{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# **Báo cáo bài tập lớn môn Học máy**\n\n- Mã lớp: INT3405_1\n- Giảng viên: Trần Quốc Long\n- Họ tên sinh viên: Đặng Minh Hoàng\n- Mã sinh viên: 18020541","metadata":{}},{"cell_type":"markdown","source":"#    **1. Mô tả vấn đề bài toán**\n\n***Quora*** là một nền tảng cho phép mọi người học hỏi lẫn nhau. Trên ***Quora***, mọi người có thể đặt câu hỏi và kết nối với những người khác, những người đóng góp cái nhìn chi tiết độc đáo và câu trả lời chất lượng. Một thách thức quan trọng là loại bỏ những câu hỏi thiếu chân thành - những câu hỏi được đặt ra dựa trên những tiền đề sai lầm hoặc có ý định đưa ra một tuyên bố hơn là tìm kiếm những câu trả lời hữu ích.\n\n### **Nhiệm vụ bài toán:**\n\n- Trong bài toán này, ta cần phân loại các câu hỏi (Question Classification) xem chúng có phải câu toxic question (những câu hỏi có hàm ý xấu, dễ gây hiểu lầm) không.\n- Đây là một bài toán dạng Binary Classifier với 2 lớp là insincere (1) và sincere (0)\n- Đầu vàobài toán: Dữ liệu câu hỏi trên Quora dưới dạng văn bản\n- Đầu ra: [ “yes” : 1, “no” : 0 ]\n\n#   **2. Phân tích dữ liệu, convert, clean dữ liệu**\nThêm một số thư viện\n","metadata":{}},{"cell_type":"code","source":"import pandas as pd \nimport numpy as np \n%matplotlib inline\nfrom tqdm import tqdm\nfrom sklearn.model_selection import train_test_split\nfrom gensim.models import KeyedVectors\nimport operator\nimport gc\nimport matplotlib as mp \nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom sklearn import metrics\nimport re","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:36.264434Z","iopub.execute_input":"2022-01-06T07:38:36.265114Z","iopub.status.idle":"2022-01-06T07:38:37.930822Z","shell.execute_reply.started":"2022-01-06T07:38:36.265012Z","shell.execute_reply":"2022-01-06T07:38:37.929707Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# a. Phân tích dữ liệu","metadata":{}},{"cell_type":"markdown","source":"**Đọc dữ liệu**","metadata":{}},{"cell_type":"code","source":"data_raw = pd.read_csv('../input/quora-insincere-questions-classification/train.csv')\ndata_raw.head()","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:37.933024Z","iopub.execute_input":"2022-01-06T07:38:37.933653Z","iopub.status.idle":"2022-01-06T07:38:42.907219Z","shell.execute_reply.started":"2022-01-06T07:38:37.933605Z","shell.execute_reply":"2022-01-06T07:38:42.906299Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_data=pd.read_csv(\"../input/quora-insincere-questions-classification/test.csv\")","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:42.908737Z","iopub.execute_input":"2022-01-06T07:38:42.909161Z","iopub.status.idle":"2022-01-06T07:38:44.038999Z","shell.execute_reply.started":"2022-01-06T07:38:42.909116Z","shell.execute_reply":"2022-01-06T07:38:44.037991Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data_raw.info()","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:44.044121Z","iopub.execute_input":"2022-01-06T07:38:44.044394Z","iopub.status.idle":"2022-01-06T07:38:44.331687Z","shell.execute_reply.started":"2022-01-06T07:38:44.044362Z","shell.execute_reply":"2022-01-06T07:38:44.330564Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Bộ dữ liệu train.csv có:**\n- Số dòng: ~1.3 triệu dòng\n- Số cột: 3 cột\n\n**Dạng data field**\n- qid: mã câu hỏi\n- question_text: nội dung câu hỏi (nội dung cần phân loại)\n- target: nhãn (insincere - 1, sincere - 0)","metadata":{}},{"cell_type":"code","source":"data_raw.target.value_counts()","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:44.333408Z","iopub.execute_input":"2022-01-06T07:38:44.333819Z","iopub.status.idle":"2022-01-06T07:38:44.350366Z","shell.execute_reply.started":"2022-01-06T07:38:44.333772Z","shell.execute_reply":"2022-01-06T07:38:44.349057Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sns.countplot(data=data_raw, x='target')","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:44.352459Z","iopub.execute_input":"2022-01-06T07:38:44.353107Z","iopub.status.idle":"2022-01-06T07:38:44.69351Z","shell.execute_reply.started":"2022-01-06T07:38:44.353059Z","shell.execute_reply":"2022-01-06T07:38:44.692433Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Đánh giá bộ dữ liệu:**\nTa có thể thấy độ phân bố của 2 class 0 và 1 như sau:\n- class 0 chiếm 1225312 tương ứng với ~93.8%\n- class 1 chiếm 80810 tương ứng với ~6,19%\n\nBộ dữ liệu không cân bằng, ảnh hưởng đến chất lượng đánh giá của mô hình\n\nĐể đánh giá mô hình mất cân bằng mẫu cao như vậy, ta có thể sử dụng f1_score để làm chỉ số đánh giá thay thế:\n- Ta có thể biểu diễn f1_score bằng biểu thức như sau: \n\n![image.png](attachment:b2065e5d-8532-4130-8a37-32f8c723c412.png)\n    \n- Với\n    - Precision là mức độ dự báo chính xác trong những trường hợp được dự báo là Positive\n    - Recall là mức độ dữ báo chuẩn xác trong những trường hợp là Positive với thực tế cũng là Positive \n    \n    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"}}},{"cell_type":"code","source":"data_raw.target.value_counts(normalize=True)\n","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:44.695255Z","iopub.execute_input":"2022-01-06T07:38:44.69577Z","iopub.status.idle":"2022-01-06T07:38:44.71427Z","shell.execute_reply.started":"2022-01-06T07:38:44.695724Z","shell.execute_reply":"2022-01-06T07:38:44.713108Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"insincere_questions = data_raw[data_raw['target'] == 1].question_text\nsincere_questions = data_raw[data_raw['target'] == 0].question_text","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:44.716033Z","iopub.execute_input":"2022-01-06T07:38:44.716453Z","iopub.status.idle":"2022-01-06T07:38:44.821597Z","shell.execute_reply.started":"2022-01-06T07:38:44.716407Z","shell.execute_reply":"2022-01-06T07:38:44.820661Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"insincere_questions.sample(n=3, random_state=0).values\n","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:44.823308Z","iopub.execute_input":"2022-01-06T07:38:44.825371Z","iopub.status.idle":"2022-01-06T07:38:44.839948Z","shell.execute_reply.started":"2022-01-06T07:38:44.825281Z","shell.execute_reply":"2022-01-06T07:38:44.838872Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train,val=train_test_split(data_raw,test_size=0.004,stratify=data_raw.target,random_state=123)\nprint(\"Shape of the Training set :\",train.shape)\nprint(\"Shape of the Validation set :\",val.shape)","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:44.844454Z","iopub.execute_input":"2022-01-06T07:38:44.844737Z","iopub.status.idle":"2022-01-06T07:38:46.32032Z","shell.execute_reply.started":"2022-01-06T07:38:44.844706Z","shell.execute_reply":"2022-01-06T07:38:46.319312Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Phân tích các từ xuất hiện nhiều nhất bằng n-gram**: là tần suất xuất hiện của n kí tự ( hoặc từ ) liên tiếp nhau có trong dữ liệu của corpus.\n\n- unigram, mô hình với n=1, tức là ta sẽ tính tần suất xuất hiện của một kí tự (từ), như: “k”, “a”,…\n- bigrams với n=2, mô hình được sử dụng nhiều trong việc phân tích các hình thái cho ngôn ngữ, ví dụ với các chữ cái tiếng Anh, ‘th’,’he’,’in’,’an’,’er’ là các cặp kí tự hay xuất hiện nhất.\n- trigrams với n=3.","metadata":{}},{"cell_type":"code","source":"from wordcloud import STOPWORDS\nfrom collections import defaultdict\nimport seaborn as sns\nimport nltk\n\ndef ngram_extractor(text, n_gram):\n    token = [token for token in text.lower().split(\" \") if token != \"\" if token not in STOPWORDS]\n    ngrams = zip(*[token[i:] for i in range(n_gram)])\n    return [\" \".join(ngram) for ngram in ngrams]\n\n# Lấy max_row các từ dạng n_gram xuất hiện nhiều nhất trong dữ liệu\ndef generate_ngrams(df, col, n_gram, max_row):\n    temp_dict = defaultdict(int)\n    for question in df[col]:\n        for word in ngram_extractor(question, n_gram):\n            temp_dict[word] += 1\n    temp_df = pd.DataFrame(sorted(temp_dict.items(), key=lambda x: x[1])[::-1]).head(max_row)\n    temp_df.columns = [\"word\", \"wordcount\"]\n    return temp_df\n\ndef comparison_plot(df_1,df_2,col_1,col_2):\n    fig, ax = plt.subplots(1, 2, figsize=(20,10))\n    \n    sns.barplot(x=col_2, y=col_1, data=df_1, ax=ax[0])\n    sns.barplot(x=col_2, y=col_1, data=df_2, ax=ax[1])\n\n    ax[0].set_xlabel('Word count', size=12)\n    ax[0].set_ylabel('Words', size=12)\n    ax[0].set_title('Top words in sincere questions', size=16)\n\n    ax[1].set_xlabel('Word count', size=12)\n    ax[1].set_ylabel('Words', size=12)\n    ax[1].set_title('Top words in insincere questions', size=16)\n\n    fig.subplots_adjust(wspace=0.25)\n    \n    plt.show()","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# 20 từ dạng unigram xuất hiện nhiều nhất trong 2 loại tập câu hỏi\nsincere_1gram = generate_ngrams(sincere_data, 'question_text', 1, 20)\ninsincere_1gram = generate_ngrams(insincere_data, 'question_text', 1, 20)\n\ncomparison_plot(sincere_1gram,insincere_1gram,'word','wordcount')","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# 20 từ dạng bigram xuất hiện nhiều nhất trong 2 loại tập câu hỏi\nsincere_2gram = generate_ngrams(sincere_data, 'question_text', 2, 20)\ninsincere_2gram = generate_ngrams(insincere_data, 'question_text', 2, 20)\n\ncomparison_plot(sincere_1gram,insincere_1gram,'word','wordcount')","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Lấy ra 20 từ dạng trigram xuất hiện nhiều nhất trong 2 loại tập câu hỏi\nsincere_3gram = generate_ngrams(sincere_data, 'question_text', 3, 20)\ninsincere_3gram = generate_ngrams(insincere_data, 'question_text', 3, 20)\n\ncomparison_plot(sincere_1gram,insincere_1gram,'word','wordcount')","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# b. Tiền xử lý","metadata":{}},{"cell_type":"markdown","source":"**Clean data**","metadata":{}},{"cell_type":"code","source":"#Import thư viện xử lý ngôn ngữ\nimport nltk\nimport sys\nimport spacy\n\n# nltk.download('stopwords')\n# nltk.download('averaged_perceptron_tagger')\n# nltk.download('wordnet')\n\n# from nltk.corpus import stopwords\nimport string","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:46.32195Z","iopub.execute_input":"2022-01-06T07:38:46.322359Z","iopub.status.idle":"2022-01-06T07:38:57.803814Z","shell.execute_reply.started":"2022-01-06T07:38:46.322306Z","shell.execute_reply":"2022-01-06T07:38:57.802792Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# nltk_stopword = stopwords.words('english')","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:57.805313Z","iopub.execute_input":"2022-01-06T07:38:57.806242Z","iopub.status.idle":"2022-01-06T07:38:57.814229Z","shell.execute_reply.started":"2022-01-06T07:38:57.806207Z","shell.execute_reply":"2022-01-06T07:38:57.811371Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Chuyển các từ viết tắt sang dạng đầy đủ**","metadata":{}},{"cell_type":"code","source":"contractions={\"I'm\": 'I am',\n \"I'm'a\": 'I am about to',\n \"I'm'o\": 'I am going to',\n \"I've\": 'I have',\n \"I'll\": 'I will',\n \"I'll've\": 'I will have',\n \"I'd\": 'I would',\n \"I'd've\": 'I would have',\n 'Whatcha': 'What are you',\n \"amn't\": 'am not',\n \"ain't\": 'are not',\n \"aren't\": 'are not',\n \"'cause\": 'because',\n \"can't\": 'can not',\n \"can't've\": 'can not have',\n \"could've\": 'could have',\n \"couldn't\": 'could not',\n \"couldn't've\": 'could not have',\n \"daren't\": 'dare not',\n \"daresn't\": 'dare not',\n \"dasn't\": 'dare not',\n \"didn't\": 'did not',\n 'didn’t': 'did not',\n \"don't\": 'do not',\n 'don’t': 'do not',\n \"doesn't\": 'does not',\n \"e'er\": 'ever',\n \"everyone's\": 'everyone is',\n 'finna': 'fixing to',\n 'gimme': 'give me',\n \"gon't\": 'go not',\n 'gonna': 'going to',\n 'gotta': 'got to',\n \"hadn't\": 'had not',\n \"hadn't've\": 'had not have',\n \"hasn't\": 'has not',\n \"haven't\": 'have not',\n \"he've\": 'he have',\n \"he's\": 'he is',\n \"he'll\": 'he will',\n \"he'll've\": 'he will have',\n \"he'd\": 'he would',\n \"he'd've\": 'he would have',\n \"here's\": 'here is',\n \"how're\": 'how are',\n \"how'd\": 'how did',\n \"how'd'y\": 'how do you',\n \"how's\": 'how is',\n \"how'll\": 'how will',\n \"isn't\": 'is not',\n \"it's\": 'it is',\n \"'tis\": 'it is',\n \"'twas\": 'it was',\n \"it'll\": 'it will',\n \"it'll've\": 'it will have',\n \"it'd\": 'it would',\n \"it'd've\": 'it would have',\n 'kinda': 'kind of',\n \"let's\": 'let us',\n 'luv': 'love',\n \"ma'am\": 'madam',\n \"may've\": 'may have',\n \"mayn't\": 'may not',\n \"might've\": 'might have',\n \"mightn't\": 'might not',\n \"mightn't've\": 'might not have',\n \"must've\": 'must have',\n \"mustn't\": 'must not',\n \"mustn't've\": 'must not have',\n \"needn't\": 'need not',\n \"needn't've\": 'need not have',\n \"ne'er\": 'never',\n \"o'\": 'of',\n \"o'clock\": 'of the clock',\n \"ol'\": 'old',\n \"oughtn't\": 'ought not',\n \"oughtn't've\": 'ought not have',\n \"o'er\": 'over',\n \"shan't\": 'shall not',\n \"sha'n't\": 'shall not',\n \"shalln't\": 'shall not',\n \"shan't've\": 'shall not have',\n \"she's\": 'she is',\n \"she'll\": 'she will',\n \"she'd\": 'she would',\n \"she'd've\": 'she would have',\n \"should've\": 'should have',\n \"shouldn't\": 'should not',\n \"shouldn't've\": 'should not have',\n \"so've\": 'so have',\n \"so's\": 'so is',\n \"somebody's\": 'somebody is',\n \"someone's\": 'someone is',\n \"something's\": 'something is',\n 'sux': 'sucks',\n \"that're\": 'that are',\n \"that's\": 'that is',\n \"that'll\": 'that will',\n \"that'd\": 'that would',\n \"that'd've\": 'that would have',\n 'em': 'them',\n \"there're\": 'there are',\n \"there's\": 'there is',\n \"there'll\": 'there will',\n \"there'd\": 'there would',\n \"there'd've\": 'there would have',\n \"these're\": 'these are',\n \"they're\": 'they are',\n \"they've\": 'they have',\n \"they'll\": 'they will',\n \"they'll've\": 'they will have',\n \"they'd\": 'they would',\n \"they'd've\": 'they would have',\n \"this's\": 'this is',\n \"those're\": 'those are',\n \"to've\": 'to have',\n 'wanna': 'want to',\n \"wasn't\": 'was not',\n \"we're\": 'we are',\n \"we've\": 'we have',\n \"we'll\": 'we will',\n \"we'll've\": 'we will have',\n \"we'd\": 'we would',\n \"we'd've\": 'we would have',\n \"weren't\": 'were not',\n \"what're\": 'what are',\n \"what'd\": 'what did',\n \"what've\": 'what have',\n \"what's\": 'what is',\n \"what'll\": 'what will',\n \"what'll've\": 'what will have',\n \"when've\": 'when have',\n \"when's\": 'when is',\n \"where're\": 'where are',\n \"where'd\": 'where did',\n \"where've\": 'where have',\n \"where's\": 'where is',\n \"which's\": 'which is',\n \"who're\": 'who are',\n \"who've\": 'who have',\n \"who's\": 'who is',\n \"who'll\": 'who will',\n \"who'll've\": 'who will have',\n \"who'd\": 'who would',\n \"who'd've\": 'who would have',\n \"why're\": 'why are',\n \"why'd\": 'why did',\n \"why've\": 'why have',\n \"why's\": 'why is',\n \"will've\": 'will have',\n \"won't\": 'will not',\n \"won't've\": 'will not have',\n \"would've\": 'would have',\n \"wouldn't\": 'would not',\n \"wouldn't've\": 'would not have',\n \"y'all\": 'you all',\n \"y'all're\": 'you all are',\n \"y'all've\": 'you all have',\n \"y'all'd\": 'you all would',\n \"y'all'd've\": 'you all would have',\n \"you're\": 'you are',\n \"you've\": 'you have',\n \"you'll've\": 'you shall have',\n \"you'll\": 'you will',\n \"you'd\": 'you would',\n \"you'd've\": 'you would have',\n 'jan.': 'january',\n 'feb.': 'february',\n 'mar.': 'march',\n 'apr.': 'april',\n 'jun.': 'june',\n 'jul.': 'july',\n 'aug.': 'august',\n 'sep.': 'september',\n 'oct.': 'october',\n 'nov.': 'november',\n 'dec.': 'december',\n 'I’m': 'I am',\n 'I’m’a': 'I am about to',\n 'I’m’o': 'I am going to',\n 'I’ve': 'I have',\n 'I’ll': 'I will',\n 'I’ll’ve': 'I will have',\n 'I’d': 'I would',\n 'I’d’ve': 'I would have',\n 'amn’t': 'am not',\n 'ain’t': 'are not',\n 'aren’t': 'are not',\n '’cause': 'because',\n 'can’t': 'can not',\n 'can’t’ve': 'can not have',\n 'could’ve': 'could have',\n 'couldn’t': 'could not',\n 'couldn’t’ve': 'could not have',\n 'daren’t': 'dare not',\n 'daresn’t': 'dare not',\n 'dasn’t': 'dare not',\n 'doesn’t': 'does not',\n 'e’er': 'ever',\n 'everyone’s': 'everyone is',\n 'gon’t': 'go not',\n 'hadn’t': 'had not',\n 'hadn’t’ve': 'had not have',\n 'hasn’t': 'has not',\n 'haven’t': 'have not',\n 'he’ve': 'he have',\n 'he’s': 'he is',\n 'he’ll': 'he will',\n 'he’ll’ve': 'he will have',\n 'he’d': 'he would',\n 'he’d’ve': 'he would have',\n 'here’s': 'here is',\n 'how’re': 'how are',\n 'how’d': 'how did',\n 'how’d’y': 'how do you',\n 'how’s': 'how is',\n 'how’ll': 'how will',\n 'isn’t': 'is not',\n 'it’s': 'it is',\n '’tis': 'it is',\n '’twas': 'it was',\n 'it’ll': 'it will',\n 'it’ll’ve': 'it will have',\n 'it’d': 'it would',\n 'it’d’ve': 'it would have',\n 'let’s': 'let us',\n 'ma’am': 'madam',\n 'may’ve': 'may have',\n 'mayn’t': 'may not',\n 'might’ve': 'might have',\n 'mightn’t': 'might not',\n 'mightn’t’ve': 'might not have',\n 'must’ve': 'must have',\n 'mustn’t': 'must not',\n 'mustn’t’ve': 'must not have',\n 'needn’t': 'need not',\n 'needn’t’ve': 'need not have',\n 'ne’er': 'never',\n 'o’': 'of',\n 'o’clock': 'of the clock',\n 'ol’': 'old',\n 'oughtn’t': 'ought not',\n 'oughtn’t’ve': 'ought not have',\n 'o’er': 'over',\n 'shan’t': 'shall not',\n 'sha’n’t': 'shall not',\n 'shalln’t': 'shall not',\n 'shan’t’ve': 'shall not have',\n 'she’s': 'she is',\n 'she’ll': 'she will',\n 'she’d': 'she would',\n 'she’d’ve': 'she would have',\n 'should’ve': 'should have',\n 'shouldn’t': 'should not',\n 'shouldn’t’ve': 'should not have',\n 'so’ve': 'so have',\n 'so’s': 'so is',\n 'somebody’s': 'somebody is',\n 'someone’s': 'someone is',\n 'something’s': 'something is',\n 'that’re': 'that are',\n 'that’s': 'that is',\n 'that’ll': 'that will',\n 'that’d': 'that would',\n 'that’d’ve': 'that would have',\n 'there’re': 'there are',\n 'there’s': 'there is',\n 'there’ll': 'there will',\n 'there’d': 'there would',\n 'there’d’ve': 'there would have',\n 'these’re': 'these are',\n 'they’re': 'they are',\n 'they’ve': 'they have',\n 'they’ll': 'they will',\n 'they’ll’ve': 'they will have',\n 'they’d': 'they would',\n 'they’d’ve': 'they would have',\n 'this’s': 'this is',\n 'those’re': 'those are',\n 'to’ve': 'to have',\n 'wasn’t': 'was not',\n 'we’re': 'we are',\n 'we’ve': 'we have',\n 'we’ll': 'we will',\n 'we’ll’ve': 'we will have',\n 'we’d': 'we would',\n 'we’d’ve': 'we would have',\n 'weren’t': 'were not',\n 'what’re': 'what are',\n 'what’d': 'what did',\n 'what’ve': 'what have',\n 'what’s': 'what is',\n 'what’ll': 'what will',\n 'what’ll’ve': 'what will have',\n 'when’ve': 'when have',\n 'when’s': 'when is',\n 'where’re': 'where are',\n 'where’d': 'where did',\n 'where’ve': 'where have',\n 'where’s': 'where is',\n 'which’s': 'which is',\n 'who’re': 'who are',\n 'who’ve': 'who have',\n 'who’s': 'who is',\n 'who’ll': 'who will',\n 'who’ll’ve': 'who will have',\n 'who’d': 'who would',\n 'who’d’ve': 'who would have',\n 'why’re': 'why are',\n 'why’d': 'why did',\n 'why’ve': 'why have',\n 'why’s': 'why is',\n 'will’ve': 'will have',\n 'won’t': 'will not',\n 'won’t’ve': 'will not have',\n 'would’ve': 'would have',\n 'wouldn’t': 'would not',\n 'wouldn’t’ve': 'would not have',\n 'y’all': 'you all',\n 'y’all’re': 'you all are',\n 'y’all’ve': 'you all have',\n 'y’all’d': 'you all would',\n 'y’all’d’ve': 'you all would have',\n 'you’re': 'you are',\n 'you’ve': 'you have',\n 'you’ll’ve': 'you shall have',\n 'you’ll': 'you will',\n 'you’d': 'you would',\n 'you’d’ve': 'you would have'}\n\ndef contraction_fix(word):\n    try:\n        a=contractions[word]\n    except KeyError:\n        a=word\n    return a","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:57.816694Z","iopub.execute_input":"2022-01-06T07:38:57.817041Z","iopub.status.idle":"2022-01-06T07:38:57.862064Z","shell.execute_reply.started":"2022-01-06T07:38:57.816996Z","shell.execute_reply":"2022-01-06T07:38:57.860852Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def Preprocess(doc):\n    corpus=[]\n    for text in tqdm(doc):\n        text=\" \".join([contraction_fix(w) for w in text.split()])\n        text = text.lower()\n        text=re.sub(r'[^a-z0-9A-Z]',\" \",text)\n        text=re.sub(r'[0-9]{1}',\"#\",text)\n        text=re.sub(r'[0-9]{2}','##',text)\n        text=re.sub(r'[0-9]{3}','###',text)\n        text=re.sub(r'[0-9]{4}','####',text)\n        text=re.sub(r'[0-9]{5,}','#####',text)\n        corpus.append(text)\n    return corpus\ndef get_vocab(corpus):\n    vocab={}\n    for text in tqdm(corpus):\n        for word in text.split():\n            try:\n                vocab[word]+=1\n            except KeyError:\n                vocab[word]=1\n    vocab=dict(sorted(vocab.items(),reverse=True ,key=lambda item: item[1]))\n    return vocab","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:57.866057Z","iopub.execute_input":"2022-01-06T07:38:57.866333Z","iopub.status.idle":"2022-01-06T07:38:57.87935Z","shell.execute_reply.started":"2022-01-06T07:38:57.866293Z","shell.execute_reply":"2022-01-06T07:38:57.878196Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Mô hình sẽ học tốt hơn nếu như các từ có trọng số hợp lý, vì vậy ta sẽ dùng 1 từ điển chứa trọng số của các từ đã được huấn luyện sẵn","metadata":{}},{"cell_type":"markdown","source":"**Sử dụng Fasttext Embedding**\n\nOne-hot vector: Đây là kỹ thuật biểu diễn từ bằng vector có số chiều bằng số từ vựng. Vector này có duy nhất một chiều có giá trị bằng 1 ứng với từ đang biểu diễn, các vị trí khác có giá trị 0. Ví dụ [1,0,0,0…0]. Biểu diễn này giải quyết được mẫu thuẫn tiềm năng của biểu diễn bằng số. Tuy nhiên, nhược điểm của phương pháp này là số chiều vector rất lớn, ảnh hưởng đến quá trình xử lý cũng như lưu trữ.\n\nEmbedding: Do số lượng đặc trưng (từ trong từ điển) là khá lớn (nhược điểm của one-hot vector), nên người ta sinh ra kỹ thuật Embedding để giảm số chiều của không gian đặc trưng. Cụ thể là mỗi từ sẽ được biểu diễn bằng một vecto có số chiều xác định.\n\nMỗi từ trong dữ liệu Fasttext được biểu diễn bằng 300 chiều vector đã có trọng số hợp lý (đã được huấn luyện sẵn), vì vậy ta không cần train lại các trọng số đó.\n\ntải dữ liệu pretrain vocab","metadata":{}},{"cell_type":"code","source":"!unzip ../input/quora-insincere-questions-classification/embeddings.zip","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:38:57.882822Z","iopub.execute_input":"2022-01-06T07:38:57.883049Z","iopub.status.idle":"2022-01-06T07:42:31.235941Z","shell.execute_reply.started":"2022-01-06T07:38:57.88302Z","shell.execute_reply":"2022-01-06T07:42:31.23473Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model_embed = KeyedVectors.load_word2vec_format('./wiki-news-300d-1M/wiki-news-300d-1M.vec')","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:42:31.238331Z","iopub.execute_input":"2022-01-06T07:42:31.239021Z","iopub.status.idle":"2022-01-06T07:51:56.100242Z","shell.execute_reply.started":"2022-01-06T07:42:31.238969Z","shell.execute_reply":"2022-01-06T07:51:56.099244Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"ta cần kiểm tra độ bao phủ của dữ liệu từ trong ptetrain Fasttext xem dữ liệu có bao phủ tốt so với dữ liệu của bài toán không.","metadata":{}},{"cell_type":"code","source":"### kiểm tra xem độ bao phủ của từ điển nhúng với từ điển của dữ liệu\ndef check_voc(vocab,model):\n    embed_words=[]\n    out_vocab={}\n    total_words=0\n    total_text=0\n    for i in tqdm(vocab):\n        try:\n            vec=model[i]\n            embed_words.append(vec) # list các vector của những từ xuất hiện cả embed vocab và vocab dữ liệu\n            total_words+=vocab[i] # tổng số từ xuất hiện trong dữ liệu mà có trong cả embed vocab, tính cả từ giống nhau\n        except KeyError: ## những từ không xuất hiện trong embed model\n            out_vocab[i]=vocab[i]\n            total_text+=vocab[i] # total text bằng chính tổng lượng từ trong dữ liệu\n    print(\"The {:.2f}% of vocabularies have Covered of corpus\".format(100*len(embed_words)/len(vocab)))\n    print(\"The {:.2f}% of total text had coverded \".format((100*total_words/(total_words+total_text))))\n    return out_vocab","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:51:56.101856Z","iopub.execute_input":"2022-01-06T07:51:56.102157Z","iopub.status.idle":"2022-01-06T07:51:56.110405Z","shell.execute_reply.started":"2022-01-06T07:51:56.102112Z","shell.execute_reply":"2022-01-06T07:51:56.109285Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"gọi hàm kiểm tra:","metadata":{}},{"cell_type":"code","source":"total_text=pd.concat([data_raw.question_text,test_data.question_text])\nvocabulary=get_vocab(total_text)\noov=check_voc(vocabulary,model_embed)","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:51:56.112664Z","iopub.execute_input":"2022-01-06T07:51:56.113352Z","iopub.status.idle":"2022-01-06T07:52:08.37809Z","shell.execute_reply.started":"2022-01-06T07:51:56.113292Z","shell.execute_reply":"2022-01-06T07:52:08.3771Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"đây là một tỷ lệ chưa được tốt lắm, ta cần preprocess để loại bỏ các kí tự thừa, khi đó tỷ lệ sẽ cao hơn.","metadata":{}},{"cell_type":"markdown","source":"xem những từ không xuất hiện trong model embed và tần suất xuất hiện trong dữ liệu:","metadata":{}},{"cell_type":"code","source":"sort_oov=dict(sorted(oov.items(), key=operator.itemgetter(1),reverse=True))\ndict(list(sort_oov.items())[:50])","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:52:08.379883Z","iopub.execute_input":"2022-01-06T07:52:08.380959Z","iopub.status.idle":"2022-01-06T07:52:08.702298Z","shell.execute_reply.started":"2022-01-06T07:52:08.380909Z","shell.execute_reply":"2022-01-06T07:52:08.701332Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"các từ đi liền với dấu hỏi sẽ khiến cho mô hình embed không nhận ra được từ, vì vậy cần phải loại bỏ các kí tự.","metadata":{}},{"cell_type":"markdown","source":"Tiền xử lý để độ bao phủ cao hơn:","metadata":{}},{"cell_type":"code","source":"pre_text=Preprocess(total_text)\nvocabulary=get_vocab(pre_text)\noov=check_voc(vocabulary,model_embed)","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:52:08.704021Z","iopub.execute_input":"2022-01-06T07:52:08.704561Z","iopub.status.idle":"2022-01-06T07:53:25.083774Z","shell.execute_reply.started":"2022-01-06T07:52:08.704495Z","shell.execute_reply":"2022-01-06T07:53:25.082688Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"xem những từ không xuất hiện trong model embed và tần suất xuất hiện trong dữ liệu:","metadata":{}},{"cell_type":"code","source":"sort_oov=dict(sorted(oov.items(), key=operator.itemgetter(1),reverse=True))\ndict(list(sort_oov.items())[:50])","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:53:25.08539Z","iopub.execute_input":"2022-01-06T07:53:25.086354Z","iopub.status.idle":"2022-01-06T07:53:25.175609Z","shell.execute_reply.started":"2022-01-06T07:53:25.086307Z","shell.execute_reply":"2022-01-06T07:53:25.174545Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"có thể thấy những từ không xuất hiện trong model embed giờ là những từ không mang nhiều ý nghĩa","metadata":{}},{"cell_type":"code","source":"!pip install tensorflow-addons","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:53:25.177553Z","iopub.execute_input":"2022-01-06T07:53:25.178184Z","iopub.status.idle":"2022-01-06T07:53:56.496399Z","shell.execute_reply.started":"2022-01-06T07:53:25.178134Z","shell.execute_reply":"2022-01-06T07:53:56.495284Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"### importing libraires\nfrom keras.layers import Dense, Input, LSTM, Embedding, Dropout, Activation, Conv1D,GRU\nfrom keras.layers import Bidirectional, GlobalMaxPool1D\nfrom keras.models import Model,load_model\nfrom keras.preprocessing.sequence import pad_sequences\nfrom keras.utils.vis_utils import plot_model\nfrom keras.models import Sequential\nfrom keras.callbacks import ModelCheckpoint,EarlyStopping\nfrom tensorflow.keras.optimizers import Adam\n\nimport tensorflow as tf\nimport tensorflow_addons as tfa","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:53:56.498702Z","iopub.execute_input":"2022-01-06T07:53:56.499028Z","iopub.status.idle":"2022-01-06T07:53:58.22721Z","shell.execute_reply.started":"2022-01-06T07:53:56.498981Z","shell.execute_reply":"2022-01-06T07:53:58.22624Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"### defining the parameter\nmax_feat=30000\nmax_len=55\nfeat_vec=300","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:53:58.228891Z","iopub.execute_input":"2022-01-06T07:53:58.229202Z","iopub.status.idle":"2022-01-06T07:53:58.235356Z","shell.execute_reply.started":"2022-01-06T07:53:58.229145Z","shell.execute_reply":"2022-01-06T07:53:58.234467Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"### gettting the index for each word in vocabulary\ndef get_word_index(vocab):\n    word_index=dict((w,i+1) for i,w in enumerate(vocab.keys()))\n    return word_index\ndef fit_one_hot(word_index,corpus):\n    sent=[]\n    for text in tqdm(corpus):\n        li=[]\n        for word in text.split():\n            try:\n                li.append(word_index[word])\n            except KeyError:\n                li.append(0)\n        sent.append(li)\n    return sent","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:53:58.24143Z","iopub.execute_input":"2022-01-06T07:53:58.24284Z","iopub.status.idle":"2022-01-06T07:53:58.259273Z","shell.execute_reply.started":"2022-01-06T07:53:58.242779Z","shell.execute_reply":"2022-01-06T07:53:58.258185Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len(vocabulary)","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:53:58.261735Z","iopub.execute_input":"2022-01-06T07:53:58.263051Z","iopub.status.idle":"2022-01-06T07:53:58.272029Z","shell.execute_reply.started":"2022-01-06T07:53:58.263006Z","shell.execute_reply":"2022-01-06T07:53:58.27102Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\n### preprocessing the text\nword_index=get_word_index(vocabulary)\n### preprocess the data\ntrain_text=Preprocess(train.question_text)\nval_text=Preprocess(val.question_text)\ntest_text=Preprocess(test_data.question_text)\n\n### encoding the training set\nencoded_docs=fit_one_hot(word_index,train_text)\npadded_doc=pad_sequences(encoded_docs,maxlen=max_len,padding=\"post\")\n\n### encoding the Validation set\nencoded_docs=fit_one_hot(word_index,val_text)\nval_padded_doc=pad_sequences(encoded_docs,maxlen=max_len,padding=\"post\")","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:53:58.273742Z","iopub.execute_input":"2022-01-06T07:53:58.274288Z","iopub.status.idle":"2022-01-06T07:55:27.983453Z","shell.execute_reply.started":"2022-01-06T07:53:58.274246Z","shell.execute_reply":"2022-01-06T07:55:27.982532Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"### encoding the Test set\nencoded_docs=fit_one_hot(word_index,test_text)\ntest_padded_doc=pad_sequences(encoded_docs,maxlen=max_len,padding=\"post\")","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:55:27.993771Z","iopub.execute_input":"2022-01-06T07:55:27.998725Z","iopub.status.idle":"2022-01-06T07:55:34.297592Z","shell.execute_reply.started":"2022-01-06T07:55:27.998678Z","shell.execute_reply":"2022-01-06T07:55:34.296482Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_padded_doc[0]\n","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:55:34.29896Z","iopub.execute_input":"2022-01-06T07:55:34.299298Z","iopub.status.idle":"2022-01-06T07:55:34.310689Z","shell.execute_reply.started":"2022-01-06T07:55:34.299255Z","shell.execute_reply":"2022-01-06T07:55:34.309552Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"padded_doc[0]\n","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:55:34.312669Z","iopub.execute_input":"2022-01-06T07:55:34.313756Z","iopub.status.idle":"2022-01-06T07:55:34.324207Z","shell.execute_reply.started":"2022-01-06T07:55:34.313693Z","shell.execute_reply":"2022-01-06T07:55:34.322782Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **3. Dựng model**","metadata":{}},{"cell_type":"markdown","source":"Vì dữ liệu là dạng chuỗi các ký tự, nên ta sử dụng mạng nơ-ron truy hồi (Recurrent Neural Network - RNN)\nRNN (Mạng nơ ron truy hồi): ý tưởng chính là sử dụng một bộ nhớ để lưu lại thông tin từ từ những bước tính toán xử lý trước để dựa vào nó có thể đưa ra dự đoán chính xác nhất cho bước dự đoán hiện tại, Nhưng mạng RNN có điểm yếu là không mô tả học được chuỗi quá dài do hiện tượng vanishing gradient. Mạng LSTM khắc phục phần nào nhược điểm này bằng cách cho phép thông tin lan truyền trực tiếp hơn thông qua một biến trạng thái ô (cell state).\n\nVà để học được ngữ cảnh 2 chiều trong câu, tức là nhìn vào cả quá khứ và tương lai của từ hiện tại, ta sử dụng mạng Bidirectional LSTM. 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"}}},{"cell_type":"code","source":"count=0\nembedding_mat=np.zeros((len(vocabulary)+1,300)) # tạo ma trận weight của từ dựa trên từ điển embed\nfor word,i in tqdm(word_index.items()):\n    try:\n        vec=model_embed[word]\n        embedding_mat[i]=vec\n    except KeyError:\n        count+=1\n        continue\n\nprint(\"Number of Out of Vocabulary\",count)","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:55:34.327011Z","iopub.execute_input":"2022-01-06T07:55:34.327673Z","iopub.status.idle":"2022-01-06T07:55:35.51859Z","shell.execute_reply.started":"2022-01-06T07:55:34.327626Z","shell.execute_reply":"2022-01-06T07:55:35.51627Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"f1 = tfa.metrics.F1Score(num_classes=1, threshold=0.5)\naccuracy = tf.keras.metrics.BinaryAccuracy(\n    name='binary_accuracy', dtype=None, threshold=0.5\n)","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:55:35.520098Z","iopub.execute_input":"2022-01-06T07:55:35.520919Z","iopub.status.idle":"2022-01-06T07:55:45.261567Z","shell.execute_reply.started":"2022-01-06T07:55:35.520859Z","shell.execute_reply":"2022-01-06T07:55:45.260575Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"inp = Input(shape=(max_len,))\nx = Embedding(len(vocabulary)+1, feat_vec, weights=[embedding_mat], input_length=max_len,trainable=False)(inp) # trọng số của từ sẽ không được train lại\nx = Bidirectional(LSTM(128, return_sequences=True))(x)\nx = Conv1D(64,3,activation=\"relu\")(x)\nx = GlobalMaxPool1D()(x)\nx = Dense(128, activation=\"relu\")(x)\nx = Dropout(0.2)(x)\nx = Dense(1, activation=\"sigmoid\")(x)\nmodel = Model(inputs=inp, outputs=x)\n\n\nprint(model.summary())","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:55:45.263355Z","iopub.execute_input":"2022-01-06T07:55:45.263897Z","iopub.status.idle":"2022-01-06T07:55:46.636199Z","shell.execute_reply.started":"2022-01-06T07:55:45.26385Z","shell.execute_reply":"2022-01-06T07:55:46.635184Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"nếu chạy nhiều epoch mà để learning rate cố định thì loss sẽ khó hội tụ, do đó cần định nghĩa hàm Reduce Learning rate và Early stopping. Có thể hiểu đơn giản kỹ thuật Early stopping được dùng để tránh overfit khi chúng ta train nhiều epoch nhưng val_loss hoặc val_acc không còn được cải thiện nữa. Kỹ thuật Reduce Learning sẽ giảm tốc độ learning rate đi khi train epoch mà độ lỗi trên tập validation không giảm nhiều.","metadata":{}},{"cell_type":"code","source":"### defining some callbacks\nopt=Adam(learning_rate=0.001)\nbin_loss=tf.keras.losses.BinaryCrossentropy(\n                                            from_logits=False, \n                                            label_smoothing=0,\n                                            name='binary_crossentropy'\n                                        )\n\n## defining the call backs\nearly_stopping=tf.keras.callbacks.EarlyStopping(\n                                                monitor=\"val_loss\",\n                                                patience=5,\n                                                verbose=1,\n                                                mode=\"min\",\n                                                restore_best_weights=True\n                                              )\n### Now reducing the learning rate when the model is not improvinig \nreduce_lr=tf.keras.callbacks.ReduceLROnPlateau(\n                                                monitor=\"val_loss\",\n                                                factor=0.01,\n                                                patience=2,\n                                                verbose=1,\n                                                mode=\"auto\"\n                                            )\n\nmy_callbacks=[early_stopping,reduce_lr]","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:55:46.637853Z","iopub.execute_input":"2022-01-06T07:55:46.638227Z","iopub.status.idle":"2022-01-06T07:55:46.647216Z","shell.execute_reply.started":"2022-01-06T07:55:46.638181Z","shell.execute_reply":"2022-01-06T07:55:46.646189Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **4. Chạy model**","metadata":{}},{"cell_type":"code","source":"model.compile(loss=bin_loss, optimizer=opt, metrics=[f1, accuracy])\n\nhistory = model.fit(padded_doc, train.target, batch_size=512, epochs=25, validation_data=(val_padded_doc, val.target), callbacks = my_callbacks)","metadata":{"execution":{"iopub.status.busy":"2022-01-06T07:55:46.648838Z","iopub.execute_input":"2022-01-06T07:55:46.649181Z","iopub.status.idle":"2022-01-06T08:08:28.532573Z","shell.execute_reply.started":"2022-01-06T07:55:46.649135Z","shell.execute_reply":"2022-01-06T08:08:28.530856Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fix, ax = plt.subplots(figsize=(20, 6))\npd.DataFrame(history.history)[['loss', 'val_loss']].plot(ax=ax, title='Model Loss Curve')","metadata":{"execution":{"iopub.status.busy":"2022-01-06T08:08:28.534457Z","iopub.execute_input":"2022-01-06T08:08:28.534918Z","iopub.status.idle":"2022-01-06T08:08:28.899488Z","shell.execute_reply.started":"2022-01-06T08:08:28.534871Z","shell.execute_reply":"2022-01-06T08:08:28.898243Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# model.compile(loss=bin_loss, optimizer=Adam(learning_rate=0.0015), metrics=[f1, accuracy])\n\n# history = model.fit(padded_doc, train.target, batch_size=512, epochs=25, validation_data=(val_padded_doc, val.target), callbacks = my_callbacks)","metadata":{"execution":{"iopub.status.busy":"2022-01-06T08:08:28.901041Z","iopub.execute_input":"2022-01-06T08:08:28.902034Z","iopub.status.idle":"2022-01-06T08:08:28.907414Z","shell.execute_reply.started":"2022-01-06T08:08:28.901981Z","shell.execute_reply":"2022-01-06T08:08:28.906173Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# fix, ax = plt.subplots(figsize=(20, 6))\n# pd.DataFrame(history.history)[['loss', 'val_loss']].plot(ax=ax, title='Model Loss Curve')","metadata":{"execution":{"iopub.status.busy":"2022-01-06T08:08:28.909352Z","iopub.execute_input":"2022-01-06T08:08:28.909839Z","iopub.status.idle":"2022-01-06T08:08:28.919806Z","shell.execute_reply.started":"2022-01-06T08:08:28.909797Z","shell.execute_reply":"2022-01-06T08:08:28.918758Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# !mkdir -p saved_model\n# model.save('saved_model/model_v4') ","metadata":{"execution":{"iopub.status.busy":"2022-01-06T08:08:28.921637Z","iopub.execute_input":"2022-01-06T08:08:28.922668Z","iopub.status.idle":"2022-01-06T08:08:28.935096Z","shell.execute_reply.started":"2022-01-06T08:08:28.922613Z","shell.execute_reply":"2022-01-06T08:08:28.933974Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"kết quả có vẻ tốt hơn so với trước khi preprocess","metadata":{}},{"cell_type":"code","source":"y_pre=model.predict(val_padded_doc)","metadata":{"execution":{"iopub.status.busy":"2022-01-06T08:08:28.937418Z","iopub.execute_input":"2022-01-06T08:08:28.937839Z","iopub.status.idle":"2022-01-06T08:08:30.505317Z","shell.execute_reply.started":"2022-01-06T08:08:28.937793Z","shell.execute_reply":"2022-01-06T08:08:30.504244Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"thresh=0.36\n\nfor thresh in np.arange(0.1,0.5,0.01):\n    print(\"threshold {0:2.2f} f1 score:{1:2.3f}\".format(thresh,metrics.f1_score(val.target,(y_pre>thresh).astype(int))))","metadata":{"execution":{"iopub.status.busy":"2022-01-06T08:08:30.50764Z","iopub.execute_input":"2022-01-06T08:08:30.508296Z","iopub.status.idle":"2022-01-06T08:08:30.635614Z","shell.execute_reply.started":"2022-01-06T08:08:30.508249Z","shell.execute_reply":"2022-01-06T08:08:30.634534Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.metrics import classification_report\nprint(classification_report(val.target, (y_pre>thresh).astype(int)))","metadata":{"execution":{"iopub.status.busy":"2022-01-06T08:08:30.637221Z","iopub.execute_input":"2022-01-06T08:08:30.637606Z","iopub.status.idle":"2022-01-06T08:08:30.658805Z","shell.execute_reply.started":"2022-01-06T08:08:30.637509Z","shell.execute_reply":"2022-01-06T08:08:30.657789Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **5. Submit**","metadata":{}},{"cell_type":"code","source":"y_test_pre=model.predict(test_padded_doc)\ny_test_pre=(y_test_pre>thresh).astype(int)\n\n## Creating the submission File\nsubmit=pd.DataFrame()\nsubmit[\"qid\"]=test_data.qid\nsubmit[\"prediction\"]=y_test_pre\nsubmit.to_csv(\"submission.csv\",index=False)","metadata":{"execution":{"iopub.status.busy":"2022-01-06T08:08:30.660408Z","iopub.execute_input":"2022-01-06T08:08:30.661225Z","iopub.status.idle":"2022-01-06T08:09:53.642857Z","shell.execute_reply.started":"2022-01-06T08:08:30.661179Z","shell.execute_reply":"2022-01-06T08:09:53.641802Z"},"trusted":true},"execution_count":null,"outputs":[]}]}