{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\nimport os\nimport matplotlib.pyplot as plt\n%matplotlib inline\nimport seaborn as sns\nimport re\n\nimport pickle \n#import mglearn\nimport time\n\n\nfrom nltk.tokenize import TweetTokenizer # doesn't split at apostrophes\nimport nltk\nfrom nltk import Text\nfrom nltk.tokenize import regexp_tokenize\nfrom nltk.tokenize import word_tokenize  \nfrom nltk.tokenize import sent_tokenize \nfrom nltk.corpus import stopwords\nfrom nltk.stem import WordNetLemmatizer\nfrom nltk.stem import PorterStemmer\n\n\nfrom sklearn.feature_extraction.text import CountVectorizer\nfrom sklearn.feature_extraction.text import TfidfVectorizer\nfrom sklearn.linear_model import LogisticRegression \nfrom sklearn.naive_bayes import MultinomialNB\nfrom sklearn.multiclass import OneVsRestClassifier\n\n\nfrom sklearn.model_selection import cross_val_score\nfrom sklearn.model_selection import train_test_split\nfrom sklearn import metrics\nfrom sklearn.metrics import classification_report\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn.model_selection import GridSearchCV\nfrom sklearn.pipeline import make_pipeline\nprint(os.listdir(\"../input\"))\ntrain=pd.read_csv('../input/train.csv')\ntest=pd.read_csv('../input/test.csv')\n\n# Any results you write to the current directory are saved as output.","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"b342de2c2ae068188a20994f669eec4c63ecce0d"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"c84232e2a5d508a08e6e06fd547598774edaf3c3"},"cell_type":"code","source":"#corpus exploration\ntrain.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"9e23dae869dc291a790d6308f880686e5e7295db"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"6f404de6d41c621eb7a6ad008c6bb9e5094dcb61"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"5c6f4bf52b369c0343cf51debeb8d4a299ca47c4"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"0b498f8ed2542c7f1a405c7fd14edcd423274706"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"96ddd5b72b477d5ed492fdc526b00b8478010126"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"b4c489f03b554edd5fdac7f92056fd06b783afc9"},"cell_type":"code","source":"#corpus exploration\ntest.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"5a5d661edd828376c3305ad05670f33245ad8b80"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"eb7c10f03dc9bf47eaa009dd5446a7397e68dff7"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"fe7e8b2eb29aaf35341b22158125bc2f5f106910"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"be59a0f5b2fda842ef16e0df580e69931e458402"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"e9e2ed7899be07f55b62362615d35c27c72d8292"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"a1c918a2f9a372df3771eda683282009a5c6885f"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"1e4700b801977dcdbd9c50e49cbb661f0d69c60d"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"9ee03191325d084f2a1375be3410369d7c579fbc"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"0e37375398e07d3fc9f07a179abeae393be6c41b"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"943a8ba3a40ef077a80ab14ca2781230b6d0b966"},"cell_type":"code","source":"#corpus exploration\nlen(train['question_text'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"d973d9283af5bdc578e0f437ac1c3f5680f4ca16"},"cell_type":"code","source":"#corpus exploration\nlen(test['question_text'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"f3418607c582ec4fda3d78c98384fc3e5502acce"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"9766d71452650a436381a3122ad5f69388d162fd"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"9f6458568d1fb0f268f64d2dbcff098b4e8d2c37"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"8e1b0a54f3d84fa2d51794888b08a6e749f1058e"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"867a47ed2e09a80f1ebfb81bb5d25419ba127b7a"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"a9b46268b16eca75ea341f8944e184073798f804"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"fcbfc40f831e410b5375cf0111b7017c0cb52eaf"},"cell_type":"code","source":"#some operations to clean the corpus\ncount_train=[]\nbag_of_words=[]\ncount_vec = CountVectorizer(stop_words=\"english\", analyzer='word',ngram_range=(1, 1), max_df=1.0, min_df=1, max_features=4)\ntrain_x=[]\ntrain_y=[]\nfor j in range(len(train['question_text'])):\n    train_x.append(train['question_text'][j])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"2034b95552d6f9cdc973296ac5b969ddbfd0a8b3"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"ec37361fe824dd9ef00b252494efcb402c49bb5c"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"a991cd2008c05ec5325771a69996f0442c9da7aa"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"dc72bf64ba2091eb9ece96d785d102ab654f1651"},"cell_type":"code","source":"#some operations to clean the corpus\nfrom nltk.stem import SnowballStemmer\nstop_words = set(stopwords.words('english'))\nstop_words.update(['.', ',', '\"', \"'\", ':', ';', '(', ')', '[', ']', '{', '}'])\nstemmer = SnowballStemmer('english')\n#Preprocess the text in training and testing\nprocessed_train = []\nfor doc in train_x:\n    tokens = word_tokenize(doc)\n    filtered = [word for word in tokens if word not in stop_words]\n    stemmed = [stemmer.stem(word) for word in filtered]\n    processed_train.append(stemmed)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"bff1ff55f07d31fcfdb643cdc0c0dfaa2d3c8d27"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"2f916a0a581d13ff25822c094a8ef597ccdae212"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"d48084948e3ecad7ecf18b1b4dabc02821100061"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"4ab15fc1053ddcc1b09849d17cc6055cb1363658"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"5600bf969dcfac0119966b3faf32df838c3b49ea"},"cell_type":"code","source":"#save the results\ntrain['processed_train']=processed_train\ntrain.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"1a7c7e29c0188cbd235e0eadc77bca68a64fae7e"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"a076f14c37dde4a21946d63c61754f4bedcde366"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"6f18efdf2febc28374569bbb6318095cd2985eba"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"dd7ca7cc83f89485365603ea4be05e179498c6a8"},"cell_type":"code","source":"#save the results\nrow_lst = []\nfor lst in train.loc[:,'processed_train']:\n    text = ''\n    for word in lst:\n        text = text + ' ' + word\n    row_lst.append(text)\n\ntrain['final_processed_test'] = row_lst\n\ntrain.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"559de593030df005a46eac0a66640657789a6f14"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"01d1570c1a16d0cc4d0d135d4f2a1c596c214189"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"ada2ed6f84212e312c03010479b89068e1d396df"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"be2240c9bbc7f81e2b9e3c82b2e03c0c99b71041"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"47f00680f5d998381eadd2e50649c5ce6ade8c7a"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"9fc1ef6ee7c156f8b071061a58ce9112d3c23210"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"14e66fa68071808b040525e3303fa1888eef8fc5"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"3240d1377c29d88eaeae0b11a5cf00df8a406e0f"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"730856153f67125fbd131e4fd1781f7d85c9661a"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"2fb182451d5fa466106139cd5c28276c514cc991"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"3b528e8ff7717983ea31bde6759c6d6d0de82279"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"2a786107d31a3fe02652b690d1b3b0f67f1f2ede"},"cell_type":"code","source":"count_test=[]\nbag_of_words=[]\ncount_vec = CountVectorizer(stop_words=\"english\", analyzer='word',ngram_range=(1, 1), max_df=1.0, min_df=1, max_features=4)\ntest_x=[]\ntest_y=[]\nfor j in range(len(test['question_text'])):\n    test_x.append(test['question_text'][j])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"dbd537686098156cb70c9e1f3491a53f4bc926d1"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"be04ec3916890b529b1c17a78ea8bf42b284a249"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"61016751e49433f92041a4e78c75ff244ffb0ff8"},"cell_type":"code","source":"from nltk.stem import SnowballStemmer\nstop_words = set(stopwords.words('english'))\nstop_words.update(['.', ',', '\"', \"'\", ':', ';', '(', ')', '[', ']', '{', '}'])\nstemmer = SnowballStemmer('english')\n#Preprocess the text in training and testing\nprocessed_test = []\nfor doc in test_x:\n    tokens = word_tokenize(doc)\n    filtered = [word for word in tokens if word not in stop_words]\n    stemmed = [stemmer.stem(word) for word in filtered]\n    processed_test.append(stemmed)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"b2768c779a170616107db4eb0651642e909772c3"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"1467ee8d4e0a01c59bfdd8fbf534d73cfe59d130"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"d07762b3965db3cb629beae85d75ac8fbf2a699b"},"cell_type":"code","source":"test['processed_test']=processed_test\ntest.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"b392e8a45cec3cf507ba2e4ba95e2335b059c5eb"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"7f17a8080df8e5f39083524eeaac70a335fe6b9a"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"d3765d8b2ffe0d65ec0ec478355355a69da1477c"},"cell_type":"code","source":"row_lst = []\nfor lst in test.loc[:,'processed_test']:\n    text = ''\n    for word in lst:\n        text = text + ' ' + word\n    row_lst.append(text)\n\ntest['final_processed_test'] = row_lst\n\ntest.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"27cb645ebaf62dbf8d8a8191c6f2d37b8291fd8a"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"53f7dedc6680f748947bf2bc39c50d6ab8142f4c"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"462b70a9bd27c0e8f8386efabe88d475bc3f8e99"},"cell_type":"code","source":"                    ","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"b3b74849884e227d39ab0b2d3807712b0c998f30"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"5d4b5753c580a8d235cd5bc350aa61beda0d221a"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"43e01ef3afea573918fea5bb40d4646c6832aa27"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"4c84871394605b8a4d8894a55f5c97d2d0e652a4"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"12811c6cecdf1dbb7065481f4d72ffa5d70291a5"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"be37cfeba004345c2dd8e0c98aec26280180b3c5"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"9fa94dbab1aa4ba012ee9ee1caa346a6d5f0e794"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"a1293a0b184905b77fc38744d5da64d7ae6be652"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"e21bfe99e5ef51dc16b004d83484c54c0b222896"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"0515d05b1e70fa0ddc3c623de55823947d359f36"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"f1908ed1e3cb4def42aeea4b1a84c364e6b9fb98"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"db99c92a10f1ba14841d29699094c0a51ddd5573"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"84f101ad8e8be72e860e86d42695e9f1c2bfeb0a"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"e31110e8cd1df3a741afd3517f8a261c27d4e4de"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"4a9205c54e58d38f522e687cf9ce1552a5e5e953"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"63327cde88ed5aaa7c0f823eb7d619e335b0c1c5"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"512c614c2e6c4432050ce72027ba714d05b185fa"},"cell_type":"code","source":"def format_sentence(sent):\n\n    return ({ word: True for word in nltk.word_tokenize(sent)})","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"8b37c804da62b0efec60bac787a2273c3ef6a226"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"fa874dc29ce32f43e044e2bc7a631fe4b8eac214"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"3c1a7cd1cd577c8265b84b851c965fd3421e6a3b"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"3841572cc5f140e4dd0b9b069ecebac8e06c20b9"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"bb0483dd2769c72af3bf34394c136a7e833a3606"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"0d7af7c2d9213586966f8f80b8bc5b625c175203"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"d51f7e2671bdb21861f14c0a0b500180807d1895"},"cell_type":"code","source":"#prepare the corpus for the naive method\ndef load_training_set():\n\n    training = []\n    for i in range(len(train['final_processed_test'])):\n        if (train['target'][i]==1):\n            training.append([format_sentence(train['final_processed_test'][i]), 1])\n        else:\n            training.append([format_sentence(train['final_processed_test'][i]), 0])\n    return training","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"18bfc9025339c4bc22985435a4a372ecd08d52ab"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"e495e3acc02d5fa02649d63b720b8a49c5b77511"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"4e645f1b65e97c72020ccd713ef1b66755dfc224"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"fb6564f526b343c18724edbd6dfdb74b04e01c86"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"a594d8be4e2aeee16dd5907d53b27810b90fcd7c"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"8cca0a84747259ca5358f0f1438cc94d6f743c46"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"480d79ab561c6052f5b74506a869b2e66867fde2"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"5357ca326788665d9f15d1c64e094344319221e7"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"be2fb10744b51c66f9321c198de6bbfb9155e800"},"cell_type":"code","source":"\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"53ede416d600cd40718df445993ae776258cf853"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"3a16eb113fd23b5003b88967e4b1a1c3fae0abc5"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"6351fca6bc77b15f3fce93115e165ee41086f53d"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"8440ab6744157db30ef140725731f8c30bfa984b"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"3191d411ba3192c9346cd84da1d16176f2b42400"},"cell_type":"code","source":"training = load_training_set()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"862baf207effe4a1f9047d14b3b56a290ab71a13"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"a70d9ce93fdfe5b5f2330eaa93b171784701e511"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"c59a56b76714e0ca9abdd241ab1e19ced6603f71"},"cell_type":"code","source":"#naive Bayes\nfrom nltk.classify import NaiveBayesClassifier\nclassifier = NaiveBayesClassifier.train(training)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"a2913e9f455d381e9667828ecebf32ce7df2bca6"},"cell_type":"code","source":"def word_feats(words):\n    return dict([(word, True) for word in words])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"ad136046a336de4dea2ebb062095f34a26631e67"},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"d0f80e352fe6d1e82262a7abf2dc853a019696ae"},"cell_type":"code","source":"#prepare the prediction\npredicted = []\nfor k in range(len(test['question_text'])):\n    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