---
license: mit
gated: true
extra_gated_prompt: >
  This dataset requires a paid license.
  Please purchase access at the link below and provide your Hugging Face username.
  Once purchased, submit an access request on this page. Access is granted manually.
extra_gated_fields:
  HuggingFace Username: text
  Email: text
task_categories:
- tabular-classification
language:
- en
tags:
- nfl
- parlay-research
- anytime-touchdown
- sports
- sports-analytics
- sports-betting-research
- player-prop-research
- snap-counts
- usage-trends
- team-totals
- tabular
- parquet
pretty_name: NFL Anytime Touchdown Parlay Research Dataset for Player Usage and Team Total Trends
size_categories:
- 10K<n<100K
configs:
- config_name: default
  data_files:
      - split: data
        path: "data/data.parquet"
---

# 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, rest and market context, opponent-position allowance trends, and implied team totals.

## What the public preview proves
- Which players in the sample carry strong recent snap share, touch share, and implied team-total 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

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

This product is built around a specific recurring workflow problem. Plenty of public NFL stats exist, but the buyer question is not "where can I find touchdowns?" The real problem is that analysts who care about anytime-touchdown parlay research usually have to rebuild the same joins over and over again. They need the player-game history, snap exposure, basic usage volume, team scoring environment, a way to estimate whether the opponent has been allowing touchdown and scrimmage-yard outcomes to that position group, and a clean line between features that were knowable before kickoff and outcomes that only existed after the game finished. This dataset packages that structure directly.

Each row represents one offensive skill player in one completed NFL game where the player logged offensive snaps. The coverage spans the 2013 through 2024 seasons and includes 78641 player-game rows across 126 columns. That row volume matters. It is large enough for dashboard analysis, historical filtering, rolling hit-rate research, feature engineering, and exploratory modeling without reducing the product to a tiny case-study sample. Buyers can group by player, team, position, season, implied team-total bucket, favorite status, or opponent and still retain meaningful sample sizes for comparison.

The pregame side of the table is built around usage and scoring context. Key feature groups include `offense_snaps`, `offense_snap_pct`, `rest_bucket`, `rest_advantage_days`, `team_moneyline_implied_prob`, `implied_team_total`, `implied_team_total_bucket`, `game_target_share`, `game_touch_share`, and rolling fields such as `rolling_offense_snap_pct_last_5`, `rolling_targets_last_5`, `rolling_scrimmage_yards_last_5`, `rolling_anytime_td_rate_last_5`, `rolling_touch_share_last_5`, and `season_to_date_anytime_td_rate`. The dataset also includes opponent-position allowance features such as `opponent_allowed_anytime_td_rate_to_position_last_5` and `opponent_allowed_scrimmage_yards_to_position_last_5`, which are designed to support the exact questions that come up in anytime-touchdown parlay research: whether the player's recent role is stable, whether the team environment supports scoring, and whether the matchup has recently allowed similar players to convert.

The postgame side of the table holds the actual leg outcomes. Those outcome columns include touchdowns, rushing and receiving production, receptions, scrimmage yards, target and carry shares within the completed game, team score, opponent score, and multiple common thresholds such as `cleared_anytime_td`, `cleared_40_receiving_yards`, `cleared_5_receptions`, and `cleared_75_scrimmage_yards`. That separation matters. A buyer can use the pregame fields as features and keep the postgame fields as targets, which makes the dataset usable for responsible historical modeling or descriptive analysis. It also makes the sample immediately interpretable for dashboard work because the logic of "known before kickoff" versus "observed after the game" is visible in the schema.

Closing spread, moneyline, and total context are also included where the public source supports them. Those columns are intentionally useful but not over-promised. Buyers who want purely usage-based analysis can ignore the market fields. Buyers who want to compare touchdown-leg outcomes against implied team totals, favorite status, or moneyline probability can keep them. That is a better product design than pretending every workflow needs the same surface area.

## 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. It should not be marketed as a shortcut to guaranteed profit, and it should not be interpreted as proof that any single schedule angle automatically creates an edge.

## Modeling notes

- Each row represents one offensive skill player in one completed NFL game where the player logged offensive snaps.
- Pregame features include snap exposure, rest context, home-away status, moneyline and spread fields, implied team totals, and rolling usage or touchdown-hit trends.
- Postgame outcomes include touchdowns, receptions, rushing and receiving production, scrimmage yards, team score context, and multiple common leg-threshold flags.
- The coverage window runs from the 2013 season through the 2024 season.
- The full dataset contains 78641 rows, which is large enough for train-test splits by season, by calendar cutoff, or by player history depth.
- A sensible modeling workflow would split by season or by game date rather than shuffling randomly, because the product is inherently time-ordered.
- Opponent allowance features are built from prior games only, so they can be treated as pregame inputs rather than leaked outcomes.
- The table starts from offensive-snap rows rather than only positive stat lines, which means the dataset keeps many zero-touchdown and zero-yardage outcomes that matter for realistic screening.
- The dataset is descriptive infrastructure, not a finished predictive system.

## Why the free sample matters

The public sample is not filler. It proves that the core buyer task is real. A buyer can open the sample and immediately test whether the file contains the right player IDs, touchdown-leg outcomes, snap and touch context, implied team totals, opponent-allowance features, and threshold flags. They can verify which seasons are covered, which players appear, how the schema separates pregame context from postgame results, and whether the anytime-touchdown parlay workflow fits their notebook or dashboard plan. That is exactly what a public discovery asset should do: prove usefulness before the full purchase.

## Source and build notes

The build uses public nflverse snap counts, player identifiers, weekly player stats, and schedules, then engineers rolling usage, touchdown-hit, and opponent-allowance features locally. The process is reproducible, versionable, and avoids paid touchdown-prop feeds. That keeps the dataset commercially useful without depending on a brittle or private source stack. The output is a single analysis-ready table rather than a collection of raw files that still need substantial cleaning and joins.




---

# Dataset Preview

| record_id                  | game_id         |   season | game_type   |   week | game_date           | weekday   | gametime   | is_playoff_game   | player_id   | player_name   | player_display_name   | player_short_name   | player_position   | player_position_group   | team   | opponent   | team_side   | is_home   |   height |   weight |   rookie_season |   years_of_experience |   draft_round |   draft_pick |   offense_snaps |   offense_snap_pct |   st_snaps |   st_pct | div_game   |   rest_days |   opponent_rest_days |   rest_advantage_days | rest_bucket    | is_short_week   | is_long_rest   | roof     | surface   | stadium                 | temp   | wind   |   team_moneyline |   opponent_moneyline |   team_moneyline_implied_prob |   opponent_moneyline_implied_prob |   team_spread_line |   closing_total_line | team_favorite_flag   | pickem_flag   | has_closing_line_context   |   implied_team_total |   implied_opponent_total | implied_team_total_bucket   |   completions |   attempts |   passing_yards |   passing_tds |   interceptions |   sacks |   carries |   rushing_yards |   rushing_tds |   rushing_first_downs |   rushing_epa |   receptions |   targets |   receiving_yards |   receiving_tds |   receiving_first_downs |   receiving_epa |   target_share |   air_yards_share |     wopr |   special_teams_tds |   fantasy_points |   fantasy_points_ppr |   scrimmage_yards |   rush_rec_tds |   total_tds |   touches |   team_skill_carries |   team_targets |   team_touches | game_carry_share   | game_target_share   | game_touch_share   |   prior_games_played |   season_to_date_games | rolling_offense_snap_pct_last_3   | rolling_offense_snap_pct_last_5   | rolling_carries_last_3   | rolling_targets_last_3   | rolling_targets_last_5   | rolling_receptions_last_5   | rolling_rush_yards_last_5   | rolling_receiving_yards_last_5   | rolling_scrimmage_yards_last_5   | rolling_total_tds_last_5   | rolling_anytime_td_rate_last_5   | season_to_date_anytime_td_rate   | rolling_target_share_last_5   | rolling_carry_share_last_5   | rolling_touch_share_last_5   | season_to_date_touch_share_avg   | opponent_allowed_anytime_td_rate_to_position_last_5   | opponent_allowed_scrimmage_yards_to_position_last_5   | opponent_allowed_targets_to_position_last_5   | opponent_allowed_receptions_to_position_last_5   |   team_score |   opponent_score |   team_margin | won_game   |   total_points | cleared_anytime_td   | cleared_40_rush_yards   | cleared_60_rush_yards   | cleared_25_receiving_yards   | cleared_40_receiving_yards   | cleared_60_receiving_yards   | cleared_3_receptions   | cleared_5_receptions   | cleared_50_scrimmage_yards   | cleared_75_scrimmage_yards   | source_url                                                                                    | source_domain            | last_collected_at          |
|:---------------------------|:----------------|---------:|:------------|-------:|:--------------------|:----------|:-----------|:------------------|:------------|:--------------|:----------------------|:--------------------|:------------------|:------------------------|:-------|:-----------|:------------|:----------|---------:|---------:|----------------:|----------------------:|--------------:|-------------:|----------------:|-------------------:|-----------:|---------:|:-----------|------------:|---------------------:|----------------------:|:---------------|:----------------|:---------------|:---------|:----------|:------------------------|:-------|:-------|-----------------:|---------------------:|------------------------------:|----------------------------------:|-------------------:|---------------------:|:---------------------|:--------------|:---------------------------|---------------------:|-------------------------:|:----------------------------|--------------:|-----------:|----------------:|--------------:|----------------:|--------:|----------:|----------------:|--------------:|----------------------:|--------------:|-------------:|----------:|------------------:|----------------:|------------------------:|----------------:|---------------:|------------------:|---------:|--------------------:|-----------------:|---------------------:|------------------:|---------------:|------------:|----------:|---------------------:|---------------:|---------------:|:-------------------|:--------------------|:-------------------|---------------------:|-----------------------:|:----------------------------------|:----------------------------------|:-------------------------|:-------------------------|:-------------------------|:----------------------------|:----------------------------|:---------------------------------|:---------------------------------|:---------------------------|:---------------------------------|:---------------------------------|:------------------------------|:-----------------------------|:-----------------------------|:---------------------------------|:------------------------------------------------------|:------------------------------------------------------|:----------------------------------------------|:-------------------------------------------------|-------------:|-----------------:|--------------:|:-----------|---------------:|:---------------------|:------------------------|:------------------------|:-----------------------------|:-----------------------------|:-----------------------------|:-----------------------|:-----------------------|:-----------------------------|:-----------------------------|:----------------------------------------------------------------------------------------------|:-------------------------|:---------------------------|
| 2013_01_ATL_NO_00-0006101  | 2013_01_ATL_NO  |     2013 | REG         |      1 | 2013-09-08 00:00:00 | Sunday    | 13:00      | False             | 00-0006101  | Tony Gonzalez | Tony Gonzalez         | Tony Gonzalez       | TE                | TE                      | ATL    | NO         | away        | False     |       77 |      247 |            1997 |                    17 |             1 |           13 |              51 |               0.91 |          0 |        0 | True       |           7 |                    7 |                     0 | standard_rest  | False           | False          | dome     | sportturf | Mercedes-Benz Superdome |        |        |              166 |                 -185 |                      0.37594  |                          0.649123 |                3.5 |                 54.5 | False                | False         | True                       |                25.5  |                    29    | 24_to_27_9                  |             0 |          0 |               0 |             0 |               0 |       0 |         0 |               0 |             0 |                     0 |             0 |            3 |         6 |                36 |               1 |                       3 |       -0.790186 |       0.166667 |          0.213115 | 0.39918  |                   0 |              9.6 |                 12.6 |                36 |              1 |           1 |         6 |                   14 |             36 |             50 | 0.0                | 0.166667            | 0.12               |                    0 |                      0 |                                   |                                   |                          |                          |                          |                             |                             |                                  |                                  |                            |                                  |                                  |                               |                              |                              |                                  |                                                       |                                                       |                                               |                                                  |           17 |               23 |            -6 | False      |             40 | True                 | False                   | False                   | True                         | False                        | False                        | True                   | False                  | False                        | False                        | https://github.com/nflverse/nflverse-data/releases/download/player_stats/player_stats.parquet | github.com, nflverse.com | 2026-06-11 23:31:35.133156 |
| 2013_02_STL_ATL_00-0006101 | 2013_02_STL_ATL |     2013 | REG         |      2 | 2013-09-15 00:00:00 | Sunday    | 13:00      | False             | 00-0006101  | Tony Gonzalez | Tony Gonzalez         | Tony Gonzalez       | TE                | TE                      | ATL    | STL        | home        | True      |       77 |      247 |            1997 |                    17 |             1 |           13 |              62 |               0.97 |          0 |        0 | False      |           7 |                    7 |                     0 | standard_rest  | False           | False          | dome     | fieldturf | Georgia Dome            |        |        |             -204 |                  183 |                      0.671053 |                          0.353357 |               -4   |                 47.5 | True                 | False         | True                       |                25.75 |                    21.75 | 24_to_27_9                  |             0 |          0 |               0 |             0 |               0 |       0 |         0 |               0 |             0 |                     0 |             0 |            0 |         0 |                 0 |               0 |                       0 |        0        |       0        |          0        | 0        |                   0 |              0   |                  0   |                 0 |              0 |           0 |         0 |                    0 |              0 |              0 |                    |                     |                    |                    1 |                      1 | 0.91                              | 0.91                              | 0.0                      | 6.0                      | 6.0                      | 3.0                         | 0.0                         | 36.0                             | 36.0                             | 1.0                        | 1.0                              | 1.0                              | 0.166667                      | 0.0                          | 0.12                         | 0.12                             | 0.0                                                   | 0.0                                                   | 0.0                                           | 0.0                                              |           31 |               24 |             7 | True       |             55 | False                | False                   | False                   | False                        | False                        | False                        | False                  | False                  | False                        | False                        | https://github.com/nflverse/nflverse-data/releases/download/player_stats/player_stats.parquet | github.com, nflverse.com | 2026-06-11 23:31:35.133156 |
| 2013_03_ATL_MIA_00-0006101 | 2013_03_ATL_MIA |     2013 | REG         |      3 | 2013-09-22 00:00:00 | Sunday    | 16:05      | False             | 00-0006101  | Tony Gonzalez | Tony Gonzalez         | Tony Gonzalez       | TE                | TE                      | ATL    | MIA        | away        | False     |       77 |      247 |            1997 |                    17 |             1 |           13 |              61 |               0.86 |          0 |        0 | False      |           7 |                    7 |                     0 | standard_rest  | False           | False          | outdoors | grass     | Sun Life Stadium        | 89.0   | 8.0    |              127 |                 -140 |                      0.440529 |                          0.583333 |                3   |                 45.5 | False                | False         | True                       |                21.25 |                    24.25 | 20_to_23_9                  |             0 |          0 |               0 |             0 |               0 |       0 |         0 |               0 |             0 |                     0 |             0 |            4 |         5 |                24 |               0 |                       3 |        2.75705  |       0.135135 |          0.121951 | 0.288069 |                   0 |              2.4 |                  6.4 |                24 |              0 |           0 |         5 |                   30 |             37 |             67 | 0.0                | 0.135135            | 0.074627           |                    2 |                      2 | 0.94                              | 0.94                              | 0.0                      | 3.0                      | 3.0                      | 1.5                         | 0.0                         | 18.0                             | 18.0                             | 0.5                        | 0.5                              | 0.5                              | 0.166667                      | 0.0                          | 0.12                         | 0.12                             | 0.5                                                   | 49.75                                                 | 6.0                                           | 3.75                                             |           23 |               27 |            -4 | False      |             50 | False                | False                   | False                   | False                        | False                        | False                        | True                   | False                  | False                        | False                        | https://github.com/nflverse/nflverse-data/releases/download/player_stats/player_stats.parquet | github.com, nflverse.com | 2026-06-11 23:31:35.133156 |
| 2013_04_NE_ATL_00-0006101  | 2013_04_NE_ATL  |     2013 | REG         |      4 | 2013-09-29 00:00:00 | Sunday    | 20:30      | False             | 00-0006101  | Tony Gonzalez | Tony Gonzalez         | Tony Gonzalez       | TE                | TE                      | ATL    | NE         | home        | True      |       77 |      247 |            1997 |                    17 |             1 |           13 |              74 |               0.97 |          0 |        0 | False      |           7 |                    7 |                     0 | standard_rest  | False           | False          | dome     | fieldturf | Georgia Dome            |        |        |             -156 |                  141 |                      0.609375 |                          0.414938 |               -3   |                 49   | True                 | False         | True                       |                26    |                    23    | 24_to_27_9                  |             0 |          0 |               0 |             0 |               0 |       0 |         0 |               0 |             0 |                     0 |             0 |           12 |        14 |               149 |               2 |                       8 |       11.266    |       0.264151 |          0.277273 | 0.590317 |                   0 |             26.9 |                 38.9 |               149 |              2 |           2 |        14 |                   15 |             53 |             68 | 0.0                | 0.264151            | 0.205882           |                    3 |                      3 | 0.913333                          | 0.913333                          | 0.0                      | 3.666667                 | 3.666667                 | 2.333333                    | 0.0                         | 20.0                             | 20.0                             | 0.333333                   | 0.333333                         | 0.333333                         | 0.150901                      | 0.0                          | 0.097313                     | 0.097313                         | 0.0                                                   | 10.5                                                  | 2.5                                           | 1.5                                              |           23 |               30 |            -7 | False      |             53 | True                 | False                   | False                   | True                         | True                         | True                         | True                   | True                   | True                         | True                         | https://github.com/nflverse/nflverse-data/releases/download/player_stats/player_stats.parquet | github.com, nflverse.com | 2026-06-11 23:31:35.133156 |
| 2013_05_NYJ_ATL_00-0006101 | 2013_05_NYJ_ATL |     2013 | REG         |      5 | 2013-10-07 00:00:00 | Monday    | 20:30      | False             | 00-0006101  | Tony Gonzalez | Tony Gonzalez         | Tony Gonzalez       | TE                | TE                      | ATL    | NYJ        | home        | True      |       77 |      247 |            1997 |                    17 |             1 |           13 |              73 |               0.96 |          0 |        0 | False      |           8 |                    8 |                     0 | mini_bye_range | False           | True           | dome     | fieldturf | Georgia Dome            |        |        |             -467 |                  398 |                      0.823633 |                          0.200803 |              -10   |                 45   | True                 | False         | True                       |                27.5  |                    17.5  | 24_to_27_9                  |             0 |          0 |               0 |             0 |               0 |       0 |         0 |               0 |             0 |                     0 |             0 |           10 |        14 |                97 |               0 |                       7 |        5.02336  |       0.311111 |          0.290625 | 0.670104 |                   0 |              9.7 |                 19.7 |                97 |              0 |           0 |        14 |                   22 |             45 |             67 | 0.0                | 0.311111            | 0.208955           |                    4 |                      4 | 0.933333                          | 0.9275                            | 0.0                      | 6.333333                 | 6.25                     | 4.75                        | 0.0                         | 52.25                            | 52.25                            | 0.75                       | 0.5                              | 0.5                              | 0.188651                      | 0.0                          | 0.133503                     | 0.133503                         | 0.208333                                              | 11.125                                                | 1.291667                                      | 0.958333                                         |           28 |               30 |            -2 | False      |             58 | False                | False                   | False                   | True                         | True                         | True                         | True                   | True                   | True                         | True                         | https://github.com/nflverse/nflverse-data/releases/download/player_stats/player_stats.parquet | github.com, nflverse.com | 2026-06-11 23:31:35.133156 |



# Access Requirements (Paid Dataset)

This dataset is behind **manual gated access**.

To obtain access:

1. **Full dataset access:**  
   [https://thearticulated.gumroad.com/l/nfl-anytime-touchdown-trends](https://thearticulated.gumroad.com/l/nfl-anytime-touchdown-trends)

2. Provide your **Hugging Face username** at checkout.

3. Return to this Hugging Face page and click:  
   **"Request Access"**

4. Your access will be **approved within 1-12 hours**.

Once approved, you can use the Python snippet at the bottom of this README to load the dataset.

    
    

---

# Dataset Structure

Total rows: **78,641**

Total columns: **126**

## Splits

- `data`: 78,641 rows

## Data Files

- `data`: `data/data.parquet`

## Data Dictionary

The table below describes the columns included in this dataset.

| column                                              | pandas_dtype   | dataset_type         | description                                                                                                                                         |
|:----------------------------------------------------|:---------------|:---------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------|
| record_id                                           | str            | string               | Text column. Stable row identifier built from the nflverse game id and the mapped player id.                                                        |
| game_id                                             | str            | string               | Text column. Original nflverse game identifier.                                                                                                     |
| season                                              | Int64          | integer              | Whole-number numeric column. NFL season year.                                                                                                       |
| game_type                                           | str            | string               | Text column. Game type from the public schedule source such as REG, WC, DIV, CON, or SB.                                                            |
| week                                                | Int64          | integer              | Whole-number numeric column. Week number within the NFL season and playoff calendar.                                                                |
| game_date                                           | datetime64[us] | datetime             | Date or timestamp column. Date of the game.                                                                                                         |
| weekday                                             | str            | string               | Text column. Weekday label from the schedule source.                                                                                                |
| gametime                                            | str            | datetime-like string | Stored as text, but values appear to represent dates or timestamps. Scheduled kickoff time string from the source schedule.                         |
| is_playoff_game                                     | bool           | boolean              | True/false column. Boolean flag showing whether the row came from a playoff game.                                                                   |
| player_id                                           | str            | string               | Text column. Stable nflverse player identifier.                                                                                                     |
| player_name                                         | str            | string               | Text column. Player name from the snap-count source.                                                                                                |
| player_display_name                                 | str            | string               | Text column. Display name from the nflverse player table.                                                                                           |
| player_short_name                                   | str            | string               | Text column. Short display name from the nflverse player table.                                                                                     |
| player_position                                     | str            | string               | Text column. Position code for the player in the snap-count source.                                                                                 |
| player_position_group                               | str            | string               | Text column. Position group from the nflverse player table.                                                                                         |
| team                                                | str            | string               | Text column. Player team abbreviation.                                                                                                              |
| opponent                                            | str            | string               | Text column. Opponent team abbreviation.                                                                                                            |
| team_side                                           | str            | string               | Text column. Home or away from the player-team perspective.                                                                                         |
| is_home                                             | bool           | boolean              | True/false column. Boolean flag showing whether the player team was at home.                                                                        |
| height                                              | Int64          | integer              | Whole-number numeric column. Player height from the nflverse player table.                                                                          |
| weight                                              | Int64          | integer              | Whole-number numeric column. Player weight from the nflverse player table.                                                                          |
| rookie_season                                       | Int64          | integer              | Whole-number numeric column. Player rookie season from the nflverse player table when available.                                                    |
| years_of_experience                                 | Int64          | integer              | Whole-number numeric column. Player years of experience when available.                                                                             |
| draft_round                                         | Int64          | integer              | Whole-number numeric column. Draft round from the player table when available.                                                                      |
| draft_pick                                          | Int64          | integer              | Whole-number numeric column. Draft pick number from the player table when available.                                                                |
| offense_snaps                                       | Int64          | integer              | Whole-number numeric column. Number of offensive snaps played in the game.                                                                          |
| offense_snap_pct                                    | float64        | float                | Decimal numeric column. Share of offensive snaps played in the game.                                                                                |
| st_snaps                                            | Int64          | integer              | Whole-number numeric column. Special-teams snaps played in the game.                                                                                |
| st_pct                                              | float64        | float                | Decimal numeric column. Share of special-teams snaps played in the game.                                                                            |
| div_game                                            | bool           | boolean              | True/false column. Boolean flag for divisional matchups.                                                                                            |
| rest_days                                           | Int64          | integer              | Whole-number numeric column. Days of rest for the player team entering the game.                                                                    |
| opponent_rest_days                                  | Int64          | integer              | Whole-number numeric column. Days of rest for the opponent entering the game.                                                                       |
| rest_advantage_days                                 | Int64          | integer              | Whole-number numeric column. Team rest days minus opponent rest days.                                                                               |
| rest_bucket                                         | str            | string               | Text column. Categorical rest bucket derived from team rest days.                                                                                   |
| is_short_week                                       | bool           | boolean              | True/false column. Boolean flag for rest buckets of four days or less.                                                                              |
| is_long_rest                                        | bool           | boolean              | True/false column. Boolean flag for rest buckets of eight days or more.                                                                             |
| roof                                                | str            | string               | Text column. Roof type from the public schedule source.                                                                                             |
| surface                                             | str            | string               | Text column. Playing surface from the public schedule source.                                                                                       |
| stadium                                             | str            | string               | Text column. Venue name from the public schedule source.                                                                                            |
| temp                                                | float64        | float                | Decimal numeric column. Game-temperature field from the public schedule source when available.                                                      |
| wind                                                | float64        | float                | Decimal numeric column. Wind-speed field from the public schedule source when available.                                                            |
| team_moneyline                                      | Int64          | integer              | Whole-number numeric column. Closing moneyline for the player team when available.                                                                  |
| opponent_moneyline                                  | Int64          | integer              | Whole-number numeric column. Closing moneyline for the opponent when available.                                                                     |
| team_moneyline_implied_prob                         | float64        | float                | Decimal numeric column. Implied win probability derived from the player-team moneyline.                                                             |
| opponent_moneyline_implied_prob                     | float64        | float                | Decimal numeric column. Implied win probability derived from the opponent moneyline.                                                                |
| team_spread_line                                    | float64        | float                | Decimal numeric column. Closing spread from the player-team perspective. Negative values indicate the team was favored.                             |
| closing_total_line                                  | float64        | float                | Decimal numeric column. Closing game total line when available.                                                                                     |
| team_favorite_flag                                  | bool           | boolean              | True/false column. Boolean flag for games where the player team closed as the favorite.                                                             |
| pickem_flag                                         | bool           | boolean              | True/false column. Boolean flag for near-pickem spread lines.                                                                                       |
| has_closing_line_context                            | bool           | boolean              | True/false column. Boolean flag showing whether spread and total fields were available.                                                             |
| implied_team_total                                  | float64        | float                | Decimal numeric column. Approximate implied total derived from the closing spread and total.                                                        |
| implied_opponent_total                              | float64        | float                | Decimal numeric column. Approximate opponent implied total derived from the closing spread and total.                                               |
| implied_team_total_bucket                           | str            | string               | Text column. Bucketed version of the implied team total.                                                                                            |
| completions                                         | Int64          | integer              | Whole-number numeric column. Player completions from the public weekly stats file.                                                                  |
| attempts                                            | Int64          | integer              | Whole-number numeric column. Player pass attempts from the public weekly stats file.                                                                |
| passing_yards                                       | Int64          | integer              | Whole-number numeric column. Player passing yards from the public weekly stats file.                                                                |
| passing_tds                                         | Int64          | integer              | Whole-number numeric column. Player passing touchdowns from the public weekly stats file.                                                           |
| interceptions                                       | Int64          | integer              | Whole-number numeric column. Player interceptions thrown from the public weekly stats file.                                                         |
| sacks                                               | Int64          | integer              | Whole-number numeric column. Sacks taken by the player from the public weekly stats file.                                                           |
| carries                                             | Int64          | integer              | Whole-number numeric column. Player rushing attempts.                                                                                               |
| rushing_yards                                       | Int64          | integer              | Whole-number numeric column. Player rushing yards.                                                                                                  |
| rushing_tds                                         | Int64          | integer              | Whole-number numeric column. Player rushing touchdowns.                                                                                             |
| rushing_first_downs                                 | Int64          | integer              | Whole-number numeric column. Player rushing first downs.                                                                                            |
| rushing_epa                                         | float64        | float                | Decimal numeric column. Player rushing EPA from the public weekly stats file.                                                                       |
| receptions                                          | Int64          | integer              | Whole-number numeric column. Player receptions.                                                                                                     |
| targets                                             | Int64          | integer              | Whole-number numeric column. Player targets.                                                                                                        |
| receiving_yards                                     | Int64          | integer              | Whole-number numeric column. Player receiving yards.                                                                                                |
| receiving_tds                                       | Int64          | integer              | Whole-number numeric column. Player receiving touchdowns.                                                                                           |
| receiving_first_downs                               | Int64          | integer              | Whole-number numeric column. Player receiving first downs.                                                                                          |
| receiving_epa                                       | float64        | float                | Decimal numeric column. Player receiving EPA from the public weekly stats file.                                                                     |
| target_share                                        | float64        | float                | Decimal numeric column. Public source target share when available.                                                                                  |
| air_yards_share                                     | float64        | float                | Decimal numeric column. Public source air-yards share when available.                                                                               |
| wopr                                                | float64        | float                | Decimal numeric column. Public source WOPR metric when available.                                                                                   |
| special_teams_tds                                   | Int64          | integer              | Whole-number numeric column. Special-teams touchdowns from the public weekly stats file.                                                            |
| fantasy_points                                      | float64        | float                | Decimal numeric column. Fantasy points from the public weekly stats file.                                                                           |
| fantasy_points_ppr                                  | float64        | float                | Decimal numeric column. PPR fantasy points from the public weekly stats file.                                                                       |
| scrimmage_yards                                     | Int64          | integer              | Whole-number numeric column. Sum of rushing and receiving yards.                                                                                    |
| rush_rec_tds                                        | Int64          | integer              | Whole-number numeric column. Sum of rushing and receiving touchdowns.                                                                               |
| total_tds                                           | Int64          | integer              | Whole-number numeric column. Sum of rushing, receiving, and special-teams touchdowns.                                                               |
| touches                                             | Int64          | integer              | Whole-number numeric column. Sum of carries and targets used as a simple usage proxy.                                                               |
| team_skill_carries                                  | Int64          | integer              | Whole-number numeric column. Total carries logged by skill-position rows for the same team-game in this dataset.                                    |
| team_targets                                        | Int64          | integer              | Whole-number numeric column. Total targets logged by skill-position rows for the same team-game in this dataset.                                    |
| team_touches                                        | Int64          | integer              | Whole-number numeric column. Total touches logged by skill-position rows for the same team-game in this dataset.                                    |
| game_carry_share                                    | float64        | float                | Decimal numeric column. Player carry share within the team-game among rows in this dataset.                                                         |
| game_target_share                                   | float64        | float                | Decimal numeric column. Player target share within the team-game among rows in this dataset.                                                        |
| game_touch_share                                    | float64        | float                | Decimal numeric column. Player touch share within the team-game among rows in this dataset.                                                         |
| prior_games_played                                  | Int64          | integer              | Whole-number numeric column. Number of prior player rows in the full history before this game.                                                      |
| season_to_date_games                                | Int64          | integer              | Whole-number numeric column. Number of prior same-season player rows before this game.                                                              |
| rolling_offense_snap_pct_last_3                     | float64        | float                | Decimal numeric column. Pregame rolling average offensive snap share over the previous 3 games.                                                     |
| rolling_offense_snap_pct_last_5                     | float64        | float                | Decimal numeric column. Pregame rolling average offensive snap share over the previous 5 games.                                                     |
| rolling_carries_last_3                              | float64        | float                | Decimal numeric column. Pregame rolling average carries over the previous 3 games.                                                                  |
| rolling_targets_last_3                              | float64        | float                | Decimal numeric column. Pregame rolling average targets over the previous 3 games.                                                                  |
| rolling_targets_last_5                              | float64        | float                | Decimal numeric column. Pregame rolling average targets over the previous 5 games.                                                                  |
| rolling_receptions_last_5                           | float64        | float                | Decimal numeric column. Pregame rolling average receptions over the previous 5 games.                                                               |
| rolling_rush_yards_last_5                           | float64        | float                | Decimal numeric column. Pregame rolling average rushing yards over the previous 5 games.                                                            |
| rolling_receiving_yards_last_5                      | float64        | float                | Decimal numeric column. Pregame rolling average receiving yards over the previous 5 games.                                                          |
| rolling_scrimmage_yards_last_5                      | float64        | float                | Decimal numeric column. Pregame rolling average scrimmage yards over the previous 5 games.                                                          |
| rolling_total_tds_last_5                            | float64        | float                | Decimal numeric column. Pregame rolling average total touchdowns over the previous 5 games.                                                         |
| rolling_anytime_td_rate_last_5                      | float64        | float                | Decimal numeric column. Pregame rolling anytime-touchdown hit rate over the previous 5 games.                                                       |
| season_to_date_anytime_td_rate                      | float64        | float                | Decimal numeric column. Pregame season-to-date anytime-touchdown hit rate before this game.                                                         |
| rolling_target_share_last_5                         | float64        | float                | Decimal numeric column. Pregame rolling average target share over the previous 5 games.                                                             |
| rolling_carry_share_last_5                          | float64        | float                | Decimal numeric column. Pregame rolling average carry share over the previous 5 games.                                                              |
| rolling_touch_share_last_5                          | float64        | float                | Decimal numeric column. Pregame rolling average touch share over the previous 5 games.                                                              |
| season_to_date_touch_share_avg                      | float64        | float                | Decimal numeric column. Pregame season-to-date average touch share before this game.                                                                |
| opponent_allowed_anytime_td_rate_to_position_last_5 | float64        | float                | Decimal numeric column. 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 | float64        | float                | Decimal numeric column. 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         | float64        | float                | Decimal numeric column. Pregame rolling average targets allowed by the opponent to this position group over its previous 5 games.                   |
| opponent_allowed_receptions_to_position_last_5      | float64        | float                | Decimal numeric column. Pregame rolling average receptions allowed by the opponent to this position group over its previous 5 games.                |
| team_score                                          | Int64          | integer              | Whole-number numeric column. Final points scored by the player team.                                                                                |
| opponent_score                                      | Int64          | integer              | Whole-number numeric column. Final points scored by the opponent team.                                                                              |
| team_margin                                         | Int64          | integer              | Whole-number numeric column. Final score margin from the player-team perspective.                                                                   |
| won_game                                            | bool           | boolean              | True/false column. Boolean flag showing whether the player team won.                                                                                |
| total_points                                        | Int64          | integer              | Whole-number numeric column. Combined final points in the game.                                                                                     |
| cleared_anytime_td                                  | bool           | boolean              | True/false column. Boolean flag showing whether the player scored any touchdown in the game.                                                        |
| cleared_40_rush_yards                               | bool           | boolean              | True/false column. Boolean flag for rushing-yard outcome of at least 40.                                                                            |
| cleared_60_rush_yards                               | bool           | boolean              | True/false column. Boolean flag for rushing-yard outcome of at least 60.                                                                            |
| cleared_25_receiving_yards                          | bool           | boolean              | True/false column. Boolean flag for receiving-yard outcome of at least 25.                                                                          |
| cleared_40_receiving_yards                          | bool           | boolean              | True/false column. Boolean flag for receiving-yard outcome of at least 40.                                                                          |
| cleared_60_receiving_yards                          | bool           | boolean              | True/false column. Boolean flag for receiving-yard outcome of at least 60.                                                                          |
| cleared_3_receptions                                | bool           | boolean              | True/false column. Boolean flag for reception outcome of at least 3.                                                                                |
| cleared_5_receptions                                | bool           | boolean              | True/false column. Boolean flag for reception outcome of at least 5.                                                                                |
| cleared_50_scrimmage_yards                          | bool           | boolean              | True/false column. Boolean flag for scrimmage-yard outcome of at least 50.                                                                          |
| cleared_75_scrimmage_yards                          | bool           | boolean              | True/false column. Boolean flag for scrimmage-yard outcome of at least 75.                                                                          |
| source_url                                          | str            | string               | Text column. Primary public source URL used for the build.                                                                                          |
| source_domain                                       | str            | string               | Text column. Source domain summary for the row.                                                                                                     |
| last_collected_at                                   | datetime64[us] | datetime             | Date or timestamp column. UTC timestamp when the row was collected and transformed.                                                                 |


## Intended Use

This dataset is intended for research, experimentation, analysis, and model prototyping.

## Loading the Dataset

~~~python

import os
from datasets import load_dataset

HUGGINGFACE_API_KEY_KARMANE = os.environ.get("HUGGINGFACE_API_KEY_KARMANE")

dataset = load_dataset(
    "Karmane/nfl-anytime-touchdown-parlay-usage-trends",
    token=HUGGINGFACE_API_KEY_KARMANE,
)

print(dataset)
print(dataset[list(dataset.keys())[0]][0])

# getting the DataFrame itself
# df = dataset[list(dataset.keys())[0]].to_pandas()

~~~

---

Karmane. (2025). _NFL Anytime Touchdown Parlay Research Dataset for Player Usage and Team Total Trends_. Hugging Face. [https://huggingface.co/datasets/Karmane/nfl-anytime-touchdown-parlay-usage-trends](https://huggingface.co/datasets/Karmane/nfl-anytime-touchdown-parlay-usage-trends)