src/pages/9_Team_Formations.py

import datetime
import streamlit as st

from config import DEFAULT_ICON
from shared_page import common_page_config

from queries.footballguys.constants import YEAR
from queries.nflverse.github_data import get_pbp_participation, get_current_tables, SEASON


@st.cache_data(ttl=60 * 60 * 24)
def load_data():
    data = get_pbp_participation(YEAR)
    # data = data[data.fantasy_position]
    teams_list = sorted(filter(None, data.possession_team.unique()))
    # position_list = data.position.unique()
    # weeks_list = sorted(data.week.unique())
    data_load_time_str = datetime.datetime.utcnow().strftime("%m/%d/%Y %I:%M %p")
    return data, teams_list, data_load_time_str


def get_page():
    page_title = f"Team Formations - {YEAR}"
    st.set_page_config(page_title=page_title, page_icon=DEFAULT_ICON, layout="wide")
    common_page_config()
    st.title(page_title)
    if f"ftn_charting_ftn_charting_{SEASON}" not in get_current_tables():
        st.write("Data not loaded.")
        st.write("Check loaded data [here](./Load_Data)")
        return
    data, teams_list, data_load_time_str = load_data()
    st.write(f"Data loaded as of: {data_load_time_str} UTC")
    default_groups = [
        "possession_team",
        "offense_formation",
    ]
    group_options = [
        "possession_team",
        "offense_formation",
        "offense_personnel",
        "number_of_pass_rushers",
        "defenders_in_box",
        "defense_personnel",
    ]
    group_by_selected = st.multiselect("Group by:", group_options) or default_groups
    teams_selected = st.multiselect("Team:", teams_list, placeholder="Select a team to filter") or teams_list

    with st.container():
        filtered_data = data[(data.possession_team.isin(teams_selected))]
        grouped_data = filtered_data.groupby(group_by_selected).size()
        st.dataframe(
            grouped_data,
            hide_index=False,
            # height=35 * (len(filtered_data) + 1) + 12,
            use_container_width=False,
            # column_order=[
            #     "season",
            #     "game_type",
            #     "week",
            #     "player",
            #     "position",
            #     "team",
            #     "opponent",
            #     "offense_snaps",
            #     "offense_pct",
            #     "defense_snaps",
            #     "defense_pct",
            #     "st_snaps",
            #     "st_pct",
            # ],
            column_config={
                "0": st.column_config.NumberColumn(label="Count"),
            },
        )


if __name__ == "__main__":
    get_page()