NN SVM SCIKIT-LEARN

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: [email protected] (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 <[email protected]> => ('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 <[email protected]> => ('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: [email protected] (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: [email protected] (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: [email protected] => ('sci.med', 0.997) ('alt.atheism', 0.495) ('soc.religion.christian', 0.246) ('talk.politics.guns', 0.092) ('talk.politics.misc', 0.05)
From: [email protected] (Chuck) => ('rec.motorcycles', 0.361) ('sci.med', 0.124) ('rec.sport.hockey', 0.076) ('talk.politics.misc', 0.052) ('alt.atheism', 0.044)
From: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] => ('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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] => ('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: [email protected] (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 <[email protected]> => ('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: [email protected] (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: [email protected] => ('soc.religion.christian', 0.226) ('comp.graphics', 0.158) ('talk.politics.misc', 0.073) ('sci.space', 0.063) ('talk.politics.mideast', 0.062)
From: [email protected] (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: [email protected] (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: [email protected] (Pat) => ('sci.space', 1.0) ('sci.crypt', 0.272) ('sci.med', 0.055) ('sci.electronics', 0.029) ('soc.religion.christian', 0.012)
From: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] => ('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: [email protected] (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: [email protected] (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" <[email protected]> => ('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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (Tom) => ('sci.space', 1.0) ('alt.atheism', 0.048) ('comp.sys.mac.hardware', 0.018) ('comp.graphics', 0.013) ('sci.electronics', 0.009)
From: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] => ('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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] => ('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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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: [email protected] (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 <[email protected]> => ('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)