Add a new tab called Squads that displays the current squad for each team in the league.

Update all references to PostgreSQL to BigQuery.

Remove the Top Teams Movement section from the Standings & Overview tab.

Change the max value for the average_goals_df st.dataframe and for the win_streak_df st.dataframe.

Change the Top Scorers section into an importable class.

Add a st.subheader to display the current Premier League round.

Change the table name from News to News & Highlights.

Add metrics dataframe to display goals scored, penalties scored, and clean sheets for the entire league.

Change the League Forms section into an importable class.

Finish adding Type Annotations to top_scorers.py.

Change stadiums_map() function into an importable class.

Fix the st.subheader typo in "Points Progression" section.

Change the points column position to the second column. After Rank.

Fix the headers for the Point Progression line chart to display the club name instead of the logo URL.

Remove the need of a .streamlit/secrets.toml for the dashboard.
Instead use the following authentication methods:

• Local Development: Authenticate with import google.auth and set credentials with:

credentials, project = google.auth.default()

• Local Docker Build: Authenticate with mounted service account keys.
• Cloud Run: Authentication should "just work". This has been verified with a test Streamlit Docker image deployed to Cloud Run with mounting a .streamlit/secrets.toml file when deploying.

Since config.toml won't be read through Cloud Run, the Dockerfile will have to provide the theme configuration details

Add a new highlights section underneath News.

Add a new tab called News that displays the latest news from the Premier League.

Add st.toast pop-up message while page is loading.

Change file names under components/ to end with _section.py

Change the Top Teams section into an importable class.

Change tab names from Standings to Standings & Overview and Statistics to Top Teams & Scorers.

Change the text for the win streak st.dataframe() to "Biggest Win Streak". Misinterpretation of the API lead me to believe that this was the team's current win streak.

With Streamlit v1.29.0, borders around containers are now possible.

Add borders to the top_teams_section and top_scorers_section.

Add each club's logo in a new column in the Standings st.dataframe to include .

Add Docker logo and link to Docker Hub in social media section.

Finish adding Type Annotations to teams.py.

With pandas 2.1.3, searching for an item in a dataframe in the following manner is set to depreciate:

team_goals = teams_df_average_goals.iloc[0][6]

Change all occurrences to follow the new method:

team_goals = teams_df_average_goals.iloc[0, 6]

Add a new About tab for a brief introduction

The toast() function was added in v2.9.0 to let the app load all the data before allowing the user to navigate the dashboard. Setting a timer of 3 seconds allowed the dashboard to fully load. With a more optimized fixtures import, this is no longer necessary.

Fix IndexError from news table when there aren't enough rows in the table by using a try/except block.

Add a Fixtures st.header to the fixtures tab.

Change page title to Streamlit: Premier League

Change the current st.subheader to st.header on the About tab.

Change social_media() function to an importable class.

Change the Point Progression section into an importable class.

Instead of calling social_media_section.display() at the end of each tab, call it once at the end of the file which will still appear the same.

Change the Fixtures st.header() to st.subheader().

Changed import names in streamlit_app.py to match new naming standard.

Removed st.spinner while page is loading

Change the logo on the dashboard to use Simple Icons

Fix the order of teams by rank in the Standings st.dataframe() table.

Fix the Standings st.dataframe column headers to display custom, cleaner headers instead of default headers from table.

Change the About st.header() to st.subheader().

Add games played column to the standings dataframe.

Change the firestore_pull() function into an importable class

Changed st.data_editor to st.dataframe.

Change social media icons into static .svg files instead of using Font Awesome links.

Fix the st.dataframe columns to correctly display the right teams in descending order.

Create a new components/connections.py file to handle database connections in a separate file