Karmane/nfl-anytime-touchdown-parlay-usage-trends-sample

NFL Anytime Touchdown Parlay Research Dataset for Player Usage and Team Total Trends

Question this dataset helps answer

Which NFL skill players historically clear anytime-touchdown parlay legs, and what pregame snap share, touch share, and implied team-total context was present before kickoff?

Short answer

This dataset helps sports researchers, fantasy analysts, and parlay model builders compare NFL anytime-touchdown leg context using pregame snap share, touch share, opponent-position allowance trends, and implied team totals.

What the public preview proves

• Which players in the sample carry strong snap-share and touch-share context before scoring or missing touchdown legs
• Which columns are pregame usage and market features versus postgame touchdown, yardage, and reception outcomes
• Which teams, players, positions, and seasons are represented before buying the full multi-season file

Public preview vs full dataset

• Preview: 3932 rows and 126 columns
• Full: 78641 rows and 126 columns

Full dataset access: https://thearticulated.gumroad.com/l/nfl-anytime-touchdown-trends

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.

What the public sample can already answer

1. Which players in the sample enter the game with strong recent snap share, touch share, or touchdown-hit context?
2. Which opponent-position allowance columns look usable as pregame features for touchdown-leg research?
3. Which rows include closing spread and implied team-total context alongside the player usage fields?

Loading example

from datasets import load_dataset; ds = load_dataset("Karmane/nfl-anytime-touchdown-parlay-usage-trends-sample"); print(ds["train"].to_pandas().head())

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: 3,932 (full dataset: 78,641 rows)
• Columns: 126 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 78,641 rows across 126 columns.

Full dataset access: https://thearticulated.gumroad.com/l/nfl-anytime-touchdown-trends

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/nfl-anytime-touchdown-parlay-usage-trends-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/nfl-anytime-touchdown-parlay-usage-trends-sample/data/data.parquet")
print(df.head())

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Use Cases

• Compare touchdown-leg hit rates across snap-share bands, touch-share bands, and implied team-total buckets.
• Screen players by rolling usage and recent touchdown history before evaluating anytime-touchdown legs.
• Build time-aware notebooks that keep pregame usage features separate from postgame touchdown and yardage outcomes.
• Filter by position group and opponent-allowance features when building historical parlay-research dashboards.

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Column Descriptions

• record_id: Stable row identifier built from the nflverse game id and the mapped player id.
• game_id: Original nflverse game identifier.
• season: NFL season year.
• game_type: Game type from the public schedule source such as REG, WC, DIV, CON, or SB.
• week: Week number within the NFL season and playoff calendar.
• game_date: Date of the game.
• weekday: Weekday label from the schedule source.
• gametime: Scheduled kickoff time string from the source schedule.
• is_playoff_game: Boolean flag showing whether the row came from a playoff game.
• player_id: Stable nflverse player identifier.
• player_name: Player name from the snap-count source.
• player_display_name: Display name from the nflverse player table.
• player_short_name: Short display name from the nflverse player table.
• player_position: Position code for the player in the snap-count source.
• player_position_group: Position group from the nflverse player table.
• team: Player team abbreviation.
• opponent: Opponent team abbreviation.
• team_side: Home or away from the player-team perspective.
• is_home: Boolean flag showing whether the player team was at home.
• height: Player height from the nflverse player table.
• weight: Player weight from the nflverse player table.
• rookie_season: Player rookie season from the nflverse player table when available.
• years_of_experience: Player years of experience when available.
• draft_round: Draft round from the player table when available.
• draft_pick: Draft pick number from the player table when available.
• offense_snaps: Number of offensive snaps played in the game.
• offense_snap_pct: Share of offensive snaps played in the game.
• st_snaps: Special-teams snaps played in the game.
• st_pct: Share of special-teams snaps played in the game.
• div_game: Boolean flag for divisional matchups.
• rest_days: Days of rest for the player team entering the game.
• opponent_rest_days: Days of rest for the opponent entering the game.
• rest_advantage_days: Team rest days minus opponent rest days.
• rest_bucket: Categorical rest bucket derived from team rest days.
• is_short_week: Boolean flag for rest buckets of four days or less.
• is_long_rest: Boolean flag for rest buckets of eight days or more.
• roof: Roof type from the public schedule source.
• surface: Playing surface from the public schedule source.
• stadium: Venue name from the public schedule source.
• temp: Game-temperature field from the public schedule source when available.
• wind: Wind-speed field from the public schedule source when available.
• team_moneyline: Closing moneyline for the player team when available.
• opponent_moneyline: Closing moneyline for the opponent when available.
• team_moneyline_implied_prob: Implied win probability derived from the player-team moneyline.
• opponent_moneyline_implied_prob: Implied win probability derived from the opponent moneyline.
• team_spread_line: Closing spread from the player-team perspective. Negative values indicate the team was favored.
• closing_total_line: Closing game total line when available.
• team_favorite_flag: Boolean flag for games where the player team closed as the favorite.
• pickem_flag: Boolean flag for near-pickem spread lines.
• has_closing_line_context: Boolean flag showing whether spread and total fields were available.
• implied_team_total: Approximate implied total derived from the closing spread and total.
• implied_opponent_total: Approximate opponent implied total derived from the closing spread and total.
• implied_team_total_bucket: Bucketed version of the implied team total.
• completions: Player completions from the public weekly stats file.
• attempts: Player pass attempts from the public weekly stats file.
• passing_yards: Player passing yards from the public weekly stats file.
• passing_tds: Player passing touchdowns from the public weekly stats file.
• interceptions: Player interceptions thrown from the public weekly stats file.
• sacks: Sacks taken by the player from the public weekly stats file.
• carries: Player rushing attempts.
• rushing_yards: Player rushing yards.
• rushing_tds: Player rushing touchdowns.
• rushing_first_downs: Player rushing first downs.
• rushing_epa: Player rushing EPA from the public weekly stats file.
• receptions: Player receptions.
• targets: Player targets.
• receiving_yards: Player receiving yards.
• receiving_tds: Player receiving touchdowns.
• receiving_first_downs: Player receiving first downs.
• receiving_epa: Player receiving EPA from the public weekly stats file.
• target_share: Public source target share when available.
• air_yards_share: Public source air-yards share when available.
• wopr: Public source WOPR metric when available.
• special_teams_tds: Special-teams touchdowns from the public weekly stats file.
• fantasy_points: Fantasy points from the public weekly stats file.
• fantasy_points_ppr: PPR fantasy points from the public weekly stats file.
• scrimmage_yards: Sum of rushing and receiving yards.
• rush_rec_tds: Sum of rushing and receiving touchdowns.
• total_tds: Sum of rushing, receiving, and special-teams touchdowns.
• touches: Sum of carries and targets used as a simple usage proxy.
• team_skill_carries: Total carries logged by skill-position rows for the same team-game in this dataset.
• team_targets: Total targets logged by skill-position rows for the same team-game in this dataset.
• team_touches: Total touches logged by skill-position rows for the same team-game in this dataset.
• game_carry_share: Player carry share within the team-game among rows in this dataset.
• game_target_share: Player target share within the team-game among rows in this dataset.
• game_touch_share: Player touch share within the team-game among rows in this dataset.
• prior_games_played: Number of prior player rows in the full history before this game.
• season_to_date_games: Number of prior same-season player rows before this game.
• rolling_offense_snap_pct_last_3: Pregame rolling average offensive snap share over the previous 3 games.
• rolling_offense_snap_pct_last_5: Pregame rolling average offensive snap share over the previous 5 games.
• rolling_carries_last_3: Pregame rolling average carries over the previous 3 games.
• rolling_targets_last_3: Pregame rolling average targets over the previous 3 games.
• rolling_targets_last_5: Pregame rolling average targets over the previous 5 games.
• rolling_receptions_last_5: Pregame rolling average receptions over the previous 5 games.
• rolling_rush_yards_last_5: Pregame rolling average rushing yards over the previous 5 games.
• rolling_receiving_yards_last_5: Pregame rolling average receiving yards over the previous 5 games.
• rolling_scrimmage_yards_last_5: Pregame rolling average scrimmage yards over the previous 5 games.
• rolling_total_tds_last_5: Pregame rolling average total touchdowns over the previous 5 games.
• rolling_anytime_td_rate_last_5: Pregame rolling anytime-touchdown hit rate over the previous 5 games.
• season_to_date_anytime_td_rate: Pregame season-to-date anytime-touchdown hit rate before this game.
• rolling_target_share_last_5: Pregame rolling average target share over the previous 5 games.
• rolling_carry_share_last_5: Pregame rolling average carry share over the previous 5 games.
• rolling_touch_share_last_5: Pregame rolling average touch share over the previous 5 games.
• season_to_date_touch_share_avg: Pregame season-to-date average touch share before this game.
• opponent_allowed_anytime_td_rate_to_position_last_5: Pregame rolling rate at which the opponent allowed anytime-touchdown hits to this position group over its previous 5 games.
• opponent_allowed_scrimmage_yards_to_position_last_5: Pregame rolling average scrimmage yards allowed by the opponent to this position group over its previous 5 games.
• opponent_allowed_targets_to_position_last_5: Pregame rolling average targets allowed by the opponent to this position group over its previous 5 games.
• opponent_allowed_receptions_to_position_last_5: Pregame rolling average receptions allowed by the opponent to this position group over its previous 5 games.
• team_score: Final points scored by the player team.
• opponent_score: Final points scored by the opponent team.
• team_margin: Final score margin from the player-team perspective.
• won_game: Boolean flag showing whether the player team won.
• total_points: Combined final points in the game.
• cleared_anytime_td: Boolean flag showing whether the player scored any touchdown in the game.
• cleared_40_rush_yards: Boolean flag for rushing-yard outcome of at least 40.
• cleared_60_rush_yards: Boolean flag for rushing-yard outcome of at least 60.
• cleared_25_receiving_yards: Boolean flag for receiving-yard outcome of at least 25.
• cleared_40_receiving_yards: Boolean flag for receiving-yard outcome of at least 40.
• cleared_60_receiving_yards: Boolean flag for receiving-yard outcome of at least 60.
• cleared_3_receptions: Boolean flag for reception outcome of at least 3.
• cleared_5_receptions: Boolean flag for reception outcome of at least 5.
• cleared_50_scrimmage_yards: Boolean flag for scrimmage-yard outcome of at least 50.
• cleared_75_scrimmage_yards: Boolean flag for scrimmage-yard outcome of at least 75.
• source_url: Primary public source URL used for the build.
• source_domain: Source domain summary for the row.
• last_collected_at: UTC timestamp when the row was collected and transformed.

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Dataset Structure

• Rows: 3,932
• Columns: 126
• Split: data
• File: data/data.parquet

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Full Dataset Access

	Sample (this repo)	Full Dataset
Rows	3,932	78,641
Columns	126	126
Auth required	No	Yes (after purchase)
Price	Free	See pricing

Final CTA

Get the full dataset: https://thearticulated.gumroad.com/l/nfl-anytime-touchdown-trends

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Karmane. (2025). NFL Anytime Touchdown Parlay Research Dataset for Player Usage and Team Total Trends (Free Sample). Hugging Face. https://huggingface.co/datasets/Karmane/nfl-anytime-touchdown-parlay-usage-trends-sample