Update app.py

app.py

@@ -69,28 +69,28 @@ traits = {
         'formula_pos_mult': 5,
         'formula_reverse_mult': 3,
         'formula_reverse_const': 12,
-        'min_score': 2,   # Calculated as (1*5) + (12 - (5*3)) = 5 + (12 - 15) = 5 - 3 = 2
-        'max_score': 34   # Calculated as (5*5) + (12 - (1*3)) = 25 + (12 - 3) = 25 + 9 = 34
+        'min_score': 2,   # (1*5) + (12 - (5*3)) = 5 + (12 - 15) = 5 - 3 = 2
+        'max_score': 34   # (5*5) + (12 - (1*3)) = 25 + (12 - 3) = 25 + 9 = 34
     },
     'Agreeableness': {
         'positive': [7, 17, 22, 32, 42],
         'reverse': [2, 12, 27, 37],
         'threshold': 1,
         'formula_pos_mult': 5,
-        'formula_reverse_mult':4,
-        'formula_reverse_const':16,
-        'min_score': 5,    # (1*5) + (16 - (5*4)) = 5 + (16 - 20) = 5 - 4 = 1
-        'max_score': 41    # (5*5) + (16 - (1*4)) = 25 + (16 - 4) = 25 + 12 = 37
+        'formula_reverse_mult': 4,
+        'formula_reverse_const': 16,
+        'min_score': 1,    # (1*5) + (16 - (5*4)) = 5 + (16 - 20) = 5 - 4 = 1
+        'max_score': 37    # (5*5) + (16 - (1*4)) = 25 + (16 - 4) = 25 + 12 = 37
     },
     'Conscientiousness': {
         'positive': [3, 13, 28, 33, 38],
         'reverse': [8, 18, 23, 43],
         'threshold': 1,
-        'formula_pos_mult':5,
-        'formula_reverse_mult':4,
-        'formula_reverse_const':16,
-        'min_score': 1,    # (1*5) + (16 - (5*4)) = 5 + (16 - 20) = 5 -4 =1
-        'max_score': 37    # (5*5) + (16 - (1*4)) =25 + (16-4)=25+12=37
+        'formula_pos_mult': 5,
+        'formula_reverse_mult': 4,
+        'formula_reverse_const': 16,
+        'min_score': 1,    # (1*5) + (16 - (5*4)) = 5 + (16 - 20) = 5 - 4 = 1
+        'max_score': 37    # (5*5) + (16 - (1*4)) = 25 + (16 - 4) = 25 + 12 = 37
     },
     'Neuroticism':{
         'positive':[4, 14, 19, 29, 39],
@@ -99,8 +99,8 @@ traits = {
         'formula_pos_mult':5,
         'formula_reverse_mult':3,
         'formula_reverse_const':12,
-        'min_score':2,     # (1*5) + (12 - (5*3)) =5 + (12-15)=5-3=2
-        'max_score':32     # (5*5) + (12 - (1*3))=25 + (12-3)=25+9=34
+        'min_score':2,     # (1*5) + (12 - (5*3)) = 5 + (12 - 15) = 5 - 3 = 2
+        'max_score':34     # (5*5) + (12 - (1*3)) = 25 + (12 - 3) = 25 + 9 = 34
     },
     'Openness':{
         'positive':[5, 10, 15, 20, 25, 30, 40, 44],
@@ -109,32 +109,42 @@ traits = {
         'formula_pos_mult':8,
         'formula_reverse_mult':2,
         'formula_reverse_const':8,
-        'min_score':8,     # (1*8) + (8 - (5*2)) =8 + (8-10)=8-2=6
-        'max_score':48     # (5*8) + (8 - (1*2))=40 + (8-2)=40+6=46
+        'min_score':6,     # (1*8) + (8 - (5*2)) = 8 + (8 - 10) = 8 - 2 = 6
+        'max_score':46     # (5*8) + (8 - (1*2)) = 40 + (8 - 2) = 40 + 6 = 46
     }
 }
 
-# Define explanations for each trait based on high or low scores
+# Define explanations for each trait based on score category
 explanations = {
     'Extraversion': {
-        'high': "You are highly outgoing, energetic, and enjoy being around people. You thrive in social situations and are often perceived as enthusiastic and lively.",
-        'low': "You are more reserved and prefer solitary activities. You might find large social gatherings draining and enjoy deep, meaningful interactions over casual conversations."
+        'low': "You are more reserved and prefer solitary activities. You might find large social gatherings draining and enjoy deep, meaningful interactions over casual conversations.",
+        'medium_low': "You have a balanced approach to social interactions. While you enjoy spending time with others, you also value your alone time and can adapt to different social settings.",
+        'medium_high': "You are fairly outgoing and enjoy social interactions, but you also appreciate moments of solitude. You strike a good balance between being sociable and introspective.",
+        'high': "You are highly outgoing, energetic, and enjoy being around people. You thrive in social situations and are often perceived as enthusiastic and lively."
     },
     'Agreeableness': {
-        'high': "You are compassionate, cooperative, and value getting along with others. You tend to be trusting and considerate, often putting others' needs before your own.",
-        'low': "You are more competitive and skeptical, prioritizing your own needs and viewpoints. You might be seen as direct or even confrontational in your interactions."
+        'low': "You are more competitive and skeptical, prioritizing your own needs and viewpoints. You might be seen as direct or even confrontational in your interactions.",
+        'medium_low': "You balance assertiveness with cooperativeness. While you can stand up for yourself, you also recognize the value of collaboration and compromise.",
+        'medium_high': "You are generally cooperative and considerate but also maintain your own opinions and boundaries. You strive to get along with others while asserting your needs when necessary.",
+        'high': "You are compassionate, cooperative, and value getting along with others. You tend to be trusting and considerate, often putting others' needs before your own."
     },
     'Conscientiousness': {
-        'high': "You are organized, dependable, and have a strong sense of duty. You strive for achievement and are meticulous in your work, often planning ahead and following through on commitments.",
-        'low': "You are more spontaneous and flexible, potentially preferring to adapt as situations arise rather than sticking to a strict plan. You might find rigid structures stifling."
+        'low': "You are more spontaneous and flexible, potentially preferring to adapt as situations arise rather than sticking to a strict plan. You might find rigid structures stifling.",
+        'medium_low': "You exhibit a moderate level of organization and dependability. You can be both disciplined and adaptable, adjusting your approach based on the situation.",
+        'medium_high': "You are generally organized and dependable but also allow for flexibility when needed. You balance meticulousness with adaptability, ensuring tasks are completed while accommodating changes.",
+        'high': "You are organized, dependable, and have a strong sense of duty. You strive for achievement and are meticulous in your work, often planning ahead and following through on commitments."
     },
     'Neuroticism':{
-        'high': "You tend to experience emotions like anxiety, sadness, and mood swings more frequently. You might be more sensitive to stress and prone to feeling overwhelmed.",
-        'low': "You are generally calm, resilient, and emotionally stable. You handle stress well and are less likely to experience negative emotions intensely."
+        'low': "You are generally calm, resilient, and emotionally stable. You handle stress well and are less likely to experience negative emotions intensely.",
+        'medium_low': "You maintain a good level of emotional stability but may occasionally experience stress or negative emotions. Overall, you manage your emotions effectively.",
+        'medium_high': "You experience emotional fluctuations more frequently but still retain the ability to manage and cope with stress. You are aware of your emotions and work towards maintaining balance.",
+        'high': "You tend to experience emotions like anxiety, sadness, and mood swings more frequently. You might be more sensitive to stress and prone to feeling overwhelmed."
     },
     'Openness':{
-        'high': "You are imaginative, curious, and open to new experiences. You appreciate art, creativity, and value intellectual exploration and novelty.",
-        'low': "You prefer routine and familiarity, valuing practicality and straightforwardness over abstract ideas. You might be more focused on tangible outcomes rather than theoretical concepts."
+        'low': "You prefer routine and familiarity, valuing practicality and straightforwardness over abstract ideas. You might be more focused on tangible outcomes rather than theoretical concepts.",
+        'medium_low': "You have a balanced approach to new experiences. While you appreciate some creativity and novelty, you also value tradition and established methods.",
+        'medium_high': "You are quite open to new experiences and enjoy exploring creative and intellectual pursuits. You balance your curiosity with practicality, allowing you to adapt and innovate when necessary.",
+        'high': "You are imaginative, curious, and open to new experiences. You appreciate art, creativity, and value intellectual exploration and novelty."
     }
 }
 
@@ -162,9 +172,14 @@ def compute_bfi_scores(*args):
         if total_missing > info['threshold']:
             scores[trait] = "Incomplete"
         else:
+            # Reverse the reverse-scored items
+            reversed_rev_values = []
+            for r in rev_items:
+                if r is not None:
+                    reversed_rev_values.append(6 - r)  # Reverse the score: 1↔5, 2↔4, 3↔3
             # Compute means, ignoring None
             pos_values = [x for x in pos_items if x is not None]
-            rev_values = [x for x in rev_items if x is not None]
+            rev_values = [x for x in reversed_rev_values if x is not None]
 
             mean_pos = sum(pos_values) / len(pos_values) if pos_values else 0
             mean_rev = sum(rev_values) / len(rev_values) if rev_values else 0
@@ -184,20 +199,32 @@ def compute_bfi_scores(*args):
         if score == "Incomplete":
             markdown_output += "Insufficient responses to compute this trait.\n\n"
         else:
-            markdown_output += f"**Score**: {score}\n\n"
-            # Determine if the score is high or low based on midpoint
-            midpoint = (traits[trait]['min_score'] + traits[trait]['max_score']) / 2
-            if score >= midpoint:
-                markdown_output += f"{explanations[trait]['high']}\n\n"
+            markdown_output += f"**Score**: {score} (Range: {traits[trait]['min_score']} - {traits[trait]['max_score']})\n\n"
+            # Determine the score category based on the trait's score range
+            min_s = traits[trait]['min_score']
+            max_s = traits[trait]['max_score']
+            midpoint_low = min_s + (max_s - min_s) / 3
+            midpoint_high = min_s + 2 * (max_s - min_s) / 3
+
+            if score < midpoint_low:
+                category = 'low'
+            elif score < midpoint_high:
+                category = 'medium_low'
+            elif score < midpoint_high + (max_s - min_s)/3:
+                category = 'medium_high'
             else:
-                markdown_output += f"{explanations[trait]['low']}\n\n"
+                category = 'high'
+
+            # Assign explanations based on the category
+            explanation = explanations[trait].get(category, "")
+            markdown_output += f"{explanation}\n\n"
             trait_names.append(trait)
             trait_scores.append(score)
-    
+
     # Generate bar chart
     image = None
     if trait_scores:
-        fig, ax = plt.subplots(figsize=(10, 6))
+        fig, ax = plt.subplots(figsize=(12, 7))
         bars = ax.bar(trait_names, trait_scores, color='skyblue')
         ax.set_ylim(0, max(trait_scores) + 10)
         ax.set_ylabel('Score')