├── LICENSE.md ├── README.md ├── make_datafiles.py └── url_lists ├── all_test.txt ├── all_train.txt ├── all_val.txt ├── cnn_wayback_test_urls.txt ├── cnn_wayback_training_urls.txt ├── cnn_wayback_validation_urls.txt ├── dailymail_wayback_test_urls.txt ├── dailymail_wayback_training_urls.txt ├── dailymail_wayback_validation_urls.txt └── readme /LICENSE.md: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2018 Abi See 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | This code produces the non-anonymized version of the CNN / Daily Mail summarization dataset, as used in the ACL 2017 paper *[Get To The Point: Summarization with Pointer-Generator Networks](https://arxiv.org/pdf/1704.04368.pdf)*. It processes the dataset into the binary format expected by the [code](https://github.com/abisee/pointer-generator) for the Tensorflow model. 2 | 3 | **Python 3 version**: This code is in Python 2. If you want a Python 3 version, see [@becxer's fork](https://github.com/becxer/cnn-dailymail/). 4 | 5 | # Option 1: download the processed data 6 | User @JafferWilson has provided the processed data, which you can download [here](https://github.com/JafferWilson/Process-Data-of-CNN-DailyMail). (See discussion [here](https://github.com/abisee/cnn-dailymail/issues/9) about why we do not provide it ourselves). 7 | 8 | # Option 2: process the data yourself 9 | 10 | ## 1. Download data 11 | Download and unzip the `stories` directories from [here](http://cs.nyu.edu/~kcho/DMQA/) for both CNN and Daily Mail. 12 | 13 | **Warning:** These files contain a few (114, in a dataset of over 300,000) examples for which the article text is missing - see for example `cnn/stories/72aba2f58178f2d19d3fae89d5f3e9a4686bc4bb.story`. The [Tensorflow code](https://github.com/abisee/pointer-generator) has been updated to discard these examples. 14 | 15 | ## 2. Download Stanford CoreNLP 16 | We will need Stanford CoreNLP to tokenize the data. Download it [here](https://stanfordnlp.github.io/CoreNLP/) and unzip it. Then add the following command to your bash_profile: 17 | ``` 18 | export CLASSPATH=/path/to/stanford-corenlp-full-2016-10-31/stanford-corenlp-3.7.0.jar 19 | ``` 20 | replacing `/path/to/` with the path to where you saved the `stanford-corenlp-full-2016-10-31` directory. You can check if it's working by running 21 | ``` 22 | echo "Please tokenize this text." | java edu.stanford.nlp.process.PTBTokenizer 23 | ``` 24 | You should see something like: 25 | ``` 26 | Please 27 | tokenize 28 | this 29 | text 30 | . 31 | PTBTokenizer tokenized 5 tokens at 68.97 tokens per second. 32 | ``` 33 | ## 3. Process into .bin and vocab files 34 | Run 35 | ``` 36 | python make_datafiles.py /path/to/cnn/stories /path/to/dailymail/stories 37 | ``` 38 | replacing `/path/to/cnn/stories` with the path to where you saved the `cnn/stories` directory that you downloaded; similarly for `dailymail/stories`. 39 | 40 | This script will do several things: 41 | * The directories `cnn_stories_tokenized` and `dm_stories_tokenized` will be created and filled with tokenized versions of `cnn/stories` and `dailymail/stories`. This may take some time. ***Note**: you may see several `Untokenizable:` warnings from Stanford Tokenizer. These seem to be related to Unicode characters in the data; so far it seems OK to ignore them.* 42 | * For each of the url lists `all_train.txt`, `all_val.txt` and `all_test.txt`, the corresponding tokenized stories are read from file, lowercased and written to serialized binary files `train.bin`, `val.bin` and `test.bin`. These will be placed in the newly-created `finished_files` directory. This may take some time. 43 | * Additionally, a `vocab` file is created from the training data. This is also placed in `finished_files`. 44 | * Lastly, `train.bin`, `val.bin` and `test.bin` will be split into chunks of 1000 examples per chunk. These chunked files will be saved in `finished_files/chunked` as e.g. `train_000.bin`, `train_001.bin`, ..., `train_287.bin`. This should take a few seconds. You can use either the single files or the chunked files as input to the Tensorflow code (see considerations [here](https://github.com/abisee/cnn-dailymail/issues/3)). 45 | -------------------------------------------------------------------------------- /make_datafiles.py: -------------------------------------------------------------------------------- 1 | import sys 2 | import os 3 | import hashlib 4 | import struct 5 | import subprocess 6 | import collections 7 | import tensorflow as tf 8 | from tensorflow.core.example import example_pb2 9 | 10 | 11 | dm_single_close_quote = u'\u2019' # unicode 12 | dm_double_close_quote = u'\u201d' 13 | END_TOKENS = ['.', '!', '?', '...', "'", "`", '"', dm_single_close_quote, dm_double_close_quote, ")"] # acceptable ways to end a sentence 14 | 15 | # We use these to separate the summary sentences in the .bin datafiles 16 | SENTENCE_START = '' 17 | SENTENCE_END = '' 18 | 19 | all_train_urls = "url_lists/all_train.txt" 20 | all_val_urls = "url_lists/all_val.txt" 21 | all_test_urls = "url_lists/all_test.txt" 22 | 23 | cnn_tokenized_stories_dir = "cnn_stories_tokenized" 24 | dm_tokenized_stories_dir = "dm_stories_tokenized" 25 | finished_files_dir = "finished_files" 26 | chunks_dir = os.path.join(finished_files_dir, "chunked") 27 | 28 | # These are the number of .story files we expect there to be in cnn_stories_dir and dm_stories_dir 29 | num_expected_cnn_stories = 92579 30 | num_expected_dm_stories = 219506 31 | 32 | VOCAB_SIZE = 200000 33 | CHUNK_SIZE = 1000 # num examples per chunk, for the chunked data 34 | 35 | 36 | def chunk_file(set_name): 37 | in_file = 'finished_files/%s.bin' % set_name 38 | reader = open(in_file, "rb") 39 | chunk = 0 40 | finished = False 41 | while not finished: 42 | chunk_fname = os.path.join(chunks_dir, '%s_%03d.bin' % (set_name, chunk)) # new chunk 43 | with open(chunk_fname, 'wb') as writer: 44 | for _ in range(CHUNK_SIZE): 45 | len_bytes = reader.read(8) 46 | if not len_bytes: 47 | finished = True 48 | break 49 | str_len = struct.unpack('q', len_bytes)[0] 50 | example_str = struct.unpack('%ds' % str_len, reader.read(str_len))[0] 51 | writer.write(struct.pack('q', str_len)) 52 | writer.write(struct.pack('%ds' % str_len, example_str)) 53 | chunk += 1 54 | 55 | 56 | def chunk_all(): 57 | # Make a dir to hold the chunks 58 | if not os.path.isdir(chunks_dir): 59 | os.mkdir(chunks_dir) 60 | # Chunk the data 61 | for set_name in ['train', 'val', 'test']: 62 | print "Splitting %s data into chunks..." % set_name 63 | chunk_file(set_name) 64 | print "Saved chunked data in %s" % chunks_dir 65 | 66 | 67 | def tokenize_stories(stories_dir, tokenized_stories_dir): 68 | """Maps a whole directory of .story files to a tokenized version using Stanford CoreNLP Tokenizer""" 69 | print "Preparing to tokenize %s to %s..." % (stories_dir, tokenized_stories_dir) 70 | stories = os.listdir(stories_dir) 71 | # make IO list file 72 | print "Making list of files to tokenize..." 73 | with open("mapping.txt", "w") as f: 74 | for s in stories: 75 | f.write("%s \t %s\n" % (os.path.join(stories_dir, s), os.path.join(tokenized_stories_dir, s))) 76 | command = ['java', 'edu.stanford.nlp.process.PTBTokenizer', '-ioFileList', '-preserveLines', 'mapping.txt'] 77 | print "Tokenizing %i files in %s and saving in %s..." % (len(stories), stories_dir, tokenized_stories_dir) 78 | subprocess.call(command) 79 | print "Stanford CoreNLP Tokenizer has finished." 80 | os.remove("mapping.txt") 81 | 82 | # Check that the tokenized stories directory contains the same number of files as the original directory 83 | num_orig = len(os.listdir(stories_dir)) 84 | num_tokenized = len(os.listdir(tokenized_stories_dir)) 85 | if num_orig != num_tokenized: 86 | raise Exception("The tokenized stories directory %s contains %i files, but it should contain the same number as %s (which has %i files). Was there an error during tokenization?" % (tokenized_stories_dir, num_tokenized, stories_dir, num_orig)) 87 | print "Successfully finished tokenizing %s to %s.\n" % (stories_dir, tokenized_stories_dir) 88 | 89 | 90 | def read_text_file(text_file): 91 | lines = [] 92 | with open(text_file, "r") as f: 93 | for line in f: 94 | lines.append(line.strip()) 95 | return lines 96 | 97 | 98 | def hashhex(s): 99 | """Returns a heximal formated SHA1 hash of the input string.""" 100 | h = hashlib.sha1() 101 | h.update(s) 102 | return h.hexdigest() 103 | 104 | 105 | def get_url_hashes(url_list): 106 | return [hashhex(url) for url in url_list] 107 | 108 | 109 | def fix_missing_period(line): 110 | """Adds a period to a line that is missing a period""" 111 | if "@highlight" in line: return line 112 | if line=="": return line 113 | if line[-1] in END_TOKENS: return line 114 | # print line[-1] 115 | return line + " ." 116 | 117 | 118 | def get_art_abs(story_file): 119 | lines = read_text_file(story_file) 120 | 121 | # Lowercase everything 122 | lines = [line.lower() for line in lines] 123 | 124 | # Put periods on the ends of lines that are missing them (this is a problem in the dataset because many image captions don't end in periods; consequently they end up in the body of the article as run-on sentences) 125 | lines = [fix_missing_period(line) for line in lines] 126 | 127 | # Separate out article and abstract sentences 128 | article_lines = [] 129 | highlights = [] 130 | next_is_highlight = False 131 | for idx,line in enumerate(lines): 132 | if line == "": 133 | continue # empty line 134 | elif line.startswith("@highlight"): 135 | next_is_highlight = True 136 | elif next_is_highlight: 137 | highlights.append(line) 138 | else: 139 | article_lines.append(line) 140 | 141 | # Make article into a single string 142 | article = ' '.join(article_lines) 143 | 144 | # Make abstract into a signle string, putting and tags around the sentences 145 | abstract = ' '.join(["%s %s %s" % (SENTENCE_START, sent, SENTENCE_END) for sent in highlights]) 146 | 147 | return article, abstract 148 | 149 | 150 | def write_to_bin(url_file, out_file, makevocab=False): 151 | """Reads the tokenized .story files corresponding to the urls listed in the url_file and writes them to a out_file.""" 152 | print "Making bin file for URLs listed in %s..." % url_file 153 | url_list = read_text_file(url_file) 154 | url_hashes = get_url_hashes(url_list) 155 | story_fnames = [s+".story" for s in url_hashes] 156 | num_stories = len(story_fnames) 157 | 158 | if makevocab: 159 | vocab_counter = collections.Counter() 160 | 161 | with open(out_file, 'wb') as writer: 162 | for idx,s in enumerate(story_fnames): 163 | if idx % 1000 == 0: 164 | print "Writing story %i of %i; %.2f percent done" % (idx, num_stories, float(idx)*100.0/float(num_stories)) 165 | 166 | # Look in the tokenized story dirs to find the .story file corresponding to this url 167 | if os.path.isfile(os.path.join(cnn_tokenized_stories_dir, s)): 168 | story_file = os.path.join(cnn_tokenized_stories_dir, s) 169 | elif os.path.isfile(os.path.join(dm_tokenized_stories_dir, s)): 170 | story_file = os.path.join(dm_tokenized_stories_dir, s) 171 | else: 172 | print "Error: Couldn't find tokenized story file %s in either tokenized story directories %s and %s. Was there an error during tokenization?" % (s, cnn_tokenized_stories_dir, dm_tokenized_stories_dir) 173 | # Check again if tokenized stories directories contain correct number of files 174 | print "Checking that the tokenized stories directories %s and %s contain correct number of files..." % (cnn_tokenized_stories_dir, dm_tokenized_stories_dir) 175 | check_num_stories(cnn_tokenized_stories_dir, num_expected_cnn_stories) 176 | check_num_stories(dm_tokenized_stories_dir, num_expected_dm_stories) 177 | raise Exception("Tokenized stories directories %s and %s contain correct number of files but story file %s found in neither." % (cnn_tokenized_stories_dir, dm_tokenized_stories_dir, s)) 178 | 179 | # Get the strings to write to .bin file 180 | article, abstract = get_art_abs(story_file) 181 | 182 | # Write to tf.Example 183 | tf_example = example_pb2.Example() 184 | tf_example.features.feature['article'].bytes_list.value.extend([article]) 185 | tf_example.features.feature['abstract'].bytes_list.value.extend([abstract]) 186 | tf_example_str = tf_example.SerializeToString() 187 | str_len = len(tf_example_str) 188 | writer.write(struct.pack('q', str_len)) 189 | writer.write(struct.pack('%ds' % str_len, tf_example_str)) 190 | 191 | # Write the vocab to file, if applicable 192 | if makevocab: 193 | art_tokens = article.split(' ') 194 | abs_tokens = abstract.split(' ') 195 | abs_tokens = [t for t in abs_tokens if t not in [SENTENCE_START, SENTENCE_END]] # remove these tags from vocab 196 | tokens = art_tokens + abs_tokens 197 | tokens = [t.strip() for t in tokens] # strip 198 | tokens = [t for t in tokens if t!=""] # remove empty 199 | vocab_counter.update(tokens) 200 | 201 | print "Finished writing file %s\n" % out_file 202 | 203 | # write vocab to file 204 | if makevocab: 205 | print "Writing vocab file..." 206 | with open(os.path.join(finished_files_dir, "vocab"), 'w') as writer: 207 | for word, count in vocab_counter.most_common(VOCAB_SIZE): 208 | writer.write(word + ' ' + str(count) + '\n') 209 | print "Finished writing vocab file" 210 | 211 | 212 | def check_num_stories(stories_dir, num_expected): 213 | num_stories = len(os.listdir(stories_dir)) 214 | if num_stories != num_expected: 215 | raise Exception("stories directory %s contains %i files but should contain %i" % (stories_dir, num_stories, num_expected)) 216 | 217 | 218 | if __name__ == '__main__': 219 | if len(sys.argv) != 3: 220 | print "USAGE: python make_datafiles.py " 221 | sys.exit() 222 | cnn_stories_dir = sys.argv[1] 223 | dm_stories_dir = sys.argv[2] 224 | 225 | # Check the stories directories contain the correct number of .story files 226 | check_num_stories(cnn_stories_dir, num_expected_cnn_stories) 227 | check_num_stories(dm_stories_dir, num_expected_dm_stories) 228 | 229 | # Create some new directories 230 | if not os.path.exists(cnn_tokenized_stories_dir): os.makedirs(cnn_tokenized_stories_dir) 231 | if not os.path.exists(dm_tokenized_stories_dir): os.makedirs(dm_tokenized_stories_dir) 232 | if not os.path.exists(finished_files_dir): os.makedirs(finished_files_dir) 233 | 234 | # Run stanford tokenizer on both stories dirs, outputting to tokenized stories directories 235 | tokenize_stories(cnn_stories_dir, cnn_tokenized_stories_dir) 236 | tokenize_stories(dm_stories_dir, dm_tokenized_stories_dir) 237 | 238 | # Read the tokenized stories, do a little postprocessing then write to bin files 239 | write_to_bin(all_test_urls, os.path.join(finished_files_dir, "test.bin")) 240 | write_to_bin(all_val_urls, os.path.join(finished_files_dir, "val.bin")) 241 | write_to_bin(all_train_urls, os.path.join(finished_files_dir, "train.bin"), makevocab=True) 242 | 243 | # Chunk the data. This splits each of train.bin, val.bin and test.bin into smaller chunks, each containing e.g. 1000 examples, and saves them in finished_files/chunks 244 | chunk_all() 245 | -------------------------------------------------------------------------------- /url_lists/cnn_wayback_test_urls.txt: -------------------------------------------------------------------------------- 1 | http://web.archive.org/web/20150401100102id_/http://www.cnn.com/2015/04/01/europe/france-germanwings-plane-crash-main/ 2 | http://web.archive.org/web/20150401123500id_/http://www.cnn.com/2015/04/01/middleeast/palestinians-icc-membership/ 3 | http://web.archive.org/web/20150401232105id_/http://www.cnn.com/2015/03/31/world/amnesty-2014-death-penalty-report/ 4 | http://web.archive.org/web/20150402151325id_/http://edition.cnn.com/2015/04/01/opinions/shetty-end-executions/index.html 5 | http://web.archive.org/web/20150402214555id_/http://www.cnn.com/2015/04/01/europe/anne-frank-date-of-death/ 6 | http://web.archive.org/web/20150403063719id_/http://www.cnn.com/2015/04/02/us/north-carolina-duke-noose/index.html 7 | http://web.archive.org/web/20150403122220id_/http://www.cnn.com/2015/04/02/us/robert-schuller-death/ 8 | http://web.archive.org/web/20150403153913id_/http://edition.cnn.com/2015/04/03/living/buried-dog-survives-feat/index.html 9 | http://web.archive.org/web/20150403153946id_/http://edition.cnn.com/2015/04/03/middleeast/irans-foreign-minister-six-things-to-know/index.html 10 | http://web.archive.org/web/20150403170234id_/http://www.cnn.com/2015/04/01/entertainment/price-is-right-bob-barker-feat 11 | http://web.archive.org/web/20150403171430id_/http://edition.cnn.com/2015/04/03/us/down-syndrome-prom-proposal/index.html 12 | http://web.archive.org/web/20150403202553id_/http://www.cnn.com/2015/04/02/politics/michelle-bachman-compares-obama-to-crash-co-pilot/ 13 | http://web.archive.org/web/20150404010133id_/http://www.cnn.com/2015/04/03/us/california-drought/ 14 | http://web.archive.org/web/20150404015158id_/http://edition.cnn.com/2015/04/01/politics/walmart-religious-freedom-bill/index.html 15 | http://web.archive.org/web/20150404033756id_/http://www.cnn.com/2015/04/01/health/ebola-americans-monitoring/index.html 16 | http://web.archive.org/web/20150404041001id_/http://edition.cnn.com/2015/04/01/us/andrew-getty-death/index.html 17 | http://web.archive.org/web/20150404094614id_/http://edition.cnn.com/2015/04/01/opinions/granderson-indiana-pence-culture-wars/index.html 18 | http://web.archive.org/web/20150404160039id_/http://www.cnn.com/2015/04/04/asia/tropical-weather-philippines/ 19 | http://web.archive.org/web/20150404184636id_/http://edition.cnn.com/2015/04/03/us/missing-sailor-louis-jordan/index.html 20 | http://web.archive.org/web/20150405040345id_/http://edition.cnn.com/2015/04/03/entertainment/paul-walker-furious-7-feat/index.html 21 | http://web.archive.org/web/20150405041435id_/http://edition.cnn.com/2015/04/02/opinions/klass-iran-framework/index.html 22 | http://web.archive.org/web/20150405043959id_/http://edition.cnn.com/2015/04/02/living/motley-crue-vince-neil-star-spangled-banner-feat/index.html 23 | http://web.archive.org/web/20150405052737id_/http://edition.cnn.com/2015/04/01/europe/uk-terror-charge/index.html 24 | http://web.archive.org/web/20150405054143id_/http://www.cnn.com/2015/04/01/us/total-lunar-eclipse-blood-moon/ 25 | http://web.archive.org/web/20150405063618id_/http://edition.cnn.com/2015/04/02/living/indiana-religious-freedom-pizza-feat/index.html 26 | http://web.archive.org/web/20150405071726id_/http://www.cnn.com/2015/04/03/world/survival-at-sea/ 27 | http://web.archive.org/web/20150405085015id_/http://www.cnn.com/2015/04/05/middleeast/iran-women-sports-events/ 28 | http://web.archive.org/web/20150405213541id_/http://edition.cnn.com/2015/04/05/politics/netanyahu-iran-deal/index.html 29 | http://web.archive.org/web/20150405215732id_/http://edition.cnn.com/2015/04/03/us/feat-best-videos-week/index.html 30 | http://web.archive.org/web/20150405215918id_/http://www.cnn.com/2015/04/05/world/easter-bunny-astronomy/ 31 | http://web.archive.org/web/20150405220816id_/http://edition.cnn.com/2015/04/02/asia/india-cow-mugshots/index.html 32 | http://web.archive.org/web/20150405225417id_/http://edition.cnn.com/2015/04/03/us/philadelphia-terror-arrest/index.html 33 | http://web.archive.org/web/20150405232050id_/http://edition.cnn.com/2015/04/01/opinions/opinion-press-freedom-bloggers-under-threat/index.html 34 | http://web.archive.org/web/20150406021532id_/http://www.cnn.com/2015/04/04/entertainment/feat-lynyrd-skynyrd-drummer-dies/ 35 | http://web.archive.org/web/20150406065904id_/http://edition.cnn.com/2015/04/02/entertainment/avril-lavigne-lyme-disease-feat/index.html 36 | http://web.archive.org/web/20150406080814id_/http://us.cnn.com/2015/04/04/us/georgia-robbery-suspect-caught/index.html 37 | http://web.archive.org/web/20150406081455id_/http://www.cnn.com/2015/04/01/sport/ncaa-response-to-lawsuit/ 38 | http://web.archive.org/web/20150406112746id_/http://www.cnn.com/2015/04/05/europe/hadron-collider-restart/ 39 | http://web.archive.org/web/20150406130116id_/http://www.cnn.com/2015/04/06/middleeast/yemen-conflict-houthis-saudi-arabia/ 40 | http://web.archive.org/web/20150406195520id_/http://edition.cnn.com/2015/04/01/us/religious-freedom-laws-controversial-cases/index.html 41 | http://web.archive.org/web/20150406195623id_/http://edition.cnn.com/2015/04/02/opinions/kenya-al-shabaab-wolff/index.html 42 | http://web.archive.org/web/20150406195721id_/http://edition.cnn.com/2015/04/01/health/connecticut-teen-forced-chemotherapy/index.html 43 | 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http://web.archive.org/web/20150728163108id_/http://www.cnn.com/2015/04/07/us/dershowitz-sex-allegation/ 998 | http://web.archive.org/web/20150728190638id_/http://www.cnn.com/2015/04/01/world/russian-trawler-sinks/ 999 | http://web.archive.org/web/20150728190653id_/http://www.cnn.com/2015/04/01/world/iran-nuclear-talks/ 1000 | http://web.archive.org/web/20150728195430id_/http://www.cnn.com/2015/04/02/europe/france-germanwings-plane-crash-could-autopilot-have-helped/ 1001 | http://web.archive.org/web/20150728201051id_/http://www.cnn.com/2015/04/01/opinions/goldfeder-indiana-law/ 1002 | http://web.archive.org/web/20150729031316id_/http://www.cnn.com/2015/04/03/living/last-easter-iraq/ 1003 | http://web.archive.org/web/20150729032855id_/http://www.cnn.com/2015/04/01/africa/nigeria-elections-reasons-to-care/ 1004 | http://web.archive.org/web/20150729180331id_/http://www.cnn.com/2015/04/01/entertainment/fast-furious-7-box-office-thr-feat/ 1005 | http://web.archive.org/web/20150729180353id_/http://www.cnn.com/2015/04/01/us/california-water-restrictions-drought/ 1006 | http://web.archive.org/web/20150729182037id_/http://www.cnn.com/2015/04/02/opinions/barber-mcdonalds-raise-falls-short/ 1007 | http://web.archive.org/web/20150729182047id_/http://www.cnn.com/2015/04/03/middleeast/iran-celebrations-nuclear-deal/ 1008 | http://web.archive.org/web/20150729182055id_/http://www.cnn.com/2015/04/04/travel/lucille-ball-statue-feat/ 1009 | http://web.archive.org/web/20150729182117id_/http://www.cnn.com/2015/04/06/us/new-york-terror-plans/ 1010 | http://web.archive.org/web/20150729182137id_/http://www.cnn.com/2015/04/04/us/total-lunar-eclipse-blood-moon/ 1011 | http://web.archive.org/web/20150729182247id_/http://www.cnn.com/2015/04/01/europe/uk-election-issues/ 1012 | http://web.archive.org/web/20150730001105id_/http://www.cnn.com/2015/04/01/europe/turkey-blackouts-hostages/ 1013 | http://web.archive.org/web/20150730002151id_/http://www.cnn.com/2015/04/03/us/ferguson-justice-department-report-emails/ 1014 | http://web.archive.org/web/20150730002709id_/http://www.cnn.com/2015/03/31/us/andrew-getty-death/ 1015 | http://web.archive.org/web/20150730002720id_/http://www.cnn.com/2015/04/03/opinions/ruderman-simons-mental-illness/ 1016 | http://web.archive.org/web/20150730004241id_/http://www.cnn.com/2015/04/05/asia/prince-harry-australian-military/ 1017 | http://web.archive.org/web/20150730005922id_/http://www.cnn.com/2015/04/04/us/illinois-convicted-murderer-escapee-captured/ 1018 | http://web.archive.org/web/20150730014510id_/http://www.cnn.com/2015/04/06/africa/kenya-attack/ 1019 | http://web.archive.org/web/20150730020042id_/http://www.cnn.com/2015/04/03/living/memories-pizza-wisconsin-mistaken-identity-feat/ 1020 | http://web.archive.org/web/20150730023127id_/http://www.cnn.com/2015/04/02/asia/australia-greyhound-carcasses-dumped/ 1021 | http://web.archive.org/web/20150730060232id_/http://www.cnn.com/2015/04/03/europe/france-germanwings-plane-crash-main/ 1022 | http://web.archive.org/web/20150730060237id_/http://www.cnn.com/2015/04/02/asia/prince-harry-australian-military/ 1023 | http://web.archive.org/web/20150730061143id_/http://www.cnn.com/2015/04/27/us/baltimore-freddie-gray-funeral/ 1024 | http://web.archive.org/web/20150730064903id_/http://www.cnn.com/2015/04/02/europe/austria-camel-ottoman/ 1025 | http://web.archive.org/web/20150730064920id_/http://www.cnn.com/2015/04/03/us/florida-kkk-corrections-murder-plot/ 1026 | http://web.archive.org/web/20150730075009id_/http://www.cnn.com/2015/04/03/europe/iran-nuclear-talks-lausanne/ 1027 | http://web.archive.org/web/20150730075030id_/http://www.cnn.com/2015/04/07/studentnews/sn-content-weds/ 1028 | http://web.archive.org/web/20150730131620id_/http://www.cnn.com/2015/04/17/politics/missouri-national-guard-ferguson-protesters/ 1029 | http://web.archive.org/web/20150730132225id_/http://edition.cnn.com/2015/04/20/asia/australia-iran-intelligence-sharing/ 1030 | http://web.archive.org/web/20150730132238id_/http://edition.cnn.com/2015/04/07/africa/sea-shepherd-rescue-fishing-ship/ 1031 | http://web.archive.org/web/20150730135325id_/http://edition.cnn.com/2015/04/20/africa/somalia-violence/ 1032 | http://web.archive.org/web/20150730150946id_/http://www.cnn.com/2015/04/07/living/blended-learning-education/ 1033 | http://web.archive.org/web/20150730192617id_/http://edition.cnn.com/2015/04/09/americas/us-cuba-fugitive-charlie-hill/ 1034 | http://web.archive.org/web/20150730215742id_/http://www.cnn.com/2015/04/01/asia/worlds-oldest-person-dies/ 1035 | http://web.archive.org/web/20150731045912id_/http://www.cnn.com/2015/04/05/europe/vatican-urbi-et-orbi-speech-easter/ 1036 | http://web.archive.org/web/20150731051519id_/http://www.cnn.com/2015/04/01/us/north-carolina-duke-noose/ 1037 | http://web.archive.org/web/20150731063124id_/http://www.cnn.com/2015/04/02/us/new-york-terror-plot/ 1038 | http://web.archive.org/web/20150731063142id_/http://www.cnn.com/2015/04/02/africa/kenya-university-attack-scene/ 1039 | http://web.archive.org/web/20150731063205id_/http://www.cnn.com/2015/04/02/middleeast/yemen-crisis/ 1040 | http://web.archive.org/web/20150731063211id_/http://www.cnn.com/2015/04/06/us/divorce-papers-facebook/ 1041 | http://web.archive.org/web/20150731073433id_/http://www.cnn.com/2015/04/01/studentnews/sn-content-thurs/ 1042 | http://web.archive.org/web/20150731083557id_/http://www.cnn.com/2015/04/03/opinions/oakley-uk-election-debate/ 1043 | http://web.archive.org/web/20150731083631id_/http://www.cnn.com/2015/04/02/studentnews/sn-content-fri/ 1044 | http://web.archive.org/web/20150731130412id_/http://edition.cnn.com/2015/04/15/sport/camel-racing-dubai/ 1045 | http://web.archive.org/web/20150731145316id_/http://edition.cnn.com/2015/04/14/opinions/sesay-bring-back-our-girls-one-year-on/ 1046 | http://web.archive.org/web/20150731145421id_/http://www.cnn.com/2015/04/03/health/italian-neurosurgeon-says-human-head-transplant-will-happen-in-two-years/ 1047 | http://web.archive.org/web/20150731145426id_/http://edition.cnn.com/2015/04/15/world/ukrainian-holocaust-survivors/ 1048 | http://web.archive.org/web/20150731145505id_/http://edition.cnn.com/2015/04/08/middleeast/yemen-crisis/ 1049 | http://web.archive.org/web/20150731145535id_/http://edition.cnn.com/2015/04/14/africa/somalia-violence/ 1050 | http://web.archive.org/web/20150731215720id_/http://edition.cnn.com/2015/04/07/sport/wladimir-klitschko-ukraine-crisis-boxing/ 1051 | http://web.archive.org/web/20150731222823id_/http://edition.cnn.com/2015/04/10/us/alabama-death-row-inmate/ 1052 | http://web.archive.org/web/20150731233036id_/http://edition.cnn.com/2015/04/20/living/norway-fm-radio-digital/ 1053 | http://web.archive.org/web/20150731233051id_/http://edition.cnn.com/2015/04/07/us/brontosaurus-makes-a-comeback/ 1054 | http://web.archive.org/web/20150731233127id_/http://edition.cnn.com/2015/04/16/us/capitol-gyrocopter-pilot-doug-hughes/ 1055 | http://web.archive.org/web/20150731233141id_/http://edition.cnn.com/2015/04/14/sport/rio-2016-olympics-dead-fish/ 1056 | http://web.archive.org/web/20150801063237id_/http://www.cnn.com/2015/04/01/us/anthony-stokes-heart-transplant-death/ 1057 | http://web.archive.org/web/20150801073713id_/http://www.cnn.com/2015/04/03/middleeast/yemen-saudi-forces/ 1058 | http://web.archive.org/web/20150801075227id_/http://www.cnn.com/2015/04/08/health/doctor-choice-how-to-die/ 1059 | http://web.archive.org/web/20150801090132id_/http://www.cnn.com/2015/04/01/us/mother-charged-in-freezer-deaths/ 1060 | http://web.archive.org/web/20150801090344id_/http://www.cnn.com/2015/04/06/opinions/colicchio-factory-farming/ 1061 | http://web.archive.org/web/20150801090422id_/http://www.cnn.com/2015/04/05/entertainment/feat-michael-keaton-snl/ 1062 | http://web.archive.org/web/20150801090433id_/http://www.cnn.com/2015/03/30/world/lauren-bacall-art-auction-new-york/ 1063 | http://web.archive.org/web/20150801090604id_/http://www.cnn.com/2015/04/01/us/illinois-convicted-murderer-escapes/ 1064 | http://web.archive.org/web/20150801090651id_/http://www.cnn.com/2015/04/08/europe/london-hatton-garden-heist/ 1065 | http://web.archive.org/web/20150801163938id_/http://www.cnn.com/2015/04/03/opinions/fathi-iran-ayatollahs/ 1066 | http://web.archive.org/web/20150801165105id_/http://edition.cnn.com/2015/04/21/africa/south-africa-xenophobia-attacks/ 1067 | http://web.archive.org/web/20150801165139id_/http://edition.cnn.com/2015/04/20/opinions/south-africa-violence-inequality/ 1068 | http://web.archive.org/web/20150801165508id_/http://www.cnn.com/2015/04/08/travel/the-wonder-list-everglades-bill-weir/ 1069 | http://web.archive.org/web/20150801192448id_/http://edition.cnn.com/2015/04/10/us/new-york-detective-suspended/ 1070 | http://web.archive.org/web/20150801194059id_/http://edition.cnn.com/2015/04/16/opinions/rogers-tauscher-russia-space-dependence/ 1071 | http://web.archive.org/web/20150801205953id_/http://edition.cnn.com/2015/04/21/travel/tripadvisor-best-islands-world-feat/ 1072 | http://web.archive.org/web/20150801214625id_/http://edition.cnn.com/2015/04/18/americas/sachs-sustainable-development/ 1073 | http://web.archive.org/web/20150801220211id_/http://edition.cnn.com/2015/04/13/world/malala-nigeria-schoolgirls-abducted-boko-haram/ 1074 | http://web.archive.org/web/20150802001345id_/http://www.cnn.com/2015/04/07/us/ferguson-election/ 1075 | http://web.archive.org/web/20150802004433id_/http://www.cnn.com/2015/04/03/opinions/what-iranians-think-nuclear/ 1076 | http://web.archive.org/web/20150802053828id_/http://edition.cnn.com/2015/04/07/middleeast/iran-pakistan-border-violence/ 1077 | http://web.archive.org/web/20150802053949id_/http://edition.cnn.com/2015/04/19/entertainment/star-wars-rogue-one-details-feat/ 1078 | http://web.archive.org/web/20150802060104id_/http://www.cnn.com/2015/03/30/europe/france-germanwings-plane-crash-main/ 1079 | http://web.archive.org/web/20150802064700id_/http://www.cnn.com/2015/03/27/opinions/granderson-lgbt-culture-wars/ 1080 | http://web.archive.org/web/20150802081314id_/http://edition.cnn.com/2015/04/13/middleeast/syria-yarmouk-isis-shubert/ 1081 | http://web.archive.org/web/20150802090725id_/http://www.cnn.com/2015/04/17/middleeast/syria-civil-war-by-the-numbers/ 1082 | http://web.archive.org/web/20150802092933id_/http://edition.cnn.com/2015/04/12/china/china-cyber-censorship-weapon/ 1083 | http://web.archive.org/web/20150802124854id_/http://edition.cnn.com/2015/04/19/middleeast/yemen-crisis-houthis-saudi-airstrikes/ 1084 | http://web.archive.org/web/20150802130751id_/http://edition.cnn.com/2015/04/16/world/jerusalem-suspected-terror-attack/ 1085 | http://web.archive.org/web/20150802142910id_/http://edition.cnn.com/2015/04/17/europe/ukraine-political-killings/index.html 1086 | http://web.archive.org/web/20150802223023id_/http://edition.cnn.com/2015/04/13/africa/irpt-bringbackourgirls-anniversary/ 1087 | http://web.archive.org/web/20150802223041id_/http://edition.cnn.com/2015/04/14/americas/chile-same-sex-civil-unions/ 1088 | http://web.archive.org/web/20150803012326id_/http://www.cnn.com/2015/03/31/world/yemen-crisis/ 1089 | http://web.archive.org/web/20150803022427id_/http://www.cnn.com/2015/04/01/us/tsarnaev-family/ 1090 | http://web.archive.org/web/20150803022517id_/http://www.cnn.com/2015/04/02/world/africa/al-shabaab-explainer/ 1091 | http://web.archive.org/web/20150803073630id_/http://edition.cnn.com/2015/04/09/middleeast/gaza-banksy-door-artist/ 1092 | http://web.archive.org/web/20150803075220id_/http://edition.cnn.com/2015/04/17/opinions/lauter-pitcavage-oklahoma-bombing/ 1093 | http://web.archive.org/web/20150803075300id_/http://edition.cnn.com/2015/04/10/africa/south-africa-rhodes-statue-removed/ 1094 | -------------------------------------------------------------------------------- /url_lists/readme: -------------------------------------------------------------------------------- 1 | Note: all_train.txt is simply the concatenation of cnn_wayback_training_urls.txt and dailymail_wayback_training_urls.txt. 2 | 3 | Similarly for validation and test sets. 4 | --------------------------------------------------------------------------------