import pandas as pd
import seaborn as sns
%load_ext autoreload
%autoreload 2
The autoreload extension is already loaded. To reload it, use: %reload_ext autoreload
data = pd.read_csv('http://datasets.flowingdata.com/ppg2008.csv', index_col=0)
# label source:https://en.wikipedia.org/wiki/Basketball_statistics
labels = ['Games','Minutes','Points','Field goals made','Field goal attempts','Field goal percentage','Free throws made','Free throws attempts','Free throws percentage','Three-pointers made','Three-point attempt','Three-point percentage','Offensive rebounds','Defensive rebounds','Total rebounds','Assists','Steals','Blocks','Turnover','Personal foul']
data.columns = labels
data
Games | Minutes | Points | Field goals made | Field goal attempts | Field goal percentage | Free throws made | Free throws attempts | Free throws percentage | Three-pointers made | Three-point attempt | Three-point percentage | Offensive rebounds | Defensive rebounds | Total rebounds | Assists | Steals | Blocks | Turnover | Personal foul | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Name | ||||||||||||||||||||
Dwyane Wade | 79 | 38.6 | 30.2 | 10.8 | 22.0 | 0.491 | 7.5 | 9.8 | 0.765 | 1.1 | 3.5 | 0.317 | 1.1 | 3.9 | 5.0 | 7.5 | 2.2 | 1.3 | 3.4 | 2.3 |
LeBron James | 81 | 37.7 | 28.4 | 9.7 | 19.9 | 0.489 | 7.3 | 9.4 | 0.780 | 1.6 | 4.7 | 0.344 | 1.3 | 6.3 | 7.6 | 7.2 | 1.7 | 1.1 | 3.0 | 1.7 |
Kobe Bryant | 82 | 36.2 | 26.8 | 9.8 | 20.9 | 0.467 | 5.9 | 6.9 | 0.856 | 1.4 | 4.1 | 0.351 | 1.1 | 4.1 | 5.2 | 4.9 | 1.5 | 0.5 | 2.6 | 2.3 |
Dirk Nowitzki | 81 | 37.7 | 25.9 | 9.6 | 20.0 | 0.479 | 6.0 | 6.7 | 0.890 | 0.8 | 2.1 | 0.359 | 1.1 | 7.3 | 8.4 | 2.4 | 0.8 | 0.8 | 1.9 | 2.2 |
Danny Granger | 67 | 36.2 | 25.8 | 8.5 | 19.1 | 0.447 | 6.0 | 6.9 | 0.878 | 2.7 | 6.7 | 0.404 | 0.7 | 4.4 | 5.1 | 2.7 | 1.0 | 1.4 | 2.5 | 3.1 |
Kevin Durant | 74 | 39.0 | 25.3 | 8.9 | 18.8 | 0.476 | 6.1 | 7.1 | 0.863 | 1.3 | 3.1 | 0.422 | 1.0 | 5.5 | 6.5 | 2.8 | 1.3 | 0.7 | 3.0 | 1.8 |
Kevin Martin | 51 | 38.2 | 24.6 | 6.7 | 15.9 | 0.420 | 9.0 | 10.3 | 0.867 | 2.3 | 5.4 | 0.415 | 0.6 | 3.0 | 3.6 | 2.7 | 1.2 | 0.2 | 2.9 | 2.3 |
Al Jefferson | 50 | 36.6 | 23.1 | 9.7 | 19.5 | 0.497 | 3.7 | 5.0 | 0.738 | 0.0 | 0.1 | 0.000 | 3.4 | 7.5 | 11.0 | 1.6 | 0.8 | 1.7 | 1.8 | 2.8 |
Chris Paul | 78 | 38.5 | 22.8 | 8.1 | 16.1 | 0.503 | 5.8 | 6.7 | 0.868 | 0.8 | 2.3 | 0.364 | 0.9 | 4.7 | 5.5 | 11.0 | 2.8 | 0.1 | 3.0 | 2.7 |
Carmelo Anthony | 66 | 34.5 | 22.8 | 8.1 | 18.3 | 0.443 | 5.6 | 7.1 | 0.793 | 1.0 | 2.6 | 0.371 | 1.6 | 5.2 | 6.8 | 3.4 | 1.1 | 0.4 | 3.0 | 3.0 |
Chris Bosh | 77 | 38.1 | 22.7 | 8.0 | 16.4 | 0.487 | 6.5 | 8.0 | 0.817 | 0.2 | 0.6 | 0.245 | 2.8 | 7.2 | 10.0 | 2.5 | 0.9 | 1.0 | 2.3 | 2.5 |
Brandon Roy | 78 | 37.2 | 22.6 | 8.1 | 16.9 | 0.480 | 5.3 | 6.5 | 0.824 | 1.1 | 2.8 | 0.377 | 1.3 | 3.4 | 4.7 | 5.1 | 1.1 | 0.3 | 1.9 | 1.6 |
Antawn Jamison | 81 | 38.2 | 22.2 | 8.3 | 17.8 | 0.468 | 4.2 | 5.6 | 0.754 | 1.4 | 3.9 | 0.351 | 2.4 | 6.5 | 8.9 | 1.9 | 1.2 | 0.3 | 1.5 | 2.7 |
Tony Parker | 72 | 34.1 | 22.0 | 8.9 | 17.5 | 0.506 | 3.9 | 5.0 | 0.782 | 0.3 | 0.9 | 0.292 | 0.4 | 2.7 | 3.1 | 6.9 | 0.9 | 0.1 | 2.6 | 1.5 |
Amare Stoudemire | 53 | 36.8 | 21.4 | 7.6 | 14.1 | 0.539 | 6.1 | 7.3 | 0.835 | 0.1 | 0.1 | 0.429 | 2.2 | 5.9 | 8.1 | 2.0 | 0.9 | 1.1 | 2.8 | 3.1 |
Joe Johnson | 79 | 39.5 | 21.4 | 7.8 | 18.0 | 0.437 | 3.8 | 4.6 | 0.826 | 1.9 | 5.2 | 0.360 | 0.8 | 3.6 | 4.4 | 5.8 | 1.1 | 0.2 | 2.5 | 2.2 |
Devin Harris | 69 | 36.1 | 21.3 | 6.6 | 15.1 | 0.438 | 7.2 | 8.8 | 0.820 | 0.9 | 3.2 | 0.291 | 0.4 | 2.9 | 3.3 | 6.9 | 1.7 | 0.2 | 3.1 | 2.4 |
Michael Redd | 33 | 36.4 | 21.2 | 7.5 | 16.6 | 0.455 | 4.0 | 4.9 | 0.814 | 2.1 | 5.8 | 0.366 | 0.7 | 2.5 | 3.2 | 2.7 | 1.1 | 0.1 | 1.6 | 1.4 |
David West | 76 | 39.3 | 21.0 | 8.0 | 17.0 | 0.472 | 4.8 | 5.5 | 0.884 | 0.1 | 0.3 | 0.240 | 2.1 | 6.4 | 8.5 | 2.3 | 0.6 | 0.9 | 2.1 | 2.7 |
Zachary Randolph | 50 | 35.1 | 20.8 | 8.3 | 17.5 | 0.475 | 3.6 | 4.9 | 0.734 | 0.6 | 1.9 | 0.330 | 3.1 | 6.9 | 10.1 | 2.1 | 0.9 | 0.3 | 2.3 | 2.7 |
Caron Butler | 67 | 38.6 | 20.8 | 7.3 | 16.2 | 0.453 | 5.1 | 6.0 | 0.858 | 1.0 | 3.1 | 0.310 | 1.8 | 4.4 | 6.2 | 4.3 | 1.6 | 0.3 | 3.1 | 2.5 |
Vince Carter | 80 | 36.8 | 20.8 | 7.4 | 16.8 | 0.437 | 4.2 | 5.1 | 0.817 | 1.9 | 4.9 | 0.385 | 0.9 | 4.2 | 5.1 | 4.7 | 1.0 | 0.5 | 2.1 | 2.9 |
Stephen Jackson | 59 | 39.7 | 20.7 | 7.0 | 16.9 | 0.414 | 5.0 | 6.0 | 0.826 | 1.7 | 5.2 | 0.338 | 1.2 | 3.9 | 5.1 | 6.5 | 1.5 | 0.5 | 3.9 | 2.6 |
Ben Gordon | 82 | 36.6 | 20.7 | 7.3 | 16.0 | 0.455 | 4.0 | 4.7 | 0.864 | 2.1 | 5.1 | 0.410 | 0.6 | 2.8 | 3.5 | 3.4 | 0.9 | 0.3 | 2.4 | 2.2 |
Dwight Howard | 79 | 35.7 | 20.6 | 7.1 | 12.4 | 0.572 | 6.4 | 10.7 | 0.594 | 0.0 | 0.0 | 0.000 | 4.3 | 9.6 | 13.8 | 1.4 | 1.0 | 2.9 | 3.0 | 3.4 |
Paul Pierce | 81 | 37.4 | 20.5 | 6.7 | 14.6 | 0.457 | 5.7 | 6.8 | 0.830 | 1.5 | 3.8 | 0.391 | 0.7 | 5.0 | 5.6 | 3.6 | 1.0 | 0.3 | 2.8 | 2.7 |
Al Harrington | 73 | 34.9 | 20.1 | 7.3 | 16.6 | 0.439 | 3.2 | 4.0 | 0.793 | 2.3 | 6.4 | 0.364 | 1.4 | 4.9 | 6.2 | 1.4 | 1.2 | 0.3 | 2.2 | 3.1 |
Jamal Crawford | 65 | 38.1 | 19.7 | 6.4 | 15.7 | 0.410 | 4.6 | 5.3 | 0.872 | 2.2 | 6.1 | 0.360 | 0.4 | 2.6 | 3.0 | 4.4 | 0.9 | 0.2 | 2.3 | 1.4 |
Yao Ming | 77 | 33.6 | 19.7 | 7.4 | 13.4 | 0.548 | 4.9 | 5.7 | 0.866 | 0.0 | 0.0 | 1.000 | 2.6 | 7.2 | 9.9 | 1.8 | 0.4 | 1.9 | 3.0 | 3.3 |
Richard Jefferson | 82 | 35.9 | 19.6 | 6.5 | 14.9 | 0.439 | 5.1 | 6.3 | 0.805 | 1.4 | 3.6 | 0.397 | 0.7 | 3.9 | 4.6 | 2.4 | 0.8 | 0.2 | 2.0 | 3.1 |
Jason Terry | 74 | 33.6 | 19.6 | 7.3 | 15.8 | 0.463 | 2.7 | 3.0 | 0.880 | 2.3 | 6.2 | 0.366 | 0.5 | 1.9 | 2.4 | 3.4 | 1.3 | 0.3 | 1.6 | 1.9 |
Deron Williams | 68 | 36.9 | 19.4 | 6.8 | 14.5 | 0.471 | 4.8 | 5.6 | 0.849 | 1.0 | 3.3 | 0.310 | 0.4 | 2.5 | 2.9 | 10.7 | 1.1 | 0.3 | 3.4 | 2.0 |
Tim Duncan | 75 | 33.7 | 19.3 | 7.4 | 14.8 | 0.504 | 4.5 | 6.4 | 0.692 | 0.0 | 0.0 | 0.000 | 2.7 | 8.0 | 10.7 | 3.5 | 0.5 | 1.7 | 2.2 | 2.3 |
Monta Ellis | 25 | 35.6 | 19.0 | 7.8 | 17.2 | 0.451 | 3.1 | 3.8 | 0.830 | 0.3 | 1.0 | 0.308 | 0.6 | 3.8 | 4.3 | 3.7 | 1.6 | 0.3 | 2.7 | 2.7 |
Rudy Gay | 79 | 37.3 | 18.9 | 7.2 | 16.0 | 0.453 | 3.3 | 4.4 | 0.767 | 1.1 | 3.1 | 0.351 | 1.4 | 4.2 | 5.5 | 1.7 | 1.2 | 0.7 | 2.6 | 2.8 |
Pau Gasol | 81 | 37.1 | 18.9 | 7.3 | 12.9 | 0.567 | 4.2 | 5.4 | 0.781 | 0.0 | 0.0 | 0.500 | 3.2 | 6.4 | 9.6 | 3.5 | 0.6 | 1.0 | 1.9 | 2.1 |
Andre Iguodala | 82 | 39.8 | 18.8 | 6.6 | 14.0 | 0.473 | 4.6 | 6.4 | 0.724 | 1.0 | 3.2 | 0.307 | 1.1 | 4.6 | 5.7 | 5.3 | 1.6 | 0.4 | 2.7 | 1.9 |
Corey Maggette | 51 | 31.1 | 18.6 | 5.7 | 12.4 | 0.461 | 6.7 | 8.1 | 0.824 | 0.5 | 1.9 | 0.253 | 1.0 | 4.6 | 5.5 | 1.8 | 0.9 | 0.2 | 2.4 | 3.8 |
O.J. Mayo | 82 | 38.0 | 18.5 | 6.9 | 15.6 | 0.438 | 3.0 | 3.4 | 0.879 | 1.8 | 4.6 | 0.384 | 0.7 | 3.1 | 3.8 | 3.2 | 1.1 | 0.2 | 2.8 | 2.5 |
John Salmons | 79 | 37.5 | 18.3 | 6.5 | 13.8 | 0.472 | 3.6 | 4.4 | 0.830 | 1.6 | 3.8 | 0.417 | 0.7 | 3.5 | 4.2 | 3.2 | 1.1 | 0.3 | 2.1 | 2.3 |
Richard Hamilton | 67 | 34.0 | 18.3 | 7.0 | 15.6 | 0.447 | 3.3 | 3.9 | 0.848 | 1.0 | 2.8 | 0.368 | 0.7 | 2.4 | 3.1 | 4.4 | 0.6 | 0.1 | 2.0 | 2.6 |
Ray Allen | 79 | 36.3 | 18.2 | 6.3 | 13.2 | 0.480 | 3.0 | 3.2 | 0.952 | 2.5 | 6.2 | 0.409 | 0.8 | 2.7 | 3.5 | 2.8 | 0.9 | 0.2 | 1.7 | 2.0 |
LaMarcus Aldridge | 81 | 37.1 | 18.1 | 7.4 | 15.3 | 0.484 | 3.2 | 4.1 | 0.781 | 0.1 | 0.3 | 0.250 | 2.9 | 4.6 | 7.5 | 1.9 | 1.0 | 1.0 | 1.5 | 2.6 |
Josh Howard | 52 | 31.9 | 18.0 | 6.8 | 15.1 | 0.451 | 3.3 | 4.2 | 0.782 | 1.1 | 3.2 | 0.345 | 1.1 | 3.9 | 5.1 | 1.6 | 1.1 | 0.6 | 1.7 | 2.6 |
Maurice Williams | 81 | 35.0 | 17.8 | 6.5 | 13.9 | 0.467 | 2.6 | 2.8 | 0.912 | 2.3 | 5.2 | 0.436 | 0.6 | 2.9 | 3.4 | 4.1 | 0.9 | 0.1 | 2.2 | 2.7 |
Shaquille O'neal | 75 | 30.1 | 17.8 | 6.8 | 11.2 | 0.609 | 4.1 | 6.9 | 0.595 | 0.0 | 0.0 | 0.000 | 2.5 | 5.9 | 8.4 | 1.7 | 0.7 | 1.4 | 2.2 | 3.4 |
Rashard Lewis | 79 | 36.2 | 17.7 | 6.1 | 13.8 | 0.439 | 2.8 | 3.4 | 0.836 | 2.8 | 7.0 | 0.397 | 1.2 | 4.6 | 5.7 | 2.6 | 1.0 | 0.6 | 2.0 | 2.5 |
Chauncey Billups | 79 | 35.3 | 17.7 | 5.2 | 12.4 | 0.418 | 5.3 | 5.8 | 0.913 | 2.1 | 5.0 | 0.408 | 0.4 | 2.6 | 3.0 | 6.4 | 1.2 | 0.2 | 2.2 | 2.0 |
Allen Iverson | 57 | 36.7 | 17.5 | 6.1 | 14.6 | 0.417 | 4.8 | 6.1 | 0.781 | 0.5 | 1.7 | 0.283 | 0.5 | 2.5 | 3.0 | 5.0 | 1.5 | 0.1 | 2.6 | 1.5 |
Nate Robinson | 74 | 29.9 | 17.2 | 6.1 | 13.9 | 0.437 | 3.4 | 4.0 | 0.841 | 1.7 | 5.2 | 0.325 | 1.3 | 2.6 | 3.9 | 4.1 | 1.3 | 0.1 | 1.9 | 2.8 |
50 rows × 20 columns
from seaborn.clustering import clusteredheatmap
data_normalized = data/data.max().astype(float)
data_normalized = (data_normalized - data_normalized.mean())/data_normalized.var()
clusteredheatmap(data_normalized);
from seaborn.clustering import clusteredheatmap
data_normalized = data/data.max().astype(float)
data_normalized = (data_normalized - data_normalized.mean())/data_normalized.var()
clusteredheatmap(data_normalized.T, col_kws={'fontsize': 18}, row_kws={'fontsize': 18});
from seaborn.clustering import clusteredheatmap
data_normalized = data/data.max().astype(float)
data_normalized = (data_normalized - data_normalized.mean())/data_normalized.var()
clusteredheatmap(data_normalized, col_kws={'fontsize': 18}, row_kws={'fontsize': 18});