Spaces:
Build error
Build error
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,81 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import streamlit as st
|
| 2 |
+
import pandas as pd
|
| 3 |
+
import matplotlib.pyplot as plt
|
| 4 |
+
import seaborn as sns
|
| 5 |
+
|
| 6 |
+
# Initialize an empty DataFrame to hold expenses data
|
| 7 |
+
columns = ['Date', 'Category', 'Description', 'Amount']
|
| 8 |
+
if 'expenses_df' not in st.session_state:
|
| 9 |
+
st.session_state['expenses_df'] = pd.DataFrame(columns=columns)
|
| 10 |
+
|
| 11 |
+
# Initialize a list for storing messages between user and bot
|
| 12 |
+
if 'messages' not in st.session_state:
|
| 13 |
+
st.session_state['messages'] = []
|
| 14 |
+
|
| 15 |
+
# Function to add an expense
|
| 16 |
+
def add_expense(date, category, description, amount):
|
| 17 |
+
new_expense = pd.DataFrame([[date, category, description, amount]], columns=st.session_state['expenses_df'].columns)
|
| 18 |
+
st.session_state['expenses_df'] = pd.concat([st.session_state['expenses_df'], new_expense], ignore_index=True)
|
| 19 |
+
|
| 20 |
+
# Function to generate response for the chatbot
|
| 21 |
+
def chatbot_response(user_input):
|
| 22 |
+
# If the user wants to add an expense, we can extract the details from the input
|
| 23 |
+
if "add" in user_input.lower() and "expense" in user_input.lower():
|
| 24 |
+
# Ask the user for details about the expense
|
| 25 |
+
st.session_state['messages'].append({"role": "assistant", "content": "Please enter the date of the expense."})
|
| 26 |
+
return "Please enter the date of the expense."
|
| 27 |
+
|
| 28 |
+
elif "view" in user_input.lower():
|
| 29 |
+
st.session_state['messages'].append({"role": "assistant", "content": str(st.session_state['expenses_df'])})
|
| 30 |
+
return "Here are all your expenses:\n" + str(st.session_state['expenses_df'])
|
| 31 |
+
|
| 32 |
+
elif "summary" in user_input.lower():
|
| 33 |
+
category_summary = st.session_state['expenses_df'].groupby('Category')['Amount'].sum().reset_index()
|
| 34 |
+
st.session_state['messages'].append({"role": "assistant", "content": str(category_summary)})
|
| 35 |
+
return "Here is the expense summary by category:\n" + str(category_summary)
|
| 36 |
+
|
| 37 |
+
elif "visualize" in user_input.lower():
|
| 38 |
+
fig, ax = plt.subplots(figsize=(10, 6))
|
| 39 |
+
sns.barplot(x='Category', y='Amount', data=st.session_state['expenses_df'], ax=ax)
|
| 40 |
+
ax.set_title('Total Expenses by Category')
|
| 41 |
+
ax.set_xlabel('Category')
|
| 42 |
+
ax.set_ylabel('Amount Spent ($)')
|
| 43 |
+
ax.set_xticklabels(ax.get_xticklabels(), rotation=45)
|
| 44 |
+
st.pyplot(fig)
|
| 45 |
+
return "Here is the bar chart showing total expenses by category."
|
| 46 |
+
|
| 47 |
+
else:
|
| 48 |
+
return "I'm sorry, I didn't understand that. You can add expenses, view expenses, or ask for a summary."
|
| 49 |
+
|
| 50 |
+
# Streamlit UI
|
| 51 |
+
st.title("Daily Expense Tracker - Chatbot")
|
| 52 |
+
|
| 53 |
+
# Display messages (chat history)
|
| 54 |
+
for message in st.session_state['messages']:
|
| 55 |
+
if message["role"] == "assistant":
|
| 56 |
+
st.chat_message("assistant").markdown(message["content"])
|
| 57 |
+
else:
|
| 58 |
+
st.chat_message("user").markdown(message["content"])
|
| 59 |
+
|
| 60 |
+
# User input for chatbot
|
| 61 |
+
user_input = st.text_input("You:", key="user_input")
|
| 62 |
+
|
| 63 |
+
if user_input:
|
| 64 |
+
st.session_state['messages'].append({"role": "user", "content": user_input})
|
| 65 |
+
|
| 66 |
+
# Get response from chatbot
|
| 67 |
+
response = chatbot_response(user_input)
|
| 68 |
+
|
| 69 |
+
st.session_state['messages'].append({"role": "assistant", "content": response})
|
| 70 |
+
|
| 71 |
+
# Expense Addition Flow
|
| 72 |
+
if "Please enter the date of the expense." in st.session_state['messages'][-1].get("content", ""):
|
| 73 |
+
date = st.date_input("Enter Expense Date")
|
| 74 |
+
category = st.selectbox("Category", ['Food', 'Transport', 'Entertainment', 'Other'])
|
| 75 |
+
description = st.text_input("Description")
|
| 76 |
+
amount = st.number_input("Amount", min_value=0.0, format="%.2f")
|
| 77 |
+
|
| 78 |
+
if st.button("Submit Expense"):
|
| 79 |
+
add_expense(date, category, description, amount)
|
| 80 |
+
st.session_state['messages'].append({"role": "assistant", "content": f"Expense added: {description} - ${amount:.2f}"})
|
| 81 |
+
st.success(f"Added expense: {description} - ${amount:.2f}")
|