Initial commit

app.py

@@ -209,12 +209,20 @@ def index():
             faculty_df = pd.read_csv(faculty_file)
 
             # Validate columns in faculty data
-            required_faculty_columns = {'Name', 'Department', 'Post', 'Years_of_Experience', 'Degree_Held',
-                                        'Research_Count', 'Publications_Count', 'Skills'}
+            required_faculty_columns = {'Name', 'Department', 'Post', 'Years_of_', 'Degree_He',
+                                      'Research_', 'Publication', 'Skills'}
             missing_faculty_columns = required_faculty_columns - set(faculty_df.columns)
             if missing_faculty_columns:
                 return render_template('index.html',
-                                       error=f"Error: The faculty CSV is missing the following columns: {', '.join(missing_faculty_columns)}")
+                                    error=f"Error: The faculty CSV is missing the following columns: {', '.join(missing_faculty_columns)}")
+
+            # Update column references throughout the code
+            faculty_df = faculty_df.rename(columns={
+                'Years_of_': 'Years_of_Experience',
+                'Degree_He': 'Degree_Held',
+                'Research_': 'Research_Count',
+                'Publication': 'Publications_Count'
+            })
 
             # Calculate grades
             faculty_df['Grade'] = faculty_df.apply(lambda row: calculate_grades(row, WEIGHTS), axis=1)
@@ -235,9 +243,9 @@ def index():
             graph_data = [
                 {
                     "title": "Count of Faculty by Department",
-                    "data": faculty_df['Department'].value_counts().reset_index(name='count'),
-                    "graph": lambda df: px.bar(df, x='Department', y='count', title="Count of Faculty by Department",
-                                               labels={'Department': 'Department', 'count': 'Count'}),
+                    "data": faculty_df['Department'].value_counts().reset_index(),
+                    "graph": lambda df: px.bar(df, x='index', y='count', title="Count of Faculty by Department",
+                                               labels={'index': 'Department', 'count': 'Count'}),
                     "query": "Provide insights into the distribution of faculty across departments based on this data."
                 },
                 {