Streamlit
1 Introduction to Streamlit
1.1 What is Streamlit?
1.2 Why use Streamlit?
1.3 Setting up the environment
1.4 Creating your first Streamlit app
2 Basic Components
2.1 Text elements
2.1 1 Displaying text
2.1 2 Formatting text
2.2 Data display elements
2.2 1 Displaying data frames
2.2 2 Displaying tables
2.3 Input widgets
2.3 1 Text input
2.3 2 Number input
2.3 3 Date input
2.3 4 Dropdown selection
2.3 5 Slider
2.3 6 Checkbox
2.3 7 Radio buttons
2.3 8 Buttons
3 Advanced Components
3.1 Interactive widgets
3.1 1 Multiselect
3.1 2 File uploader
3.1 3 Color picker
3.2 Media elements
3.2 1 Displaying images
3.2 2 Displaying videos
3.2 3 Displaying audio
3.3 Chart elements
3.3 1 Line chart
3.3 2 Bar chart
3.3 3 Area chart
3.3 4 Scatter chart
3.3 5 Map chart
4 Layout and Styling
4.1 Layout components
4.1 1 Columns
4.1 2 Tabs
4.1 3 Expander
4.2 Styling elements
4.2 1 Custom CSS
4.2 2 Theming
4.2 3 Adding custom fonts
5 State Management
5.1 Session state
5.1 1 Managing state across reruns
5.1 2 Persisting state
5.2 Caching
5.2 1 Caching functions
5.2 2 Caching data
6 Deployment
6.1 Deploying to Streamlit Sharing
6.1 1 Setting up Streamlit Sharing
6.1 2 Deploying your app
6.2 Deploying to other platforms
6.2 1 Deploying to Heroku
6.2 2 Deploying to AWS
6.2 3 Deploying to Google Cloud
7 Best Practices
7.1 Writing clean and maintainable code
7.2 Optimizing performance
7.3 Handling errors and exceptions
7.4 Version control with Git
8 Advanced Topics
8.1 Integrating with other libraries
8.1 1 Integrating with Pandas
8.1 2 Integrating with Plotly
8.1 3 Integrating with TensorFlow
8.2 Building complex apps
8.2 1 Creating multi-page apps
8.2 2 Handling authentication
8.2 3 Building interactive dashboards
8.3 Custom components
8.3 1 Creating custom widgets
8.3 2 Extending Streamlit with custom components
9 Case Studies
9.1 Building a data exploration app
9.2 Building a machine learning model deployment app
9.3 Building a real-time data visualization app
3 Advanced Components Explained

Advanced Components Explained

Key Concepts

1. st.sidebar

st.sidebar is used to create a sidebar in your Streamlit app. This sidebar can contain various widgets and elements, making it easier for users to navigate and interact with your app. The sidebar is particularly useful for placing controls and options that are not part of the main content.

Example:

import streamlit as st

st.title("Sidebar Example")

st.sidebar.header("Settings")
option = st.sidebar.selectbox("Choose an option", ["Option 1", "Option 2", "Option 3"])
st.write(f"You selected: {option}")
    

2. st.expander

st.expander is used to create a collapsible container. This component allows you to hide or show content based on user interaction, which is useful for managing large amounts of information without overwhelming the user. Expanders are ideal for FAQs, detailed explanations, or additional settings.

Example:

import streamlit as st

st.title("Expander Example")

with st.expander("Click to expand"):
    st.write("This content is hidden by default and can be expanded by clicking the header.")
    st.image("image.png", caption="An example image")
    

3. st.session_state

st.session_state is a mechanism to store and manage stateful information across reruns of the app. This allows you to maintain the state of your app, such as user inputs or intermediate results, even when the app is rerun due to user interaction. This is crucial for creating more complex and interactive applications.

Example:

import streamlit as st

st.title("Session State Example")

if 'counter' not in st.session_state:
    st.session_state.counter = 0

increment = st.button("Increment")
if increment:
    st.session_state.counter += 1

st.write(f"Counter: {st.session_state.counter}")
    

Analogies

Think of st.sidebar as a navigation drawer in a mobile app, where important options are always accessible. The st.expander is like a collapsible section in a user manual, where detailed information is hidden until needed. Finally, st.session_state is akin to a memory card in a game, where progress is saved and can be resumed later.

Conclusion

By mastering these advanced components, you can create more sophisticated and user-friendly Streamlit applications. The sidebar enhances navigation, expanders improve content organization, and session state enables complex interactions, making your apps more dynamic and engaging.