【NetWorkX实例(4)】Football数据集

更全面的NetworkX中文使用手册&＃xff0c;请收藏&＃xff1a;NetworkX中文使用手册

Football数据集是非常复杂网络领域一个非常经典的数据集&＃xff0c;作为一个tony数据集还是不错的。

本文通过实例讲解如何用NetworkX结合其他工具对Football下载&＃xff0c;解压&＃xff0c;以及加载到NetworkX graph中。

下载地址&＃xff1a;http://www-personal.umich.edu/~mejn/netdata/football.zip

try: # Python 3.ximport urllib.request as urllib
except ImportError: # Python 2.ximport urllib
import io
import zipfileimport matplotlib.pyplot as plt
import networkx as nxurl &＃61; "http://www-personal.umich.edu/~mejn/netdata/football.zip"sock &＃61; urllib.urlopen(url) # 打开url
s &＃61; io.BytesIO(sock.read()) # 读取BytesIO文件
sock.close()zf &＃61; zipfile.ZipFile(s) # ZipFile对象
txt &＃61; zf.read(&＃39;football.txt&＃39;).decode() # 读取txt
gml &＃61; zf.read(&＃39;football.gml&＃39;).decode() # 读取gml数据
# 删除第一行
gml &＃61; gml.split(&＃39;\n&＃39;)[1:]
G &＃61; nx.parse_gml(gml) # 解析gml数据print(txt)
# 打印每个队的度——比赛的数量
for n, d in G.degree():print(&＃39;%s %d&＃39; % (n, d))options &＃61; {&＃39;node_color&＃39;: &＃39;black&＃39;,&＃39;node_size&＃39;: 50,&＃39;line_color&＃39;: &＃39;grey&＃39;,&＃39;linewidths&＃39;: 0,&＃39;width&＃39;: 0.1,
}
nx.draw(G, **options)
plt.show()


Out:

The file football.gml contains the network of American football games
between Division IA colleges during regular season Fall 2000, as compiled
by M. Girvan and M. Newman. The nodes have values that indicate to which
conferences they belong. The values are as follows:0 &＃61; Atlantic Coast1 &＃61; Big East2 &＃61; Big Ten3 &＃61; Big Twelve4 &＃61; Conference USA5 &＃61; Independents6 &＃61; Mid-American7 &＃61; Mountain West8 &＃61; Pacific Ten9 &＃61; Southeastern10 &＃61; Sun Belt11 &＃61; Western AthleticIf you make use of these data, please cite M. Girvan and M. E. J. Newman,
Community structure in social and biological networks,
Proc. Natl. Acad. Sci. USA 99, 7821-7826 (2002).Correction: Two edges were erroneously duplicated in this data set, and
have been removed (21 SEP 2014)BrighamYoung 12
FloridaState 12
Iowa 12
KansasState 12
NewMexico 11
TexasTech 12
PennState 12
SouthernCalifornia 12
ArizonaState 11
SanDiegoState 11
Baylor 10
NorthTexas 10
NorthernIllinois 10
Northwestern 11
WesternMichigan 10
Wisconsin 12
Wyoming 11
Auburn 11
Akron 11
VirginiaTech 11
Alabama 11
UCLA 11
Arizona 11
Utah 11
ArkansasState 10
NorthCarolinaState 11
BallState 10
Florida 11
BoiseState 9
BostonCollege 11
WestVirginia 11
BowlingGreenState 11
Michigan 11
Virginia 10
Buffalo 11
Syracuse 11
CentralFlorida 8
GeorgiaTech 11
CentralMichigan 11
Purdue 11
Colorado 11
ColoradoState 10
Connecticut 7
EasternMichigan 11
EastCarolina 11
Duke 11
FresnoState 11
OhioState 11
Houston 11
Rice 11
Idaho 9
Washington 11
Kansas 10
SouthernMethodist 12
Kent 10
Pittsburgh 11
Kentucky 10
Louisville 10
LouisianaTech 10
LouisianaMonroe 8
Minnesota 11
MiamiOhio 11
Vanderbilt 11
MiddleTennesseeState 9
Illinois 11
MississippiState 11
Memphis 11
Nevada 12
Oregon 11
NewMexicoState 11
SouthCarolina 11
Ohio 10
IowaState 11
SanJoseState 11
Nebraska 11
SouthernMississippi 10
Tennessee 11
Stanford 11
WashingtonState 11
Temple 11
Navy 11
TexasA&M 11
NotreDame 11
TexasElPaso 11
Oklahoma 11
Toledo 9
Tulane 11
Mississippi 11
Tulsa 12
NorthCarolina 11
UtahState 9
Army 11
Cincinnati 11
AirForce 10
Rutgers 10
Georgia 10
LouisianaState 10
LouisianaLafayette 8
Texas 11
Marshall 10
MichiganState 11
MiamiFlorida 10
Missouri 10
Clemson 10
NevadaLasVegas 12
WakeForest 10
Indiana 11
OklahomaState 10
OregonState 10
Maryland 11
TexasChristian 11
California 11
AlabamaBirmingham 10
Arkansas 10
Hawaii 11