import jieba
import numpy as np
import pandas as pd
from scipy.sparse import hstack

from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.linear_model import LogisticRegression
from sklearn.model_selection import cross_val_score

train_df = pd.read_csv('../data/train.csv')
test_df = pd.read_csv('../data/test.csv')
train_df.head()

def get_text(row):
    if pd.isnull(row['question_title']):
        return row['question_detail']
    if pd.isnull(row['question_detail']):
        return row['question_title']
    return row['question_title'] + row['question_title']

train_df['text'] = train_df.apply(lambda x: get_text(x), axis=1)
test_df['text'] = test_df.apply(lambda x: get_text(x), axis=1)
# sent_words = [list(jieba.cut(sent0)) for sent0 in sentences]
# document = [" ".join(sent0) for sent0 in sent_words]

# ' '.join(list(jieba.cut(train_df.loc[0]['text'])))
train_df['text_jiaba'] = train_df.apply(lambda x: ' '.join(list(jieba.cut(x['text']))), axis=1)
test_df['text_jiaba'] = test_df.apply(lambda x: ' '.join(list(jieba.cut(x['text']))), axis=1)

Building prefix dict from the default dictionary ...
Dumping model to file cache /var/folders/1l/3rks4w5n7rqcsjc8s47fcwzc0000gn/T/jieba.cache
Loading model cost 0.768 seconds.
Prefix dict has been built successfully.

# word_vectorizer = TfidfVectorizer(
#     sublinear_tf=True,
#     strip_accents='unicode',
#     analyzer='word',
#     token_pattern=r'\w{1,}',
#     stop_words='english',
#     ngram_range=(1, 1),
#     max_features=5000)
# 中文
word_vectorizer = TfidfVectorizer(
    token_pattern=r"(?u)\b\w+\b", 
    stop_words=["是", "的"],
    min_df=0.1,
    max_df=0.9,
    ngram_range=(1, 1),
    max_features=50)
# word_vectorizer.fit(data)
# word_features = word_vectorizer.transform(data)

# 数据向量化
print("Creating the tfidf vector...\n")
word_vectorizer.fit(train_df['text_jiaba'])
x_train = word_vectorizer.transform(train_df['text_jiaba'])
x_train = x_train.toarray()

x_test = word_vectorizer.transform(test_df['text_jiaba'])
x_test = x_test.toarray()

print(x_train.shape)
print(x_test.shape)

Creating the tfidf vector...

(577286, 6)
(144322, 6)

label_df = pd.read_csv('../data/topic2id.csv')
labels = label_df.topic_id.tolist()

from collections import defaultdict
labels_dict = defaultdict(set)
for i, row in train_df.iterrows():
    tag_ids = row['tag_ids'].split('|')
    for tag_id in tag_ids:
        if tag_id == '1':
            labels_dict[tag_id].add(i)

print(len(labels_dict))
print(labels_dict['1'])

1
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scores = []
outfile = open('../data/item_label.txt', 'w')
from tqdm import tqdm
print(0, train_df.shape[0])
for label, question_ids in tqdm(labels_dict.items()):
    y_train = np.zeros(train_df.shape[0])
    if not question_ids:
#         outfile.write('{}\n'.format(','.join(['0']*train_df.shape[0])))
        continue
    for question_id in question_ids:
        y_train[question_id] = 1
    print(111, len(question_ids))
    classifier = LogisticRegression(solver='liblinear')
    cv_score = np.mean(cross_val_score(classifier, x_train, y_train, cv=5, scoring='accuracy'))
    scores.append(cv_score)
    print('cv score for class {} is {}'.format(label, cv_score))
    classifier.fit(x_train, y_train)
    preds = classifier.predict_proba(x_test)[:, 1]
    valid_label = dict()
    for question_id, pred in enumerate(preds):
#         print(pred)
        if pred >= 0.5:
            valid_label[question_id] = pred
    outfile.write('{}\t{}\n'.format(label, ';'.join([str(question_id) + ',' + str(pred) 
                                                     for question_id, pred in valid_label.items()])))
outfile.close()
# print('total cv score is {}'.format(np.mean(scores)))

  0%|          | 0/1 [00:00<?, ?it/s]

0 577286
111 20458
cv score for class 1 is 0.9645617597158319

100%|██████████| 1/1 [00:04<00:00,  4.44s/it]

result.to_csv('../data/ml_submission.csv', index=False)

---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-11-804c7cff36c0> in <module>
----> 1 result.to_csv('../data/ml_submission.csv', index=False)

NameError: name 'result' is not defined

	question_id	question_title	question_detail	tag_ids
0	0	为什么有的孩子就比同龄的孩子机灵，知道该讨好谁，知道谁比较好说话啊？还知道怎样做不会惹老师生气？	小学的孩子，知道看眉眼高低，懂得老师生气的时候就尽量躲着点？问过家长在家有没有特别教过，家长...	967\|8922\|240\|396
1	1	怎么看待男朋友说玩游戏顺手带妹？	跟男朋友谈了一年左右，刚开始知道他喜欢玩游戏，他说他不带妹，后来暑假刚开始，他疯狂的泡在游戏...	69\|109
2	2	武林人士退隐江湖之后会过着怎样的生活？	欢迎各种脑洞~	35\|211\|230\|61\|1157
3	3	“一见倾心，再见依然。”这个句子的唯美英文翻译？求大神解答！	NaN	475\|15392\|2163
4	4	如何看待加拿大国际数学奥林匹克竞赛团队都是华人？		6803\|446\|3216\|4079\|930