# Total Penalty Minutes by Goalie

> Sum the total penalty minutes accumulated by goalies across all seasons to identify goalies who frequently take penalties.

## At a glance

- **Publisher:** Spartera
- **Data source:** hockey-reference.com
- **Category:** Professional Hockey
- **Price:** 0 credits (about $0.00 per request, billed on a successful response)
- **Type:** VISUALIZATION
- **URL:** https://marketplace.spartera.com/products/total-penalty-minutes-by-goalie/2910a349-a316-4933-80b6-14df0ce38eda

## Fields

| Field | Type | Required | Description |
| --- | --- | --- | --- |
| year | INTEGER |  | The calendar year of the NHL season |
| rank | INTEGER |  | The player's statistical rank for the season |
| player | STRING |  | The full name of the player |
| age | INTEGER |  | The player's age at the start of the season |
| team | STRING |  | The three-letter abbreviation for the player's team |
| position | STRING |  | The player's position, 'G' for Goalie |
| games_played | INTEGER |  | Total games the player appeared in |
| games_started | INTEGER |  | Number of games the player started |
| wins | INTEGER |  | Number of wins recorded |
| losses | INTEGER |  | Number of losses recorded |
| ties_or_overtime_losses | INTEGER |  | Games that resulted in a tie or overtime loss |
| goals_against | INTEGER |  | Total goals allowed |
| shots_against | INTEGER |  | Total shots faced |
| saves | INTEGER |  | Total saves made |
| save_percentage | FLOAT |  | The percentage of shots saved |
| goals_against_average | FLOAT |  | The average number of goals allowed per game |
| shutouts | INTEGER |  | Number of games with zero goals allowed |
| minutes_played | FLOAT |  | Total minutes played, including fractional minutes |
| quality_starts | INTEGER |  | Number of games with a 'quality start' |
| quality_start_percentage | FLOAT |  | Percentage of games that were a 'quality start' |
| really_bad_starts | INTEGER |  | Number of games with a 'really bad start' |
| goals_allowed_percentage_relative_to_league | INTEGER |  | Percentage of goals allowed relative to league average (100 is average) |
| goals_saved_above_average | FLOAT |  | Number of goals saved above what a league-average goalie would have saved |
| goals_against_average_adjusted | FLOAT |  | Goals against average adjusted for quality of shots |
| goalie_point_shares | FLOAT |  | A metric quantifying a player's total contribution in points |
| goals | INTEGER |  | Number of goals scored by the goalie |
| assists | INTEGER |  | Number of assists recorded by the goalie |
| points | INTEGER |  | Total points (goals + assists) |
| penalties_in_minutes | INTEGER |  | Total penalty minutes accumulated |
| awards | STRING |  | Awards won by the goalie |

## Machine-readable

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