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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
@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 st.button("Refresh Data"):
st.cache_data.clear()
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()
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