Load cleaned WNBA Stats API season rosters from the data repo
Source:R/load_wnba_stats.R
load_wnba_stats_coaches.RdLoads season-level WNBA team rosters scraped from the WNBA
Stats API. One row per athlete-team-season triple. Backed by the
wehoop-wnba-stats-data pipeline that reads raw JSONs from
wehoop-wnba-stats-raw and publishes parquet/rds artifacts to the
wnba_stats_rosters release tag.
Loads season-level WNBA coaching staff data scraped from the
WNBA Stats API. One row per coach-team-season triple. Backed by the
wehoop-wnba-stats-data pipeline that reads raw JSONs from
wehoop-wnba-stats-raw and publishes parquet/rds artifacts to the
wnba_stats_coaches release tag.
![[Deprecated]](figures/lifecycle-deprecated.svg)
Loads season-level WNBA
player statistics. Deprecated: the wnba_stats_player_season_stats
release tag (R-scraped, Base/Advanced/Misc/Scoring/Usage/
Defense measures) is superseded by the wnba_stats_leaguedash tag
(Python-scraped parameter cube, same 6 measure types plus player_bio
and a wide player_master mega). This function reshapes the cube back
into the old stacked-by-measure_type contract for compatibility; call
the cube's player_stats_* / player_master assets directly with
load_wnba_stats_leaguedash() for the full surface.
Loads season-level WNBA
5-man lineup statistics (leaguedashlineups-style outputs).
Deprecated: the wnba_stats_lineups release tag (R-scraped,
Base/Advanced measures, 5-man only) is superseded by the
wnba_stats_leaguedash tag (Python-scraped parameter cube: 6 measure
types x 2/3/4/5-man). This function reshapes the cube back into the old
5-man Base+Advanced contract for compatibility; call the cube's
lineups_* / lineups_master assets directly with
load_wnba_stats_leaguedash() for the full surface.
Loads season-level team
statistics (leaguedashteamstats-style outputs). Deprecated: the
wnba_stats_team_season_stats release tag (R-scraped, Base/
Advanced/Misc/Scoring/Defense/Opponent measures) is superseded
by the wnba_stats_leaguedash tag (Python-scraped parameter cube, same
6 measures plus Four Factors and a wide team_master mega). This
function reshapes the cube back into the old stacked-by-measure_type
contract for compatibility; call the cube's team_stats_* /
team_master assets directly with
load_wnba_stats_leaguedash() for the full surface.
Loads season-level WNBA
standings (leaguestandingsv3-style outputs). One row per team-season.
Deprecated: the wnba_stats_standings release tag (R-scraped) is
superseded by the wnba_stats_leaguedash tag's standings asset
(same underlying endpoint/params, Python-scraped) — this is close to a
pure passthrough.
Loads season-level WNBA draft picks scraped from the WNBA
Stats API (drafthistory-style outputs). One row per pick. Backed by
the wehoop-wnba-stats-data pipeline that reads raw JSONs from
wehoop-wnba-stats-raw and publishes parquet/rds artifacts to the
wnba_stats_draft release tag.
Loads shot events scraped from the WNBA Stats API. One row
per shot attempt with legacy court coordinates, action/sub type,
distance, and made/missed result, carried through from the V3
play-by-play feed (not shotchartdetail). Backed by the
wehoop-wnba-stats-data pipeline that reads raw JSONs from
wehoop-wnba-stats-raw and publishes parquet/rds artifacts to the
wnba_stats_shots release tag.
Loads the per-game inactive player list scraped from the
WNBA Stats API – the InactivePlayers result set of
boxscoresummaryv2. One row per inactive athlete-game pair, not a full
per-game roster: use load_wnba_stats_player_game_logs() for the
athletes who did play. Backed by the wehoop-wnba-stats-data pipeline
that reads raw JSONs from wehoop-wnba-stats-raw and publishes
parquet/rds artifacts to the wnba_stats_game_rosters release tag.
Coverage is thin by construction because the upstream result set is thin: stats.wnba.com reports inactives for only a fraction of games, and most heavily for 2006-2008 and 2021 onward. Season row counts range from 1 (1997) to 610 across 184 games (2026); 2009-2012 carry fewer than 10 rows each. A season with almost no rows is upstream sparsity, not a download failure.
Loads game-level officials data scraped from the WNBA Stats
API (boxscoresummaryv2-style outputs). One row per official-game pair.
Backed by the wehoop-wnba-stats-data pipeline that reads raw JSONs
from wehoop-wnba-stats-raw and publishes parquet/rds artifacts to the
wnba_stats_officials release tag.
Loads per-player per-game logs scraped from
stats.wnba.com/leaguegamelog?PlayerOrTeam=P (one row per
athlete-game pair: minutes, shooting splits, rebounds, steals, blocks,
turnovers, personal fouls, plus/minus). Backed by the
wehoop-wnba-stats-data pipeline that publishes parquet/rds artifacts
to the wnba_stats_player_game_logs release tag.
Loads season-level WNBA schedules scraped from
stats.wnba.com/leaguegamefinder (regular season + playoffs combined,
pre-rejoined home/away). Backed by the wehoop-wnba-stats-data
pipeline that publishes parquet/rds artifacts to the
wnba_stats_schedules release tag.
Loads season-level WNBA play-by-play (V3), supplied by
wnba_pbp() in the upstream compile script. Backed by the
wehoop-wnba-stats-data pipeline that publishes parquet/rds artifacts to
the wnba_stats_pbp release tag.
load_wnba_stats_rosters_manifest() returns the per-season
manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats rosters release tag without
downloading any season's full data.
load_wnba_stats_coaches_manifest() returns the per-season
manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats coaches release tag without
downloading any season's full data.
load_wnba_stats_player_stats_manifest() returns the
per-season manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats player season stats release tag
without downloading any season's full data.
load_wnba_stats_lineups_manifest() returns the per-season
manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats lineups release tag without
downloading any season's full data.
load_wnba_stats_team_stats_manifest() returns the per-season
manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats team season stats release tag
without downloading any season's full data.
load_wnba_stats_standings_manifest() returns the per-season
manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats standings release tag without
downloading any season's full data.
load_wnba_stats_draft_manifest() returns the per-season
manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats draft release tag without
downloading any season's full data.
load_wnba_stats_shots_manifest() returns the per-season
manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats shots release tag without
downloading any season's full data.
load_wnba_stats_game_rosters_manifest() returns the
per-season manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats game rosters release tag without
downloading any season's full data.
load_wnba_stats_officials_manifest() returns the per-season
manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats officials release tag without
downloading any season's full data.
load_wnba_stats_player_game_logs_manifest() returns the
per-season manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats player game logs release tag
without downloading any season's full data.
load_wnba_stats_schedule_manifest() returns the per-season
manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats schedules release tag without
downloading any season's full data.
load_wnba_stats_pbp_manifest() returns the per-season
manifest CSV (season, row_count, generated_at_utc,
source_endpoint) for the WNBA Stats play-by-play release tag without
downloading any season's full data.
Loads possession-level data derived from the WNBA Stats API
play-by-play – one row per possession, with the on-court 5-man lineups
for both teams, shooting/rebounding/turnover splits, and the possession
start type. Backed by the wehoop-wnba-stats-data pipeline that reads
raw JSONs from wehoop-wnba-stats-raw and publishes csv.gz/parquet/rds
artifacts to the wnba_stats_possessions release tag.
Usage
load_wnba_stats_rosters(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_coaches(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_player_stats(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_lineups(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_team_stats(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_standings(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_draft(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_shots(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_game_rosters(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_officials(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_player_game_logs(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_schedule(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_pbp(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)
load_wnba_stats_rosters_manifest()
load_wnba_stats_coaches_manifest()
load_wnba_stats_player_stats_manifest()
load_wnba_stats_lineups_manifest()
load_wnba_stats_team_stats_manifest()
load_wnba_stats_standings_manifest()
load_wnba_stats_draft_manifest()
load_wnba_stats_shots_manifest()
load_wnba_stats_game_rosters_manifest()
load_wnba_stats_officials_manifest()
load_wnba_stats_player_game_logs_manifest()
load_wnba_stats_schedule_manifest()
load_wnba_stats_pbp_manifest()
load_wnba_stats_possessions(
seasons = most_recent_wnba_stats_season(),
...,
dbConnection = NULL,
tablename = NULL
)Arguments
- seasons
A vector of 4-digit years associated with given WNBA seasons. Published coverage runs 1997 through the most recent season, with no gaps. Pass
seasons = TRUEfor every published season. (Min: 1997)- ...
Additional arguments passed to an underlying function that writes the season data into a database.
- dbConnection
A
DBIConnectionobject, as returned byDBI::dbConnect()- tablename
The name of the data table within the database
Value
Returns a wehoop_data tibble with one row per athlete-team-season.
Returns a wehoop_data tibble with one row per coach-team-season.
Returns a wehoop_data tibble of player season stats.
Returns a wehoop_data tibble of lineup stats.
Returns a wehoop_data tibble of team season stats.
| col_name | types | description |
| season | integer | Season identifier (4-digit year or 'YYYY-YY' string). |
| season_type | character | Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats). |
| team_id | character | Unique team identifier. |
| team_name | character | Full team display name (e.g. 'Las Vegas Aces'). |
| team_abbreviation | character | Short team abbreviation (e.g. 'LAS'). |
| gp | integer | Games played. |
| w | integer | Wins. |
| l | integer | Losses. |
| w_pct | numeric | Wins percentage (0-1 decimal). |
| min | numeric | Minutes played. |
| fgm | numeric | Field goals made. |
| fga | numeric | Field goal attempts. |
| fg_pct | numeric | Field goal percentage (0-1). |
| fg3m | numeric | Three-point field goals made. |
| fg3a | numeric | Three-point field goal attempts. |
| fg3_pct | numeric | Three-point field goal percentage (0-1). |
| ftm | numeric | Free throws made. |
| fta | numeric | Free throw attempts. |
| ft_pct | numeric | Free throw percentage (0-1). |
| oreb | numeric | Offensive rebounds. |
| dreb | numeric | Defensive rebounds. |
| reb | numeric | Total rebounds. |
| ast | numeric | Assists. |
| tov | numeric | Turnovers. |
| stl | numeric | Steals. |
| blk | numeric | Blocks. |
| pf | numeric | Personal fouls. |
| pts | numeric | Points scored. |
| plus_minus | numeric | Plus/minus point differential while on court. |
Returns a wehoop_data tibble of team standings.
| col_name | types | description |
| season | integer | Season identifier (4-digit year or 'YYYY-YY' string). |
| season_id | character | Unique season identifier. |
| team_id | character | Unique team identifier. |
| team_city | character | Team city or region (e.g. 'Las Vegas'). |
| team_name | character | Full team display name (e.g. 'Las Vegas Aces'). |
| conference | character | Filter players or teams by conference. |
| conference_record | character | Conference win-loss record. |
| playoff_rank | integer | League/season rank for playoff. |
| wins | integer | Total wins. |
| losses | integer | Total losses. |
| win_pct | numeric | Win percentage (0-1 decimal). |
| home_record | character | Home win-loss record. |
| road_record | character | Win-loss record for road. |
| l10 | character | L10. |
| strcurrentstreak | character | Strcurrentstreak. |
| points_pg | numeric | Points pg. |
| opp_points_pg | numeric | Opponent points pg. |
| diff_points_pg | numeric | Diff points pg. |
Returns a wehoop_data tibble of WNBA draft picks.
| col_name | types | description |
| person_id | integer | Unique player identifier (V3 endpoints). |
| player_name | character | Player name. |
| season | integer | Season identifier (4-digit year). |
| round_number | integer | Numeric round. |
| round_pick | integer | Round pick. |
| overall_pick | integer | Overall pick. |
| draft_type | character | Draft type ('Draft', 'Allocation' or 'Elite'). |
| team_id | integer | Unique team identifier. |
| team_city | character | Team city or region (e.g. 'Las Vegas'). |
| team_name | character | Full team display name (e.g. 'Las Vegas Aces'). |
| team_abbreviation | character | Short team abbreviation (e.g. 'LAS'). |
| organization | character | Organization. |
| organization_type | character | Organization type. |
| player_profile_flag | integer | Player profile flag. |
Returns a wehoop_data tibble with one row per shot attempt.
| col_name | types | description |
| game_id | character | Unique game identifier. |
| season | integer | Season identifier (4-digit year). |
| period | integer | Period of the game (1-4 quarters; 5+ for OT). |
| clock | character | Game clock remaining in the period (ISO 8601 duration). |
| team_id | integer | Unique team identifier for the shooting team. |
| team_tricode | character | Three-letter team code (e.g. 'LAS' / 'NYL'). |
| person_id | integer | Unique player identifier for the shooter. |
| player_name | character | Shooter's name. |
| action_type | character | Action type label ('Made Shot' or 'Missed Shot'). |
| sub_type | character | Shot sub type (e.g. 'Jump Shot', 'Layup', 'DUNK'). |
| shot_result | character | Shot result, 'Made' or 'Missed'. |
| shot_value | integer | Points the shot was worth (2 or 3). |
| shot_distance | integer | Shot distance from the basket, in feet. |
| x_legacy | integer | Legacy X coordinate on the court (0 = basket center). |
| y_legacy | integer | Legacy Y coordinate on the court (baseline at 0). |
| description | character | Text description of the play. |
| score_home | character | Home team score after the play. |
| score_away | character | Away team score after the play. |
Returns a wehoop_data tibble with one row per inactive
athlete-game pair.
| col_name | types | description |
| player_id | integer | Unique player identifier. |
| first_name | character | Player's first name. |
| last_name | character | Player's last name. |
| jersey_num | character | Jersey number worn by the player. |
| team_id | integer | Unique team identifier. |
| team_city | character | Team city or region (e.g. 'Las Vegas'). |
| team_name | character | Full team display name (e.g. 'Las Vegas Aces'). |
| team_abbreviation | character | Short team abbreviation (e.g. 'LAS'). |
| season | integer | Season identifier (4-digit year). |
| game_id | character | Unique game identifier. |
Returns a wehoop_data tibble with one row per official-game pair.
| col_name | types | description |
| official_id | integer | Unique official / referee identifier. |
| first_name | character | Official's first name. |
| last_name | character | Official's last name. |
| jersey_num | character | Jersey number worn by the official. |
| season | integer | Season identifier (4-digit year). |
| game_id | character | Unique game identifier. |
Returns a wehoop_data tibble of per-athlete per-game log rows.
Returns a wehoop_data tibble of per-season schedules, one row per
game with the home/away sides pre-joined into home_* / away_* columns.
| col_name | types | description |
| game_id | character | Unique game identifier. |
| season | integer | Season identifier (4-digit year). |
| season_type | character | Portion of the season: regular-season or playoffs. |
| game_date | character | Date the game was played, as an ISO YYYY-MM-DD string. |
| matchup | character | Matchup string, home side first (e.g. WAS vs. NYL). |
| home_team_id | integer | Unique WNBA Stats team identifier for the home team. |
| home_team_abbreviation | character | Home team abbreviation. |
| home_team_name | character | Home team full name. |
| home_pts | integer | Points scored by the home team. |
| home_wl | character | Home team result, W or L. |
| away_team_id | integer | Unique WNBA Stats team identifier for the away team. |
| away_team_abbreviation | character | Away team abbreviation. |
| away_team_name | character | Away team full name. |
| away_pts | integer | Points scored by the away team. |
| away_wl | character | Away team result, W or L. |
Returns a wehoop_data tibble of per-event play-by-play rows.
Returns a wehoop_data tibble with one row per possession.
| col_name | types | description |
| game_id | character | Unique game identifier. |
| period | integer | Period of the game (1-2 halves pre-2016, 1-4 quarters 2016+). |
| possession_number | integer | Sequential possession number within the game. |
| offense_team_id | integer | Team identifier for the team on offense. |
| defense_team_id | integer | Team identifier for the team on defense. |
| start_order_index | integer | Play-by-play order index at the start of the possession. |
| end_order_index | integer | Play-by-play order index at the end of the possession. |
| start_seconds_remaining | numeric | Seconds remaining in the period at possession start. |
| end_seconds_remaining | numeric | Seconds remaining in the period at possession end. |
| points | integer | Points scored on the possession. |
| is_second_chance | logical | Whether the possession followed an offensive rebound. |
| number_in_period | integer | Sequential possession number within the period. |
| possession_start_type | character | How the possession started (e.g. 'OffDeadball', 'OffRebound'). |
| count_as_possession | logical | Whether the event counts as a scoreable possession. |
| fg2a | integer | 2-point field goal attempts by the lineup. |
| fg2m | integer | 2-point field goals made by the lineup. |
| fg3a | integer | Fg3a. |
| fg3m | integer | Fg3m. |
| fta | integer | Free throw attempts by the lineup. |
| ftm | integer | Free throws made by the lineup. |
| oreb | integer | Offensive rebounds. |
| dreb | integer | Defensive rebounds. |
| tov | integer | Turnovers. |
| off_player_1 | integer | Offensive lineup slot 1 player identifier. |
| off_player_2 | integer | Offensive lineup slot 2 player identifier. |
| off_player_3 | integer | Offensive lineup slot 3 player identifier. |
| off_player_4 | integer | Offensive lineup slot 4 player identifier. |
| off_player_5 | integer | Offensive lineup slot 5 player identifier. |
| def_player_1 | integer | Defensive lineup slot 1 player identifier. |
| def_player_2 | integer | Defensive lineup slot 2 player identifier. |
| def_player_3 | integer | Defensive lineup slot 3 player identifier. |
| def_player_4 | integer | Defensive lineup slot 4 player identifier. |
| def_player_5 | integer | Defensive lineup slot 5 player identifier. |
| season | integer | Season identifier (4-digit year). |
See also
Other WNBA Stats loader functions:
load_wnba_stats_leaguedash()
Examples
# \donttest{
try(load_wnba_stats_rosters(seasons = most_recent_wnba_stats_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 209 × 18
#> team_id season league_id player nickname player_slug num position height
#> <int> <int> <chr> <chr> <chr> <chr> <chr> <chr> <chr>
#> 1 1611661313 2026 10 Satou… Satou satou-saba… 0 F 6-4
#> 2 1611661313 2026 10 Marin… Marine marine-fau… 4 G 5-9
#> 3 1611661313 2026 10 Eliza… Elizabe… elizabeth-… 5 F 6-2
#> 4 1611661313 2026 10 Rebek… Rebekah rebekah-ga… 7 G 6-1
#> 5 1611661313 2026 10 Rebec… Rebecca rebecca-al… 9 F-G 6-2
#> 6 1611661313 2026 10 Leoni… Leonie leonie-fie… 13 F 6-4
#> 7 1611661313 2026 10 Raque… Raquel raquel-car… 14 C 6-3
#> 8 1611661313 2026 10 Pauli… Pauline pauline-as… 18 G 5-11
#> 9 1611661313 2026 10 Sabri… Sabrina sabrina-io… 20 G 5-11
#> 10 1611661313 2026 10 Han Xu Xu xu-han 21 C 6-11
#> # ℹ 199 more rows
#> # ℹ 9 more variables: weight <chr>, birth_date <chr>, age <dbl>, exp <chr>,
#> # school <chr>, player_id <int>, how_acquired <chr>,
#> # supplemental_status <int>, season_type <chr>
# }
# \donttest{
try(load_wnba_stats_coaches(seasons = most_recent_wnba_stats_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 89 × 11
#> team_id season coach_id first_name last_name coach_name is_assistant
#> <int> <int> <int> <chr> <chr> <chr> <int>
#> 1 1611661313 2026 1627666 Chris DeMarco Chris DeMarco 1
#> 2 1611661313 2026 1643608 Andrew Wade Andrew Wade 2
#> 3 1611661313 2026 1643609 Will Sheehey Will Sheehey 2
#> 4 1611661313 2026 1643610 Addi Walters Addi Walters 2
#> 5 1611661313 2026 201907 Courtney Paris Courtney Paris 2
#> 6 1611661313 2026 1642971 Norielis Subero Norielis Subero 3
#> 7 1611661317 2026 202891 Nate Tibbetts Nate Tibbetts 1
#> 8 1611661317 2026 201911 Kristi Toliver Kristi Toliver 9
#> 9 1611661317 2026 201069 Megan Vogel Megan Vogel 2
#> 10 1611661317 2026 1628240 John McCullough John McCullough 2
#> # ℹ 79 more rows
#> # ℹ 4 more variables: coach_type <chr>, sort_sequence <lgl>,
#> # sub_sort_sequence <int>, season_type <chr>
# }
# \donttest{
try(load_wnba_stats_player_stats(seasons = most_recent_wnba_stats_season()))
#> Warning: `load_wnba_stats_player_stats()` was deprecated in wehoop 3.0.0.
#> ℹ Backing data moved from the wnba_stats_player_season_stats release tag to the
#> wnba_stats_leaguedash release tag (a Python-scraped parameter cube). This
#> call reshapes the cube's
#> player_stats_{base,advanced,misc,scoring,usage,defense} assets back into the
#> old stacked-by-measure_type contract.
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 1,356 × 211
#> player_id player_name nickname team_id team_abbreviation age gp w
#> <int> <chr> <chr> <int> <chr> <dbl> <int> <int>
#> 1 1628932 A'ja Wilson A'ja 1.61e9 LVA 30 31 22
#> 2 1642290 Aaliyah Edwar… Aaliyah 1.61e9 CON 24 21 7
#> 3 1642801 Aaliyah Nye Aaliyah 1.61e9 ATL 23 15 9
#> 4 1642786 Aicha Couliba… Aicha 1.61e9 CHI 24 23 8
#> 5 1629501 Alanna Smith Alanna 1.61e9 DAL 29 26 16
#> 6 1643525 Alex Fowler Alex 1.61e9 NYL 25 2 1
#> 7 1642775 Alex Wilson Alex 1.61e9 WAS 32 4 2
#> 8 1643644 Alicia Florez Alicia 1.61e9 WAS 22 23 14
#> 9 1642293 Alissa Pili Alissa 1.61e9 LAS 25 3 2
#> 10 1641648 Aliyah Boston Aliyah 1.61e9 IND 24 30 19
#> # ℹ 1,346 more rows
#> # ℹ 203 more variables: l <int>, w_pct <dbl>, min <dbl>, fgm <int>, fga <int>,
#> # fg_pct <dbl>, fg3_m <int>, fg3_a <int>, fg3_pct <dbl>, ftm <int>,
#> # fta <int>, ft_pct <dbl>, oreb <int>, dreb <int>, reb <int>, ast <int>,
#> # tov <int>, stl <int>, blk <int>, blka <int>, pf <int>, pfd <int>,
#> # pts <int>, plus_minus <int>, nba_fantasy_pts <dbl>, dd2 <int>, td3 <int>,
#> # wnba_fantasy_pts <dbl>, gp_rank <int>, w_rank <int>, l_rank <int>, …
# }
# \donttest{
try(load_wnba_stats_lineups(seasons = most_recent_wnba_stats_season()))
#> Warning: `load_wnba_stats_lineups()` was deprecated in wehoop 3.0.0.
#> ℹ Backing data moved from the wnba_stats_lineups release tag (5-man
#> Base+Advanced only) to the wnba_stats_leaguedash release tag (a
#> Python-scraped parameter cube covering 2/3/4/5-man x 6 measure types). This
#> call filters the cube's lineups_{base,advanced} assets down to group_quantity
#> == 5 to match the old contract.
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 4,000 × 98
#> group_set group_id group_name team_id team_abbreviation gp w l
#> <chr> <chr> <chr> <int> <chr> <int> <int> <int>
#> 1 Lineups -1628277-16… A. Gray -… 1.61e9 ATL 29 20 9
#> 2 Lineups -203825-203… K. McBrid… 1.61e9 MIN 27 21 6
#> 3 Lineups -203014-204… N. Ogwumi… 1.61e9 LAS 24 8 16
#> 4 Lineups -203833-203… C. Gray -… 1.61e9 LVA 30 21 9
#> 5 Lineups -203866-204… K. Thornt… 1.61e9 GSV 25 19 6
#> 6 Lineups -1629484-16… M. DiLeo … 1.61e9 PDX 18 7 11
#> 7 Lineups -1629481-16… A. Ogunbo… 1.61e9 DAL 21 15 6
#> 8 Lineups -203833-204… C. Gray -… 1.61e9 LVA 28 19 9
#> 9 Lineups -1630446-16… M. Onyenw… 1.61e9 WAS 22 13 9
#> 10 Lineups -1628881-16… M. Billin… 1.61e9 IND 25 15 10
#> # ℹ 3,990 more rows
#> # ℹ 90 more variables: w_pct <dbl>, min <dbl>, fgm <int>, fga <int>,
#> # fg_pct <dbl>, fg3_m <int>, fg3_a <int>, fg3_pct <dbl>, ftm <int>,
#> # fta <int>, ft_pct <dbl>, oreb <int>, dreb <int>, reb <int>, ast <int>,
#> # tov <dbl>, stl <int>, blk <int>, blka <int>, pf <int>, pfd <int>,
#> # pts <int>, plus_minus <dbl>, gp_rank <int>, w_rank <int>, l_rank <int>,
#> # w_pct_rank <int>, min_rank <int>, fgm_rank <int>, fga_rank <int>, …
# }
# \donttest{
try(load_wnba_stats_team_stats(seasons = most_recent_wnba_stats_season()))
#> Warning: `load_wnba_stats_team_stats()` was deprecated in wehoop 3.0.0.
#> ℹ Backing data moved from the wnba_stats_team_season_stats release tag to the
#> wnba_stats_leaguedash release tag (a Python-scraped parameter cube). This
#> call reshapes the cube's
#> team_stats_{base,advanced,misc,scoring,defense,opponent} assets back into the
#> old stacked-by-measure_type contract.
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 90 × 179
#> team_id team_name gp w l w_pct min fgm fga fg_pct fg3_m
#> <int> <chr> <int> <int> <int> <dbl> <dbl> <int> <int> <dbl> <int>
#> 1 1611661330 Atlanta Dr… 32 20 12 0.625 1280. 992 2270 0.437 266
#> 2 1611661329 Chicago Sky 34 12 22 0.353 1370 1056 2369 0.446 254
#> 3 1611661323 Connecticu… 31 8 23 0.258 1245 915 2109 0.434 172
#> 4 1611661321 Dallas Win… 34 20 14 0.588 1370 1130 2436 0.464 279
#> 5 1611661331 Golden Sta… 33 24 9 0.727 1320 955 2235 0.427 356
#> 6 1611661325 Indiana Fe… 33 21 12 0.636 1335 1105 2270 0.487 343
#> 7 1611661319 Las Vegas … 34 23 11 0.676 1370 1132 2325 0.487 285
#> 8 1611661320 Los Angele… 32 12 20 0.375 1285 1031 2215 0.465 285
#> 9 1611661324 Minnesota … 35 28 7 0.8 1400 1211 2501 0.484 325
#> 10 1611661313 New York L… 34 20 14 0.588 1370 1061 2281 0.465 350
#> # ℹ 80 more rows
#> # ℹ 168 more variables: fg3_a <int>, fg3_pct <dbl>, ftm <int>, fta <int>,
#> # ft_pct <dbl>, oreb <int>, dreb <int>, reb <int>, ast <int>, tov <dbl>,
#> # stl <int>, blk <int>, blka <int>, pf <int>, pfd <int>, pts <int>,
#> # plus_minus <dbl>, gp_rank <int>, w_rank <int>, l_rank <int>,
#> # w_pct_rank <int>, min_rank <int>, fgm_rank <int>, fga_rank <int>,
#> # fg_pct_rank <int>, fg3_m_rank <int>, fg3_a_rank <int>, …
# }
# \donttest{
try(load_wnba_stats_standings(seasons = most_recent_wnba_stats_season()))
#> Warning: `load_wnba_stats_standings()` was deprecated in wehoop 3.0.0.
#> ℹ Backing data moved from the wnba_stats_standings release tag to the
#> wnba_stats_leaguedash release tag's standings_{season}.parquet asset (same
#> underlying leaguestandingsv3 endpoint/params, Python-scraped).
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 15 × 94
#> league_id season_id team_id team_city team_name team_slug conference
#> <chr> <chr> <int> <chr> <chr> <chr> <chr>
#> 1 10 22026 1611661324 Minnesota Lynx lynx West
#> 2 10 22026 1611661331 Golden State Valkyries valkyries West
#> 3 10 22026 1611661319 Las Vegas Aces aces West
#> 4 10 22026 1611661325 Indiana Fever fever East
#> 5 10 22026 1611661330 Atlanta Dream dream East
#> 6 10 22026 1611661322 Washington Mystics mystics East
#> 7 10 22026 1611661321 Dallas Wings wings West
#> 8 10 22026 1611661313 New York Liberty liberty East
#> 9 10 22026 1611661327 Portland Fire fire West
#> 10 10 22026 1611661320 Los Angeles Sparks sparks West
#> 11 10 22026 1611661317 Phoenix Mercury mercury West
#> 12 10 22026 1611661329 Chicago Sky sky East
#> 13 10 22026 1611661332 Toronto Tempo tempo East
#> 14 10 22026 1611661323 Connecticut Sun sun East
#> 15 10 22026 1611661328 Seattle Storm storm West
#> # ℹ 87 more variables: conference_record <chr>, playoff_rank <int>,
#> # clinch_indicator <chr>, division <???>, division_record <chr>,
#> # division_rank <int>, wins <int>, losses <int>, win_pct <dbl>,
#> # league_rank <int>, record <chr>, home <chr>, road <chr>, l10 <chr>,
#> # last10_home <chr>, last10_road <chr>, ot <chr>, three_pts_or_less <chr>,
#> # ten_pts_or_more <chr>, long_home_streak <int>, str_long_home_streak <chr>,
#> # long_road_streak <int>, str_long_road_streak <chr>, …
# }
# \donttest{
try(load_wnba_stats_draft(seasons = most_recent_wnba_stats_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 45 × 14
#> person_id player_name season round_number round_pick overall_pick draft_type
#> <int> <chr> <int> <int> <int> <int> <chr>
#> 1 1643425 Azzi Fudd 2026 1 1 1 Draft
#> 2 1643426 Olivia Miles 2026 1 2 2 Draft
#> 3 1643443 Awa Fam 2026 1 3 3 Draft
#> 4 1643427 Lauren Betts 2026 1 4 4 Draft
#> 5 1643447 Gabriela Ja… 2026 1 5 5 Draft
#> 6 1643445 Kiki Rice 2026 1 6 6 Draft
#> 7 1643446 Iyana Martin 2026 1 7 7 Draft
#> 8 1643428 Flau'jae Jo… 2026 1 8 8 Draft
#> 9 1643455 Angela Duga… 2026 1 9 9 Draft
#> 10 1643433 Raven Johns… 2026 1 10 10 Draft
#> # ℹ 35 more rows
#> # ℹ 7 more variables: team_id <int>, team_city <chr>, team_name <chr>,
#> # team_abbreviation <chr>, organization <chr>, organization_type <chr>,
#> # player_profile_flag <int>
# }
# \donttest{
try(load_wnba_stats_shots(seasons = most_recent_wnba_stats_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 41,149 × 18
#> game_id season period clock team_id team_tricode person_id player_name
#> <chr> <int> <int> <chr> <int> <chr> <int> <chr>
#> 1 1022600001 2026 1 PT09M44.… 1.61e9 CON 1642800 Morrow
#> 2 1022600001 2026 1 PT09M25.… 1.61e9 NYL 1627668 Stewart
#> 3 1022600001 2026 1 PT09M17.… 1.61e9 CON 1641649 Miller
#> 4 1022600001 2026 1 PT08M34.… 1.61e9 NYL 1629546 Johannes
#> 5 1022600001 2026 1 PT08M21.… 1.61e9 CON 203398 Griner
#> 6 1022600001 2026 1 PT08M15.… 1.61e9 NYL 1631136 Astier
#> 7 1022600001 2026 1 PT07M56.… 1.61e9 NYL 1631136 Astier
#> 8 1022600001 2026 1 PT07M36.… 1.61e9 CON 203398 Griner
#> 9 1022600001 2026 1 PT07M20.… 1.61e9 NYL 1629546 Johannes
#> 10 1022600001 2026 1 PT07M06.… 1.61e9 NYL 204335 Laney-Hami…
#> # ℹ 41,139 more rows
#> # ℹ 10 more variables: action_type <chr>, sub_type <chr>, shot_result <chr>,
#> # shot_value <int>, shot_distance <int>, x_legacy <int>, y_legacy <int>,
#> # description <chr>, score_home <chr>, score_away <chr>
# }
# \donttest{
try(load_wnba_stats_game_rosters(seasons = most_recent_wnba_stats_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 875 × 10
#> player_id first_name last_name jersey_num team_id team_city team_name
#> <int> <chr> <chr> <chr> <int> <chr> <chr>
#> 1 1630469 Marine Fauthoux "4 " 1.61e9 New York Liberty
#> 2 1630446 Michaela Onyenwere "12 " 1.61e9 Washingt… Mystics
#> 3 1643430 Cotie McMahon "23 " 1.61e9 Washingt… Mystics
#> 4 1643440 Darianna Littlepage-Buggs "5 " 1.61e9 Washingt… Mystics
#> 5 1643644 Alicia Florez Getino "2 " 1.61e9 Washingt… Mystics
#> 6 204330 Isabelle Harrison "21 " 1.61e9 Toronto Tempo
#> 7 1643495 Justine Pissott "13 " 1.61e9 Indiana Fever
#> 8 1643424 Costanza Verona "6 " 1.61e9 Dallas Wings
#> 9 1630389 Dana Evans "11 " 1.61e9 Las Vegas Aces
#> 10 1643434 Janiah Barker "2 " 1.61e9 Las Vegas Aces
#> # ℹ 865 more rows
#> # ℹ 3 more variables: team_abbreviation <chr>, season <int>, game_id <chr>
# }
# \donttest{
try(load_wnba_stats_officials(seasons = most_recent_wnba_stats_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 900 × 6
#> official_id first_name last_name jersey_num season game_id
#> <int> <chr> <chr> <chr> <int> <chr>
#> 1 100274 Roy Gulbeyan "42 " 2026 1022600001
#> 2 1628169 Ryan Sassano "3 " 2026 1022600001
#> 3 1628482 Tyler Mirkovich "27 " 2026 1022600001
#> 4 202764 Charles Watson "6 " 2026 1022600002
#> 5 203891 Fatou Cissoko-Stephens "15 " 2026 1022600002
#> 6 1629422 Clare Simmons "28 " 2026 1022600002
#> 7 200667 Angelica Suffren "7 " 2026 1022600003
#> 8 1641525 Sarah Williams "44 " 2026 1022600003
#> 9 1642142 Josh Reed "46 " 2026 1022600003
#> 10 202297 Tim Greene "9 " 2026 1022600004
#> # ℹ 890 more rows
# }
# \donttest{
try(load_wnba_stats_player_game_logs(seasons = most_recent_wnba_stats_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 4,611 × 35
#> season_id team_id team_abbreviation team_name game_id game_date matchup wl
#> <chr> <int> <chr> <chr> <chr> <chr> <chr> <chr>
#> 1 22026 1.61e9 NYL New York… 102260… 2026-05-… NYL vs… W
#> 2 22026 1.61e9 WAS Washingt… 102260… 2026-05-… WAS @ … W
#> 3 22026 1.61e9 CON Connecti… 102260… 2026-05-… CON @ … L
#> 4 22026 1.61e9 SEA Seattle … 102260… 2026-05-… SEA vs… L
#> 5 22026 1.61e9 GSV Golden S… 102260… 2026-05-… GSV @ … W
#> 6 22026 1.61e9 TOR Toronto … 102260… 2026-05-… TOR vs… L
#> 7 22026 1.61e9 DAL Dallas W… 102260… 2026-05-… DAL @ … W
#> 8 22026 1.61e9 MIN Minnesot… 102260… 2026-05-… MIN vs… L
#> 9 22026 1.61e9 IND Indiana … 102260… 2026-05-… IND vs… L
#> 10 22026 1.61e9 PDX Portland… 102260… 2026-05-… PDX vs… L
#> # ℹ 4,601 more rows
#> # ℹ 27 more variables: min <int>, fgm <int>, fga <int>, fg_pct <dbl>,
#> # fg3m <int>, fg3a <int>, fg3_pct <dbl>, ftm <int>, fta <int>, ft_pct <dbl>,
#> # oreb <int>, dreb <int>, reb <int>, ast <int>, stl <int>, blk <int>,
#> # tov <int>, pf <int>, pts <int>, plus_minus <int>, video_available <int>,
#> # season <int>, season_type <chr>, player_id <int>, player_name <chr>,
#> # fantasy_pts <dbl>, measure_type <chr>
# }
# \donttest{
try(load_wnba_stats_schedule(seasons = most_recent_wnba_stats_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 202 × 15
#> game_id season season_type game_date matchup home_team_id
#> <chr> <int> <chr> <chr> <chr> <int>
#> 1 1022600001 2026 regular-season 2026-05-08 NYL vs. CON 1611661313
#> 2 1022600002 2026 regular-season 2026-05-08 TOR vs. WAS 1611661332
#> 3 1022600003 2026 regular-season 2026-05-08 SEA vs. GSV 1611661328
#> 4 1022600004 2026 regular-season 2026-05-09 IND vs. DAL 1611661325
#> 5 1022600005 2026 regular-season 2026-05-09 LVA vs. PHX 1611661319
#> 6 1022600006 2026 regular-season 2026-05-09 PDX vs. CHI 1611661327
#> 7 1022600007 2026 regular-season 2026-05-10 CON vs. SEA 1611661323
#> 8 1022600008 2026 regular-season 2026-05-10 WAS vs. NYL 1611661322
#> 9 1022600009 2026 regular-season 2026-05-10 LAS vs. LVA 1611661320
#> 10 1022600010 2026 regular-season 2026-05-09 MIN vs. ATL 1611661324
#> # ℹ 192 more rows
#> # ℹ 9 more variables: home_team_abbreviation <chr>, home_team_name <chr>,
#> # home_pts <int>, home_wl <chr>, away_team_id <int>,
#> # away_team_abbreviation <chr>, away_team_name <chr>, away_pts <int>,
#> # away_wl <chr>
# }
# \donttest{
try(load_wnba_stats_pbp(seasons = most_recent_wnba_stats_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 86,784 × 38
#> order_index action_number clock period team_id team_tricode person_id
#> <int> <int> <chr> <int> <int> <chr> <int>
#> 1 0 2 PT10M00.00S 1 0 "" 0
#> 2 1 4 PT10M00.00S 1 1.61e9 "NYL" 1.63e6
#> 3 2 7 PT09M44.00S 1 1.61e9 "CON" 1.64e6
#> 4 3 8 PT09M39.00S 1 1.61e9 "NYL" 1.63e6
#> 5 4 9 PT09M25.00S 1 1.61e9 "NYL" 1.63e6
#> 6 5 11 PT09M17.00S 1 1.61e9 "CON" 1.64e6
#> 7 6 13 PT09M06.00S 1 1.61e9 "NYL" 1.63e6
#> 8 7 15 PT08M50.00S 1 1.61e9 "CON" 2.03e5
#> 9 8 16 PT08M50.00S 1 0 "" 1.61e9
#> 10 9 17 PT08M34.00S 1 1.61e9 "NYL" 1.63e6
#> # ℹ 86,774 more rows
#> # ℹ 31 more variables: player_name <chr>, player_name_i <chr>, x_legacy <int>,
#> # y_legacy <int>, shot_distance <int>, shot_result <chr>,
#> # is_field_goal <int>, score_home <chr>, score_away <chr>,
#> # points_total <int>, location <chr>, description <chr>, action_type <chr>,
#> # sub_type <chr>, video_available <int>, shot_value <int>, action_id <int>,
#> # game_id <chr>, seconds_remaining <dbl>, event_type <chr>, …
# }
# \donttest{
try(load_wnba_stats_possessions(seasons = most_recent_wnba_stats_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 32,265 × 34
#> game_id period possession_number offense_team_id defense_team_id
#> <chr> <int> <int> <int> <int>
#> 1 1022600001 1 1 1611661323 1611661313
#> 2 1022600001 1 2 1611661313 1611661323
#> 3 1022600001 1 3 1611661323 1611661313
#> 4 1022600001 1 4 1611661313 1611661323
#> 5 1022600001 1 5 1611661323 1611661313
#> 6 1022600001 1 6 1611661313 1611661323
#> 7 1022600001 1 7 1611661323 1611661313
#> 8 1022600001 1 8 1611661313 1611661323
#> 9 1022600001 1 9 1611661323 1611661313
#> 10 1022600001 1 10 1611661313 1611661323
#> # ℹ 32,255 more rows
#> # ℹ 29 more variables: start_order_index <int>, end_order_index <int>,
#> # start_seconds_remaining <dbl>, end_seconds_remaining <dbl>, points <int>,
#> # is_second_chance <lgl>, number_in_period <int>,
#> # possession_start_type <chr>, count_as_possession <lgl>, fg2a <int>,
#> # fg2m <int>, fg3a <int>, fg3m <int>, fta <int>, ftm <int>, oreb <int>,
#> # dreb <int>, tov <int>, off_player_1 <int>, off_player_2 <int>, …
# }