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Data Analysis

  • Laptop
item size
training set 2081
valid set 232
test set 638
word_vocab 3595
char_vocab 59
aspect 1181
aspect_text_word_vocab 981
aspect_text_char_vocab 45
word_max_len 83
< word_len = 0.98 54
word_left_max_len 70
< word_left_len = 0.975 34
word_right_max_len 78
< word_right_len = 0.985 39
char_max_len 465
< char_len = 0.98 255
char_left_max_len 365
< char_left_len = 0.98 177
char_right_max_len 400
< char_right_len = 0.981 177
aspect_text_word_max_len 8
< aspect_text_word_len = 0.99 6
aspect_text_char_max_len 58
< aspect_text_char_len = 0.99 28
  • resturant(term)
item size
training set 3241
valid set 361
test set 1120
word_vocab 4550
char_vocab 58
aspect 1528
aspect_text_word_vocab 1407
aspect_text_char_vocab 39
word_max_len 79
< word_len = 0.973 43
word_left_max_len 72
< word_left_len = 0.985 34
word_right_max_len 72
< word_right_len = 0.985 34
char_max_len 358
< char_len = 0.98 226
char_left_max_len 344
< char_left_len = 0.98 163
char_right_max_len 326
< char_right_len = 0.981 162
aspect_text_word_max_len 21
< aspect_text_word_len = 0.99 6
aspect_text_char_max_len 115
< aspect_text_char_len = 0.99 32
  • resturant(category)
item size
training set 3166
valid set 352
test set 973
word_vocab 5175
char_vocab 59
aspect 5
word_max_len 79
< word_len = 0.971 35
char_max_len 357
< char_len = 0.98 189
  • twitter
item size
training set 5623
valid set 625
test set 692
word_vocab 13522
char_vocab 116
aspect 118
aspect_text_word_vocab 176
aspect_text_char_vocab 30
word_max_len 73
< word_len = 0.997 37
word_left_max_len 39
< word_left_len = 0.985 28
word_right_max_len 67
< word_right_len = 0.994 32
char_max_len 188
< char_len = 0.985 151
char_left_max_len 156
< char_left_len = 0.98 125
char_right_max_len 164
< char_right_len = 0.981 138
aspect_text_word_max_len 3
< aspect_text_word_len = 0.99 2
aspect_text_char_max_len 21
< aspect_text_char_len = 0.99 16