{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DBSCAN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**DBSCAN infers the number of clusters based on the data, and it can discover clusters of arbitrary shape (for comparison, K-Means usually discovers spherical clusters)**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ɛ(eps): The radius of our neighborhoods around a data point p.\n",
    "* min_samples : The minimum number of data points we want in a neighborhood to define a cluster."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Working\n",
    "\n",
    "* Pick a point at random that has not been assigned to a cluster or been designated as an outlier. Compute its neighborhood to determine if it’s a core point. If yes, start a cluster around this point. If no, label the point as an outlier.\n",
    "* Then, expand cluster by adding all directly-reachable points to the cluster. Perform “neighborhood jumps” to find all density-reachable points and add them to the cluster. If an outlier is added, change that point’s status from outlier to border point.\n",
    "* Repeat these two steps until all points are either assigned to a cluster or designated as an outlier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\n"
     ]
    }
   ],
   "source": [
    "cd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "data =  pd.read_csv(\"my_machine-learning/datasets/wholesale_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-28-37b5d9d5f3fd>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Grocery\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"Milk\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices"
     ]
    }
   ],
   "source": [
    "data = data[[\"Grocery\", \"Milk\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "stscaler = StandardScaler().fit(data)\n",
    "data = stscaler.transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import DBSCAN\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "dbsc = DBSCAN(eps = .5, min_samples = 15)\n",
    "y_dbsc = dbsc.fit_predict(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,6))\n",
    "plt.scatter(data[:, 0], data[:, 1], c=y_dbsc, s=50, cmap='viridis')\n",
    "plt.title('Clusters using DBSCAN Clusters')\n",
    "plt.ylabel('Grocery')\n",
    "plt.xlabel('Milk')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "kmean = KMeans(n_clusters=2)\n",
    "y_kmeans = kmean.fit_predict(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,6))\n",
    "plt.subplot(121)\n",
    "plt.gca().spines['top'].set_visible(False)\n",
    "plt.gca().spines['right'].set_visible(False)\n",
    "plt.scatter(data[:, 0], data[:, 1], c=y_dbsc, s=50, cmap='viridis_r')\n",
    "plt.title('Clusters using DBSCAN',fontsize=16)\n",
    "plt.ylabel('Grocery',fontsize=12)\n",
    "plt.xlabel('Milk', fontsize=12)\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.gca().spines['top'].set_visible(False)\n",
    "plt.gca().spines['right'].set_visible(False)\n",
    "plt.scatter(data[:, 0], data[:, 1], c=y_kmeans, s=50, cmap='viridis_r')\n",
    "\n",
    "plt.title('Clusters using kmeans',fontsize=16)\n",
    "plt.ylabel('Grocery',fontsize=12)\n",
    "plt.xlabel('Milk',fontsize=12)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can clearly see the difference between dbscan and kmeans (kmeans trying to create specrical clusters)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Disadv\n",
    "\n",
    "* Things like the epsilon parameter for DBSCAN are less intuitive to reason about compared to number of clusters parameter for K-Means, so it’s more difficult to pick good initial parameter values for these algorithms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fa1c068550>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn import datasets\n",
    "%matplotlib inline\n",
    "\n",
    "X,_ = datasets.make_moons(500,noise = 0.1,random_state=1)\n",
    "df = pd.DataFrame(X,columns = ['feature1','feature2'])\n",
    "\n",
    "df.plot.scatter('feature1','feature2', s = 100,alpha = 0.6, title = 'dataset by make_moon')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fa1bfb20b8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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",
    "core_samples,cluster_ids = dbscan(X, eps = 0.2, min_samples=20) \n",
    "\n",
    "df = pd.DataFrame(np.c_[X,cluster_ids],columns = ['feature1','feature2','cluster_id'])\n",
    "df['cluster_id'] = df['cluster_id'].astype('i2')\n",
    "\n",
    "df.plot.scatter('feature1','feature2', s = 100,\n",
    "    c = list(df['cluster_id']),cmap = 'rainbow',colorbar = False,\n",
    "    alpha = 0.6,title = 'DBSCAN cluster result')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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