#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ Created on Sun May 13 21:54:12 2018 @author: junshuaizhang """ import helper import submission as submission test_data = './test_data.txt' strategy_instance = submission.fool_classifier(test_data)
'gamma': 0.0001220703125,
'C': 32,
'kernel': 'poly',
'degree': 2,
'coef0': 100
}
clf = train_our_svm(parameters, training_idf, training_labels)
#print(clf)
classify_file('class-0.txt', 0, count_vect, tfidf_transformer, clf)
classify_file('test_data.txt', 1, count_vect, tfidf_transformer, clf)
submission.fool_classifier('test_data.txt')
classify_file('modified_data.txt', 1, count_vect, tfidf_transformer, clf)
def example_create():
word_count0 = {
'iraq': -1.3428719720634539,
'of': -1.2931977466056304,
'more': -1.087766429439081,
'be': -0.9334012972832332,
'city': -0.8863224943158301,
'three': -0.8862499580632779,
'bomb': -0.8396715420942247,
'the': -0.8233782791047415,
'nuclear': -0.7961775218152379,
import submission as sb
sb.fool_classifier('./test_data.txt')