{"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)\nimport os\n#print(os.listdir(\"../input\"))\ndata = pd.read_csv('../input/train.csv')\ndata.shape","execution_count":3,"outputs":[{"output_type":"execute_result","execution_count":3,"data":{"text/plain":"(1306122, 3)"},"metadata":{}}]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"#data[data['target']==1].head()\ndata['target'].value_counts() / data.shape[0] * 100","execution_count":7,"outputs":[{"output_type":"execute_result","execution_count":7,"data":{"text/plain":"0    93.812982\n1     6.187018\nName: target, dtype: float64"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from wordcloud import WordCloud\nimport matplotlib.pyplot as plt\ninsincere_rows = data[data['target'] == 1]\nwc = WordCloud(background_color='white').generate(' '.join(insincere_rows['question_text']))\nplt.imshow(wc)","execution_count":8,"outputs":[{"output_type":"execute_result","execution_count":8,"data":{"text/plain":"<matplotlib.image.AxesImage at 0x7fdf78734080>"},"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":"from sklearn.model_selection import train_test_split\ntrain, validate = train_test_split(data, test_size=0.3, random_state=1)\ntrain.shape, validate.shape\n","execution_count":9,"outputs":[{"output_type":"execute_result","execution_count":9,"data":{"text/plain":"((914285, 3), (391837, 3))"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"import nltk\ndef clean_sentence(doc, stopwords, stemmer):\n    words = doc.split(' ')\n    words_clean = [stemmer.stem(word) for word in words if word not in stopwords]\n    return ' '.join(words_clean)\n    \ndef clean_documents(docs_raw):\n    stopwords = nltk.corpus.stopwords.words('english')\n    stemmer = nltk.stem.PorterStemmer()\n    docs = docs_raw.str.lower().str.replace('[^a-z ]', '')\n    docs_clean = docs.apply(lambda doc: clean_sentence(doc, stopwords, stemmer))\n    return docs_clean\ntrain_docs_clean = clean_documents(train['question_text'])\ntrain_docs_clean.head()","execution_count":12,"outputs":[{"output_type":"execute_result","execution_count":12,"data":{"text/plain":"635414          inhand salari rd prc freshli join mt cil\n906079                             one take yolo serious\n99492                                  best club nairobi\n973656    wake donald trump clock tick  hour return bodi\n397612                              made elon musk smart\nName: question_text, dtype: object"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.feature_extraction.text import CountVectorizer\nvectorizer = CountVectorizer(min_df=10).fit(train_docs_clean)\ndtm = vectorizer.transform(train_docs_clean)","execution_count":15,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.tree import DecisionTreeClassifier\nmodel_df = DecisionTreeClassifier(max_depth=10).fit(dtm, train['target'])","execution_count":18,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"validate_docs_clean = clean_documents(validate['question_text'])\ndtm_validate = vectorizer.transform(validate_docs_clean)\ndtm_validate","execution_count":19,"outputs":[{"output_type":"execute_result","execution_count":19,"data":{"text/plain":"<391837x19550 sparse matrix of type '<class 'numpy.int64'>'\n\twith 2313528 stored elements in Compressed Sparse Row format>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"validate_pred = model_df.predict(dtm_validate)\nfrom sklearn.metrics import f1_score\nf1_score(validate['target'], validate_pred)","execution_count":20,"outputs":[{"output_type":"execute_result","execution_count":20,"data":{"text/plain":"0.26134456546776796"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.naive_bayes import MultinomialNB\nmodel_nb = MultinomialNB().fit(dtm, train['target'])\nvalidate_pred = model_nb.predict(dtm_validate)\nf1_score(validate['target'], validate_pred)","execution_count":21,"outputs":[{"output_type":"execute_result","execution_count":21,"data":{"text/plain":"0.5425968470252713"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"test = pd.read_csv('../input/test.csv')\ndocs_clean = clean_documents(test['question_text'])\ndtm_test = vectorizer.transform(docs_clean)\ndtm_test","execution_count":23,"outputs":[{"output_type":"execute_result","execution_count":23,"data":{"text/plain":"<375806x19550 sparse matrix of type '<class 'numpy.int64'>'\n\twith 2220720 stored elements in Compressed Sparse Row format>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"test_pred = model_nb.predict(dtm_test)","execution_count":24,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample_submission = pd.read_csv('../input/sample_submission.csv')\nsubmission = pd.DataFrame({'qid': test['qid'],\n                           'prediction': test_pred})\nsubmission[['qid', 'prediction']].to_csv('submission.csv', index=False)","execution_count":26,"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}