diff --git a/.gitignore b/.gitignore index 82f9275..8425aea 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,7 @@ +#project +main.ipynb +.vscode/* + # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] diff --git a/.python-version b/.python-version new file mode 100644 index 0000000..24ee5b1 --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +3.13 diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..4c1d9ea --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,11 @@ +[project] +name = "space-jam-dashboard" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +requires-python = ">=3.13" +dependencies = [ + "espn-api>=0.43.0", + "pandas>=2.2.3", + "panel>=1.5.4", +] diff --git a/src/backend.py b/src/backend.py new file mode 100644 index 0000000..e48a5e2 --- /dev/null +++ b/src/backend.py @@ -0,0 +1,84 @@ +import pandas as pd + +from espn_api.basketball import League + +import constants as const + + +def get_league(league_id: int = const.SPACEJAM_LEAGUE_ID, year: int = const.YEAR): + return League(league_id, year) + + +def get_league_all_raw_stats_df(league: League): + league_stats = [] + for team in league.teams: + temp_dict = team.stats.copy() + temp_dict["Team"] = team.team_name + temp_dict["Standing"] = team.standing + league_stats.append(temp_dict) + + df = pd.DataFrame(league_stats) + + df = df.astype(const.ALL_RAW_DATA_TABLE_DEF) + return df[list(const.ALL_RAW_DATA_TABLE_DEF.keys())] + + +def get_league_all_raw_data_rankings(league: League): + raw_stats_df = get_league_all_raw_stats_df(league) + # Rank only numeric columns + want_big_num_df = raw_stats_df[const.WANT_BIG_NUM] + want_small_num_df = raw_stats_df[const.WANT_SMALL_NUM] + want_big_ranked_df = want_big_num_df.rank(ascending=False).astype(int) + want_small_ranked_df = want_small_num_df.rank(ascending=True).astype(int) + ranked_df = pd.concat([want_big_ranked_df, want_small_ranked_df], axis=1) + ranked_df["Avg. Cat. Rank"] = ranked_df.mean(axis=1) + + # Concatenate with non-numeric columns + ranked_df = pd.concat( + [ + ranked_df, + raw_stats_df.select_dtypes(exclude="number"), + ], + axis=1, + ) + + return ranked_df[list(const.ALL_DATA_RANKED_TABLE_DEF.keys())] + + +def get_league_cat_raw_stats_df(league: League): + league_stats = [] + for team in league.teams: + temp_dict = team.stats.copy() + temp_dict["Team"] = team.team_name + temp_dict["Standing"] = team.standing + league_stats.append(temp_dict) + + df = pd.DataFrame(league_stats) + + df = df.astype(const.CAT_ONLY_RAW_DATA_TABLE_DEF) + return df[list(const.CAT_ONLY_RAW_DATA_TABLE_DEF.keys())] + + +def get_league_cat_data_rankings(league: League): + raw_stats_df = get_league_all_raw_stats_df(league) + # Rank only numeric columns + want_big_num_df = raw_stats_df[const.WANT_BIG_NUM] + want_small_num_df = raw_stats_df[const.WANT_SMALL_NUM] + want_big_ranked_df = want_big_num_df.rank(ascending=False).astype(int) + want_small_ranked_df = want_small_num_df.rank(ascending=True).astype(int) + ranked_df = pd.concat([want_big_ranked_df, want_small_ranked_df], axis=1) + ranked_df["Avg. Cat. Rank"] = ranked_df.mean(axis=1) + + # Concatenate with non-numeric columns + ranked_df = pd.concat( + [ + ranked_df, + raw_stats_df.select_dtypes(exclude="number"), + ], + axis=1, + ) + return ranked_df[list(const.CAT_ONLY_DATA_RANKED_TABLE_DEF.keys())] + + +if __name__ == "__main__": + pass diff --git a/src/constants.py b/src/constants.py new file mode 100644 index 0000000..0302101 --- /dev/null +++ b/src/constants.py @@ -0,0 +1,85 @@ +SPACEJAM_LEAGUE_ID = 233677 +YEAR = 2025 + +ALL_RAW_DATA_TABLE_DEF = { + "Team": str, + "Standing": int, + "PTS": int, + "BLK": int, + "STL": int, + "AST": int, + "REB": int, + "TO": int, + "FGM": int, + "FGA": int, + "FTM": int, + "FTA": int, + "3PM": int, + "FG%": float, + "FT%": float, +} + +ALL_DATA_RANKED_TABLE_DEF = { + "Team": str, + "Standing": int, + "Avg. Cat. Rank": int, + "PTS": int, + "BLK": int, + "STL": int, + "AST": int, + "REB": int, + "TO": int, + "FGM": int, + "FGA": int, + "FTM": int, + "FTA": int, + "3PM": int, + "FG%": int, + "FT%": int, +} + +CAT_ONLY_RAW_DATA_TABLE_DEF = { + "Team": str, + "Standing": int, + "PTS": int, + "BLK": int, + "STL": int, + "AST": int, + "REB": int, + "TO": int, + "3PM": int, + "FG%": float, + "FT%": float, +} + +CAT_ONLY_DATA_RANKED_TABLE_DEF = { + "Team": str, + "Standing": int, + "Avg. Cat. Rank": int, + "PTS": int, + "BLK": int, + "STL": int, + "AST": int, + "REB": int, + "TO": int, + "3PM": int, + "FG%": int, + "FT%": int, +} + +WANT_BIG_NUM = [ + "PTS", + "BLK", + "STL", + "AST", + "REB", + "FGM", + "FGA", + "FTM", + "FTA", + "3PM", + "FG%", + "FT%", +] + +WANT_SMALL_NUM = ["Standing", "TO"] diff --git a/src/frontend.py b/src/frontend.py new file mode 100644 index 0000000..872d548 --- /dev/null +++ b/src/frontend.py @@ -0,0 +1,43 @@ +import panel as pn +import backend as be + +pn.extension("tabulator") + +all_stats = be.get_league_all_raw_stats_df(be.get_league()) +all_rankings = be.get_league_all_raw_data_rankings(be.get_league()) +cat_stats = be.get_league_cat_raw_stats_df(be.get_league()) +cat_rankings = be.get_league_cat_data_rankings(be.get_league()) + + +def get_dataframe(mode: pn.widgets.Select): + if mode == "All Data - Raw Stats": + df = all_stats + elif mode == "All Data - Ranked": + df = all_rankings + elif mode == "Categories - Raw Stats": + df = cat_stats 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