{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "JoPWS06PA-VL" }, "source": [ "# Concept - Visualizing Embeddings Using TSNE\n", "> This notebook demostrates visualization of embeddings using TSNE.\n", "We will use the embedings we trained in the \"Training_embeddings_using_gensim.ipnb notebook. We are using the word2vec_cbow model. \n", "\n", "- toc: false\n", "- badges: true\n", "- comments: true\n", "- categories: [Concept, Embedding, TSNE, Gensim, Visualization]\n", "- author: \"Quantum Stat\"\n", "- image:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "pxZ2e9cRT1v6" }, "outputs": [], "source": [ "# FOR GOOGLE COLAB USERS\n", "# upload the \"word2vec.bin\" file in form the repository which can be found in the same folder as this notebook.\n", "try:\n", " from google.colab import files\n", " uploaded = files.upload()\n", "except ModuleNotFoundError:\n", " print(\"Not using colab\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "84Dvp9B7_bDZ" }, "outputs": [], "source": [ "from gensim.models import Word2Vec, KeyedVectors #To load the model\n", "import warnings\n", "warnings.filterwarnings('ignore') #ignore any generated warnings\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt #to generate the t-SNE plot\n", "from sklearn.manifold import TSNE #scikit learn's TSNE \n", "\n", "import os\n", "\n", "import nltk\n", "from nltk.corpus import stopwords\n", "nltk.download('stopwords')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "qKeqgvn5VEFs" }, "outputs": [], "source": [ "# load model\n", "cwd=os.getcwd() \n", "model = KeyedVectors.load_word2vec_format(cwd+'\\Models\\word2vec_cbow.bin', binary=True)" ] }, { "cell_type": "markdown", "metadata": { "id": "KeQBFWezGJL9" }, "source": [ "## TSNE\n", "t-SNE stands for t-distributed Stochastic Neighbouring Entities. Its a technique used for visualizing high dimensional data by reducing it to a 2 or 3 dimensions.\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 141 }, "id": "jM8IFPOfYRVD", "outputId": "808ff5c9-9689-4572-b0df-f5a9962e7c4b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Size of Vocabulary: 161018\n", "Few words in Vocabulary ['the', 'of', 'and', 'in', 'to', 'was', 'is', 'for', 'on', 'as', 'by', 'with', 'he', 'at', 'from', 'that', 'his', 'it', 'an', 'were', 'are', 'also', 'which', 'or', 'this', 'first', 'new', 'be', 'has', 'one', 'had', 'after', 'who', 'their', 'not', 'its', 'but', 'two', 'her', 'they', 'th', 'she', 'school', 'references', 'time', 'have', 'all', 'other', 'when', 'been']\n", "Size of Vocabulary without stopwords: 159749\n", "Few words in Vocabulary without stopwords ['first', 'new', 'two', 'th', 'school', 'references', 'time', 'year', 'bar', 'links', 'external', 'world', 'city', 'state', 'may', 'years', 'national', 'university', 'united', 'team', 'three', 'later', 'american', 'text', 'st', 'born', 'season', 'film', 'would', 'used']\n" ] } ], "source": [ "#Preprocessing our models vocabulary to make better visualizations\n", "\n", "words_vocab= list(model.wv.vocab)#all the words in the vocabulary. \n", "print(\"Size of Vocabulary:\",len(words_vocab))\n", "print(\"Few words in Vocabulary\",words_vocab[:50])\n", "\n", "#Let us remove the stop words from this it will help making the visualization cleaner\n", "stopwords_en = stopwords.words()\n", "words_vocab_without_sw = [word.lower() for word in words_vocab if not word in stopwords_en]\n", "print(\"Size of Vocabulary without stopwords:\",len(words_vocab_without_sw))\n", "print(\"Few words in Vocabulary without stopwords\",words_vocab_without_sw[:30])\n", "#The size didnt reduce much after removing the stop words so lets try visualizing only a selected subset of words" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "gM4UhX7pXby7" }, "outputs": [], "source": [ "#With the increase in the amount of data, it becomes more and more difficult to visualize and interpret\n", "#In practice, similar words are combined into groups for further visualization.\n", "\n", "keys = ['school', 'year', 'college', 'city', 'states', 'university', 'team', 'film']\n", "embedding_clusters = []\n", "word_clusters = []\n", "\n", "for word in keys:\n", " embeddings = []\n", " words = []\n", " for similar_word, _ in model.most_similar(word, topn=30):\n", " words.append(similar_word)\n", " embeddings.append(model[similar_word])\n", " embedding_clusters.append(embeddings)#apending access vector of all similar words\n", " word_clusters.append(words)#appending list of all smiliar words" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 350 }, "id": "CioQ1ce73qFl", "outputId": "33c1b8a5-29bc-49a9-e1a7-171c58cfdf9c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Embedding clusters: [-2.0008528 -1.3943557 1.4382704 0.8446866 -2.6626322 4.434941\n", " -2.874781 0.07160501 2.7645476 1.3397316 -1.5362843 1.9484733\n", " -1.538581 2.8054123 -0.1651442 -2.2072346 -1.2407984 -0.37212235\n", " 1.7854097 1.51354 0.4680834 -6.1942625 2.0242858 -3.7782066\n", " 0.57537895 -3.029885 -2.5517325 -2.4161081 -0.49409848 3.473683\n", " 0.17055503 -3.9063861 3.884543 1.5628031 -2.2993872 2.1060982\n", " -3.3538942 -2.4706185 1.1629843 -0.9444056 1.4299889 0.32925856\n", " 3.2923906 -0.6086113 -0.42672086 1.1591744 -3.224612 0.6084651\n", " 2.366192 2.6875043 1.3349053 -3.0747583 -2.503866 1.5077431\n", " -1.024039 1.5941241 0.7730264 -0.42380166 -0.56361014 1.6036558\n", " 1.9689867 -2.8361151 0.25759864 -5.638323 1.436891 -0.14189413\n", " -4.712218 -2.0199313 -0.9636327 3.3833733 -1.5988349 0.37275377\n", " -2.4628592 -1.6039482 0.21491958 -1.4248031 -1.4473001 -3.5625575\n", " -0.19743128 1.3642663 1.2659378 -2.6111853 5.19429 -1.3198048\n", " -0.4231049 -0.57498074 -0.90098554 -6.050104 -2.8057501 -1.8466668\n", " 1.584604 1.6404747 2.133108 0.93110204 1.5240821 -3.7583413\n", " -3.3158727 -0.7141999 0.9956154 1.0240186 ]\n", "Word Clousters: [['schools', 'college', 'isd', 'schoolers', 'holsey', 'academy', 'fhs', 'education', 'preschool', 'schooler', 'curriculum', 'students', 'grades', 'campus', 'colleges', 'collegiate', 'gymnasium', 'student', 'fairhills', 'prep', 'coeducational', 'seminary', 'classes', 'institution', 'academies', 'hospital', 'academics', 'tdsb', 'baccalaureate', 'junior'], ['month', 'week', 'decade', 'years', 'day', 'season', 'months', 'seasons', 'fortnight', 'days', 'weeks', 'weekend', 'time', 'decades', 'semester', 'summer', 'evening', 'hour', 'rounds', 'offseason', 'night', 'morning', 'hours', 'period', 'trafford', 'cent', 'minutes', 'lifetime', 'timeframe', 'game']]\n" ] } ], "source": [ "print(\"Embedding clusters:\",embedding_clusters[0][0])#Access vector of the first word only\n", "print(\"Word Clousters:\",word_clusters[:2])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "1vdOZBXtDeT3" }, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "import numpy as np\n", "\n", "embedding_clusters = np.array(embedding_clusters)\n", "n, m, k = embedding_clusters.shape #geting the dimensions\n", "tsne_model_en_2d = TSNE(perplexity=5, n_components=2, init='pca', n_iter=1500, random_state=2020) \n", "embeddings_en_2d = np.array(tsne_model_en_2d.fit_transform(embedding_clusters.reshape(n * m, k))).reshape(n, m, 2) #reshaping it into 2d so we can visualize it" ] }, { "cell_type": "markdown", "metadata": { "id": "pqUW6lyeyowC" }, "source": [ "### Hyperparameters of TSNE\n", "\n", "1. n_components: The number of components, i.e., the dimension of the value space\n", "2. perplexity: The number of effective neighbours\n", "3. n_iter: Maximum number of iterations for the optimization.\n", "4. init: Initialization of embedding.\n", "\n", "t-SNE requires good amount of hyperparameter tuning to give effective results. More details on the hyperparameters can be found in the official [docs](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html). It is very easy to misread tsne too. This [article](https://distill.pub/2016/misread-tsne/) provides more deatils about it." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 537 }, "id": "LtOVUzKuhfAu", "outputId": "84290061-6c70-4ecf-a238-9ed93a4d232e" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import TSNE\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "import numpy as np\n", "%matplotlib inline \n", "\n", "#script for constructing two-dimensional graphics using Matplotlib\n", "def tsne_plot_similar_words(labels, embedding_clusters, word_clusters, a=0.7):\n", " plt.figure(figsize=(16, 9))\n", " \n", "\n", " for label, embeddings, words in zip(labels, embedding_clusters, word_clusters):\n", " x = embeddings[:,0]\n", " y = embeddings[:,1]\n", " plt.scatter(x, y, alpha=a, label=label)\n", " for i, word in enumerate(words):\n", " plt.annotate(word, alpha=0.5, xy=(x[i], y[i]), xytext=(5, 2), \n", " textcoords='offset points', ha='right', va='bottom', size=8)\n", " plt.legend(loc=4)\n", " plt.grid(True)\n", " plt.show()\n", "\n", "tsne_plot_similar_words(words_vocab_without_sw, embeddings_en_2d, word_clusters)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 537 }, "id": "MCIcu2hkJDX3", "outputId": "3ca34718-ba5f-4092-ac91-d8be3edf3b74" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "tsne_model_en_2d = TSNE(perplexity=25, n_components=2, init='pca', n_iter=1500, random_state=2020) \n", "embeddings_en_2d = np.array(tsne_model_en_2d.fit_transform(embedding_clusters.reshape(n * m, k))).reshape(n, m, 2)\n", "tsne_plot_similar_words(words_vocab_without_sw, embeddings_en_2d, word_clusters)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 537 }, "id": "dDcfoRvq70xx", "outputId": "6bdb1873-68f3-4b3e-82e3-6db0d5988c3a" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "tsne_model_en_2d = TSNE(perplexity=5, n_components=2, init='pca', n_iter=1500, random_state=2020) \n", "embeddings_en_2d = np.array(tsne_model_en_2d.fit_transform(embedding_clusters.reshape(n * m, k))).reshape(n, m, 2)\n", "tsne_plot_similar_words(words_vocab_without_sw, embeddings_en_2d, word_clusters)" ] }, { "cell_type": "markdown", "metadata": { "id": "kVZ97Cdf8Qrm" }, "source": [ "Take a look at the above 3 graphs. We cannto say a higher or lower perplexity is good. It depends on the problem at hand. Here the plots of perplexity 5,10 are much better defined than the one with 25" ] } ], "metadata": { "colab": { "machine_shape": "hm", "name": "Visualizing_Embeddings_Using_TSNE.ipynb", "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }