ch11/ch11.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Python Machine Learning 3rd Edition* by [Sebastian Raschka](https://sebastianraschka.com), Packt Publishing Ltd. 2019\n",
    "\n",
    "Code Repository: https://github.com/rasbt/python-machine-learning-book-3rd-edition\n",
    "\n",
    "Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python Machine Learning - Code Examples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 11 - Working with Unlabeled Data – Clustering Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sebastian Raschka \n",
      "last updated: 2019-11-20 \n",
      "\n",
      "CPython 3.7.1\n",
      "IPython 7.9.0\n",
      "\n",
      "numpy 1.17.3\n",
      "pandas 0.24.2\n",
      "matplotlib 3.1.0\n",
      "scipy 1.3.1\n",
      "sklearn 0.21.3\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -a \"Sebastian Raschka\" -u -d -v -p numpy,pandas,matplotlib,scipy,sklearn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*The use of `watermark` is optional. You can install this Jupyter extension via*  \n",
    "\n",
    "    conda install watermark -c conda-forge  \n",
    "\n",
    "or  \n",
    "\n",
    "    pip install watermark   \n",
    "\n",
    "*For more information, please see: https://github.com/rasbt/watermark.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- [Grouping objects by similarity using k-means](#Grouping-objects-by-similarity-using-k-means)\n",
    "  - [K-means clustering using scikit-learn](#K-means-clustering-using-scikit-learn)\n",
    "  - [A smarter way of placing the initial cluster centroids using k-means++](#A-smarter-way-of-placing-the-initial-cluster-centroids-using-k-means++)\n",
    "  - [Hard versus soft clustering](#Hard-versus-soft-clustering)\n",
    "  - [Using the elbow method to find the optimal number of clusters](#Using-the-elbow-method-to-find-the-optimal-number-of-clusters)\n",
    "  - [Quantifying the quality of clustering via silhouette plots](#Quantifying-the-quality-of-clustering-via-silhouette-plots)\n",
    "- [Organizing clusters as a hierarchical tree](#Organizing-clusters-as-a-hierarchical-tree)\n",
    "  - [Grouping clusters in bottom-up fashion](#Grouping-clusters-in-bottom-up-fashion)\n",
    "  - [Performing hierarchical clustering on a distance matrix](#Performing-hierarchical-clustering-on-a-distance-matrix)\n",
    "  - [Attaching dendrograms to a heat map](#Attaching-dendrograms-to-a-heat-map)\n",
    "  - [Applying agglomerative clustering via scikit-learn](#Applying-agglomerative-clustering-via-scikit-learn)\n",
    "- [Locating regions of high density via DBSCAN](#Locating-regions-of-high-density-via-DBSCAN)\n",
    "- [Summary](#Summary)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Grouping objects by similarity using k-means"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## K-means clustering using scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "X, y = make_blobs(n_samples=150, \n",
    "                  n_features=2, \n",
    "                  centers=3, \n",
    "                  cluster_std=0.5, \n",
    "                  shuffle=True, \n",
    "                  random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.scatter(X[:, 0], X[:, 1], \n",
    "            c='white', marker='o', edgecolor='black', s=50)\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "#plt.savefig('images/11_01.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "km = KMeans(n_clusters=3, \n",
    "            init='random', \n",
    "            n_init=10, \n",
    "            max_iter=300,\n",
    "            tol=1e-04,\n",
    "            random_state=0)\n",
    "\n",
    "y_km = km.fit_predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[y_km == 0, 0],\n",
    "            X[y_km == 0, 1],\n",
    "            s=50, c='lightgreen',\n",
    "            marker='s', edgecolor='black',\n",
    "            label='Cluster 1')\n",
    "plt.scatter(X[y_km == 1, 0],\n",
    "            X[y_km == 1, 1],\n",
    "            s=50, c='orange',\n",
    "            marker='o', edgecolor='black',\n",
    "            label='Cluster 2')\n",
    "plt.scatter(X[y_km == 2, 0],\n",
    "            X[y_km == 2, 1],\n",
    "            s=50, c='lightblue',\n",
    "            marker='v', edgecolor='black',\n",
    "            label='Cluster 3')\n",
    "plt.scatter(km.cluster_centers_[:, 0],\n",
    "            km.cluster_centers_[:, 1],\n",
    "            s=250, marker='*',\n",
    "            c='red', edgecolor='black',\n",
    "            label='Centroids')\n",
    "plt.legend(scatterpoints=1)\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "#plt.savefig('images/11_02.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A smarter way of placing the initial cluster centroids using k-means++"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hard versus soft clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using the elbow method to find the optimal number of clusters "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distortion: 72.48\n"
     ]
    }
   ],
   "source": [
    "print('Distortion: %.2f' % km.inertia_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "distortions = []\n",
    "for i in range(1, 11):\n",
    "    km = KMeans(n_clusters=i, \n",
    "                init='k-means++', \n",
    "                n_init=10, \n",
    "                max_iter=300, \n",
    "                random_state=0)\n",
    "    km.fit(X)\n",
    "    distortions.append(km.inertia_)\n",
    "plt.plot(range(1, 11), distortions, marker='o')\n",
    "plt.xlabel('Number of clusters')\n",
    "plt.ylabel('Distortion')\n",
    "plt.tight_layout()\n",
    "#plt.savefig('images/11_03.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quantifying the quality of clustering  via silhouette plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAW4klEQVR4nO3debRdZX3G8eeReZDBBCmayFUK0UghlDhARYOhFLLAoaBBhRKlYsFacSoydKFiAcdIqyCIEkqrJg26ipRJMSkVAUkgCQQMCzQIC5YKIjJYIfjrH3tfcnLucPa9uXu/7znn+1nrrDPcfc5+2F7vk/fd++ztiBAAALl5XuoAAAAMh4ICAGSJggIAZImCAgBkiYICAGRp09QBWk2ePDkGBgZSxwCA5qxZU9xPm5Y2R0LLly9/OCJ2an89q4IaGBjQsmXLUscAgObMmlXcL12aMkVStu8b7nWm+AAAWaKgAABZoqAAAFnKah8UAPSdE05InSBbFBQApDR3buoE2WKKDwBSuv/+4oYhGEEBQErHHFPc9/Fh5iNhBAUAyBIFBQDIUl5TfM8slx5y6hQA0Jyny/tc/vbtks9FbBlBAQCylNcICgD6zftSB8gXBQUAKR2cOkCLjKb3JKb4ACCte8pbapmVk8QICgDSOrm8vyxpiiwxggIAZImCAoB+l+H0nkRBAQAyxT4oAOhHmY6aWlFQAJDSB1MHyBcFBQApvT51gHyxDwoAUrqjvDWpC6b3JEZQAJDWGeV9U9+D6pJykhhBAQAyRUEBALJEQQEAssQ+KADodV2036kVBQUAKX08dYB8UVAAkNKrav78Lh09SRQUAKR1S3k/kUXVxaXUioICgJTOKe+5HtQQFBQA9IIeGTW1oqAAoBv1YCG1o6AAoBv0QSG144u6AIAsMYICgJQ+WWGZPhw9SRQUAKS1Z+oA+WKKDwBSur68YQhGUACQ0rnlPVfWHYKCAoBc9em+p0FM8QFAjvq8nKQaC8r2lrZ/Ynul7dW2qxyrAgCApHqn+P4g6Y0R8YTtzST9yPZVEXFTjesEgO7H6ElSjQUVESHpifLpZuWNrQ4ArT6TOkC+at0HZXsT2ysk/UrS9yPi5mGWOd72MtvLfv1InWkAIEN/Wt4wRK0FFRHPRsQMSVMkvdr2kK+kRcSFETEzImbuNKnONACQoWvLG4Zo5DDziPit7aWSDpF0RxPrBICucEF5fyx7QNrVeRTfTrZ3KB9vJekgST+ta30AgN5S5whqF0mX2N5ERREuiogralwfAHSnzd+QOkGW6jyKb5Wkfer6fADoSu2HkG8+K0mMbsCpjgCgbnyvaVwoKABI6dJLUyfIFgUFAHXqNHqaOrWZHF2IggKAiTTW6byFC4v7uXMnPkuXo6AAIKXzzy/uKaghKCgAmAgcCDHhKCgAGC9KqVZcsBAAkCUKCgCQJab4AGCsJnJqb/HiifusHkNBAUAVde1vmjy5ns/tAUzxAUBKCxYUNwzBCApAf8rlCLzBcpo3L2WKLFFQAHpXLiWEcWGKDwCQJQoKQG9i9NT1mOID0Fsopp5BQQFASldemTpBtigoAN2nl0ZJW2+dOkG2KCgAzeulgtlY551X3J94YtocGaKgANSDEqpm0aLinoIagqP4AABZYgQFYGSMgpAQBQVgQ5QSMsEUHwAgS4yggH7HiCmtpUtTJ8gWBQXkhLIAnsMUHwCk9PnPFzcMQUEBuWD01J+uuKK4YQim+IAqKA+gcVkV1PJn95UfXZY6BjDUo6kDoFcteaq4P/DOtDlGE9PTrJcpPgBAlrIaQQFAv/n9FluljpAtCgoAEppzwVWpI2SLKT4AQJYoKABI6PTzz9Tp55+ZOsaIUh0gIVFQAJDU7Juv0+ybr0sdI0sUFAAgSxQUAGBYKaf3JAoKADCM1OUkcZg5ACT1yPaTUkfYQA7FNIiCAoCEjjz3stQRssUUHwBAUl6jJ4mCAoCkzpp/is6af0rqGFliig8AEtpv5Y2pI2SLERQAILvpPYmCAoC+l2M5SRQUACBT7IMCgIQe2HlK6gjZoqAAIKFjPvPvydad69TeIKb4AABZ6lhQtjex/aEmwgBAv5l/9kmaf/ZJqWNkqeMUX0Q8a/vNkuY3kAcA+sqMNSuSrDf36T2p+j6oG2x/WdJCSU8OvhgRt9aSCgBQm24oJ6l6Qe1f3n+q5bWQ9MaJjQMAQKFSQUXEgXUHAQDUr1tGT1LFgrK9s6SzJL0oIg61PV3SfhHx9VrTAUCPu3vXPRpbVzeVkyQ5IjovZF8l6WJJp0XE3rY3lXRbRPzZhIbZc2Zo0bKJ/EgAQCnXgrK9PCJmtr9edR/U5IhYZPsUSYqIdbafndCEAIAJkWsRjVXVL+o+aXuSigMjZPu1kh6rLRUA9IkLzjheF5xxfOoYWao6gvqwpMsl7Wb7Bkk7SXpbbakAoE/scd/dE/ZZvTJyGlS1oFZLeoOkaZIsaY04TRIAoEZVS+bGiFgXEasj4o6IeEbSqJeBtD3V9hLbd9lebfuDGx8XADCcXhs9SR1GULb/RNKLJW1lex8VoydJ2k7S1h0+e52kj0TErbafL2m57e9HxJ0bGxoAUOjFYhrUaYrvryTNkzRF0he0vqAel3TqaG+MiIckPVQ+ftz2XSrKjoICgNKKaTNSR8hW1e9BHRERl417JfaApOsl7RkRv2v72fGSikNYdnnJvvrBfeNdDQD0jV4aOY30Paiq+6Cm2N7OhYts32r74Ior3lbSZZJOai8nSYqICyNiZkTM1At2qhgHAPpXL5XTaKoW1HvKcjlY0gslvVvSOZ3eZHszFeX0HxHxnXGnBIAedenJR+vSk49OHSNLVQ8zH9z3NEfSxRGx0rZHfUPx869LuisivrgRGQGgZ0355QOpI2Sr6ghque1rVRTUNeVReX/s8J6/kHSMpDfaXlHe5mxEVgDoazG9f6b3pOojqOMkzZD0s4h4qjzt0btHe0NE/EjrR14AgHHop0JqV7WgXlfe79VhZg8AgAlRtaA+1vJ4S0mvlrRcXFEXADbKjXvvN+LP+nn0JFW/ou7hrc9tT5X02VoSAUAfOfVDZ6eOkK3xnvD1AUl7TmQQAABaVb3k+7+qvBaUilKbIWllXaEAoF8s/uARkqQjz11/sp5+n9obVHUfVOt12NdJ+lZE3FBDHgDoK5Mee+S5xxTThqrug7qk7iAAALTqdLmN27V+am+IiNhrwhMBAKDOI6i/lrSzpPvbXt9V0oO1JAKAPjKrvLIe03tDdSqo+ZJOjYgNroFhe6fyZ4cP+y4AwKieK6TZs5PmyFmnghqIiFXtL0bEsvIaTwCAjfFP/5Q6QbY6fQ9qy1F+ttVEBgEAoFWngrrF9nvbX7R9nIpTHQEAxmiD/U2HHlrcMESnKb6TJH3X9ru0vpBmStpc0lvrDAYAfeH3v0+dIFujFlRE/FLS/rYP1PpTG/13RPyw9mQA0CU4Aq8eVb+ou0TSkpqzAEBXoZjqNd6TxQIAUKuq5+IDAKiGUdNhh03wB/YOCgoASkmm7D760QQr7Q4UFIDssa+nP7EPCgBSmjWruGEIRlAAssOICRIFBaBhlA+qYooPAJAlRlAAxo3REOpEQQEYM4ppAr397akTZIuCAmrCH3FUcuKJqRNki31QAJDSU08VNwzBCAqoAaMnVDZnTnG/dGnSGDmioND3KBMgT0zxAQCylNcIavWD0is/mToF+oxTB0BfW6K1kqQD3V1/+yLOqH0djKAAAFnKawQFAH1mgWakjpAtCgoAErpE+6SOkC2m+AAgoUl6UpP0ZOoYY9LE/ieJERQAJLVYiyRJB+rdiZNU01Q5SYygAACZYgQFAOioyZHTIAoKADCiFMU0iCk+AECWGEEBQELn61WpI2SLggKAhBZpz9QRhpVyam8QU3wAkNAUPaYpeix1jCwxggKAhC7VdyTl9T2oHEZPEiMoAECmKCgAQJYoKABAligoAECWOEgCABL6gvZPHSFbFBQAJHSFpqWOkC2m+AAgoT30sPbQw6ljZIkRFAAkdIG+Jymf70Hl8h0oiREUACBTFBQAQFJeoyeJggIAKL9ykigoAECmOEgCABL6tF6fOkK2KCgASOg67db4OnOczhsOU3wAkNDeekh766HG1tct5SQxggKApL6kqyXl8z2onDCCAoA+0U2jJ4mCAgBkqraCsv0N27+yfUdd6wAA9K46R1ALJB1S4+cDACrqtuk9qcaDJCLietsDdX0+APSCUzU7dYRsJT+Kz/bxko4vnm2fNAsANO1GvaT2dXTj6EnK4CCJiLgwImZGxExp69RxAKBR++kX2k+/SB0jS8lHUADQz87SdZL4HtRwKCgA6FHdOrU3qM7DzL8l6UZJ02w/YPu4utYFAOg9dR7F9466PhsAMLpuHz1JGRwkAQDAcNgHBQAJncT5DEZEQQFAQiu1S+oI2WKKDwASmq17NVv3Tuhn9sL+J4kRFAAkdbqulzQxV9btlWIaxAgKAJAlRlAA0IV6bbQ0HEZQANBl+qGcJAoKAJAppvgAIKH36fBKy/XLqKkVBQUACd2tyc897scSGg1TfACQ0GFao8O0JnWMLDGCAoBEIs6QZs0qniz9ZtIsOWIEBQDIEiMoAGgY+5qqYQQFAMgSBQUADWL0VB1TfAAwgcZcQJdeWk+QHkBBAUBKU6emTpAtCgoAhtHYVNzChcX93LnNrK+LUFAAkNL55xf3FNQQHCQBAMgSIygAfY2j6vJFQQHoeZRQd2KKDwCQJUZQAJDS4sWpE2SLggLQc7pqSm/y5M7L9CkKCkDX6KriqWrBguJ+3ryUKbLEPigASGnBgvUlhQ0wggKQVE+OijAhsiqoffd9kZYt45cVAMAUHwAgUxQUACBLWU3xAUDfufLK1AmyRUEBQEpbb506QbaY4gOAlM47r7hhCAoKAFJatKi4YQgKCgCQJQoKAJAlCgoAkCUKCgCQJUdE6gzPsf24pDWpc4zBZEkPpw4xRmSuX7fllcjclG7L3FTeXSNip/YXc/se1JqImJk6RFW2l3VTXonMTei2vBKZm9JtmVPnZYoPAJAlCgoAkKXcCurC1AHGqNvySmRuQrfllcjclG7LnDRvVgdJAAAwKLcRFAAAkigoAECmGi8o24fYXmP7HtsfH+bnW9heWP78ZtsDTWccJlOnzK+3favtdbaPTJGxXYXMH7Z9p+1Vtq+zvWuKnC15OuX9O9u3215h+0e2p6fI2ZZp1Mwtyx1pO2wnP7y4wnaeZ/vX5XZeYftvU+Rsy9RxO9t+e/n7vNr2N5vO2Jal0zae37J977b92xQ52zJ1yvwS20ts31b+zZjTSLCIaOwmaRNJ90p6maTNJa2UNL1tmRMlfbV8fJSkhU1mHGfmAUl7Sfo3SUemzDuGzAdK2rp8fELK7Vwx73Ytj98k6erct3G53PMlXS/pJkkzc88saZ6kL6fMOY7Mu0u6TdKO5fMX5py3bfkPSPpGF2zjCyWdUD6eLmltE9maHkG9WtI9EfGziHha0rclvbltmTdLuqR8vFjSbNtuMGO7jpkjYm1ErJL0xxQBh1El85KIeKp8epOkKQ1nbFUl7+9anm4jKfXRPVV+lyXpTEmflfR/TYYbQdXMOamS+b2SvhIRj0pSRPyq4YytxrqN3yHpW40kG1mVzCFpu/Lx9pIebCJY0wX1Ykn3tzx/oHxt2GUiYp2kxyRNaiTd8Kpkzs1YMx8n6apaE42uUl7b77d9r4o/+P/QULaRdMxsex9JUyPiiiaDjaLq78UR5TTOYttTm4k2oiqZ95C0h+0bbN9k+5DG0g1V+f975bT6SyX9sIFco6mS+ROSjrb9gKQrVYz8atd0QQ03Emr/l3CVZZqUW54qKme2fbSkmZI+V2ui0VXKGxFfiYjdJJ0s6fTaU41u1My2nydpvqSPNJaosyrb+XuSBiJiL0k/0PrZjFSqZN5UxTTfLBUjkots71BzrpGM5e/FUZIWR8SzNeapokrmd0haEBFTJM2RdGn5O16rpgvqAUmt/yKboqFDxeeWsb2piuHkbxpJN7wqmXNTKbPtgySdJulNEfGHhrINZ6zb+NuS3lJros46ZX6+pD0lLbW9VtJrJV2e+ECJjts5Ih5p+V34mqR9G8o2kqp/M/4rIp6JiJ+rOOH07g3lazeW3+WjlH56T6qW+ThJiyQpIm6UtKWKE8nWq+GdcZtK+pmKYe3gzrhXti3zfm14kMSiFDsOx5K5ZdkFyuMgiSrbeR8VO0Z375K8u7c8PlzSstwzty2/VOkPkqiynXdpefxWSTd1QeZDJF1SPp6sYrpqUq55y+WmSVqr8mQJXbCNr5I0r3z8ChUFVnv2FBtjjqS7yz+Op5WvfUrFv+Klopn/U9I9kn4i6WUZ/A/YKfOrVPwr5ElJj0ha3QWZfyDpl5JWlLfLM897rqTVZdYlo5VBLpnblk1eUBW389nldl5ZbueXd0FmS/qipDsl3S7pqJzzls8/Iemc1Nt2DNt4uqQbyt+LFZIObiIXpzoCAGSJM0kAALJEQQEAskRBAQCyREEBALJEQQEAskRBoSvZPq08c/Wq8qzQrylfv2jwTOe219qebHvA9h015xmw/c6W5zMaO+Pz0Cw7lVcCuM32AbbfZvuu8mzUM23/S4f3XzneMzHYfksOZ5pHb9g0dQBgrGzvJ+kwSX8eEX+wPVnFFwwVEakuDzEg6Z2SBi/1MEPFKaSuTJBltqSfRsSxkmT7akknRsSS8ufLRntzRGxMsb5F0hUqvpMEbBRGUOhGu0h6OMpT8kTEwxHxoCTZXjrC6YQ2sf21ctR1re2tyuVnlCcYXWX7u7Z3bP+cchS2tny8ie3P2b6lfM/7ys8/R9IB5WjuZBVfcpxbPp9rexvb3yjfd5vtYc9wbfsfy+terbR9ToeMu9m+2vZy2/9r++W2Z6g4me6cct1nSHqdpK+WuWfZvqJ8/7a2Ly7Xt8r2EeXra8vSl+2jbf+k/KwLbG9Svv6E7X8uc95ke2fb+6u4FMrnyuV3G+f/vkAh9TeYuXEb603Stiq+zX63pPMkvaHlZ0tVnrFBxalkJqsY3ayTNKN8fZGko8vHqwbfr6JUvjTM50xWef0bScdLOr18vIWK0chLVZyo9IqWHPPUcl0lSWe1rHOHMvs2bf9dh0r6sdZfp+sFHTJep/IUUJJeI+mHI6y79b/luZySPjP4WeXzHdu22ytUnDx2s/L18yT9Tfk4JB1ePv5syzZZoAxO98WtN25M8aHrRMQTtveVdICKCy8utP3xiFgwytt+HhErysfLJQ3Y3l7SDhHxP+Xrl6g4zdZoDpa0l9dfOXl7FScmfbrC+95k+6Pl8y0lvUTSXS3LHCTp4iiv0xURvxkpo+1tJe1fPh58/xYdMrQ7SMX5LlWu79G2n89WcbLYW8p1bCVp8FpLT6uYypOK7fmXY1w30BEFha4UxSUKlqo4W/jtko5V8a/3kbSerf1ZFX9sR7NO66fAt2x53ZI+EBHXtC5se1aHz7OkIyJiTYdlqp577HmSfhsRMyouP571WcVJWE8Z5mfPRMTge58Vf0tQA/ZBoevYnma79XIKMyTdN9bPiYjHJD1q+4DypWMkDY5U1mr9pSaObHnbNZJOsL1ZmWUP29tIelzFJTYGtT+/RtIHXA5FXFzMsN21kt5je+tymReMlDGKKwz/3PbbymVte+8xbYBifX8/+GRw31aL6yQdafuFg3lcXGRvNO3/3cC4UVDoRttKusT2nbZXqTjT8ifG+VnHqtipv0pF0X2qfP3zKorox9rwujcXqThC7dby0PULVIweVklaVx408CEVZwKfPniQhIpLv28maVX5vjPbg0TE1ZIul7TM9gpJg9OBI2V8l6TjbK9UcQbysV6+/dOSdrR9R/kZB7bluVPFhSGvLdf9fRUHqIzm25I+Vh4IwkES2CiczRwAkCVGUACALFFQAIAsUVAAgCxRUACALFFQAIAsUVAAgCxRUACALP0/fOGq1W3n41sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from matplotlib import cm\n",
    "from sklearn.metrics import silhouette_samples\n",
    "\n",
    "km = KMeans(n_clusters=3, \n",
    "            init='k-means++', \n",
    "            n_init=10, \n",
    "            max_iter=300,\n",
    "            tol=1e-04,\n",
    "            random_state=0)\n",
    "y_km = km.fit_predict(X)\n",
    "\n",
    "cluster_labels = np.unique(y_km)\n",
    "n_clusters = cluster_labels.shape[0]\n",
    "silhouette_vals = silhouette_samples(X, y_km, metric='euclidean')\n",
    "y_ax_lower, y_ax_upper = 0, 0\n",
    "yticks = []\n",
    "for i, c in enumerate(cluster_labels):\n",
    "    c_silhouette_vals = silhouette_vals[y_km == c]\n",
    "    c_silhouette_vals.sort()\n",
    "    y_ax_upper += len(c_silhouette_vals)\n",
    "    color = cm.jet(float(i) / n_clusters)\n",
    "    plt.barh(range(y_ax_lower, y_ax_upper), c_silhouette_vals, height=1.0, \n",
    "             edgecolor='none', color=color)\n",
    "\n",
    "    yticks.append((y_ax_lower + y_ax_upper) / 2.)\n",
    "    y_ax_lower += len(c_silhouette_vals)\n",
    "    \n",
    "silhouette_avg = np.mean(silhouette_vals)\n",
    "plt.axvline(silhouette_avg, color=\"red\", linestyle=\"--\") \n",
    "\n",
    "plt.yticks(yticks, cluster_labels + 1)\n",
    "plt.ylabel('Cluster')\n",
    "plt.xlabel('Silhouette coefficient')\n",
    "\n",
    "plt.tight_layout()\n",
    "#plt.savefig('images/11_04.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Comparison to \"bad\" clustering:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "km = KMeans(n_clusters=2,\n",
    "            init='k-means++',\n",
    "            n_init=10,\n",
    "            max_iter=300,\n",
    "            tol=1e-04,\n",
    "            random_state=0)\n",
    "y_km = km.fit_predict(X)\n",
    "\n",
    "plt.scatter(X[y_km == 0, 0],\n",
    "            X[y_km == 0, 1],\n",
    "            s=50,\n",
    "            c='lightgreen',\n",
    "            edgecolor='black',\n",
    "            marker='s',\n",
    "            label='Cluster 1')\n",
    "plt.scatter(X[y_km == 1, 0],\n",
    "            X[y_km == 1, 1],\n",
    "            s=50,\n",
    "            c='orange',\n",
    "            edgecolor='black',\n",
    "            marker='o',\n",
    "            label='Cluster 2')\n",
    "\n",
    "plt.scatter(km.cluster_centers_[:, 0], km.cluster_centers_[:, 1],\n",
    "            s=250, marker='*', c='red', label='Centroids')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "#plt.savefig('images/11_05.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cluster_labels = np.unique(y_km)\n",
    "n_clusters = cluster_labels.shape[0]\n",
    "silhouette_vals = silhouette_samples(X, y_km, metric='euclidean')\n",
    "y_ax_lower, y_ax_upper = 0, 0\n",
    "yticks = []\n",
    "for i, c in enumerate(cluster_labels):\n",
    "    c_silhouette_vals = silhouette_vals[y_km == c]\n",
    "    c_silhouette_vals.sort()\n",
    "    y_ax_upper += len(c_silhouette_vals)\n",
    "    color = cm.jet(float(i) / n_clusters)\n",
    "    plt.barh(range(y_ax_lower, y_ax_upper), c_silhouette_vals, height=1.0, \n",
    "             edgecolor='none', color=color)\n",
    "\n",
    "    yticks.append((y_ax_lower + y_ax_upper) / 2.)\n",
    "    y_ax_lower += len(c_silhouette_vals)\n",
    "    \n",
    "silhouette_avg = np.mean(silhouette_vals)\n",
    "plt.axvline(silhouette_avg, color=\"red\", linestyle=\"--\") \n",
    "\n",
    "plt.yticks(yticks, cluster_labels + 1)\n",
    "plt.ylabel('Cluster')\n",
    "plt.xlabel('Silhouette coefficient')\n",
    "\n",
    "plt.tight_layout()\n",
    "#plt.savefig('images/11_06.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Organizing clusters as a hierarchical tree"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Grouping clusters in bottom-up fashion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "image/png": {
       "width": 400
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='./images/11_07.png', width=400) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ID_0</th>\n",
       "      <td>6.964692</td>\n",
       "      <td>2.861393</td>\n",
       "      <td>2.268515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_1</th>\n",
       "      <td>5.513148</td>\n",
       "      <td>7.194690</td>\n",
       "      <td>4.231065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_2</th>\n",
       "      <td>9.807642</td>\n",
       "      <td>6.848297</td>\n",
       "      <td>4.809319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_3</th>\n",
       "      <td>3.921175</td>\n",
       "      <td>3.431780</td>\n",
       "      <td>7.290497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_4</th>\n",
       "      <td>4.385722</td>\n",
       "      <td>0.596779</td>\n",
       "      <td>3.980443</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             X         Y         Z\n",
       "ID_0  6.964692  2.861393  2.268515\n",
       "ID_1  5.513148  7.194690  4.231065\n",
       "ID_2  9.807642  6.848297  4.809319\n",
       "ID_3  3.921175  3.431780  7.290497\n",
       "ID_4  4.385722  0.596779  3.980443"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "np.random.seed(123)\n",
    "\n",
    "variables = ['X', 'Y', 'Z']\n",
    "labels = ['ID_0', 'ID_1', 'ID_2', 'ID_3', 'ID_4']\n",
    "\n",
    "X = np.random.random_sample([5, 3])*10\n",
    "df = pd.DataFrame(X, columns=variables, index=labels)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Performing hierarchical clustering on a distance matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID_0</th>\n",
       "      <th>ID_1</th>\n",
       "      <th>ID_2</th>\n",
       "      <th>ID_3</th>\n",
       "      <th>ID_4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ID_0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.973534</td>\n",
       "      <td>5.516653</td>\n",
       "      <td>5.899885</td>\n",
       "      <td>3.835396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_1</th>\n",
       "      <td>4.973534</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.347073</td>\n",
       "      <td>5.104311</td>\n",
       "      <td>6.698233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_2</th>\n",
       "      <td>5.516653</td>\n",
       "      <td>4.347073</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.244262</td>\n",
       "      <td>8.316594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_3</th>\n",
       "      <td>5.899885</td>\n",
       "      <td>5.104311</td>\n",
       "      <td>7.244262</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.382864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_4</th>\n",
       "      <td>3.835396</td>\n",
       "      <td>6.698233</td>\n",
       "      <td>8.316594</td>\n",
       "      <td>4.382864</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ID_0      ID_1      ID_2      ID_3      ID_4\n",
       "ID_0  0.000000  4.973534  5.516653  5.899885  3.835396\n",
       "ID_1  4.973534  0.000000  4.347073  5.104311  6.698233\n",
       "ID_2  5.516653  4.347073  0.000000  7.244262  8.316594\n",
       "ID_3  5.899885  5.104311  7.244262  0.000000  4.382864\n",
       "ID_4  3.835396  6.698233  8.316594  4.382864  0.000000"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.spatial.distance import pdist, squareform\n",
    "\n",
    "row_dist = pd.DataFrame(squareform(pdist(df, metric='euclidean')),\n",
    "                        columns=labels,\n",
    "                        index=labels)\n",
    "row_dist"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can either pass a condensed distance matrix (upper triangular) from the `pdist` function, or we can pass the \"original\" data array and define the `metric='euclidean'` argument in `linkage`. However, we should not pass the squareform distance matrix, which would yield different distance values although the overall clustering could be the same."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sebastian/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:5: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n",
      "  \"\"\"\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>row label 1</th>\n",
       "      <th>row label 2</th>\n",
       "      <th>distance</th>\n",
       "      <th>no. of items in clust.</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cluster 1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.521973</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cluster 2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.729603</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cluster 3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.539247</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cluster 4</th>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.444824</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           row label 1  row label 2   distance  no. of items in clust.\n",
       "cluster 1          0.0          4.0   6.521973                     2.0\n",
       "cluster 2          1.0          2.0   6.729603                     2.0\n",
       "cluster 3          3.0          5.0   8.539247                     3.0\n",
       "cluster 4          6.0          7.0  12.444824                     5.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1. incorrect approach: Squareform distance matrix\n",
    "\n",
    "from scipy.cluster.hierarchy import linkage\n",
    "\n",
    "row_clusters = linkage(row_dist, method='complete', metric='euclidean')\n",
    "pd.DataFrame(row_clusters,\n",
    "             columns=['row label 1', 'row label 2',\n",
    "                      'distance', 'no. of items in clust.'],\n",
    "             index=['cluster %d' % (i + 1)\n",
    "                    for i in range(row_clusters.shape[0])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>row label 1</th>\n",
       "      <th>row label 2</th>\n",
       "      <th>distance</th>\n",
       "      <th>no. of items in clust.</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cluster 1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.835396</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cluster 2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.347073</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cluster 3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.899885</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cluster 4</th>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.316594</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           row label 1  row label 2  distance  no. of items in clust.\n",
       "cluster 1          0.0          4.0  3.835396                     2.0\n",
       "cluster 2          1.0          2.0  4.347073                     2.0\n",
       "cluster 3          3.0          5.0  5.899885                     3.0\n",
       "cluster 4          6.0          7.0  8.316594                     5.0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 2. correct approach: Condensed distance matrix\n",
    "\n",
    "row_clusters = linkage(pdist(df, metric='euclidean'), method='complete')\n",
    "pd.DataFrame(row_clusters,\n",
    "             columns=['row label 1', 'row label 2',\n",
    "                      'distance', 'no. of items in clust.'],\n",
    "             index=['cluster %d' % (i + 1) \n",
    "                    for i in range(row_clusters.shape[0])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>row label 1</th>\n",
       "      <th>row label 2</th>\n",
       "      <th>distance</th>\n",
       "      <th>no. of items in clust.</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cluster 1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.835396</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cluster 2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.347073</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cluster 3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.899885</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cluster 4</th>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.316594</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           row label 1  row label 2  distance  no. of items in clust.\n",
       "cluster 1          0.0          4.0  3.835396                     2.0\n",
       "cluster 2          1.0          2.0  4.347073                     2.0\n",
       "cluster 3          3.0          5.0  5.899885                     3.0\n",
       "cluster 4          6.0          7.0  8.316594                     5.0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 3. correct approach: Input matrix\n",
    "\n",
    "row_clusters = linkage(df.values, method='complete', metric='euclidean')\n",
    "pd.DataFrame(row_clusters,\n",
    "             columns=['row label 1', 'row label 2',\n",
    "                      'distance', 'no. of items in clust.'],\n",
    "             index=['cluster %d' % (i + 1)\n",
    "                    for i in range(row_clusters.shape[0])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.cluster.hierarchy import dendrogram\n",
    "\n",
    "# make dendrogram black (part 1/2)\n",
    "# from scipy.cluster.hierarchy import set_link_color_palette\n",
    "# set_link_color_palette(['black'])\n",
    "\n",
    "row_dendr = dendrogram(row_clusters, \n",
    "                       labels=labels,\n",
    "                       # make dendrogram black (part 2/2)\n",
    "                       # color_threshold=np.inf\n",
    "                       )\n",
    "plt.tight_layout()\n",
    "plt.ylabel('Euclidean distance')\n",
    "#plt.savefig('images/11_11.png', dpi=300, \n",
    "#            bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Attaching dendrograms to a heat map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qUmNjY8Zj3n777fHp6cCBAzpx4oQWLFgQVEQAMzUny1uOFdwyHfKrr69PkUhEo6OjKi0tVWNjY8aLFyTpmWee0c6dO3XRRRepuLhYTz31FBcxANZxAQMsGh4eliRVVlZqZGRkWo/dsmWLtmzZko9YAPLJ2LqYsTgAAB8xGWFK2tra1NLSMuF3dXV1am1tdZQIwIyxTIdCFYvFJt07AlBgjK2LUUYA4BuDk5GxbgQA+IjJCAB8ZGwyoowAwDcGPw6IMgIAHxmbjIx1IwDAR0xGAOAbg1fTUUYA4CNj62LG4gAAfMRkBAC+YZkOAGCCsXUxyggAfGNwMjLWjQAAHzEZAYBvDE5GlBEA+MjYuhhlBAC+MTgZGetGAICPmIwAwEfGJiPKCAB8w1dIAABMMDYZGetGAICPmIwAwDcs0wEATDC2TEcZAYBvDL7PiDJC4JJvSfNvdZ3Clv9xHcCg+vtcJ7CndKfrBPlDGQGAj9gzAgA4xTIdAMAEY5ORsTgAAB8xGQGAb1imAwA4RxkBAEwwtkljLA4AYLY4ffq0IpGIbrvttgsey2QEAL4JaJmupaVF4XBYR48eveCxTEYA4KM5Wd4uYGBgQHv27NH69eunFIcyAgDk3KZNm/Tggw+qqGhqNUMZAYBvzn6FRBa3oaEhRaPR8VsikRg//S9/+UstXLhQy5Ytm3Ik9owAwEdZ7hmVlZWpu7v7vPe9+uqr+sUvfqG9e/dqdHRUR48e1d13363HH3884/mYjADANzmYjCbz/e9/XwMDA0qlUnryySd10003TVpEuvApAQDIP5bpAMBHAX0CQ319verr6y94HGUEAL7h44AAACYY26QxFgcA4CMmIwDwDct0AAATKCMAgFNn32dkiLE4AAAfMRkBgI9YpgMAOGVwmY4yAgAfGZuMjHUjAMBHTEYA4BveZwQAMMHYuhhlBAC+MTgZGetGAICPmIwAwDdMRrCopKREkpRKpVRcXKxIJKJwOKzly5ervb190sc+8cQTWrp0qZYuXaobb7xRv//974OIDCBbefza8ZlgMsIE1dXVSiaTkqT+/n41NDRobGxMsVjsvMcvXrxYL730kj71qU+ps7NT8Xhc+/fvDzIygOkyOBl5X0aJ3yXU8YcO1zHyruuermk/pqqqSs3Nzdq8eXPGMrrxxhvH/3z99ddrYGBgphEBeMz7ZbqOP3So570e1zHMqq2tVW9v75SOffTRR3Xrrbee975EIqFoNKpoNKp0LgMCmBmW6eypubxmRpODD9LpqVXHiy++qEcffVSvvPLKee+Px+OKx+OSpDmhUM7yAZgBlulQaJLJpMLh8KTHvPHGG1q/fr06Ozu1YMGCgJIBmE0oI2SUSqXU1NSkxsbGjMe8++67amho0GOPPaarr746wHQAssJkBMv6+voUiUQ0Ojqq0tJSNTY2Zrx4QZK+973v6a9//as2btwoSZo7d666u7uDigtgJvgKCVg0PDwsSaqsrNTIyMi0HvvII4/okUceyUcsAPlkbDIy1o0AAB8xGWFK2tra1NLSMuF3dXV1am1tdZQIwIxxNR0KVSwWm3TvCECBMbYuRhkBgG8MTkbGuhEA4CMmIwDwkbFRhDICAN8YXKajjADANwbLyNigBgDwEZMRAPjI2ChCGQGAj0K21ukoIwDwTkjWXv6NDWoAAB/ZqkYAQADsTUa20gAAAkAZAQBMsPXyz54RAMA5W9UIAAgAy3QAAOcoIwCAc/bKiD0jAIBztqoRABAQPg4IAOAUy3QAAJzDVjUCAAJgbzKylQYAEADKCADg3Cwpo54eqb4+x0kc6Xlvm2r+c5PrGADgtWmX0bp1+YgBn0RKpe4VrlPYsu851wnsqbjGdQKDinN5smwno9M5SXHWtNPE42dus0X9DqYiAL7JxTKd4zICABS6XJTR/+UiyDjeZwQAcI7JCAC8M0uupgMAFDLKCABggq2Xf/aMAADO2apGAEAAWKYDADhHGQEAnLNXRuwZAQCcs1WNAIAAMBkBAJw7W0bZ3CZ36NAhff7zn1c4HNaSJUvU0tIy6fG2qhEAEJA5eT373Llz9eMf/1i1tbX68MMPtWzZMt1888265przfxw7kxEAIOfKy8tVW1srSSotLVU4HNbg4GDG45mMAMA7we4ZpVIpJZNJrViR+YvMKCMA8E72ZTQ0NKRoNDr+czweV/w8X3Y3PDys1atXa9u2bbrkkksyno8yAgDvZF9GZWVl6u7unvSYkydPavXq1brrrrvU0NAw6bHsGQEAci6dTuub3/ymwuGw7r333gseTxkBgJfye2n3q6++qscee0wvvPCCampqVFNTo717906aBgDglfxfwLBy5Uql0+kpH89kBABwjskIALxj7+OAbKUBAASAMgIAOGevjNgzAgA4Z6saAQABsfXybysNACAA9pbpbKUBAATAXhmxZwQAcM5WNQIAAsBkBINKSkoknfnOkeLiYkUiEYXDYS1fvlzt7e2TPra3t1c33HCDLr74Yv3oRz8KIi6ArOX/a8eny1Y1wrnq6molk0lJUn9/vxoaGjQ2NqZYLHbe4z/96U9r+/bt+vnPfx5kTABZs/XybyuNIz3v9ah+R73rGHnVdU/XtB9TVVWl5uZmbd68OWMZLVy4UAsXLtSePXuyTAjAZ96X0brr1rmOYFptba16e3uzPk8ikVAikZAkDZ3M+nQAsmJvz8hWGgfiy+KKLzv3q3JxxnQ+An4y//iVxNFLQjk5J4CZCkma4zrEBN6XESaXTCYVDoddxwCQU/YmI66mQ0apVEpNTU1qbGx0HQXALGerGuFcX1+fIpGIRkdHVVpaqsbGxowXL0jSe++9p2g0qqNHj6qoqEjbtm3TH//4R11yySUBpgYwPfYmI1tp4MTw8LAkqbKyUiMjI9N67OWXX66BgYF8xAKQV7Ze/m2lAQAEgMkIBaqtrU0tLS0TfldXV6fW1lZHiQDMJpQRpiQWi026dwSgkDAZAQCco4wAAM7ZKyPeZwQAcM5WNQIAAmLr5d9WGgBAAFimAwDgHLaqEQAQAHuTka00AIAAUEYAAOfslRF7RgAA52xVIwAgILZe/m2lAQAEwN4yna00AIAA2Csj9owAAM7ZqkYAQABCkua4DjEBZQQAXrL18m8rDQAgAOwZAQBwDlvVCAAIgL3JyFYaAEAAKCMAgHP2yog9IwCAc7aqEQAQAHuTka00AICA2Hr5t5UGABAAJiNAqXkLFD1S6TqGJGloaEhlZWWuY0jLXAf4mJnn5L9cB/iYleck9WEqJ+e57LLLFI1Gsz5HLoXS6XQ6p2cECkg0GlV3d7frGKbwnJyL5yT/uJoOAOAcZQQAcI4ygtfi8bjrCObwnJyL5yT/2DMCADjHZAQAcI4yAgA4RxkBAJyjjAAAzlFGAADn/h/C7LF1uDns2wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot row dendrogram\n",
    "fig = plt.figure(figsize=(8, 8), facecolor='white')\n",
    "axd = fig.add_axes([0.09, 0.1, 0.2, 0.6])\n",
    "\n",
    "# note: for matplotlib < v1.5.1, please use orientation='right'\n",
    "row_dendr = dendrogram(row_clusters, orientation='left')\n",
    "\n",
    "# reorder data with respect to clustering\n",
    "df_rowclust = df.iloc[row_dendr['leaves'][::-1]]\n",
    "\n",
    "axd.set_xticks([])\n",
    "axd.set_yticks([])\n",
    "\n",
    "# remove axes spines from dendrogram\n",
    "for i in axd.spines.values():\n",
    "    i.set_visible(False)\n",
    "\n",
    "# plot heatmap\n",
    "axm = fig.add_axes([0.23, 0.1, 0.6, 0.6])  # x-pos, y-pos, width, height\n",
    "cax = axm.matshow(df_rowclust, interpolation='nearest', cmap='hot_r')\n",
    "fig.colorbar(cax)\n",
    "axm.set_xticklabels([''] + list(df_rowclust.columns))\n",
    "axm.set_yticklabels([''] + list(df_rowclust.index))\n",
    "\n",
    "#plt.savefig('images/11_12.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Applying agglomerative clustering via scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster labels: [1 0 0 2 1]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.cluster import AgglomerativeClustering\n",
    "\n",
    "ac = AgglomerativeClustering(n_clusters=3, \n",
    "                             affinity='euclidean', \n",
    "                             linkage='complete')\n",
    "labels = ac.fit_predict(X)\n",
    "print('Cluster labels: %s' % labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster labels: [0 1 1 0 0]\n"
     ]
    }
   ],
   "source": [
    "ac = AgglomerativeClustering(n_clusters=2, \n",
    "                             affinity='euclidean', \n",
    "                             linkage='complete')\n",
    "labels = ac.fit_predict(X)\n",
    "print('Cluster labels: %s' % labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Locating regions of high density via DBSCAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/11_13.png', width=500) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "\n",
    "X, y = make_moons(n_samples=200, noise=0.05, random_state=0)\n",
    "plt.scatter(X[:, 0], X[:, 1])\n",
    "plt.tight_layout()\n",
    "#plt.savefig('images/11_14.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "K-means and hierarchical clustering:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 3))\n",
    "\n",
    "km = KMeans(n_clusters=2, random_state=0)\n",
    "y_km = km.fit_predict(X)\n",
    "ax1.scatter(X[y_km == 0, 0], X[y_km == 0, 1],\n",
    "            edgecolor='black',\n",
    "            c='lightblue', marker='o', s=40, label='cluster 1')\n",
    "ax1.scatter(X[y_km == 1, 0], X[y_km == 1, 1],\n",
    "            edgecolor='black',\n",
    "            c='red', marker='s', s=40, label='cluster 2')\n",
    "ax1.set_title('K-means clustering')\n",
    "\n",
    "ac = AgglomerativeClustering(n_clusters=2,\n",
    "                             affinity='euclidean',\n",
    "                             linkage='complete')\n",
    "y_ac = ac.fit_predict(X)\n",
    "ax2.scatter(X[y_ac == 0, 0], X[y_ac == 0, 1], c='lightblue',\n",
    "            edgecolor='black',\n",
    "            marker='o', s=40, label='Cluster 1')\n",
    "ax2.scatter(X[y_ac == 1, 0], X[y_ac == 1, 1], c='red',\n",
    "            edgecolor='black',\n",
    "            marker='s', s=40, label='Cluster 2')\n",
    "ax2.set_title('Agglomerative clustering')\n",
    "\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "#plt.savefig('images/11_15.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Density-based clustering:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import DBSCAN\n",
    "\n",
    "db = DBSCAN(eps=0.2, min_samples=5, metric='euclidean')\n",
    "y_db = db.fit_predict(X)\n",
    "plt.scatter(X[y_db == 0, 0], X[y_db == 0, 1],\n",
    "            c='lightblue', marker='o', s=40,\n",
    "            edgecolor='black', \n",
    "            label='Cluster 1')\n",
    "plt.scatter(X[y_db == 1, 0], X[y_db == 1, 1],\n",
    "            c='red', marker='s', s=40,\n",
    "            edgecolor='black', \n",
    "            label='Cluster 2')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "#plt.savefig('images/11_16.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Readers may ignore the next cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[NbConvertApp] Converting notebook ch11.ipynb to script\n",
      "[NbConvertApp] Writing 14113 bytes to ch11.py\n"
     ]
    }
   ],
   "source": [
    "! python ../.convert_notebook_to_script.py --input ch11.ipynb --output ch11.py"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}