Karmane/nba-same-game-parlay-teammate-stat-pairs-sample

NBA Same-Game Parlay Teammate Stat Pair Dataset for Correlation Research

Question this dataset helps answer

Which NBA teammate stat pairs historically move together in same-game parlay research workflows, and what pregame context exists before both players clear common scoring, rebound, assist, or PRA thresholds?

Short answer

This dataset helps sports-betting researchers, NBA analysts, and dashboard builders investigate which teammate stat pairs tend to clear together using shared game context, rolling player form, and prior joint-game signals.

What the public preview proves

• Which teammate pairs, teams, seasons, and game contexts are represented in the sample
• Which columns are pre-event pair-history features versus post-event pair outcomes
• Which pair-history fields already support co-hit, correlation, and threshold-screening workflows

Public preview vs full dataset

• Preview: 10000 rows and 102 columns
• Full: 1193876 rows and 102 columns

The full dataset includes 1193876 rows across NBA teammate-pair game observations, making it large enough for dashboard analysis, historical filtering, same-game parlay research, and exploratory modeling workflows.

Full dataset access: https://thearticulated.gumroad.com/l/wieigj

Loading example

from datasets import load_dataset; ds = load_dataset("Karmane/nba-same-game-parlay-teammate-stat-pairs-sample"); df = ds["data"].to_pandas()

Responsible use note

This dataset is for research, analysis, dashboard building, educational use, and exploratory modeling. It does not provide betting advice, picks, guarantees, or predictions of future outcomes.

Modeling notes

• Each row represents one unordered pair of teammates in one completed NBA game.
• Pre-event features include rolling player form for both teammates, shared rest context, implied team totals, and prior joint-game rates or correlations.
• Outcomes include actual points, rebounds, assists, PRA, combined outputs, and threshold-hit flags for the completed game.
• The sample is meant to prove schema, coverage, and row meaning rather than replace the full dataset.

This is a free preview. Load it instantly, inspect the schema, and validate quality before purchasing the full dataset.

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What This Preview Proves

• Sample rows: 10,000 (full dataset: 1,193,876 rows)
• Columns: 102 fields, fully described below
• Format: parquet (loads in pandas, HF datasets, or any parquet reader)
• No authentication required to load this sample
• Schema and quality are identical to the paid full dataset

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Upgrade to Full Dataset

The full production dataset contains 1,193,876 rows across 102 columns.

Full dataset access: https://thearticulated.gumroad.com/l/wieigj

After purchase, provide your Hugging Face username and request access on the full dataset page.

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Quick Start

from datasets import load_dataset

dataset = load_dataset("Karmane/nba-same-game-parlay-teammate-stat-pairs-sample")
df = dataset["data"].to_pandas()
print(f"Rows: {len(df):,}, Columns: {len(df.columns)}")
print(df.head())

Or with pandas directly:

import pandas as pd
df = pd.read_parquet("hf://datasets/Karmane/nba-same-game-parlay-teammate-stat-pairs-sample/data/data.parquet")
print(df.head())

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Use Cases

• Compare which teammate pairs historically clear scoring or combo thresholds together.
• Screen pair-history rows by prior co-hit rates, prior combined averages, or rolling pair correlations.
• Build time-aware notebooks that keep pregame pair features separate from postgame pair outcomes.
• Filter for games with archived line context and compare pair behavior by spread or implied-total range.

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Column Descriptions

• record_id: Stable unique identifier for one teammate pair in one completed NBA game.
• pair_key: Stable unordered teammate-pair key built from the two player identifiers.
• pair_label: Human-readable pair label built from the two player names.
• season_end_year: Ending year of the NBA season, such as 2026 for the 2025-26 season.
• season_label: Human-readable season label such as 2025-26.
• season_type_label: Regular-season or playoff label for the game.
• game_id: SportsDataverse and ESPN-derived game identifier.
• game_date: Calendar date of the completed game.
• team_id: Team identifier for the teammate pair.
• team_abbreviation: Team abbreviation for the teammate pair row.
• team_display_name: Team display name for the teammate pair row.
• opponent_team_id: Opponent team identifier for the row.
• opponent_team_abbreviation: Opponent team abbreviation.
• opponent_team_display_name: Opponent team display name.
• home_away: Home or away label for the teammate pair row.
• is_home: Boolean flag showing whether the pair played at home.
• rest_bucket: Bucketed rest label derived from the team schedule entering the game.
• is_back_to_back: Boolean flag for the second night of a back-to-back or zero-rest spot.
• games_in_last_4_days_including_today: Count of team games in the current four-day window including this game.
• is_third_game_in_four_nights: Boolean flag showing whether the team reached a three-games-in-four-nights spot.
• games_in_last_6_days_including_today: Count of team games in the current six-day window including this game.
• is_fourth_game_in_six_nights: Boolean flag showing whether the team reached a four-games-in-six-nights spot.
• rest_advantage_days: Team rest gap minus opponent rest gap.
• has_archived_closing_line_context: Boolean flag showing whether archived spread and total context was available for the game.
• closing_spread_line: Team-side archived closing spread line when available. Negative values indicate the pair's team was favored.
• closing_total_line: Archived closing game total line when available.
• team_implied_total: Approximate team implied total derived from the archived spread and total lines when available.
• opponent_implied_total: Approximate opponent implied total derived from the archived spread and total lines when available.
• team_score: Final points scored by the pair's team.
• opponent_team_score: Final points scored by the opponent team.
• team_margin: Final point differential from the teammate-pair team perspective.
• won_game: Boolean flag showing whether the pair's team won.
• total_points: Combined final points in the game.
• player_id_a: First player identifier in the unordered teammate pair.
• player_name_a: First player name in the unordered teammate pair.
• player_position_a: First player position abbreviation from the source feed.
• starter_flag_a: Boolean flag showing whether the first player started the game.
• minutes_a: Minutes played by the first player in the game.
• points_a: Points scored by the first player in the game.
• rebounds_a: Rebounds recorded by the first player in the game.
• assists_a: Assists recorded by the first player in the game.
• three_point_field_goals_made_a: Three-pointers made by the first player in the game.
• points_rebounds_assists_a: PRA total for the first player in the game.
• rolling_minutes_last_5_a: Pregame rolling average minutes across the previous five recorded games for the first player.
• rolling_points_last_5_a: Pregame rolling average points across the previous five recorded games for the first player.
• rolling_rebounds_last_5_a: Pregame rolling average rebounds across the previous five recorded games for the first player.
• rolling_assists_last_5_a: Pregame rolling average assists across the previous five recorded games for the first player.
• rolling_pra_last_5_a: Pregame rolling average PRA across the previous five recorded games for the first player.
• season_to_date_points_avg_a: Pregame same-season average points before this game for the first player.
• season_to_date_rebounds_avg_a: Pregame same-season average rebounds before this game for the first player.
• season_to_date_assists_avg_a: Pregame same-season average assists before this game for the first player.
• prior_games_played_a: Count of prior recorded games for the first player before this row.
• season_to_date_games_a: Count of prior same-season games for the first player before this row.
• player_id_b: Second player identifier in the unordered teammate pair.
• player_name_b: Second player name in the unordered teammate pair.
• player_position_b: Second player position abbreviation from the source feed.
• starter_flag_b: Boolean flag showing whether the second player started the game.
• minutes_b: Minutes played by the second player in the game.
• points_b: Points scored by the second player in the game.
• rebounds_b: Rebounds recorded by the second player in the game.
• assists_b: Assists recorded by the second player in the game.
• three_point_field_goals_made_b: Three-pointers made by the second player in the game.
• points_rebounds_assists_b: PRA total for the second player in the game.
• rolling_minutes_last_5_b: Pregame rolling average minutes across the previous five recorded games for the second player.
• rolling_points_last_5_b: Pregame rolling average points across the previous five recorded games for the second player.
• rolling_rebounds_last_5_b: Pregame rolling average rebounds across the previous five recorded games for the second player.
• rolling_assists_last_5_b: Pregame rolling average assists across the previous five recorded games for the second player.
• rolling_pra_last_5_b: Pregame rolling average PRA across the previous five recorded games for the second player.
• season_to_date_points_avg_b: Pregame same-season average points before this game for the second player.
• season_to_date_rebounds_avg_b: Pregame same-season average rebounds before this game for the second player.
• season_to_date_assists_avg_b: Pregame same-season average assists before this game for the second player.
• prior_games_played_b: Count of prior recorded games for the second player before this row.
• season_to_date_games_b: Count of prior same-season games for the second player before this row.
• pair_position_combo: Sorted position-combination label for the teammate pair, such as G/F or C/F.
• combined_minutes: Combined minutes played by the two teammates in the game.
• combined_points: Combined points scored by the two teammates in the game.
• combined_rebounds: Combined rebounds recorded by the two teammates in the game.
• combined_assists: Combined assists recorded by the two teammates in the game.
• combined_pra: Combined PRA total for the teammate pair in the game.
• combined_three_pointers_made: Combined three-pointers made by the teammate pair in the game.
• both_started_flag: Boolean flag showing whether both teammates started the game.
• both_scored_10_points: Boolean flag showing whether both teammates scored at least 10 points.
• both_scored_15_points: Boolean flag showing whether both teammates scored at least 15 points.
• both_scored_20_points: Boolean flag showing whether both teammates scored at least 20 points.
• both_recorded_5_rebounds: Boolean flag showing whether both teammates recorded at least 5 rebounds.
• both_recorded_4_assists: Boolean flag showing whether both teammates recorded at least 4 assists.
• both_hit_1_three: Boolean flag showing whether both teammates made at least 1 three-pointer.
• prior_joint_games: Count of prior recorded games for the same teammate pair before this row.
• prior_joint_games_same_season: Count of prior same-season games for the same teammate pair before this row.
• prior_joint_combined_points_avg: Pregame historical average combined points for the pair based only on earlier joint games.
• prior_joint_combined_pra_avg: Pregame historical average combined PRA for the pair based only on earlier joint games.
• prior_joint_combined_minutes_avg: Pregame historical average combined minutes for the pair based only on earlier joint games.
• prior_joint_both_15_points_rate: Pregame historical rate at which both teammates scored at least 15 points in earlier joint games.
• prior_joint_both_20_points_rate: Pregame historical rate at which both teammates scored at least 20 points in earlier joint games.
• prior_joint_both_5_rebounds_rate: Pregame historical rate at which both teammates recorded at least 5 rebounds in earlier joint games.
• prior_joint_both_4_assists_rate: Pregame historical rate at which both teammates recorded at least 4 assists in earlier joint games.
• prior_joint_both_1_three_rate: Pregame historical rate at which both teammates made at least 1 three-pointer in earlier joint games.
• prior_joint_points_corr_last_10: Pregame rolling correlation of the two teammates' point outputs across the previous ten joint games when enough history exists.
• prior_joint_pra_corr_last_10: Pregame rolling correlation of the two teammates' PRA outputs across the previous ten joint games when enough history exists.
• source_url: Game-level JSON URL from the public SportsDataverse schedule source.
• source_domain: Source domain summary for this dataset row.
• last_collected_at: UTC timestamp when this dataset build collected and transformed the row.

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Dataset Structure

• Rows: 10,000
• Columns: 102
• Split: data
• File: data/data.parquet

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Full Dataset Access

	Sample (this repo)	Full Dataset
Rows	10,000	1,193,876
Columns	102	102
Auth required	No	Yes (after purchase)
Price	Free	See pricing

Final CTA

Get the full dataset: https://thearticulated.gumroad.com/l/wieigj

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Karmane. (2025). NBA Same-Game Parlay Teammate Stat Pair Dataset for Correlation Research (Free Sample). Hugging Face. https://huggingface.co/datasets/Karmane/nba-same-game-parlay-teammate-stat-pairs-sample