add more columns

app.py

@@ -243,6 +243,65 @@ def create_html_output(job_result: Dict, resume_results: List[Dict]) -> str:
     # Check if we have multiple resumes to display summary table
     multiple_resumes = len(resume_results) > 1
     
+    # Calculate leadership and collaboration counts, and total experience for each resume
+    leadership_counts = []
+    collaboration_counts = []
+    total_experiences = []
+    skill_experience_maps = []
+    
+    for resume_result in resume_results:
+        # Count leadership and collaboration sentences
+        leadership_count = 0
+        collaboration_count = 0
+        
+        # Calculate total experience
+        total_experience = 0
+        skill_experience = {}
+        
+        if 'roles' in resume_result:
+            for role in resume_result['roles']:
+                # Count quality scores
+                if 'quality_scores' in role:
+                    for score in role['quality_scores']:
+                        if score['is_leadership']:
+                            leadership_count += 1
+                        elif score['is_collaboration']:
+                            collaboration_count += 1
+                
+                # Calculate experience duration
+                if 'dates' in role and role['dates']:
+                    start_date = role['dates'].get('date_started', '')
+                    end_date = role['dates'].get('date_ended', '')
+                    
+                    try:
+                        # Try to extract years from dates
+                        start_year = int(''.join(filter(str.isdigit, start_date[-4:]))) if start_date else 0
+                        end_year = int(''.join(filter(str.isdigit, end_date[-4:]))) if end_date and end_date.lower() != 'present' else time.localtime().tm_year
+                        
+                        years_in_role = max(0, end_year - start_year)
+                        total_experience += years_in_role
+                        
+                        # Calculate experience per skill
+                        for skill in role.get('skills', []):
+                            skill_name = skill.get('name', '').lower()
+                            if skill_name:
+                                if skill_name in skill_experience:
+                                    skill_experience[skill_name] += years_in_role
+                                else:
+                                    skill_experience[skill_name] = years_in_role
+                    except:
+                        # Skip if date parsing fails
+                        pass
+        
+        leadership_counts.append(leadership_count)
+        collaboration_counts.append(collaboration_count)
+        total_experiences.append(total_experience)
+        skill_experience_maps.append(skill_experience)
+    
+    # Calculate averages for leadership and collaboration
+    avg_leadership = sum(leadership_counts) / len(leadership_counts) if leadership_counts else 0
+    avg_collaboration = sum(collaboration_counts) / len(collaboration_counts) if collaboration_counts else 0
+    
     # Create summary table if multiple resumes
     if multiple_resumes:
         html += "<h3>Match Summary</h3>"
@@ -250,6 +309,10 @@ def create_html_output(job_result: Dict, resume_results: List[Dict]) -> str:
         html += "<tr style='background-color: #eee;'><th style='padding: 8px; text-align: left; border: 1px solid #ddd;'>Resume</th>"
         html += "<th style='padding: 8px; text-align: center; border: 1px solid #ddd;'>Skills Matched</th>"
         html += "<th style='padding: 8px; text-align: center; border: 1px solid #ddd;'>Match Percentage</th>"
+        html += "<th style='padding: 8px; text-align: center; border: 1px solid #ddd;'>Leadership</th>"
+        html += "<th style='padding: 8px; text-align: center; border: 1px solid #ddd;'>Collaboration</th>"
+        html += "<th style='padding: 8px; text-align: center; border: 1px solid #ddd;'>Years of Experience</th>"
+        html += "<th style='padding: 8px; text-align: center; border: 1px solid #ddd;'>Category</th>"
         html += "<th style='padding: 8px; text-align: center; border: 1px solid #ddd;'>Actions</th></tr>"
         
         for i, resume_result in enumerate(resume_results, 1):
@@ -259,12 +322,35 @@ def create_html_output(job_result: Dict, resume_results: List[Dict]) -> str:
             match_count = len(matched_skills)
             match_percentage = round((match_count / job_result['total_skills'] * 100) if job_result['total_skills'] > 0 else 0, 1)
             
+            # Get leadership and collaboration counts
+            leadership_count = leadership_counts[i-1]
+            collaboration_count = collaboration_counts[i-1]
+            
+            # Get total experience and determine category
+            total_experience = total_experiences[i-1]
+            if total_experience < 3:
+                category = "Entry"
+            elif total_experience < 5:
+                category = "Intermediate"
+            else:
+                category = "Advanced"
+            
+            # Add quality modifier if 50% above average
+            if leadership_count > avg_leadership * 1.5:
+                category = f"Quality {category} (Leadership)"
+            elif collaboration_count > avg_collaboration * 1.5:
+                category = f"Quality {category} (Collaboration)"
+            
             # Add row to summary table
             html += f"<tr><td style='padding: 8px; border: 1px solid #ddd;'>Resume {i}</td>"
             html += f"<td style='padding: 8px; text-align: center; border: 1px solid #ddd;'>{match_count}/{job_result['total_skills']}</td>"
             html += f"<td style='padding: 8px; text-align: center; border: 1px solid #ddd;'>{match_percentage}%</td>"
+            html += f"<td style='padding: 8px; text-align: center; border: 1px solid #ddd;'>{leadership_count}</td>"
+            html += f"<td style='padding: 8px; text-align: center; border: 1px solid #ddd;'>{collaboration_count}</td>"
+            html += f"<td style='padding: 8px; text-align: center; border: 1px solid #ddd;'>{total_experience}</td>"
+            html += f"<td style='padding: 8px; text-align: center; border: 1px solid #ddd;'>{category}</td>"
             html += f"<td style='padding: 8px; text-align: center; border: 1px solid #ddd;'>"
-            html += f"<button onclick=\"document.getElementById('resume-detail-{i}').style.display = document.getElementById('resume-detail-{i}').style.display === 'none' ? 'block' : 'none';\">Toggle Details</button>"
+            html += f"<button onclick=\"document.getElementById('resume-detail-{i}').style.display = document.getElementById('resume-detail-{i}').style.display === 'none' ? 'block' : 'none';\" style='background-color: #4CAF50; color: white; padding: 6px 12px; border: none; border-radius: 4px; cursor: pointer; font-size: 14px;'>Toggle Details</button>"
             html += "</td></tr>"
         
         html += "</table>"
@@ -282,6 +368,29 @@ def create_html_output(job_result: Dict, resume_results: List[Dict]) -> str:
             match_percentage = round((match_count / job_result['total_skills'] * 100) if job_result['total_skills'] > 0 else 0, 1)
             
             html += f"<p><strong>Skills Matched:</strong> {match_count}/{job_result['total_skills']} ({match_percentage}%)</p>"
+            
+            # Show leadership and collaboration counts
+            leadership_count = leadership_counts[i-1]
+            collaboration_count = collaboration_counts[i-1]
+            total_experience = total_experiences[i-1]
+            
+            if total_experience < 3:
+                category = "Entry"
+            elif total_experience < 5:
+                category = "Intermediate"
+            else:
+                category = "Advanced"
+            
+            # Add quality modifier if 50% above average
+            if leadership_count > avg_leadership * 1.5:
+                category = f"Quality {category} (Leadership)"
+            elif collaboration_count > avg_collaboration * 1.5:
+                category = f"Quality {category} (Collaboration)"
+                
+            html += f"<p><strong>Leadership Sentences:</strong> {leadership_count}</p>"
+            html += f"<p><strong>Collaboration Sentences:</strong> {collaboration_count}</p>"
+            html += f"<p><strong>Total Years of Experience:</strong> {total_experience}</p>"
+            html += f"<p><strong>Category:</strong> {category}</p>"
         
         # Detailed resume section with visibility control
         html += f"<div id='resume-detail-{i}' style='margin-bottom: 20px; padding: 10px; border: 1px solid #ddd; border-radius: 5px; display: {display_style};'>"
@@ -290,12 +399,20 @@ def create_html_output(job_result: Dict, resume_results: List[Dict]) -> str:
         # Display all skills found in the resume
         html += "<p><strong>Skills Found:</strong></p>"
         html += "<div style='background-color: #f0f0f0; padding: 10px; border-radius: 5px;'>"
+        
+        # Get skill experience map for this resume
+        skill_experience = skill_experience_maps[i-1]
+        
         for skill in resume_result['skills']:
             # Highlight matched skills
             is_match = skill['text'].lower() in job_skills
             bg_color = "#c8e6c9" if is_match else "#e0e0e0"  # Green tint for matches
             
-            html += f"<span style='background-color: {bg_color}; padding: 2px 5px; margin: 2px; border-radius: 3px; display: inline-block;'>{skill['text']}</span>"
+            # Add years of experience for this skill if available
+            skill_years = skill_experience.get(skill['text'].lower(), 0)
+            experience_text = f" ({skill_years} years)" if skill_years > 0 else ""
+            
+            html += f"<span style='background-color: {bg_color}; padding: 2px 5px; margin: 2px; border-radius: 3px; display: inline-block;'>{skill['text']}{experience_text}</span>"
         html += "</div>"
         
         # Job roles section