clustering_module_solutions/2.solution_kmeans.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**1. Your task is to apply k-means to the iris dataset and see what happens when you change the value of k. Which solution, if any, do you find most compelling? Does complexity start to become an issue with this data set? Play around a bit and write up your findings and your process to share with your mentor. Keep in mind that it's possible you may find a solution with more than 3 clusters that nevertheless better tracks the real, trinary outcome – two of those clusters may map to a single flower type while the other two map to the other types for example.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We begin with importing the libraries, loading the data and standardizing it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.cluster import KMeans, MiniBatchKMeans\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn import datasets\n",
    "from sqlalchemy import create_engine\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loading the data from Sklearn's datasets\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "\n",
    "# Standarizing the features\n",
    "scaler = StandardScaler()\n",
    "X_std = scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we fit k-means with k values equal to 2, 3, 4, 5 and 6:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Defining the k-means\n",
    "\n",
    "cluster_numbers = [2, 3, 4, 5, 6]\n",
    "kmeans_clusters = []\n",
    "for i in cluster_numbers:\n",
    "    k_means = KMeans(n_clusters=i, random_state=123)\n",
    "    kmeans_clusters.append(k_means.fit_predict(X_std))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we visualize each k-means solution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pca = PCA(n_components=2).fit_transform(X_std)\n",
    "\n",
    "colours = 'rbg'\n",
    "for i, solution in enumerate(kmeans_clusters):\n",
    "    plt.figure(figsize=(10,5))\n",
    "    plt.text(np.mean(pca[:,0]), np.max(pca[:, 1]), \"K-means with k = {}\".format(cluster_numbers[i]),\n",
    "                 fontdict={'weight': 'bold', 'size': 50})\n",
    "    for i in range(pca.shape[0]):\n",
    "        plt.text(pca[i, 0], pca[i, 1], str(solution[i]),\n",
    "                 color=colours[y[i]],\n",
    "                 fontdict={'weight': 'bold', 'size': 50}\n",
    "            )\n",
    "\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Among the solutions, only the ones with k is equal to 2 and 3 assign a single cluster to the linearly separable class at the left most part of the figures. The others assign more than one class which we don't want for sure. So, k = 2 or k=3 is the only viable ones. However, when k=2, k-means can only assign a single cluster to the linearly non-separable classes where k=3 can assign them to two clusters. Hence, as we might expect, the best solution seems the be the one where k is equal to 3."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**2. Create a k-means solution that correctly assigns patients to \"heart disease diagnosis\" or \"no heart disease diagnosis\" clusters. Note that in this case, we actually know the correct number of clusters in the data which is two. But, you'll test whether k-means will assign observations as we expect it to do. Since k-means is an unsupervised learning algorithm, it will be blind to whether or not patients have heart disease.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we load the dataset and then normalize our variables. Also, to make it easier to visualize the clusters, we reduce the data to 2 components using PCA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "postgres_user = 'postgres'\n",
    "postgres_pw = 'Merizim43.'\n",
    "postgres_host = 'localhost'\n",
    "postgres_port = '5432'\n",
    "postgres_db = 'heartdisease'\n",
    "\n",
    "engine = create_engine('postgresql://{}:{}@{}:{}/{}'.format(\n",
    "    postgres_user, postgres_pw, postgres_host, postgres_port, postgres_db))\n",
    "heartdisease_df = pd.read_sql_query('select * from heartdisease',con=engine)\n",
    "\n",
    "# no need for an open connection, as we're only doing a single query\n",
    "engine.dispose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "run_control": {
     "frozen": false,
     "read_only": false
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Define the features and the outcome\n",
    "X = df.iloc[:, :13]\n",
    "y = df.iloc[:, 13]\n",
    "\n",
    "# Replace missing values (marked by ?) with a 0\n",
    "X = X.replace(to_replace='?', value=0)\n",
    "\n",
    "# Binarize y so that 1 means heart disease diagnosis and 0 means no diagnosis.\n",
    "y = np.where(y > 0, 1, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Comparing k-means clusters against the data:\n",
      "col_0    0    1\n",
      "row_0          \n",
      "0       38  151\n",
      "1      101   13\n"
     ]
    }
   ],
   "source": [
    "# Standardize the data.\n",
    "scaler = StandardScaler()\n",
    "X_std = scaler.fit_transform(X)\n",
    "\n",
    "# Reduce it to two components for visualization\n",
    "X_pca = PCA(2).fit_transform(X_std)\n",
    "\n",
    "# Calculate predicted values.\n",
    "y_pred = KMeans(n_clusters=2, random_state=123).fit_predict(X_std)\n",
    "\n",
    "# Plot the solution.\n",
    "plt.scatter(X_pca[:, 0], X_pca[:, 1], c=y_pred)\n",
    "plt.show()\n",
    "\n",
    "# Check the solution against the data.\n",
    "# You will learn about cross-tabs/contingency\n",
    "# tables in the next checkpoint\n",
    "print('Comparing k-means clusters against the data:')\n",
    "print(pd.crosstab(y_pred, y))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks like this model is doing ok. We're correctly classifying 252 cases out of 303."
   ]
  }
 ],
 "metadata": {
  "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"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "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
}