From b861b9f3925c7ce3d86bcd8a3935797a90cba550 Mon Sep 17 00:00:00 2001 From: benjas <909336740@qq.com> Date: Wed, 17 Feb 2021 15:48:10 +0800 Subject: [PATCH] Add. word2vec and LIME --- .../NLP处理实例.ipynb | 74625 +++++++++++++++- 1 file changed, 74624 insertions(+), 1 deletion(-) diff --git a/机器学习竞赛实战_优胜解决方案/机器学习实战小项目/文本特征处理方法对比/NLP处理实例.ipynb b/机器学习竞赛实战_优胜解决方案/机器学习实战小项目/文本特征处理方法对比/NLP处理实例.ipynb index 85ad2e8..c32bfd4 100644 --- a/机器学习竞赛实战_优胜解决方案/机器学习实战小项目/文本特征处理方法对比/NLP处理实例.ipynb +++ b/机器学习竞赛实战_优胜解决方案/机器学习实战小项目/文本特征处理方法对比/NLP处理实例.ipynb @@ -1354,7 +1354,74630 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "所选的词语更加贴切了,如fi" + "所选的词语更加贴切了,如fires、bombing等,heyoo也有所下降,我们还可以做的更好。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 捕获语义\n", + "\n", + "上面的方法可以很好的针对高频词,但词的语义没有关注到,如good和positive两次意义近似,但词的长度不同,很容易被机器理解成两个词。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### word2vec\n", + "Word2vec是在一个非常大的语料库上预先训练过的模型,它提供了映射。对相似的词的embedding相似,包含“语义”。" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "import gensim\n", + "\n", + "# 读取预训练模型\n", + "word2vec_path = \"GoogleNews-vectors-negative300.bin\"\n", + "word2vec = gensim.models.KeyedVectors.load_word2vec_format(word2vec_path, binary=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "# 每个句子的向量是由该句子每个词的向量求平均\n", + "def get_average_word2vec(tokens_list, vector, generate_missing=False, k=300):\n", + " if len(tokens_list)<1:\n", + " return np.zeros(k)\n", + " if generate_missing:\n", + " vectorized = [vector[word] if word in vector else np.random.rand(k) for word in tokens_list]\n", + " else:\n", + " vectorized = [vector[word] if word in vector else np.zeros(k) for word in tokens_list]\n", + " length = len(vectorized)\n", + " summed = np.sum(vectorized, axis=0)\n", + " averaged = np.divide(summed, length)\n", + " return averaged\n", + "\n", + "def get_word2vec_embeddings(vectors, clean_questions, generate_missing=False):\n", + " embeddings = clean_questions['tokens'].apply(lambda x: get_average_word2vec(x, vectors, \n", + " generate_missing=generate_missing))\n", + " return list(embeddings)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [], + "source": [ + "embeddings = get_word2vec_embeddings(word2vec, clean_questions)\n", + "X_train_word2vec, X_test_word2vec, y_train_word2vec, y_test_word2vec = train_test_split(embeddings, list_labels, \n", + " test_size=0.2, random_state=40)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(16, 16)) \n", + "plot_LSA(embeddings, list_labels)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "这次两团分开的更明显了" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [], + "source": [ + "clf_w2v = LogisticRegression(C=30.0, class_weight='balanced', solver='newton-cg', \n", + " multi_class='multinomial', random_state=40)\n", + "clf_w2v.fit(X_train_word2vec, y_train_word2vec)\n", + "y_predicted_word2vec = clf_w2v.predict(X_test_word2vec)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "accuracy = 0.783, precision = 0.784, recall = 0.783, f1 = 0.783\n" + ] + } + ], + "source": [ + "accuracy_word2vec, precision_word2vec, recall_word2vec, f1_word2vec = get_metrics(y_test_word2vec, y_predicted_word2vec)\n", + "print(\"accuracy = %.3f, precision = %.3f, recall = %.3f, f1 = %.3f\" % (accuracy_word2vec, precision_word2vec, \n", + " recall_word2vec, f1_word2vec))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "此时各指标相对上一个版本又提升了1个百分点,我们再画下混淆矩阵。" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Word2Vec confusion matrix\n", + "[[995 229 6]\n", + " [227 699 1]\n", + " [ 2 4 0]]\n", + "TFIDF confusion matrix\n", + "[[1002 226 2]\n", + " [ 255 671 1]\n", + " [ 3 3 0]]\n", + "BoW confusion matrix\n", + "[[982 242 6]\n", + " [268 656 3]\n", + " [ 3 3 0]]\n" + ] + } + ], + "source": [ + "cm_w2v = confusion_matrix(y_test_word2vec, y_predicted_word2vec)\n", + "fig = plt.figure(figsize=(10, 10))\n", + "plot = plot_confusion_matrix(cm, classes=['Irrelevant','Disaster','Unsure'], normalize=False, title='Confusion matrix')\n", + "plt.show()\n", + "print(\"Word2Vec confusion matrix\")\n", + "print(cm_w2v)\n", + "print(\"TFIDF confusion matrix\")\n", + "print(cm2)\n", + "print(\"BoW confusion matrix\")\n", + "print(cm)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "可以看到word2vec在所有方面都比前两者好。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 进一步检查模型的关注点\n", + "由于我们的模型不使用每个单词具有一维的向量(一个句子),所以很难直接看出哪些词与我们的分类最相关。为了提供一些可解释性,我们可以利用一个黑匣子解释,如LIME" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "from lime import lime_text\n", + "from sklearn.pipeline import make_pipeline\n", + "from lime.lime_text import LimeTextExplainer\n", + "\n", + "X_train_data, X_test_data, y_train_data, y_test_data = train_test_split(list_corpus, list_labels, test_size=0.2, \n", + " random_state=40)\n", + "vector_store = word2vec\n", + "def word2vec_pipeline(examples):\n", + " global vector_store\n", + " tokenizer = RegexpTokenizer(r'\\w+')\n", + " tokenized_list = []\n", + " for example in examples:\n", + " example_tokens = tokenizer.tokenize(example)\n", + " vectorized_example = get_average_word2vec(example_tokens, vector_store, generate_missing=False, k=300)\n", + " tokenized_list.append(vectorized_example)\n", + " return clf_w2v.predict_proba(tokenized_list)\n", + "\n", + "c = make_pipeline(count_vectorizer, clf)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "def explain_one_instance(instance, class_names):\n", + " explainer = LimeTextExplainer(class_names=class_names)\n", + " exp = explainer.explain_instance(instance, word2vec_pipeline, num_features=6)\n", + " return exp\n", + "\n", + "def visualize_one_exp(features, labels, index, class_names = [\"irrelevant\",\"relevant\", \"unknown\"]):\n", + " exp = explain_one_instance(features[index], class_names = class_names)\n", + " print('Index: %d' % index)\n", + " print('True class: %s' % class_names[labels[index]])\n", + " exp.show_in_notebook(text=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index: 65\n", + "True class: relevant\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + "
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explainer.explain_instance(sentence, word2vec_pipeline, num_features=6, labels=[curr_label])\n", + " listed_explanation = exp.as_list(label=curr_label)\n", + " \n", + " for word,contributing_weight in listed_explanation:\n", + " if word in contributors[curr_label]:\n", + " contributors[curr_label][word].append(contributing_weight)\n", + " else:\n", + " contributors[curr_label][word] = [contributing_weight] \n", + " \n", + " # average each word's contribution to a class, and sort them by impact\n", + " average_contributions = {}\n", + " sorted_contributions = {}\n", + " for label,lexica in contributors.items():\n", + " curr_label = label\n", + " curr_lexica = lexica\n", + " average_contributions[curr_label] = pd.Series(index=curr_lexica.keys())\n", + " for word,scores in curr_lexica.items():\n", + " average_contributions[curr_label].loc[word] = np.sum(np.array(scores))/sample_size\n", + " detractors = average_contributions[curr_label].sort_values()\n", + " supporters = average_contributions[curr_label].sort_values(ascending=False)\n", + " sorted_contributions[label_dict[curr_label]] = {\n", + " 'detractors':detractors,\n", + " 'supporters': supporters\n", + " }\n", + " return sorted_contributions\n", + "\n", + "label_to_text = {\n", + " 0: 'Irrelevant',\n", + " 1: 'Relevant',\n", + " 2: 'Unsure'\n", + "}\n", + "sorted_contributions = get_statistical_explanation(X_test_data, 100, word2vec_pipeline, label_to_text)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# First index is the class (Disaster)\n", + "# Second index is 0 for detractors, 1 for supporters\n", + "# Third is how many words we sample\n", + "top_words = sorted_contributions['Relevant']['supporters'][:10].index.tolist()\n", + "top_scores = sorted_contributions['Relevant']['supporters'][:10].tolist()\n", + "bottom_words = sorted_contributions['Relevant']['detractors'][:10].index.tolist()\n", + "bottom_scores = sorted_contributions['Relevant']['detractors'][:10].tolist()\n", + "\n", + "plot_important_words(top_scores, top_words, bottom_scores, bottom_words, \"Most important words for relevance\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "现在的词重要性更加明显了," ] } ],