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1 | stopwords = ['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', 'your', 'yours', | |
2 | 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', 'her', 'hers', | |
3 | 'herself', 'it', 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', | |
4 | 'what', 'which', 'who', 'whom', 'this', 'that', 'these', 'those', 'am', 'is', 'are', | |
5 | 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', | |
6 | 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', | |
7 | 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', | |
8 | 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', | |
9 | 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', | |
10 | 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', | |
11 | 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', | |
12 | 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', 'should', 'now','?'] | |
13 | ||
14 | - | tokentext = ['The', 'drug', 'maker', 'Pfizer', 'said', 'Wednesday', 'that', 'it', 'was', 'recalling', 'packets', 'of', 'birth', 'control', 'pills', 'because', 'some', 'had', 'been', 'packaged', 'incorrectly', ',', 'potentially', 'causing', 'women', 'to', 'take', 'an', 'inadequate', 'dose', 'and', 'possibly', 'become', 'pregnant', '.'] |
14 | + | tokentext = [['The', 'drug', 'maker', 'Pfizer', 'said', 'Wednesday', 'that', 'it', 'was', 'recalling', 'packets', 'of', 'birth', 'control', 'pills', 'because', 'some', 'had', 'been', 'packaged', 'incorrectly', ',', 'potentially', 'causing', 'women', 'to', 'take', 'an', 'inadequate', 'dose', 'and', 'possibly', 'become', 'pregnant', '.'], |
15 | - | ['The', 'recall', 'involves', 'about', 'a', 'million', 'packets', ',', 'although', 'only', 'about', '30', 'may', 'actually', 'have', 'been', 'affected', ',', 'the', 'company', 'said', 'Wednesday', 'in', 'a', 'prepared', 'statement', '.'] |
15 | + | ['The', 'recall', 'involves', 'about', 'a', 'million', 'packets', ',', 'although', 'only', 'about', '30', 'may', 'actually', 'have', 'been', 'affected', ',', 'the', 'company', 'said', 'Wednesday', 'in', 'a', 'prepared', 'statement', '.'], |
16 | - | ['The', 'pills', 'are', 'the', 'kind', 'that', 'come', 'in', 'a', "''blister", "''", 'pack', ',', 'which', 'contains', '21', 'active', ',', 'hormone-containing', 'pills', 'and', 'seven', 'inactive', 'pills', ',', 'which', 'women', 'take', 'to', 'help', 'stay', 'on', 'track', '.'] |
16 | + | ['The', 'pills', 'are', 'the', 'kind', 'that', 'come', 'in', 'a', "''blister", "''", 'pack', ',', 'which', 'contains', '21', 'active', ',', 'hormone-containing', 'pills', 'and', 'seven', 'inactive', 'pills', ',', 'which', 'women', 'take', 'to', 'help', 'stay', 'on', 'track', '.'], |
17 | - | ['But', 'Pfizer', 'said', 'that', 'in', 'some', 'packages', ',', 'the', 'inactive', 'pills', 'may', 'have', 'been', "''placed", 'out', 'of', 'order', '.'] |
17 | + | ['But', 'Pfizer', 'said', 'that', 'in', 'some', 'packages', ',', 'the', 'inactive', 'pills', 'may', 'have', 'been', "''placed", 'out', 'of', 'order', '.'], |
18 | - | ["''", 'Pfizer', 'said', 'in', 'a', 'news', 'release', 'that', "''as", 'a', 'result', 'of', 'this', 'packaging', 'error', ',', 'the', 'daily', 'regimen', 'for', 'these', 'oral', 'contraceptives', 'may', 'be', 'incorrect', 'and', 'could', 'leave', 'women', 'without', 'adequate', 'contraception', ',', 'and', 'at', 'risk', 'for', 'unintended', 'pregnancy', '.'] |
18 | + | ["''", 'Pfizer', 'said', 'in', 'a', 'news', 'release', 'that', "''as", 'a', 'result', 'of', 'this', 'packaging', 'error', ',', 'the', 'daily', 'regimen', 'for', 'these', 'oral', 'contraceptives', 'may', 'be', 'incorrect', 'and', 'could', 'leave', 'women', 'without', 'adequate', 'contraception', ',', 'and', 'at', 'risk', 'for', 'unintended', 'pregnancy', '.'], |
19 | - | ["''", 'The', 'release', 'lists', 'details', 'of', 'the', 'pills', 'in', 'question', '.'] |
19 | + | ["''", 'The', 'release', 'lists', 'details', 'of', 'the', 'pills', 'in', 'question', '.'], |
20 | - | ['Women', 'using', 'the', 'affected', 'packets', 'should', 'begin', 'using', 'a', "''nonhormonal", "''", 'form', 'of', 'contraception', 'immediately', ',', 'the', 'company', 'said', '.'] |
20 | + | ['Women', 'using', 'the', 'affected', 'packets', 'should', 'begin', 'using', 'a', "''nonhormonal", "''", 'form', 'of', 'contraception', 'immediately', ',', 'the', 'company', 'said', '.'], |
21 | - | ['(', 'The', 'pills', 'were', 'made', 'and', 'packaged', 'by', 'Pfizer', 'and', 'marketed', 'by', 'Akrimax', 'Rx', 'Products', '.'] |
21 | + | ['(', 'The', 'pills', 'were', 'made', 'and', 'packaged', 'by', 'Pfizer', 'and', 'marketed', 'by', 'Akrimax', 'Rx', 'Products', '.'], |
22 | - | [')', 'Now', ',', 'that', "'s", 'not', 'what', 'you', 'want', 'to', 'hear', ',', 'is', 'it', '?'] |
22 | + | [')', 'Now', ',', 'that', "'s", 'not', 'what', 'you', 'want', 'to', 'hear', ',', 'is', 'it', '?'], |
23 | - | ['It', "'s", 'hard', 'enough', 'to', 'remember', 'to', 'take', 'the', 'pills', 'every', 'day', ',', 'and', 'then', 'you', 'find', 'that', '--', 'surprise', '!'] |
23 | + | ['It', "'s", 'hard', 'enough', 'to', 'remember', 'to', 'take', 'the', 'pills', 'every', 'day', ',', 'and', 'then', 'you', 'find', 'that', '--', 'surprise', '!'], |
24 | - | ['--', 'even', 'if', 'you', "'ve", 'been', 'following', 'the', 'schedule', ',', 'they', 'still', 'may', 'not', 'work', '.'] |
24 | + | ['--', 'even', 'if', 'you', "'ve", 'been', 'following', 'the', 'schedule', ',', 'they', 'still', 'may', 'not', 'work', '.'], |
25 | - | ['Which', 'raises', 'a', 'serious', 'question', ':', 'What', 'if', 'you', 'end', 'up', 'pregnant', 'because', 'of', 'the', 'packaging', 'mix-up', '?'] |
25 | + | ['Which', 'raises', 'a', 'serious', 'question', ':', 'What', 'if', 'you', 'end', 'up', 'pregnant', 'because', 'of', 'the', 'packaging', 'mix-up', '?'], |
26 | - | ['Is', 'Pfizer', 'offering', 'to', 'cover', 'the', 'cost', 'of', 'the', 'pregnancy', 'or', 'terminating', 'the', 'pregnancy', '?'] |
26 | + | ['Is', 'Pfizer', 'offering', 'to', 'cover', 'the', 'cost', 'of', 'the', 'pregnancy', 'or', 'terminating', 'the', 'pregnancy', '?'], |
27 | - | ['Or', 'to', 'pay', 'for', 'other', 'health-related', 'costs', ',', 'like', 'the', 'cost', 'of', 'buying', 'another', 'form', 'of', 'birth', 'control', '?'] |
27 | + | ['Or', 'to', 'pay', 'for', 'other', 'health-related', 'costs', ',', 'like', 'the', 'cost', 'of', 'buying', 'another', 'form', 'of', 'birth', 'control', '?'], |
28 | - | ['When', 'we', 'posted', 'that', 'question', 'to', 'Pfizer', ',', 'a', 'spokeswoman', 'e-mailed', 'a', 'statement', 'that', 'did', "n't", 'directly', 'answer', 'the', 'question', '.'] |
28 | + | ['When', 'we', 'posted', 'that', 'question', 'to', 'Pfizer', ',', 'a', 'spokeswoman', 'e-mailed', 'a', 'statement', 'that', 'did', "n't", 'directly', 'answer', 'the', 'question', '.'], |
29 | - | ["''We", 'understand', 'that', 'this', 'news', 'can', 'be', 'very', 'concerning', 'and', 'confusing', 'for', 'any', 'woman', 'who', 'takes', 'birth', 'control', 'pills', 'to', 'protect', 'against', 'unintended', 'pregnancies', ',', "''", 'it', 'said', 'in', 'part', '.'] |
29 | + | ["''We", 'understand', 'that', 'this', 'news', 'can', 'be', 'very', 'concerning', 'and', 'confusing', 'for', 'any', 'woman', 'who', 'takes', 'birth', 'control', 'pills', 'to', 'protect', 'against', 'unintended', 'pregnancies', ',', "''", 'it', 'said', 'in', 'part', '.'], |
30 | - | ['We', "'ve", 'asked', 'again', ',', 'and', 'will', 'update', 'the', 'post', 'when', 'we', 'get', 'an', 'answer', '.'] |
30 | + | ['We', "'ve", 'asked', 'again', ',', 'and', 'will', 'update', 'the', 'post', 'when', 'we', 'get', 'an', 'answer', '.'], |
31 | - | ['Last', 'September', ',', 'Qualitest', 'Pharmaceuticals', ',', 'a', 'unit', 'of', 'Endo', 'Pharmaceuticals', ',', 'voluntarily', 'recalled', "''multiple", 'lots', "''", 'of', 'contraceptive', 'pills', '--', 'also', 'because', 'of', 'a', "''packaging", 'error', "''", 'that', 'could', 'put', 'women', 'at', 'risk', 'for', 'pregnancy', '.'] |
31 | + | ['Last', 'September', ',', 'Qualitest', 'Pharmaceuticals', ',', 'a', 'unit', 'of', 'Endo', 'Pharmaceuticals', ',', 'voluntarily', 'recalled', "''multiple", 'lots', "''", 'of', 'contraceptive', 'pills', '--', 'also', 'because', 'of', 'a', "''packaging", 'error', "''", 'that', 'could', 'put', 'women', 'at', 'risk', 'for', 'pregnancy', '.'], |
32 | - | ['A', 'Qualitest', 'spokesman', 'did', "n't", 'immediately', 'return', 'a', 'call', 'seeking', 'comment', '.'] |
32 | + | ['A', 'Qualitest', 'spokesman', 'did', "n't", 'immediately', 'return', 'a', 'call', 'seeking', 'comment', '.'], |
33 | - | ['What', 'do', 'you', 'think', '?'] |
33 | + | ['What', 'do', 'you', 'think', '?'], |
34 | - | ['What', 'is', 'Pfizer', "'s", 'responsibility', 'to', 'the', 'women', 'who', 'took', 'the', 'pills', '?'] |
34 | + | ['What', 'is', 'Pfizer', "'s", 'responsibility', 'to', 'the', 'women', 'who', 'took', 'the', 'pills', '?'], |
35 | - | ['This', 'is', 'a', 'more', 'complete', 'version', 'of', 'the', 'story', 'than', 'the', 'one', 'that', 'appeared', 'in', 'print', '.'] |
35 | + | ['This', 'is', 'a', 'more', 'complete', 'version', 'of', 'the', 'story', 'than', 'the', 'one', 'that', 'appeared', 'in', 'print', '.']] |