merqlove/multilabel_svm.py

## multilabel_svm.py
#!/usr/bin/env python

import numpy as np
from sklearn.pipeline import Pipeline

from sklearn.datasets import fetch_20newsgroups
from sklearn.feature_extraction.text import CountVectorizer
from sklearn.svm import SVC
from sklearn.feature_extraction.text import TfidfTransformer
from sklearn.multiclass import OneVsRestClassifier
from sklearn.preprocessing import MultiLabelBinarizer

x = fetch_20newsgroups()
x_test = fetch_20newsgroups(subset='test')
target_names = list(x.target_names)
y_train_text = []

for t in x.target[:700]:
    y_train_text.append([target_names[t]])

mlb = MultiLabelBinarizer()
Y = mlb.fit_transform(y_train_text)

classifier = Pipeline([
    ('vectorizer', CountVectorizer(ngram_range=(1, 2))),
    ('tfidf', TfidfTransformer()),
    ('clf', OneVsRestClassifier(SVC(kernel='linear',probability=True)))])

classifier.fit(x.data[:699], Y[:-1])
predicted = classifier.predict_proba(x_test.data[:100])

def print_labels(pr):
    return " ".join(str(x) for x in pr)

with_labels = []

for item in predicted:
    pr = zip(target_names, item)
    p = sorted(pr, key=lambda t: t[1], reverse=True)
    zipped = list(map((lambda x:
                       (x[0], float("%.3f" % x[1]))),
                      p[:5])
                  )
    with_labels.append(zipped)

for item, pr in zip(x_test.data[:100], with_labels):
    line = item.splitlines()[0]
    labels_string = print_labels(pr)

    print('{0} => {1}'.format(line, labels_string))

## result.log
From: v064mb9k@ubvmsd.cc.buffalo.edu (NEIL B. GANDLER) => ('rec.sport.hockey', 0.844) ('rec.autos', 0.342) ('comp.sys.mac.hardware', 0.264) ('rec.sport.baseball', 0.058) ('alt.atheism', 0.017)
From: Rick Miller <rick@ee.uwm.edu> => ('rec.autos', 0.166) ('comp.os.ms-windows.misc', 0.113) ('comp.sys.mac.hardware', 0.072) ('talk.politics.guns', 0.06) ('comp.graphics', 0.059)
From: mathew <mathew@mantis.co.uk> => ('talk.religion.misc', 0.872) ('soc.religion.christian', 0.526) ('alt.atheism', 0.512) ('sci.crypt', 0.045) ('comp.sys.mac.hardware', 0.044)
From: bakken@cs.arizona.edu (Dave Bakken) => ('talk.politics.misc', 0.58) ('talk.politics.mideast', 0.566) ('alt.atheism', 0.494) ('soc.religion.christian', 0.195) ('rec.autos', 0.064)
From: livesey@solntze.wpd.sgi.com (Jon Livesey) => ('alt.atheism', 1.0) ('talk.religion.misc', 0.677) ('comp.graphics', 0.248) ('comp.sys.ibm.pc.hardware', 0.031) ('comp.os.ms-windows.misc', 0.03)
From: banschbach@vms.ocom.okstate.edu => ('sci.med', 0.997) ('alt.atheism', 0.495) ('soc.religion.christian', 0.246) ('talk.politics.guns', 0.092) ('talk.politics.misc', 0.05)
From: PETCH@gvg47.gvg.tek.com (Chuck) => ('rec.motorcycles', 0.361) ('sci.med', 0.124) ('rec.sport.hockey', 0.076) ('talk.politics.misc', 0.052) ('alt.atheism', 0.044)
From: fortmann@superbowl.und.ac.za (Paul Fortmann - PG) => ('comp.os.ms-windows.misc', 0.706) ('comp.graphics', 0.451) ('soc.religion.christian', 0.063) ('sci.electronics', 0.063) ('sci.med', 0.046)
From: kartik@hls.COM (Kartik Chandrasekhar) => ('comp.windows.x', 1.0) ('comp.sys.mac.hardware', 0.103) ('comp.os.ms-windows.misc', 0.014) ('sci.space', 0.013) ('talk.religion.misc', 0.011)
From: tmc@spartan.ac.BrockU.CA (Tim Ciceran) => ('comp.graphics', 1.0) ('comp.sys.mac.hardware', 0.155) ('sci.electronics', 0.057) ('alt.atheism', 0.024) ('comp.sys.ibm.pc.hardware', 0.011)
From: Greg.Reinacker@FtCollins.NCR.COM => ('comp.os.ms-windows.misc', 0.807) ('misc.forsale', 0.454) ('talk.politics.misc', 0.103) ('sci.electronics', 0.103) ('comp.sys.mac.hardware', 0.07)
From: sirosh@cs.utexas.edu (Joseph Sirosh) => ('comp.windows.x', 0.993) ('comp.graphics', 0.122) ('comp.sys.ibm.pc.hardware', 0.081) ('comp.sys.mac.hardware', 0.073) ('talk.politics.guns', 0.051)
From: tclock@orion.oac.uci.edu (Tim Clock) => ('talk.politics.mideast', 1.0) ('alt.atheism', 0.032) ('talk.politics.misc', 0.028) ('sci.crypt', 0.021) ('comp.os.ms-windows.misc', 0.019)
From: ray@unisql.UUCP (Ray Shea) => ('rec.motorcycles', 1.0) ('rec.sport.baseball', 0.085) ('talk.politics.guns', 0.03) ('comp.os.ms-windows.misc', 0.028) ('sci.space', 0.025)
From: acooper@mac.cc.macalstr.edu (Turin Turambar, ME Department of Utter Misery) => ('soc.religion.christian', 0.996) ('talk.religion.misc', 0.801) ('alt.atheism', 0.597) ('sci.med', 0.125) ('talk.politics.misc', 0.023)
From: charlea@eng.clemson.edu (charles allen) => ('comp.sys.ibm.pc.hardware', 1.0) ('comp.sys.mac.hardware', 0.055) ('comp.os.ms-windows.misc', 0.03) ('rec.autos', 0.021) ('rec.sport.baseball', 0.02)
From: jacobs@cerritos.edu => ('comp.windows.x', 0.587) ('comp.os.ms-windows.misc', 0.369) ('comp.sys.mac.hardware', 0.226) ('comp.graphics', 0.168) ('comp.sys.ibm.pc.hardware', 0.072)
From: vicente@cenaath.cena.dgac.fr (Martin VICENTE (CENA/SID)) => ('comp.graphics', 0.415) ('rec.sport.baseball', 0.164) ('sci.electronics', 0.061) ('misc.forsale', 0.057) ('comp.windows.x', 0.038)
From: Mike Diack <mike-d@staff.tc.umn.edu> => ('sci.electronics', 1.0) ('comp.sys.mac.hardware', 0.133) ('misc.forsale', 0.057) ('comp.sys.ibm.pc.hardware', 0.05) ('rec.autos', 0.041)
From: dlb5404@tamuts.tamu.edu (Daryl Biberdorf) => ('comp.graphics', 0.515) ('rec.sport.baseball', 0.5) ('comp.os.ms-windows.misc', 0.378) ('talk.politics.guns', 0.137) ('misc.forsale', 0.035)
From: Matjaz.Gams@IJS.si => ('soc.religion.christian', 0.226) ('comp.graphics', 0.158) ('talk.politics.misc', 0.073) ('sci.space', 0.063) ('talk.politics.mideast', 0.062)
From: jth@bach.udel.edu (Jay Thomas Hayes) => ('misc.forsale', 1.0) ('comp.os.ms-windows.misc', 0.082) ('rec.sport.baseball', 0.045) ('talk.politics.misc', 0.037) ('talk.politics.guns', 0.032)
From: josip@eng.umd.edu (Josip Loncaric) => ('talk.politics.mideast', 0.747) ('alt.atheism', 0.569) ('soc.religion.christian', 0.189) ('talk.politics.misc', 0.022) ('sci.med', 0.021)
From: prb@access.digex.net (Pat) => ('sci.space', 1.0) ('sci.crypt', 0.272) ('sci.med', 0.055) ('sci.electronics', 0.029) ('soc.religion.christian', 0.012)
From: guyd@austin.ibm.com (Guy Dawson) => ('comp.sys.ibm.pc.hardware', 1.0) ('comp.os.ms-windows.misc', 0.447) ('comp.sys.mac.hardware', 0.136) ('talk.politics.guns', 0.034) ('soc.religion.christian', 0.026)
From: george@crayola.East.Sun.COM (George A. Perkins  Sun Microsystems  Tampa FL  Systems Engineer) => ('rec.motorcycles', 0.978) ('misc.forsale', 0.921) ('sci.med', 0.335) ('comp.windows.x', 0.105) ('sci.electronics', 0.037)
From: pmetzger@snark.shearson.com (Perry E. Metzger) => ('sci.crypt', 1.0) ('sci.med', 0.036) ('comp.sys.ibm.pc.hardware', 0.025) ('rec.autos', 0.013) ('soc.religion.christian', 0.012)
From: cadiz@rtsg.mot.com (Jay Cadiz) => ('rec.autos', 0.252) ('comp.sys.mac.hardware', 0.181) ('misc.forsale', 0.166) ('rec.sport.baseball', 0.156) ('comp.os.ms-windows.misc', 0.078)
From: rmakarem@usc.edu (Total Stranger) => ('rec.autos', 1.0) ('comp.sys.mac.hardware', 0.068) ('rec.motorcycles', 0.028) ('comp.sys.ibm.pc.hardware', 0.024) ('soc.religion.christian', 0.012)
From: anderson@dseg.ti.com (John Anderson) => ('sci.space', 0.991) ('comp.sys.mac.hardware', 0.047) ('misc.forsale', 0.035) ('comp.sys.ibm.pc.hardware', 0.027) ('comp.os.ms-windows.misc', 0.025)
From: dhliu@solar.csie.ntu.edu.tw (Der-Hua Liu) => ('comp.windows.x', 0.95) ('comp.graphics', 0.573) ('comp.sys.mac.hardware', 0.094) ('comp.os.ms-windows.misc', 0.042) ('sci.space', 0.03)
From: hps@KEKOA.JACH.HAWAII.EDU (Henry Stilmack - JAC System Mgr.) => ('comp.windows.x', 0.993) ('sci.space', 0.492) ('comp.os.ms-windows.misc', 0.127) ('comp.sys.mac.hardware', 0.062) ('misc.forsale', 0.049)
From: s9131783@valiant.vut.EDU.AU (Robert B Harvey) => ('comp.sys.mac.hardware', 0.84) ('comp.os.ms-windows.misc', 0.748) ('sci.med', 0.075) ('comp.graphics', 0.069) ('alt.atheism', 0.066)
From: mcook@cs.ulowell.edu (Michael Cook) => ('comp.sys.ibm.pc.hardware', 0.348) ('rec.autos', 0.21) ('comp.os.ms-windows.misc', 0.105) ('sci.electronics', 0.077) ('rec.motorcycles', 0.056)
From: baalke@kelvin.jpl.nasa.gov (Ron Baalke) => ('sci.space', 1.0) ('comp.sys.mac.hardware', 0.062) ('sci.electronics', 0.024) ('talk.politics.mideast', 0.021) ('talk.politics.misc', 0.02)
From: s8719667@cse.unsw.edu.au (D W Austin) => ('comp.graphics', 0.858) ('sci.med', 0.127) ('comp.sys.mac.hardware', 0.056) ('rec.autos', 0.05) ('alt.atheism', 0.044)
From: cmk@athena.mit.edu (Charles M Kozierok) => ('rec.sport.baseball', 1.0) ('rec.sport.hockey', 0.939) ('talk.politics.guns', 0.079) ('soc.religion.christian', 0.027) ('comp.os.ms-windows.misc', 0.022)
From: youyj@mace.cc.purdue.edu (young-jong you) => ('rec.autos', 0.62) ('comp.sys.mac.hardware', 0.432) ('comp.os.ms-windows.misc', 0.176) ('misc.forsale', 0.175) ('comp.graphics', 0.063)
From: pw4963@thor.albany.edu (Peter White) => ('comp.sys.mac.hardware', 0.952) ('misc.forsale', 0.948) ('sci.med', 0.087) ('comp.os.ms-windows.misc', 0.051) ('comp.sys.ibm.pc.hardware', 0.04)
From: jchinnic@mach1.wlu.ca (john chinnick 8335 a) => ('comp.graphics', 0.856) ('sci.electronics', 0.803) ('comp.windows.x', 0.583) ('comp.sys.ibm.pc.hardware', 0.09) ('comp.os.ms-windows.misc', 0.043)
From: dbd@urartu.sdpa.org (David Davidian) => ('talk.politics.mideast', 1.0) ('sci.electronics', 0.055) ('soc.religion.christian', 0.033) ('alt.atheism', 0.025) ('talk.politics.misc', 0.015)
From: campbers@craft.clarkson.edu (Bob Campbell) => ('talk.religion.misc', 0.207) ('sci.electronics', 0.196) ('rec.sport.baseball', 0.058) ('sci.space', 0.044) ('comp.sys.ibm.pc.hardware', 0.038)
From: egreen@east.sun.com (Ed Green - Pixel Cruncher) => ('rec.motorcycles', 1.0) ('misc.forsale', 0.774) ('sci.electronics', 0.022) ('talk.religion.misc', 0.015) ('comp.graphics', 0.014)
From: remcoha@htsa.aha.nl (Remco Hartog) => ('comp.graphics', 0.883) ('comp.windows.x', 0.252) ('sci.electronics', 0.124) ('rec.sport.baseball', 0.088) ('comp.os.ms-windows.misc', 0.072)
From: holland@CS.ColoState.EDU (douglas craig holland) => ('sci.crypt', 1.0) ('sci.med', 0.246) ('talk.politics.guns', 0.16) ('sci.space', 0.078) ('sci.electronics', 0.063)
From: wier@merlin.etsu.edu (Bob Wier) => ('rec.motorcycles', 0.687) ('comp.graphics', 0.218) ('rec.sport.baseball', 0.206) ('misc.forsale', 0.088) ('comp.sys.mac.hardware', 0.025)
From: abdkw@stdvax.gsfc.nasa.gov (David Ward) => ('sci.space', 1.0) ('comp.windows.x', 0.061) ('alt.atheism', 0.045) ('talk.politics.misc', 0.028) ('sci.electronics', 0.027)
From: guyd@austin.ibm.com (Guy Dawson) => ('comp.sys.mac.hardware', 0.954) ('comp.sys.ibm.pc.hardware', 0.803) ('alt.atheism', 0.26) ('sci.electronics', 0.121) ('comp.graphics', 0.035)
From: ee92jks@brunel.ac.uk (Jonathan K Saville) => ('sci.crypt', 0.975) ('soc.religion.christian', 0.415) ('comp.graphics', 0.384) ('sci.med', 0.086) ('comp.windows.x', 0.068)
From: mccullou@snake2.cs.wisc.edu (Mark McCullough) => ('sci.crypt', 1.0) ('alt.atheism', 0.158) ('comp.sys.ibm.pc.hardware', 0.041) ('rec.autos', 0.034) ('talk.politics.misc', 0.033)
From: carter@ecf.toronto.edu (CARTER EDWARD A) => ('rec.motorcycles', 1.0) ('comp.windows.x', 0.276) ('rec.sport.hockey', 0.141) ('rec.autos', 0.091) ('comp.os.ms-windows.misc', 0.037)
From: binger@hsh.com => ('rec.motorcycles', 1.0) ('comp.os.ms-windows.misc', 0.023) ('misc.forsale', 0.018) ('comp.graphics', 0.011) ('comp.sys.mac.hardware', 0.01)
From: brian@ucsd.edu (Brian Kantor) => ('rec.sport.baseball', 0.103) ('talk.religion.misc', 0.095) ('rec.motorcycles', 0.089) ('rec.autos', 0.082) ('comp.sys.mac.hardware', 0.076)
From: hbrooks@uiatma.atmos.uiuc.edu (Harold_Brooks) => ('rec.sport.baseball', 0.985) ('talk.politics.guns', 0.189) ('talk.politics.misc', 0.118) ('talk.religion.misc', 0.062) ('rec.autos', 0.061)
From: "kwansik kim" <kkim@cs.indiana.edu> => ('comp.os.ms-windows.misc', 0.439) ('comp.sys.mac.hardware', 0.401) ('sci.med', 0.198) ('sci.electronics', 0.111) ('talk.politics.guns', 0.034)
From: richs@microsoft.com (Rick Schaut) => ('comp.os.ms-windows.misc', 0.415) ('talk.religion.misc', 0.18) ('talk.politics.misc', 0.056) ('misc.forsale', 0.051) ('comp.sys.mac.hardware', 0.043)
From: jgold@chopin.udel.edu (Jonathan Goldstein) => ('rec.sport.hockey', 0.5) ('talk.politics.guns', 0.383) ('talk.politics.misc', 0.096) ('misc.forsale', 0.057) ('rec.motorcycles', 0.028)
From: adam@endor.uucp (Adam Shostack) => ('talk.politics.mideast', 1.0) ('talk.politics.misc', 0.092) ('talk.politics.guns', 0.04) ('soc.religion.christian', 0.017) ('sci.electronics', 0.015)
From: fbrown@seaway.ssd.kodak.com (Frank Brown 726-0415) => ('talk.politics.guns', 0.958) ('talk.politics.mideast', 0.215) ('rec.motorcycles', 0.111) ('talk.religion.misc', 0.098) ('talk.politics.misc', 0.057)
From: 18084TM@msu.edu (Tom) => ('sci.space', 1.0) ('alt.atheism', 0.048) ('comp.sys.mac.hardware', 0.018) ('comp.graphics', 0.013) ('sci.electronics', 0.009)
From: car377@cbnewsj.cb.att.com (charles.a.rogers) => ('rec.motorcycles', 0.962) ('rec.autos', 0.669) ('rec.sport.hockey', 0.285) ('talk.politics.guns', 0.06) ('soc.religion.christian', 0.053)
From: golf@phoenix.oulu.fi (Jouko Kylmaoja) => ('rec.sport.hockey', 0.14) ('alt.atheism', 0.112) ('talk.politics.guns', 0.061) ('comp.graphics', 0.033) ('soc.religion.christian', 0.024)
From: tclock@orion.oac.uci.edu (Tim Clock) => ('talk.politics.mideast', 0.956) ('rec.sport.baseball', 0.07) ('comp.os.ms-windows.misc', 0.069) ('talk.politics.guns', 0.053) ('comp.sys.mac.hardware', 0.035)
From: dmeier@casbah.acns.nwu.edu (Douglas Meier) => ('comp.sys.mac.hardware', 0.162) ('alt.atheism', 0.101) ('rec.sport.baseball', 0.039) ('misc.forsale', 0.03) ('sci.electronics', 0.027)
From: mayorga@mr_slate.cis.udel.edu (Anibal Mayorga) => ('comp.os.ms-windows.misc', 0.465) ('comp.graphics', 0.155) ('misc.forsale', 0.132) ('comp.sys.mac.hardware', 0.055) ('sci.electronics', 0.033)
From: Clinton-HQ@Campaign92.Org (The White House) => ('talk.politics.misc', 0.817) ('sci.crypt', 0.248) ('talk.politics.guns', 0.188) ('comp.windows.x', 0.17) ('comp.sys.mac.hardware', 0.058)
From: eczcaw@mips.nott.ac.uk (A.Wainwright) => ('talk.politics.misc', 1.0) ('comp.graphics', 0.06) ('rec.motorcycles', 0.031) ('talk.religion.misc', 0.017) ('comp.os.ms-windows.misc', 0.015)
From: bpeters@oasys.dt.navy.mil (Brenda Peters) => ('rec.autos', 0.139) ('comp.os.ms-windows.misc', 0.126) ('comp.windows.x', 0.114) ('soc.religion.christian', 0.107) ('sci.med', 0.071)
From: livesey@solntze.wpd.sgi.com (Jon Livesey) => ('alt.atheism', 0.978) ('rec.sport.baseball', 0.747) ('sci.space', 0.083) ('comp.sys.ibm.pc.hardware', 0.06) ('comp.graphics', 0.019)
From: pablo@jhunix.hcf.jhu.edu (Pablo A Iglesias) => ('rec.sport.baseball', 0.927) ('comp.windows.x', 0.395) ('rec.autos', 0.063) ('comp.sys.mac.hardware', 0.055) ('rec.sport.hockey', 0.051)
From: ranck@joesbar.cc.vt.edu (Wm. L. Ranck) => ('rec.motorcycles', 0.845) ('comp.graphics', 0.087) ('comp.sys.mac.hardware', 0.042) ('alt.atheism', 0.024) ('rec.sport.baseball', 0.024)
From: bu534@cleveland.Freenet.Edu (Bill E Jones) => ('comp.sys.ibm.pc.hardware', 0.543) ('talk.religion.misc', 0.233) ('comp.sys.mac.hardware', 0.189) ('talk.politics.mideast', 0.086) ('talk.politics.misc', 0.045)
From: sjg3@ns1.cc.lehigh.edu (STEVEN JAY GIBBLE) => ('rec.sport.hockey', 1.0) ('sci.crypt', 0.057) ('rec.autos', 0.053) ('soc.religion.christian', 0.052) ('talk.politics.guns', 0.037)
From: cotera@woods.ulowell.edu => ('talk.politics.guns', 0.906) ('rec.sport.hockey', 0.112) ('talk.religion.misc', 0.101) ('soc.religion.christian', 0.064) ('sci.crypt', 0.061)
From: simun@unity.ncsu.edu (Josip NMI Simunovic) => ('comp.sys.ibm.pc.hardware', 0.944) ('comp.graphics', 0.476) ('sci.med', 0.473) ('comp.os.ms-windows.misc', 0.362) ('comp.sys.mac.hardware', 0.07)
From: smorris@sumax.seattleu.edu (Steven A. Morris) => ('comp.sys.mac.hardware', 0.222) ('sci.electronics', 0.08) ('sci.space', 0.06) ('talk.politics.misc', 0.059) ('rec.motorcycles', 0.033)
From: nelson_p@apollo.hp.com (Peter Nelson) => ('talk.politics.guns', 0.734) ('rec.autos', 0.114) ('talk.politics.misc', 0.106) ('rec.sport.baseball', 0.1) ('talk.politics.mideast', 0.051)
From: pbhandar@tsegw.tse.com (Parminder Bhandari) => ('rec.autos', 0.947) ('sci.electronics', 0.592) ('sci.med', 0.067) ('rec.motorcycles', 0.054) ('comp.sys.ibm.pc.hardware', 0.045)
From: k044477@hobbes.kzoo.edu (Jamie R. McCarthy) => ('talk.politics.misc', 1.0) ('misc.forsale', 0.04) ('comp.os.ms-windows.misc', 0.025) ('rec.sport.baseball', 0.017) ('comp.sys.ibm.pc.hardware', 0.016)
From: steph@pegasus.cs.uiuc.edu (Dale Stephenson) => ('rec.sport.baseball', 1.0) ('talk.politics.guns', 0.092) ('rec.sport.hockey', 0.081) ('talk.politics.misc', 0.031) ('rec.autos', 0.029)
From: shapiro@sofbas.enet.dec.com (Steve Shapiro) => ('comp.os.ms-windows.misc', 0.146) ('misc.forsale', 0.132) ('rec.autos', 0.084) ('comp.graphics', 0.074) ('comp.sys.ibm.pc.hardware', 0.029)
From: kaldis@romulus.rutgers.edu (Theodore A. Kaldis) => ('talk.politics.misc', 1.0) ('soc.religion.christian', 0.122) ('comp.sys.ibm.pc.hardware', 0.015) ('comp.graphics', 0.012) ('sci.electronics', 0.008)
From: au472@cleveland.Freenet.Edu (Dr. Joshua Backon) => ('talk.politics.mideast', 0.152) ('rec.sport.baseball', 0.151) ('comp.sys.mac.hardware', 0.069) ('comp.sys.ibm.pc.hardware', 0.057) ('talk.religion.misc', 0.02)
From: b91926@fnclub.fnal.gov (David Sachs) => ('sci.electronics', 0.228) ('comp.sys.mac.hardware', 0.186) ('sci.med', 0.124) ('comp.sys.ibm.pc.hardware', 0.072) ('rec.motorcycles', 0.066)
From: seema@madvlsi.columbia.edu (Seema Varma) => ('talk.politics.mideast', 0.772) ('sci.electronics', 0.729) ('comp.os.ms-windows.misc', 0.062) ('sci.med', 0.05) ('comp.sys.mac.hardware', 0.046)
From: dchhabra@stpl.ists.ca (Deepak Chhabra) => ('rec.sport.hockey', 1.0) ('soc.religion.christian', 0.085) ('rec.sport.baseball', 0.045) ('talk.politics.misc', 0.043) ('talk.politics.guns', 0.026)
From: tms@cs.umd.edu (Tom Swiss (not Swift, not Suiss, Swiss!)) => ('sci.crypt', 0.278) ('sci.med', 0.145) ('talk.politics.guns', 0.133) ('sci.space', 0.102) ('alt.atheism', 0.077)
From: tas@pegasus.com (Len Howard) => ('soc.religion.christian', 1.0) ('alt.atheism', 0.037) ('talk.politics.misc', 0.022) ('rec.sport.baseball', 0.017) ('comp.os.ms-windows.misc', 0.015)
From: speedy@engr.latech.edu (Speedy Mercer) => ('rec.motorcycles', 1.0) ('talk.politics.misc', 0.058) ('talk.politics.guns', 0.047) ('rec.sport.baseball', 0.034) ('alt.atheism', 0.019)
From: jak@fff.chem.utah.edu (Mr. Stress) => ('comp.sys.ibm.pc.hardware', 0.993) ('comp.sys.mac.hardware', 0.281) ('soc.religion.christian', 0.068) ('comp.os.ms-windows.misc', 0.065) ('rec.motorcycles', 0.027)
From: STK1203@VAX003.STOCKTON.EDU => ('sci.space', 1.0) ('rec.autos', 0.129) ('misc.forsale', 0.09) ('soc.religion.christian', 0.089) ('comp.windows.x', 0.041)
From: Mark B. => ('sci.electronics', 0.784) ('rec.sport.hockey', 0.1) ('talk.politics.misc', 0.072) ('comp.os.ms-windows.misc', 0.061) ('sci.space', 0.049)
From: kam@cv.hp.com (Keith Marchington) => ('talk.politics.guns', 0.735) ('talk.politics.misc', 0.184) ('alt.atheism', 0.088) ('talk.politics.mideast', 0.057) ('sci.med', 0.04)
From: carlson@ab24.larc.nasa.gov (Ann Carlson) => ('soc.religion.christian', 0.97) ('sci.electronics', 0.968) ('sci.med', 0.821) ('talk.politics.misc', 0.156) ('sci.space', 0.074)
From: pngai@adobe.com (Phil Ngai) => ('talk.politics.guns', 0.984) ('rec.motorcycles', 0.239) ('alt.atheism', 0.044) ('comp.sys.ibm.pc.hardware', 0.043) ('sci.space', 0.03)
From: pww@spacsun.rice.edu (Peter Walker) => ('soc.religion.christian', 0.758) ('talk.religion.misc', 0.613) ('talk.politics.mideast', 0.073) ('talk.politics.misc', 0.054) ('alt.atheism', 0.041)
From: tedward@cs.cornell.edu (Edward [Ted] Fischer) => ('rec.sport.baseball', 1.0) ('rec.motorcycles', 0.049) ('sci.med', 0.019) ('talk.politics.misc', 0.019) ('rec.autos', 0.018)
From: sinn@carson.u.washington.edu (Philip Sinn) => ('comp.sys.ibm.pc.hardware', 1.0) ('comp.os.ms-windows.misc', 0.606) ('comp.graphics', 0.312) ('comp.sys.mac.hardware', 0.113) ('sci.med', 0.043)
From: andrew@HotelCA.tech.umbc.edu (Andrew Williams) => ('comp.sys.ibm.pc.hardware', 0.729) ('rec.autos', 0.076) ('comp.sys.mac.hardware', 0.06) ('comp.os.ms-windows.misc', 0.054) ('comp.windows.x', 0.053)
From: Seth Adam Eliot <se08+@andrew.cmu.edu> => ('comp.sys.mac.hardware', 0.558) ('talk.politics.misc', 0.424) ('rec.sport.baseball', 0.159) ('rec.sport.hockey', 0.031) ('sci.space', 0.02)
	#!/usr/bin/env python

	import numpy as np
	from sklearn.pipeline import Pipeline

	from sklearn.datasets import fetch_20newsgroups
	from sklearn.feature_extraction.text import CountVectorizer
	from sklearn.svm import SVC
	from sklearn.feature_extraction.text import TfidfTransformer
	from sklearn.multiclass import OneVsRestClassifier
	from sklearn.preprocessing import MultiLabelBinarizer

	x = fetch_20newsgroups()
	x_test = fetch_20newsgroups(subset='test')
	target_names = list(x.target_names)
	y_train_text = []

	for t in x.target[:700]:
	y_train_text.append([target_names[t]])

	mlb = MultiLabelBinarizer()
	Y = mlb.fit_transform(y_train_text)

	classifier = Pipeline([
	('vectorizer', CountVectorizer(ngram_range=(1, 2))),
	('tfidf', TfidfTransformer()),
	('clf', OneVsRestClassifier(SVC(kernel='linear',probability=True)))])

	classifier.fit(x.data[:699], Y[:-1])
	predicted = classifier.predict_proba(x_test.data[:100])

	def print_labels(pr):
	return " ".join(str(x) for x in pr)

	with_labels = []

	for item in predicted:
	pr = zip(target_names, item)
	p = sorted(pr, key=lambda t: t[1], reverse=True)
	zipped = list(map((lambda x:
	(x[0], float("%.3f" % x[1]))),
	p[:5])
	)
	with_labels.append(zipped)

	for item, pr in zip(x_test.data[:100], with_labels):
	line = item.splitlines()[0]
	labels_string = print_labels(pr)

	print('{0} => {1}'.format(line, labels_string))
	From: v064mb9k@ubvmsd.cc.buffalo.edu (NEIL B. GANDLER) => ('rec.sport.hockey', 0.844) ('rec.autos', 0.342) ('comp.sys.mac.hardware', 0.264) ('rec.sport.baseball', 0.058) ('alt.atheism', 0.017)
	From: Rick Miller <rick@ee.uwm.edu> => ('rec.autos', 0.166) ('comp.os.ms-windows.misc', 0.113) ('comp.sys.mac.hardware', 0.072) ('talk.politics.guns', 0.06) ('comp.graphics', 0.059)
	From: mathew <mathew@mantis.co.uk> => ('talk.religion.misc', 0.872) ('soc.religion.christian', 0.526) ('alt.atheism', 0.512) ('sci.crypt', 0.045) ('comp.sys.mac.hardware', 0.044)
	From: bakken@cs.arizona.edu (Dave Bakken) => ('talk.politics.misc', 0.58) ('talk.politics.mideast', 0.566) ('alt.atheism', 0.494) ('soc.religion.christian', 0.195) ('rec.autos', 0.064)
	From: livesey@solntze.wpd.sgi.com (Jon Livesey) => ('alt.atheism', 1.0) ('talk.religion.misc', 0.677) ('comp.graphics', 0.248) ('comp.sys.ibm.pc.hardware', 0.031) ('comp.os.ms-windows.misc', 0.03)
	From: banschbach@vms.ocom.okstate.edu => ('sci.med', 0.997) ('alt.atheism', 0.495) ('soc.religion.christian', 0.246) ('talk.politics.guns', 0.092) ('talk.politics.misc', 0.05)
	From: PETCH@gvg47.gvg.tek.com (Chuck) => ('rec.motorcycles', 0.361) ('sci.med', 0.124) ('rec.sport.hockey', 0.076) ('talk.politics.misc', 0.052) ('alt.atheism', 0.044)
	From: fortmann@superbowl.und.ac.za (Paul Fortmann - PG) => ('comp.os.ms-windows.misc', 0.706) ('comp.graphics', 0.451) ('soc.religion.christian', 0.063) ('sci.electronics', 0.063) ('sci.med', 0.046)
	From: kartik@hls.COM (Kartik Chandrasekhar) => ('comp.windows.x', 1.0) ('comp.sys.mac.hardware', 0.103) ('comp.os.ms-windows.misc', 0.014) ('sci.space', 0.013) ('talk.religion.misc', 0.011)
	From: tmc@spartan.ac.BrockU.CA (Tim Ciceran) => ('comp.graphics', 1.0) ('comp.sys.mac.hardware', 0.155) ('sci.electronics', 0.057) ('alt.atheism', 0.024) ('comp.sys.ibm.pc.hardware', 0.011)
	From: Greg.Reinacker@FtCollins.NCR.COM => ('comp.os.ms-windows.misc', 0.807) ('misc.forsale', 0.454) ('talk.politics.misc', 0.103) ('sci.electronics', 0.103) ('comp.sys.mac.hardware', 0.07)
	From: sirosh@cs.utexas.edu (Joseph Sirosh) => ('comp.windows.x', 0.993) ('comp.graphics', 0.122) ('comp.sys.ibm.pc.hardware', 0.081) ('comp.sys.mac.hardware', 0.073) ('talk.politics.guns', 0.051)
	From: tclock@orion.oac.uci.edu (Tim Clock) => ('talk.politics.mideast', 1.0) ('alt.atheism', 0.032) ('talk.politics.misc', 0.028) ('sci.crypt', 0.021) ('comp.os.ms-windows.misc', 0.019)
	From: ray@unisql.UUCP (Ray Shea) => ('rec.motorcycles', 1.0) ('rec.sport.baseball', 0.085) ('talk.politics.guns', 0.03) ('comp.os.ms-windows.misc', 0.028) ('sci.space', 0.025)
	From: acooper@mac.cc.macalstr.edu (Turin Turambar, ME Department of Utter Misery) => ('soc.religion.christian', 0.996) ('talk.religion.misc', 0.801) ('alt.atheism', 0.597) ('sci.med', 0.125) ('talk.politics.misc', 0.023)
	From: charlea@eng.clemson.edu (charles allen) => ('comp.sys.ibm.pc.hardware', 1.0) ('comp.sys.mac.hardware', 0.055) ('comp.os.ms-windows.misc', 0.03) ('rec.autos', 0.021) ('rec.sport.baseball', 0.02)
	From: jacobs@cerritos.edu => ('comp.windows.x', 0.587) ('comp.os.ms-windows.misc', 0.369) ('comp.sys.mac.hardware', 0.226) ('comp.graphics', 0.168) ('comp.sys.ibm.pc.hardware', 0.072)
	From: vicente@cenaath.cena.dgac.fr (Martin VICENTE (CENA/SID)) => ('comp.graphics', 0.415) ('rec.sport.baseball', 0.164) ('sci.electronics', 0.061) ('misc.forsale', 0.057) ('comp.windows.x', 0.038)
	From: Mike Diack <mike-d@staff.tc.umn.edu> => ('sci.electronics', 1.0) ('comp.sys.mac.hardware', 0.133) ('misc.forsale', 0.057) ('comp.sys.ibm.pc.hardware', 0.05) ('rec.autos', 0.041)
	From: dlb5404@tamuts.tamu.edu (Daryl Biberdorf) => ('comp.graphics', 0.515) ('rec.sport.baseball', 0.5) ('comp.os.ms-windows.misc', 0.378) ('talk.politics.guns', 0.137) ('misc.forsale', 0.035)
	From: Matjaz.Gams@IJS.si => ('soc.religion.christian', 0.226) ('comp.graphics', 0.158) ('talk.politics.misc', 0.073) ('sci.space', 0.063) ('talk.politics.mideast', 0.062)
	From: jth@bach.udel.edu (Jay Thomas Hayes) => ('misc.forsale', 1.0) ('comp.os.ms-windows.misc', 0.082) ('rec.sport.baseball', 0.045) ('talk.politics.misc', 0.037) ('talk.politics.guns', 0.032)
	From: josip@eng.umd.edu (Josip Loncaric) => ('talk.politics.mideast', 0.747) ('alt.atheism', 0.569) ('soc.religion.christian', 0.189) ('talk.politics.misc', 0.022) ('sci.med', 0.021)
	From: prb@access.digex.net (Pat) => ('sci.space', 1.0) ('sci.crypt', 0.272) ('sci.med', 0.055) ('sci.electronics', 0.029) ('soc.religion.christian', 0.012)
	From: guyd@austin.ibm.com (Guy Dawson) => ('comp.sys.ibm.pc.hardware', 1.0) ('comp.os.ms-windows.misc', 0.447) ('comp.sys.mac.hardware', 0.136) ('talk.politics.guns', 0.034) ('soc.religion.christian', 0.026)
	From: george@crayola.East.Sun.COM (George A. Perkins Sun Microsystems Tampa FL Systems Engineer) => ('rec.motorcycles', 0.978) ('misc.forsale', 0.921) ('sci.med', 0.335) ('comp.windows.x', 0.105) ('sci.electronics', 0.037)
	From: pmetzger@snark.shearson.com (Perry E. Metzger) => ('sci.crypt', 1.0) ('sci.med', 0.036) ('comp.sys.ibm.pc.hardware', 0.025) ('rec.autos', 0.013) ('soc.religion.christian', 0.012)
	From: cadiz@rtsg.mot.com (Jay Cadiz) => ('rec.autos', 0.252) ('comp.sys.mac.hardware', 0.181) ('misc.forsale', 0.166) ('rec.sport.baseball', 0.156) ('comp.os.ms-windows.misc', 0.078)
	From: rmakarem@usc.edu (Total Stranger) => ('rec.autos', 1.0) ('comp.sys.mac.hardware', 0.068) ('rec.motorcycles', 0.028) ('comp.sys.ibm.pc.hardware', 0.024) ('soc.religion.christian', 0.012)
	From: anderson@dseg.ti.com (John Anderson) => ('sci.space', 0.991) ('comp.sys.mac.hardware', 0.047) ('misc.forsale', 0.035) ('comp.sys.ibm.pc.hardware', 0.027) ('comp.os.ms-windows.misc', 0.025)
	From: dhliu@solar.csie.ntu.edu.tw (Der-Hua Liu) => ('comp.windows.x', 0.95) ('comp.graphics', 0.573) ('comp.sys.mac.hardware', 0.094) ('comp.os.ms-windows.misc', 0.042) ('sci.space', 0.03)
	From: hps@KEKOA.JACH.HAWAII.EDU (Henry Stilmack - JAC System Mgr.) => ('comp.windows.x', 0.993) ('sci.space', 0.492) ('comp.os.ms-windows.misc', 0.127) ('comp.sys.mac.hardware', 0.062) ('misc.forsale', 0.049)
	From: s9131783@valiant.vut.EDU.AU (Robert B Harvey) => ('comp.sys.mac.hardware', 0.84) ('comp.os.ms-windows.misc', 0.748) ('sci.med', 0.075) ('comp.graphics', 0.069) ('alt.atheism', 0.066)
	From: mcook@cs.ulowell.edu (Michael Cook) => ('comp.sys.ibm.pc.hardware', 0.348) ('rec.autos', 0.21) ('comp.os.ms-windows.misc', 0.105) ('sci.electronics', 0.077) ('rec.motorcycles', 0.056)
	From: baalke@kelvin.jpl.nasa.gov (Ron Baalke) => ('sci.space', 1.0) ('comp.sys.mac.hardware', 0.062) ('sci.electronics', 0.024) ('talk.politics.mideast', 0.021) ('talk.politics.misc', 0.02)
	From: s8719667@cse.unsw.edu.au (D W Austin) => ('comp.graphics', 0.858) ('sci.med', 0.127) ('comp.sys.mac.hardware', 0.056) ('rec.autos', 0.05) ('alt.atheism', 0.044)
	From: cmk@athena.mit.edu (Charles M Kozierok) => ('rec.sport.baseball', 1.0) ('rec.sport.hockey', 0.939) ('talk.politics.guns', 0.079) ('soc.religion.christian', 0.027) ('comp.os.ms-windows.misc', 0.022)
	From: youyj@mace.cc.purdue.edu (young-jong you) => ('rec.autos', 0.62) ('comp.sys.mac.hardware', 0.432) ('comp.os.ms-windows.misc', 0.176) ('misc.forsale', 0.175) ('comp.graphics', 0.063)
	From: pw4963@thor.albany.edu (Peter White) => ('comp.sys.mac.hardware', 0.952) ('misc.forsale', 0.948) ('sci.med', 0.087) ('comp.os.ms-windows.misc', 0.051) ('comp.sys.ibm.pc.hardware', 0.04)
	From: jchinnic@mach1.wlu.ca (john chinnick 8335 a) => ('comp.graphics', 0.856) ('sci.electronics', 0.803) ('comp.windows.x', 0.583) ('comp.sys.ibm.pc.hardware', 0.09) ('comp.os.ms-windows.misc', 0.043)
	From: dbd@urartu.sdpa.org (David Davidian) => ('talk.politics.mideast', 1.0) ('sci.electronics', 0.055) ('soc.religion.christian', 0.033) ('alt.atheism', 0.025) ('talk.politics.misc', 0.015)
	From: campbers@craft.clarkson.edu (Bob Campbell) => ('talk.religion.misc', 0.207) ('sci.electronics', 0.196) ('rec.sport.baseball', 0.058) ('sci.space', 0.044) ('comp.sys.ibm.pc.hardware', 0.038)
	From: egreen@east.sun.com (Ed Green - Pixel Cruncher) => ('rec.motorcycles', 1.0) ('misc.forsale', 0.774) ('sci.electronics', 0.022) ('talk.religion.misc', 0.015) ('comp.graphics', 0.014)
	From: remcoha@htsa.aha.nl (Remco Hartog) => ('comp.graphics', 0.883) ('comp.windows.x', 0.252) ('sci.electronics', 0.124) ('rec.sport.baseball', 0.088) ('comp.os.ms-windows.misc', 0.072)
	From: holland@CS.ColoState.EDU (douglas craig holland) => ('sci.crypt', 1.0) ('sci.med', 0.246) ('talk.politics.guns', 0.16) ('sci.space', 0.078) ('sci.electronics', 0.063)
	From: wier@merlin.etsu.edu (Bob Wier) => ('rec.motorcycles', 0.687) ('comp.graphics', 0.218) ('rec.sport.baseball', 0.206) ('misc.forsale', 0.088) ('comp.sys.mac.hardware', 0.025)
	From: abdkw@stdvax.gsfc.nasa.gov (David Ward) => ('sci.space', 1.0) ('comp.windows.x', 0.061) ('alt.atheism', 0.045) ('talk.politics.misc', 0.028) ('sci.electronics', 0.027)
	From: guyd@austin.ibm.com (Guy Dawson) => ('comp.sys.mac.hardware', 0.954) ('comp.sys.ibm.pc.hardware', 0.803) ('alt.atheism', 0.26) ('sci.electronics', 0.121) ('comp.graphics', 0.035)
	From: ee92jks@brunel.ac.uk (Jonathan K Saville) => ('sci.crypt', 0.975) ('soc.religion.christian', 0.415) ('comp.graphics', 0.384) ('sci.med', 0.086) ('comp.windows.x', 0.068)
	From: mccullou@snake2.cs.wisc.edu (Mark McCullough) => ('sci.crypt', 1.0) ('alt.atheism', 0.158) ('comp.sys.ibm.pc.hardware', 0.041) ('rec.autos', 0.034) ('talk.politics.misc', 0.033)
	From: carter@ecf.toronto.edu (CARTER EDWARD A) => ('rec.motorcycles', 1.0) ('comp.windows.x', 0.276) ('rec.sport.hockey', 0.141) ('rec.autos', 0.091) ('comp.os.ms-windows.misc', 0.037)
	From: binger@hsh.com => ('rec.motorcycles', 1.0) ('comp.os.ms-windows.misc', 0.023) ('misc.forsale', 0.018) ('comp.graphics', 0.011) ('comp.sys.mac.hardware', 0.01)
	From: brian@ucsd.edu (Brian Kantor) => ('rec.sport.baseball', 0.103) ('talk.religion.misc', 0.095) ('rec.motorcycles', 0.089) ('rec.autos', 0.082) ('comp.sys.mac.hardware', 0.076)
	From: hbrooks@uiatma.atmos.uiuc.edu (Harold_Brooks) => ('rec.sport.baseball', 0.985) ('talk.politics.guns', 0.189) ('talk.politics.misc', 0.118) ('talk.religion.misc', 0.062) ('rec.autos', 0.061)
	From: "kwansik kim" <kkim@cs.indiana.edu> => ('comp.os.ms-windows.misc', 0.439) ('comp.sys.mac.hardware', 0.401) ('sci.med', 0.198) ('sci.electronics', 0.111) ('talk.politics.guns', 0.034)
	From: richs@microsoft.com (Rick Schaut) => ('comp.os.ms-windows.misc', 0.415) ('talk.religion.misc', 0.18) ('talk.politics.misc', 0.056) ('misc.forsale', 0.051) ('comp.sys.mac.hardware', 0.043)
	From: jgold@chopin.udel.edu (Jonathan Goldstein) => ('rec.sport.hockey', 0.5) ('talk.politics.guns', 0.383) ('talk.politics.misc', 0.096) ('misc.forsale', 0.057) ('rec.motorcycles', 0.028)
	From: adam@endor.uucp (Adam Shostack) => ('talk.politics.mideast', 1.0) ('talk.politics.misc', 0.092) ('talk.politics.guns', 0.04) ('soc.religion.christian', 0.017) ('sci.electronics', 0.015)
	From: fbrown@seaway.ssd.kodak.com (Frank Brown 726-0415) => ('talk.politics.guns', 0.958) ('talk.politics.mideast', 0.215) ('rec.motorcycles', 0.111) ('talk.religion.misc', 0.098) ('talk.politics.misc', 0.057)
	From: 18084TM@msu.edu (Tom) => ('sci.space', 1.0) ('alt.atheism', 0.048) ('comp.sys.mac.hardware', 0.018) ('comp.graphics', 0.013) ('sci.electronics', 0.009)
	From: car377@cbnewsj.cb.att.com (charles.a.rogers) => ('rec.motorcycles', 0.962) ('rec.autos', 0.669) ('rec.sport.hockey', 0.285) ('talk.politics.guns', 0.06) ('soc.religion.christian', 0.053)
	From: golf@phoenix.oulu.fi (Jouko Kylmaoja) => ('rec.sport.hockey', 0.14) ('alt.atheism', 0.112) ('talk.politics.guns', 0.061) ('comp.graphics', 0.033) ('soc.religion.christian', 0.024)
	From: tclock@orion.oac.uci.edu (Tim Clock) => ('talk.politics.mideast', 0.956) ('rec.sport.baseball', 0.07) ('comp.os.ms-windows.misc', 0.069) ('talk.politics.guns', 0.053) ('comp.sys.mac.hardware', 0.035)
	From: dmeier@casbah.acns.nwu.edu (Douglas Meier) => ('comp.sys.mac.hardware', 0.162) ('alt.atheism', 0.101) ('rec.sport.baseball', 0.039) ('misc.forsale', 0.03) ('sci.electronics', 0.027)
	From: mayorga@mr_slate.cis.udel.edu (Anibal Mayorga) => ('comp.os.ms-windows.misc', 0.465) ('comp.graphics', 0.155) ('misc.forsale', 0.132) ('comp.sys.mac.hardware', 0.055) ('sci.electronics', 0.033)
	From: Clinton-HQ@Campaign92.Org (The White House) => ('talk.politics.misc', 0.817) ('sci.crypt', 0.248) ('talk.politics.guns', 0.188) ('comp.windows.x', 0.17) ('comp.sys.mac.hardware', 0.058)
	From: eczcaw@mips.nott.ac.uk (A.Wainwright) => ('talk.politics.misc', 1.0) ('comp.graphics', 0.06) ('rec.motorcycles', 0.031) ('talk.religion.misc', 0.017) ('comp.os.ms-windows.misc', 0.015)
	From: bpeters@oasys.dt.navy.mil (Brenda Peters) => ('rec.autos', 0.139) ('comp.os.ms-windows.misc', 0.126) ('comp.windows.x', 0.114) ('soc.religion.christian', 0.107) ('sci.med', 0.071)
	From: livesey@solntze.wpd.sgi.com (Jon Livesey) => ('alt.atheism', 0.978) ('rec.sport.baseball', 0.747) ('sci.space', 0.083) ('comp.sys.ibm.pc.hardware', 0.06) ('comp.graphics', 0.019)
	From: pablo@jhunix.hcf.jhu.edu (Pablo A Iglesias) => ('rec.sport.baseball', 0.927) ('comp.windows.x', 0.395) ('rec.autos', 0.063) ('comp.sys.mac.hardware', 0.055) ('rec.sport.hockey', 0.051)
	From: ranck@joesbar.cc.vt.edu (Wm. L. Ranck) => ('rec.motorcycles', 0.845) ('comp.graphics', 0.087) ('comp.sys.mac.hardware', 0.042) ('alt.atheism', 0.024) ('rec.sport.baseball', 0.024)
	From: bu534@cleveland.Freenet.Edu (Bill E Jones) => ('comp.sys.ibm.pc.hardware', 0.543) ('talk.religion.misc', 0.233) ('comp.sys.mac.hardware', 0.189) ('talk.politics.mideast', 0.086) ('talk.politics.misc', 0.045)
	From: sjg3@ns1.cc.lehigh.edu (STEVEN JAY GIBBLE) => ('rec.sport.hockey', 1.0) ('sci.crypt', 0.057) ('rec.autos', 0.053) ('soc.religion.christian', 0.052) ('talk.politics.guns', 0.037)
	From: cotera@woods.ulowell.edu => ('talk.politics.guns', 0.906) ('rec.sport.hockey', 0.112) ('talk.religion.misc', 0.101) ('soc.religion.christian', 0.064) ('sci.crypt', 0.061)
	From: simun@unity.ncsu.edu (Josip NMI Simunovic) => ('comp.sys.ibm.pc.hardware', 0.944) ('comp.graphics', 0.476) ('sci.med', 0.473) ('comp.os.ms-windows.misc', 0.362) ('comp.sys.mac.hardware', 0.07)
	From: smorris@sumax.seattleu.edu (Steven A. Morris) => ('comp.sys.mac.hardware', 0.222) ('sci.electronics', 0.08) ('sci.space', 0.06) ('talk.politics.misc', 0.059) ('rec.motorcycles', 0.033)
	From: nelson_p@apollo.hp.com (Peter Nelson) => ('talk.politics.guns', 0.734) ('rec.autos', 0.114) ('talk.politics.misc', 0.106) ('rec.sport.baseball', 0.1) ('talk.politics.mideast', 0.051)
	From: pbhandar@tsegw.tse.com (Parminder Bhandari) => ('rec.autos', 0.947) ('sci.electronics', 0.592) ('sci.med', 0.067) ('rec.motorcycles', 0.054) ('comp.sys.ibm.pc.hardware', 0.045)
	From: k044477@hobbes.kzoo.edu (Jamie R. McCarthy) => ('talk.politics.misc', 1.0) ('misc.forsale', 0.04) ('comp.os.ms-windows.misc', 0.025) ('rec.sport.baseball', 0.017) ('comp.sys.ibm.pc.hardware', 0.016)
	From: steph@pegasus.cs.uiuc.edu (Dale Stephenson) => ('rec.sport.baseball', 1.0) ('talk.politics.guns', 0.092) ('rec.sport.hockey', 0.081) ('talk.politics.misc', 0.031) ('rec.autos', 0.029)
	From: shapiro@sofbas.enet.dec.com (Steve Shapiro) => ('comp.os.ms-windows.misc', 0.146) ('misc.forsale', 0.132) ('rec.autos', 0.084) ('comp.graphics', 0.074) ('comp.sys.ibm.pc.hardware', 0.029)
	From: kaldis@romulus.rutgers.edu (Theodore A. Kaldis) => ('talk.politics.misc', 1.0) ('soc.religion.christian', 0.122) ('comp.sys.ibm.pc.hardware', 0.015) ('comp.graphics', 0.012) ('sci.electronics', 0.008)
	From: au472@cleveland.Freenet.Edu (Dr. Joshua Backon) => ('talk.politics.mideast', 0.152) ('rec.sport.baseball', 0.151) ('comp.sys.mac.hardware', 0.069) ('comp.sys.ibm.pc.hardware', 0.057) ('talk.religion.misc', 0.02)
	From: b91926@fnclub.fnal.gov (David Sachs) => ('sci.electronics', 0.228) ('comp.sys.mac.hardware', 0.186) ('sci.med', 0.124) ('comp.sys.ibm.pc.hardware', 0.072) ('rec.motorcycles', 0.066)
	From: seema@madvlsi.columbia.edu (Seema Varma) => ('talk.politics.mideast', 0.772) ('sci.electronics', 0.729) ('comp.os.ms-windows.misc', 0.062) ('sci.med', 0.05) ('comp.sys.mac.hardware', 0.046)
	From: dchhabra@stpl.ists.ca (Deepak Chhabra) => ('rec.sport.hockey', 1.0) ('soc.religion.christian', 0.085) ('rec.sport.baseball', 0.045) ('talk.politics.misc', 0.043) ('talk.politics.guns', 0.026)
	From: tms@cs.umd.edu (Tom Swiss (not Swift, not Suiss, Swiss!)) => ('sci.crypt', 0.278) ('sci.med', 0.145) ('talk.politics.guns', 0.133) ('sci.space', 0.102) ('alt.atheism', 0.077)
	From: tas@pegasus.com (Len Howard) => ('soc.religion.christian', 1.0) ('alt.atheism', 0.037) ('talk.politics.misc', 0.022) ('rec.sport.baseball', 0.017) ('comp.os.ms-windows.misc', 0.015)
	From: speedy@engr.latech.edu (Speedy Mercer) => ('rec.motorcycles', 1.0) ('talk.politics.misc', 0.058) ('talk.politics.guns', 0.047) ('rec.sport.baseball', 0.034) ('alt.atheism', 0.019)
	From: jak@fff.chem.utah.edu (Mr. Stress) => ('comp.sys.ibm.pc.hardware', 0.993) ('comp.sys.mac.hardware', 0.281) ('soc.religion.christian', 0.068) ('comp.os.ms-windows.misc', 0.065) ('rec.motorcycles', 0.027)
	From: STK1203@VAX003.STOCKTON.EDU => ('sci.space', 1.0) ('rec.autos', 0.129) ('misc.forsale', 0.09) ('soc.religion.christian', 0.089) ('comp.windows.x', 0.041)
	From: Mark B. => ('sci.electronics', 0.784) ('rec.sport.hockey', 0.1) ('talk.politics.misc', 0.072) ('comp.os.ms-windows.misc', 0.061) ('sci.space', 0.049)
	From: kam@cv.hp.com (Keith Marchington) => ('talk.politics.guns', 0.735) ('talk.politics.misc', 0.184) ('alt.atheism', 0.088) ('talk.politics.mideast', 0.057) ('sci.med', 0.04)
	From: carlson@ab24.larc.nasa.gov (Ann Carlson) => ('soc.religion.christian', 0.97) ('sci.electronics', 0.968) ('sci.med', 0.821) ('talk.politics.misc', 0.156) ('sci.space', 0.074)
	From: pngai@adobe.com (Phil Ngai) => ('talk.politics.guns', 0.984) ('rec.motorcycles', 0.239) ('alt.atheism', 0.044) ('comp.sys.ibm.pc.hardware', 0.043) ('sci.space', 0.03)
	From: pww@spacsun.rice.edu (Peter Walker) => ('soc.religion.christian', 0.758) ('talk.religion.misc', 0.613) ('talk.politics.mideast', 0.073) ('talk.politics.misc', 0.054) ('alt.atheism', 0.041)
	From: tedward@cs.cornell.edu (Edward [Ted] Fischer) => ('rec.sport.baseball', 1.0) ('rec.motorcycles', 0.049) ('sci.med', 0.019) ('talk.politics.misc', 0.019) ('rec.autos', 0.018)
	From: sinn@carson.u.washington.edu (Philip Sinn) => ('comp.sys.ibm.pc.hardware', 1.0) ('comp.os.ms-windows.misc', 0.606) ('comp.graphics', 0.312) ('comp.sys.mac.hardware', 0.113) ('sci.med', 0.043)
	From: andrew@HotelCA.tech.umbc.edu (Andrew Williams) => ('comp.sys.ibm.pc.hardware', 0.729) ('rec.autos', 0.076) ('comp.sys.mac.hardware', 0.06) ('comp.os.ms-windows.misc', 0.054) ('comp.windows.x', 0.053)
	From: Seth Adam Eliot <se08+@andrew.cmu.edu> => ('comp.sys.mac.hardware', 0.558) ('talk.politics.misc', 0.424) ('rec.sport.baseball', 0.159) ('rec.sport.hockey', 0.031) ('sci.space', 0.02)