daily_pitcher_leaderboard.py

import gradio as gr
from gradio_calendar import Calendar

from data import df, game_df
from gradio_function import *
from css import css

import datetime

df = (
    df
    # .join(game_df, on='game_pk')
    .with_columns(pl.col('game_date').str.to_datetime())
    .rename({
        'name': 'Name',
        'release_speed': 'Velocity',
    })
)


def get_pitcher_leaderboards(date, top_players, strict, ignore_zero_whiffs, show_rank, debug):
    _df = df.filter(pl.col('game_date') == date)

    other_cols = ['Name']
    
    if debug:
        other_cols = ['game_date'] + other_cols
        
    whiffs = (
        _df
        .group_by(['pitcher'])
        .agg(
            pl.col('whiff').sum().alias('Whiffs'),
            *[pl.col(col).first() for col in other_cols]
        )
        .select(*other_cols, 'Whiffs')
        .sort('Whiffs', descending=True)
    )
    if ignore_zero_whiffs:
        whiffs = whiffs.filter(pl.col('Whiffs') > 0)
    if len(whiffs) >top_players:
        whiffs = (
            whiffs
            .filter(pl.col('Whiffs') >= whiffs['Whiffs'][top_players])
        )
    if strict:
        whiffs = whiffs[:top_players]
    if show_rank:
        whiffs = (
            whiffs
            .with_row_index(offset=1)
            .rename({'index': 'Rank'})
        )
    
    velos = (
        _df
        .select(*other_cols, 'Velocity')
        .drop_nulls()
        .sort(['Velocity', 'Name'], descending=[True, False])
    )
    if len(velos) > top_players:
        velos = velos.filter(pl.col('Velocity') >= velos['Velocity'][top_players])
    if strict:
        velos = velos[:top_players]
    if show_rank:
        velos = (
            velos
            .with_row_index(offset=1)
            .rename({'index': 'Rank'})
        )
        
    return (
        f'<center><h1>Daily Leaderboard<h1><h2>{date.strftime("%B %d, %Y")}</h2><h3>{date.strftime("%A")}</h3></center>',
        whiffs,
        velos,
        gr.update(interactive=True),
        gr.update(interactive=True)
    )


def go_back_day(date):
    return date - datetime.timedelta(days=1)

def go_forward_day(date):
    return date + datetime.timedelta(days=1)
    
def create_daily_pitcher_leaderboard():
    with gr.Blocks(
        css=css
    ) as demo:
        with gr.Row():
            # date_picker = gr.DateTime(
                # value=df['game_date'].max().strftime('%Y-%m-%d'),
                # include_time=False,
                # type='datetime',
                # label='Date',
                # scale=4
            # )
            date_picker = Calendar(
                value=df['game_date'].max().strftime('%Y-%m-%d'),
                type='datetime',
                label='Date',
                scale=2,
                min_width=50
            )
            top_players = gr.Number(10, label='# Top players', scale=1, min_width=100)
            strict = gr.Checkbox(False, label='Strict', info='Ignore ties and restrict to # top players', scale=2, min_width=100)
            ignore_zero_whiffs = gr.Checkbox(False, label='Ignore zero whiffs', info='Ignore zero whiff players if in top ranked', scale=2, min_width=100)
            show_rank = gr.Checkbox(False, label='Show rank', scale=1, min_width=100)
            debug = gr.Checkbox(False, label='Debug', info='Show dates', scale=1, min_width=100)
            search_btn = gr.Button('Search', scale=1, min_width=100)

        with gr.Row():
            prev_btn = gr.Button('Previous', interactive=False)
            next_btn = gr.Button('Next', interactive=False)


        header = gr.HTML('<center><h1>Daily Leaderboard<h1><h2 style="display: none;"></h2><h3 style="display: none;"></h3></center>')
        with gr.Row():
            whiffs = gr.Dataframe(pl.DataFrame({'Name': [], 'Whiffs': []}), label='Whiffs', interactive=False)
            velos = gr.Dataframe(pl.DataFrame({'Name': [], 'Velocity': []}), label='Velocity', interactive=False)

        search_kwargs = dict(
            fn=get_pitcher_leaderboards,
            inputs=[date_picker, top_players, strict, ignore_zero_whiffs, show_rank, debug],
            outputs=[header, whiffs, velos, prev_btn, next_btn]
        )
        search_btn.click(**search_kwargs)
        (
            prev_btn
            .click(go_back_day, date_picker, date_picker)
            .then(**search_kwargs)
        )
        (
            next_btn
            .click(go_forward_day, date_picker, date_picker)
            .then(**search_kwargs)
        )
        
        
        
    return demo

demo = create_daily_pitcher_leaderboard()

if __name__ == '__main__':
    # demo = create_daily_pitcher_leaderboard()
    demo.launch()