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Book_updated.csv

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+Prakruti type,Body Frame,Body weight,Skin,Hair,Teeth,Eyes,Nails,Tongue,Food Habits,Thirst,Bowl,Physical Activities,Tolerance for Seasonal Weather,Communication,Memory,Emotional Temperament,Pulse,Body Temperature
+Vata,Thin,Low,Dry,Dry,Big,Small,Brittle,Cracked,Frequent,Variable,Dry,Very Active,Cold Intolerant,Less Vocal,Slow,Aggressive,Moderate,Moderate
+Pitha,Broad,Over Weight,Thick,Soft,Big,Thick,Soft,Red,Excessive,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Aggressive,Moderate,High
+Vata,Broad,Over Weight,Thick,Soft,Strong,Small,Brittle,Cracked,Frequent,Variable,Dry,Very Active,Cold Intolerant,Talkative,Quick,Fearful,Feeble,Moderate
+Tridosha,Broad,Over Weight,Thick,Strong,Strong,Big,Soft,Red,Excessive,Excessive,Soft,Moderate,Cold Intolerant,Talkative,Quick,Fearful,Feeble,Moderate
+Pitha,Medium,Moderate,Soft,Soft,Strong,Thick,Soft,Red,Excessive,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Aggressive,Moderate,Low
+Vata,Thin,Low,Dry,Dry,Strong,Thick,Thick,Cracked,Frequent,Variable,Dry,Very Active,Cold Intolerant,Talkative,Quick,Fearful,Feeble,Moderate
+Vata-Pitha,Thin,Low,Dry,Dry,Big,Small,Brittle,Cracked,Stable,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Aggressive,Moderate,High
+Vata-Kapha,Broad,Over Weight,Thick,Strong,Big,Small,Brittle,Cracked,Excessive,Scanty,Oily,Lethargic,Heat and Cold Intolerant,Less Vocal,Quick,Fearful,Feeble,Moderate
+Pitha-Kapha,Medium,Moderate,Soft,Soft,Strong,Thick,Soft,Red,Excessive,Excessive,Oily,Lethargic,Heat and Cold Intolerant,Less Vocal,Slow,Calm,Slow,Low
+Tridosha,Broad,Moderate,Dry,Strong,Strong,Small,Thick,Red,Frequent,Scanty,Soft,Very Active,Heat and Cold Intolerant,Sharp,Quick,Calm,Moderate,Moderate
+Vata-Kapha,Thin,Low,Dry,Strong,Strong,Big,Thick,White,Stable,Scanty,Oily,Lethargic,Heat Intolerant,Talkative,Quick,Fearful,Feeble,Moderate
+Vata,Thin,Low,Dry,Dry,Big,Small,Brittle,Cracked,Frequent,Variable,Dry,Very Active,Cold Intolerant,Talkative,Quick,Calm,Moderate,High
+Kapha,Broad,Over Weight,Thick,Strong,Strong,Big,Thick,White,Stable,Scanty,Oily,Lethargic,Heat and Cold Intolerant,Less Vocal,Slow,Calm,Slow,Low
+Pitha,Broad,Over Weight,Thick,Strong,Strong,Thick,Soft,Red,Excessive,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Aggressive,Moderate,High
+Vata-Pitha,Medium,Moderate,Soft,Soft,Strong,Thick,Soft,Red,Excessive,Variable,Dry,Very Active,Cold Intolerant,Talkative,Quick,Fearful,Feeble,Moderate
+Pitha-Kapha,Medium,Moderate,Thick,Strong,Strong,Small,Soft,Red,Excessive,Excessive,Soft,Moderate,Heat Intolerant,Less Vocal,Slow,Calm,Slow,Low
+Tridosha,Broad,Over Weight,Soft,Soft,Big,Small,Thick,White,Excessive,Excessive,Dry,Very Active,Heat and Cold Intolerant,Less Vocal,Moderate,Aggressive,Feeble,Moderate
+Vata-Kapha,Broad,Over Weight,Thick,Strong,Strong,Big,Thick,White,Stable,Variable,Dry,Very Active,Cold Intolerant,Talkative,Quick,Fearful,Feeble,Moderate
+Pitha,Medium,Moderate,Soft,Soft,Strong,Thick,Soft,Red,Excessive,Excessive,Soft,Very Active,Heat and Cold Intolerant,Less Vocal,Moderate,Aggressive,Moderate,High
+Kapha,Broad,Over Weight,Thick,Strong,Strong,Big,Thick,White,Stable,Scanty,Oily,Lethargic,Cold Intolerant,Sharp,Moderate,Calm,Slow,Low
+Vata,Thin,Moderate,Soft,Strong,Big,Small,Brittle,Red,Frequent,Variable,Dry,Very Active,Cold Intolerant,Talkative,Slow,Fearful,Slow,Moderate
+Pitha,Broad,Over Weight,Soft,Soft,Strong,Big,Soft,Red,Excessive,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Calm,Slow,High
+Kapha,Thin,Low,Thick,Strong,Strong,Big,Thick,White,Stable,Scanty,Oily,Very Active,Cold Intolerant,Less Vocal,Quick,Calm,Slow,Low
+Vata-Pitha,Medium,Moderate,Soft,Soft,Big,Small,Brittle,Cracked,Excessive,Variable,Dry,Moderate,Cold Intolerant,Talkative,Quick,Aggressive,Moderate,High
+Vata-Kapha,Broad,Over Weight,Dry,Dry,Strong,Big,Brittle,Cracked,Excessive,Variable,Oily,Lethargic,Heat and Cold Intolerant,Less Vocal,Quick,Fearful,Slow,Moderate
+Pitha-Kapha,Medium,Moderate,Soft,Strong,Strong,Thick,Soft,Cracked,Stable,Scanty,Soft,Lethargic,Heat Intolerant,Less Vocal,Moderate,Fearful,Slow,Low
+Tridosha,Thin,Moderate,Thick,Dry,Strong,Big,Brittle,Red,Stable,Variable,Soft,Lethargic,Cold Intolerant,Sharp,Slow,Fearful,Moderate,High
+Vata,Thin,Over Weight,Thick,Dry,Big,Small,Soft,White,Frequent,Variable,Dry,Moderate,Cold Intolerant,Talkative,Quick,Fearful,Feeble,Moderate
+Pitha,Thin,Moderate,Soft,Soft,Strong,Thick,Thick,White,Stable,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Aggressive,Slow,High
+Kapha,Broad,Over Weight,Soft,Soft,Strong,Big,Soft,White,Stable,Scanty,Oily,Lethargic,Heat Intolerant,Less Vocal,Quick,Calm,Slow,Low
+Vata-Pitha,Medium,Low,Dry,Soft,Strong,Big,Thick,Cracked,Frequent,Excessive,Dry,Moderate,Cold Intolerant,Less Vocal,Moderate,Fearful,Moderate,High
+Vata-Kapha,Thin,Over Weight,Thick,Dry,Big,Small,Thick,Cracked,Stable,Scanty,Dry,Lethargic,Cold Intolerant,Less Vocal,Quick,Fearful,Slow,Moderate
+Pitha-Kapha,Broad,Moderate,Thick,Soft,Strong,Thick,Thick,White,Frequent,Variable,Dry,Lethargic,Heat Intolerant,Sharp,Slow,Calm,Moderate,Low
+Tridosha,Broad,Moderate,Dry,Strong,Strong,Small,Thick,Red,Frequent,Scanty,Soft,Very Active,Heat and Cold Intolerant,Sharp,Quick,Calm,Moderate,High
+Vata,Medium,Low,Dry,Soft,Strong,Small,Soft,White,Frequent,Variable,Dry,Moderate,Cold Intolerant,Talkative,Quick,Fearful,Feeble,Moderate
+Pitha,Medium,Moderate,Thick,Strong,Strong,Thick,Thick,White,Stable,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Aggressive,Slow,High
+Kapha,Broad,Over Weight,Thick,Soft,Big,Big,Soft,White,Stable,Scanty,Oily,Lethargic,Heat Intolerant,Less Vocal,Quick,Calm,Slow,Low
+Vata-Pitha,Thin,Moderate,Dry,Dry,Big,Big,Thick,Cracked,Frequent,Excessive,Dry,Moderate,Cold Intolerant,Less Vocal,Moderate,Fearful,Moderate,High
+Vata-Kapha,Thin,Moderate,Dry,Strong,Big,Small,Thick,Cracked,Stable,Scanty,Dry,Lethargic,Cold Intolerant,Less Vocal,Quick,Fearful,Slow,Moderate
+Pitha-Kapha,Broad,Moderate,Dry,Strong,Strong,Thick,Thick,White,Frequent,Variable,Dry,Lethargic,Heat Intolerant,Sharp,Slow,Calm,Moderate,Low
+Tridosha,Medium,Over Weight,Dry,Soft,Big,Small,Thick,Red,Frequent,Scanty,Soft,Very Active,Heat and Cold Intolerant,Sharp,Quick,Calm,Moderate,High
+Vata,Medium,Low,Dry,Soft,Strong,Thick,Brittle,Cracked,Frequent,Variable,Dry,Moderate,Cold Intolerant,Talkative,Quick,Fearful,Feeble,Moderate
+Pitha,Medium,Moderate,Thick,Strong,Strong,Big,Soft,Red,Excessive,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Aggressive,Slow,High
+Kapha,Broad,Over Weight,Thick,Soft,Big,Thick,Thick,Red,Stable,Scanty,Oily,Lethargic,Heat Intolerant,Less Vocal,Quick,Calm,Slow,Low
+Vata-Pitha,Thin,Moderate,Dry,Dry,Big,Thick,Soft,Red,Frequent,Excessive,Dry,Moderate,Cold Intolerant,Less Vocal,Moderate,Fearful,Moderate,High
+Vata-Kapha,Thin,Moderate,Dry,Strong,Big,Big,Brittle,White,Stable,Scanty,Dry,Lethargic,Cold Intolerant,Less Vocal,Quick,Fearful,Slow,Moderate
+Pitha-Kapha,Broad,Moderate,Dry,Strong,Strong,Big,Soft,Red,Frequent,Variable,Dry,Lethargic,Heat Intolerant,Sharp,Slow,Calm,Moderate,Low
+Tridosha,Medium,Over Weight,Dry,Soft,Big,Big,Soft,White,Frequent,Scanty,Soft,Very Active,Heat and Cold Intolerant,Sharp,Quick,Calm,Moderate,High
+Vata,Thin,Moderate,Soft,Dry,Strong,Thick,Brittle,Cracked,Frequent,Variable,Dry,Moderate,Cold Intolerant,Talkative,Quick,Fearful,Feeble,Moderate
+Pitha,Broad,Moderate,Soft,Strong,Strong,Big,Soft,Red,Excessive,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Aggressive,Slow,High
+Kapha,Broad,Over Weight,Thick,Soft,Big,Thick,Thick,Red,Excessive,Variable,Oily,Moderate,Heat Intolerant,Less Vocal,Quick,Calm,Slow,Low
+Vata-Pitha,Thin,Moderate,Dry,Dry,Big,Thick,Soft,Red,Excessive,Variable,Soft,Moderate,Cold Intolerant,Less Vocal,Moderate,Fearful,Moderate,High
+Vata-Kapha,Thin,Moderate,Dry,Strong,Big,Big,Brittle,White,Frequent,Variable,Oily,Lethargic,Cold Intolerant,Less Vocal,Quick,Fearful,Slow,Moderate
+Pitha-Kapha,Broad,Moderate,Dry,Strong,Strong,Big,Soft,Red,Excessive,Variable,Oily,Lethargic,Heat Intolerant,Sharp,Slow,Calm,Moderate,Low
+Tridosha,Medium,Over Weight,Dry,Soft,Big,Big,Soft,White,Stable,Variable,Dry,Very Active,Heat and Cold Intolerant,Sharp,Quick,Calm,Moderate,High
+Vata,Thin,Moderate,Soft,Dry,Strong,Thick,Brittle,Cracked,Frequent,Variable,Dry,Very Active,Heat Intolerant,Sharp,Quick,Fearful,Feeble,Moderate
+Pitha,Broad,Moderate,Soft,Strong,Strong,Big,Soft,Red,Excessive,Excessive,Soft,Lethargic,Heat Intolerant,Sharp,Moderate,Aggressive,Slow,High
+Kapha,Broad,Over Weight,Thick,Soft,Big,Thick,Thick,Red,Excessive,Variable,Oily,Lethargic,Heat and Cold Intolerant,Less Vocal,Quick,Calm,Slow,Low
+Vata-Pitha,Thin,Moderate,Dry,Dry,Big,Thick,Soft,Red,Excessive,Variable,Soft,Very Active,Heat and Cold Intolerant,Talkative,Moderate,Fearful,Moderate,High
+Vata-Kapha,Thin,Moderate,Dry,Strong,Big,Big,Brittle,White,Frequent,Variable,Oily,Very Active,Heat Intolerant,Talkative,Quick,Fearful,Slow,Moderate
+Pitha-Kapha,Broad,Moderate,Dry,Strong,Strong,Big,Soft,Red,Excessive,Variable,Oily,Moderate,Cold Intolerant,Less Vocal,Slow,Calm,Moderate,Low
+Tridosha,Medium,Over Weight,Dry,Soft,Big,Big,Soft,White,Stable,Variable,Dry,Lethargic,Cold Intolerant,Less Vocal,Quick,Calm,Moderate,High
+Vata,Thin,Moderate,Soft,Dry,Strong,Thick,Brittle,Cracked,Frequent,Variable,Dry,Very Active,Heat Intolerant,Talkative,Moderate,Fearful,Feeble,High
+Pitha,Broad,Moderate,Soft,Strong,Strong,Big,Soft,Red,Excessive,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Calm,Moderate,High
+Kapha,Broad,Over Weight,Thick,Soft,Big,Thick,Thick,Red,Excessive,Variable,Oily,Lethargic,Heat and Cold Intolerant,Less Vocal,Slow,Calm,Feeble,Moderate
+Vata-Pitha,Thin,Moderate,Dry,Dry,Big,Thick,Soft,Red,Excessive,Variable,Soft,Very Active,Heat and Cold Intolerant,Talkative,Slow,Fearful,Feeble,Low
+Vata-Kapha,Thin,Moderate,Dry,Strong,Big,Big,Brittle,White,Frequent,Variable,Oily,Very Active,Heat Intolerant,Less Vocal,Moderate,Fearful,Slow,High
+Pitha-Kapha,Broad,Moderate,Dry,Strong,Strong,Big,Soft,Red,Excessive,Variable,Oily,Moderate,Cold Intolerant,Less Vocal,Quick,Aggressive,Slow,Moderate
+Tridosha,Medium,Over Weight,Dry,Soft,Big,Big,Soft,White,Stable,Variable,Dry,Lethargic,Cold Intolerant,Sharp,Slow,Aggressive,Feeble,Low
+Vata,Broad,Moderate,Dry,Dry,Big,Thick,Brittle,Cracked,Frequent,Variable,Dry,Very Active,Heat Intolerant,Talkative,Moderate,Fearful,Feeble,High
+Pitha,Medium,Moderate,Thick,Strong,Strong,Big,Soft,Red,Excessive,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Calm,Moderate,High
+Kapha,Thin,Over Weight,Dry,Soft,Strong,Thick,Thick,Red,Excessive,Variable,Oily,Lethargic,Heat and Cold Intolerant,Less Vocal,Slow,Calm,Feeble,Moderate
+Vata-Pitha,Medium,Moderate,Soft,Dry,Strong,Thick,Soft,Red,Excessive,Variable,Soft,Very Active,Heat and Cold Intolerant,Talkative,Slow,Fearful,Feeble,Low
+Vata-Kapha,Broad,Moderate,Thick,Strong,Strong,Big,Brittle,White,Frequent,Variable,Oily,Very Active,Heat Intolerant,Less Vocal,Moderate,Fearful,Slow,High
+Pitha-Kapha,Thin,Moderate,Soft,Strong,Strong,Big,Soft,Red,Excessive,Variable,Oily,Moderate,Cold Intolerant,Less Vocal,Quick,Aggressive,Slow,Moderate
+Tridosha,Thin,Over Weight,Thick,Soft,Big,Big,Soft,White,Stable,Variable,Dry,Lethargic,Cold Intolerant,Sharp,Slow,Aggressive,Feeble,Low
+Vata,Broad,Low,Dry,Soft,Big,Small,Brittle,Cracked,Frequent,Variable,Dry,Very Active,Heat Intolerant,Talkative,Moderate,Fearful,Feeble,High
+Pitha,Medium,Moderate,Thick,Soft,Strong,Thick,Soft,Red,Excessive,Excessive,Soft,Moderate,Heat Intolerant,Sharp,Moderate,Calm,Moderate,High
+Kapha,Thin,Low,Dry,Strong,Strong,Big,Thick,Red,Excessive,Variable,Oily,Lethargic,Heat and Cold Intolerant,Less Vocal,Slow,Calm,Feeble,Moderate
+Vata-Pitha,Medium,Low,Soft,Soft,Strong,Big,Soft,Red,Excessive,Variable,Soft,Very Active,Heat and Cold Intolerant,Talkative,Slow,Fearful,Feeble,Low
+Vata-Kapha,Broad,Over Weight,Thick,Dry,Strong,Small,Brittle,White,Frequent,Variable,Oily,Very Active,Heat Intolerant,Less Vocal,Moderate,Fearful,Slow,High
+Pitha-Kapha,Thin,Over Weight,Soft,Soft,Strong,Thick,Soft,Red,Excessive,Variable,Oily,Moderate,Cold Intolerant,Less Vocal,Quick,Aggressive,Slow,Moderate
+Tridosha,Thin,Low,Thick,Dry,Big,Thick,Soft,White,Stable,Variable,Dry,Lethargic,Cold Intolerant,Sharp,Slow,Aggressive,Feeble,Low
+Vata,Broad,Low,Dry,Soft,Big,Small,Brittle,Cracked,Frequent,Variable,Dry,Moderate,Heat Intolerant,Sharp,Moderate,Fearful,Feeble,High
+Pitha,Medium,Moderate,Thick,Soft,Strong,Thick,Soft,Red,Excessive,Excessive,Soft,Lethargic,Heat Intolerant,Sharp,Moderate,Calm,Moderate,High
+Kapha,Thin,Low,Dry,Strong,Strong,Big,Thick,Red,Excessive,Variable,Oily,Very Active,Heat and Cold Intolerant,Talkative,Slow,Calm,Feeble,Moderate
+Vata-Pitha,Medium,Low,Soft,Soft,Strong,Big,Soft,Red,Excessive,Variable,Soft,Moderate,Heat and Cold Intolerant,Sharp,Slow,Aggressive,Feeble,Low
+Vata-Kapha,Broad,Over Weight,Thick,Dry,Strong,Small,Brittle,White,Frequent,Variable,Oily,Lethargic,Heat Intolerant,Talkative,Moderate,Calm,Slow,High
+Pitha-Kapha,Thin,Over Weight,Soft,Soft,Strong,Thick,Soft,Red,Excessive,Variable,Oily,Lethargic,Cold Intolerant,Sharp,Quick,Calm,Slow,Moderate
+Tridosha,Thin,Low,Thick,Dry,Big,Thick,Soft,White,Stable,Variable,Dry,Moderate,Cold Intolerant,Talkative,Slow,Fearful,Feeble,Low
+Vata,Broad,Low,Dry,Soft,Big,Small,Brittle,Cracked,Frequent,Variable,Dry,Moderate,Heat Intolerant,Sharp,Quick,Fearful,Slow,High
+Pitha,Medium,Moderate,Thick,Soft,Strong,Thick,Soft,Red,Excessive,Excessive,Soft,Lethargic,Heat Intolerant,Sharp,Moderate,Calm,Feeble,High
+Kapha,Thin,Low,Dry,Strong,Strong,Big,Thick,Red,Excessive,Variable,Oily,Very Active,Heat and Cold Intolerant,Talkative,Quick,Calm,Slow,Moderate
+Vata-Pitha,Medium,Low,Soft,Soft,Strong,Big,Soft,Red,Excessive,Variable,Soft,Moderate,Heat and Cold Intolerant,Sharp,Moderate,Aggressive,Slow,Low
+Vata-Kapha,Broad,Over Weight,Thick,Dry,Strong,Small,Brittle,White,Frequent,Variable,Oily,Lethargic,Heat Intolerant,Talkative,Quick,Calm,Moderate,High
+Pitha-Kapha,Thin,Over Weight,Soft,Soft,Strong,Thick,Soft,Red,Excessive,Variable,Oily,Lethargic,Cold Intolerant,Sharp,Moderate,Calm,Feeble,Moderate
+Tridosha,Thin,Low,Thick,Dry,Big,Thick,Soft,White,Stable,Variable,Dry,Moderate,Cold Intolerant,Talkative,Quick,Fearful,Slow,Low
+Pitha-Kapha,Medium,Over Weight,Soft,Soft,Strong,Thick,Soft,Red,Excessive,Variable,Oily,Lethargic,Cold Intolerant,Sharp,Moderate,Calm,Moderate,Moderate
+Tridosha,Broad,Low,Thick,Dry,Big,Thick,Soft,White,Stable,Variable,Dry,Moderate,Cold Intolerant,Talkative,Quick,Fearful,Feeble,Low

main_2.py

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+import numpy as np 
+import model_2
+model = model_2.model
+cols = model_2.target2.columns
+def encode(encoders, input_data):
+  model_input=[]
+  for i in range(len(input_data)):
+    row=[]
+    for j in range(18):
+      row.extend(encoders[j].transform([input_data.iloc[i][j]]))
+    model_input.append(row)
+  model_input=np.array(model_input)
+  return model_input
+def input_output(user_input):
+    model_input=encode(model_2.encoders, user_input)
+    output=model.predict(model_input)
+    final_result = cols[np.argmax(output)]
+    return final_result

model_2.py

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+from sklearn.preprocessing import LabelEncoder
+from sklearn.model_selection import train_test_split
+from keras.models import Sequential
+from keras.layers import Dense
+import pandas as pd
+data = pd.read_csv(r"C:\Users\SARUMATHI\Desktop\Prakruti_2\Book_updated.csv")
+target = data["Prakruti type"]
+train = data.drop(['Prakruti type'],axis = 1)
+classes = train.columns
+encoders = []
+unique_output=[]
+for col in train.columns:
+    le = LabelEncoder()
+    unique_output.append((train[col].unique()).tolist())
+    train[col] = le.fit_transform(train[col])
+    encoders.append(le)
+target2 = pd.get_dummies(target)
+model = Sequential([
+    Dense(64,activation='relu',input_shape=(18,)),
+    Dense(32,activation='relu'),
+    Dense(7,activation='softmax')
+])
+model.compile(optimizer='adam',metrics='categorical_crossentropy',loss='mean_squared_error')
+x_tr,x_te,y_tr,y_te=train_test_split(train,target2,random_state=123,test_size=0.2)
+model.fit(x_tr,y_tr,epochs = 1000,batch_size=12,verbose= 1)
+

stream_2.py

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+import streamlit as st 
+from main_2 import input_output
+from model_2 import classes,unique_output
+import pandas as pd
+st.title("Chatbot to know Your Prakruti:smile:")
+st.write("Hello! I'm your chatbot. You can ask any query to me")
+Questions = []
+Q = []
+for i in range(18):
+    st.write(f"What is Your {classes[i]}?")
+    options = unique_output[i]
+    selected_option = st.selectbox(f"Choose your answer:",options)
+    Q.append(selected_option)
+Questions.append(Q)
+Questions = pd.DataFrame(Questions)
+if st.button("Process"):
+    Output = input_output(Questions)
+    st.write(f"Your Prakruti is: {Output}")
+# if "messages" not in st.session_state:
+#   st.session_state.messages = []
+# for message in st.session_state.messages:
+#   with st.chat_message(message["role"]):
+#     st.markdown(message["content"])
+# prompt = st.chat_input("What is up?")
+# if prompt:
+#   with st.chat_message("user"):
+#     st.markdown(prompt)
+#   st.session_state.messages.append({"role":"user","content":prompt})
+#   response = f"ChatBot: {main.prints(prompt)}"
+#   with st.chat_message("assistant"):
+#     st.markdown(response)
+#   st.session_state.messages.append({"role":"assistant","content":response})