Sentiment analysis of positive and negative IMDB reviews¶
Predict positive and negative sentiment on the IMDB database [1] using Calf. This example shows that Calf can efficiently fit and predict using a sparse feature matrix produced by TfidfVectorizer. Notably, calfcv successfully handled IMDB sentiment classification using a 50,000 x 101,895 feature matrix with multiprocessing and stable memory use. Auc of 0.93 was achieved for predicting sentiment of the positive and negative classes, demonstrating its performance. We start with a small
example.
[1]:
# Author: Rolf Carlson, Carlson Research LLC, <hrolfrc@gmail.com>
# License: BSD 3 clause
Get the data¶
[2]:
from sklearn.datasets import load_files
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.linear_model import LogisticRegression
from sklearn.model_selection import train_test_split
from sklearn.metrics import roc_auc_score
from collections import Counter
import numpy as np
from calfcv import Calf
Read the sentiment
We downloaded the sentiment dataset from https://ai.stanford.edu/~amaas/data/sentiment/ and installed it in the /srv/imdb/ directory. You will need to download the dataset and make it available to run this notebook. Change the path in the following cell to point to your copy of the data.
[3]:
im_train = load_files('/srv/imdb/train/', shuffle=False)
im_test = load_files('/srv/imdb/test/', shuffle=False)
Create the train and test datasets
[4]:
corpus = im_train.data + im_test.data
y_all = list(im_train.target) + list(im_test.target)
[5]:
# count the classes
Counter(y_all)
[5]:
Counter({0: 25000, 1: 25000, 2: 50000})
Class 2 is neutral sentiment. We want only positive and negative sentiment.
[6]:
index = [i for i in range(len(y_all)) if y_all[i] in [0, 1]]
y = np.array(y_all)[index]
X_uv = np.array(corpus)[index]
There are 25000 records in each positive and negative class
[7]:
Counter(y)
[7]:
Counter({0: 25000, 1: 25000})
[8]:
X = TfidfVectorizer().fit_transform(X_uv)
Predict sentiment on a small dataset¶
For this small example, we select 400 movie reviews out of 25000. Even with the limited number of samples, the bag of word model expands the number of feature columns to 9576. Calf learns the training sets. As expected, Calf needs more examples to show skill predicting unseen reviews.
[9]:
X_train, X_test, y_train, y_test = train_test_split(
X, y,
train_size=200,
test_size=200,
stratify=y,
random_state=42
)
[10]:
Counter(y_train)
[10]:
Counter({0: 100, 1: 100})
Predict the corpus subset. The prediction of this small corpus should have an AUC near 1.
With only 200 samples, Calf demonstrates poor skill at predicting sentiment in the training data after having learned the limited corpus. There needs to be more training data.
[11]:
clf = Calf(order_col=True).fit(X_train, y_train)
y_pred = clf.predict(X_train)
roc_auc_score(y_train, y_pred)
[11]:
0.87
Calf demonstrates skill at learning the testing data.
[12]:
clf = Calf(order_col=True).fit(X_test, y_test)
y_pred = clf.predict(X_test)
roc_auc_score(y_test, y_pred)
[12]:
0.9
Predict unseen sentiment¶
Calf does not have enough training data to show skill predicting the unseen testing set
[13]:
clf = Calf(order_col=True).fit(X_train, y_train)
y_pred = clf.predict(X_test)
roc_auc_score(y_test, y_pred)
[13]:
0.6799999999999999
Predict the probability of the sentiment class requires additional training
[14]:
y_pred = clf.predict_proba(X_test)[:, 1]
roc_auc_score(y_test, y_pred)
[14]:
0.7424
Predict positive and negative sentiment¶
[15]:
X_train, X_test, y_train, y_test = train_test_split(
X, y,
train_size=.8,
test_size=.2,
stratify=y,
random_state=42
)
[16]:
Counter(y_train)
[16]:
Counter({1: 20000, 0: 20000})
[17]:
Counter(y_test)
[17]:
Counter({0: 5000, 1: 5000})
Fit Calf
[18]:
clf_calf = Calf(order_col=True, verbose=True).fit(X_train, y_train)
fitting 101895 features.
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Count 1830 of 101895 fit feature 75226 feature auc: 0.9286 > max auc: 0.9285 weight: 1 selected features: 1016 auc tol: 1e-06
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Count 1913 of 101895 fit feature 21260 feature auc: 0.9294 > max auc: 0.9294 weight: 1 selected features: 1062 auc tol: 1e-06
Count 1916 of 101895 fit feature 26022 feature auc: 0.9294 > max auc: 0.9294 weight: 1 selected features: 1063 auc tol: 1e-06
Count 1918 of 101895 fit feature 98019 feature auc: 0.9295 > max auc: 0.9294 weight: 1 selected features: 1064 auc tol: 1e-06
Count 1919 of 101895 fit feature 18710 feature auc: 0.9295 > max auc: 0.9295 weight: 1 selected features: 1065 auc tol: 1e-06
Count 1920 of 101895 fit feature 44330 feature auc: 0.9295 > max auc: 0.9295 weight: -1 selected features: 1066 auc tol: 1e-06
Count 1925 of 101895 fit feature 75511 feature auc: 0.9295 > max auc: 0.9295 weight: -1 selected features: 1067 auc tol: 1e-06
Count 1926 of 101895 fit feature 13499 feature auc: 0.9295 > max auc: 0.9295 weight: -1 selected features: 1068 auc tol: 1e-06
Count 1929 of 101895 fit feature 25661 feature auc: 0.9295 > max auc: 0.9295 weight: -1 selected features: 1069 auc tol: 1e-06
Count 1930 of 101895 fit feature 75014 feature auc: 0.9295 > max auc: 0.9295 weight: -1 selected features: 1070 auc tol: 1e-06
Count 1931 of 101895 fit feature 94801 feature auc: 0.9295 > max auc: 0.9295 weight: -1 selected features: 1071 auc tol: 1e-06
Count 1932 of 101895 fit feature 27245 feature auc: 0.9296 > max auc: 0.9295 weight: -1 selected features: 1072 auc tol: 1e-06
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Count 1934 of 101895 fit feature 53939 feature auc: 0.9296 > max auc: 0.9296 weight: 1 selected features: 1074 auc tol: 1e-06
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Count 1936 of 101895 fit feature 69052 feature auc: 0.9296 > max auc: 0.9296 weight: 1 selected features: 1076 auc tol: 1e-06
Count 1938 of 101895 fit feature 20039 feature auc: 0.9296 > max auc: 0.9296 weight: 1 selected features: 1077 auc tol: 1e-06
Count 1939 of 101895 fit feature 88107 feature auc: 0.9296 > max auc: 0.9296 weight: -1 selected features: 1078 auc tol: 1e-06
Count 1940 of 101895 fit feature 86789 feature auc: 0.9297 > max auc: 0.9296 weight: 1 selected features: 1079 auc tol: 1e-06
Count 1941 of 101895 fit feature 36716 feature auc: 0.9297 > max auc: 0.9297 weight: -1 selected features: 1080 auc tol: 1e-06
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Count 1944 of 101895 fit feature 68646 feature auc: 0.9297 > max auc: 0.9297 weight: 1 selected features: 1082 auc tol: 1e-06
Count 1959 of 101895 fit feature 98396 feature auc: 0.9297 > max auc: 0.9297 weight: -1 selected features: 1083 auc tol: 1e-06
Count 1961 of 101895 fit feature 46470 feature auc: 0.9297 > max auc: 0.9297 weight: 1 selected features: 1084 auc tol: 1e-06
Count 1963 of 101895 fit feature 63041 feature auc: 0.9298 > max auc: 0.9297 weight: 1 selected features: 1085 auc tol: 1e-06
Count 1965 of 101895 fit feature 2199 feature auc: 0.9298 > max auc: 0.9298 weight: 1 selected features: 1086 auc tol: 1e-06
Count 1978 of 101895 fit feature 79320 feature auc: 0.9298 > max auc: 0.9298 weight: -1 selected features: 1087 auc tol: 1e-06
Count 1979 of 101895 fit feature 80151 feature auc: 0.9298 > max auc: 0.9298 weight: -1 selected features: 1088 auc tol: 1e-06
Count 1982 of 101895 fit feature 70563 feature auc: 0.9298 > max auc: 0.9298 weight: 1 selected features: 1089 auc tol: 1e-06
Count 1983 of 101895 fit feature 80034 feature auc: 0.9298 > max auc: 0.9298 weight: -1 selected features: 1090 auc tol: 1e-06
Count 1984 of 101895 fit feature 90609 feature auc: 0.9299 > max auc: 0.9298 weight: 1 selected features: 1091 auc tol: 1e-06
Count 1986 of 101895 fit feature 60760 feature auc: 0.9299 > max auc: 0.9299 weight: -1 selected features: 1092 auc tol: 1e-06
Count 1989 of 101895 fit feature 27709 feature auc: 0.9299 > max auc: 0.9299 weight: -1 selected features: 1093 auc tol: 1e-06
Count 1990 of 101895 fit feature 57745 feature auc: 0.9299 > max auc: 0.9299 weight: 1 selected features: 1094 auc tol: 1e-06
Count 1992 of 101895 fit feature 62845 feature auc: 0.9299 > max auc: 0.9299 weight: -1 selected features: 1095 auc tol: 1e-06
Count 1994 of 101895 fit feature 44054 feature auc: 0.9299 > max auc: 0.9299 weight: 1 selected features: 1096 auc tol: 1e-06
Count 1995 of 101895 fit feature 81792 feature auc: 0.93 > max auc: 0.9299 weight: 1 selected features: 1097 auc tol: 1e-06
Count 1996 of 101895 fit feature 24146 feature auc: 0.93 > max auc: 0.93 weight: 1 selected features: 1098 auc tol: 1e-06
Count 1998 of 101895 fit feature 48294 feature auc: 0.93 > max auc: 0.93 weight: 1 selected features: 1099 auc tol: 1e-06
Count 1999 of 101895 fit feature 52645 feature auc: 0.93 > max auc: 0.93 weight: -1 selected features: 1100 auc tol: 1e-06
Count 2000 of 101895 max auc: 0.93 number of contributing features 1100
Count 2001 of 101895 fit feature 20206 feature auc: 0.93 > max auc: 0.93 weight: 1 selected features: 1101 auc tol: 1e-06
Count 2004 of 101895 fit feature 65550 feature auc: 0.93 > max auc: 0.93 weight: -1 selected features: 1102 auc tol: 1e-06
Count 2005 of 101895 fit feature 70400 feature auc: 0.9301 > max auc: 0.93 weight: -1 selected features: 1103 auc tol: 1e-06
Count 2006 of 101895 fit feature 31368 feature auc: 0.9301 > max auc: 0.9301 weight: -1 selected features: 1104 auc tol: 1e-06
Count 2007 of 101895 fit feature 30251 feature auc: 0.9301 > max auc: 0.9301 weight: 1 selected features: 1105 auc tol: 1e-06
Count 2008 of 101895 fit feature 49649 feature auc: 0.9301 > max auc: 0.9301 weight: -1 selected features: 1106 auc tol: 1e-06
Count 2009 of 101895 fit feature 76870 feature auc: 0.9301 > max auc: 0.9301 weight: -1 selected features: 1107 auc tol: 1e-06
Count 2010 of 101895 fit feature 62888 feature auc: 0.9301 > max auc: 0.9301 weight: -1 selected features: 1108 auc tol: 1e-06
Count 2012 of 101895 fit feature 44772 feature auc: 0.9302 > max auc: 0.9301 weight: -1 selected features: 1109 auc tol: 1e-06
Count 2013 of 101895 fit feature 31834 feature auc: 0.9302 > max auc: 0.9302 weight: 1 selected features: 1110 auc tol: 1e-06
Count 2014 of 101895 fit feature 99775 feature auc: 0.9302 > max auc: 0.9302 weight: 1 selected features: 1111 auc tol: 1e-06
Count 2030 of 101895 fit feature 75466 feature auc: 0.9302 > max auc: 0.9302 weight: -1 selected features: 1112 auc tol: 1e-06
Count 2031 of 101895 fit feature 19787 feature auc: 0.9302 > max auc: 0.9302 weight: 1 selected features: 1113 auc tol: 1e-06
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Count 2033 of 101895 fit feature 72941 feature auc: 0.9302 > max auc: 0.9302 weight: -1 selected features: 1115 auc tol: 1e-06
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Count 3465 of 101895 fit feature 67192 feature auc: 0.9411 > max auc: 0.9411 weight: 1 selected features: 1910 auc tol: 1e-06
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Count 3470 of 101895 fit feature 52715 feature auc: 0.9412 > max auc: 0.9412 weight: 1 selected features: 1914 auc tol: 1e-06
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Count 3495 of 101895 fit feature 61577 feature auc: 0.9413 > max auc: 0.9413 weight: -1 selected features: 1925 auc tol: 1e-06
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Count 3498 of 101895 fit feature 49164 feature auc: 0.9413 > max auc: 0.9413 weight: 1 selected features: 1927 auc tol: 1e-06
Count 3500 of 101895 fit feature 55967 feature auc: 0.9413 > max auc: 0.9413 weight: -1 selected features: 1928 auc tol: 1e-06
Count 3505 of 101895 fit feature 34930 feature auc: 0.9413 > max auc: 0.9413 weight: -1 selected features: 1929 auc tol: 1e-06
Count 3506 of 101895 fit feature 39362 feature auc: 0.9413 > max auc: 0.9413 weight: 1 selected features: 1930 auc tol: 1e-06
Count 3507 of 101895 fit feature 75180 feature auc: 0.9414 > max auc: 0.9413 weight: 1 selected features: 1931 auc tol: 1e-06
Count 3508 of 101895 fit feature 85558 feature auc: 0.9414 > max auc: 0.9414 weight: -1 selected features: 1932 auc tol: 1e-06
Count 3512 of 101895 fit feature 84065 feature auc: 0.9414 > max auc: 0.9414 weight: 1 selected features: 1933 auc tol: 1e-06
Count 3514 of 101895 fit feature 32666 feature auc: 0.9414 > max auc: 0.9414 weight: -1 selected features: 1934 auc tol: 1e-06
Count 3515 of 101895 fit feature 5349 feature auc: 0.9414 > max auc: 0.9414 weight: -1 selected features: 1935 auc tol: 1e-06
Count 3518 of 101895 fit feature 17632 feature auc: 0.9414 > max auc: 0.9414 weight: -1 selected features: 1936 auc tol: 1e-06
Count 3519 of 101895 fit feature 42189 feature auc: 0.9414 > max auc: 0.9414 weight: -1 selected features: 1937 auc tol: 1e-06
Count 3520 of 101895 fit feature 32026 feature auc: 0.9415 > max auc: 0.9414 weight: -1 selected features: 1938 auc tol: 1e-06
Count 3522 of 101895 fit feature 41221 feature auc: 0.9415 > max auc: 0.9415 weight: 1 selected features: 1939 auc tol: 1e-06
Count 3525 of 101895 fit feature 89097 feature auc: 0.9415 > max auc: 0.9415 weight: -1 selected features: 1940 auc tol: 1e-06
Count 3526 of 101895 fit feature 74977 feature auc: 0.9415 > max auc: 0.9415 weight: -1 selected features: 1941 auc tol: 1e-06
Count 3530 of 101895 fit feature 54336 feature auc: 0.9415 > max auc: 0.9415 weight: -1 selected features: 1942 auc tol: 1e-06
Count 3532 of 101895 fit feature 46390 feature auc: 0.9415 > max auc: 0.9415 weight: 1 selected features: 1943 auc tol: 1e-06
Count 3533 of 101895 fit feature 28174 feature auc: 0.9415 > max auc: 0.9415 weight: -1 selected features: 1944 auc tol: 1e-06
Count 3535 of 101895 fit feature 27037 feature auc: 0.9415 > max auc: 0.9415 weight: -1 selected features: 1945 auc tol: 1e-06
Count 3538 of 101895 fit feature 85467 feature auc: 0.9415 > max auc: 0.9415 weight: -1 selected features: 1946 auc tol: 1e-06
Count 3540 of 101895 fit feature 46039 feature auc: 0.9415 > max auc: 0.9415 weight: -1 selected features: 1947 auc tol: 1e-06
Count 3542 of 101895 fit feature 30891 feature auc: 0.9415 > max auc: 0.9415 weight: -1 selected features: 1948 auc tol: 1e-06
Count 3545 of 101895 fit feature 96020 feature auc: 0.9416 > max auc: 0.9415 weight: -1 selected features: 1949 auc tol: 1e-06
Count 3546 of 101895 fit feature 21660 feature auc: 0.9416 > max auc: 0.9416 weight: -1 selected features: 1950 auc tol: 1e-06
Count 3547 of 101895 fit feature 91724 feature auc: 0.9416 > max auc: 0.9416 weight: -1 selected features: 1951 auc tol: 1e-06
Count 3548 of 101895 fit feature 57559 feature auc: 0.9416 > max auc: 0.9416 weight: -1 selected features: 1952 auc tol: 1e-06
Count 3549 of 101895 fit feature 93949 feature auc: 0.9416 > max auc: 0.9416 weight: -1 selected features: 1953 auc tol: 1e-06
Count 3550 of 101895 fit feature 97083 feature auc: 0.9416 > max auc: 0.9416 weight: -1 selected features: 1954 auc tol: 1e-06
Count 3554 of 101895 fit feature 88205 feature auc: 0.9416 > max auc: 0.9416 weight: 1 selected features: 1955 auc tol: 1e-06
Count 3555 of 101895 fit feature 90705 feature auc: 0.9416 > max auc: 0.9416 weight: 1 selected features: 1956 auc tol: 1e-06
Count 3557 of 101895 fit feature 92426 feature auc: 0.9416 > max auc: 0.9416 weight: 1 selected features: 1957 auc tol: 1e-06
Count 3558 of 101895 fit feature 38636 feature auc: 0.9417 > max auc: 0.9416 weight: 1 selected features: 1958 auc tol: 1e-06
Count 3559 of 101895 fit feature 61750 feature auc: 0.9417 > max auc: 0.9417 weight: 1 selected features: 1959 auc tol: 1e-06
Count 3560 of 101895 fit feature 30666 feature auc: 0.9417 > max auc: 0.9417 weight: 1 selected features: 1960 auc tol: 1e-06
Count 3561 of 101895 fit feature 49918 feature auc: 0.9417 > max auc: 0.9417 weight: 1 selected features: 1961 auc tol: 1e-06
Count 3563 of 101895 fit feature 45829 feature auc: 0.9417 > max auc: 0.9417 weight: -1 selected features: 1962 auc tol: 1e-06
Count 3564 of 101895 fit feature 2717 feature auc: 0.9417 > max auc: 0.9417 weight: -1 selected features: 1963 auc tol: 1e-06
Count 3565 of 101895 fit feature 26151 feature auc: 0.9417 > max auc: 0.9417 weight: 1 selected features: 1964 auc tol: 1e-06
Count 3566 of 101895 fit feature 59137 feature auc: 0.9418 > max auc: 0.9417 weight: -1 selected features: 1965 auc tol: 1e-06
Count 3567 of 101895 fit feature 93244 feature auc: 0.9418 > max auc: 0.9418 weight: -1 selected features: 1966 auc tol: 1e-06
Count 3568 of 101895 fit feature 2161 feature auc: 0.9418 > max auc: 0.9418 weight: 1 selected features: 1967 auc tol: 1e-06
Count 3569 of 101895 fit feature 101530 feature auc: 0.9418 > max auc: 0.9418 weight: -1 selected features: 1968 auc tol: 1e-06
Count 3570 of 101895 fit feature 28039 feature auc: 0.9418 > max auc: 0.9418 weight: 1 selected features: 1969 auc tol: 1e-06
Count 3571 of 101895 fit feature 19013 feature auc: 0.9418 > max auc: 0.9418 weight: 1 selected features: 1970 auc tol: 1e-06
Count 3573 of 101895 fit feature 85201 feature auc: 0.9418 > max auc: 0.9418 weight: -1 selected features: 1971 auc tol: 1e-06
Count 3575 of 101895 fit feature 80037 feature auc: 0.9418 > max auc: 0.9418 weight: 1 selected features: 1972 auc tol: 1e-06
Count 3576 of 101895 fit feature 31365 feature auc: 0.9418 > max auc: 0.9418 weight: 1 selected features: 1973 auc tol: 1e-06
Count 3578 of 101895 fit feature 65583 feature auc: 0.9418 > max auc: 0.9418 weight: -1 selected features: 1974 auc tol: 1e-06
Count 3579 of 101895 fit feature 32185 feature auc: 0.9418 > max auc: 0.9418 weight: 1 selected features: 1975 auc tol: 1e-06
Count 3580 of 101895 fit feature 24374 feature auc: 0.9418 > max auc: 0.9418 weight: 1 selected features: 1976 auc tol: 1e-06
Count 3581 of 101895 fit feature 79784 feature auc: 0.9419 > max auc: 0.9418 weight: -1 selected features: 1977 auc tol: 1e-06
Count 3582 of 101895 fit feature 30929 feature auc: 0.9419 > max auc: 0.9419 weight: 1 selected features: 1978 auc tol: 1e-06
Count 3583 of 101895 fit feature 73067 feature auc: 0.9419 > max auc: 0.9419 weight: 1 selected features: 1979 auc tol: 1e-06
Count 3584 of 101895 fit feature 65578 feature auc: 0.9419 > max auc: 0.9419 weight: -1 selected features: 1980 auc tol: 1e-06
Count 3585 of 101895 fit feature 45280 feature auc: 0.9419 > max auc: 0.9419 weight: -1 selected features: 1981 auc tol: 1e-06
Count 3586 of 101895 fit feature 71524 feature auc: 0.9419 > max auc: 0.9419 weight: -1 selected features: 1982 auc tol: 1e-06
Count 3587 of 101895 fit feature 3159 feature auc: 0.9419 > max auc: 0.9419 weight: -1 selected features: 1983 auc tol: 1e-06
Count 3588 of 101895 fit feature 14270 feature auc: 0.9419 > max auc: 0.9419 weight: -1 selected features: 1984 auc tol: 1e-06
Count 3590 of 101895 fit feature 86754 feature auc: 0.9419 > max auc: 0.9419 weight: -1 selected features: 1985 auc tol: 1e-06
Count 3591 of 101895 fit feature 28036 feature auc: 0.942 > max auc: 0.9419 weight: 1 selected features: 1986 auc tol: 1e-06
Count 3592 of 101895 fit feature 92545 feature auc: 0.942 > max auc: 0.942 weight: 1 selected features: 1987 auc tol: 1e-06
Count 3593 of 101895 fit feature 81052 feature auc: 0.942 > max auc: 0.942 weight: 1 selected features: 1988 auc tol: 1e-06
Count 3595 of 101895 fit feature 40316 feature auc: 0.942 > max auc: 0.942 weight: -1 selected features: 1989 auc tol: 1e-06
Count 3596 of 101895 fit feature 95043 feature auc: 0.942 > max auc: 0.942 weight: -1 selected features: 1990 auc tol: 1e-06
Count 3597 of 101895 fit feature 48139 feature auc: 0.942 > max auc: 0.942 weight: 1 selected features: 1991 auc tol: 1e-06
Count 3598 of 101895 fit feature 14133 feature auc: 0.942 > max auc: 0.942 weight: 1 selected features: 1992 auc tol: 1e-06
Count 3599 of 101895 fit feature 91645 feature auc: 0.942 > max auc: 0.942 weight: 1 selected features: 1993 auc tol: 1e-06
Count 3600 of 101895 max auc: 0.942 number of contributing features 1993
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Count 3603 of 101895 fit feature 65712 feature auc: 0.942 > max auc: 0.942 weight: 1 selected features: 1996 auc tol: 1e-06
Count 3604 of 101895 fit feature 18999 feature auc: 0.942 > max auc: 0.942 weight: 1 selected features: 1997 auc tol: 1e-06
Count 3607 of 101895 fit feature 56009 feature auc: 0.942 > max auc: 0.942 weight: -1 selected features: 1998 auc tol: 1e-06
Count 3608 of 101895 fit feature 86326 feature auc: 0.942 > max auc: 0.942 weight: 1 selected features: 1999 auc tol: 1e-06
Count 3610 of 101895 fit feature 59819 feature auc: 0.942 > max auc: 0.942 weight: 1 selected features: 2000 auc tol: 1e-06
Count 3611 of 101895 fit feature 57827 feature auc: 0.9421 > max auc: 0.942 weight: 1 selected features: 2001 auc tol: 1e-06
Count 3615 of 101895 fit feature 61916 feature auc: 0.9421 > max auc: 0.9421 weight: 1 selected features: 2002 auc tol: 1e-06
Count 3616 of 101895 fit feature 31447 feature auc: 0.9421 > max auc: 0.9421 weight: -1 selected features: 2003 auc tol: 1e-06
Count 3617 of 101895 fit feature 2467 feature auc: 0.9421 > max auc: 0.9421 weight: 1 selected features: 2004 auc tol: 1e-06
Count 3621 of 101895 fit feature 87248 feature auc: 0.9421 > max auc: 0.9421 weight: 1 selected features: 2005 auc tol: 1e-06
Count 3622 of 101895 fit feature 49134 feature auc: 0.9421 > max auc: 0.9421 weight: -1 selected features: 2006 auc tol: 1e-06
Count 3623 of 101895 fit feature 29268 feature auc: 0.9421 > max auc: 0.9421 weight: 1 selected features: 2007 auc tol: 1e-06
Count 3625 of 101895 fit feature 26197 feature auc: 0.9421 > max auc: 0.9421 weight: -1 selected features: 2008 auc tol: 1e-06
Count 3629 of 101895 fit feature 80283 feature auc: 0.9421 > max auc: 0.9421 weight: -1 selected features: 2009 auc tol: 1e-06
Count 3630 of 101895 fit feature 87380 feature auc: 0.9421 > max auc: 0.9421 weight: 1 selected features: 2010 auc tol: 1e-06
Count 3644 of 101895 fit feature 76692 feature auc: 0.9421 > max auc: 0.9421 weight: -1 selected features: 2011 auc tol: 1e-06
Count 3645 of 101895 fit feature 74775 feature auc: 0.9421 > max auc: 0.9421 weight: -1 selected features: 2012 auc tol: 1e-06
Count 3647 of 101895 fit feature 43685 feature auc: 0.9422 > max auc: 0.9421 weight: -1 selected features: 2013 auc tol: 1e-06
Count 3648 of 101895 fit feature 85914 feature auc: 0.9422 > max auc: 0.9422 weight: -1 selected features: 2014 auc tol: 1e-06
Count 3649 of 101895 fit feature 8024 feature auc: 0.9422 > max auc: 0.9422 weight: 1 selected features: 2015 auc tol: 1e-06
Count 3650 of 101895 fit feature 73142 feature auc: 0.9422 > max auc: 0.9422 weight: -1 selected features: 2016 auc tol: 1e-06
Count 3651 of 101895 fit feature 64431 feature auc: 0.9422 > max auc: 0.9422 weight: -1 selected features: 2017 auc tol: 1e-06
Count 3652 of 101895 fit feature 81446 feature auc: 0.9422 > max auc: 0.9422 weight: 1 selected features: 2018 auc tol: 1e-06
Count 3653 of 101895 fit feature 97906 feature auc: 0.9422 > max auc: 0.9422 weight: 1 selected features: 2019 auc tol: 1e-06
Count 3654 of 101895 fit feature 61557 feature auc: 0.9422 > max auc: 0.9422 weight: 1 selected features: 2020 auc tol: 1e-06
Count 3655 of 101895 fit feature 76951 feature auc: 0.9423 > max auc: 0.9422 weight: -1 selected features: 2021 auc tol: 1e-06
Count 3657 of 101895 fit feature 98271 feature auc: 0.9423 > max auc: 0.9423 weight: 1 selected features: 2022 auc tol: 1e-06
Count 3658 of 101895 fit feature 49212 feature auc: 0.9423 > max auc: 0.9423 weight: 1 selected features: 2023 auc tol: 1e-06
Count 3659 of 101895 fit feature 96530 feature auc: 0.9423 > max auc: 0.9423 weight: 1 selected features: 2024 auc tol: 1e-06
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Count 89114 of 101895 fit feature 60542 feature auc: 0.996 > max auc: 0.996 weight: 1 selected features: 14554 auc tol: 1e-06
Count 89122 of 101895 fit feature 60326 feature auc: 0.996 > max auc: 0.996 weight: 1 selected features: 14555 auc tol: 1e-06
Count 89125 of 101895 fit feature 59879 feature auc: 0.996 > max auc: 0.996 weight: -1 selected features: 14556 auc tol: 1e-06
Count 89146 of 101895 fit feature 58974 feature auc: 0.996 > max auc: 0.996 weight: -1 selected features: 14557 auc tol: 1e-06
Count 89200 of 101895 max auc: 0.996 number of contributing features 14557
Count 89282 of 101895 fit feature 51108 feature auc: 0.996 > max auc: 0.996 weight: 1 selected features: 14558 auc tol: 1e-06
Count 89300 of 101895 max auc: 0.996 number of contributing features 14558
Count 89400 of 101895 max auc: 0.996 number of contributing features 14558
Count 89403 of 101895 fit feature 44875 feature auc: 0.996 > max auc: 0.996 weight: 1 selected features: 14559 auc tol: 1e-06
Count 89500 of 101895 max auc: 0.996 number of contributing features 14559
Count 89524 of 101895 fit feature 38307 feature auc: 0.996 > max auc: 0.996 weight: 1 selected features: 14560 auc tol: 1e-06
Count 89551 of 101895 fit feature 37354 feature auc: 0.996 > max auc: 0.996 weight: 1 selected features: 14561 auc tol: 1e-06
Count 89572 of 101895 fit feature 36001 feature auc: 0.996 > max auc: 0.996 weight: -1 selected features: 14562 auc tol: 1e-06
Count 89600 of 101895 max auc: 0.996 number of contributing features 14562
Count 89601 of 101895 fit feature 34091 feature auc: 0.996 > max auc: 0.996 weight: 1 selected features: 14563 auc tol: 1e-06
Count 89651 of 101895 fit feature 30928 feature auc: 0.996 > max auc: 0.996 weight: 1 selected features: 14564 auc tol: 1e-06
Count 89700 of 101895 max auc: 0.996 number of contributing features 14564
Count 89733 of 101895 fit feature 26406 feature auc: 0.9961 > max auc: 0.9961 weight: -1 selected features: 14565 auc tol: 1e-06
Count 89761 of 101895 fit feature 25093 feature auc: 0.9961 > max auc: 0.9961 weight: 1 selected features: 14566 auc tol: 1e-06
Count 89780 of 101895 fit feature 24197 feature auc: 0.9961 > max auc: 0.9961 weight: -1 selected features: 14567 auc tol: 1e-06
Count 89794 of 101895 fit feature 23393 feature auc: 0.9961 > max auc: 0.9961 weight: 1 selected features: 14568 auc tol: 1e-06
Count 89800 of 101895 max auc: 0.9961 number of contributing features 14568
Count 89805 of 101895 fit feature 22914 feature auc: 0.9961 > max auc: 0.9961 weight: -1 selected features: 14569 auc tol: 1e-06
Count 89830 of 101895 fit feature 21659 feature auc: 0.9961 > max auc: 0.9961 weight: -1 selected features: 14570 auc tol: 1e-06
Count 89900 of 101895 max auc: 0.9961 number of contributing features 14570
Count 90000 of 101895 max auc: 0.9961 number of contributing features 14570
Count 90036 of 101895 fit feature 10993 feature auc: 0.9961 > max auc: 0.9961 weight: 1 selected features: 14571 auc tol: 1e-06
Count 90100 of 101895 max auc: 0.9961 number of contributing features 14571
Count 90127 of 101895 fit feature 6875 feature auc: 0.9961 > max auc: 0.9961 weight: 1 selected features: 14572 auc tol: 1e-06
Count 90162 of 101895 fit feature 5205 feature auc: 0.9961 > max auc: 0.9961 weight: 1 selected features: 14573 auc tol: 1e-06
Count 90172 of 101895 fit feature 4484 feature auc: 0.9961 > max auc: 0.9961 weight: 1 selected features: 14574 auc tol: 1e-06
Count 90200 of 101895 max auc: 0.9961 number of contributing features 14574
Count 90263 of 101895 fit feature 100892 feature auc: 0.9961 > max auc: 0.9961 weight: -1 selected features: 14575 auc tol: 1e-06
Count 90300 of 101895 max auc: 0.9961 number of contributing features 14575
Count 90351 of 101895 fit feature 97946 feature auc: 0.9961 > max auc: 0.9961 weight: 1 selected features: 14576 auc tol: 1e-06
Count 90367 of 101895 fit feature 96886 feature auc: 0.9961 > max auc: 0.9961 weight: -1 selected features: 14577 auc tol: 1e-06
Count 90400 of 101895 max auc: 0.9961 number of contributing features 14577
Count 90429 of 101895 fit feature 94748 feature auc: 0.9961 > max auc: 0.9961 weight: 1 selected features: 14578 auc tol: 1e-06
Count 90466 of 101895 fit feature 93569 feature auc: 0.9961 > max auc: 0.9961 weight: 1 selected features: 14579 auc tol: 1e-06
Count 90478 of 101895 fit feature 93031 feature auc: 0.9961 > max auc: 0.9961 weight: -1 selected features: 14580 auc tol: 1e-06
Count 90500 of 101895 max auc: 0.9961 number of contributing features 14580
Count 90600 of 101895 max auc: 0.9961 number of contributing features 14580
Count 90608 of 101895 fit feature 87216 feature auc: 0.9961 > max auc: 0.9961 weight: -1 selected features: 14581 auc tol: 1e-06
Count 90700 of 101895 max auc: 0.9961 number of contributing features 14581
Count 90753 of 101895 fit feature 80959 feature auc: 0.9961 > max auc: 0.9961 weight: -1 selected features: 14582 auc tol: 1e-06
Count 90800 of 101895 max auc: 0.9961 number of contributing features 14582
Count 90866 of 101895 fit feature 75782 feature auc: 0.9961 > max auc: 0.9961 weight: -1 selected features: 14583 auc tol: 1e-06
Count 90895 of 101895 fit feature 74544 feature auc: 0.9961 > max auc: 0.9961 weight: -1 selected features: 14584 auc tol: 1e-06
Count 90900 of 101895 max auc: 0.9961 number of contributing features 14584
Count 91000 of 101895 max auc: 0.9962 number of contributing features 14584
Count 91037 of 101895 fit feature 67591 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14585 auc tol: 1e-06
Count 91041 of 101895 fit feature 67410 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14586 auc tol: 1e-06
Count 91047 of 101895 fit feature 67234 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14587 auc tol: 1e-06
Count 91085 of 101895 fit feature 65508 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14588 auc tol: 1e-06
Count 91100 of 101895 max auc: 0.9962 number of contributing features 14588
Count 91200 of 101895 max auc: 0.9962 number of contributing features 14588
Count 91300 of 101895 max auc: 0.9962 number of contributing features 14588
Count 91400 of 101895 max auc: 0.9962 number of contributing features 14588
Count 91416 of 101895 fit feature 51623 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14589 auc tol: 1e-06
Count 91433 of 101895 fit feature 51300 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14590 auc tol: 1e-06
Count 91478 of 101895 fit feature 49142 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14591 auc tol: 1e-06
Count 91500 of 101895 max auc: 0.9962 number of contributing features 14591
Count 91567 of 101895 fit feature 46004 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14592 auc tol: 1e-06
Count 91600 of 101895 max auc: 0.9962 number of contributing features 14592
Count 91669 of 101895 fit feature 41592 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14593 auc tol: 1e-06
Count 91675 of 101895 fit feature 41326 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14594 auc tol: 1e-06
Count 91700 of 101895 max auc: 0.9962 number of contributing features 14594
Count 91752 of 101895 fit feature 38081 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14595 auc tol: 1e-06
Count 91800 of 101895 max auc: 0.9962 number of contributing features 14595
Count 91869 of 101895 fit feature 33591 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14596 auc tol: 1e-06
Count 91900 of 101895 max auc: 0.9962 number of contributing features 14596
Count 91909 of 101895 fit feature 31646 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14597 auc tol: 1e-06
Count 91919 of 101895 fit feature 31017 feature auc: 0.9962 > max auc: 0.9962 weight: 1 selected features: 14598 auc tol: 1e-06
Count 92000 of 101895 max auc: 0.9962 number of contributing features 14598
Count 92025 of 101895 fit feature 26269 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14599 auc tol: 1e-06
Count 92044 of 101895 fit feature 25544 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14600 auc tol: 1e-06
Count 92086 of 101895 fit feature 23222 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14601 auc tol: 1e-06
Count 92100 of 101895 max auc: 0.9962 number of contributing features 14601
Count 92107 of 101895 fit feature 22464 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14602 auc tol: 1e-06
Count 92117 of 101895 fit feature 22067 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14603 auc tol: 1e-06
Count 92200 of 101895 max auc: 0.9962 number of contributing features 14603
Count 92201 of 101895 fit feature 18480 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14604 auc tol: 1e-06
Count 92219 of 101895 fit feature 17548 feature auc: 0.9962 > max auc: 0.9962 weight: -1 selected features: 14605 auc tol: 1e-06
Count 92300 of 101895 max auc: 0.9962 number of contributing features 14605
Count 92301 of 101895 fit feature 13813 feature auc: 0.9962 > max auc: 0.9962 weight: 1 selected features: 14606 auc tol: 1e-06
Count 92400 of 101895 max auc: 0.9962 number of contributing features 14606
Count 92441 of 101895 fit feature 7234 feature auc: 0.9963 > max auc: 0.9962 weight: -1 selected features: 14607 auc tol: 1e-06
Count 92494 of 101895 fit feature 4225 feature auc: 0.9963 > max auc: 0.9963 weight: -1 selected features: 14608 auc tol: 1e-06
Count 92500 of 101895 max auc: 0.9963 number of contributing features 14608
Count 92566 of 101895 fit feature 1370 feature auc: 0.9963 > max auc: 0.9963 weight: -1 selected features: 14609 auc tol: 1e-06
Count 92578 of 101895 fit feature 848 feature auc: 0.9963 > max auc: 0.9963 weight: -1 selected features: 14610 auc tol: 1e-06
Count 92579 of 101895 fit feature 803 feature auc: 0.9963 > max auc: 0.9963 weight: -1 selected features: 14611 auc tol: 1e-06
Count 92587 of 101895 fit feature 401 feature auc: 0.9963 > max auc: 0.9963 weight: -1 selected features: 14612 auc tol: 1e-06
Count 92600 of 101895 max auc: 0.9963 number of contributing features 14612
Count 92700 of 101895 max auc: 0.9963 number of contributing features 14612
Count 92800 of 101895 max auc: 0.9963 number of contributing features 14612
Count 92854 of 101895 fit feature 99603 feature auc: 0.9963 > max auc: 0.9963 weight: 1 selected features: 14613 auc tol: 1e-06
Count 92900 of 101895 max auc: 0.9963 number of contributing features 14613
Count 93000 of 101895 max auc: 0.9963 number of contributing features 14613
Count 93100 of 101895 max auc: 0.9963 number of contributing features 14613
Count 93200 of 101895 max auc: 0.9963 number of contributing features 14613
Count 93300 of 101895 max auc: 0.9963 number of contributing features 14613
Count 93400 of 101895 max auc: 0.9963 number of contributing features 14613
Count 93500 of 101895 max auc: 0.9963 number of contributing features 14613
Count 93600 of 101895 max auc: 0.9963 number of contributing features 14613
Count 93700 of 101895 max auc: 0.9963 number of contributing features 14613
Count 93800 of 101895 max auc: 0.9963 number of contributing features 14613
Count 93900 of 101895 max auc: 0.9963 number of contributing features 14613
Count 94000 of 101895 max auc: 0.9963 number of contributing features 14613
Count 94100 of 101895 max auc: 0.9963 number of contributing features 14613
Count 94200 of 101895 max auc: 0.9963 number of contributing features 14613
Count 94300 of 101895 max auc: 0.9963 number of contributing features 14613
Count 94400 of 101895 max auc: 0.9963 number of contributing features 14613
Count 94500 of 101895 max auc: 0.9963 number of contributing features 14613
Count 94600 of 101895 max auc: 0.9963 number of contributing features 14613
Count 94677 of 101895 fit feature 79588 feature auc: 0.9963 > max auc: 0.9963 weight: 1 selected features: 14614 auc tol: 1e-06
Count 94700 of 101895 max auc: 0.9963 number of contributing features 14614
Count 94800 of 101895 max auc: 0.9963 number of contributing features 14614
Count 94900 of 101895 max auc: 0.9963 number of contributing features 14614
Count 95000 of 101895 max auc: 0.9963 number of contributing features 14614
Count 95100 of 101895 max auc: 0.9963 number of contributing features 14614
Count 95200 of 101895 max auc: 0.9963 number of contributing features 14614
Count 95300 of 101895 max auc: 0.9963 number of contributing features 14614
Count 95400 of 101895 max auc: 0.9963 number of contributing features 14614
Count 95460 of 101895 fit feature 70930 feature auc: 0.9963 > max auc: 0.9963 weight: 1 selected features: 14615 auc tol: 1e-06
Count 95500 of 101895 max auc: 0.9963 number of contributing features 14615
Count 95600 of 101895 max auc: 0.9963 number of contributing features 14615
Count 95700 of 101895 max auc: 0.9963 number of contributing features 14615
Count 95800 of 101895 max auc: 0.9963 number of contributing features 14615
Count 95900 of 101895 max auc: 0.9963 number of contributing features 14615
Count 96000 of 101895 max auc: 0.9963 number of contributing features 14615
Count 96100 of 101895 max auc: 0.9963 number of contributing features 14615
Count 96200 of 101895 max auc: 0.9963 number of contributing features 14615
Count 96300 of 101895 max auc: 0.9963 number of contributing features 14615
Count 96400 of 101895 max auc: 0.9963 number of contributing features 14615
Count 96500 of 101895 max auc: 0.9963 number of contributing features 14615
Count 96600 of 101895 max auc: 0.9963 number of contributing features 14615
Count 96700 of 101895 max auc: 0.9963 number of contributing features 14615
Count 96800 of 101895 max auc: 0.9963 number of contributing features 14615
Count 96900 of 101895 max auc: 0.9963 number of contributing features 14615
Count 96926 of 101895 fit feature 55198 feature auc: 0.9963 > max auc: 0.9963 weight: 1 selected features: 14616 auc tol: 1e-06
Count 97000 of 101895 max auc: 0.9963 number of contributing features 14616
Count 97100 of 101895 max auc: 0.9963 number of contributing features 14616
Count 97200 of 101895 max auc: 0.9963 number of contributing features 14616
Count 97300 of 101895 max auc: 0.9963 number of contributing features 14616
Count 97400 of 101895 max auc: 0.9963 number of contributing features 14616
Count 97500 of 101895 max auc: 0.9963 number of contributing features 14616
Count 97600 of 101895 max auc: 0.9963 number of contributing features 14616
Count 97700 of 101895 max auc: 0.9963 number of contributing features 14616
Count 97800 of 101895 max auc: 0.9963 number of contributing features 14616
Count 97900 of 101895 max auc: 0.9963 number of contributing features 14616
Count 97901 of 101895 fit feature 45331 feature auc: 0.9963 > max auc: 0.9963 weight: 1 selected features: 14617 auc tol: 1e-06
Count 98000 of 101895 max auc: 0.9963 number of contributing features 14617
Count 98058 of 101895 fit feature 43466 feature auc: 0.9963 > max auc: 0.9963 weight: -1 selected features: 14618 auc tol: 1e-06
Count 98100 of 101895 max auc: 0.9963 number of contributing features 14618
Count 98200 of 101895 max auc: 0.9963 number of contributing features 14618
Count 98300 of 101895 max auc: 0.9963 number of contributing features 14618
Count 98400 of 101895 max auc: 0.9963 number of contributing features 14618
Count 98500 of 101895 max auc: 0.9963 number of contributing features 14618
Count 98578 of 101895 fit feature 37461 feature auc: 0.9963 > max auc: 0.9963 weight: 1 selected features: 14619 auc tol: 1e-06
Count 98600 of 101895 max auc: 0.9963 number of contributing features 14619
Count 98700 of 101895 max auc: 0.9963 number of contributing features 14619
Count 98763 of 101895 fit feature 35538 feature auc: 0.9963 > max auc: 0.9963 weight: 1 selected features: 14620 auc tol: 1e-06
Count 98800 of 101895 max auc: 0.9963 number of contributing features 14620
Count 98900 of 101895 max auc: 0.9963 number of contributing features 14620
Count 99000 of 101895 max auc: 0.9963 number of contributing features 14620
Count 99100 of 101895 max auc: 0.9963 number of contributing features 14620
Count 99119 of 101895 fit feature 31575 feature auc: 0.9963 > max auc: 0.9963 weight: 1 selected features: 14621 auc tol: 1e-06
Count 99200 of 101895 max auc: 0.9963 number of contributing features 14621
Count 99300 of 101895 max auc: 0.9963 number of contributing features 14621
Count 99400 of 101895 max auc: 0.9963 number of contributing features 14621
Count 99500 of 101895 max auc: 0.9963 number of contributing features 14621
Count 99600 of 101895 max auc: 0.9963 number of contributing features 14621
Count 99700 of 101895 max auc: 0.9963 number of contributing features 14621
Count 99800 of 101895 max auc: 0.9963 number of contributing features 14621
Count 99900 of 101895 max auc: 0.9963 number of contributing features 14621
Count 100000 of 101895 max auc: 0.9963 number of contributing features 14621
Count 100100 of 101895 max auc: 0.9963 number of contributing features 14621
Count 100200 of 101895 max auc: 0.9963 number of contributing features 14621
Count 100284 of 101895 fit feature 17445 feature auc: 0.9963 > max auc: 0.9963 weight: 1 selected features: 14622 auc tol: 1e-06
Count 100289 of 101895 fit feature 17402 feature auc: 0.9963 > max auc: 0.9963 weight: -1 selected features: 14623 auc tol: 1e-06
Count 100300 of 101895 max auc: 0.9963 number of contributing features 14623
Count 100400 of 101895 max auc: 0.9963 number of contributing features 14623
Count 100500 of 101895 max auc: 0.9963 number of contributing features 14623
Count 100600 of 101895 max auc: 0.9963 number of contributing features 14623
Count 100700 of 101895 max auc: 0.9963 number of contributing features 14623
Count 100800 of 101895 max auc: 0.9963 number of contributing features 14623
Count 100900 of 101895 max auc: 0.9963 number of contributing features 14623
Count 101000 of 101895 max auc: 0.9963 number of contributing features 14623
Count 101100 of 101895 max auc: 0.9963 number of contributing features 14623
Count 101200 of 101895 max auc: 0.9963 number of contributing features 14623
Count 101300 of 101895 max auc: 0.9963 number of contributing features 14623
Count 101400 of 101895 max auc: 0.9963 number of contributing features 14623
Count 101500 of 101895 max auc: 0.9963 number of contributing features 14623
Count 101600 of 101895 max auc: 0.9963 number of contributing features 14623
Count 101700 of 101895 max auc: 0.9963 number of contributing features 14623
Count 101800 of 101895 max auc: 0.9963 number of contributing features 14623
=======================================
First several coefficients [-1, 1, -1, -1, -1, -1, -1, 1, 1, -1]
Max AUC 0.9963228649999999
Objective score 0.91995
Fit time 4962.07994055748
[19]:
len(clf_calf.feature_index_)
[19]:
14623
Predict on unseen data
[20]:
y_pred = clf_calf.predict(X_test)
print('Calf auc on unseen, test data, class', roc_auc_score(y_test, y_pred))
y_pred = clf_calf.predict_proba(X_test)[:, 1]
print('Calf auc on unseen, test data, prob ', roc_auc_score(y_test, y_pred))
# fit LogisticRegression
clf_lr = LogisticRegression(C=4.95, n_jobs=5, max_iter=100000).fit(X_train, y_train)
# test on unseen data
y_pred = clf_lr.predict(X_test)
print('LogisticRegression auc on unseen, test data, class ', roc_auc_score(y_test, y_pred))
y_pred = clf_lr.predict_proba(X_test)[:, 1]
print('LogisticRegression auc on unseen, test data, proba ', roc_auc_score(y_test, y_pred))
Calf auc on unseen, test data, class 0.8289
Calf auc on unseen, test data, prob 0.92508636
LogisticRegression auc on unseen, test data, class 0.903
LogisticRegression auc on unseen, test data, proba 0.9646114400000001
References¶
[1] Andrew L. Maas, Raymond E. Daly, Peter T. Pham, Dan Huang, Andrew Y. Ng, and Christopher Potts. 2011. Learning Word Vectors for Sentiment Analysis. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, pages 142–150, Portland, Oregon, USA. Association for Computational Linguistics. Learning Word Vectors for Sentiment Analysis (Maas et al., ACL 2011)