Spaces:
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Jon Solow
commited on
Commit
·
962e128
1
Parent(s):
4d4b05d
Add load data page using duckdb
Browse files- src/Home.py +3 -0
- src/pages/98_Load_Data.py +32 -0
- src/queries/nflverse/github_data.py +74 -1
src/Home.py
CHANGED
@@ -4,6 +4,8 @@ from config import DEFAULT_ICON, LEAGUE_NAME
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from login_component import get_authorization_button
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from page_selector import remove_seasonal_pages
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def get_app():
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keeper_title = f"{LEAGUE_NAME}"
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@@ -24,4 +26,5 @@ def get_app():
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if __name__ == "__main__":
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get_app()
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from login_component import get_authorization_button
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from page_selector import remove_seasonal_pages
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from queries.nflverse.github_data import load_assets
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def get_app():
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keeper_title = f"{LEAGUE_NAME}"
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if __name__ == "__main__":
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load_assets()
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get_app()
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src/pages/98_Load_Data.py
ADDED
@@ -0,0 +1,32 @@
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import duckdb
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import streamlit as st
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from config import DEFAULT_ICON
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from shared_page import common_page_config
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from queries.nflverse.github_data import load_assets
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def get_page():
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page_title = "Data Loader"
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st.set_page_config(page_title=page_title, page_icon=DEFAULT_ICON, layout="wide")
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common_page_config()
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st.title(page_title)
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current_tables_df = duckdb.sql("SHOW TABLES").df()
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current_tables_list = current_tables_df["name"].tolist()
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if st.button("Refresh Data"):
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load_assets()
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if selected_table := st.selectbox("Describe a table:", current_tables_list, index=0):
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describe_df = duckdb.sql(f"DESCRIBE {selected_table}").df()
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st.dataframe(
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describe_df,
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hide_index=True,
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use_container_width=True,
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)
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if __name__ == "__main__":
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get_page()
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src/queries/nflverse/github_data.py
CHANGED
@@ -1,4 +1,10 @@
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import pandas as pd
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def get_parquet_github(season_int: int, parquet_prefix: str):
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@@ -18,7 +24,7 @@ FANTASY_POSITIONS = [
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def get_snap_counts(season_int: int) -> pd.DataFrame:
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df =
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df["fantasy_position"] = df["position"].isin(FANTASY_POSITIONS)
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return df
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@@ -37,3 +43,70 @@ def get_ftn_charting(season_int: int) -> pd.DataFrame:
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def get_pbp_participation(season_int: int) -> pd.DataFrame:
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return get_parquet_github(season_int, "pbp_participation/pbp_participation")
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import duckdb
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import pandas as pd
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import os
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from typing import Callable
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BASE_URL = "https://github.com/nflverse/nflverse-data/releases/download/"
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def get_parquet_github(season_int: int, parquet_prefix: str):
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def get_snap_counts(season_int: int) -> pd.DataFrame:
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df = duckdb.sql(f"SELECT * from snap_counts_snap_counts_{season_int}").df()
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df["fantasy_position"] = df["position"].isin(FANTASY_POSITIONS)
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return df
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def get_pbp_participation(season_int: int) -> pd.DataFrame:
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return get_parquet_github(season_int, "pbp_participation/pbp_participation")
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SEASON = "2023"
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NFLVERSE_ASSETS = [
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("ftn_charting", f"ftn_charting_{SEASON}.parquet"),
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("espn_data", "qbr_season_level.parquet"),
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("espn_data", "qbr_week_level.parquet"),
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("players", "players.parquet"),
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("pbp_participation", f"pbp_participation_{SEASON}.parquet"),
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("snap_counts", f"snap_counts_{SEASON}.parquet"),
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("player_stats", f"player_stats_{SEASON}.parquet"),
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("player_stats", f"player_stats_def_{SEASON}.parquet"),
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("player_stats", f"player_stats_kicking_{SEASON}.parquet"),
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("pfr_advstats", "advstats_season_def.parquet"),
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("pfr_advstats", "advstats_season_pass.parquet"),
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("pfr_advstats", "advstats_season_rec.parquet"),
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("pfr_advstats", "advstats_season_rush.parquet"),
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("pfr_advstats", f"advstats_week_def_{SEASON}.parquet"),
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("pfr_advstats", f"advstats_week_pass_{SEASON}.parquet"),
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("pfr_advstats", f"advstats_week_rec_{SEASON}.parquet"),
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("pfr_advstats", f"advstats_week_rush_{SEASON}.parquet"),
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("pbp", f"play_by_play_{SEASON}.parquet"),
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("nextgen_stats", "ngs_passing.parquet"),
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("nextgen_stats", "ngs_receiving.parquet"),
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("nextgen_stats", "ngs_rushing.parquet"),
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]
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class NflVerseDataAsset:
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def __init__(
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self,
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release_tag: str,
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asset_name: str,
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dataframe_mutation_fxn: Callable[[pd.DataFrame], pd.DataFrame] = lambda x: x,
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):
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self.release_tag = release_tag
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self.asset_name = asset_name
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self.dataframe_mutation_fxn = dataframe_mutation_fxn
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self.table_name = f"{release_tag}_{asset_name.rsplit('.', 1)[0]}"
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def load_parquet_asset_to_df(self) -> pd.DataFrame:
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location = os.path.join(BASE_URL, self.release_tag, self.asset_name)
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df = pd.read_parquet(location)
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return df
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def register_asset_to_duckdb(self) -> None:
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df = self.load_parquet_asset_to_df()
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df = self.dataframe_mutation_fxn(df)
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duckdb.register(self.table_name, df)
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def load_assets():
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for tag, asset in NFLVERSE_ASSETS:
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asset = NflVerseDataAsset(tag, asset)
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asset.register_asset_to_duckdb()
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def main():
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load_assets()
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import pdb
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pdb.set_trace()
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if __name__ == "__main__":
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main()
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