str):
+        """Display detailed character information"""
+        char_data = self.optimizer.character_data.get(character, {})
+        
+        print(f"\n{'='*50}")
+        print(f"CHARACTER INFO: {character}")
+        print(f"{'='*50}")
+        
+        # ER Requirements
+        er_req = char_data.get('er_requirement', {})
+        print("🔋 Energy Recharge Requirements:")
+        if isinstance(er_req, dict) and 'min' in er_req:
+            print(f"   {er_req['min']}-{er_req.get('max', er_req['min'])}%")
+        elif isinstance(er_req, dict):
+            for scenario, req in er_req.items():
+                print(f"   {scenario}: {req['min']}-{req['max']}%")
+        else:
+            print("   No specific requirement")
+        
+        # Ideal Main Stats
+        ideal_stats = char_data.get('ideal_main_stats', {})
+        if ideal_stats:
+            print("\n🎯 Ideal Main Stats:")
+            for slot, stats in ideal_stats.items():
+                print(f"   {slot.capitalize()}: {', '.join(stats)}")
+        
+        # Substat Priority
+        substats = char_data.get('substat_priority', [])
+        if substats:
+            print(f"\n📊 Substat Priority: {' > '.join(substats)}")
+        
+        # Notes
+        notes = char_data.get('notes', [])
+        if notes:
+            print(f"\n📝 Notes:")
+            for note in notes:
+                print(f"   • {note}")
+    
+    def select_characters(self) -> List[str]:
+        """Interactive character selection"""
+        print(f"\n{'='*60}")
+        print("CHARACTER SELECTION")
+        print(f"{'='*60}")
+        
+        print("Available characters:")
+        for i, char in enumerate(self.available_characters, 1):
+            print(f"  {i}. {char}")
+        
+        selected_chars = []
+        
+        while True:
+            print(f"\n📋 Current priority order: {' -> '.join(selected_chars) if selected_chars else '(none)'}")
+            print(f"🎯 Remaining characters: {len(self.available_characters) - len(selected_chars)}")
+            
+            print("\nOptions:")
+            print("  • Enter character number to add to priority list")
+            print("  • Type character name directly")
+            print("  • 'info [character]' to view character details")
+            print("  • 'remove [position]' to remove from priority list")
+            print("  • 'done' to finish selection")
+            print("  • 'quit' to exit")
+            
+            choice = input("\n➤ Your choice: ").strip()
+            
+            if choice.lower() == 'quit':
+                sys.exit(0)
+            elif choice.lower() == 'done':
+                if selected_chars:
+                    break
+                else:
+                    print("❌ Please select at least one character!")
+                    continue
+            
+            elif choice.startswith('info '):
+                char_name = choice[5:].strip()
+                if char_name in self.available_characters:
+                    self.display_character_info(char_name)
+                else:
+                    print(f"❌ Character '{char_name}' not found!")
+            
+            elif choice.startswith('remove '):
+                try:
+                    pos = int(choice[7:].strip()) - 1
+                    if 0 <= pos < len(selected_chars):
+                        removed = selected_chars.pop(pos)
+                        print(f"✅ Removed {removed} from position {pos + 1}")
+                    else:
+                        print("❌ Invalid position!")
+                except ValueError:
+                    print("❌ Invalid position number!")
+            
+            elif choice.isdigit():
+                try:
+                    char_index = int(choice) - 1
+                    if 0 <= char_index < len(self.available_characters):
+                        char = self.available_characters[char_index]
+                        if char not in selected_chars:
+                            selected_chars.append(char)
+                            print(f"✅ Added {char} to priority position {len(selected_chars)}")
+                        else:
+                            print(f"⚠️ {char} is already in the priority list!")
+                    else:
+                        print("❌ Invalid character number!")
+                except ValueError:
+                    print("❌ Invalid input!")
+            
+            elif choice in self.available_characters:
+                if choice not in selected_chars:
+                    selected_chars.append(choice)
+                    print(f"✅ Added {choice} to priority position {len(selected_chars)}")
+                else:
+                    print(f"⚠️ {choice} is already in the priority list!")
+            
+            else:
+                print("❌ Invalid choice! Try again.")
+        
+        return selected_chars
+    
+    def get_optimization_settings(self) -> Dict:
+        """Get optimization settings from user"""
+        print(f"\n{'='*60}")
+        print("OPTIMIZATION SETTINGS")
+        print(f"{'='*60}")
+        
+        settings = {}
+        
+        # Ask about 4-star fallback
+        while True:
+            use_4star = input("Allow 4-star artifacts as fallback? (y/n) [default: y]: ").strip().lower()
+            if use_4star in ['', 'y', 'yes']:
+                settings['allow_4star_fallback'] = True
+                break
+            elif use_4star in ['n', 'no']:
+                settings['allow_4star_fallback'] = False
+                break
+            else:
+                print("❌ Please enter 'y' or 'n'")
+        
+        # Ask about ER flexibility
+        while True:
+            try:
+                er_flexibility = input("ER requirement flexibility (%) [default: 20]: ").strip()
+                if er_flexibility == '':
+                    settings['er_flexibility'] = 20
+                    break
+                else:
+                    settings['er_flexibility'] = float(er_flexibility)
+                    break
+            except ValueError:
+                print("❌ Please enter a valid number")
+        
+        return settings
+    
+    def run_optimization(self, character_priority: List[str], settings: Dict):
+        """Run the optimization process"""
+        print(f"\n{'='*60}")
+        print("RUNNING OPTIMIZATION")
+        print(f"{'='*60}")
+        
+        print(f"🎯 Character priority: {' -> '.join(character_priority)}")
+        print(f"⚙️ Settings: {settings}")
+        print("\nOptimizing...")
+        
+        # Run optimization
+        results = self.optimizer.optimize_builds(character_priority)
+        
+        # Display results
+        formatted_output = self.optimizer.format_results(results)
+        print(formatted_output)
+        
+        # Save results
+        filename = 'interactive_optimization_results.txt'
+        with open(filename, 'w') as f:
+            f.write("INTERACTIVE ARTIFACT OPTIMIZATION RESULTS\n")
+            f.write("="*60 + "\n")
+            f.write(f"Character Priority: {' -> '.join(character_priority)}\n")
+            f.write(f"Settings: {settings}\n")
+            f.write("="*60 + "\n\n")
+            f.write(formatted_output)
+        
+        print(f"\n💾 Results saved to '{filename}'")
+        
+        return results
+    
+    def show_summary_stats(self, results: Dict):
+        """Show summary statistics"""
+        print(f"\n{'='*60}")
+        print("SUMMARY STATISTICS")
+        print(f"{'='*60}")
+        
+        successful_builds = [data for data in results.values() if data['build'] is not None]
+        
+        if successful_builds:
+            scores = [data['average_score'] for data in successful_builds]
+            
+            print(f"📊 Build Quality Distribution:")
+            print(f"   Best build: {max(scores):.1f}/100")
+            print(f"   Worst build: {min(scores):.1f}/100")
+            print(f"   Average: {sum(scores)/len(scores):.1f}/100")
+            
+            # Quality tiers
+            tiers = {
+                'God-like (88+)': len([s for s in scores if s >= 88]),
+                'Insane (77+)': len([s for s in scores if 77 <= s < 88]),
+                'Amazing (66+)': len([s for s in scores if 66 <= s < 77]),
+                'Great (55+)': len([s for s in scores if 55 <= s < 66]),
+                'Good (44+)': len([s for s in scores if 44 <= s < 55]),
+                'Below 44': len([s for s in scores if s < 44])
+            }
+            
+            print(f"\n🏆 Quality Tiers:")
+            for tier, count in tiers.items():
+                if count > 0:
+                    print(f"   {tier}: {count} build(s)")
+        
+        # ER compliance
+        er_compliant = sum(1 for data in results.values() 
+                          if data['build'] and data['er_info']['meets_requirement'])
+        
+        print(f"\n⚡ Energy Recharge Compliance:")
+        print(f"   Builds meeting ER requirements: {er_compliant}/{len(results)}")
+    
+    def main_menu(self):
+        """Main interactive menu"""
+        print("="*60)
+        print("🎮 INTERACTIVE GENSHIN ARTIFACT OPTIMIZER")
+        print("="*60)
+        print("Based on the artifact scoring system by Sevy")
+        print("Automates the optimization process for multiple characters")
+        
+        if not self.load_data():
+            return
+        
+        while True:
+            print(f"\n{'='*40}")
+            print("MAIN MENU")
+            print(f"{'='*40}")
+            print("1. Start Optimization")
+            print("2. View Character Info")
+            print("3. View Available Characters")
+            print("4. Exit")
+            
+            choice = input("\n➤ Select option (1-4): ").strip()
+            
+            if choice == '1':
+                # Start optimization process
+                character_priority = self.select_characters()
+                if character_priority:
+                    settings = self.get_optimization_settings()
+                    results = self.run_optimization(character_priority, settings)
+                    self.show_summary_stats(results)
+                    
+                    # Ask if user wants to try again
+                    while True:
+                        again = input("\n🔄 Run another optimization? (y/n): ").strip().lower()
+                        if again in ['y', 'yes']:
+                            break
+                        elif again in ['n', 'no']:
+                            continue
+                        else:
+                            print("❌ Please enter 'y' or 'n'")
+                    
+                    if again in ['n', 'no']:
+                        break
+            
+            elif choice == '2':
+                # View character info
+                print("\nAvailable characters:")
+                for i, char in enumerate(self.available_characters, 1):
+                    print(f"  {i}. {char}")
+                
+                char_choice = input("\nEnter character name or number: ").strip()
+                
+                if char_choice.isdigit():
+                    try:
+                        char_index = int(char_choice) - 1
+                        if 0 <= char_index < len(self.available_characters):
+                            self.display_character_info(self.available_characters[char_index])
+                        else:
+                            print("❌ Invalid character number!")
+                    except ValueError:
+                        print("❌ Invalid input!")
+                elif char_choice in self.available_characters:
+                    self.display_character_info(char_choice)
+                else:
+                    print(f"❌ Character '{char_choice}' not found!")
+            
+            elif choice == '3':
+                # View available characters
+                print(f"\n📋 Available Characters ({len(self.available_characters)}):")
+                for char in sorted(self.available_characters):
+                    print(f"  • {char}")
+            
+            elif choice == '4':
+                print("\n👋 Thanks for using the Artifact Optimizer!")
+                break
+            
+            else:
+                print("❌ Invalid choice! Please select 1-4.")
+
+def main():
+    """Main entry point"""
+    optimizer = InteractiveArtifactOptimizer()
+    try:
+        optimizer.main_menu()
+    except KeyboardInterrupt:
+        print("\n\n👋 Optimization interrupted. Goodbye!")
+    except Exception as e:
+        print(f"\n❌ An error occurred: {e}")
+        print("Please check your data files and try again.")
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/optimization_results.txt b/optimization_results.txt
new file mode 100644
index 0000000..f540c19
--- /dev/null
+++ b/optimization_results.txt
@@ -0,0 +1,209 @@
+================================================================================
+ARTIFACT OPTIMIZATION RESULTS
+================================================================================
+
+==================== FURINA ====================
+📊 Average Artifact Score: 44.04/100
+✅ Energy Recharge: 180.3% (180-200%)
+
+📋 ARTIFACT BUILD:
+
+Flower (GoldenTroupe) - Level 16 ⭐⭐⭐⭐⭐
+  Main Stat: hp
+  Score: 87.12/100
+  Substats:
+    • def_: 5.1%
+    • critDMG_: 14.0%
+    • hp_: 16.9%
+    • enerRech_: 11.7%
+
+Feather (GoldenTroupe) - Level 16 ⭐⭐⭐⭐⭐
+  Main Stat: atk
+  Score: 52.26/100
+  Substats:
+    • critDMG_: 7.8%
+    • enerRech_: 12.3%
+    • critRate_: 3.5%
+    • def: 65
+
+Sands (GoldenTroupe) - Level 20 ⭐⭐⭐⭐⭐
+  Main Stat: enerRech_
+  Score: 31.03/100
+  Substats:
+    • def: 58
+    • atk_: 4.7%
+    • critRate_: 6.2%
+    • hp: 508
+
+Goblet (GoldenTroupe) - Level 4 ⭐⭐⭐⭐⭐
+  Main Stat: hp_
+  Score: 13.36/100
+  Substats:
+    • hp: 269
+    • eleMas: 16
+    • enerRech_: 4.5%
+    • def: 21
+
+Circlet (GoldenTroupe) - Level 12 ⭐⭐⭐⭐⭐
+  Main Stat: critRate_
+  Score: 36.44/100
+  Substats:
+    • hp_: 9.9%
+    • atk: 37
+    • critDMG_: 7.8%
+    • def: 19
+
+==================== ESCOFFIER ====================
+📊 Average Artifact Score: 52.89/100
+⚠️ Energy Recharge: 163.5% (180-200%)
+
+📋 ARTIFACT BUILD:
+
+Flower (GoldenTroupe) - Level 20 ⭐⭐⭐⭐⭐
+  Main Stat: hp
+  Score: 78.18/100
+  Substats:
+    • eleMas: 19
+    • atk_: 14.0%
+    • enerRech_: 23.3%
+    • hp_: 5.8%
+
+Feather (GoldenTroupe) - Level 12 ⭐⭐⭐⭐⭐
+  Main Stat: atk
+  Score: 57.35/100
+  Substats:
+    • enerRech_: 17.5%
+    • atk_: 9.9%
+    • def_: 7.3%
+    • eleMas: 21
+
+Sands (GoldenTroupe) - Level 16 ⭐⭐⭐⭐⭐
+  Main Stat: atk_
+  Score: 63.74/100
+  Substats:
+    • critDMG_: 7.8%
+    • hp: 448
+    • critRate_: 6.6%
+    • enerRech_: 12.3%
+
+Goblet (GoldenTroupe) - Level 12 ⭐⭐⭐⭐⭐
+  Main Stat: atk_
+  Score: 36.43/100
+  Substats:
+    • critRate_: 7.0%
+    • hp_: 5.3%
+    • enerRech_: 5.2%
+    • hp: 508
+
+Circlet (GoldenTroupe) - Level 12 ⭐⭐⭐⭐⭐
+  Main Stat: critDMG_
+  Score: 28.73/100
+  Substats:
+    • hp_: 9.9%
+    • enerRech_: 5.2%
+    • atk_: 8.2%
+    • def: 21
+
+==================== FISCHL ====================
+📊 Average Artifact Score: 38.13/100
+✅ Energy Recharge: 126.6% (off_field_every_rotation: 120-140%)
+
+📋 ARTIFACT BUILD:
+
+Flower (GoldenTroupe) - Level 20 ⭐⭐⭐⭐⭐
+  Main Stat: hp
+  Score: 67.35/100
+  Substats:
+    • enerRech_: 9.1%
+    • critDMG_: 12.4%
+    • atk: 37
+    • atk_: 11.7%
+
+Feather (GoldenTroupe) - Level 12 ⭐⭐⭐⭐⭐
+  Main Stat: atk
+  Score: 24.44/100
+  Substats:
+    • def: 16
+    • critDMG_: 13.2%
+    • hp: 209
+    • hp_: 9.9%
+
+Sands (GoldenTroupe) - Level 12 ⭐⭐⭐⭐⭐
+  Main Stat: atk_
+  Score: 35.12/100
+  Substats:
+    • eleMas: 44
+    • atk: 14
+    • enerRech_: 11.7%
+    • critDMG_: 6.2%
+
+Goblet (GoldenTroupe) - Level 11 ⭐⭐⭐⭐⭐
+  Main Stat: physical_dmg_
+  Score: 35.05/100
+  Substats:
+    • enerRech_: 5.8%
+    • hp_: 5.3%
+    • atk: 18
+    • atk_: 10.5%
+
+Circlet (GoldenTroupe) - Level 20 ⭐⭐⭐⭐⭐
+  Main Stat: critRate_
+  Score: 28.70/100
+  Substats:
+    • def: 44
+    • critDMG_: 15.5%
+    • hp: 448
+    • def_: 13.9%
+
+==================== CHIORI ====================
+📊 Average Artifact Score: 18.17/100
+✅ Energy Recharge: 105.8% (100-110%)
+
+📋 ARTIFACT BUILD:
+
+Flower (GoldenTroupe) - Level 0 ⭐⭐⭐⭐
+  Main Stat: hp
+  Score: 10.44/100
+  Substats:
+    • atk: 11
+    • atk_: 4.7%
+
+Feather (GoldenTroupe) - Level 0 ⭐⭐⭐⭐⭐
+  Main Stat: atk
+  Score: 22.16/100
+  Substats:
+    • hp: 299
+    • atk_: 4.7%
+    • enerRech_: 5.8%
+    • def: 16
+
+Sands (GoldenTroupe) - Level 0 ⭐⭐⭐⭐
+  Main Stat: def_
+  Score: 9.33/100
+  Substats:
+    • atk_: 4.2%
+    • atk: 11
+
+Goblet (GoldenTroupe) - Level 4 ⭐⭐⭐⭐⭐
+  Main Stat: def_
+  Score: 22.96/100
+  Substats:
+    • hp: 239
+    • def: 21
+    • critDMG_: 7.0%
+    • critRate_: 2.7%
+
+Circlet (GoldenTroupe) - Level 4 ⭐⭐⭐⭐⭐
+  Main Stat: def_
+  Score: 25.93/100
+  Substats:
+    • hp: 299
+    • atk: 19
+    • critRate_: 7.0%
+    • eleMas: 19
+
+==================== SUMMARY ====================
+Characters processed: 4
+Successful builds: 4
+Failed builds: 0
+Average build quality: 38.31/100
\ No newline at end of file