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Gallery

Figures from the tutorials, cookbooks, recipes and leaderboards. Each card links to the example that draws it; the pages are rendered from the notebooks in examples/notebooks/.

Getting started

Bar chart of EPA per play for KC, BUF, PHI and DET, each bar in its team's primary color.
Team colors in a seaborn bar chart
Team colors

The Raiders logo in 2010, 2019 and 2024: the Oakland mark for 2010 and 2019, the Las Vegas mark for 2024.
Raiders logos by season
Logos and eras

The Quebec Nordiques logo for 1993 and the Colorado Avalanche logo for 2024, rasterized from SVG.
Nordiques and Avalanche marks
Logos and eras

Tutorials by league

Scatter of the 32 NFL teams' 2025 offensive and defensive EPA per play, each point drawn as the team logo
NFL offense vs defense EPA
NFL

Bar chart of the top 16 NFL quarterbacks by 2025 EPA per dropback, bars in team colors, headshots at the bar ends
NFL quarterback headshots
NFL

Tier list of the 32 NFL teams by 2025 net EPA per play, five rows of team logos on a dark background
NFL team tiers
NFL

Scatter of all 136 FBS teams' 2025 offensive and defensive EPA per play, each point a small team logo
136 FBS teams, offense vs defense
College football

Bar chart of Indiana's 16 game margins in 2025, each bar topped with the opponent's logo, Indiana logo beside the title
Indiana's 16-0 season
College football

Tier list of the top 32 college football teams of 2025 by a composite ranking, five rows of logos
College football tiers
College football

Grid of XFL and UFL team logos, one row per league season from 2020 to 2026 and one column per ESPN team id, showing which franchises carried over into the UFL
XFL and UFL franchises by ESPN id
Spring football

Three panels for the 2024, 2025 and 2026 UFL seasons, each team's logo placed by points scored and allowed per game
UFL points for and against
Spring football

Scatter of NBA offensive vs defensive rating with each team's logo as its marker
NBA offense vs defense with logos
NBA

Horizontal bars of points per game for the top ten scorers, each with a team logo and headshot
NBA scoring leaders with headshots
NBA

Made and missed field goal attempts of the NBA scoring leader on a half court painted in his team colors
NBA shot chart on a team-colored court
NBA

Cumulative wins by game number for Golden State 2025 and 2026, Portland 2026 and Toronto 2026, each ending in the team's logo
WNBA expansion teams' win races
WNBA

A dark tier list of WNBA team logos in five net-rating tiers
WNBA team tiers
WNBA

plotnine bar chart of the ten WNBA scoring leaders, each bar in team colors with a logo and headshot
WNBA scoring leaders with headshots
WNBA

Scatter of 365 men's teams' adjusted tempo against efficiency margin, with logos for the 25 best
Tempo against efficiency, top 25 logos
Men's college basketball

Five plotnine panels, one per power conference, of adjusted offense against defense with team logos
Power conferences, offense and defense
Men's college basketball

Bar chart of the ten leading men's scorers in team colors, with headshots and team logos
Men's scoring leaders with headshots
Men's college basketball

Logos of the 36 best women's teams placed by adjusted offense and defense
Women's efficiency landscape
Women's college basketball

Made and missed field goals of the leading women's scorer on an NCAA half court in her team's colors
Shot chart on a college court
Women's college basketball

Weekly AP rank lines of the final women's top 8 in team colors, logos at the finish
AP poll bump chart
Women's college basketball

Horizontal bars of the ten 2026 MLB home run leaders, team logos at the base, headshots at the ends.
MLB home run leaders with headshots
MLB

Every 2026 regular-season home run by MLB's home run leader plotted on a baseball field, colored by distance, with his team's logo.
Home run spray chart on a baseball field
MLB

Timeline from 1950 of six MLB franchises' names and moves, one row per franchise with its current logo.
MLB franchise name eras
MLB

Bar chart of each 2026 Men's College World Series team's run differential in Omaha, with logos and records.
College World Series run differential
College baseball & softball

Step chart of cumulative runs by inning in the 2026 Men's College World Series clinching game, with team logos at the line ends.
College World Series final, inning by inning
College baseball & softball

Scatter of SEC schools' 2026 baseball winning percentage against softball winning percentage, drawn as logos.
SEC schools in baseball and softball
College baseball & softball

Carolina's 2025-26 unblocked shots and goals on a half rink in team colors
NHL shot map on a rink
NHL

Top ten NHL scorers of 2025-26 as stacked goal and assist bars with ESPN headshots and team logos
NHL points leaders with headshots
NHL

Every NHL team's logo in a tier by how far it went in the 2026 playoffs
NHL playoff tier list
NHL

The PWHL's top five in points and in goals for 2025-26, with player photos and team logos
PWHL leaders card with player photos
PWHL

Every shot and goal of the 2026 Walter Cup-clinching game on a rink, each team's logo in its attacking half
PWHL Walter Cup game shot map
PWHL

Goals for and against per game for every AHL, ECHL, OHL, WHL, QMJHL and USHL team, as logos in six small multiples
Six HockeyTech leagues, one chart
AHL, ECHL and junior hockey

Every OHL, WHL and QMJHL team's logo on a shared points-percentage axis, one row per league
CHL teams on one scale
AHL, ECHL and junior hockey

QMJHL teams' logos in five points-percentage tiers for 2025-26
QMJHL tier list
AHL, ECHL and junior hockey

Every Division I men's team's logo by opponent-adjusted goals for and against, 2025-26
College hockey adjusted ratings
College hockey

The top fifteen Division I women's teams by net rating, 2025-26, logos on the axis
Women's college hockey ratings
College hockey

Twenty small panels of rolling five-match points, one per Premier League club in its ESPN color, with crests
Premier League form in club colors
Soccer

Every Arsenal shot and goal of the 2025-26 Premier League on a sportypy half pitch, with the Arsenal crest
Soccer shot map on a pitch
Soccer

Arsenal and Manchester City starting elevens in formation on an mplsoccer pitch, with crests
Soccer lineup card
Soccer

Ten small panels of cumulative IPL 2026 points, each team in its ESPN color over the others in grey
IPL points race
Cricket

Both innings of the 2026 IPL final as batting bars in team colors with team logos
IPL final scorecard card
Cricket

Every team of the 2026 men's T20 World Cup as a flag in a tier by how far it went
T20 World Cup tier list
Cricket

Cookbooks

Scatter of NFL offensive and defensive EPA per play with each team's logo as its marker
NFL offense vs defense with logos as points
Logos in matplotlib

Cumulative goal differential lines for the eight Pacific Division teams, each ending in the team's logo
NHL Pacific Division goal differential with logos at the line ends
Logos in matplotlib

plotnine scatter of WNBA points scored and allowed per game with team logos as points
WNBA points scored vs allowed in plotnine
plotnine

Eight plotnine panels, one per NFL division, of offensive vs defensive EPA with team logos
NFL divisions faceted with logos in plotnine
plotnine

Plotly scatter of MLB runs scored and allowed per game with team logos, exported at 1200 by 675 pixels
MLB runs scored vs allowed, a Plotly chart exported to PNG
Interactive charts

Altair scatter of NHL goals for and against per game with team logos, exported with vl-convert
NHL goals for vs against, an Altair chart exported to PNG
Interactive charts

The same MLB standings table in four sdvplot great_tables themes, saved as one image with gt_grid
Four great_tables themes side by side
Tables

A great_tables leaderboard of the NBA's top ten scorers with headshots, team logos and stacked names
NBA scoring leaders table with headshots
Tables

A great_tables tier list of NFL teams by net EPA per play, five colored tiers of team logos
NFL tier list built with gt_tiers
Tables

A great_tables percentile card for the WNBA's best team, centered on a 1080 by 1080 canvas
A WNBA team percentile card as a square social image
Tables

Swatches of each NFL team's primary and secondary colors beside its logo, in eight division columns
Every NFL team's primary and secondary color by division
Colors and themes

Hexbin density of Shai Gilgeous-Alexander's shots on a half court, shaded pale blue to Thunder blue to orange
A shot-density map shaded in the Thunder's colors with PyPalettes
Colors and themes

Made and missed field goals of Nikola Jokic on a half court in Denver Nuggets colors
Nikola Jokic shot chart on a Nuggets-colored court
Surfaces and shot charts

Every shot of Manchester City vs Aston Villa on a dark mplsoccer pitch, goals drawn as the scorer's logo
Premier League shot map with goal logos on an mplsoccer pitch
Surfaces and shot charts

Recipes

Scatter of 2025 NFL offense and defense EPA per play with team logos; Seattle and New England highlighted, the other teams faded
NFL offense vs defense EPA, Super Bowl LX
NFL EPA scatter

great_tables standings of the 2025 Big Ten with team logos, records and a bar per game, Indiana highlighted as 16-0 national champion
Big Ten final standings table
CFB conference table

NBA offensive vs defensive rating by conference
NBA net rating quadrant

Social card of the 2026 WNBA points-per-game leaders: rank, headshot, name, team logo and a bar in team colors for each of the top ten
WNBA scoring leaders card
WNBA scoring leaders card

Two-panel 2026 MLB graphic: ranked run-differential bars in team colors with logos at the bar ends, and running run differential lines highlighting the top two and bottom two teams
MLB run differential, ranked and game by game
MLB run differential

Shot map of the 2026 Stanley Cup Final Game 6 on a rink: Carolina's shots in red at the left end, Vegas's at the right, goals as stars with scorers, logos and the score at each side
NHL shot map, Stanley Cup clincher
NHL shot map

great_tables Premier League 2025-26 final table with club crests, results, colored form pills for the last five matches and colored bars marking European and relegation places
Premier League final table with form pills
Soccer league table

Tier list of the 2025-26 Big Ten men's basketball teams by adjusted efficiency margin, Michigan alone in the top tier, each tier labeled with its rating range
Big Ten men's basketball tier list
College hoops tiers

Bump chart of every Premier League club's position after each match of 2025-26, the champion and the two biggest climbers in team colors, crests at the line ends
Premier League bump chart
Rank bump chart

Dark matchup card comparing Seattle and New England's 2025 regular seasons: mirrored bars of league rank in each team's secondary color, logos and records at the top
Super Bowl LX tale of the tape
Head-to-head card

Leaderboards

NFL power table: every team's logo, record, point differential and EPA per play, ranked by net EPA.
NFL weekly power table
NFL weekly

Scatter of NFL team logos by offensive EPA per play and defensive EPA allowed per play for the current season.
NFL EPA per play, offense vs defense
NFL weekly

Horizontal bars of the top NFL quarterbacks by EPA per dropback this season, with headshots and team logos.
NFL quarterback EPA leaderboard
NFL weekly

College football top 25 table with team logos, conference colors, record and opponent-adjusted EPA per play.
College football top 25 by adjusted EPA
College football weekly

Every FBS team logo placed by its opponent-adjusted net EPA per play, one row per conference.
FBS teams by conference
College football weekly

NBA standings table by conference with team logos, records and offensive, defensive and net ratings.
NBA standings with net rating
NBA

Bars of every NBA team's net rating this season in team colors, team logos on the x axis.
NBA net rating bars
NBA

Horizontal bars of the NBA's top scorers in points per game, with player headshots and team logos.
NBA scoring leaders with headshots
NBA

WNBA standings table by conference with team logos, records and offensive, defensive and net ratings.
WNBA standings with net rating
WNBA

WNBA team logos placed by offensive and defensive rating per 100 possessions this season.
WNBA offense vs defense
WNBA

Table of the WNBA's top ten scorers with headshots, team logos and points, rebounds and assists per game.
WNBA scoring leaders with headshots
WNBA

MLB standings table grouped by division with team logos, records, games back and run differential pills.
MLB division standings
MLB

Horizontal bars of every MLB club's run differential in team colors, with logos at the bar ends.
MLB run differential
MLB

Table of the top three MLB players in six batting and pitching categories, with headshots and team logos.
MLB leaders with headshots
MLB

NHL standings table grouped by division with team logos, points, goal differential and last ten games.
NHL standings
NHL

Bars of every NHL team's goal differential this season in team colors, team logos on the x axis.
NHL goal differential
NHL

Top ten NHL scorers as stacked goal and assist bars with ESPN headshots and team logos.
NHL points leaders with headshots
NHL

Getting started
Tutorials by league
Cookbooks
Recipes
Leaderboards