from?TextClassification?import?load_data
from?sklearn.model_selection?import?train_test_split
import?tensorflow?as?tf
import?pickle
import?numpy?as?np

sess?=?tf.InteractiveSession（）

#?導入數據
data_type?=?‘multiple‘
data?=?load_data（data_type）
x?=?[i[‘fact‘]?for?i?in?data]
y?=?[i[‘accusation‘]?for?i?in?data]

#?拆分訓練集和測試集
x_train?x_test?y_train?y_test?=?train_test_split（x?y?test_size=0.2?random_state=1）

#####?以下是訓練過程?#####

from?TextClassification?import?TextClassification

clf?=?TextClassification（）
texts_seq?texts_labels?=?clf.get_preprocess（x_train?y_train?word_len=1?num_words=2000?sentence_len=50）
clf.fit（texts_seq?texts_labels?data_type?3?64）

#?保存整個模塊包括預處理和神經網絡
with?open（‘./%s.pkl‘?%?data_type?‘wb‘）?as?f:
????pickle.dump（clf?f）

#####?以下是預測過程?#####

#?導入剛才保存的模型
with?open（‘./%s.pkl‘?%?data_type?‘rb‘）?as?f:
????clf?=?pickle.load（f）
y_predict?=?clf.predict（x_test）
y_predict?=?clf.label2tag（y_predict?clf.preprocess.label_set）
score?=?sum（[y_predict[i]?==?y_test[i]?for?i?in?range（len（y_predict））]）?/?len（y_predict）
print（score）??#?0.2136

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2019-12-04?10:50??情感詞典加評論數據集匯總\
?????目錄???????????0??2019-11-14?11:43??情感詞典加評論數據集匯總\京東評論數據集\
?????目錄???????????0??2019-11-14?11:43??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\
?????文件??????????66??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\.gitattributes
?????文件????????1057??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\.gitignore
?????文件????????1176??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\demo_multiple.py
?????文件????????1381??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\demo_single.py
?????目錄???????????0??2019-11-14?11:43??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\picture\
?????文件??????308331??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\picture\data_multiple.png
?????文件???????61071??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\picture\data_single.png
?????文件????????3967??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\README.md
?????目錄???????????0??2019-11-14?11:43??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\TextClassification\
?????文件?????????148??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\TextClassification\__init__.py
?????目錄???????????0??2019-11-16?21:41??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\TextClassification\data\
?????文件????21503783??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\TextClassification\data\data_multiple.json
?????文件??????949080??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\TextClassification\data\data_single.csv
?????文件??????923338??2019-11-16?20:48??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\TextClassification\data\去除標記.csv
?????文件??????923338??2019-11-16?20:48??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\TextClassification\data\去除標記.txt
?????文件????????3211??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\TextClassification\DataPreprocess.py
?????文件?????????456??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\TextClassification\load_data.py
?????文件????????1982??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\TextClassification\net.py
?????文件????????2491??2019-04-25?08:57??情感詞典加評論數據集匯總\京東評論數據集\Text-Classification-master\TextClassification\TextClassification.py
?????文件?????1483389??2018-04-18?16:42??情感詞典加評論數據集匯總\其他詞典和分類.zip
?????目錄???????????0??2019-12-04?10:35??情感詞典加評論數據集匯總\臺灣大學NTUSD\
?????文件???????89095??2013-02-08?15:32??情感詞典加評論數據集匯總\臺灣大學NTUSD\ntusd-negative.txt
?????文件???????29319??2013-02-08?15:32??情感詞典加評論數據集匯總\臺灣大學NTUSD\ntusd-positive.txt
?????文件???????81726??2006-02-10?16:31??情感詞典加評論數據集匯總\臺灣大學NTUSD\NTUSD_negative_simplified.txt
?????文件???????27042??2008-11-17?15:07??情感詞典加評論數據集匯總\臺灣大學NTUSD\NTUSD_positive_simplified.txt
?????目錄???????????0??2019-11-14?11:28??情感詞典加評論數據集匯總\大連理工大學情感詞匯本體\
?????文件?????????706??2019-11-14?11:29??情感詞典加評論數據集匯總\大連理工大學情感詞匯本體\下載協議.txt
?????目錄???????????0??2019-11-16?19:41??情感詞典加評論數據集匯總\大連理工大學情感詞匯本體\情感詞匯本體\
............此處省略19個文件信息