added website category classification

ui.py

@@ -6,6 +6,9 @@ from transformers import pipeline
 sentiment_analysis_model = "lxyuan/distilbert-base-multilingual-cased-sentiments-student"
 sentiment_analyzer = pipeline("sentiment-analysis", model=sentiment_analysis_model)
 
+website_class_model = "alimazhar-110/website_classification"
+website_class_analyzer = pipeline("text-classification", model=website_class_model)
+
 # History list to store past results
 history = []
 
@@ -13,22 +16,29 @@ def submit_for_analysis():
     input_text = text_entry.get("1.0", tk.END).strip()
     if input_text:
         try:
-            res = sentiment_analyzer(input_text)
-            label = res[0]['label'].capitalize()
-            score = round(res[0]['score'], 3)
-            result_text.set(f"Result: {label} statement\nStatement's score: {score}")
-            color = "#FFCCCC" if label.lower() == "negative" else "#CCFFCC"
-            result_label.config(background=color)
-            
-            # Update history by appending new entries
-            history.append((input_text, label, score))
-            
-            # Update the history display
+            sentiment_result = sentiment_analyzer(input_text)
+            website_result = website_class_analyzer(input_text)
+
+            # Sentiment analysis results
+            sentiment_label = sentiment_result[0]["label"].capitalize()
+            sentiment_score = round(sentiment_result[0]["score"], 3)
+            sentiment_color = "#FFCCCC" if sentiment_label.lower() == "negative" else "#CCFFCC"
+            sentiment_result_text.set(f"Sentiment: {sentiment_label} statement\nScore: {sentiment_score}")
+            sentiment_result_label.config(background=sentiment_color)
+
+            # Website classification results
+            website_type = website_result[0]["label"]
+            website_confidence = round(website_result[0]["score"], 3)
+            website_results_text.set(f"Website Category: {website_type}\nConfidence: {website_confidence}")
+
+            # Update history
+            history.append((input_text, sentiment_label, sentiment_score, website_type, website_confidence))
             update_history_display()
             
         except Exception as e:
             messagebox.showerror("Error", str(e))
-            result_text.set("")
+            sentiment_result_text.set("")
+            website_results_text.set("")
     else:
         messagebox.showinfo("Info", "Please enter some text to analyze.")
 
@@ -36,14 +46,14 @@ def update_history_display():
     history_text.config(state=tk.NORMAL)  # Enable the widget before updating
     history_text.delete("1.0", tk.END)  # Clear the existing content
     for i, entry in enumerate(reversed(history)):
-        input_text, label, score = entry
-        history_text.insert(tk.END, f"{i+1}. \"{input_text}\" - {label} ({score})\n\n")
+        input_text, sentiment_label, sentiment_score, website_type, website_confidence = entry
+        history_text.insert(tk.END, f"{i+1}. \"{input_text}\" - Sentiment: {sentiment_label} ({sentiment_score}), Website Category: {website_type} (Confidence: {website_confidence})\n\n")
     history_text.config(state=tk.DISABLED)  # Disable the widget after updating
 
 # Create the main window
 window = tk.Tk()
-window.geometry("700x900")  # Increased height to accommodate history area
-window.title("Sentiment Analyzer")
+window.geometry("700x1000")  # Adjusted height to accommodate additional features
+window.title("Sentiment and Website Category Analyzer")
 
 # Styling
 style = ttk.Style()
@@ -52,24 +62,20 @@ style.theme_use('clam')
 # Header Frame
 header_frame = ttk.Frame(window, padding="10")
 header_frame.pack(fill='x')
-
-header_label = ttk.Label(header_frame, text="Sentiment Analyzer", font=("Helvetica", 16))
+header_label = ttk.Label(header_frame, text="Sentiment and Website Category Analyzer", font=("Helvetica", 16))
 header_label.pack()
 
 # Text Entry Frame
 text_frame = ttk.Frame(window, padding="10")
 text_frame.pack(fill='x')
-
 text_entry = tk.Text(text_frame, width=80, height=10)
 text_entry.pack(padx=5, pady=5)
 
 # Buttons Frame
 buttons_frame = ttk.Frame(window, padding="10")
 buttons_frame.pack(fill='x')
-
 analyze_button = ttk.Button(buttons_frame, text="Analyze", command=submit_for_analysis)
 analyze_button.pack(side='left', padx=5)
-
 exit_button = ttk.Button(buttons_frame, text="Exit", command=window.quit)
 exit_button.pack(side='right', padx=5)
 
@@ -77,9 +83,13 @@ exit_button.pack(side='right', padx=5)
 result_frame = ttk.Frame(window, padding="10")
 result_frame.pack(fill='both', expand=True)
 
-result_text = tk.StringVar()
-result_label = ttk.Label(result_frame, textvariable=result_text, font=("Helvetica", 12), background="#DDDDDD", wraplength=500)
-result_label.pack(padx=5, pady=5, fill='both')
+sentiment_result_text = tk.StringVar()
+sentiment_result_label = ttk.Label(result_frame, textvariable=sentiment_result_text, font=("Helvetica", 12), background="#DDDDDD", wraplength=500)
+sentiment_result_label.pack(padx=5, pady=5, fill='both')
+
+website_results_text = tk.StringVar()
+website_results_label = ttk.Label(result_frame, textvariable=website_results_text, font=("Helvetica", 12), background="#DDDDDD", wraplength=500)
+website_results_label.pack(padx=5, pady=5, fill='both')
 
 # History Frame
 history_frame = ttk.Frame(window, padding="10")
@@ -95,4 +105,4 @@ history_text = tk.Text(history_frame, width=80, height=10, yscrollcommand=scroll
 history_text.pack(side='left', padx=5, pady=5, fill='both', expand=True)
 scrollbar.config(command=history_text.yview)
 
-window.mainloop()
+window.mainloop()
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