diff --git a/data.py b/data.py
index a66299daf931dad7285f65bb3a2ae943c8f4aac4..af1f0a3c91a99d79537bb35e9cefd6a5dd813255 100644
--- a/data.py
+++ b/data.py
@@ -14,26 +14,6 @@ from translate import (
     max_pitch_types
 )
 
-# load game data
-game_df = pl.read_csv('game.csv').unique()
-assert len(game_df) == len(game_df['game_pk'].unique())
-
-# load pa data
-pa_df = []
-for game_pk in tqdm(game_df['game_pk']):
-  pa_df.append(pl.read_csv(os.path.join('pa', f'{game_pk}.csv'), schema_overrides={'pa_pk': str}))
-pa_df = pl.concat(pa_df)
-
-# load pitch data
-pitch_df = []
-for game_pk in tqdm(game_df['game_pk']):
-  pitch_df.append(pl.read_csv(os.path.join('pitch', f'{game_pk}.csv'), schema_overrides={'pa_pk': str, 'on_1b': pl.Int64, 'on_2b': pl.Int64, 'on_3b': pl.Int64}))
-pitch_df = pl.concat(pitch_df)
-
-# load player data
-player_df = pl.read_csv('player.csv')
-
-# translate pa data
 
 def identify_bb_type(hit_type):
   if hit_type in list(range(1, 10)) + list(range(40, 49)):
@@ -49,115 +29,160 @@ def identify_bb_type(hit_type):
   else:
     raise Exception(f'Unexpect hit_type {hit_type}')
 
-pa_df = (
-    pa_df
-    .with_columns(
-        pl.col('des').str.strip_chars().alias('_des'),
-        pl.col('des').str.strip_chars(),
-        pl.col('des_more').str.strip_chars()
-    )
-    .with_columns(
-        pl.col('des').fill_null(pl.col('des_more'))
-    )
-    .with_columns(
-        pl.when(
-            (pl.col('des').str.split(' ').list.len() > 1) &
-            (pl.col('des').str.contains(r'＋\d+点'))
+
+DATA_DIR = 'data'
+SEASONS = sorted([folder for folder in os.listdir(DATA_DIR) if not folder.startswith('.')])
+
+game_df, pa_df, pitch_df, player_df, df = [], [], [], [], []
+
+for season in SEASONS:
+    season_dir = os.path.join(DATA_DIR, season)
+
+    # load game data
+    _game_df = pl.read_csv(os.path.join(season_dir, 'game.csv')).unique()
+    assert len(_game_df) == len(_game_df['game_pk'].unique())
+
+    # load pa data
+    _pa_df = []
+    for game_pk in tqdm(_game_df['game_pk']):
+      _pa_df.append(pl.read_csv(os.path.join(season_dir, 'pa', f'{game_pk}.csv'), schema_overrides={'pa_pk': str}))
+    _pa_df = pl.concat(_pa_df)
+
+    # load pitch data
+    _pitch_df = []
+    for game_pk in tqdm(_game_df['game_pk']):
+      _pitch_df.append(pl.read_csv(os.path.join(season_dir, 'pitch', f'{game_pk}.csv'), schema_overrides={'pa_pk': str, 'on_1b': pl.Int64, 'on_2b': pl.Int64, 'on_3b': pl.Int64}))
+    _pitch_df = pl.concat(_pitch_df)
+
+    # load player data
+    _player_df = pl.read_csv(os.path.join(season_dir, 'player.csv'))
+
+    # translate pa data
+    _pa_df = (
+        _pa_df
+        .with_columns(
+            pl.col('des').str.strip_chars().alias('_des'),
+            pl.col('des').str.strip_chars(),
+            pl.col('des_more').str.strip_chars()
         )
-        .then(pl.col('des').str.split(' ').list.first())
-        .otherwise(pl.col('des'))
-        .alias('des')
-    )
-    .with_columns(
-        pl.when(
-            pl.col('des').is_in(['ボール', '見逃し', '空振り']) |
-            pl.col('des').str.ends_with('塁けん制')
+        .with_columns(
+            pl.col('des').fill_null(pl.col('des_more'))
         )
-        .then(
-            pl.col('des_more')
+        .with_columns(
+            pl.when(
+                (pl.col('des').str.split(' ').list.len() > 1) &
+                (pl.col('des').str.contains(r'＋\d+点'))
+            )
+            .then(pl.col('des').str.split(' ').list.first())
+            .otherwise(pl.col('des'))
+            .alias('des')
         )
-        .otherwise(
-            pl.col('des')
+        .with_columns(
+            pl.when(
+                pl.col('des').is_in(['ボール', '見逃し', '空振り']) |
+                pl.col('des').str.ends_with('塁けん制')
+            )
+            .then(
+                pl.col('des_more')
+            )
+            .otherwise(
+                pl.col('des')
+            )
+            .alias('des')
+        )
+        .with_columns(
+            pl.col('des').map_elements(translate_pa_outcome, return_dtype=str)
+        )
+        .with_columns(
+            pl.col('bb_type').alias('hit_type').str.strip_prefix('dakyu').cast(int).alias('hit_type')
+        )
+        .with_columns(
+            pl.col('hit_type').map_elements(lambda hit_type: identify_bb_type(hit_type), return_dtype=str).alias('bb_type')
         )
-        .alias('des')
-    )
-    .with_columns(
-        pl.col('des').map_elements(translate_pa_outcome, return_dtype=str)
-    )
-    .with_columns(
-        pl.col('bb_type').alias('hit_type').str.strip_prefix('dakyu').cast(int).alias('hit_type')
-    )
-    .with_columns(
-        pl.col('hit_type').map_elements(lambda hit_type: identify_bb_type(hit_type), return_dtype=str).alias('bb_type')
     )
-)
 
-# translate pitch data
-pitch_df = (
-    pitch_df
-    .filter(pl.col('pitch_name').is_not_null())
-    .with_columns(
-        pl.col('pitch_name').alias('jp_pitch_name')
-    )
-    .with_columns(
-        pl.col('jp_pitch_name').map_elements(lambda pitch_name: jp_pitch_to_en_pitch[pitch_name], return_dtype=str).alias('pitch_name'),
-        # pl.col('jp_pitch_name').replace_strict(jp_pitch_to_en_pitch).alias('pitch_name'),
-        pl.col('jp_pitch_name').map_elements(lambda pitch_name: jp_pitch_to_pitch_code[pitch_name], return_dtype=str).alias('pitch_type'),
-        # pl.col('jp_pitch_name').map_elements(jp_pitch_to_pitch_code).alias('pitch_type'),
-        pl.col('description').str.split(' ').list.first().map_elements(translate_pitch_outcome, return_dtype=str),
-        pl.when(
-            pl.col('release_speed') != '-'
+    # translate pitch data
+    _pitch_df = (
+        _pitch_df
+        .filter(pl.col('pitch_name').is_not_null())
+        .with_columns(
+            pl.col('pitch_name').alias('jp_pitch_name')
         )
-        .then(
-            pl.col('release_speed').str.strip_suffix('km/h')
+        .with_columns(
+            pl.col('jp_pitch_name').map_elements(lambda pitch_name: jp_pitch_to_en_pitch[pitch_name], return_dtype=str).alias('pitch_name'),
+            # pl.col('jp_pitch_name').replace_strict(jp_pitch_to_en_pitch).alias('pitch_name'),
+            pl.col('jp_pitch_name').map_elements(lambda pitch_name: jp_pitch_to_pitch_code[pitch_name], return_dtype=str).alias('pitch_type'),
+            # pl.col('jp_pitch_name').map_elements(jp_pitch_to_pitch_code).alias('pitch_type'),
+            pl.col('description').str.split(' ').list.first().map_elements(translate_pitch_outcome, return_dtype=str),
+            pl.when(
+                pl.col('release_speed') != '-'
+            )
+            .then(
+                pl.col('release_speed').str.strip_suffix('km/h')
+            )
+            .otherwise(
+                None
+            )
+            .alias('release_speed'),
+            ((pl.col('plate_x') + 13) - 80).alias('plate_x'),
+            (200 - (pl.col('plate_z') + 13) - 100).alias('plate_z'),
         )
-        .otherwise(
-            None
+        .with_columns(
+            pl.col('release_speed').cast(int), # idk why I can't do this during the strip_suffix step
         )
-        .alias('release_speed'),
-        ((pl.col('plate_x') + 13) - 80).alias('plate_x'),
-        (200 - (pl.col('plate_z') + 13) - 100).alias('plate_z'),
     )
-    .with_columns(
-        pl.col('release_speed').cast(int), # idk why I can't do this during the strip_suffix step
-    )
-)
 
-# translate player data
-player_df = pl.read_csv('player.csv')
-register = (
-    pl.read_csv('register.csv')
-    .with_columns(
-        pl.col('en_name').str.replace(',', '').alias('en_name'),
+    # translate player data
+    register = (
+        pl.read_csv(os.path.join(season_dir, 'register.csv'))
+        .with_columns(
+            pl.col('en_name').str.replace(',', '').alias('en_name'),
 
+        )
+        .select(
+            pl.col('en_name'),
+            pl.col('jp_team').alias('team'),
+            pl.col('jp_name').alias('name')
+        )
     )
-    .select(
-        pl.col('en_name'),
-        pl.col('jp_team').alias('team'),
-        pl.col('jp_name').alias('name')
-    )
-)
-player_df = player_df.join(register, on=['name', 'team'], how='inner').with_columns(pl.col('en_name').alias('name')).drop(pl.col('en_name'))
+    _player_df = _player_df.join(register, on=['name', 'team'], how='inner').with_columns(pl.col('en_name').alias('name')).drop(pl.col('en_name'))
+
+    # merge pitch and pa data
+    _df = (
+        (
+            _pitch_df
+            .join(_pa_df, on=['game_pk', 'pa_pk'], how='inner')
+            .join(_player_df.rename({'player_id': 'pitcher'}), on='pitcher', how='inner')
+        )
+        .with_columns(
+            pl.col('description').is_in(['SS', 'K']).alias('whiff'),
+            ~pl.col('description').is_in(['B', 'BB', 'LS', 'inv_K', 'bunt_K', 'HBP', 'SH', 'SH E', 'SH FC', 'obstruction', 'illegal_pitch', 'defensive_interference']).alias('swing'),
+            pl.col('description').is_in(['SS', 'K', 'LS', 'inv_K']).alias('csw'),
+            ~pl.col('description').is_in(['obstruction', 'illegal_pitch', 'defensive_interference']).alias('normal_pitch') # guess
+        )
+    ).sort(['game_pk', 'pa_pk', 'pitch_id'])
 
-# merge pitch and pa data
+    # add players to pa_df
+    # unfortunately we have pas that don't show up in the pitch data, so this would be useful for
+    _pa_df = _pa_df.join(_player_df.rename({'player_id': 'pitcher'}), on='pitcher', how='inner')
 
-df = (
-    (
-        pitch_df
-        .join(pa_df, on=['game_pk', 'pa_pk'], how='inner')
-        .join(player_df.rename({'player_id': 'pitcher'}), on='pitcher', how='inner')
-    )
-    .with_columns(
-        pl.col('description').is_in(['SS', 'K']).alias('whiff'),
-        ~pl.col('description').is_in(['B', 'BB', 'LS', 'inv_K', 'bunt_K', 'HBP', 'SH', 'SH E', 'SH FC', 'obstruction', 'illegal_pitch', 'defensive_interference']).alias('swing'),
-        pl.col('description').is_in(['SS', 'K', 'LS', 'inv_K']).alias('csw'),
-        ~pl.col('description').is_in(['obstruction', 'illegal_pitch', 'defensive_interference']).alias('normal_pitch') # guess
-    )
-).sort(['game_pk', 'pa_pk', 'pitch_id'])
+    # add season dfs to main dfs
+    game_df.append(_game_df)
+    pa_df.append(_pa_df)
+    pitch_df.append(_pitch_df)
+    player_df.append(_player_df)
+    df.append(_df)
+
+    
+
+# combine all season dfs
+game_df = pl.concat(game_df)
+pa_df = pl.concat(pa_df)
+pitch_df = pl.concat(pitch_df)
+player_df = pl.concat(player_df).unique()
+df = pl.concat(df)
 
-# add players to pa_df
-# unfortunately we have pas that don't show up in the pitch data, so this would be useful for
-pa_df = pa_df.join(player_df.rename({'player_id': 'pitcher'}), on='pitcher', how='inner')
+assert len(_game_df) == len(_game_df['game_pk'].unique())
 
 # pitch_stats, rhb_pitch_stats, lhb_pitch_stats = [
 #     (
diff --git a/game.csv b/data/2024/game.csv
similarity index 100%
rename from game.csv
rename to data/2024/game.csv
diff --git a/pa/2021019999.csv b/data/2024/pa/2021019999.csv
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