Great Tables & gt-extras

Telling Better Data Stories with Beautiful Tables

Jules Walzer-Goldfeld

About Me

• Author of gt-extras
• Great Tables at Posit: Michael Chow and Richard Iannone
• I enjoy patterns and helping people see patterns

The Problem

“They say a picture is worth a thousand words, so why do we have to look at tables with a thousand cells of text?”

You may have seen the talk abstract.

I got into tables because I was one of those people who liked to flip to the appendix to see what the actual difference was between 2015 and 2016 sales.

But when we look at a table, we have to look at

The Solution

2011 NFL Season at a Glance

Super Bowl XLVI: New York Giants def. New England Patriots

Team	Record	Scoring		Season Trends
		Points For vs Points Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1
AFC South
TEN	9-7-0		0.2		1
HOU	9-7-0		-3.1		-1
IND	8-8-0		1.2		1
JAX	3-13-0		-5.1		-1
AFC West
KC	12-4-0		4.9		2
OAK	12-4-0		1.9		-1
DEN	9-7-0		2.2		1
SD	5-11-0		-0.8		-5
Source: Lee Sharpe, nflverse

Team	Record	Scoring		Season Trends
		Points For vs Points Against	Point Diff	Games	Streak
NFC East
DAL	13-3-0		7.2		-1
NYG	11-5-0		1.6		1
WAS	8-7-1		0.8		-1
PHI	7-9-0		2.2		2
NFC North
GB	10-6-0		2.8		6
DET	9-7-0		-0.8		-3
MIN	8-8-0		1.2		1
CHI	3-13-0		-7.5		-4
NFC South
ATL	11-5-0		8.4		4
TB	9-7-0		-0.9		1
NO	7-9-0		0.9		-1
CAR	6-10-0		-2.1		-2
NFC West
SEA	10-5-1		3.9		1
ARI	7-8-1		3.5		2
LA	4-12-0		-10.6		-7
SF	2-14-0		-10.7		-1
Source: Lee Sharpe, nflverse

The Solution

2011 NFL Season at a Glance
Super Bowl XLVI: New York Giants def. New England Patriots
Team	Record	Scoring		Season Trends
		Points For vs Points Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1
AFC South
TEN	9-7-0		0.2		1
HOU	9-7-0		-3.1		-1
IND	8-8-0		1.2		1
JAX	3-13-0		-5.1		-1
AFC West
KC	12-4-0		4.9		2
OAK	12-4-0		1.9		-1
DEN	9-7-0		2.2		1
SD	5-11-0		-0.8		-5
Source: Lee Sharpe, nflverse

What Are We Really Solving?

We want to keep the data flow within python

Today’s Goals

Understanding tables for data visualization

How to use Great Tables

Advanced use cases: gt-extras

Car Performance Review
Using gt-extras functionality
Car	mfr	year	hp	trq	mpg_h	efficiency
California		2015	553.0	557.0
GTC4Lusso		2017	680.0	514.0
FF		2015	652.0	504.0
F12Berlinetta		2015	731.0	509.0
LaFerrari		2015	949.0	664.0
NSX		2017	573.0	476.0
GT-R		2016	545.0	436.0
Aventador		2015	700.0	507.0

Posit 2025 Table Contest

Jeremy Selva’s Winning Entry

Leo Ohyama’s Winning Entry

Victor Yuan’s Winning Entry

Table Structure

(American) Football Example

2011 NFL Season at a Glance

Super Bowl XLVI: New York Giants def. New England Patriots

Team	Record	Scoring		Season Trends
		Points For vs Points Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1
AFC South
TEN	9-7-0		0.2		1
HOU	9-7-0		-3.1		-1
IND	8-8-0		1.2		1
JAX	3-13-0		-5.1		-1
AFC West
KC	12-4-0		4.9		2
OAK	12-4-0		1.9		-1
DEN	9-7-0		2.2		1
SD	5-11-0		-0.8		-5
Source: Lee Sharpe, nflverse

Team	Record	Scoring		Season Trends
		Points For vs Points Against	Point Diff	Games	Streak
NFC East
DAL	13-3-0		7.2		-1
NYG	11-5-0		1.6		1
WAS	8-7-1		0.8		-1
PHI	7-9-0		2.2		2
NFC North
GB	10-6-0		2.8		6
DET	9-7-0		-0.8		-3
MIN	8-8-0		1.2		1
CHI	3-13-0		-7.5		-4
NFC South
ATL	11-5-0		8.4		4
TB	9-7-0		-0.9		1
NO	7-9-0		0.9		-1
CAR	6-10-0		-2.1		-2
NFC West
SEA	10-5-1		3.9		1
ARI	7-8-1		3.5		2
LA	4-12-0		-10.6		-7
SF	2-14-0		-10.7		-1
Source: Lee Sharpe, nflverse

0) Start with Data

import polars as pl
from great_tables import GT, md, style, loc
import gt_extras as gte

nfl_df = pl.read_json("./assets/nfl_2011_stats.json")
nfl_df.head(8)

shape: (8, 12)

Team	Record	Wins	Avg PF	Avg PA	Point Diff	Games	Streak	team_division	team_conf	team_name	team_logo_espn
str	str	i64	f64	f64	f64	list[f64]	i64	str	str	str	str
"NE"	"14-2-0"	14	27.5625	15.625	11.9	[1.0, 1.0, … 1.0]	7	"AFC East"	"AFC"	"New England Patriots"	"https://a.espncdn.com/i/teamlo…
"MIA"	"10-6-0"	10	22.6875	23.75	-1.1	[0.0, 0.0, … 0.0]	-1	"AFC East"	"AFC"	"Miami Dolphins"	"https://a.espncdn.com/i/teamlo…
"BUF"	"7-9-0"	7	24.9375	23.625	1.3	[0.0, 0.0, … 0.0]	-2	"AFC East"	"AFC"	"Buffalo Bills"	"https://a.espncdn.com/i/teamlo…
"NYJ"	"5-11-0"	5	17.1875	25.5625	-8.4	[0.0, 1.0, … 1.0]	1	"AFC East"	"AFC"	"New York Jets"	"https://a.espncdn.com/i/teamlo…
"PIT"	"11-5-0"	11	24.9375	20.4375	4.5	[1.0, 1.0, … 1.0]	7	"AFC North"	"AFC"	"Pittsburgh Steelers"	"https://a.espncdn.com/i/teamlo…
"BAL"	"8-8-0"	8	21.4375	20.0625	1.4	[1.0, 1.0, … 0.0]	-2	"AFC North"	"AFC"	"Baltimore Ravens"	"https://a.espncdn.com/i/teamlo…
"CIN"	"6-9-1"	6	20.3125	19.6875	0.6	[1.0, 0.0, … 1.0]	1	"AFC North"	"AFC"	"Cincinnati Bengals"	"https://a.espncdn.com/i/teamlo…
"CLE"	"1-15-0"	1	16.5	28.25	-11.8	[0.0, 0.0, … 0.0]	-1	"AFC North"	"AFC"	"Cleveland Browns"	"https://a.espncdn.com/i/teamlo…

1) Convert to Great Table

from great_tables import GT

gt = GT(nfl_df.head(8))

Team	Record	Wins	Avg PF	Avg PA	Point Diff	Games	Streak	team_division	team_conf	team_name	team_logo_espn
NE	14-2-0	14	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC East	AFC	New England Patriots	https://a.espncdn.com/i/teamlogos/nfl/500/ne.png
MIA	10-6-0	10	22.6875	23.75	-1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1	AFC East	AFC	Miami Dolphins	https://a.espncdn.com/i/teamlogos/nfl/500/mia.png
BUF	7-9-0	7	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC East	AFC	Buffalo Bills	https://a.espncdn.com/i/teamlogos/nfl/500/buf.png
NYJ	5-11-0	5	17.1875	25.5625	-8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1	AFC East	AFC	New York Jets	https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png
PIT	11-5-0	11	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC North	AFC	Pittsburgh Steelers	https://a.espncdn.com/i/teamlogos/nfl/500/pit.png
BAL	8-8-0	8	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC North	AFC	Baltimore Ravens	https://a.espncdn.com/i/teamlogos/nfl/500/bal.png
CIN	6-9-1	6	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1	AFC North	AFC	Cincinnati Bengals	https://a.espncdn.com/i/teamlogos/nfl/500/cin.png
CLE	1-15-0	1	16.5	28.25	-11.8	[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, 1.0, 0.0]	-1	AFC North	AFC	Cleveland Browns	https://a.espncdn.com/i/teamlogos/nfl/500/cle.png

2) Structure - Row Names & Groups

gt = GT(
    nfl_df.head(8), 
    rowname_col="Team",
    groupname_col="team_division",
)

	Record	Wins	Avg PF	Avg PA	Point Diff	Games	Streak	team_conf	team_name	team_logo_espn
AFC East
NE	14-2-0	14	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	New England Patriots	https://a.espncdn.com/i/teamlogos/nfl/500/ne.png
MIA	10-6-0	10	22.6875	23.75	-1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1	AFC	Miami Dolphins	https://a.espncdn.com/i/teamlogos/nfl/500/mia.png
BUF	7-9-0	7	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Buffalo Bills	https://a.espncdn.com/i/teamlogos/nfl/500/buf.png
NYJ	5-11-0	5	17.1875	25.5625	-8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	New York Jets	https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png
AFC North
PIT	11-5-0	11	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	Pittsburgh Steelers	https://a.espncdn.com/i/teamlogos/nfl/500/pit.png
BAL	8-8-0	8	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Baltimore Ravens	https://a.espncdn.com/i/teamlogos/nfl/500/bal.png
CIN	6-9-1	6	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	Cincinnati Bengals	https://a.espncdn.com/i/teamlogos/nfl/500/cin.png
CLE	1-15-0	1	16.5	28.25	-11.8	[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, 1.0, 0.0]	-1	AFC	Cleveland Browns	https://a.espncdn.com/i/teamlogos/nfl/500/cle.png

3) Structure - Header Labels

gt = (
    GT(nfl_df.head(8), rowname_col="Team", groupname_col="team_division")
    .tab_header(
        title="2011 NFL Season",
        subtitle="Team Statistics"
    )
    .tab_stubhead(label="Team")
)

2011 NFL Season
Team Statistics
Team	Record	Wins	Avg PF	Avg PA	Point Diff	Games	Streak	team_conf	team_name	team_logo_espn
AFC East
NE	14-2-0	14	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	New England Patriots	https://a.espncdn.com/i/teamlogos/nfl/500/ne.png
MIA	10-6-0	10	22.6875	23.75	-1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1	AFC	Miami Dolphins	https://a.espncdn.com/i/teamlogos/nfl/500/mia.png
BUF	7-9-0	7	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Buffalo Bills	https://a.espncdn.com/i/teamlogos/nfl/500/buf.png
NYJ	5-11-0	5	17.1875	25.5625	-8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	New York Jets	https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png
AFC North
PIT	11-5-0	11	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	Pittsburgh Steelers	https://a.espncdn.com/i/teamlogos/nfl/500/pit.png
BAL	8-8-0	8	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Baltimore Ravens	https://a.espncdn.com/i/teamlogos/nfl/500/bal.png
CIN	6-9-1	6	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	Cincinnati Bengals	https://a.espncdn.com/i/teamlogos/nfl/500/cin.png
CLE	1-15-0	1	16.5	28.25	-11.8	[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, 1.0, 0.0]	-1	AFC	Cleveland Browns	https://a.espncdn.com/i/teamlogos/nfl/500/cle.png

4) Structure - Column Spanners

gt = (
    GT(nfl_df.head(8), rowname_col="Team", groupname_col="team_division")
    .tab_header(
        title="2011 NFL Season",
        subtitle="Team Statistics"
    )
    .tab_stubhead(label="Team")
    .tab_spanner(label="Scoring", columns=["Avg PF", "Avg PA", "Point Diff"])
    .tab_spanner(label="Season Trends", columns=["Games", "Streak"])
)

2011 NFL Season
Team Statistics
Team	Record	Wins	Scoring			Season Trends		team_conf	team_name	team_logo_espn
			Avg PF	Avg PA	Point Diff	Games	Streak
AFC East
NE	14-2-0	14	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	New England Patriots	https://a.espncdn.com/i/teamlogos/nfl/500/ne.png
MIA	10-6-0	10	22.6875	23.75	-1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1	AFC	Miami Dolphins	https://a.espncdn.com/i/teamlogos/nfl/500/mia.png
BUF	7-9-0	7	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Buffalo Bills	https://a.espncdn.com/i/teamlogos/nfl/500/buf.png
NYJ	5-11-0	5	17.1875	25.5625	-8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	New York Jets	https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png
AFC North
PIT	11-5-0	11	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	Pittsburgh Steelers	https://a.espncdn.com/i/teamlogos/nfl/500/pit.png
BAL	8-8-0	8	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Baltimore Ravens	https://a.espncdn.com/i/teamlogos/nfl/500/bal.png
CIN	6-9-1	6	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	Cincinnati Bengals	https://a.espncdn.com/i/teamlogos/nfl/500/cin.png
CLE	1-15-0	1	16.5	28.25	-11.8	[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, 1.0, 0.0]	-1	AFC	Cleveland Browns	https://a.espncdn.com/i/teamlogos/nfl/500/cle.png

5) Format - Numerical Values

gt = (
    GT(nfl_df.head(8), rowname_col="Team", groupname_col="team_division")
    .tab_header(
        title="2011 NFL Season",
        subtitle="Team Statistics"
    )
    .tab_stubhead(label="Team")
    .tab_spanner(label="Scoring", columns=["Avg PF", "Avg PA", "Point Diff"])
    .tab_spanner(label="Season Trends", columns=["Games", "Streak"])
    .fmt_number(columns="Point Diff", decimals=1)
)

2011 NFL Season
Team Statistics
Team	Record	Wins	Scoring			Season Trends		team_conf	team_name	team_logo_espn
			Avg PF	Avg PA	Point Diff	Games	Streak
AFC East
NE	14-2-0	14	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	New England Patriots	https://a.espncdn.com/i/teamlogos/nfl/500/ne.png
MIA	10-6-0	10	22.6875	23.75	−1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1	AFC	Miami Dolphins	https://a.espncdn.com/i/teamlogos/nfl/500/mia.png
BUF	7-9-0	7	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Buffalo Bills	https://a.espncdn.com/i/teamlogos/nfl/500/buf.png
NYJ	5-11-0	5	17.1875	25.5625	−8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	New York Jets	https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png
AFC North
PIT	11-5-0	11	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	Pittsburgh Steelers	https://a.espncdn.com/i/teamlogos/nfl/500/pit.png
BAL	8-8-0	8	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Baltimore Ravens	https://a.espncdn.com/i/teamlogos/nfl/500/bal.png
CIN	6-9-1	6	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	Cincinnati Bengals	https://a.espncdn.com/i/teamlogos/nfl/500/cin.png
CLE	1-15-0	1	16.5	28.25	−11.8	[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, 1.0, 0.0]	-1	AFC	Cleveland Browns	https://a.espncdn.com/i/teamlogos/nfl/500/cle.png

6) Structure - Hide Unnecessary Columns

gt = (
    GT(nfl_df.head(8), rowname_col="Team", groupname_col="team_division")
    .tab_header(
        title="2011 NFL Season",
        subtitle="Team Statistics"
    )
    .tab_stubhead(label="Team")
    .tab_spanner(label="Scoring", columns=["Avg PF", "Avg PA", "Point Diff"])
    .tab_spanner(label="Season Trends", columns=["Games", "Streak"])
    .fmt_number(columns="Point Diff", decimals=1)
    .cols_hide(["Wins", "team_conf", "team_name", "team_logo_espn"])
)

2011 NFL Season
Team Statistics
Team	Record	Scoring			Season Trends
		Avg PF	Avg PA	Point Diff	Games	Streak
AFC East
NE	14-2-0	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7
MIA	10-6-0	22.6875	23.75	−1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1
BUF	7-9-0	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2
NYJ	5-11-0	17.1875	25.5625	−8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1
AFC North
PIT	11-5-0	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7
BAL	8-8-0	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2
CIN	6-9-1	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1
CLE	1-15-0	16.5	28.25	−11.8	[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, 1.0, 0.0]	-1

7) Style - Add Color

import gt_extras as gte

gt = gt.pipe(
    gte.gt_color_box,
    columns="Point Diff",
    palette=[
        "red",
        "yellow",
        "green",
    ],
    domain=[-14, 14],
)

2011 NFL Season
Team Statistics
Team	Record	Scoring			Season Trends
		Avg PF	Avg PA	Point Diff	Games	Streak
AFC East
NE	14-2-0	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7
MIA	10-6-0	22.6875	23.75	-1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1
BUF	7-9-0	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2
NYJ	5-11-0	17.1875	25.5625	-8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1
AFC North
PIT	11-5-0	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7
BAL	8-8-0	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2
CIN	6-9-1	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1
CLE	1-15-0	16.5	28.25	-11.8	[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, 1.0, 0.0]	-1

8) Format - gt-extras Win/Loss Visualization

gt = gt.pipe(
    gte.gt_plt_winloss,
    column="Games",
    win_color="blue",
    loss_color="orange",
    width=100
)

2011 NFL Season
Team Statistics
Team	Record	Scoring			Season Trends
		Avg PF	Avg PA	Point Diff	Games	Streak
AFC East
NE	14-2-0	27.5625	15.625	11.9		7
MIA	10-6-0	22.6875	23.75	-1.1		-1
BUF	7-9-0	24.9375	23.625	1.3		-2
NYJ	5-11-0	17.1875	25.5625	-8.4		1
AFC North
PIT	11-5-0	24.9375	20.4375	4.5		7
BAL	8-8-0	21.4375	20.0625	1.4		-2
CIN	6-9-1	20.3125	19.6875	0.6		1
CLE	1-15-0	16.5	28.25	-11.8		-1

9) Format - gt-extras Dumbbell Chart

gt = gt.pipe(
    gte.gt_plt_dumbbell,
    col1="Avg PF",
    col2="Avg PA",
    col1_color="green",
    col2_color="magenta",
    width=250,
    label="Average Points For vs. Against"
)

2011 NFL Season
Team Statistics
Team	Record	Scoring		Season Trends
		Average Points For vs. Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1

10) Format - gt-extras Streak Icons

gt = gt.pipe(
    gte.gt_fa_rank_change,
    column="Streak",
    icon_type="turn",
    color_up="blue",
    color_down="orange"
)

2011 NFL Season
Team Statistics
Team	Record	Scoring		Season Trends
		Average Points For vs. Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1

11) Structure - gt-extras Divider

gt = gt.pipe(
    gte.gt_add_divider,
    columns="Point Diff",
    color="darkblue",
    weight=2,
)

2011 NFL Season
Team Statistics
Team	Record	Scoring		Season Trends
		Average Points For vs. Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1

12) Style - gt-extras Theme

gt = gt.pipe(
    gte.gt_theme_538,
)

2011 NFL Season
Team Statistics
Team	Record	Scoring		Season Trends
		Average Points For vs. Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1

13) Structure - gt-extras Two-Column Table

def make_gt(df: pl.DataFrame) -> GT:
    [build GT here]


gt1 = make_gt(nfl_df.head(16))
gt2 = make_gt(nfl_df.slice(16, 16))

gte.gt_two_column_layout(
    gt1,
    gt2,
    table_header_from=1,
)

2011 NFL Season at a Glance

Super Bowl XLVI: New York Giants def. New England Patriots

Team	Record	Scoring		Season Trends
		Points For vs Points Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1
AFC South
TEN	9-7-0		0.2		1
HOU	9-7-0		-3.1		-1
IND	8-8-0		1.2		1
JAX	3-13-0		-5.1		-1
AFC West
KC	12-4-0		4.9		2
OAK	12-4-0		1.9		-1
DEN	9-7-0		2.2		1
SD	5-11-0		-0.8		-5
Source: Lee Sharpe, nflverse

Team	Record	Scoring		Season Trends
		Points For vs Points Against	Point Diff	Games	Streak
NFC East
DAL	13-3-0		7.2		-1
NYG	11-5-0		1.6		1
WAS	8-7-1		0.8		-1
PHI	7-9-0		2.2		2
NFC North
GB	10-6-0		2.8		6
DET	9-7-0		-0.8		-3
MIN	8-8-0		1.2		1
CHI	3-13-0		-7.5		-4
NFC South
ATL	11-5-0		8.4		4
TB	9-7-0		-0.9		1
NO	7-9-0		0.9		-1
CAR	6-10-0		-2.1		-2
NFC West
SEA	10-5-1		3.9		1
ARI	7-8-1		3.5		2
LA	4-12-0		-10.6		-7
SF	2-14-0		-10.7		-1
Source: Lee Sharpe, nflverse

GT()

Team	Record	Wins	Avg PF	Avg PA	Point Diff	Games	Streak	team_division	team_conf	team_name	team_logo_espn
NE	14-2-0	14	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC East	AFC	New England Patriots	https://a.espncdn.com/i/teamlogos/nfl/500/ne.png
MIA	10-6-0	10	22.6875	23.75	-1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1	AFC East	AFC	Miami Dolphins	https://a.espncdn.com/i/teamlogos/nfl/500/mia.png
BUF	7-9-0	7	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC East	AFC	Buffalo Bills	https://a.espncdn.com/i/teamlogos/nfl/500/buf.png
NYJ	5-11-0	5	17.1875	25.5625	-8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1	AFC East	AFC	New York Jets	https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png
PIT	11-5-0	11	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC North	AFC	Pittsburgh Steelers	https://a.espncdn.com/i/teamlogos/nfl/500/pit.png
BAL	8-8-0	8	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC North	AFC	Baltimore Ravens	https://a.espncdn.com/i/teamlogos/nfl/500/bal.png
CIN	6-9-1	6	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1	AFC North	AFC	Cincinnati Bengals	https://a.espncdn.com/i/teamlogos/nfl/500/cin.png
CLE	1-15-0	1	16.5	28.25	-11.8	[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, 1.0, 0.0]	-1	AFC North	AFC	Cleveland Browns	https://a.espncdn.com/i/teamlogos/nfl/500/cle.png

GT(rowname_col=..., groupname_col=...)

	Record	Wins	Avg PF	Avg PA	Point Diff	Games	Streak	team_conf	team_name	team_logo_espn
AFC East
NE	14-2-0	14	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	New England Patriots	https://a.espncdn.com/i/teamlogos/nfl/500/ne.png
MIA	10-6-0	10	22.6875	23.75	-1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1	AFC	Miami Dolphins	https://a.espncdn.com/i/teamlogos/nfl/500/mia.png
BUF	7-9-0	7	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Buffalo Bills	https://a.espncdn.com/i/teamlogos/nfl/500/buf.png
NYJ	5-11-0	5	17.1875	25.5625	-8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	New York Jets	https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png
AFC North
PIT	11-5-0	11	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	Pittsburgh Steelers	https://a.espncdn.com/i/teamlogos/nfl/500/pit.png
BAL	8-8-0	8	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Baltimore Ravens	https://a.espncdn.com/i/teamlogos/nfl/500/bal.png
CIN	6-9-1	6	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	Cincinnati Bengals	https://a.espncdn.com/i/teamlogos/nfl/500/cin.png
CLE	1-15-0	1	16.5	28.25	-11.8	[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, 1.0, 0.0]	-1	AFC	Cleveland Browns	https://a.espncdn.com/i/teamlogos/nfl/500/cle.png

tab_header() + tab_stubhead()

2011 NFL Season
Team Statistics
Team	Record	Wins	Avg PF	Avg PA	Point Diff	Games	Streak	team_conf	team_name	team_logo_espn
AFC East
NE	14-2-0	14	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	New England Patriots	https://a.espncdn.com/i/teamlogos/nfl/500/ne.png
MIA	10-6-0	10	22.6875	23.75	-1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1	AFC	Miami Dolphins	https://a.espncdn.com/i/teamlogos/nfl/500/mia.png
BUF	7-9-0	7	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Buffalo Bills	https://a.espncdn.com/i/teamlogos/nfl/500/buf.png
NYJ	5-11-0	5	17.1875	25.5625	-8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	New York Jets	https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png
AFC North
PIT	11-5-0	11	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	Pittsburgh Steelers	https://a.espncdn.com/i/teamlogos/nfl/500/pit.png
BAL	8-8-0	8	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Baltimore Ravens	https://a.espncdn.com/i/teamlogos/nfl/500/bal.png
CIN	6-9-1	6	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	Cincinnati Bengals	https://a.espncdn.com/i/teamlogos/nfl/500/cin.png
CLE	1-15-0	1	16.5	28.25	-11.8	[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, 1.0, 0.0]	-1	AFC	Cleveland Browns	https://a.espncdn.com/i/teamlogos/nfl/500/cle.png

tab_spanner()

2011 NFL Season
Team Statistics
Team	Record	Wins	Scoring			Season Trends		team_conf	team_name	team_logo_espn
			Avg PF	Avg PA	Point Diff	Games	Streak
AFC East
NE	14-2-0	14	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	New England Patriots	https://a.espncdn.com/i/teamlogos/nfl/500/ne.png
MIA	10-6-0	10	22.6875	23.75	-1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1	AFC	Miami Dolphins	https://a.espncdn.com/i/teamlogos/nfl/500/mia.png
BUF	7-9-0	7	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Buffalo Bills	https://a.espncdn.com/i/teamlogos/nfl/500/buf.png
NYJ	5-11-0	5	17.1875	25.5625	-8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	New York Jets	https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png
AFC North
PIT	11-5-0	11	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	Pittsburgh Steelers	https://a.espncdn.com/i/teamlogos/nfl/500/pit.png
BAL	8-8-0	8	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Baltimore Ravens	https://a.espncdn.com/i/teamlogos/nfl/500/bal.png
CIN	6-9-1	6	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	Cincinnati Bengals	https://a.espncdn.com/i/teamlogos/nfl/500/cin.png
CLE	1-15-0	1	16.5	28.25	-11.8	[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, 1.0, 0.0]	-1	AFC	Cleveland Browns	https://a.espncdn.com/i/teamlogos/nfl/500/cle.png

fmt_number()

2011 NFL Season
Team Statistics
Team	Record	Wins	Scoring			Season Trends		team_conf	team_name	team_logo_espn
			Avg PF	Avg PA	Point Diff	Games	Streak
AFC East
NE	14-2-0	14	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	New England Patriots	https://a.espncdn.com/i/teamlogos/nfl/500/ne.png
MIA	10-6-0	10	22.6875	23.75	−1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1	AFC	Miami Dolphins	https://a.espncdn.com/i/teamlogos/nfl/500/mia.png
BUF	7-9-0	7	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Buffalo Bills	https://a.espncdn.com/i/teamlogos/nfl/500/buf.png
NYJ	5-11-0	5	17.1875	25.5625	−8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	New York Jets	https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png
AFC North
PIT	11-5-0	11	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7	AFC	Pittsburgh Steelers	https://a.espncdn.com/i/teamlogos/nfl/500/pit.png
BAL	8-8-0	8	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2	AFC	Baltimore Ravens	https://a.espncdn.com/i/teamlogos/nfl/500/bal.png
CIN	6-9-1	6	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1	AFC	Cincinnati Bengals	https://a.espncdn.com/i/teamlogos/nfl/500/cin.png
CLE	1-15-0	1	16.5	28.25	−11.8	[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, 1.0, 0.0]	-1	AFC	Cleveland Browns	https://a.espncdn.com/i/teamlogos/nfl/500/cle.png

cols_hide()

2011 NFL Season
Team Statistics
Team	Record	Scoring			Season Trends
		Avg PF	Avg PA	Point Diff	Games	Streak
AFC East
NE	14-2-0	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7
MIA	10-6-0	22.6875	23.75	−1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1
BUF	7-9-0	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2
NYJ	5-11-0	17.1875	25.5625	−8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1
AFC North
PIT	11-5-0	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7
BAL	8-8-0	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2
CIN	6-9-1	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1
CLE	1-15-0	16.5	28.25	−11.8	[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, 1.0, 0.0]	-1

gte.gt_color_box()

2011 NFL Season
Team Statistics
Team	Record	Scoring			Season Trends
		Avg PF	Avg PA	Point Diff	Games	Streak
AFC East
NE	14-2-0	27.5625	15.625	11.9	[1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7
MIA	10-6-0	22.6875	23.75	-1.1	[0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0]	-1
BUF	7-9-0	24.9375	23.625	1.3	[0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]	-2
NYJ	5-11-0	17.1875	25.5625	-8.4	[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0]	1
AFC North
PIT	11-5-0	24.9375	20.4375	4.5	[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]	7
BAL	8-8-0	21.4375	20.0625	1.4	[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]	-2
CIN	6-9-1	20.3125	19.6875	0.6	[1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.5, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0]	1
CLE	1-15-0	16.5	28.25	-11.8	[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, 1.0, 0.0]	-1

gte.gt_plt_winloss()

2011 NFL Season
Team Statistics
Team	Record	Scoring			Season Trends
		Avg PF	Avg PA	Point Diff	Games	Streak
AFC East
NE	14-2-0	27.5625	15.625	11.9		7
MIA	10-6-0	22.6875	23.75	-1.1		-1
BUF	7-9-0	24.9375	23.625	1.3		-2
NYJ	5-11-0	17.1875	25.5625	-8.4		1
AFC North
PIT	11-5-0	24.9375	20.4375	4.5		7
BAL	8-8-0	21.4375	20.0625	1.4		-2
CIN	6-9-1	20.3125	19.6875	0.6		1
CLE	1-15-0	16.5	28.25	-11.8		-1

gte.gt_plt_dumbbell()

2011 NFL Season
Team Statistics
Team	Record	Scoring		Season Trends
		Average Points For vs. Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1

gte.gt_fa_rank_change()

2011 NFL Season
Team Statistics
Team	Record	Scoring		Season Trends
		Average Points For vs. Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1

gte.gt_add_divider()

2011 NFL Season
Team Statistics
Team	Record	Scoring		Season Trends
		Average Points For vs. Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1

gte.gt_theme_538()

2011 NFL Season
Team Statistics
Team	Record	Scoring		Season Trends
		Average Points For vs. Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1

gte.gt_two_column_layout()

2011 NFL Season at a Glance

Super Bowl XLVI: New York Giants def. New England Patriots

Team	Record	Scoring		Season Trends
		Points For vs Points Against	Point Diff	Games	Streak
AFC East
NE	14-2-0		11.9		7
MIA	10-6-0		-1.1		-1
BUF	7-9-0		1.3		-2
NYJ	5-11-0		-8.4		1
AFC North
PIT	11-5-0		4.5		7
BAL	8-8-0		1.4		-2
CIN	6-9-1		0.6		1
CLE	1-15-0		-11.8		-1
AFC South
TEN	9-7-0		0.2		1
HOU	9-7-0		-3.1		-1
IND	8-8-0		1.2		1
JAX	3-13-0		-5.1		-1
AFC West
KC	12-4-0		4.9		2
OAK	12-4-0		1.9		-1
DEN	9-7-0		2.2		1
SD	5-11-0		-0.8		-5
Source: Lee Sharpe, nflverse

Team	Record	Scoring		Season Trends
		Points For vs Points Against	Point Diff	Games	Streak
NFC East
DAL	13-3-0		7.2		-1
NYG	11-5-0		1.6		1
WAS	8-7-1		0.8		-1
PHI	7-9-0		2.2		2
NFC North
GB	10-6-0		2.8		6
DET	9-7-0		-0.8		-3
MIN	8-8-0		1.2		1
CHI	3-13-0		-7.5		-4
NFC South
ATL	11-5-0		8.4		4
TB	9-7-0		-0.9		1
NO	7-9-0		0.9		-1
CAR	6-10-0		-2.1		-2
NFC West
SEA	10-5-1		3.9		1
ARI	7-8-1		3.5		2
LA	4-12-0		-10.6		-7
SF	2-14-0		-10.7		-1
Source: Lee Sharpe, nflverse

gt-extras

gt-extras

Plotting

Coloring

Theming

Iconing + Imaging

Utilities

gt_plt_bar()

Car	mfr	year	hp	hp_rpm	trq	trq_rpm	mpg_c	mpg_h
LaFerrari	Ferrari	2015
NSX	Acura	2017
GT-R	Nissan	2016
Aventador	Lamborghini	2015
Huracan	Lamborghini	2015
Gallardo	Lamborghini	2014
Continental GT	Bentley	2016
Granturismo	Maserati	2016
Quattroporte	Maserati	2016

gt_color_box()

Island	size
Asia	16988
Africa	11506
North America	9390
South America	6795
Antarctica	5500
Europe	3745
Australia	2968
Greenland	840
New Guinea	306
Borneo	280

gt_theme_dot_matrix()

Dot Matrix Theme
New York Air Quality Measurements
Time			Measurement
Year	Month	Day	Ozone, ppbV	Solar R., cal/m2	Wind, mph	Temp, °F
1973	5	1	41.0	190.0	7.4	67
1973	5	2	36.0	118.0	8.0	72
1973	5	3	12.0	149.0	12.6	74
1973	5	4	18.0	313.0	11.5	62
1973	5	5			14.3	56
1973	5	6	28.0		14.9	66
1973	5	7	23.0	299.0	8.6	65
1973	5	8	19.0	99.0	13.8	59
1973	5	9	8.0	19.0	20.1	61
1973	5	10		194.0	8.6	69

fa_icon_repeat()

World Population in 2020
Each person icon represents ~10 million people
Country	Population	People
United States	331,511,512
Brazil	213,196,304
Mexico	125,998,302
France	67,571,107
Colombia	50,930,662
Poland	37,899,070
Ecuador	17,588,595
Haiti	11,306,801
Switzerland	8,638,167

fmt_pct_extra()

name	Population Change
	'96-'01	'01-'06	'06-'11
Whitchurch-Stouffville	11.6%	6.7%	54.3%
White River	<5%	-15.3%	-27.8%
Whitestone	6.4%	20.8%	-10.9%
Whitewater	<5%	<5%	<5%
Wilmot	7.5%	15.0%	12.4%
Windsor	5.4%	<5%	<5%
Wollaston	-5.6%	7.5%	<5%
Woodstock	<5%	8.3%	5.4%
Woolwich	5.1%	8.0%	17.7%
Zorra	<5%	<5%	<5%

gt-extras

found at https://posit-dev.github.io/gt-extras/examples/

What’s Next

• Summary Rows
• Latex
• Whatever you want!

What Else is Next?

We want to keep the data flow within python

Thank You

to Michael Chow and Richard Ianonne (and the Posit family)

• Great Tables

• gt-extras

• 2025 Table Contest