{"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\n\nimport os\nprint(os.listdir(\"../input\"))\ntrain = pd.read_csv('../input/train.csv')\ntrain.shape\n\n# Any results you write to the current directory are saved as output.","execution_count":20,"outputs":[{"output_type":"stream","text":"['test.csv', 'train.csv', 'sample_submission.csv', 'embeddings']\n","name":"stdout"},{"output_type":"execute_result","execution_count":20,"data":{"text/plain":"(1306122, 3)"},"metadata":{}}]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"train.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train['target'].value_counts() / train.shape[0]","execution_count":8,"outputs":[{"output_type":"execute_result","execution_count":8,"data":{"text/plain":"0    0.93813\n1    0.06187\nName: target, dtype: float64"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from wordcloud import WordCloud\nimport matplotlib.pyplot as plt\n\nwc = WordCloud().generate('i love india. i love data science')\nplt.imshow(wc)","execution_count":10,"outputs":[{"output_type":"execute_result","execution_count":10,"data":{"text/plain":"<matplotlib.image.AxesImage at 0x7f951eb3ca58>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"ds = pd.Series(['first sentence', 'second sentence', 'third sent'])\n' '.join(ds)","execution_count":15,"outputs":[{"output_type":"execute_result","execution_count":15,"data":{"text/plain":"'first sentence second sentence third sent'"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"insincere = train[train['target'] == 1]\nquestions = ' '.join(insincere['question_text'])\nwc = WordCloud(background_color='white').generate(questions)\nplt.figure(figsize=(12,5))\nplt.imshow(wc)","execution_count":18,"outputs":[{"output_type":"execute_result","execution_count":18,"data":{"text/plain":"<matplotlib.image.AxesImage at 0x7f951eae3e80>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x360 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.model_selection import train_test_split\n\ntrain1, validate = train_test_split(train,\n                                   test_size=0.2,\n                                   random_state=1)\nprint(train1.shape, validate.shape)\n\ndocs = train1['question_text'].str.lower().str.replace('[^a-z ]', '')\n\nfrom sklearn.feature_extraction.text import CountVectorizer\nvectorizer = CountVectorizer(min_df=200, stop_words='english').fit(docs)","execution_count":25,"outputs":[{"output_type":"stream","text":"(1044897, 3) (261225, 3)\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#vectorizer.get_feature_names()[:10]\n#len(vectorizer.get_feature_names())\ndtm_train1 = vectorizer.transform(docs)","execution_count":34,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.tree import DecisionTreeClassifier\nmodel = DecisionTreeClassifier(max_depth=5, random_state=1)\nmodel.fit(dtm_train1, train1['target'])","execution_count":39,"outputs":[{"output_type":"execute_result","execution_count":39,"data":{"text/plain":"DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=5,\n            max_features=None, max_leaf_nodes=None,\n            min_impurity_decrease=0.0, min_impurity_split=None,\n            min_samples_leaf=1, min_samples_split=2,\n            min_weight_fraction_leaf=0.0, presort=False, random_state=1,\n            splitter='best')"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"docs_validate = validate['question_text'].str.lower().str.replace('[^a-z ]', '')\ndtm_validate = vectorizer.transform(docs_validate)\nvalidate_pred = model.predict(dtm_validate)\nvalidate_pred[:10]","execution_count":42,"outputs":[{"output_type":"execute_result","execution_count":42,"data":{"text/plain":"array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0])"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.metrics import accuracy_score, f1_score\nprint(accuracy_score(validate['target'], validate_pred))\nprint(f1_score(validate['target'], validate_pred))","execution_count":44,"outputs":[{"output_type":"stream","text":"0.9411465211982007\n0.16509177799500377\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.naive_bayes import MultinomialNB\nnb = MultinomialNB().fit(dtm_train1, train1['target'])\nvalidate_pred = nb.predict(dtm_validate)\nprint(accuracy_score(validate['target'], validate_pred))\nprint(f1_score(validate['target'], validate_pred))","execution_count":46,"outputs":[{"output_type":"stream","text":"0.9309943535266533\n0.5286580901579333\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"test = pd.read_csv('../input/test.csv')\n#print(test.shape)\n\ndocs_test = test['question_text'].str.lower().str.replace('[^a-z ]', '')\ndtm_test = vectorizer.transform(docs_test)\ntest_pred = nb.predict(dtm_test)","execution_count":50,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample_submission = pd.read_csv('../input/sample_submission.csv')\n#sample_submission.head()\ndf_submission = pd.DataFrame({'qid': test['qid'],\n                              'prediction': test_pred})\n#df_submission.head()","execution_count":55,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_submission.to_csv('submission.csv', index=False)","execution_count":56,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}