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statistics_logistic_regression
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Training test_bool ...
Done
Accurancy 0.9619047619047619
Done
-----------------LogisticRegressiontest_all_words-----------------
| P |
| O |
| H L |
| E I S |
| A T P |
| L I O |
| T C R |
| H S T |
---------+-------------+
HEALTH |<104> 3 2 |
POLITICS | 2 <84> 4 |
SPORT | . 1<115>|
---------+-------------+
(row = reference; col = test)
Accurancy: 0.9619047619047619
Document HEALTH/U.N. calls on Israel Palestinians to prosecute Gaza war crimes.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Cycling-Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Premature babies cared for in Newcastles RVI - BBC News.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Care in the UK The costs you face - BBC News.txt: Label: HEALTH => Result: POLITICS
Document POLITICS/NHS lags behind other health systems - BBC News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/Man arrested in connection with San Francisco killing had been deported several times officials say Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Video Jon Stewart signs off from The Daily Show - Telegraph.txt: Label: POLITICS => Result: SPORT
Document POLITICS/X Japan to play concert premiere film in London.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Wife of retired Supreme Court Justice Stevens dies Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Exam focus damaging pupils mental health says NUT - BBC News.txt: Label: POLITICS => Result: HEALTH
Document SPORT/BBC Sport - World Anti-Doping Agency to investigate athletics doping claims.txt: Label: SPORT => Result: POLITICS
Precision:
{'HEALTH': 0.9811320754716981,
'POLITICS': 0.9545454545454546,
'SPORT': 0.9504132231404959}
Recall
{'HEALTH': 0.9541284403669725,
'POLITICS': 0.9333333333333333,
'SPORT': 0.9913793103448276}
F Measure
{'HEALTH': 0.9674418604651162,
'POLITICS': 0.9438202247191011,
'SPORT': 0.970464135021097}
Training test_bool ...
Done
Accurancy 0.9619047619047619
Done
-----------------LogisticRegressiontest_one_sign-----------------
| P |
| O |
| H L |
| E I S |
| A T P |
| L I O |
| T C R |
| H S T |
---------+-------------+
HEALTH |<104> 3 2 |
POLITICS | 2 <84> 4 |
SPORT | . 1<115>|
---------+-------------+
(row = reference; col = test)
Accurancy: 0.9619047619047619
Document HEALTH/U.N. calls on Israel Palestinians to prosecute Gaza war crimes.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Cycling-Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Ice bucket challenge Whats happened since - BBC News.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Care in the UK The costs you face - BBC News.txt: Label: HEALTH => Result: POLITICS
Document POLITICS/NHS lags behind other health systems - BBC News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/Man arrested in connection with San Francisco killing had been deported several times officials say Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/US moving F-16s to Turkey Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/X Japan to play concert premiere film in London.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Wife of retired Supreme Court Justice Stevens dies Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Exam focus damaging pupils mental health says NUT - BBC News.txt: Label: POLITICS => Result: HEALTH
Document SPORT/BBC Sport - World Anti-Doping Agency to investigate athletics doping claims.txt: Label: SPORT => Result: POLITICS
Precision:
{'HEALTH': 0.9811320754716981,
'POLITICS': 0.9545454545454546,
'SPORT': 0.9504132231404959}
Recall
{'HEALTH': 0.9541284403669725,
'POLITICS': 0.9333333333333333,
'SPORT': 0.9913793103448276}
F Measure
{'HEALTH': 0.9674418604651162,
'POLITICS': 0.9438202247191011,
'SPORT': 0.970464135021097}
Training test_bool ...
Done
Accurancy 0.9650793650793651
Done
-----------------LogisticRegressiontest_lower-----------------
| P |
| O |
| H L |
| E I S |
| A T P |
| L I O |
| T C R |
| H S T |
---------+-------------+
HEALTH |<104> 2 3 |
POLITICS | 2 <85> 3 |
SPORT | . 1<115>|
---------+-------------+
(row = reference; col = test)
Accurancy: 0.9650793650793651
Document HEALTH/U.N. calls on Israel Palestinians to prosecute Gaza war crimes.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Cycling-Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Ice bucket challenge Whats happened since - BBC News.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Care in the UK The costs you face - BBC News.txt: Label: HEALTH => Result: SPORT
Document POLITICS/NHS lags behind other health systems - BBC News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/Man arrested in connection with San Francisco killing had been deported several times officials say Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/X Japan to play concert premiere film in London.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Wife of retired Supreme Court Justice Stevens dies Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Exam focus damaging pupils mental health says NUT - BBC News.txt: Label: POLITICS => Result: HEALTH
Document SPORT/BBC Sport - World Anti-Doping Agency to investigate athletics doping claims.txt: Label: SPORT => Result: POLITICS
Precision:
{'HEALTH': 0.9811320754716981,
'POLITICS': 0.9659090909090909,
'SPORT': 0.9504132231404959}
Recall
{'HEALTH': 0.9541284403669725,
'POLITICS': 0.9444444444444444,
'SPORT': 0.9913793103448276}
F Measure
{'HEALTH': 0.9674418604651162,
'POLITICS': 0.955056179775281,
'SPORT': 0.970464135021097}
Training test_bool ...
Done
Accurancy 0.9587301587301588
Done
-----------------LogisticRegressiontest_alpha-----------------
| P |
| O |
| H L |
| E I S |
| A T P |
| L I O |
| T C R |
| H S T |
---------+-------------+
HEALTH |<103> 3 3 |
POLITICS | 3 <84> 3 |
SPORT | . 1<115>|
---------+-------------+
(row = reference; col = test)
Accurancy: 0.9587301587301588
Document HEALTH/U.N. calls on Israel Palestinians to prosecute Gaza war crimes.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Cycling-Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Ice bucket challenge Whats happened since - BBC News.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Care in the UK The costs you face - BBC News.txt: Label: HEALTH => Result: SPORT
Document HEALTH/U.S. Congress inquiry into Planned Parenthood widens.txt: Label: HEALTH => Result: POLITICS
Document POLITICS/NHS lags behind other health systems - BBC News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/Man arrested in connection with San Francisco killing had been deported several times officials say Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/US moving F-16s to Turkey Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/X Japan to play concert premiere film in London.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Wife of retired Supreme Court Justice Stevens dies Fox News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/Exam focus damaging pupils mental health says NUT - BBC News.txt: Label: POLITICS => Result: HEALTH
Document SPORT/BBC Sport - World Anti-Doping Agency to investigate athletics doping claims.txt: Label: SPORT => Result: POLITICS
Precision:
{'HEALTH': 0.9716981132075472,
'POLITICS': 0.9545454545454546,
'SPORT': 0.9504132231404959}
Recall
{'HEALTH': 0.944954128440367,
'POLITICS': 0.9333333333333333,
'SPORT': 0.9913793103448276}
F Measure
{'HEALTH': 0.958139534883721,
'POLITICS': 0.9438202247191011,
'SPORT': 0.970464135021097}
Training test_bool ...
Done
Accurancy 0.9714285714285714
Done
-----------------LogisticRegressiontest_stopwords-----------------
| P |
| O |
| H L |
| E I S |
| A T P |
| L I O |
| T C R |
| H S T |
---------+-------------+
HEALTH |<105> 2 2 |
POLITICS | 2 <85> 3 |
SPORT | . .<116>|
---------+-------------+
(row = reference; col = test)
Accurancy: 0.9714285714285714
Document HEALTH/U.N. calls on Israel Palestinians to prosecute Gaza war crimes.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Cycling-Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/U.S. Congress inquiry into Planned Parenthood widens.txt: Label: HEALTH => Result: POLITICS
Document POLITICS/NHS lags behind other health systems - BBC News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/US moving F-16s to Turkey Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/X Japan to play concert premiere film in London.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Wife of retired Supreme Court Justice Stevens dies Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Exam focus damaging pupils mental health says NUT - BBC News.txt: Label: POLITICS => Result: HEALTH
Precision:
{'HEALTH': 0.9813084112149533,
'POLITICS': 0.9770114942528736,
'SPORT': 0.9586776859504132}
Recall
{'HEALTH': 0.963302752293578,
'POLITICS': 0.9444444444444444,
'SPORT': 1.0}
F Measure
{'HEALTH': 0.9722222222222223,
'POLITICS': 0.9604519774011301,
'SPORT': 0.9789029535864979}
Training test_bool ...
Done
Accurancy 0.9682539682539683
Done
-----------------LogisticRegressiontest_tv_set-----------------
| P |
| O |
| H L |
| E I S |
| A T P |
| L I O |
| T C R |
| H S T |
---------+-------------+
HEALTH |<104> 2 3 |
POLITICS | 2 <85> 3 |
SPORT | . .<116>|
---------+-------------+
(row = reference; col = test)
Accurancy: 0.9682539682539683
Document HEALTH/U.N. calls on Israel Palestinians to prosecute Gaza war crimes.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Cycling-Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Care in the UK The costs you face - BBC News.txt: Label: HEALTH => Result: SPORT
Document HEALTH/U.S. Congress inquiry into Planned Parenthood widens.txt: Label: HEALTH => Result: POLITICS
Document POLITICS/NHS lags behind other health systems - BBC News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/US moving F-16s to Turkey Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/X Japan to play concert premiere film in London.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Wife of retired Supreme Court Justice Stevens dies Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Exam focus damaging pupils mental health says NUT - BBC News.txt: Label: POLITICS => Result: HEALTH
Precision:
{'HEALTH': 0.9811320754716981,
'POLITICS': 0.9770114942528736,
'SPORT': 0.9508196721311475}
Recall
{'HEALTH': 0.9541284403669725,
'POLITICS': 0.9444444444444444,
'SPORT': 1.0}
F Measure
{'HEALTH': 0.9674418604651162,
'POLITICS': 0.9604519774011301,
'SPORT': 0.9747899159663864}
Training test_bool ...
Done
Accurancy 0.9682539682539683
Done
-----------------LogisticRegressiontest_pos-----------------
| P |
| O |
| H L |
| E I S |
| A T P |
| L I O |
| T C R |
| H S T |
---------+-------------+
HEALTH |<104> 2 3 |
POLITICS | 3 <85> 2 |
SPORT | . .<116>|
---------+-------------+
(row = reference; col = test)
Accurancy: 0.9682539682539683
Document HEALTH/U.N. calls on Israel Palestinians to prosecute Gaza war crimes.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Cycling-Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Care in the UK The costs you face - BBC News.txt: Label: HEALTH => Result: SPORT
Document HEALTH/U.S. Congress inquiry into Planned Parenthood widens.txt: Label: HEALTH => Result: POLITICS
Document POLITICS/NHS lags behind other health systems - BBC News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/US moving F-16s to Turkey Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/X Japan to play concert premiere film in London.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Wife of retired Supreme Court Justice Stevens dies Fox News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/Exam focus damaging pupils mental health says NUT - BBC News.txt: Label: POLITICS => Result: HEALTH
Precision:
{'HEALTH': 0.9719626168224299,
'POLITICS': 0.9770114942528736,
'SPORT': 0.9586776859504132}
Recall
{'HEALTH': 0.9541284403669725,
'POLITICS': 0.9444444444444444,
'SPORT': 1.0}
F Measure
{'HEALTH': 0.9629629629629631,
'POLITICS': 0.9604519774011301,
'SPORT': 0.9789029535864979}
Training test_bool ...
Done
Accurancy 0.9650793650793651
Done
-----------------LogisticRegressiontest_stem-----------------
| P |
| O |
| H L |
| E I S |
| A T P |
| L I O |
| T C R |
| H S T |
---------+-------------+
HEALTH |<103> 3 3 |
POLITICS | 3 <85> 2 |
SPORT | . .<116>|
---------+-------------+
(row = reference; col = test)
Accurancy: 0.9650793650793651
Document HEALTH/U.N. calls on Israel Palestinians to prosecute Gaza war crimes.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Cycling-Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Care in the UK The costs you face - BBC News.txt: Label: HEALTH => Result: SPORT
Document HEALTH/U.S. Congress inquiry into Planned Parenthood widens.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Warning that adult social care under stress and strain - BBC News.txt: Label: HEALTH => Result: POLITICS
Document POLITICS/NHS lags behind other health systems - BBC News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/US moving F-16s to Turkey Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/X Japan to play concert premiere film in London.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Wife of retired Supreme Court Justice Stevens dies Fox News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/Exam focus damaging pupils mental health says NUT - BBC News.txt: Label: POLITICS => Result: HEALTH
Precision:
{'HEALTH': 0.9716981132075472,
'POLITICS': 0.9659090909090909,
'SPORT': 0.9586776859504132}
Recall
{'HEALTH': 0.944954128440367,
'POLITICS': 0.9444444444444444,
'SPORT': 1.0}
F Measure
{'HEALTH': 0.958139534883721,
'POLITICS': 0.955056179775281,
'SPORT': 0.9789029535864979}
Training test_bool ...
Done
Accurancy 0.9682539682539683
Done
-----------------LogisticRegressionbinary_bag_of_words-----------------
| P |
| O |
| H L |
| E I S |
| A T P |
| L I O |
| T C R |
| H S T |
---------+-------------+
HEALTH |<104> 2 3 |
POLITICS | 3 <85> 2 |
SPORT | . .<116>|
---------+-------------+
(row = reference; col = test)
Accurancy: 0.9682539682539683
Document HEALTH/U.N. calls on Israel Palestinians to prosecute Gaza war crimes.txt: Label: HEALTH => Result: POLITICS
Document HEALTH/Cycling-Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Pedal power rules the roads in Utrecht.txt: Label: HEALTH => Result: SPORT
Document HEALTH/Care in the UK The costs you face - BBC News.txt: Label: HEALTH => Result: SPORT
Document HEALTH/U.S. Congress inquiry into Planned Parenthood widens.txt: Label: HEALTH => Result: POLITICS
Document POLITICS/NHS lags behind other health systems - BBC News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/US moving F-16s to Turkey Fox News.txt: Label: POLITICS => Result: SPORT
Document POLITICS/X Japan to play concert premiere film in London.txt: Label: POLITICS => Result: SPORT
Document POLITICS/Wife of retired Supreme Court Justice Stevens dies Fox News.txt: Label: POLITICS => Result: HEALTH
Document POLITICS/Exam focus damaging pupils mental health says NUT - BBC News.txt: Label: POLITICS => Result: HEALTH
Precision:
{'HEALTH': 0.9719626168224299,
'POLITICS': 0.9770114942528736,
'SPORT': 0.9586776859504132}
Recall
{'HEALTH': 0.9541284403669725,
'POLITICS': 0.9444444444444444,
'SPORT': 1.0}
F Measure
{'HEALTH': 0.9629629629629631,
'POLITICS': 0.9604519774011301,
'SPORT': 0.9789029535864979}