Update app.py

app.py

@@ -472,47 +472,47 @@ def format_results(analysis_result):
         
         {f'''
         <div class="alert-warning">
-            ⚠️ <strong>Verification Required:</strong> Low confidence score detected. Please verify the extracted information.
+            &#9888; <strong>Verification Required:</strong> Low confidence score detected. Please verify the extracted information.
         </div>
         ''' if analysis_result["verification_needed"] else ''}
         
         <div class="grid grid-cols-2 gap-4">
             <div class="space-y-4">
                 <div class="entity-section">
-                    <h4>👤 People Detected</h4>
+                    <h4>People Detected</h4>
                     <ul>{''.join(f'<li>{person}</li>' for person in analysis_result['entities']['people']) or '<li>None detected</li>'}</ul>
                 </div>
                 
                 <div class="entity-section">
-                    <h4>🏢 Organizations</h4>
+                    <h4>Organizations</h4>
                     <ul>{''.join(f'<li>{org}</li>' for org in analysis_result['entities']['organizations']) or '<li>None detected</li>'}</ul>
                 </div>
                 
                 <div class="entity-section">
-                    <h4>📍 Locations</h4>
+                    <h4>Locations</h4>
                     <ul>{''.join(f'<li>{loc}</li>' for loc in analysis_result['entities']['locations']) or '<li>None detected</li>'}</ul>
                 </div>
             </div>
             
             <div class="space-y-4">
                 <div class="entity-section">
-                    <h4>🕒 Temporal References</h4>
+                    <h4>Temporal References</h4>
                     <ul>{''.join(f'<li>{time}</li>' for time in analysis_result['entities']['temporal']) or '<li>None detected</li>'}</ul>
                 </div>
                 
                 <div class="entity-section">
-                    <h4># Hashtags</h4>
+                    <h4>Hashtags</h4>
                     <ul>{''.join(f'<li>{tag}</li>' for tag in analysis_result['entities']['hashtags']) or '<li>None detected</li>'}</ul>
                 </div>
                 
                 {f'''
                 <div class="entity-section">
-                    <h4>🔗 Entity Relationships</h4>
+                    <h4>Entity Relationships</h4>
                     <ul>
                         {''.join(f"""
                         <li class="mb-2">
-                            <strong>{rel['source']}</strong> →
-                            <span class="text-blue-600">{rel['type'].replace('_to_', ' → ')}</span>
+                            <strong>{rel['source']}</strong> &rarr;
+                            <span class="text-blue-600">{rel['type'].replace('_to_', ' to ')}</span> &rarr;
                             <strong>{rel['target']}</strong>
                             <br/>
                             <small class="text-gray-600">Confidence: {int(rel['confidence'] * 100)}%</small>
@@ -526,13 +526,13 @@ def format_results(analysis_result):
         
         {f'''
         <div class="alert-success mt-4">
-            ✅ <strong>Event Validated:</strong> The extracted information meets confidence thresholds.
+            &#9989; <strong>Event Validated:</strong> The extracted information meets confidence thresholds.
         </div>
         ''' if not analysis_result["verification_needed"] else ''}
         
         {f'''
         <div class="related-events">
-            <h4>🔄 Related Events</h4>
+            <h4>Related Events</h4>
             <ul>
                 {''.join(f"""
                 <li class="mb-2">
@@ -551,7 +551,7 @@ def format_results(analysis_result):
         ''' if analysis_result.get('related_events') else ''}
         
         <div class="entity-stats mt-4 p-4 bg-gray-50 rounded-lg">
-            <h4 class="mb-2">📊 Analysis Metrics</h4>
+            <h4 class="mb-2">Analysis Metrics</h4>
             <div class="grid grid-cols-3 gap-4 text-sm">
                 <div>
                     <strong>Confidence Breakdown:</strong>