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dataset_infos.json

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-{"default": {"description": "SportSett:Basketball dataset for Data-to-Text Generation contains NBA games stats aligned with their human written summaries.\n", "citation": "@inproceedings{thomson-etal-2020-sportsett,\n    title = \"{S}port{S}ett:Basketball - A robust and maintainable data-set for Natural Language Generation\",\n    author = \"Thomson, Craig  and\n      Reiter, Ehud  and\n      Sripada, Somayajulu\",\n    booktitle = \"Proceedings of the Workshop on Intelligent Information Processing and Natural Language Generation\",\n    month = sep,\n    year = \"2020\",\n    address = \"Santiago de Compostela, Spain\",\n    publisher = \"Association for Computational Lingustics\",\n    url = \"https://aclanthology.org/2020.intellang-1.4\",\n    pages = \"32--40\",\n}\n", "homepage": "https://github.com/nlgcat/sport_sett_basketball", "license": "", "features": {"sportsett_id": {"dtype": "string", "id": null, "_type": "Value"}, "gem_id": {"dtype": "string", "id": null, "_type": "Value"}, "game": {"day": {"dtype": "string", "id": null, "_type": "Value"}, "month": {"dtype": "string", "id": null, "_type": "Value"}, "year": {"dtype": "string", "id": null, "_type": "Value"}, "dayname": {"dtype": "string", "id": null, "_type": "Value"}, "season": {"dtype": "string", "id": null, "_type": "Value"}, "stadium": {"dtype": "string", "id": null, "_type": "Value"}, "city": {"dtype": "string", "id": null, "_type": "Value"}, "state": {"dtype": "string", "id": null, "_type": "Value"}, "attendance": {"dtype": "string", "id": null, "_type": "Value"}, "capacity": {"dtype": "string", "id": null, "_type": "Value"}, "game_id": {"dtype": "string", "id": null, "_type": "Value"}}, "teams": {"home": {"name": {"dtype": "string", "id": null, "_type": "Value"}, "place": {"dtype": "string", "id": null, "_type": "Value"}, "conference": {"dtype": "string", "id": null, "_type": "Value"}, "division": {"dtype": "string", "id": null, "_type": "Value"}, "wins": {"dtype": "string", "id": null, "_type": "Value"}, "losses": {"dtype": "string", "id": null, "_type": "Value"}, "conference_standing": {"dtype": "int32", "id": null, "_type": "Value"}, "game_number": {"dtype": "string", "id": null, "_type": "Value"}, "previous_game_id": {"dtype": "string", "id": null, "_type": "Value"}, "next_game_id": {"dtype": "string", "id": null, "_type": "Value"}, "line_score": {"game": {"FG3A": {"dtype": "string", "id": null, "_type": "Value"}, "FG3M": {"dtype": "string", "id": null, "_type": "Value"}, "FG3_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FGA": {"dtype": "string", "id": null, "_type": "Value"}, "FGM": {"dtype": "string", "id": null, "_type": "Value"}, "FG_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FTA": {"dtype": "string", "id": null, "_type": "Value"}, "FTM": {"dtype": "string", "id": null, "_type": "Value"}, "FT_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "DREB": {"dtype": "string", "id": null, "_type": "Value"}, "OREB": {"dtype": 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"_type": "Value"}, "is_home": {"dtype": "string", "id": null, "_type": "Value"}}}, "vis": {"name": {"dtype": "string", "id": null, "_type": "Value"}, "place": {"dtype": "string", "id": null, "_type": "Value"}, "conference": {"dtype": "string", "id": null, "_type": "Value"}, "division": {"dtype": "string", "id": null, "_type": "Value"}, "wins": {"dtype": "string", "id": null, "_type": "Value"}, "losses": {"dtype": "string", "id": null, "_type": "Value"}, "conference_standing": {"dtype": "int32", "id": null, "_type": "Value"}, "game_number": {"dtype": "string", "id": null, "_type": "Value"}, "previous_game_id": {"dtype": "string", "id": null, "_type": "Value"}, "next_game_id": {"dtype": "string", "id": null, "_type": "Value"}, "line_score": {"game": {"FG3A": {"dtype": "string", "id": null, "_type": "Value"}, "FG3M": {"dtype": "string", "id": null, "_type": "Value"}, "FG3_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FGA": {"dtype": "string", "id": null, "_type": "Value"}, "FGM": {"dtype": "string", "id": null, "_type": "Value"}, "FG_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FTA": {"dtype": "string", "id": null, "_type": "Value"}, "FTM": {"dtype": "string", "id": null, "_type": "Value"}, "FT_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "DREB": {"dtype": "string", "id": null, "_type": "Value"}, "OREB": {"dtype": "string", "id": null, "_type": "Value"}, "TREB": {"dtype": "string", "id": null, "_type": "Value"}, "BLK": {"dtype": "string", "id": null, "_type": "Value"}, "AST": {"dtype": "string", "id": null, "_type": "Value"}, "STL": {"dtype": "string", "id": null, "_type": "Value"}, "TOV": {"dtype": "string", "id": null, "_type": "Value"}, "PF": {"dtype": "string", "id": null, "_type": "Value"}, "PTS": {"dtype": "string", "id": null, "_type": "Value"}, "MIN": {"dtype": "string", "id": null, "_type": "Value"}}, "H1": {"FG3A": {"dtype": "string", "id": null, "_type": "Value"}, "FG3M": {"dtype": "string", "id": null, "_type": "Value"}, "FG3_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FGA": {"dtype": "string", "id": null, "_type": "Value"}, "FGM": {"dtype": "string", "id": null, "_type": "Value"}, "FG_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FTA": {"dtype": "string", "id": null, "_type": "Value"}, "FTM": {"dtype": "string", "id": null, "_type": "Value"}, "FT_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "DREB": {"dtype": "string", "id": null, "_type": "Value"}, "OREB": {"dtype": "string", "id": null, "_type": "Value"}, "TREB": {"dtype": "string", "id": null, "_type": "Value"}, "BLK": {"dtype": "string", "id": null, "_type": "Value"}, "AST": {"dtype": "string", "id": null, "_type": "Value"}, "STL": {"dtype": "string", "id": null, "_type": "Value"}, "TOV": {"dtype": "string", "id": null, "_type": "Value"}, "PTS": {"dtype": "string", "id": null, "_type": "Value"}, "MIN": {"dtype": "string", "id": null, "_type": "Value"}}, "H2": {"FG3A": {"dtype": "string", "id": null, "_type": "Value"}, "FG3M": {"dtype": "string", "id": null, "_type": "Value"}, "FG3_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FGA": {"dtype": "string", "id": null, "_type": "Value"}, "FGM": {"dtype": "string", "id": null, "_type": "Value"}, "FG_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FTA": {"dtype": "string", "id": null, "_type": "Value"}, "FTM": {"dtype": "string", "id": null, "_type": "Value"}, "FT_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "DREB": {"dtype": "string", "id": null, "_type": "Value"}, "OREB": {"dtype": "string", "id": null, "_type": "Value"}, "TREB": {"dtype": "string", "id": null, "_type": "Value"}, "BLK": {"dtype": "string", "id": null, "_type": "Value"}, "AST": {"dtype": "string", "id": null, "_type": "Value"}, "STL": {"dtype": "string", "id": null, "_type": "Value"}, "TOV": {"dtype": "string", "id": null, "_type": "Value"}, "PTS": {"dtype": "string", "id": null, "_type": "Value"}, "MIN": {"dtype": "string", "id": null, "_type": "Value"}}, "Q1": {"FG3A": {"dtype": "string", "id": null, "_type": "Value"}, "FG3M": {"dtype": "string", "id": null, "_type": "Value"}, "FG3_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FGA": {"dtype": "string", "id": null, "_type": "Value"}, "FGM": {"dtype": "string", "id": null, "_type": "Value"}, "FG_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FTA": {"dtype": "string", "id": null, "_type": "Value"}, "FTM": {"dtype": "string", "id": null, "_type": "Value"}, "FT_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "DREB": {"dtype": "string", "id": null, "_type": "Value"}, "OREB": {"dtype": "string", "id": null, "_type": "Value"}, "TREB": {"dtype": "string", "id": null, "_type": "Value"}, "BLK": {"dtype": "string", "id": null, "_type": "Value"}, "AST": {"dtype": "string", "id": null, "_type": "Value"}, "STL": {"dtype": "string", "id": null, "_type": "Value"}, "TOV": {"dtype": "string", "id": null, "_type": "Value"}, "PTS": {"dtype": "string", "id": null, "_type": "Value"}, "MIN": {"dtype": "string", "id": null, "_type": "Value"}}, "Q2": {"FG3A": {"dtype": "string", "id": null, "_type": "Value"}, "FG3M": {"dtype": "string", "id": null, "_type": "Value"}, "FG3_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FGA": {"dtype": "string", "id": null, "_type": "Value"}, "FGM": {"dtype": "string", "id": null, "_type": "Value"}, "FG_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FTA": {"dtype": "string", "id": null, "_type": "Value"}, "FTM": {"dtype": "string", "id": null, "_type": "Value"}, "FT_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "DREB": {"dtype": "string", "id": null, "_type": "Value"}, "OREB": {"dtype": "string", "id": null, "_type": "Value"}, "TREB": {"dtype": "string", "id": null, "_type": "Value"}, "BLK": {"dtype": "string", "id": null, "_type": "Value"}, "AST": {"dtype": "string", "id": null, "_type": "Value"}, "STL": {"dtype": "string", "id": null, "_type": "Value"}, "TOV": {"dtype": "string", "id": null, "_type": "Value"}, "PTS": {"dtype": "string", "id": null, "_type": "Value"}, "MIN": {"dtype": "string", "id": null, "_type": "Value"}}, "Q3": {"FG3A": {"dtype": "string", "id": null, "_type": "Value"}, "FG3M": {"dtype": "string", "id": null, "_type": "Value"}, "FG3_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FGA": {"dtype": "string", "id": null, "_type": "Value"}, "FGM": {"dtype": "string", "id": null, "_type": "Value"}, "FG_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FTA": {"dtype": "string", "id": null, "_type": "Value"}, "FTM": {"dtype": "string", "id": null, "_type": "Value"}, "FT_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "DREB": {"dtype": "string", "id": null, "_type": "Value"}, "OREB": {"dtype": "string", "id": null, "_type": "Value"}, "TREB": {"dtype": "string", "id": null, "_type": "Value"}, "BLK": {"dtype": "string", "id": null, "_type": "Value"}, "AST": {"dtype": "string", "id": null, "_type": "Value"}, "STL": {"dtype": "string", "id": null, "_type": "Value"}, "TOV": {"dtype": "string", "id": null, "_type": "Value"}, "PTS": {"dtype": "string", "id": null, "_type": "Value"}, "MIN": {"dtype": "string", "id": null, "_type": "Value"}}, "Q4": {"FG3A": {"dtype": "string", "id": null, "_type": "Value"}, "FG3M": {"dtype": "string", "id": null, "_type": "Value"}, "FG3_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FGA": {"dtype": "string", "id": null, "_type": "Value"}, "FGM": {"dtype": "string", "id": null, "_type": "Value"}, "FG_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FTA": {"dtype": "string", "id": null, "_type": "Value"}, "FTM": {"dtype": "string", "id": null, "_type": "Value"}, "FT_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "DREB": {"dtype": "string", "id": null, "_type": "Value"}, "OREB": {"dtype": "string", "id": null, "_type": "Value"}, "TREB": {"dtype": "string", "id": null, "_type": "Value"}, "BLK": {"dtype": "string", "id": null, "_type": "Value"}, "AST": {"dtype": "string", "id": null, "_type": "Value"}, "STL": {"dtype": "string", "id": null, "_type": "Value"}, "TOV": {"dtype": "string", "id": null, "_type": "Value"}, "PTS": {"dtype": "string", "id": null, "_type": "Value"}, "MIN": {"dtype": "string", "id": null, "_type": "Value"}}, "OT": {"FG3A": {"dtype": "string", "id": null, "_type": "Value"}, "FG3M": {"dtype": "string", "id": null, "_type": "Value"}, "FG3_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FGA": {"dtype": "string", "id": null, "_type": "Value"}, "FGM": {"dtype": "string", "id": null, "_type": "Value"}, "FG_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FTA": {"dtype": "string", "id": null, "_type": "Value"}, "FTM": {"dtype": "string", "id": null, "_type": "Value"}, "FT_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "DREB": {"dtype": "string", "id": null, "_type": "Value"}, "OREB": {"dtype": "string", "id": null, "_type": "Value"}, "TREB": {"dtype": "string", "id": null, "_type": "Value"}, "BLK": {"dtype": "string", "id": null, "_type": "Value"}, "AST": {"dtype": "string", "id": null, "_type": "Value"}, "STL": {"dtype": "string", "id": null, "_type": "Value"}, "TOV": {"dtype": "string", "id": null, "_type": "Value"}, "PTS": {"dtype": "string", "id": null, "_type": "Value"}, "MIN": {"dtype": "string", "id": null, "_type": "Value"}}}, "box_score": [{"first_name": {"dtype": "string", "id": null, "_type": "Value"}, "last_name": {"dtype": "string", "id": null, "_type": "Value"}, "name": {"dtype": "string", "id": null, "_type": "Value"}, "starter": {"dtype": "string", "id": null, "_type": "Value"}, "MIN": {"dtype": "string", "id": null, "_type": "Value"}, "FGM": {"dtype": "string", "id": null, "_type": "Value"}, "FGA": {"dtype": "string", "id": null, "_type": "Value"}, "FG_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FG3M": {"dtype": "string", "id": null, "_type": "Value"}, "FG3A": {"dtype": "string", "id": null, "_type": "Value"}, "FG3_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "FTM": {"dtype": "string", "id": null, "_type": "Value"}, "FTA": {"dtype": "string", "id": null, "_type": "Value"}, "FT_PCT": {"dtype": "string", "id": null, "_type": "Value"}, "OREB": {"dtype": "string", "id": null, "_type": "Value"}, "DREB": {"dtype": "string", "id": null, "_type": "Value"}, "TREB": {"dtype": "string", "id": null, "_type": "Value"}, "AST": {"dtype": "string", "id": null, "_type": "Value"}, "STL": {"dtype": "string", "id": null, "_type": "Value"}, "BLK": {"dtype": "string", "id": null, "_type": "Value"}, "TOV": {"dtype": "string", "id": null, "_type": "Value"}, "PF": {"dtype": "string", "id": null, "_type": "Value"}, "PTS": {"dtype": "string", "id": null, "_type": "Value"}, "+/-": {"dtype": "string", "id": null, "_type": "Value"}, "DOUBLE": {"dtype": "string", "id": null, "_type": "Value"}}], "next_game": {"day": {"dtype": "string", "id": null, "_type": "Value"}, "month": {"dtype": "string", "id": null, "_type": "Value"}, "year": {"dtype": "string", "id": null, "_type": "Value"}, "dayname": {"dtype": "string", "id": null, "_type": "Value"}, "stadium": {"dtype": "string", "id": null, "_type": "Value"}, "city": {"dtype": "string", "id": null, "_type": "Value"}, "opponent_name": {"dtype": "string", "id": null, "_type": "Value"}, "opponent_place": {"dtype": "string", "id": null, "_type": "Value"}, "is_home": {"dtype": "string", "id": null, "_type": "Value"}}}}, "summaries": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "target": {"dtype": "string", "id": null, "_type": "Value"}, "references": [{"dtype": "string", "id": null, "_type": "Value"}], "linearized_input": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "task_templates": null, "builder_name": "sportsett_basketball", "config_name": "default", "version": {"version_str": "1.1.0", "description": null, "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 67332482, "num_examples": 3690, "dataset_name": "sportsett_basketball"}, "test": {"name": "test", "num_bytes": 21058937, "num_examples": 1230, "dataset_name": "sportsett_basketball"}, "validation": {"name": "validation", "num_bytes": 21503139, "num_examples": 1230, "dataset_name": "sportsett_basketball"}}, "download_checksums": {"train.jsonl": {"num_bytes": 62442413, "checksum": "7f36933482f385000d5dedcf8f432349aa486eee1229c6aa28de2c000d2890ec"}, "validation.jsonl": {"num_bytes": 20228725, "checksum": "39e6401457f90e58e7237b2392b6f3fb1155f1b068d542cd112602200d539973"}, "test.jsonl": {"num_bytes": 20033885, "checksum": "79056913fc9e0e49b428384e64c2bbc90b450fd94316d451e17c3d3cd32dbe3a"}}, "download_size": 102705023, "post_processing_size": null, "dataset_size": 109894558, "size_in_bytes": 212599581}}

sportsett_basketball.py

@@ -17,7 +17,9 @@
 
 import csv
 import json
+import os
 import re
+from readline import parse_and_bind
 
 import datasets
 
@@ -79,7 +81,7 @@ def detokenize(text):
     return step6.strip()
 
 # TODO: Name of the dataset usually match the script name with CamelCase instead of snake_case
-class SportSettBasketball(datasets.GeneratorBasedBuilder):
+class SportsettBasketball(datasets.GeneratorBasedBuilder):
     """SportSett:Basketball datatset for Data-to-Text Generation."""
 
     VERSION = datasets.Version("1.1.0")
@@ -536,7 +538,8 @@ class SportSettBasketball(datasets.GeneratorBasedBuilder):
                 },
                 "summaries": datasets.Sequence(datasets.Value("string")),
                 "target": datasets.Value("string"),
-                "references": [datasets.Value("string")]
+                "references": [datasets.Value("string")],
+                "linearized_input": datasets.Value("string")
             }
         )
         return datasets.DatasetInfo(
@@ -584,6 +587,118 @@ class SportSettBasketball(datasets.GeneratorBasedBuilder):
             ),
         ]
 
+    def tokenize_initials(self, value):
+        attrib_value = re.sub(r"(\w)\.(\w)\.", r"\g<1>. \g<2>.", value)
+        return attrib_value
+
+    def sort_players_by_pts(self, entry, type='HOME'):
+        """
+        Sort players by points and return the indices sorted by points
+        bs --> [{'pts': 10}, {'pts': 30}, {'pts': 35}, {'pts': 5}]
+        return --> [2, 1, 0, 3]
+        """
+        all_pts = [int(item['PTS']) for item in entry['teams'][type.lower()]['box_score']]
+        all_pts1 = [[item, idx] for idx, item in enumerate(all_pts)]
+        all_pts1.sort()
+        all_pts1.reverse()
+        return [item[1] for item in all_pts1]
+
+    def get_one_player_data(self, player_stats, team_name, rank):
+        """
+        player_line = "<PLAYER> %s <TEAM> %s <POS> %s <RANK> %s <MIN> %d <PTS> %d <FG> %d %d %d <FG3> %d %d %d \
+                        <FT> %d %d %d <REB> %d <AST> %d <STL> %s <BLK> %d <DREB> %d <OREB> %d <TO> %d"
+        """
+        pos = f'STARTER YES' if player_stats['starter'] == True else f'STARTER NO'
+        player_min = int(player_stats['MIN'])
+        rank = rank if player_min > 0 else f"{rank.split('-')[0]}-DIDNTPLAY"
+        player_line = f"<PLAYER> {self.tokenize_initials(player_stats['name'])} <TEAM> {team_name} <POS> {pos} <RANK> {rank}"
+        player_line = f"{player_line} <MIN> {player_stats['MIN']} <PTS> {player_stats['PTS']} <FG> {player_stats['FGM']} {player_stats['FGA']} {player_stats['FG_PCT']}"
+        player_line = f"{player_line} <FG3> {player_stats['FG3M']} {player_stats['FG3A']} {player_stats['FG3_PCT']}"
+        player_line = f"{player_line} <FT> {player_stats['FTM']} {player_stats['FTA']} {player_stats['FT_PCT']}"
+        player_line = f"{player_line} <REB> {player_stats['TREB']} <AST> {player_stats['AST']} <STL> {player_stats['STL']}"
+        player_line = f"{player_line} <BLK> {player_stats['BLK']} <DREB> {player_stats['DREB']} <OREB> {player_stats['OREB']} <TO> {player_stats['TOV']}"
+        player_line = f"{player_line} <DOUBLE> {player_stats['DOUBLE']}"
+        return player_line
+
+    def get_box_score(self, entry, type='HOME'):
+        bs = entry['teams'][type.lower()]['box_score']
+        team_name = f"{entry['teams'][type.lower()]['place']} {entry['teams'][type.lower()]['name']}"
+        sorted_idx = self.sort_players_by_pts(entry, type)
+        player_lines = [self.get_one_player_data(bs[idx], team_name, f'{type}-{rank}') for rank, idx in enumerate(sorted_idx)]
+        return ' '.join(player_lines)
+
+    def get_team_line(self, entry, type='HOME', winner='HOME'):
+        """
+        team_line = "%s <TEAM> %s <CITY> %s <TEAM-RESULT> %s <TEAM-PTS> %d <WINS-LOSSES> %d %d <QTRS> %d %d %d %d \
+                        <TEAM-AST> %d <3PT> %d <TEAM-FG> %d <TEAM-FT> %d <TEAM-REB> %d <TEAM-TO> %d"
+        """
+        line_score = entry['teams'][type.lower()]['line_score']['game']
+        team_line = f"<TEAM> {entry['teams'][type.lower()]['name']} <CITY> {entry['teams'][type.lower()]['place']}"
+        if winner == type:
+            team_line = f"{team_line} <TEAM-RESULT> won"
+        else:
+            team_line = f"{team_line} <TEAM-RESULT> lost"
+        team_line = f"{team_line} <TEAM-PTS> {line_score['PTS']} <WINS-LOSSES> {entry['teams'][type.lower()]['wins']} {entry['teams'][type.lower()]['losses']}"
+        team_line = f"{team_line} <QTRS> {entry['teams'][type.lower()]['line_score']['Q1']['PTS']} {entry['teams'][type.lower()]['line_score']['Q2']['PTS']}"
+        team_line = f"{team_line} {entry['teams'][type.lower()]['line_score']['Q3']['PTS']} {entry['teams'][type.lower()]['line_score']['Q4']['PTS']}"
+        team_line = f"{team_line} <TEAM-AST> {line_score['AST']} <3PT> {line_score['FG3M']} <TEAM-FG> {line_score['FGM']} <TEAM-FT> {line_score['FTM']}"
+        team_line = f"{team_line} <TEAM-REB> {line_score['TREB']} <TEAM-TO> {line_score['TOV']}"
+        return team_line
+
+    def get_box_and_line_scores(self, entry):
+        """Get line- & box- scores data for a single game"""
+
+        home_team_pts = entry['teams']['home']['line_score']['game']['PTS']
+        vis_team_pts = entry['teams']['home']['line_score']['game']['PTS']
+        winner = 'HOME' if int(home_team_pts) > int(vis_team_pts) else 'VIS'
+
+        home_team_line = self.get_team_line(entry, type='HOME', winner=winner)
+        vis_team_line = self.get_team_line(entry, type='VIS', winner=winner)
+
+        home_box_score = self.get_box_score(entry, type='HOME')
+        vis_box_score = self.get_box_score(entry, type='VIS')
+
+        return home_team_line, vis_team_line, home_box_score, vis_box_score
+
+    def get_game_data(self, entry):
+        """Get game data for a single game"""
+        game_date = f"{entry['day']} {entry['month']} {entry['year']}"
+        game_day = entry['dayname']
+        game_stadium = entry['stadium']
+        game_city = entry['city']
+        return f"<DATE> {game_date} <DAY> {game_day} <STADIUM> {game_stadium} <CITY> {game_city}"
+
+    def get_next_game_data_of_a_team(self, entry):
+        """
+        next_game_line = "<NEXT-GAME-DATE> %s <NEXT-GAME-DAY> %s <NEXT-GAME-STADIUM> %s <NEXT-GAME-CITY> %s"
+        """
+        next_game_date = f"{entry['day']} {entry['month']} {entry['year']}"
+        next_game_is_home = 'yes' if entry['is_home'] == 'True' else 'no'
+        next_game_line = f"<NEXT-DATE> {next_game_date} <NEXT-DAY> {entry['dayname']}"
+        next_game_line = f"{next_game_line} <NEXT-STADIUM> {entry['stadium']} <NEXT-CITY> {entry['city']}"
+        next_game_line = f"{next_game_line} <NEXT-OPPONENT-PLACE> {entry['opponent_place']} <NEXT-OPPONENT-NAME> {entry['opponent_name']}"
+        next_game_line = f"{next_game_line} <NEXT-IS-HOME> {next_game_is_home}"
+        return next_game_line
+
+    def get_next_game_info(self, entry):
+        """
+        Get next game data for both teams in a game.
+        In case of no next game, all values will be ''.
+        """
+        home_next_game = self.get_next_game_data_of_a_team(entry['teams']['home']['next_game'])
+        vis_next_game = self.get_next_game_data_of_a_team(entry['teams']['vis']['next_game'])
+        return home_next_game, vis_next_game
+
+    def linearize_input(self, entry):
+        """
+        Linearizes the input to the model.
+        """
+        game_data = self.get_game_data(entry['game'])
+        home_line, vis_line, home_box_score, vis_box_score = self.get_box_and_line_scores(entry)
+        home_next, vis_next = self.get_next_game_info(entry)
+        linearized_input = f"<GAME> {game_data} <HOME> {home_line} <NEXT-HOME> {home_next} <VIS> {vis_line} <VIS-NEXT> {vis_next} {home_box_score} {vis_box_score}"
+        return linearized_input
+
     def _generate_examples(
         self, filepath, split  # method parameters are unpacked from `gen_kwargs` as given in `_split_generators`
     ):
@@ -602,5 +717,6 @@ class SportSettBasketball(datasets.GeneratorBasedBuilder):
                     "teams": data["teams"],
                     "summaries": data["summaries"],
                     "target": detokenize(data["summaries"][0]),
-                    "references": [detokenize(s) for s in data["summaries"]]
+                    "references": [detokenize(s) for s in data["summaries"]],
+                    "linearized_input": self.linearize_input(data)
                 }