diff --git a/DisplayWindow.py b/DisplayWindow.py
index 3d1ac33e566a843835c112793d97380f23e7e307..61a8f63ac5ff415bd07858947e541a95b14481b0 100644
--- a/DisplayWindow.py
+++ b/DisplayWindow.py
@@ -5,10 +5,27 @@ import pyqtgraph as pg
 from PyQt6.QtWidgets import (QApplication, QMainWindow, QWidget,
                              QVBoxLayout, QHBoxLayout, QGridLayout,
                              QLabel, QPushButton, QSlider, QDateTimeEdit,
-                             QLineEdit, QComboBox, QDateEdit)
+                             QLineEdit, QComboBox, QDateEdit, QTabWidget)
 from PyQt6.QtGui import QPalette, QColor, QIcon
 
 
+class MyTabs(QMainWindow):
+    def __init__(self):
+        super().__init__()
+
+        # Create your custom pages (e.g., TradeView and OrderView)
+        trade_view = MainWindow()
+        order_view = Advanced()
+
+        # Create a tab widget
+        tab_widget = QTabWidget(self)
+        tab_widget.addTab(trade_view, "Main")
+        tab_widget.addTab(order_view, "Advanced")
+
+        # Set the central widget
+        self.setCentralWidget(tab_widget)
+
+
 class MainWindow(QMainWindow):
 
     def __init__(self):
@@ -24,51 +41,110 @@ class MainWindow(QMainWindow):
         grid_layout = QGridLayout(central_widget)
 
         # Create labels and input fields
-        self.labels_text = ['Date', 'Airline', 'Destination', 'Model Start Year']
-        self.input_fields = [QDateEdit(self), QComboBox(self), QComboBox(self), QComboBox(self)]
-        self.input_fields[1].addItems(RegressionModel.airlines)
-        self.input_fields[2].addItems(RegressionModel.destinations)
-        self.input_fields[3].addItems(list(map(str, RegressionModel.model_years)))
+        self.labels_text = ['Cut', 'Colour', 'Clarity', 'Carat', 'Depth', 'Table', 'X', 'Y', 'Z']
+        self.input_fields = [QComboBox(self), QComboBox(self), QComboBox(self), QLineEdit(self),
+                             QLineEdit(self), QLineEdit(self), QLineEdit(self), QLineEdit(self),
+                             QLineEdit(self)]
+        self.input_fields[0].addItems(RegressionModel.cut)
+        self.input_fields[1].addItems(RegressionModel.colors)
+        self.input_fields[2].addItems(RegressionModel.clarity)
+        # add a button to capture all the data
+        self.calculate_button = QPushButton('Calculate Price', self)
+        self.calculate_button.clicked.connect(self.update_values)
 
         # Add labels and input fields to the grid layout
-        for i in range(4):
+        for i in range(len(self.labels_text)):
             label = QLabel(self.labels_text[i], self)
             grid_layout.addWidget(label, 0, i)
             grid_layout.addWidget(self.input_fields[i], 1, i)
 
-        # Connect signals
-        for i in range(len(self.input_fields)):
-            if i == 0:
-                self.input_fields[i].dateChanged.connect(self.update_values)
-            else:
-                self.input_fields[i].currentTextChanged.connect(self.update_values)
-
         # Create a plot widget
         graphWidget = pg.PlotWidget(self)
         graphWidget.setBackground('w')
-        graphWidget.plot(RegressionModel.selected_day, RegressionModel.delay)
+        graphWidget.plot([1, 2, 3], [6, 8, 2])
 
         # Add the plot widget to the grid layout
-        grid_layout.addWidget(graphWidget, 2, 0, 1, 4)
-        grid_layout.addWidget(QLabel("EXPECTED DELAY: ", self), 3, 0, 1, 1)
-        # Remember to add the delay value here
+        grid_layout.addWidget(self.calculate_button, 2, 0, 1, 2)
+        grid_layout.addWidget(graphWidget, 3, 0, 1, 9)
+        grid_layout.addWidget(QLabel("Predicted Price: ", self), 4, 0, 1, 1)
+        grid_layout.addWidget(QLabel(str(RegressionModel.price), self), 4, 2, 1, 1)
+        # Remember to add the predicted price
 
         self.setWindowTitle('Assistance Systems')
         self.show()
 
     def update_values(self):
-        menu_items = {0: "date", 1: "airline", 2: "destination", 3: "years to model"}
-        sender = self.sender()
-        for i in range(4):
-            if sender == self.input_fields[i]:
-                RegressionModel.GUI_selections[menu_items[i]] = sender.currentText() if i != 0 \
-                    else sender.dateTime()
-                print(RegressionModel.GUI_selections[menu_items[i]])
+        menu_items = {0: 'cut', 1: 'color', 2: 'clarity', 3: 'carat', 4: 'depth', 5: 'table',
+                      6: 'x', 7: 'y', 8: 'z'}
+        for key,value in menu_items.items():
+            print(key)
+            if key < 3:
+                RegressionModel.GUI_selections[value] = self.input_fields[key].currentText()
+            else:
+                RegressionModel.GUI_selections[value] = self.input_fields[key].text()
+            print(RegressionModel.GUI_selections)
+
+
+class Advanced(QMainWindow):
+
+    def __init__(self):
+        super().__init__()
+        self.setWindowIcon(QIcon("icon.ico"))
+        self.setMinimumSize(720, 640)
+    #
+    #     # Create a central widget
+    #     central_widget = QWidget(self)
+    #     self.setCentralWidget(central_widget)
+    #
+    #     # Create a grid layout and set it to the central widget
+    #     grid_layout = QGridLayout(central_widget)
+    #
+    #     # Create labels and input fields
+    #     self.labels_text = ['Date', 'Airline', 'Destination', 'Model Start Year']
+    #     self.input_fields = [QDateEdit(self), QComboBox(self), QComboBox(self), QComboBox(self)]
+    #     self.input_fields[1].addItems(RegressionModel.airlines)
+    #     self.input_fields[2].addItems(RegressionModel.destinations)
+    #     self.input_fields[3].addItems(list(map(str, RegressionModel.model_years)))
+    #
+    #     # Add labels and input fields to the grid layout
+    #     for i in range(4):
+    #         label = QLabel(self.labels_text[i], self)
+    #         grid_layout.addWidget(label, 0, i)
+    #         grid_layout.addWidget(self.input_fields[i], 1, i)
+    #
+    #     # Connect signals
+    #     for i in range(len(self.input_fields)):
+    #         if i == 0:
+    #             self.input_fields[i].dateChanged.connect(self.update_values)
+    #         else:
+    #             self.input_fields[i].currentTextChanged.connect(self.update_values)
+    #
+    #     # Create a plot widget
+    #     graphWidget = pg.PlotWidget(self)
+    #     graphWidget.setBackground('w')
+    #     graphWidget.plot(RegressionModel.selected_day, RegressionModel.delay)
+    #
+    #     # Add the plot widget to the grid layout
+    #     grid_layout.addWidget(graphWidget, 2, 0, 1, 4)
+    #     grid_layout.addWidget(QLabel("EXPECTED DELAY: ", self), 3, 0, 1, 1)
+    #     # Remember to add the delay value here
+    #
+    #     self.setWindowTitle('Assistance Systems')
+    #     self.show()
+    #
+    # def update_values(self):
+    #     menu_items = {0: "date", 1: "airline", 2: "destination", 3: "years to model"}
+    #     sender = self.sender()
+    #     for i in range(4):
+    #         if sender == self.input_fields[i]:
+    #             RegressionModel.GUI_selections[menu_items[i]] = sender.currentText() if i != 0 \
+    #                 else sender.dateTime()
+    #             print(RegressionModel.GUI_selections[menu_items[i]])
 
 
 app = QApplication(sys.argv)
 
-window = MainWindow()
+window = MyTabs()
 window.show()
 
 app.exec()
diff --git a/RegressionModel.py b/RegressionModel.py
index be40be0462e4f0c468115e9809ce9d8c034ba8a0..d683c35dc714897c82218dc4a82884ef1d080a60 100644
--- a/RegressionModel.py
+++ b/RegressionModel.py
@@ -3,16 +3,13 @@ import random
 import pandas as pd
 import json
 
-delaytime = []
-with open('destination_cities.json', 'r') as f:
-    destinations = json.load(f)
 
-with open('airlines.json', 'r') as f:
-  airlines = json.load(f)
-  
-model_years = list(i for i in range(2018, 2023))
-selected_day = list(range(366))
-delay = list(delaytime)
-# Shared Data from GUI
-# GUI_selections = {"date": "", "airline": "", "destination": "", "years to model": ""}
-GUI_selections = {"date": "", "destination": "", "years to model": ""}
+
+diamonds = pd.read_csv('diamonds.csv')
+cut = list(diamonds["cut"].unique())
+colors = list(diamonds["color"].unique())
+clarity = list(diamonds["clarity"].unique())
+GUI_selections = {}
+price_caret = []
+price = 0
+