{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "machine_shape": "hm" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "gpuClass": "standard" }, "cells": [ { "cell_type": "markdown", "source": [ "# Install required Libraries" ], "metadata": { "id": "TrV0i1Vk3_cE" } }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "eNA2FS2VPSwI", "outputId": "59813066-5314-458d-8199-4bc8ed623fb9" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mounted at /content/drive\n" ] } ], "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ] }, { "cell_type": "code", "source": [ "import pickle\n", "import os" ], "metadata": { "id": "SLxV9m0uzdUs" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Install hdbscan\n", "!pip install hdbscan\n", "!pip install joblib==1.1.0" ], "metadata": { "id": "alH-oKMa4EfV" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# Imports and Setup" ], "metadata": { "id": "6GbZy4iAXEVe" } }, { "cell_type": "code", "source": [ "import hdbscan\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "import os\n", "%matplotlib inline\n", "\n", "# Scaling\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "# import hdbscan\n", "from hdbscan import HDBSCAN\n", "\n", "import pickle\n" ], "metadata": { "id": "5tPVn0h1R7cD" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "class documentClustering:\n", "\n", " def __init__(self):\n", " # instantiate scaler object\n", " self.scaler = StandardScaler()\n", "\n", " def train_cluster(self, train_df):\n", " df = self.scaler.fit_transform(train_df)\n", " model = HDBSCAN(min_cluster_size=100, min_samples=1, metric='euclidean', cluster_selection_method='eom', gen_min_span_tree=True, prediction_data=True).fit(df)\n", "\n", " return model, self.scaler\n", "\n", " def test_cluster(self, test_df, clusterer):\n", " df = self.scaler.transform(test_df)\n", " test_labels, strengths = hdbscan.approximate_predict(clusterer, df)\n", " return test_labels\n", "\n", " def plot_cluster(self,train_data, clusterer):\n", " temp_df = train_data.copy()\n", " temp_df['labels'] = clusterer.labels_\n", " temp_df = temp_df[temp_df['labels']!=-1]\n", " plt.figure(figsize=(12, 8))\n", " sns.scatterplot(temp_df['0'], temp_df['1'], hue=temp_df.labels, \n", " palette=sns.color_palette('hls', np.unique(temp_df.labels).shape[0]))\n", " plt.title('HDBSCAN with min_cluster_size 100, min samples 1')\n", " plt.show()\n", "\n", " def plot_figure(self, train_data, model):\n", " # combine two series and create and return a dataframe\n", " data = {\"label\": pd.Series(model.labels_),\n", " \"doc_catagory\": train_data['tech_health_tag']}\n", "\n", " df = pd.concat(data, axis = 1)\n", " plt.figure(figsize=(18,8))\n", " publication_plot = sns.countplot(\n", " data=df,\n", " x='label',\n", " hue = 'doc_catagory',\n", " palette='Set1',\n", " order = df['label'].value_counts().index\n", " )\n", "\n", " plt.xticks(\n", " rotation=45, \n", " horizontalalignment='right',\n", " fontweight='light',\n", " fontsize='x-large' \n", " )\n", " plt.show()\n", "\n", " def save_data(self, path_file, data):\n", " \"\"\"\n", " 1. Accept model and save in specific path location as a pickle \n", " \"\"\" \n", " with open(path_file, \"wb\") as f:\n", " pickle.dump(data, f)\n", "\n", " print('The file is saved')" ], "metadata": { "id": "vnab3ToAR7o2" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "train_path = '/content/drive/MyDrive/GLG_project/data/GLG_train_data.csv'\n", "df_train = pd.read_csv(train_path, sep=',')" ], "metadata": { "id": "0yfvTUhdMMZv" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "test_path = '/content/drive/MyDrive/GLG_project/data/GLG_test_data.csv'\n", "df_test = pd.read_csv(test_path, sep=',')" ], "metadata": { "id": "Cm3QJ5xw5fb6" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "train_embd_path = '/content/drive/MyDrive/GLG_project/data/GLG_train_data_emb.csv'\n", "df_train_embd = pd.read_csv(train_embd_path, sep=',')" ], "metadata": { "id": "-L7K4FUfWFhN" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "test_embd_path = '/content/drive/MyDrive/GLG_project/data/GLG_test_data_emb.csv'\n", "df_test_embd = pd.read_csv(test_embd_path, sep=',')" ], "metadata": { "id": "8-At0fmRWFS5" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Creat a class object to access all methods and instance of the class\n", "class_object = documentClustering()" ], "metadata": { "id": "pLg7nXlrOJQW" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# train hdbscan cluster model\n", "cluster_model, scaler_object = class_object.train_cluster(df_train_embd)" ], "metadata": { "id": "CCpSb5oG5qRo" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "pd.DataFrame(cluster_model.labels_ , columns=['labels'])['labels'].value_counts()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "M5k_duBJdEi6", "outputId": "b6809462-d20b-4ebf-a8bf-318c33714446" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " 1 2217\n", "-1 1232\n", " 17 894\n", " 22 733\n", " 18 560\n", " 20 493\n", " 11 440\n", " 3 381\n", " 21 294\n", " 2 263\n", " 16 258\n", " 6 258\n", " 13 212\n", " 8 208\n", " 12 191\n", " 14 186\n", " 7 186\n", " 15 158\n", " 10 133\n", " 4 130\n", " 5 122\n", " 9 121\n", " 19 120\n", " 0 110\n", "Name: labels, dtype: int64" ] }, "metadata": {}, "execution_count": 13 } ] }, { "cell_type": "code", "source": [ "# # cluster prediction for test data\n", "# test_labels, strength = class_object.test_cluster(df_test_embd, cluster_model)" ], "metadata": { "id": "RWdOTztA6JIR" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# summery of total number of documents belong to each cluster\n", "class_object.plot_figure(df_train, cluster_model)" ], "metadata": { "id": "N-9Cte7G8NYU", "colab": { "base_uri": "https://localhost:8080/", "height": 510 }, "outputId": "2fb0c4ee-2012-4f67-f6ba-60ea736707bc" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "# Plot training data points \n", "class_object.plot_cluster(df_train_embd, cluster_model)" ], "metadata": { "id": "IzbXKWZy6hL4", "colab": { "base_uri": "https://localhost:8080/", "height": 568 }, "outputId": "8fcfbf3f-48ea-4693-c90f-b2292e9e8ca8" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " FutureWarning\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n", " " ] }, "metadata": {}, "execution_count": 63 } ] }, { "cell_type": "code", "source": [ "all_labels = cluster_model.labels_\n", "def get_clusterlable(x):\n", " try:\n", " l = all_labels[x]\n", " except:\n", " l = \"P\"\n", " return l\n", "\n", "hier_df['cluster_label'] = hier_df['child'].apply(get_clusterlable)" ], "metadata": { "id": "hSiB3Mx3IzwU" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "hier_df['cluster_label'].value_counts()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KHtS8ABt2Zsf", "outputId": "e5088358-28f9-4346-afe4-631a546a9f1c" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "1 2217\n", "-1 1232\n", "17 894\n", "22 733\n", "18 560\n", "20 493\n", "11 440\n", "3 381\n", "21 294\n", "2 263\n", "6 258\n", "16 258\n", "13 212\n", "8 208\n", "12 191\n", "14 186\n", "7 186\n", "15 158\n", "10 133\n", "4 130\n", "5 122\n", "9 121\n", "19 120\n", "0 110\n", "P 62\n", "Name: cluster_label, dtype: int64" ] }, "metadata": {}, "execution_count": 67 } ] }, { "cell_type": "code", "source": [ "# Save document hierarchial structure which indicates parent and child relationship\n", "hier_df.to_csv(\"/content/drive/MyDrive/GLG_project/data/hierarchial_cluster.csv\", sep=',', index=False)" ], "metadata": { "id": "mOCM6ICD195R" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "all_parents = hier_df['parent'].unique().tolist()\n", "len(all_parents)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Oj1TyQ48GVYD", "outputId": "50888e8c-c066-41dd-9c26-e19cdc293952" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "63" ] }, "metadata": {}, "execution_count": 21 } ] }, { "cell_type": "code", "source": [ "all_child = hier_df['child'].unique().tolist()" ], "metadata": { "id": "Jh7xWjjqIH-3" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "len(all_child)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vVi16Fsf3BHj", "outputId": "4850f7cc-1fa5-49ae-c43b-7575d9c4cd7d" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "9962" ] }, "metadata": {}, "execution_count": 24 } ] }, { "cell_type": "code", "source": [ "# root parent \n", "[i for i in all_parents if i not in all_child]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "FklRNMMfIgSg", "outputId": "594bf772-ac8d-4c72-b233-b6d2c77fb4b1" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[9900]" ] }, "metadata": {}, "execution_count": 25 } ] }, { "cell_type": "code", "source": [ "# The number of documents or child under parent 9900\n", "child_9900 = hier_df[hier_df['parent']==9900]['child'].tolist()" ], "metadata": { "id": "jZVHUAhlGgGj" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "len(child_9900)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Fpu2imMSIHNy", "outputId": "da5b31bc-209f-4ae6-b84d-61cec9961cf7" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "91" ] }, "metadata": {}, "execution_count": 28 } ] }, { "cell_type": "code", "source": [ "# The number of parents under parent 9900. i.e out of 91 child 9900 has two child they have also child\n", "[i for i in child_9900 if i in all_parents]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Nrb_VcvWHPli", "outputId": "d2d52613-40bd-4da9-8379-41119e17fe14" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[9901, 9902]" ] }, "metadata": {}, "execution_count": 30 } ] }, { "cell_type": "code", "source": [ "# save hdbscan model locally using the package pickel \n", "path_file = '/content/drive/MyDrive/model.pkl'\n", "pickle.dump(cluster_model, open(path_file, 'wb'))" ], "metadata": { "id": "y2mv207XC8kC" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# save train dataset using the package pickel \n", "df_train['cluster_label'] = cluster_model.labels_\n", "path_file = '/content/drive/MyDrive/GLG_train_data_labeled.csv'\n", "df_train.to_csv(path_file, sep=\",\", index=False)" ], "metadata": { "id": "Ux4gmPA-Ims2" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "#save the scaler locally using the package pickel \n", "path_file = '/content/drive/MyDrive/GLG_train_data_scaler.pkl'\n", "pickle.dump(scaler_object, open(path_file, 'wb')) " ], "metadata": { "id": "2uThsi4r8CcJ" }, "execution_count": null, "outputs": [] } ] }