读入一本小说的txt 文件
import collectionsimport refrom d2l import torch as d2l
把下载链接、文件名、sha1加入字典DATA_HUB
d2l.DATA_HUB['time_machine'] = (d2l.DATA_URL + 'timemachine.txt','090b5e7e70c295757f55df93cb0a180b9691891a')
如果文件存在，则校验sha1，否则创建并写入文件
DATA_HUB = dict()DATA_URL = 'http://d2l-data.s3-accelerate.amazonaws.com/'def download(name, cache_dir=os.path.join('..', 'data')):"""下载一个DATA_HUB中的文件，返回本地文件名Defined in :numref:`sec_kaggle_house`"""#判断文件名在不在字典里assert name in DATA_HUB, f"{name} 不存在于 {DATA_HUB}"#从元组中取出文件下载链接和sha1url, sha1_hash = DATA_HUB[name]#cache_dir=os.path.join('..', 'data')：../data#把existok设置True，创建目录如果已经存在则不会往外抛出异常os.makedirs(cache_dir, exist_ok=True)#把下载链接按/分割 返回的列表取最后一个 即 文件名#并把他和cache_dir相连：../data/timemachine.txtfname = os.path.join(cache_dir, url.split('/')[-1])#如果文件已存在 读取文件并计算sha1if os.path.exists(fname):sha1 = hashlib.sha1()with open(fname, 'rb') as f:while True:#每次读取1048576字节,也就是1MBdata = f.read(1048576)if not data:breaksha1.update(data)#比较sha1if sha1.hexdigest() == sha1_hash:return fname # 命中缓存#如果文件未存在#发出get请求并把内容写入文件print(f'正在从{url}下载{fname}...')r = requests.get(url, stream=True, verify=True)with open(fname, 'wb') as f:f.write(r.content)return fname
把不是字母的字符变成空格
返回一个列表，列表中，每一行都经过处理
def read_time_machine():"""Load the time machine dataset into a list of text lines."""with open(d2l.download('time_machine'), 'r') as f:lines = f.readlines()#不是字母的字符变成空格，去掉空格或换行符，字母小写return [re.sub('[^A-Za-z]+', ' ', line).strip().lower() for line in lines]
DATA_HUB
由此看来 DATA_HUB是一个字典，格式：文件名:(下载链接,文件sha1)
print(d2l.DATA_HUB)
{'kaggle_house_train': ('http://d2l-data.s3-accelerate.amazonaws.com/kaggle_house_pred_train.csv', '585e9cc93e70b39160e7921475f9bcd7d31219ce'), 'kaggle_house_test': ('http://d2l-data.s3-accelerate.amazonaws.com/kaggle_house_pred_test.csv', 'fa19780a7b011d9b009e8bff8e99922a8ee2eb90'), 'time_machine': ('http://d2l-data.s3-accelerate.amazonaws.com/timemachine.txt', '090b5e7e70c295757f55df93cb0a180b9691891a'), 'fra-eng': ('http://d2l-data.s3-accelerate.amazonaws.com/fra-eng.zip', '94646ad1522d915e7b0f9296181140edcf86a4f5'), 'airfoil': ('http://d2l-data.s3-accelerate.amazonaws.com/airfoil_self_noise.dat', '76e5be1548fd8222e5074cf0faae75edff8cf93f'), 'hotdog': ('http://d2l-data.s3-accelerate.amazonaws.com/hotdog.zip', 'fba480ffa8aa7e0febbb511d181409f899b9baa5'), 'banana-detection': ('http://d2l-data.s3-accelerate.amazonaws.com/banana-detection.zip', '5de26c8fce5ccdea9f91267273464dc968d20d72'), 'voc2012': ('http://d2l-data.s3-accelerate.amazonaws.com/VOCtrainval_11-May-2012.tar', '4e443f8a2eca6b1dac8a6c57641b67dd40621a49'), 'cifar10_tiny': ('http://d2l-data.s3-accelerate.amazonaws.com/kaggle_cifar10_tiny.zip', '2068874e4b9a9f0fb07ebe0ad2b29754449ccacd'), 'dog_tiny': ('http://d2l-data.s3-accelerate.amazonaws.com/kaggle_dog_tiny.zip', '0cb91d09b814ecdc07b50f31f8dcad3e81d6a86d'), 'ptb': ('http://d2l-data.s3-accelerate.amazonaws.com/ptb.zip', '319d85e578af0cdc590547f26231e4e31cdf1e42'), 'glove.6b.50d': ('http://d2l-data.s3-accelerate.amazonaws.com/glove.6B.50d.zip', '0b8703943ccdb6eb788e6f091b8946e82231bc4d'), 'glove.6b.100d': ('http://d2l-data.s3-accelerate.amazonaws.com/glove.6B.100d.zip', 'cd43bfb07e44e6f27cbcc7bc9ae3d80284fdaf5a'), 'glove.42b.300d': ('http://d2l-data.s3-accelerate.amazonaws.com/glove.42B.300d.zip', 'b5116e234e9eb9076672cfeabf5469f3eec904fa'), 'wiki.en': ('http://d2l-data.s3-accelerate.amazonaws.com/wiki.en.zip', 'c1816da3821ae9f43899be655002f6c723e91b88'), 'wikitext-2': ('https://s3.amazonaws.com/research.metamind.io/wikitext/wikitext-2-v1.zip', '3c914d17d80b1459be871a5039ac23e752a53cbe'), 'aclImdb': ('http://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz', '01ada507287d82875905620988597833ad4e0903'), 'SNLI': ('https://nlp.stanford.edu/projects/snli/snli_1.0.zip', '9fcde07509c7e87ec61c640c1b2753d9041758e4'), 'pokemon': ('http://d2l-data.s3-accelerate.amazonaws.com/pokemon.zip', 'c065c0e2593b8b161a2d7873e42418bf6a21106c')}
lines=read_time_machine()#打印行数print(f'# text lines: {len(lines)}')#打印第一行内容print(lines[0])#打印第11行内容print(lines[10])
输出：
Downloading ../data/timemachine.txt from http://d2l-data.s3-accelerate.amazonaws.com/timemachine.txt...
# text lines: 3221
the time machine by h g wells
twinkled and his usually pale face was flushed and animated the
简化操作：
!wget http://d2l-data.s3-accelerate.amazonaws.com/timemachine.txt
import re
import collections
with open('timemachine.txt', 'r') as f:
lines = f.readlines()
lines=[re.sub('[^A-Za-z]+', ' ', line).strip().lower() for line in lines]
#打印行数
print(f'# text lines: {len(lines)}')
#打印第一行内容
print(lines[0])
#打印第11行内容
print(lines[10])
把每一行变成词源列表
下面的 tokenize 函数将文本行列表作为输入，
列表中的每个元素是一个文本序列（如一条文本行）。
每个文本序列又被拆分成一个词元列表，
词元（token）是文本的基本单位。
最后，返回一个由词元列表组成的列表，
其中的每个词元都是一个字符串（string）。
def tokenize(lines, token='word'):
"""将文本行拆分为单词或字符词元。"""
if token == 'word':
return [line.split() for line in lines]
elif token == 'char':
return [list(line) for line in lines]
else:
print('错误：未知词元类型：' + token)
tokens = tokenize(lines)
for i in range(11):
print(tokens[i])
简化：当以单词为分割单位
tokens=[line.split() for line in lines]
for i in range(11):
print(tokens[i])
输出
['the', 'time', 'machine', 'by', 'h', 'g', 'wells']
[]
[]
[]
[]
['i']
[]
[]
['the', 'time', 'traveller', 'for', 'so', 'it', 'will', 'be', 'convenient', 'to', 'speak', 'of', 'him']
['was', 'expounding', 'a', 'recondite', 'matter', 'to', 'us', 'his', 'grey', 'eyes', 'shone', 'and']
['twinkled', 'and', 'his', 'usually', 'pale', 'face', 'was', 'flushed', 'and', 'animated', 'the']
简化：当以字符为分割单位
tokens=[list(line) for line in lines]
for i in range(11):
print(tokens[i])
['t', 'h', 'e', ' ', 't', 'i', 'm', 'e', ' ', 'm', 'a', 'c', 'h', 'i', 'n', 'e', ' ', 'b', 'y', ' ', 'h', ' ', 'g', ' ', 'w', 'e', 'l', 'l', 's']
[]
[]
[]
[]
['i']
[]
[]
['t', 'h', 'e', ' ', 't', 'i', 'm', 'e', ' ', 't', 'r', 'a', 'v', 'e', 'l', 'l', 'e', 'r', ' ', 'f', 'o', 'r', ' ', 's', 'o', ' ', 'i', 't', ' ', 'w', 'i', 'l', 'l', ' ', 'b', 'e', ' ', 'c', 'o', 'n', 'v', 'e', 'n', 'i', 'e', 'n', 't', ' ', 't', 'o', ' ', 's', 'p', 'e', 'a', 'k', ' ', 'o', 'f', ' ', 'h', 'i', 'm']
['w', 'a', 's', ' ', 'e', 'x', 'p', 'o', 'u', 'n', 'd', 'i', 'n', 'g', ' ', 'a', ' ', 'r', 'e', 'c', 'o', 'n', 'd', 'i', 't', 'e', ' ', 'm', 'a', 't', 't', 'e', 'r', ' ', 't', 'o', ' ', 'u', 's', ' ', 'h', 'i', 's', ' ', 'g', 'r', 'e', 'y', ' ', 'e', 'y', 'e', 's', ' ', 's', 'h', 'o', 'n', 'e', ' ', 'a', 'n', 'd']
['t', 'w', 'i', 'n', 'k', 'l', 'e', 'd', ' ', 'a', 'n', 'd', ' ', 'h', 'i', 's', ' ', 'u', 's', 'u', 'a', 'l', 'l', 'y', ' ', 'p', 'a', 'l', 'e', ' ', 'f', 'a', 'c', 'e', ' ', 'w', 'a', 's', ' ', 'f', 'l', 'u', 's', 'h', 'e', 'd', ' ', 'a', 'n', 'd', ' ', 'a', 'n', 'i', 'm', 'a', 't', 'e', 'd', ' ', 't', 'h', 'e']
文本词汇表
class Vocab:
"""文本词汇表"""
def __init__(self, tokens=None, min_freq=0, reserved_tokens=None):
#如果少于min_freq个词 就丢掉
if tokens is None:
tokens = []
#开头结尾的东西
if reserved_tokens is None:
reserved_tokens = []
# 按出现频率排序
#统计词元的频率
counter = count_corpus(tokens)
#按第二个元素即出现频率排序，降序
self.token_freqs = sorted(counter.items(), key=lambda x: x[1],reverse=True)
# 未知词元的索引为0
self.unk, uniq_tokens = 0, ['<unk>'] + reserved_tokens
#如果不是出现频率太小 或者是uniq token，加入uniq_tokens
uniq_tokens += [token for token, freq in self.token_freqs
if freq >= min_freq and token not in uniq_tokens]
self.idx_to_token, self.token_to_idx = [], dict()
for token in uniq_tokens:
#self.idx_to_token和uniq_tokens一样
self.idx_to_token.append(token)
#self.token_to_idx存放一个token到index的字典
self.token_to_idx[token] = len(self.idx_to_token) - 1
def __len__(self):
return len(self.idx_to_token)
"""给一个tokens，返回索引"""
#可以这样用 Vocab v[tokens]
def __getitem__(self, tokens):
#如果tokens不是list或tuple
if not isinstance(tokens, (list, tuple)):
#查询字典token对应键值，找不到返回self.unk
return self.token_to_idx.get(tokens, self.unk)
return [self.__getitem__(token) for token in tokens]
"""给一个索引，返回token"""
def to_tokens(self, indices):
if not isinstance(indices, (list, tuple)):
return self.idx_to_token[indices]
return [self.idx_to_token[index] for index in indices]
def count_corpus(tokens):
"""统计词元的频率。"""
# 这里的 `tokens` 是 1D 列表或 2D 列表
if len(tokens) == 0 or isinstance(tokens[0], list):
# 将词元列表展平成使用词元填充的一个列表
tokens = [token for line in tokens for token in line]
return collections.Counter(tokens)
count_corpus函数分析及简化
#遍历tokens中的每一个line，再遍历line中的每一个token，
#再把token作为输出结果 返回一个列表
tokens = [token for line in tokens for token in line]
print(tokens[:20])
counter=collections.Counter(tokens)
#计算每一个单词的数量
print(dict(counter))
输出
['the', 'time', 'machine', 'by', 'h', 'g', 'wells', 'i', 'the', 'time', 'traveller', 'for', 'so', 'it', 'will', 'be', 'convenient', 'to', 'speak', 'of']
{'the': 2261, 'time': 200, 'machine': 85, 'by': 103, 'h': 1, 'g': 1, 'wells': 9, 'i': 1267, 'traveller': 61, 'for': 221, 'so': 112, 'it': 437, 'will': 37, 'be': 93, 'convenient': 5, 'to': 695, 'speak': 6, 'of': 1155, 'him': 40, 'was': 552, 'expounding': 2, 'a': 816, 'recondite': 1, 'matter': 6, 'us': 35, 'his': 129, 'grey': 11, 'eyes': 35, 'shone': 8, 'and': 1245, 'twinkled': 1, 'usually': 3, 'pale': 10, 'face': 38, 'flushed': 2, 'animated': 3, 'fire': 30, 'burned': 6, 'brightly': 4, 'soft': 16, 'radiance': 1, 'incandescent': 1, 'lights': 1, 'in': 541, 'lilies': 1, 'silver': 6, 'caught': 10, 'bubbles': 1, 'that': 443, 'flashed': 4, 'passed': 13, 'our': 57, 'glasses': 1, 'chairs': 2, 'being': 14, 'patents': 1, 'embraced': 1, 'caressed': 2, 'rather': 18, 'than': 34, 'submitted': 1, 'sat': 22, 'upon': 113, 'there': 127, 'luxurious': 1, 'after': 37, 'dinner': 13, 'atmosphere': 2, 'when': 55, 'thought': 57, 'roams': 1, 'gracefully': 1, 'free': 4, 'trammels': 1, 'precision': 1, 'he': 123, 'put': 34, 'this': 152, 'way': 38, 'marking': 2, 'points': 3, 'with': 216, 'lean': 2, 'forefinger': 2, 'as': 270, 'we': 82, 'lazily': 1, 'admired': 1, 'earnestness': 1, 'over': 54, 'new': 28, 'paradox': 5, 'fecundity': 1, 'you': 137, ...}
以字符char为分割单位
['t', 'h', 'e', ' ', 't', 'i', 'm', 'e', ' ', 'm', 'a', 'c', 'h', 'i', 'n', 'e', ' ', 'b', 'y', ' ']
{'t': 13515, 'h': 8257, 'e': 17838, ' ': 29927, 'i': 10138, 'm': 4043, 'a': 11704, 'c': 3424, 'n': 9917, 'b': 1897, 'y': 2679, 'g': 3075, 'w': 3225, 'l': 6146, 's': 8486, 'r': 7674, 'v': 1295, 'f': 3354, 'o': 9758, 'p': 2427, 'k': 1087, 'x': 236, 'u': 3805, 'd': 6337, 'z': 144, 'j': 97, 'q': 95}
我们首先使用时光机器数据集作为语料库来构建词汇表，然后打印前几个高频词元及其索引。
vocab = Vocab(tokens)
print(list(vocab.token_to_idx.items())[:10])
[('<unk>', 0), ('the', 1), ('i', 2), ('and', 3), ('of', 4), ('a', 5), ('to', 6), ('was', 7), ('in', 8), ('that', 9)]
简化
min_freq=0
reserved_tokens=[]
# 按出现频率排序
#按第二个元素即出现频率排序，降序
token_freqs = sorted(counter.items(), key=lambda x: x[1],reverse=True)
# 未知词元的索引为0
unk, uniq_tokens = 0, ['<unk>'] + reserved_tokens
uniq_tokens += [token for token, freq in token_freqs
if freq >= min_freq and token not in uniq_tokens]
idx_to_token, token_to_idx = [], dict()
for token in uniq_tokens:
idx_to_token.append(token)
token_to_idx[token] = len(idx_to_token) - 1
print(uniq_tokens)
print(idx_to_token)
输出
['<unk>', 'the', 'i', 'and', 'of', 'a', 'to', 'was', 'in', 'that', 'my', 'it', 'had', 'me', 'as', 'at', 'for', 'with', 'but', 'time', 'were', 'this', 'you', 'on', 'then', 'his', 'there', 'he', 'have', 'they', 'from', 'one', 'all', 'not', 'into', 'upon', 'little', 'so', 'is', 'came', 'by', 'some', 'be', 'no', 'could', 'their', 'said', 'saw', 'down', 'them', 'machine', 'which', 'very', 'or', 'an', 'we', 'now', 'what', 'been', 'these', 'like', 'her', 'out', 'seemed', 'up', 'man', 'about', 's', 'its', 'thing', 'again', 'traveller', 'would', 'more', 'white', 'our', 'thought', 'felt', 'when', 'over', 'weena', 'still', 'world', 'myself', 'even', 'must', 'through', 'if', 'hand', 'went', 'first', 'are', 'before', 'last', 'towards', 'only', 'people', 'she', 'morlocks', 'see', 'too', 'found', 'how', 'here', 'light', 'great', 'under', 'did', 'him', 'any', 'began', 'back', 'night', 'face', 'way', 'will', 'after', 'another', 'well', 'same', 'think', 'other', 'away', 'round', 'made', 'day', 'us', 'eyes', 'mind', 'might', 'perhaps', 'than', 'put', 'things', ...]
print(token_to_idx)
输出
{'<unk>': 0, 'the': 1, 'i': 2, 'and': 3, 'of': 4, 'a': 5, 'to': 6, 'was': 7, 'in': 8, 'that': 9, 'my': 10, 'it': 11, 'had': 12, 'me': 13, 'as': 14, 'at': 15, 'for': 16, 'with': 17, 'but': 18, 'time': 19, 'were': 20, 'this': 21, 'you': 22, 'on': 23, 'then': 24, 'his': 25, 'there': 26, 'he': 27, 'have': 28, 'they': 29, 'from': 30, 'one': 31, 'all': 32, 'not': 33, 'into': 34, 'upon': 35, 'little': 36, 'so': 37, 'is': 38, 'came': 39, 'by': 40, 'some': 41, 'be': 42, 'no': 43, 'could': 44, 'their': 45, 'said': 46, 'saw': 47, 'down': 48, 'them': 49, 'machine': 50, 'which': 51, 'very': 52, 'or': 53, 'an': 54, 'we': 55, 'now': 56, 'what': 57, 'been': 58, 'these': 59, 'like': 60, 'her': 61, 'out': 62, 'seemed': 63, 'up': 64, 'man': 65, 'about': 66, 's': 67, 'its': 68, 'thing': 69, 'again': 70, 'traveller': 71, 'would': 72, 'more': 73, 'white': 74, 'our': 75, 'thought': 76, 'felt': 77, 'when': 78, 'over': 79, 'weena': 80, 'still': 81, 'world': 82, 'myself': 83, 'even': 84, 'must': 85, 'through': 86, 'if': 87, 'hand': 88, 'went': 89, 'first': 90, 'are': 91, 'before': 92, 'last': 93, 'towards': 94, 'only': 95, 'people': 96, 'she': 97, 'morlocks': 98, 'see': 99, 'too': 100, 'found': 101, 'how': 102, 'here': 103, 'light': 104, 'great': 105, 'under': 106, 'did': 107, 'him': 108, 'any': 109, 'began': 110, 'back': 111, 'night': 112, 'face': 113, 'way': 114, 'will': 115, 'after': 116, 'another': 117, 'well': 118, 'same': 119, 'think': 120, 'other': 121, 'away': 122, 'round': 123, 'made': 124, ...}
现在，我们可以将每一条文本行转换成一个数字索引列表。
print('words:', tokens)
print('indices:', vocab[tokens])
words: [['the', 'time', 'machine', 'by', 'h', 'g', 'wells'], [], [], [], [], ['i'], [], [], ['the', 'time', 'traveller', 'for', 'so', 'it', 'will', 'be', 'convenient', 'to', 'speak', 'of', 'him'], ['was', 'expounding', 'a', 'recondite', 'matter', 'to', 'us', 'his', 'grey', 'eyes', 'shone', 'and'], ['twinkled', 'and', 'his', 'usually', 'pale', 'face', 'was', 'flushed', 'and', 'animated', 'the'], ['fire', 'burned', 'brightly', 'and', 'the', 'soft', 'radiance', 'of', 'the', 'incandescent'], ['lights', 'in', 'the', 'lilies', 'of', 'silver', 'caught', 'the', 'bubbles', 'that', 'flashed', 'and'], ['passed', 'in', 'our', 'glasses', 'our', 'chairs', 'being', 'his', 'patents', 'embraced', 'and'], ['caressed', 'us', 'rather', 'than', 'submitted', 'to', 'be', 'sat', 'upon', 'and', 'there', 'was', 'that'], ['luxurious', 'after', 'dinner', 'atmosphere', 'when', 'thought', 'roams', 'gracefully'], ['free', 'of', 'the', 'trammels', 'of', 'precision', 'and', 'he', 'put', 'it', 'to', 'us', 'in', 'this'], ['way', 'marking', 'the', 'points', 'with', 'a', 'lean', 'forefinger', 'as', 'we', 'sat', 'and', 'lazily'], ['admired', 'his', 'earnestness', 'over', 'this', 'new', 'paradox', 'as', 'we', 'thought', 'it'], ['and', 'his', 'fecundity'], [], ['you', 'must', 'follow', 'me', 'carefully', 'i', 'shall', 'have', 'to', 'controvert', 'one', 'or', 'two'], ['ideas', 'that', 'are', 'almost', 'universally', 'accepted', 'the', 'geometry', 'for'], ['instance', 'they', 'taught', 'you', 'at', 'school', 'is', 'founded', 'on', 'a', 'misconception'], [], ['is', 'not', 'that', 'rather', 'a', 'large', 'thing', 'to', 'expect', 'us', 'to', 'begin', 'upon'], ['said', 'filby', 'an', 'argumentative', 'person', 'with', 'red', 'hair'], [], ['i', 'do', 'not', 'mean', 'to', 'ask', 'you', 'to', 'accept', 'anything', 'without', 'reasonable'], ['ground', 'for', 'it', 'you', 'will', 'soon', 'admit', 'as', 'much', 'as', 'i', 'need', 'from', 'you', 'you'], ['know', 'of', 'course', 'that', 'a', 'mathematical', 'line', 'a', 'line', 'of', 'thickness', 'nil'], ['has', 'no', 'real', 'existence', 'they', 'taught', 'you', 'that', 'neither', 'has', 'a'], ['mathematical', 'plane', 'these', 'things', 'are', 'mere', 'abstractions'], [], ['that', 'is', 'all', 'right', 'said', 'the', 'psychologist'], [], ['nor', 'having', 'only', 'length', 'breadth', 'and', 'thickness', 'can', 'a', 'cube', 'have', 'a'], ['real', 'existence'], [], ['there', 'i', 'object', 'said', 'filby', 'of', 'course', 'a', 'solid', 'body', 'may', 'exist', 'all'], ['real', 'things'], [], ['so', 'most', 'people', 'think', 'but', 'wait', 'a', 'moment', 'can', 'an', 'instantaneous'], ['cube', 'exist'], [], ['don', 't', 'follow', 'you', 'said', 'filby'], [], ['can', 'a', 'cube', 'that', 'does', 'not', 'last', 'for', 'any', 'time', 'at', 'all', 'have', 'a', 'real'], ['existence'], [], ['filby', 'became', 'pensive', 'clearly', 'the', 'time', 'traveller', 'proceeded', 'any'], ['real', 'body', 'must', 'have', 'extension', 'in', 'four', 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['little', 'one', 'in', 'my', 'right', 'hand', 'i', 'had', 'my', 'iron', 'bar'], [], ['for', 'some', 'way', 'i', 'heard', 'nothing', 'but', 'the', 'crackling', 'twigs', 'under', 'my', 'feet'], ['the', 'faint', 'rustle', 'of', 'the', 'breeze', 'above', 'and', 'my', 'own', 'breathing', 'and', 'the'], ['throb', 'of', 'the', 'blood', 'vessels', 'in', 'my', 'ears', 'then', 'i', 'seemed', 'to', 'know', 'of', 'a'], ['pattering', 'about', 'me', 'i', 'pushed', 'on', 'grimly', 'the', 'pattering', 'grew', 'more'], ['distinct', 'and', 'then', 'i', 'caught', 'the', 'same', 'queer', 'sound', 'and', 'voices', 'i', 'had'], ['heard', 'in', 'the', 'under', 'world', 'there', 'were', 'evidently', 'several', 'of', 'the'], ['morlocks', 'and', 'they', 'were', 'closing', 'in', 'upon', 'me', 'indeed', 'in', 'another'], ['minute', 'i', 'felt', 'a', 'tug', 'at', 'my', 'coat', 'then', 'something', 'at', 'my', 'arm', 'and', 'weena'], ['shivered', 'violently', 'and', 'became', 'quite', 'still'], [], ['it', 'was', 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'but', 'at', 'last', 'i', 'emerged', 'upon', 'a', 'small', 'open'], ['space', 'and', 'as', 'i', 'did', 'so', 'a', 'morlock', 'came', 'blundering', 'towards', 'me', 'and'], ['past', 'me', 'and', 'went', 'on', 'straight', 'into', 'the', 'fire'], [], ['and', 'now', 'i', 'was', 'to', 'see', 'the', 'most', 'weird', 'and', 'horrible', 'thing', 'i', 'think', 'of'], ['all', 'that', 'i', 'beheld', 'in', 'that', 'future', 'age', 'this', 'whole', 'space', 'was', 'as', 'bright'], ['as', 'day', 'with', 'the', 'reflection', 'of', 'the', 'fire', 'in', 'the', 'centre', 'was', 'a', 'hillock'], ['or', 'tumulus', 'surmounted', 'by', 'a', 'scorched', 'hawthorn', 'beyond', 'this', 'was'], ['another', 'arm', 'of', 'the', 'burning', 'forest', 'with', 'yellow', 'tongues', 'already'], ['writhing', 'from', 'it', 'completely', 'encircling', 'the', 'space', 'with', 'a', 'fence', 'of'], ['fire', 'upon', 'the', 'hill', 'side', 'were', 'some', 'thirty', 'or', 'forty', 'morlocks', 'dazzled'], ['by', 'the', 'light', 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'somewhat', 'and', 'i', 'feared', 'the', 'foul', 'creatures'], ['would', 'presently', 'be', 'able', 'to', 'see', 'me', 'i', 'was', 'thinking', 'of', 'beginning', 'the'], ['fight', 'by', 'killing', 'some', 'of', 'them', 'before', 'this', 'should', 'happen', 'but', 'the'], ['fire', 'burst', 'out', 'again', 'brightly', 'and', 'i', 'stayed', 'my', 'hand', 'i', 'walked', 'about'], ['the', 'hill', 'among', 'them', 'and', 'avoided', 'them', 'looking', 'for', 'some', 'trace', 'of'], ['weena', 'but', 'weena', 'was', 'gone'], [], ['at', 'last', 'i', 'sat', 'down', 'on', 'the', 'summit', 'of', 'the', 'hillock', 'and', 'watched', 'this'], ['strange', 'incredible', 'company', 'of', 'blind', 'things', 'groping', 'to', 'and', 'fro', 'and'], ['making', 'uncanny', 'noises', 'to', 'each', 'other', 'as', 'the', 'glare', 'of', 'the', 'fire', 'beat'], ['on', 'them', 'the', 'coiling', 'uprush', 'of', 'smoke', 'streamed', 'across', 'the', 'sky', 'and'], ['through', 'the', 'rare', 'tatters', 'of', 'that', 'red', 'canopy', 'remote', 'as', 'though', 'they'], ['belonged', 'to', 'another', 'universe', 'shone', 'the', 'little', 'stars', 'two', 'or', 'three'], ['morlocks', 'came', 'blundering', 'into', 'me', 'and', 'i', 'drove', 'them', 'off', 'with', 'blows'], ['of', 'my', 'fists', 'trembling', 'as', 'i', 'did', 'so'], [], ['for', 'the', 'most', 'part', 'of', 'that', 'night', 'i', 'was', 'persuaded', 'it', 'was', 'a', 'nightmare'], ['i', 'bit', 'myself', 'and', 'screamed', 'in', 'a', 'passionate', 'desire', 'to', 'awake', 'i', 'beat'], ['the', 'ground', 'with', 'my', 'hands', 'and', 'got', 'up', 'and', 'sat', 'down', 'again', 'and'], ['wandered', 'here', 'and', 'there', 'and', 'again', 'sat', 'down', 'then', 'i', 'would', 'fall', 'to'], ['rubbing', 'my', 'eyes', 'and', 'calling', 'upon', 'god', 'to', 'let', 'me', 'awake', 'thrice', 'i', 'saw'], ['morlocks', 'put', 'their', 'heads', 'down', 'in', 'a', 'kind', 'of', 'agony', 'and', 'rush', 'into', 'the'], ['flames', 'but', 'at', 'last', 'above', 'the', 'subsiding', 'red', 'of', 'the', 'fire', 'above', 'the'], ['streaming', 'masses', 'of', 'black', 'smoke', 'and', 'the', 'whitening', 'and', 'blackening'], ['tree', 'stumps', 'and', 'the', 'diminishing', 'numbers', 'of', 'these', 'dim', 'creatures'], ['came', 'the', 'white', 'light', 'of', 'the', 'day'], [], ['i', 'searched', 'again', 'for', 'traces', 'of', 'weena', 'but', 'there', 'were', 'none', 'it', 'was'], ['plain', 'that', 'they', 'had', 'left', 'her', 'poor', 'little', 'body', 'in', 'the', 'forest', 'i'], ['cannot', 'describe', 'how', 'it', 'relieved', 'me', 'to', 'think', 'that', 'it', 'had', 'escaped', 'the'], ['awful', 'fate', 'to', 'which', 'it', 'seemed', 'destined', 'as', 'i', 'thought', 'of', 'that', 'i', 'was'], ['almost', 'moved', 'to', 'begin', 'a', 'massacre', 'of', 'the', 'helpless', 'abominations', 'about'], ['me', 'but', 'i', 'contained', 'myself', 'the', 'hillock', 'as', 'i', 'have', 'said', 'was', 'a', 'kind'], ['of', 'island', 'in', 'the', 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['old', 'familiar', 'room', 'it', 'is', 'more', 'like', 'the', 'sorrow', 'of', 'a', 'dream', 'than', 'an'], ['actual', 'loss', 'but', 'that', 'morning', 'it', 'left', 'me', 'absolutely', 'lonely'], ['again', 'terribly', 'alone', 'i', 'began', 'to', 'think', 'of', 'this', 'house', 'of', 'mine', 'of'], ['this', 'fireside', 'of', 'some', 'of', 'you', 'and', 'with', 'such', 'thoughts', 'came', 'a', 'longing'], ['that', 'was', 'pain'], [], ['but', 'as', 'i', 'walked', 'over', 'the', 'smoking', 'ashes', 'under', 'the', 'bright', 'morning'], ['sky', 'i', 'made', 'a', 'discovery', 'in', 'my', 'trouser', 'pocket', 'were', 'still', 'some', 'loose'], ['matches', 'the', 'box', 'must', 'have', 'leaked', 'before', 'it', 'was', 'lost'], [], [], [], [], ['x'], [], [], ['about', 'eight', 'or', 'nine', 'in', 'the', 'morning', 'i', 'came', 'to', 'the', 'same', 'seat', 'of'], ['yellow', 'metal', 'from', 'which', 'i', 'had', 'viewed', 'the', 'world', 'upon', 'the', 'evening', 'of'], ['my', 'arrival', 'i', 'thought', 'of', 'my', 'hasty', 'conclusions', 'upon', 'that', 'evening', 'and'], ['could', 'not', 'refrain', 'from', 'laughing', 'bitterly', 'at', 'my', 'confidence', 'here'], ['was', 'the', 'same', 'beautiful', 'scene', 'the', 'same', 'abundant', 'foliage', 'the', 'same'], ['splendid', 'palaces', 'and', 'magnificent', 'ruins', 'the', 'same', 'silver', 'river'], ['running', 'between', 'its', 'fertile', 'banks', 'the', 'gay', 'robes', 'of', 'the', 'beautiful'], ['people', 'moved', 'hither', 'and', 'thither', 'among', 'the', 'trees', 'some', 'were', 'bathing'], ['in', 'exactly', 'the', 'place', 'where', 'i', 'had', 'saved', 'weena', 'and', 'that', 'suddenly', 'gave'], ['me', 'a', 'keen', 'stab', 'of', 'pain', 'and', 'like', 'blots', 'upon', 'the', 'landscape', 'rose', 'the'], ['cupolas', 'above', 'the', 'ways', 'to', 'the', 'under', 'world', 'i', 'understood', 'now', 'what', 'all'], ['the', 'beauty', 'of', 'the', 'over', 'world', 'people', 'covered', 'very', 'pleasant', 'was', 'their'], ['day', 'as', 'pleasant', 'as', 'the', 'day', 'of', 'the', 'cattle', 'in', 'the', 'field', 'like', 'the'], ['cattle', 'they', 'knew', 'of', 'no', 'enemies', 'and', 'provided', 'against', 'no', 'needs', 'and'], ['their', 'end', 'was', 'the', 'same'], [], ['i', 'grieved', 'to', 'think', 'how', 'brief', 'the', 'dream', 'of', 'the', 'human', 'intellect', 'had'], ['been', 'it', 'had', 'committed', 'suicide', 'it', 'had', 'set', 'itself', 'steadfastly'], ['towards', 'comfort', 'and', 'ease', 'a', 'balanced', 'society', 'with', 'security', 'and'], ['permanency', 'as', 'its', 'watchword', 'it', 'had', 'attained', 'its', 'hopes', 'to', 'come'], ['to', 'this', 'at', 'last', 'once', 'life', 'and', 'property', 'must', 'have', 'reached', 'almost'], ['absolute', 'safety', 'the', 'rich', 'had', 'been', 'assured', 'of', 'his', 'wealth', 'and'], ['comfort', 'the', 'toiler', 'assured', 'of', 'his', 'life', 'and', 'work', 'no', 'doubt', 'in', 'that'], ['perfect', 'world', 'there', 'had', 'been', 'no', 'unemployed', 'problem', 'no', 'social'], ['question', 'left', 'unsolved', 'and', 'a', 'great', 'quiet', 'had', 'followed'], [], ['it', 'is', 'a', 'law', 'of', 'nature', 'we', 'overlook', 'that', 'intellectual', 'versatility'], ['is', 'the', 'compensation', 'for', 'change', 'danger', 'and', 'trouble', 'an', 'animal'], ['perfectly', 'in', 'harmony', 'with', 'its', 'environment', 'is', 'a', 'perfect', 'mechanism'], ['nature', 'never', 'appeals', 'to', 'intelligence', 'until', 'habit', 'and', 'instinct', 'are'], ['useless', 'there', 'is', 'no', 'intelligence', 'where', 'there', 'is', 'no', 'change', 'and', 'no'], ['need', 'of', 'change', 'only', 'those', 'animals', 'partake', 'of', 'intelligence', 'that', 'have'], ['to', 'meet', 'a', 'huge', 'variety', 'of', 'needs', 'and', 'dangers'], [], ['so', 'as', 'i', 'see', 'it', 'the', 'upper', 'world', 'man', 'had', 'drifted', 'towards', 'his'], ['feeble', 'prettiness', 'and', 'the', 'under', 'world', 'to', 'mere', 'mechanical', 'industry'], ['but', 'that', 'perfect', 'state', 'had', 'lacked', 'one', 'thing', 'even', 'for', 'mechanical'], ['perfection', 'absolute', 'permanency', 'apparently', 'as', 'time', 'went', 'on', 'the'], ['feeding', 'of', 'the', 'under', 'world', 'however', 'it', 'was', 'effected', 'had', 'become'], ['disjointed', 'mother', 'necessity', 'who', 'had', 'been', 'staved', 'off', 'for', 'a'], ['few', 'thousand', 'years', 'came', 'back', 'again', 'and', 'she', 'began', 'below', 'the'], ['under', 'world', 'being', 'in', 'contact', 'with', 'machinery', 'which', 'however', 'perfect'], ['still', 'needs', 'some', 'little', 'thought', 'outside', 'habit', 'had', 'probably', 'retained'], ['perforce', 'rather', 'more', 'initiative', 'if', 'less', 'of', 'every', 'other', 'human'], ['character', 'than', 'the', 'upper', 'and', 'when', 'other', 'meat', 'failed', 'them', 'they'], ['turned', 'to', 'what', 'old', 'habit', 'had', 'hitherto', 'forbidden', 'so', 'i', 'say', 'i', 'saw', 'it'], ['in', 'my', 'last', 'view', 'of', 'the', 'world', 'of', 'eight', 'hundred', 'and', 'two', 'thousand', 'seven'], ['hundred', 'and', 'one', 'it', 'may', 'be', 'as', 'wrong', 'an', 'explanation', 'as', 'mortal', 'wit'], ['could', 'invent', 'it', 'is', 'how', 'the', 'thing', 'shaped', 'itself', 'to', 'me', 'and', 'as', 'that', 'i'], ['give', 'it', 'to', 'you'], [], ['after', 'the', 'fatigues', 'excitements', 'and', 'terrors', 'of', 'the', 'past', 'days', 'and'], ['in', 'spite', 'of', 'my', 'grief', 'this', 'seat', 'and', 'the', 'tranquil', 'view', 'and', 'the', 'warm'], ['sunlight', 'were', 'very', 'pleasant', 'i', 'was', 'very', 'tired', 'and', 'sleepy', 'and', 'soon'], ['my', 'theorizing', 'passed', 'into', 'dozing', 'catching', 'myself', 'at', 'that', 'i', 'took', 'my'], ['own', 'hint', 'and', 'spreading', 'myself', 'out', 'upon', 'the', 'turf', 'i', 'had', 'a', 'long', 'and'], ['refreshing', 'sleep'], [], ['i', 'awoke', 'a', 'little', 'before', 'sunsetting', 'i', 'now', 'felt', 'safe', 'against', 'being'], ['caught', 'napping', 'by', 'the', 'morlocks', 'and', 'stretching', 'myself', 'i', 'came', 'on'], ['down', 'the', 'hill', 'towards', 'the', 'white', 'sphinx', 'i', 'had', 'my', 'crowbar', 'in', 'one'], ['hand', 'and', 'the', 'other', 'hand', 'played', 'with', 'the', 'matches', 'in', 'my', 'pocket'], [], ['and', 'now', 'came', 'a', 'most', 'unexpected', 'thing', 'as', 'i', 'approached', 'the', 'pedestal'], ['of', 'the', 'sphinx', 'i', 'found', 'the', 'bronze', 'valves', 'were', 'open', 'they', 'had', 'slid'], ['down', 'into', 'grooves'], [], ['at', 'that', 'i', 'stopped', 'short', 'before', 'them', 'hesitating', 'to', 'enter'], [], ['within', 'was', 'a', 'small', 'apartment', 'and', 'on', 'a', 'raised', 'place', 'in', 'the', 'corner'], ['of', 'this', 'was', 'the', 'time', 'machine', 'i', 'had', 'the', 'small', 'levers', 'in', 'my', 'pocket'], ['so', 'here', 'after', 'all', 'my', 'elaborate', 'preparations', 'for', 'the', 'siege', 'of', 'the'], ['white', 'sphinx', 'was', 'a', 'meek', 'surrender', 'i', 'threw', 'my', 'iron', 'bar', 'away', 'almost'], ['sorry', 'not', 'to', 'use', 'it'], [], ['a', 'sudden', 'thought', 'came', 'into', 'my', 'head', 'as', 'i', 'stooped', 'towards', 'the', 'portal'], ['for', 'once', 'at', 'least', 'i', 'grasped', 'the', 'mental', 'operations', 'of', 'the', 'morlocks'], ['suppressing', 'a', 'strong', 'inclination', 'to', 'laugh', 'i', 'stepped', 'through', 'the'], ['bronze', 'frame', 'and', 'up', 'to', 'the', 'time', 'machine', 'i', 'was', 'surprised', 'to', 'find', 'it'], ['had', 'been', 'carefully', 'oiled', 'and', 'cleaned', 'i', 'have', 'suspected', 'since', 'that'], ['the', 'morlocks', 'had', 'even', 'partially', 'taken', 'it', 'to', 'pieces', 'while', 'trying', 'in'], ['their', 'dim', 'way', 'to', 'grasp', 'its', 'purpose'], [], ['now', 'as', 'i', 'stood', 'and', 'examined', 'it', 'finding', 'a', 'pleasure', 'in', 'the', 'mere'], ['touch', 'of', 'the', 'contrivance', 'the', 'thing', 'i', 'had', 'expected', 'happened', 'the'], ['bronze', 'panels', 'suddenly', 'slid', 'up', 'and', 'struck', 'the', 'frame', 'with', 'a', 'clang'], ['i', 'was', 'in', 'the', 'dark', 'trapped', 'so', 'the', 'morlocks', 'thought', 'at', 'that', 'i'], ['chuckled', 'gleefully'], [], ['i', 'could', 'already', 'hear', 'their', 'murmuring', 'laughter', 'as', 'they', 'came', 'towards'], ['me', 'very', 'calmly', 'i', 'tried', 'to', 'strike', 'the', 'match', 'i', 'had', 'only', 'to', 'fix', 'on'], ['the', 'levers', 'and', 'depart', 'then', 'like', 'a', 'ghost', 'but', 'i', 'had', 'overlooked', 'one'], ['little', 'thing', 'the', 'matches', 'were', 'of', 'that', 'abominable', 'kind', 'that', 'light'], ['only', 'on', 'the', 'box'], [], ['you', 'may', 'imagine', 'how', 'all', 'my', 'calm', 'vanished', 'the', 'little', 'brutes', 'were'], ['close', 'upon', 'me', 'one', 'touched', 'me', 'i', 'made', 'a', 'sweeping', 'blow', 'in', 'the', 'dark', 'at'], ['them', 'with', 'the', 'levers', 'and', 'began', 'to', 'scramble', 'into', 'the', 'saddle', 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'i', 'have', 'already'], ['described'], [], [], [], [], ['xi'], [], [], ['i', 'have', 'already', 'told', 'you', 'of', 'the', 'sickness', 'and', 'confusion', 'that', 'comes'], ['with', 'time', 'travelling', 'and', 'this', 'time', 'i', 'was', 'not', 'seated', 'properly', 'in', 'the'], ['saddle', 'but', 'sideways', 'and', 'in', 'an', 'unstable', 'fashion', 'for', 'an', 'indefinite'], ['time', 'i', 'clung', 'to', 'the', 'machine', 'as', 'it', 'swayed', 'and', 'vibrated', 'quite'], ['unheeding', 'how', 'i', 'went', 'and', 'when', 'i', 'brought', 'myself', 'to', 'look', 'at', 'the', 'dials'], ['again', 'i', 'was', 'amazed', 'to', 'find', 'where', 'i', 'had', 'arrived', 'one', 'dial', 'records'], ['days', 'and', 'another', 'thousands', 'of', 'days', 'another', 'millions', 'of', 'days', 'and'], ['another', 'thousands', 'of', 'millions', 'now', 'instead', 'of', 'reversing', 'the', 'levers'], ['i', 'had', 'pulled', 'them', 'over', 'so', 'as', 'to', 'go', 'forward', 'with', 'them', 'and', 'when', 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'no', 'i', 'cannot', 'expect', 'you', 'to', 'believe'], ['it', 'take', 'it', 'as', 'a', 'lie', 'or', 'a', 'prophecy', 'say', 'i', 'dreamed', 'it', 'in', 'the'], ['workshop', 'consider', 'i', 'have', 'been', 'speculating', 'upon', 'the', 'destinies', 'of', 'our'], ['race', 'until', 'i', 'have', 'hatched', 'this', 'fiction', 'treat', 'my', 'assertion', 'of', 'its'], ['truth', 'as', 'a', 'mere', 'stroke', 'of', 'art', 'to', 'enhance', 'its', 'interest', 'and', 'taking'], ['it', 'as', 'a', 'story', 'what', 'do', 'you', 'think', 'of', 'it'], [], ['he', 'took', 'up', 'his', 'pipe', 'and', 'began', 'in', 'his', 'old', 'accustomed', 'manner', 'to', 'tap'], ['with', 'it', 'nervously', 'upon', 'the', 'bars', 'of', 'the', 'grate', 'there', 'was', 'a', 'momentary'], ['stillness', 'then', 'chairs', 'began', 'to', 'creak', 'and', 'shoes', 'to', 'scrape', 'upon', 'the'], ['carpet', 'i', 'took', 'my', 'eyes', 'off', 'the', 'time', 'traveller', 's', 'face', 'and', 'looked'], ['round', 'at', 'his', 'audience', 'they', 'were', 'in', 'the', 'dark', 'and', 'little', 'spots', 'of'], ['colour', 'swam', 'before', 'them', 'the', 'medical', 'man', 'seemed', 'absorbed', 'in', 'the'], ['contemplation', 'of', 'our', 'host', 'the', 'editor', 'was', 'looking', 'hard', 'at', 'the', 'end'], ['of', 'his', 'cigar', 'the', 'sixth', 'the', 'journalist', 'fumbled', 'for', 'his', 'watch', 'the'], ['others', 'as', 'far', 'as', 'i', 'remember', 'were', 'motionless'], [], ['the', 'editor', 'stood', 'up', 'with', 'a', 'sigh', 'what', 'a', 'pity', 'it', 'is', 'you', 're', 'not'], ['a', 'writer', 'of', 'stories', 'he', 'said', 'putting', 'his', 'hand', 'on', 'the', 'time'], ['traveller', 's', 'shoulder'], [], ['you', 'don', 't', 'believe', 'it'], [], ['well'], [], ['i', 'thought', 'not'], [], ['the', 'time', 'traveller', 'turned', 'to', 'us', 'where', 'are', 'the', 'matches', 'he', 'said'], ['he', 'lit', 'one', 'and', 'spoke', 'over', 'his', 'pipe', 'puffing', 'to', 'tell', 'you', 'the', 'truth'], ['i', 'hardly', 'believe', 'it', 'myself', 'and', 'yet'], [], ['his', 'eye', 'fell', 'with', 'a', 'mute', 'inquiry', 'upon', 'the', 'withered', 'white', 'flowers'], ['upon', 'the', 'little', 'table', 'then', 'he', 'turned', 'over', 'the', 'hand', 'holding', 'his'], ['pipe', 'and', 'i', 'saw', 'he', 'was', 'looking', 'at', 'some', 'half', 'healed', 'scars', 'on', 'his'], ['knuckles'], [], ['the', 'medical', 'man', 'rose', 'came', 'to', 'the', 'lamp', 'and', 'examined', 'the', 'flowers'], ['the', 'gynaeceum', 's', 'odd', 'he', 'said', 'the', 'psychologist', 'leant', 'forward', 'to'], ['see', 'holding', 'out', 'his', 'hand', 'for', 'a', 'specimen'], [], ['i', 'm', 'hanged', 'if', 'it', 'isn', 't', 'a', 'quarter', 'to', 'one', 'said', 'the', 'journalist'], ['how', 'shall', 'we', 'get', 'home'], [], ['plenty', 'of', 'cabs', 'at', 'the', 'station', 'said', 'the', 'psychologist'], [], ['it', 's', 'a', 'curious', 'thing', 'said', 'the', 'medical', 'man', 'but', 'i', 'certainly', 'don', 't'], ['know', 'the', 'natural', 'order', 'of', 'these', 'flowers', 'may', 'i', 'have', 'them'], [], ['the', 'time', 'traveller', 'hesitated', 'then', 'suddenly', 'certainly', 'not'], [], ['where', 'did', 'you', 'really', 'get', 'them', 'said', 'the', 'medical', 'man'], [], ['the', 'time', 'traveller', 'put', 'his', 'hand', 'to', 'his', 'head', 'he', 'spoke', 'like', 'one', 'who'], ['was', 'trying', 'to', 'keep', 'hold', 'of', 'an', 'idea', 'that', 'eluded', 'him', 'they', 'were', 'put'], ['into', 'my', 'pocket', 'by', 'weena', 'when', 'i', 'travelled', 'into', 'time', 'he', 'stared'], ['round', 'the', 'room', 'i', 'm', 'damned', 'if', 'it', 'isn', 't', 'all', 'going', 'this', 'room', 'and', 'you'], ['and', 'the', 'atmosphere', 'of', 'every', 'day', 'is', 'too', 'much', 'for', 'my', 'memory', 'did', 'i'], ['ever', 'make', 'a', 'time', 'machine', 'or', 'a', 'model', 'of', 'a', 'time', 'machine', 'or', 'is', 'it', 'all'], ['only', 'a', 'dream', 'they', 'say', 'life', 'is', 'a', 'dream', 'a', 'precious', 'poor', 'dream', 'at'], ['times', 'but', 'i', 'can', 't', 'stand', 'another', 'that', 'won', 't', 'fit', 'it', 's', 'madness', 'and'], ['where', 'did', 'the', 'dream', 'come', 'from', 'i', 'must', 'look', 'at', 'that', 'machine', 'if'], ['there', 'is', 'one'], [], ['he', 'caught', 'up', 'the', 'lamp', 'swiftly', 'and', 'carried', 'it', 'flaring', 'red', 'through'], ['the', 'door', 'into', 'the', 'corridor', 'we', 'followed', 'him', 'there', 'in', 'the', 'flickering'], ['light', 'of', 'the', 'lamp', 'was', 'the', 'machine', 'sure', 'enough', 'squat', 'ugly', 'and'], ['askew', 'a', 'thing', 'of', 'brass', 'ebony', 'ivory', 'and', 'translucent', 'glimmering'], ['quartz', 'solid', 'to', 'the', 'touch', 'for', 'i', 'put', 'out', 'my', 'hand', 'and', 'felt', 'the', 'rail'], ['of', 'it', 'and', 'with', 'brown', 'spots', 'and', 'smears', 'upon', 'the', 'ivory', 'and', 'bits', 'of'], ['grass', 'and', 'moss', 'upon', 'the', 'lower', 'parts', 'and', 'one', 'rail', 'bent', 'awry'], [], ['the', 'time', 'traveller', 'put', 'the', 'lamp', 'down', 'on', 'the', 'bench', 'and', 'ran', 'his', 'hand'], ['along', 'the', 'damaged', 'rail', 'it', 's', 'all', 'right', 'now', 'he', 'said', 'the', 'story', 'i'], ['told', 'you', 'was', 'true', 'i', 'm', 'sorry', 'to', 'have', 'brought', 'you', 'out', 'here', 'in', 'the'], ['cold', 'he', 'took', 'up', 'the', 'lamp', 'and', 'in', 'an', 'absolute', 'silence', 'we'], ['returned', 'to', 'the', 'smoking', 'room'], [], ['he', 'came', 'into', 'the', 'hall', 'with', 'us', 'and', 'helped', 'the', 'editor', 'on', 'with', 'his'], ['coat', 'the', 'medical', 'man', 'looked', 'into', 'his', 'face', 'and', 'with', 'a', 'certain'], ['hesitation', 'told', 'him', 'he', 'was', 'suffering', 'from', 'overwork', 'at', 'which', 'he'], ['laughed', 'hugely', 'i', 'remember', 'him', 'standing', 'in', 'the', 'open', 'doorway', 'bawling'], ['good', 'night'], [], ['i', 'shared', 'a', 'cab', 'with', 'the', 'editor', 'he', 'thought', 'the', 'tale', 'a', 'gaudy', 'lie'], ['for', 'my', 'own', 'part', 'i', 'was', 'unable', 'to', 'come', 'to', 'a', 'conclusion', 'the', 'story', 'was'], ['so', 'fantastic', 'and', 'incredible', 'the', 'telling', 'so', 'credible', 'and', 'sober', 'i'], ['lay', 'awake', 'most', 'of', 'the', 'night', 'thinking', 'about', 'it', 'i', 'determined', 'to', 'go'], ['next', 'day', 'and', 'see', 'the', 'time', 'traveller', 'again', 'i', 'was', 'told', 'he', 'was', 'in', 'the'], ['laboratory', 'and', 'being', 'on', 'easy', 'terms', 'in', 'the', 'house', 'i', 'went', 'up', 'to', 'him'], ['the', 'laboratory', 'however', 'was', 'empty', 'i', 'stared', 'for', 'a', 'minute', 'at', 'the'], ['time', 'machine', 'and', 'put', 'out', 'my', 'hand', 'and', 'touched', 'the', 'lever', 'at', 'that', 'the'], ['squat', 'substantial', 'looking', 'mass', 'swayed', 'like', 'a', 'bough', 'shaken', 'by', 'the'], ['wind', 'its', 'instability', 'startled', 'me', 'extremely', 'and', 'i', 'had', 'a', 'queer'], ['reminiscence', 'of', 'the', 'childish', 'days', 'when', 'i', 'used', 'to', 'be', 'forbidden', 'to'], ['meddle', 'i', 'came', 'back', 'through', 'the', 'corridor', 'the', 'time', 'traveller', 'met', 'me'], ['in', 'the', 'smoking', 'room', 'he', 'was', 'coming', 'from', 'the', 'house', 'he', 'had', 'a', 'small'], ['camera', 'under', 'one', 'arm', 'and', 'a', 'knapsack', 'under', 'the', 'other', 'he', 'laughed', 'when'], ['he', 'saw', 'me', 'and', 'gave', 'me', 'an', 'elbow', 'to', 'shake', 'i', 'm', 'frightfully', 'busy'], ['said', 'he', 'with', 'that', 'thing', 'in', 'there'], [], ['but', 'is', 'it', 'not', 'some', 'hoax', 'i', 'said', 'do', 'you', 'really', 'travel', 'through'], ['time'], [], ['really', 'and', 'truly', 'i', 'do', 'and', 'he', 'looked', 'frankly', 'into', 'my', 'eyes', 'he'], ['hesitated', 'his', 'eye', 'wandered', 'about', 'the', 'room', 'i', 'only', 'want', 'half', 'an'], ['hour', 'he', 'said', 'i', 'know', 'why', 'you', 'came', 'and', 'it', 's', 'awfully', 'good', 'of', 'you'], ['there', 's', 'some', 'magazines', 'here', 'if', 'you', 'll', 'stop', 'to', 'lunch', 'i', 'll', 'prove', 'you'], ['this', 'time', 'travelling', 'up', 'to', 'the', 'hilt', 'specimen', 'and', 'all', 'if', 'you', 'll'], ['forgive', 'my', 'leaving', 'you', 'now'], [], ['i', 'consented', 'hardly', 'comprehending', 'then', 'the', 'full', 'import', 'of', 'his', 'words'], ['and', 'he', 'nodded', 'and', 'went', 'on', 'down', 'the', 'corridor', 'i', 'heard', 'the', 'door', 'of'], ['the', 'laboratory', 'slam', 'seated', 'myself', 'in', 'a', 'chair', 'and', 'took', 'up', 'a', 'daily'], ['paper', 'what', 'was', 'he', 'going', 'to', 'do', 'before', 'lunch', 'time', 'then', 'suddenly'], ['i', 'was', 'reminded', 'by', 'an', 'advertisement', 'that', 'i', 'had', 'promised', 'to', 'meet'], ['richardson', 'the', 'publisher', 'at', 'two', 'i', 'looked', 'at', 'my', 'watch', 'and', 'saw'], ['that', 'i', 'could', 'barely', 'save', 'that', 'engagement', 'i', 'got', 'up', 'and', 'went', 'down', 'the'], ['passage', 'to', 'tell', 'the', 'time', 'traveller'], [], ['as', 'i', 'took', 'hold', 'of', 'the', 'handle', 'of', 'the', 'door', 'i', 'heard', 'an', 'exclamation'], ['oddly', 'truncated', 'at', 'the', 'end', 'and', 'a', 'click', 'and', 'a', 'thud', 'a', 'gust', 'of', 'air'], ['whirled', 'round', 'me', 'as', 'i', 'opened', 'the', 'door', 'and', 'from', 'within', 'came', 'the'], ['sound', 'of', 'broken', 'glass', 'falling', 'on', 'the', 'floor', 'the', 'time', 'traveller', 'was'], ['not', 'there', 'i', 'seemed', 'to', 'see', 'a', 'ghostly', 'indistinct', 'figure', 'sitting', 'in'], ['a', 'whirling', 'mass', 'of', 'black', 'and', 'brass', 'for', 'a', 'moment', 'a', 'figure', 'so'], ['transparent', 'that', 'the', 'bench', 'behind', 'with', 'its', 'sheets', 'of', 'drawings', 'was'], ['absolutely', 'distinct', 'but', 'this', 'phantasm', 'vanished', 'as', 'i', 'rubbed', 'my', 'eyes'], ['the', 'time', 'machine', 'had', 'gone', 'save', 'for', 'a', 'subsiding', 'stir', 'of', 'dust', 'the'], ['further', 'end', 'of', 'the', 'laboratory', 'was', 'empty', 'a', 'pane', 'of', 'the', 'skylight', 'had'], ['apparently', 'just', 'been', 'blown', 'in'], [], ['i', 'felt', 'an', 'unreasonable', 'amazement', 'i', 'knew', 'that', 'something', 'strange', 'had'], ['happened', 'and', 'for', 'the', 'moment', 'could', 'not', 'distinguish', 'what', 'the', 'strange'], ['thing', 'might', 'be', 'as', 'i', 'stood', 'staring', 'the', 'door', 'into', 'the', 'garden', 'opened'], ['and', 'the', 'man', 'servant', 'appeared'], [], ['we', 'looked', 'at', 'each', 'other', 'then', 'ideas', 'began', 'to', 'come', 'has', 'mr'], ['gone', 'out', 'that', 'way', 'said', 'i'], [], ['no', 'sir', 'no', 'one', 'has', 'come', 'out', 'this', 'way', 'i', 'was', 'expecting', 'to', 'find', 'him'], ['here'], [], ['at', 'that', 'i', 'understood', 'at', 'the', 'risk', 'of', 'disappointing', 'richardson', 'i'], ['stayed', 'on', 'waiting', 'for', 'the', 'time', 'traveller', 'waiting', 'for', 'the', 'second'], ['perhaps', 'still', 'stranger', 'story', 'and', 'the', 'specimens', 'and', 'photographs', 'he'], ['would', 'bring', 'with', 'him', 'but', 'i', 'am', 'beginning', 'now', 'to', 'fear', 'that', 'i', 'must'], ['wait', 'a', 'lifetime', 'the', 'time', 'traveller', 'vanished', 'three', 'years', 'ago', 'and'], ['as', 'everybody', 'knows', 'now', 'he', 'has', 'never', 'returned'], [], [], [], [], ['epilogue'], [], [], ['one', 'cannot', 'choose', 'but', 'wonder', 'will', 'he', 'ever', 'return', 'it', 'may', 'be', 'that', 'he'], ['swept', 'back', 'into', 'the', 'past', 'and', 'fell', 'among', 'the', 'blood', 'drinking', 'hairy'], ['savages', 'of', 'the', 'age', 'of', 'unpolished', 'stone', 'into', 'the', 'abysses', 'of', 'the'], ['cretaceous', 'sea', 'or', 'among', 'the', 'grotesque', 'saurians', 'the', 'huge', 'reptilian'], ['brutes', 'of', 'the', 'jurassic', 'times', 'he', 'may', 'even', 'now', 'if', 'i', 'may', 'use', 'the'], ['phrase', 'be', 'wandering', 'on', 'some', 'plesiosaurus', 'haunted', 'oolitic', 'coral'], ['reef', 'or', 'beside', 'the', 'lonely', 'saline', 'lakes', 'of', 'the', 'triassic', 'age', 'or', 'did'], ['he', 'go', 'forward', 'into', 'one', 'of', 'the', 'nearer', 'ages', 'in', 'which', 'men', 'are', 'still'], ['men', 'but', 'with', 'the', 'riddles', 'of', 'our', 'own', 'time', 'answered', 'and', 'its', 'wearisome'], ['problems', 'solved', 'into', 'the', 'manhood', 'of', 'the', 'race', 'for', 'i', 'for', 'my', 'own'], ['part', 'cannot', 'think', 'that', 'these', 'latter', 'days', 'of', 'weak', 'experiment'], ['fragmentary', 'theory', 'and', 'mutual', 'discord', 'are', 'indeed', 'man', 's', 'culminating'], ['time', 'i', 'say', 'for', 'my', 'own', 'part', 'he', 'i', 'know', 'for', 'the', 'question', 'had', 'been'], ['discussed', 'among', 'us', 'long', 'before', 'the', 'time', 'machine', 'was', 'made', 'thought'], ['but', 'cheerlessly', 'of', 'the', 'advancement', 'of', 'mankind', 'and', 'saw', 'in', 'the'], ['growing', 'pile', 'of', 'civilization', 'only', 'a', 'foolish', 'heaping', 'that', 'must'], ['inevitably', 'fall', 'back', 'upon', 'and', 'destroy', 'its', 'makers', 'in', 'the', 'end', 'if', 'that'], ['is', 'so', 'it', 'remains', 'for', 'us', 'to', 'live', 'as', 'though', 'it', 'were', 'not', 'so', 'but', 'to', 'me'], ['the', 'future', 'is', 'still', 'black', 'and', 'blank', 'is', 'a', 'vast', 'ignorance', 'lit', 'at', 'a'], ['few', 'casual', 'places', 'by', 'the', 'memory', 'of', 'his', 'story', 'and', 'i', 'have', 'by', 'me', 'for'], ['my', 'comfort', 'two', 'strange', 'white', 'flowers', 'shrivelled', 'now', 'and', 'brown', 'and'], ['flat', 'and', 'brittle', 'to', 'witness', 'that', 'even', 'when', 'mind', 'and', 'strength', 'had'], ['gone', 'gratitude', 'and', 'a', 'mutual', 'tenderness', 'still', 'lived', 'on', 'in', 'the', 'heart'], ['of', 'man']]
indices: [[1, 19, 50, 40, 2183, 2184, 400], [], [], [], [], [2], [], [], [1, 19, 71, 16, 37, 11, 115, 42, 680, 6, 586, 4, 108], [7, 1420, 5, 2185, 587, 6, 126, 25, 330, 127, 439, 3], [2186, 3, 25, 1044, 362, 113, 7, 1421, 3, 1045, 1], [148, 588, 825, 3, 1, 244, 2187, 4, 1, 2188], [2189, 8, 1, 2190, 4, 589, 363, 1, 2191, 9, 826, 3], [288, 8, 75, 2192, 75, 1422, 274, 25, 2193, 2194, 3], [1423, 126, 230, 131, 2195, 6, 42, 186, 35, 3, 26, 7, 9], [2196, 116, 289, 1424, 78, 76, 2197, 2198], [827, 4, 1, 2199, 4, 2200, 3, 27, 132, 11, 6, 126, 8, 21], [114, 1425, 1, 1046, 17, 5, 1426, 1427, 14, 55, 186, 3, 2201], [2202, 25, 2203, 79, 21, 153, 681, 14, 55, 76, 11], [3, 25, 2204], [], [22, 85, 440, 13, 590, 2, 502, 28, 6, 2205, 31, 53, 154], [1047, 9, 91, 180, 2206, 682, 1, 828, 16], [364, 29, 1428, 22, 15, 2207, 38, 2208, 23, 5, 2209], [], [38, 33, 9, 230, 5, 275, 69, 6, 829, 126, 6, 830, 35], [46, 235, 54, 2210, 1429, 17, 164, 591], [], [2, 187, 33, 503, 6, 1430, 22, 6, 2211, 683, 276, 1431], 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47, 1, 4448, 4449, 4450], [23, 1, 239, 40, 1, 243, 2, 101, 1, 1241, 7, 206, 6, 125, 3], [176, 15, 1, 4451, 47, 1, 756, 7, 180, 336, 1143, 704, 2], [207, 449, 762, 3, 1, 4452, 4, 1142, 2, 347, 2, 77, 37], [2176, 3, 800, 24, 2, 4453, 280, 1776, 461, 3, 420, 1], [243, 23, 22, 22, 151, 1, 424, 2, 4454, 3, 4455, 3, 56, 2, 316], [447, 22, 1, 268], [], [2, 151, 27, 46, 116, 5, 694, 9, 32, 21, 115, 42, 340], [612, 6, 22, 6, 13, 1, 31, 612, 69, 38, 9, 2, 316, 103], [6, 112, 8, 21, 155, 679, 221, 176, 34, 449, 1239, 460], [3, 447, 22, 59, 143, 4456], [], [27, 135, 15, 1, 177, 65, 43, 2, 231, 829, 22, 6, 377], [11, 456, 11, 14, 5, 1377, 53, 5, 4457, 208, 2, 1986, 11, 8, 1], [1151, 2122, 2, 28, 58, 4458, 35, 1, 4459, 4, 75], [472, 212, 2, 28, 4460, 21, 4461, 1580, 10, 4462, 4, 68], [664, 14, 5, 245, 4463, 4, 951, 6, 4464, 68, 407, 3, 1096], [11, 14, 5, 268, 57, 187, 22, 120, 4, 11], [], [27, 142, 64, 25, 718, 3, 110, 8, 25, 155, 2129, 841, 6, 1597], [17, 11, 4465, 35, 1, 379, 4, 1, 4466, 26, 7, 5, 2162], [1394, 24, 1422, 110, 6, 4467, 3, 1037, 6, 4468, 35, 1], [4469, 2, 142, 10, 127, 152, 1, 19, 71, 67, 113, 3, 135], [123, 15, 25, 4470, 29, 20, 8, 1, 161, 3, 36, 1348, 4], [535, 2042, 92, 49, 1, 177, 65, 63, 4471, 8, 1], [4472, 4, 75, 1536, 1, 217, 7, 176, 510, 15, 1, 173], [4, 25, 837, 1, 4473, 1, 419, 2132, 16, 25, 380, 1], [315, 14, 191, 14, 2, 320, 20, 584], [], [1, 217, 178, 64, 17, 5, 4474, 57, 5, 1540, 11, 38, 22, 4475, 33], [5, 4476, 4, 4477, 27, 46, 903, 25, 88, 23, 1, 19], [71, 67, 409], [], [22, 246, 160, 377, 11], [], [118], [], [2, 76, 33], [], [1, 19, 71, 204, 6, 126, 146, 91, 1, 228, 27, 46], [27, 261, 31, 3, 527, 79, 25, 718, 4478, 6, 294, 22, 1, 664], [2, 1216, 377, 11, 83, 3, 144], [], [25, 457, 250, 17, 5, 4479, 4480, 35, 1, 2065, 74, 226], [35, 1, 36, 239, 24, 27, 204, 79, 1, 88, 727, 25], [718, 3, 2, 47, 27, 7, 176, 15, 41, 216, 1551, 4481, 23, 25], [1829], [], [1, 177, 65, 292, 39, 6, 1, 290, 3, 1031, 1, 226], [1, 4482, 67, 279, 27, 46, 1, 171, 4483, 448, 6], [99, 727, 62, 25, 88, 16, 5, 2177], [], [2, 376, 4484, 87, 11, 2178, 160, 5, 1993, 6, 31, 46, 1, 419], [102, 502, 55, 200, 631], [], [4485, 4, 4486, 15, 1, 4487, 46, 1, 171], [], [11, 67, 5, 842, 69, 46, 1, 177, 65, 18, 2, 509, 246, 160], [151, 1, 505, 1030, 4, 59, 226, 137, 2, 28, 49], [], [1, 19, 71, 347, 24, 194, 509, 33], [], [146, 107, 22, 332, 200, 49, 46, 1, 177, 65], [], [1, 19, 71, 132, 25, 88, 6, 25, 185, 27, 527, 60, 31, 165], [7, 576, 6, 1304, 691, 4, 54, 366, 9, 4488, 108, 29, 20, 132], [34, 10, 328, 40, 80, 78, 2, 378, 34, 19, 27, 412], [123, 1, 221, 2, 376, 864, 87, 11, 2178, 160, 32, 253, 21, 221, 3, 22], [3, 1, 1424, 4, 306, 125, 38, 100, 181, 16, 10, 390, 107, 2], [284, 213, 5, 19, 50, 53, 5, 450, 4, 5, 19, 50, 53, 38, 11, 32], [95, 5, 585, 29, 208, 258, 38, 5, 585, 5, 4489, 1011, 585, 15], [299, 18, 2, 189, 160, 2107, 117, 9, 1582, 160, 4490, 11, 67, 1624, 3], [146, 107, 1, 585, 150, 30, 2, 85, 214, 15, 9, 50, 87], [26, 38, 31], [], [27, 363, 64, 1, 290, 467, 3, 755, 11, 1311, 164, 86], [1, 243, 34, 1, 724, 55, 256, 108, 26, 8, 1, 618], [104, 4, 1, 290, 7, 1, 50, 512, 156, 2179, 4491, 3], [1498, 5, 69, 4, 708, 4492, 608, 3, 4493, 4494], [1099, 1051, 6, 1, 876, 16, 2, 132, 62, 10, 88, 3, 77, 1, 902], [4, 11, 3, 17, 421, 1348, 3, 4495, 35, 1, 608, 3, 4496, 4], [824, 3, 1256, 35, 1, 777, 873, 3, 31, 902, 1153, 4497], [], [1, 19, 71, 132, 1, 290, 48, 23, 1, 874, 3, 242, 25, 88], [198, 1, 4498, 902, 11, 67, 32, 277, 56, 27, 46, 1, 268, 2], [281, 22, 7, 740, 2, 376, 1406, 6, 28, 887, 22, 62, 103, 8, 1], [490, 27, 142, 64, 1, 290, 3, 8, 54, 550, 1553, 55], [580, 6, 1, 634, 221], [], [27, 39, 34, 1, 311, 17, 126, 3, 1511, 1, 217, 23, 17, 25], [732, 1, 177, 65, 135, 34, 25, 113, 3, 17, 5, 233], [4499, 281, 108, 27, 7, 1121, 30, 4500, 15, 51, 27], [411, 2061, 2, 320, 108, 418, 8, 1, 309, 733, 1832], [280, 112], [], [2, 4501, 5, 4502, 17, 1, 217, 27, 76, 1, 1321, 5, 4503, 1377], [16, 10, 136, 203, 2, 7, 1622, 6, 150, 6, 5, 1316, 1, 268, 7], [37, 4504, 3, 612, 1, 447, 37, 4505, 3, 4506, 2], [257, 1416, 159, 4, 1, 112, 462, 66, 11, 2, 393, 6, 220], [282, 125, 3, 99, 1, 19, 71, 70, 2, 7, 281, 27, 7, 8, 1], [222, 3, 274, 23, 895, 1876, 8, 1, 385, 2, 89, 64, 6, 108], [1, 222, 247, 7, 991, 2, 412, 16, 5, 193, 15, 1], [19, 50, 3, 132, 62, 10, 88, 3, 553, 1, 240, 15, 9, 1], [2179, 4507, 176, 774, 1170, 60, 5, 4508, 4509, 40, 1], [615, 68, 4510, 739, 13, 1226, 3, 2, 12, 5, 345], [1506, 4, 1, 1338, 307, 78, 2, 1203, 6, 42, 2154, 6], [4511, 2, 39, 111, 86, 1, 724, 1, 19, 71, 417, 13], [8, 1, 634, 221, 27, 7, 286, 30, 1, 385, 27, 12, 5, 295], [4512, 106, 31, 408, 3, 5, 4513, 106, 1, 121, 27, 411, 78], [27, 47, 13, 3, 321, 13, 54, 4514, 6, 4515, 2, 376, 2026, 4516], [46, 27, 17, 9, 69, 8, 26], [], [18, 38, 11, 33, 41, 4517, 2, 46, 187, 22, 332, 406, 86], [19], [], [332, 3, 1596, 2, 187, 3, 27, 135, 1575, 34, 10, 127, 27], [347, 25, 457, 1391, 66, 1, 221, 2, 95, 523, 216, 54], [756, 27, 46, 2, 151, 249, 22, 39, 3, 11, 67, 4518, 280, 4, 22], [26, 67, 41, 4519, 103, 87, 22, 729, 515, 6, 2180, 2, 729, 4520, 22], [21, 19, 319, 64, 6, 1, 4521, 2177, 3, 32, 87, 22, 729], [4522, 10, 979, 22, 56], [], [2, 4523, 1216, 4524, 24, 1, 305, 654, 4, 25, 598], [3, 27, 1687, 3, 89, 23, 48, 1, 724, 2, 207, 1, 243, 4], [1, 222, 4525, 565, 83, 8, 5, 611, 3, 142, 64, 5, 1110], [623, 57, 7, 27, 253, 6, 187, 92, 2180, 19, 24, 194], [2, 7, 649, 40, 54, 1789, 9, 2, 12, 2119, 6, 2153], [2181, 1, 4526, 15, 154, 2, 135, 15, 10, 380, 3, 47], [9, 2, 44, 4527, 338, 9, 4528, 2, 174, 64, 3, 89, 48, 1], [855, 6, 294, 1, 19, 71], [], [14, 2, 142, 691, 4, 1, 4529, 4, 1, 243, 2, 207, 54, 4530], [945, 4531, 15, 1, 173, 3, 5, 4532, 3, 5, 636, 5, 1642, 4, 184], [1664, 123, 13, 14, 2, 420, 1, 243, 3, 30, 493, 39, 1], [322, 4, 391, 348, 743, 23, 1, 479, 1, 19, 71, 7], [33, 26, 2, 63, 6, 99, 5, 4533, 863, 335, 1179, 8], [5, 4534, 774, 4, 149, 3, 708, 16, 5, 145, 5, 335, 37], [1489, 9, 1, 874, 254, 17, 68, 875, 4, 1520, 7], [340, 758, 18, 21, 4535, 317, 14, 2, 4536, 10, 127], [1, 19, 50, 12, 210, 338, 16, 5, 2147, 672, 4, 303, 1], [356, 173, 4, 1, 222, 7, 991, 5, 4537, 4, 1, 4538, 12], [425, 238, 58, 862, 8], [], [2, 77, 54, 2077, 2004, 2, 267, 9, 252, 143, 12], [323, 3, 16, 1, 145, 44, 33, 1674, 57, 1, 143], [69, 129, 42, 14, 2, 178, 1063, 1, 243, 34, 1, 637, 420], [3, 1, 65, 4539, 353], [], [55, 135, 15, 264, 121, 24, 1047, 110, 6, 150, 188, 4540], [210, 62, 9, 114, 46, 2], [], [43, 1467, 43, 31, 188, 150, 62, 21, 114, 2, 7, 1554, 6, 272, 108], [103], [], [15, 9, 2, 1034, 15, 1, 928, 4, 4541, 2181, 2], [1385, 23, 629, 16, 1, 19, 71, 629, 16, 1, 343], [130, 81, 1741, 268, 3, 1, 1326, 3, 4542, 27], [72, 2090, 17, 108, 18, 2, 316, 687, 56, 6, 179, 9, 2, 85], [594, 5, 4543, 1, 19, 71, 317, 175, 237, 404, 3], [14, 4544, 4545, 56, 27, 188, 211, 580], [], [], [], [], [4546], [], [], [31, 231, 4547, 18, 702, 115, 27, 284, 1016, 11, 137, 42, 9, 27], [1194, 111, 34, 1, 255, 3, 250, 138, 1, 628, 4548, 4549], [4550, 4, 1, 287, 4, 4551, 429, 34, 1, 4552, 4, 1], [4553, 312, 53, 138, 1, 955, 4554, 1, 310, 4555], [1408, 4, 1, 4556, 299, 27, 137, 84, 56, 87, 2, 137, 671, 1], [4557, 42, 4558, 23, 41, 4559, 4560, 4561, 4562], [4563, 53, 455, 1, 2151, 4564, 4565, 4, 1, 4566, 287, 53, 107], [27, 220, 448, 34, 31, 4, 1, 647, 1023, 8, 51, 278, 91, 81], [278, 18, 17, 1, 4567, 4, 75, 136, 19, 1820, 3, 68, 4568], [1337, 4569, 34, 1, 4570, 4, 1, 472, 16, 2, 16, 10, 136], [203, 231, 120, 9, 59, 836, 307, 4, 800, 1077], [4571, 676, 3, 2182, 4572, 91, 206, 65, 67, 4573], [19, 2, 208, 16, 10, 136, 203, 27, 2, 151, 16, 1, 423, 12, 58], [4574, 138, 126, 134, 92, 1, 19, 50, 7, 124, 76], [18, 4575, 4, 1, 4576, 4, 978, 3, 47, 8, 1], [351, 1945, 4, 750, 95, 5, 690, 1577, 9, 85], [1791, 641, 111, 35, 3, 1774, 68, 4577, 8, 1, 173, 87, 9], [38, 37, 11, 1244, 16, 126, 6, 1024, 14, 219, 11, 20, 33, 37, 18, 6, 13], [1, 202, 38, 81, 149, 3, 1114, 38, 5, 326, 2032, 261, 15, 5], [395, 4578, 957, 40, 1, 390, 4, 25, 268, 3, 2, 28, 40, 13, 16], [10, 396, 154, 143, 74, 226, 2105, 56, 3, 421, 3], [1450, 3, 4579, 6, 1966, 9, 84, 78, 128, 3, 485, 12], [210, 1915, 3, 5, 2182, 1797, 81, 635, 23, 8, 1, 1012], [4, 65]]
整合所有功能
def load_corpus_time_machine(max_tokens=-1):
"""返回时光机器数据集的词元索引列表和词汇表。"""
lines = read_time_machine()
tokens = tokenize(lines, 'char')
vocab = Vocab(tokens)
# 因为时光机器数据集中的每个文本行不一定是一个句子或一个段落，
# 所以将所有文本行展平到一个列表中
corpus = [vocab[token] for line in tokens for token in line]
if max_tokens > 0:
corpus = corpus[:max_tokens]
return corpus, vocab
corpus, vocab = load_corpus_time_machine()
len(corpus), len(vocab)
(170580, 28)
corpus
[3,
9,
2,
1,
3,
5,
13,
2,
1,
13,
4,
15,
9,
5,
6,
2,
1,
21,
19,
1,
9,
...]
for i in range(20):
print(vocab.to_tokens(corpus[i]))
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