{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.datasets import make_blobs\n",
    "from sklearn.preprocessing import scale\n",
    "\n",
    "n_samples = 1500\n",
    "random_state = 170\n",
    "X, y = make_blobs(n_samples=n_samples, n_features=2, centers=3, random_state=random_state)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Unequal Variance')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt\n",
    "transformation = [[0.60834549, -0.63667341], [-0.40887718, 0.85253229]]\n",
    "X_aniso = np.dot(X, transformation)\n",
    "y_pred = KMeans(n_clusters=3, random_state=random_state).fit_predict(X_aniso)\n",
    "plt.figure(figsize=(20, 20))\n",
    "plt.subplot(222)\n",
    "plt.scatter(X_aniso[:, 0], X_aniso[:, 1], c=y_pred)\n",
    "\n",
    "\n",
    "plt.title(\"Anisotropicly Distributed Blobs\")\n",
    "\n",
    "# Anisotropicly distributed data\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt\n",
    "transformation = [[0.60834549, -0.63667341], [-0.40887718, 0.85253229]]\n",
    "X_aniso = np.dot(X, transformation)\n",
    "X_aniso = scale(X_aniso)\n",
    "y_pred = KMeans(n_clusters=3, random_state=random_state).fit_predict(X_aniso)\n",
    "plt.figure(figsize=(20, 20))\n",
    "plt.subplot(222)\n",
    "plt.scatter(X_aniso[:, 0], X_aniso[:, 1], c=y_pred)\n",
    "plt.title(\"Scaled Anisotropicly Distributed Blobs\")\n",
    "\n",
    "# Different variance\n",
    "X_varied, y_varied = make_blobs(n_samples=n_samples,\n",
    "                                cluster_std=[1.0, 2.5, 0.5],\n",
    "                                random_state=random_state)\n",
    "X_varied = scale(X_varied)\n",
    "y_pred = KMeans(n_clusters=3, random_state=random_state).fit_predict(X_varied)\n",
    "plt.figure(figsize=(20, 20))\n",
    "plt.subplot(223)\n",
    "plt.scatter(X_varied[:, 0], X_varied[:, 1], c=y_pred)\n",
    "plt.title(\"Scaled Unequal Variance\")\n",
    "\n",
    "# Different variance\n",
    "X_varied, y_varied = make_blobs(n_samples=n_samples,\n",
    "                                cluster_std=[1.0, 2.5, 0.5],\n",
    "                                random_state=random_state)\n",
    "\n",
    "y_pred = KMeans(n_clusters=3, random_state=random_state).fit_predict(X_varied)\n",
    "plt.figure(figsize=(20, 20))\n",
    "plt.subplot(223)\n",
    "plt.scatter(X_varied[:, 0], X_varied[:, 1], c=y_pred)\n",
    "plt.title(\"Unequal Variance\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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