Update app.py

app.py

@@ -2,6 +2,11 @@ import pickle
 import numpy as np
 import streamlit as st
 from tensorflow.keras.models import load_model
+import warnings
+
+warnings.filterwarnings("ignore", category=UserWarning)
+
+st.set_page_config(layout='wide')
 
 def load_essential_models(scaler_6_path, scaler_8_path, scaler_full_path, clf_6_path, clf_8_path, clf_full_path):
     scaler_6 = pickle.load(open(file=scaler_6_path, mode='rb'))
@@ -20,10 +25,10 @@ def convert_prediction(prediction):
     else:
         return 'L'
 
-scaler_6, scaler_8, scaler_21, clf_6, clf_8, clf_21 = load_essential_models(scaler_6_path='./Models/6/scaler.pkl', scaler_8_path='./Models/8/scaler.pkl', scaler_full_path='./Models/21/scaler.pkl', clf_6_path='./Models/6/svc_fs_tune.pkl', clf_8_path='./Models/8/ANN_8.h5', clf_full_path='./Models/21/ANNs_full.h5')
-
 st.title('Demo System for Vietnamese Woman Bra Size Classifier')
 
+scaler_6, scaler_8, scaler_21, clf_6, clf_8, clf_21 = load_essential_models(scaler_6_path='./Models/6/scaler.pkl', scaler_8_path='./Models/8/scaler.pkl', scaler_full_path='./Models/21/scaler.pkl', clf_6_path='./Models/6/svc_fs_tune.pkl', clf_8_path='./Models/8/ANN_8.h5', clf_full_path='./Models/21/ANNs_full.h5')
+
 header_col_1, header_col_2 = st.columns([3, 2])
 num_of_features = header_col_1.selectbox(label='Please select the number of measurements you have:', options=['6 measurements', '8 measurements', '21 measurements'])
 
@@ -33,126 +38,126 @@ if num_of_features == '6 measurements':
     sample_options_6 = header_col_2.selectbox(label='Sample options:', options=['Sample 1 (Small)', 'Sample 2 (Medium)', 'Sample 3 (Large)'])
     container_col_1, container_col_2, container_col_3 = st.columns([1, 1, 1])
     if sample_options_6 == 'Sample 1 (Small)':
-        vtn = container_col_1.number_input(label='Your vtn: ', value=82.00, min_value=0.00, step=0.01)
-        vn = container_col_2.number_input(label='Your vn:', value=82.40, min_value=0.00, step=0.01)
-        vcn = container_col_3.number_input(label='Your vcn:', value=73.10, min_value=0.00, step=0.01)
-        cl = container_col_1.number_input(label='Your cl:', value=9.30, min_value=0.00, step=0.01)
-        ttp = container_col_2.number_input(label='Your ttp:', value=325.6, min_value=0.00, step=0.01)
-        ttt = container_col_3.number_input(label='Your ttt:', value=325.6, min_value=0.00, step=0.01)
+        vtn = container_col_1.number_input(label='Upper bust circumference (cm):', value=82.00, min_value=0.00, step=0.01)
+        vn = container_col_2.number_input(label='Bust circumference (cm):', value=82.40, min_value=0.00, step=0.01)
+        vcn = container_col_3.number_input(label='Chest circumference (cm):', value=73.10, min_value=0.00, step=0.01)
+        cl = container_col_1.number_input(label='Size difference (cm):', value=9.30, min_value=0.00, step=0.01)
+        ttp = container_col_2.number_input(label='Volume of right breast (cm3):', value=325.6, min_value=0.00, step=0.01)
+        ttt = container_col_3.number_input(label='Volume of left breast (cm3):', value=325.6, min_value=0.00, step=0.01)
     elif sample_options_6 == 'Sample 2 (Medium)':
-        vtn = container_col_1.number_input(label='Your vtn: ', value=77.20, min_value=0.00, step=0.01)
-        vn = container_col_2.number_input(label='Your vn:', value=78.60, min_value=0.00, step=0.01)
-        vcn = container_col_3.number_input(label='Your vcn:', value=66.50, min_value=0.00, step=0.01)
-        cl = container_col_1.number_input(label='Your cl:', value=12.10, min_value=0.00, step=0.01)
-        ttp = container_col_2.number_input(label='Your ttp:', value=388.80, min_value=0.00, step=0.01)
-        ttt = container_col_3.number_input(label='Your ttt:', value=324.60, min_value=0.00, step=0.01)
+        vtn = container_col_1.number_input(label='Upper bust circumference (cm):', value=77.20, min_value=0.00, step=0.01)
+        vn = container_col_2.number_input(label='Bust circumference (cm):', value=78.60, min_value=0.00, step=0.01)
+        vcn = container_col_3.number_input(label='Chest circumference (cm):', value=66.50, min_value=0.00, step=0.01)
+        cl = container_col_1.number_input(label='Size difference (cm):', value=12.10, min_value=0.00, step=0.01)
+        ttp = container_col_2.number_input(label='Volume of right breast (cm3):', value=388.80, min_value=0.00, step=0.01)
+        ttt = container_col_3.number_input(label='Volume of left breast (cm3):', value=324.60, min_value=0.00, step=0.01)
     else:
-        vtn = container_col_1.number_input(label='Your vtn: ', value=86.50, min_value=0.00, step=0.01)
-        vn = container_col_2.number_input(label='Your vn:', value=88.00, min_value=0.00, step=0.01)
-        vcn = container_col_3.number_input(label='Your vcn:', value=74.00, min_value=0.00, step=0.01)
-        cl = container_col_1.number_input(label='Your cl:', value=14.00, min_value=0.00, step=0.01)
-        ttp = container_col_2.number_input(label='Your ttp:', value=451.30, min_value=0.00, step=0.01)
-        ttt = container_col_3.number_input(label='Your ttt:', value=471.60, min_value=0.00, step=0.01)
+        vtn = container_col_1.number_input(label='Upper bust circumference (cm):', value=86.50, min_value=0.00, step=0.01)
+        vn = container_col_2.number_input(label='Bust circumference (cm):', value=88.00, min_value=0.00, step=0.01)
+        vcn = container_col_3.number_input(label='Chest circumference (cm):', value=74.00, min_value=0.00, step=0.01)
+        cl = container_col_1.number_input(label='Size difference (cm):', value=14.00, min_value=0.00, step=0.01)
+        ttp = container_col_2.number_input(label='Volume of right breast (cm3):', value=451.30, min_value=0.00, step=0.01)
+        ttt = container_col_3.number_input(label='Volume of left breast (cm3):', value=471.60, min_value=0.00, step=0.01)
 
 elif num_of_features == '8 measurements':
     sample_options_8 = header_col_2.selectbox(label='Sample options:', options=['Sample 1 (Small)', 'Sample 2 (Medium)', 'Sample 3 (Large)'])
     container_col_1, container_col_2, container_col_3, container_col_4 = st.columns([1, 1, 1, 1])
     if sample_options_8 == 'Sample 1 (Small)':
-        ttp = container_col_1.number_input(label='Your ttp:', value=287.50, min_value=0.00, step=0.01)
-        cl = container_col_2.number_input(label='Your cl:', value=7.00, min_value=0.00, step=0.01)
-        cnnp = container_col_3.number_input(label='Your cnnp:', value=8.50, min_value=0.00, step=0.01)
-        vn = container_col_4.number_input(label='Your vn:', value=74.50, min_value=0.00, step=0.01)
-        vtn = container_col_1.number_input(label='Your vtn: ', value=74.00, min_value=0.00, step=0.01)
-        cnnt = container_col_2.number_input(label='Your cnnt:', value=8.90, min_value=0.00, step=0.01)
-        cntp = container_col_3.number_input(label='Your cntp:', value=8.50, min_value=0.00, step=0.01)
-        vcn = container_col_4.number_input(label='Your vcn:', value=67.50, min_value=0.00, step=0.01)
+        ttp = container_col_1.number_input(label='Volume of right breast (cm3):', value=287.50, min_value=0.00, step=0.01)
+        cl = container_col_2.number_input(label='Size difference (cm):', value=7.00, min_value=0.00, step=0.01)
+        cnnp = container_col_3.number_input(label='Outer right breast curve (cm):', value=8.50, min_value=0.00, step=0.01)
+        vn = container_col_4.number_input(label='Bust circumference (cm):', value=74.50, min_value=0.00, step=0.01)
+        vtn = container_col_1.number_input(label='Upper bust circumference (cm):', value=74.00, min_value=0.00, step=0.01)
+        cnnt = container_col_2.number_input(label='Outer left breast curve (cm):', value=8.90, min_value=0.00, step=0.01)
+        cntp = container_col_3.number_input(label='Inner right breast curve (cm):', value=8.50, min_value=0.00, step=0.01)
+        vcn = container_col_4.number_input(label='Chest circumference (cm):', value=67.50, min_value=0.00, step=0.01)
     elif sample_options_8 == 'Sample 2 (Medium)':
-        ttp = container_col_1.number_input(label='Your ttp:', value=489.60, min_value=0.00, step=0.01)
-        cl = container_col_2.number_input(label='Your cl:', value=13.00, min_value=0.00, step=0.01)
-        cnnp = container_col_3.number_input(label='Your cnnp:', value=12.40, min_value=0.00, step=0.01)
-        vn = container_col_4.number_input(label='Your vn:', value=78.30, min_value=0.00, step=0.01)
-        vtn = container_col_1.number_input(label='Your vtn: ', value=77.20, min_value=0.00, step=0.01)
-        cnnt = container_col_2.number_input(label='Your cnnt:', value=11.60, min_value=0.00, step=0.01)
-        cntp = container_col_3.number_input(label='Your cntp:', value=8.70, min_value=0.00, step=0.01)
-        vcn = container_col_4.number_input(label='Your vcn:', value=65.30, min_value=0.00, step=0.01)
+        ttp = container_col_1.number_input(label='Volume of right breast (cm3):', value=489.60, min_value=0.00, step=0.01)
+        cl = container_col_2.number_input(label='Size difference (cm):', value=13.00, min_value=0.00, step=0.01)
+        cnnp = container_col_3.number_input(label='Outer right breast curve (cm):', value=12.40, min_value=0.00, step=0.01)
+        vn = container_col_4.number_input(label='Bust circumference (cm):', value=78.30, min_value=0.00, step=0.01)
+        vtn = container_col_1.number_input(label='Upper bust circumference (cm):', value=77.20, min_value=0.00, step=0.01)
+        cnnt = container_col_2.number_input(label='Outer left breast curve (cm):', value=11.60, min_value=0.00, step=0.01)
+        cntp = container_col_3.number_input(label='Inner right breast curve (cm):', value=8.70, min_value=0.00, step=0.01)
+        vcn = container_col_4.number_input(label='Chest circumference (cm):', value=65.30, min_value=0.00, step=0.01)
     else:
-        ttp = container_col_1.number_input(label='Your ttp:', value=568.2, min_value=0.00, step=0.01)
-        cl = container_col_2.number_input(label='Your cl:', value=13.7, min_value=0.00, step=0.01)
-        cnnp = container_col_3.number_input(label='Your cnnp:', value=14.0, min_value=0.00, step=0.01)
-        vn = container_col_4.number_input(label='Your vn:', value=88.7, min_value=0.00, step=0.01)
-        vtn = container_col_1.number_input(label='Your vtn: ', value=86.5, min_value=0.00, step=0.01)
-        cnnt = container_col_2.number_input(label='Your cnnt:', value=12.5, min_value=0.00, step=0.01)
-        cntp = container_col_3.number_input(label='Your cntp:', value=10.7, min_value=0.00, step=0.01)
-        vcn = container_col_4.number_input(label='Your vcn:', value=75.0, min_value=0.00, step=0.01)
+        ttp = container_col_1.number_input(label='Volume of right breast (cm3):', value=568.2, min_value=0.00, step=0.01)
+        cl = container_col_2.number_input(label='Size difference (cm):', value=13.7, min_value=0.00, step=0.01)
+        cnnp = container_col_3.number_input(label='Outer right breast curve (cm):', value=14.0, min_value=0.00, step=0.01)
+        vn = container_col_4.number_input(label='Bust circumference (cm):', value=88.7, min_value=0.00, step=0.01)
+        vtn = container_col_1.number_input(label='Upper bust circumference (cm):', value=86.5, min_value=0.00, step=0.01)
+        cnnt = container_col_2.number_input(label='Outer left breast curve (cm):', value=12.5, min_value=0.00, step=0.01)
+        cntp = container_col_3.number_input(label='Inner right breast curve (cm):', value=10.7, min_value=0.00, step=0.01)
+        vcn = container_col_4.number_input(label='Chest circumference (cm):', value=75.0, min_value=0.00, step=0.01)
 else:
     sample_options_21 = header_col_2.selectbox(label='Sample options:', options=['Sample 1 (Small)', 'Sample 2 (Medium)', 'Sample 3 (Large)'])
     container_col_1, container_col_2, container_col_3, container_col_4, container_col_5 = st.columns([1, 1, 1, 1, 1])
     if sample_options_21 == 'Sample 1 (Small)':
-        h = container_col_1.number_input(label='Your h:', value=158.50, min_value=0.00, step=0.01)
-        w = container_col_2.number_input(label='Your w:', value=44.00, min_value=0.00, step=0.01)
-        bmi = container_col_3.number_input(label='Your bmi:', value=17.50, min_value=0.00, step=0.01)
-        vtn = container_col_4.number_input(label='Your vtn: ', value=75.40, min_value=0.00, step=0.01)
-        vn = container_col_5.number_input(label='Your vn:', value=81.10, min_value=0.00, step=0.01)
-        vcn = container_col_1.number_input(label='Your vcn:', value=74.80, min_value=0.00, step=0.01)
-        cn = container_col_2.number_input(label='Your cn:', value=14.50, min_value=0.00, step=0.01)
-        cnnp = container_col_3.number_input(label='Your cnnp:', value=13.80, min_value=0.00, step=0.01)
-        cnnt = container_col_4.number_input(label='Your cnnt:', value=14.40, min_value=0.00, step=0.01)
-        cntp = container_col_5.number_input(label='Your cntp:', value=8.60, min_value=0.00, step=0.01)
-        cntt = container_col_1.number_input(label='Your cntt:', value=8.40, min_value=0.00, step=0.01)
-        ccnp = container_col_2.number_input(label='Your ccnp:', value=21.50, min_value=0.00, step=0.01)
-        ccnt = container_col_3.number_input(label='Your ccnt:', value=21.20, min_value=0.00, step=0.01)
-        snt = container_col_4.number_input(label='Your snt:', value=8.90, min_value=0.00, step=0.01)
-        sndp = container_col_5.number_input(label='Your sndp:', value=6.50, min_value=0.00, step=0.01)
-        sndt = container_col_1.number_input(label='Your sndt:', value=6.50, min_value=0.00, step=0.01)
-        xup = container_col_2.number_input(label='Your xup:', value=21.80, min_value=0.00, step=0.01)
-        xut = container_col_3.number_input(label='Your xut:', value=21.10, min_value=0.00, step=0.01)
-        cl = container_col_4.number_input(label='Your cl:', value=6.30, min_value=0.00, step=0.01)
-        ttp = container_col_5.number_input(label='Your ttp:', value=325.10, min_value=0.00, step=0.01)
-        ttt = container_col_3.number_input(label='Your ttt:', value=335.70, min_value=0.00, step=0.01)
+        h = container_col_1.number_input(label='Height (cm):', value=158.50, min_value=0.00, step=0.01)
+        w = container_col_2.number_input(label='Weight (kg):', value=44.00, min_value=0.00, step=0.01)
+        bmi = container_col_3.number_input(label='BMI (kg/h^2):', value=17.50, min_value=0.00, step=0.01)
+        vtn = container_col_4.number_input(label='Upper bust circumference (cm): ', value=75.40, min_value=0.00, step=0.01)
+        vn = container_col_5.number_input(label='Bust circumference (cm):', value=81.10, min_value=0.00, step=0.01)
+        vcn = container_col_1.number_input(label='Chest circumference (cm):', value=74.80, min_value=0.00, step=0.01)
+        cn = container_col_2.number_input(label='Distance between nipple points (cm):', value=14.50, min_value=0.00, step=0.01)
+        cnnp = container_col_3.number_input(label='Outer right breast curve (cm):', value=13.80, min_value=0.00, step=0.01)
+        cnnt = container_col_4.number_input(label='Outer left breast curve (cm):', value=14.40, min_value=0.00, step=0.01)
+        cntp = container_col_5.number_input(label='Inner right breast curve (cm):', value=8.60, min_value=0.00, step=0.01)
+        cntt = container_col_1.number_input(label='Inner left breast curve (cm):', value=8.40, min_value=0.00, step=0.01)
+        ccnp = container_col_2.number_input(label='Right breast curve (cm):', value=21.50, min_value=0.00, step=0.01)
+        ccnt = container_col_3.number_input(label='Left breast curve (cm):', value=21.20, min_value=0.00, step=0.01)
+        snt = container_col_4.number_input(label='Upper breast projection (cm):', value=8.90, min_value=0.00, step=0.01)
+        sndp = container_col_5.number_input(label='Lower right breast projection (cm):', value=6.50, min_value=0.00, step=0.01)
+        sndt = container_col_1.number_input(label='Lower left breast projection (cm):', value=6.50, min_value=0.00, step=0.01)
+        xup = container_col_2.number_input(label='Distance from sternum to right nipple point (cm):', value=21.80, min_value=0.00, step=0.01)
+        xut = container_col_3.number_input(label='Distance from sternum to left nipple point (cm):', value=21.10, min_value=0.00, step=0.01)
+        cl = container_col_4.number_input(label='Size difference (cm):', value=6.30, min_value=0.00, step=0.01)
+        ttp = container_col_5.number_input(label='Volume of right breast (cm3):', value=325.10, min_value=0.00, step=0.01)
+        ttt = container_col_3.number_input(label='Volume of left breast (cm3):', value=335.70, min_value=0.00, step=0.01)
     elif sample_options_21 == 'Sample 2 (Medium)':
-        h = container_col_1.number_input(label='Your h:', value=163.00, min_value=0.00, step=0.01)
-        w = container_col_2.number_input(label='Your w:', value=43.00, min_value=0.00, step=0.01)
-        bmi = container_col_3.number_input(label='Your bmi:', value=16.20, min_value=0.00, step=0.01)
-        vtn = container_col_4.number_input(label='Your vtn: ', value=76.00, min_value=0.00, step=0.01)
-        vn = container_col_5.number_input(label='Your vn:', value=79.00, min_value=0.00, step=0.01)
-        vcn = container_col_1.number_input(label='Your vcn:', value=64.00, min_value=0.00, step=0.01)
-        cn = container_col_2.number_input(label='Your cn:', value=16.50, min_value=0.00, step=0.01)
-        cnnp = container_col_3.number_input(label='Your cnnp:', value=13.10, min_value=0.00, step=0.01)
-        cnnt = container_col_4.number_input(label='Your cnnt:', value=12.60, min_value=0.00, step=0.01)
-        cntp = container_col_5.number_input(label='Your cntp:', value=9.20, min_value=0.00, step=0.01)
-        cntt = container_col_1.number_input(label='Your cntt:', value=9.10, min_value=0.00, step=0.01)
-        ccnp = container_col_2.number_input(label='Your ccnp:', value=19.80, min_value=0.00, step=0.01)
-        ccnt = container_col_3.number_input(label='Your ccnt:', value=18.20, min_value=0.00, step=0.01)
-        snt = container_col_4.number_input(label='Your snt:', value=8.40, min_value=0.00, step=0.01)
-        sndp = container_col_5.number_input(label='Your sndp:', value=3.50, min_value=0.00, step=0.01)
-        sndt = container_col_1.number_input(label='Your sndt:', value=3.70, min_value=0.00, step=0.01)
-        xup = container_col_2.number_input(label='Your xup:', value=21.00, min_value=0.00, step=0.01)
-        xut = container_col_3.number_input(label='Your xut:', value=20.50, min_value=0.00, step=0.01)
-        cl = container_col_4.number_input(label='Your cl:', value=15.00, min_value=0.00, step=0.01)
-        ttp = container_col_5.number_input(label='Your ttp:', value=521.60, min_value=0.00, step=0.01)
-        ttt = container_col_3.number_input(label='Your ttt:', value=513.50, min_value=0.00, step=0.01)
+        h = container_col_1.number_input(label='Height (cm):',  value=163.00, min_value=0.00, step=0.01)
+        w = container_col_2.number_input(label='Weight (kg):', value=43.00, min_value=0.00, step=0.01)
+        bmi = container_col_3.number_input(label='BMI (kg/h^2):', value=16.20, min_value=0.00, step=0.01)
+        vtn = container_col_4.number_input(label='Upper bust circumference (cm): ', value=76.00, min_value=0.00, step=0.01)
+        vn = container_col_5.number_input(label='Bust circumference (cm):', value=79.00, min_value=0.00, step=0.01)
+        vcn = container_col_1.number_input(label='Chest circumference (cm):', value=64.00, min_value=0.00, step=0.01)
+        cn = container_col_2.number_input(label='Distance between nipple points (cm):', value=16.50, min_value=0.00, step=0.01)
+        cnnp = container_col_3.number_input(label='Outer right breast curve (cm):', value=13.10, min_value=0.00, step=0.01)
+        cnnt = container_col_4.number_input(label='Outer left breast curve (cm):', value=12.60, min_value=0.00, step=0.01)
+        cntp = container_col_5.number_input(label='Inner right breast curve (cm):', value=9.20, min_value=0.00, step=0.01)
+        cntt = container_col_1.number_input(label='Inner left breast curve (cm):', value=9.10, min_value=0.00, step=0.01)
+        ccnp = container_col_2.number_input(label='Right breast curve (cm):', value=19.80, min_value=0.00, step=0.01)
+        ccnt = container_col_3.number_input(label='Left breast curve (cm):', value=18.20, min_value=0.00, step=0.01)
+        snt = container_col_4.number_input(label='Upper breast projection (cm):', value=8.40, min_value=0.00, step=0.01)
+        sndp = container_col_5.number_input(label='Lower right breast projection (cm):', value=3.50, min_value=0.00, step=0.01)
+        sndt = container_col_1.number_input(label='Lower left breast projection (cm):', value=3.70, min_value=0.00, step=0.01)
+        xup = container_col_2.number_input(label='Distance from sternum to right nipple point (cm):', value=21.00, min_value=0.00, step=0.01)
+        xut = container_col_3.number_input(label='Distance from sternum to left nipple point (cm):', value=20.50, min_value=0.00, step=0.01)
+        cl = container_col_4.number_input(label='Size difference (cm):', value=15.00, min_value=0.00, step=0.01)
+        ttp = container_col_5.number_input(label='Volume of right breast (cm3):',  value=521.60, min_value=0.00, step=0.01)
+        ttt = container_col_3.number_input(label='Volume of left breast (cm3):',  value=513.50, min_value=0.00, step=0.01)
     else:
-        h = container_col_1.number_input(label='Your h:', value=152.00, min_value=0.00, step=0.01)
-        w = container_col_2.number_input(label='Your w:', value=46.00, min_value=0.00, step=0.01)
-        bmi = container_col_3.number_input(label='Your bmi:', value=19.90, min_value=0.00, step=0.01)
-        vtn = container_col_4.number_input(label='Your vtn: ', value=77.50, min_value=0.00, step=0.01)
-        vn = container_col_5.number_input(label='Your vn:', value=85.50, min_value=0.00, step=0.01)
-        vcn = container_col_1.number_input(label='Your vcn:', value=70.40, min_value=0.00, step=0.01)
-        cn = container_col_2.number_input(label='Your cn:', value=18.90, min_value=0.00, step=0.01)
-        cnnp = container_col_3.number_input(label='Your cnnp:', value=13.50, min_value=0.00, step=0.01)
-        cnnt = container_col_4.number_input(label='Your cnnt:', value=12.50, min_value=0.00, step=0.01)
-        cntp = container_col_5.number_input(label='Your cntp:', value=10.30, min_value=0.00, step=0.01)
-        cntt = container_col_1.number_input(label='Your cntt:', value=10.50, min_value=0.00, step=0.01)
-        ccnp = container_col_2.number_input(label='Your ccnp:', value=20.40, min_value=0.00, step=0.01)
-        ccnt = container_col_3.number_input(label='Your ccnt:', value=20.10, min_value=0.00, step=0.01)
-        snt = container_col_4.number_input(label='Your snt:', value=8.50, min_value=0.00, step=0.01)
-        sndp = container_col_5.number_input(label='Your sndp:', value=5.50, min_value=0.00, step=0.01)
-        sndt = container_col_1.number_input(label='Your sndt:', value=4.20, min_value=0.00, step=0.01)
-        xup = container_col_2.number_input(label='Your xup:', value=19.50, min_value=0.00, step=0.01)
-        xut = container_col_3.number_input(label='Your xut:', value=20.50, min_value=0.00, step=0.01)
-        cl = container_col_4.number_input(label='Your cl:', value=15.10, min_value=0.00, step=0.01)
-        ttp = container_col_5.number_input(label='Your ttp:', value=625.80, min_value=0.00, step=0.01)
-        ttt = container_col_3.number_input(label='Your ttt:', value=585.40, min_value=0.00, step=0.01)
+        h = container_col_1.number_input(label='Height (cm):', value=152.00, min_value=0.00, step=0.01)
+        w = container_col_2.number_input(label='Weight (kg):', value=46.00, min_value=0.00, step=0.01)
+        bmi = container_col_3.number_input(label='BMI (kg/h^2):', value=19.90, min_value=0.00, step=0.01)
+        vtn = container_col_4.number_input(label='Upper bust circumference (cm): ', value=77.50, min_value=0.00, step=0.01)
+        vn = container_col_5.number_input(label='Bust circumference (cm):', value=85.50, min_value=0.00, step=0.01)
+        vcn = container_col_1.number_input(label='Chest circumference (cm):', value=70.40, min_value=0.00, step=0.01)
+        cn = container_col_2.number_input(label='Distance between nipple points (cm):', value=18.90, min_value=0.00, step=0.01)
+        cnnp = container_col_3.number_input(label='Outer right breast curve (cm):', value=13.50, min_value=0.00, step=0.01)
+        cnnt = container_col_4.number_input(label='Outer left breast curve (cm):', value=12.50, min_value=0.00, step=0.01)
+        cntp = container_col_5.number_input(label='Inner right breast curve (cm):', value=10.30, min_value=0.00, step=0.01)
+        cntt = container_col_1.number_input(label='Inner left breast curve (cm):', value=10.50, min_value=0.00, step=0.01)
+        ccnp = container_col_2.number_input(label='Right breast curve (cm):', value=20.40, min_value=0.00, step=0.01)
+        ccnt = container_col_3.number_input(label='Left breast curve (cm):', value=20.10, min_value=0.00, step=0.01)
+        snt = container_col_4.number_input(label='Upper breast projection (cm):', value=8.50, min_value=0.00, step=0.01)
+        sndp = container_col_5.number_input(label='Lower right breast projection (cm):', value=5.50, min_value=0.00, step=0.01)
+        sndt = container_col_1.number_input(label='Lower left breast projection (cm):', value=4.20, min_value=0.00, step=0.01)
+        xup = container_col_2.number_input(label='Distance from sternum to right nipple point (cm):', value=19.50, min_value=0.00, step=0.01)
+        xut = container_col_3.number_input(label='Distance from sternum to left nipple point (cm):', value=20.50, min_value=0.00, step=0.01)
+        cl = container_col_4.number_input(label='Size difference (cm):', value=15.10, min_value=0.00, step=0.01)
+        ttp = container_col_5.number_input(label='Volume of right breast (cm3):', value=625.80, min_value=0.00, step=0.01)
+        ttt = container_col_3.number_input(label='Volume of left breast (cm3):', value=585.40, min_value=0.00, step=0.01)
 
 col_1, col_2, col_3, col_4, col_5 = st.columns([1, 1, 1, 1, 1])