customerSegmentation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"Mall_Customers.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>CustomerID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>19</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Male</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Female</td>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>23</td>\n",
       "      <td>16</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Female</td>\n",
       "      <td>31</td>\n",
       "      <td>17</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  Gender  Age  Annual Income (k$)  Spending Score (1-100)\n",
       "0           1    Male   19                  15                      39\n",
       "1           2    Male   21                  15                      81\n",
       "2           3  Female   20                  16                       6\n",
       "3           4  Female   23                  16                      77\n",
       "4           5  Female   31                  17                      40"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Univariate analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>CustomerID</th>\n",
       "      <th>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>200.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>200.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>100.500000</td>\n",
       "      <td>38.850000</td>\n",
       "      <td>60.560000</td>\n",
       "      <td>50.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>57.879185</td>\n",
       "      <td>13.969007</td>\n",
       "      <td>26.264721</td>\n",
       "      <td>25.823522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>50.750000</td>\n",
       "      <td>28.750000</td>\n",
       "      <td>41.500000</td>\n",
       "      <td>34.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>100.500000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>61.500000</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>150.250000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>73.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>200.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>137.000000</td>\n",
       "      <td>99.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       CustomerID         Age  Annual Income (k$)  Spending Score (1-100)\n",
       "count  200.000000  200.000000          200.000000              200.000000\n",
       "mean   100.500000   38.850000           60.560000               50.200000\n",
       "std     57.879185   13.969007           26.264721               25.823522\n",
       "min      1.000000   18.000000           15.000000                1.000000\n",
       "25%     50.750000   28.750000           41.500000               34.750000\n",
       "50%    100.500000   36.000000           61.500000               50.000000\n",
       "75%    150.250000   49.000000           78.000000               73.000000\n",
       "max    200.000000   70.000000          137.000000               99.000000"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CustomerID', 'Gender', 'Age', 'Annual Income (k$)',\n",
       "       'Spending Score (1-100)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function displot in module seaborn.distributions:\n",
      "\n",
      "displot(data=None, *, x=None, y=None, hue=None, row=None, col=None, weights=None, kind='hist', rug=False, rug_kws=None, log_scale=None, legend=True, palette=None, hue_order=None, hue_norm=None, color=None, col_wrap=None, row_order=None, col_order=None, height=5, aspect=1, facet_kws=None, **kwargs)\n",
      "    Figure-level interface for drawing distribution plots onto a FacetGrid.\n",
      "    \n",
      "    This function provides access to several approaches for visualizing the\n",
      "    univariate or bivariate distribution of data, including subsets of data\n",
      "    defined by semantic mapping and faceting across multiple subplots. The\n",
      "    ``kind`` parameter selects the approach to use:\n",
      "    \n",
      "    - :func:`histplot` (with ``kind=\"hist\"``; the default)\n",
      "    - :func:`kdeplot` (with ``kind=\"kde\"``)\n",
      "    - :func:`ecdfplot` (with ``kind=\"ecdf\"``; univariate-only)\n",
      "    \n",
      "    Additionally, a :func:`rugplot` can be added to any kind of plot to show\n",
      "    individual observations.\n",
      "    \n",
      "    Extra keyword arguments are passed to the underlying function, so you should\n",
      "    refer to the documentation for each to understand the complete set of options\n",
      "    for making plots with this interface.\n",
      "    \n",
      "    See the :doc:`distribution plots tutorial <../tutorial/distributions>` for a more\n",
      "    in-depth discussion of the relative strengths and weaknesses of each approach.\n",
      "    The distinction between figure-level and axes-level functions is explained\n",
      "    further in the :doc:`user guide <../tutorial/function_overview>`.\n",
      "    \n",
      "    Parameters\n",
      "    ----------\n",
      "    data : :class:`pandas.DataFrame`, :class:`numpy.ndarray`, mapping, or sequence\n",
      "        Input data structure. Either a long-form collection of vectors that can be\n",
      "        assigned to named variables or a wide-form dataset that will be internally\n",
      "        reshaped.\n",
      "    x, y : vectors or keys in ``data``\n",
      "        Variables that specify positions on the x and y axes.\n",
      "    hue : vector or key in ``data``\n",
      "        Semantic variable that is mapped to determine the color of plot elements.\n",
      "    row, col : vectors or keys in ``data``\n",
      "        Variables that define subsets to plot on different facets.    \n",
      "    kind : {\"hist\", \"kde\", \"ecdf\"}\n",
      "        Approach for visualizing the data. Selects the underlying plotting function\n",
      "        and determines the additional set of valid parameters.\n",
      "    rug : bool\n",
      "        If True, show each observation with marginal ticks (as in :func:`rugplot`).\n",
      "    rug_kws : dict\n",
      "        Parameters to control the appearance of the rug plot.\n",
      "    log_scale : bool or number, or pair of bools or numbers\n",
      "        Set axis scale(s) to log. A single value sets the data axis for univariate\n",
      "        distributions and both axes for bivariate distributions. A pair of values\n",
      "        sets each axis independently. Numeric values are interpreted as the desired\n",
      "        base (default 10). If `False`, defer to the existing Axes scale.\n",
      "    legend : bool\n",
      "        If False, suppress the legend for semantic variables.\n",
      "    palette : string, list, dict, or :class:`matplotlib.colors.Colormap`\n",
      "        Method for choosing the colors to use when mapping the ``hue`` semantic.\n",
      "        String values are passed to :func:`color_palette`. List or dict values\n",
      "        imply categorical mapping, while a colormap object implies numeric mapping.\n",
      "    hue_order : vector of strings\n",
      "        Specify the order of processing and plotting for categorical levels of the\n",
      "        ``hue`` semantic.\n",
      "    hue_norm : tuple or :class:`matplotlib.colors.Normalize`\n",
      "        Either a pair of values that set the normalization range in data units\n",
      "        or an object that will map from data units into a [0, 1] interval. Usage\n",
      "        implies numeric mapping.\n",
      "    color : :mod:`matplotlib color <matplotlib.colors>`\n",
      "        Single color specification for when hue mapping is not used. Otherwise, the\n",
      "        plot will try to hook into the matplotlib property cycle.\n",
      "    col_wrap : int\n",
      "        \"Wrap\" the column variable at this width, so that the column facets\n",
      "        span multiple rows. Incompatible with a ``row`` facet.    \n",
      "    {row,col}_order : vector of strings\n",
      "        Specify the order in which levels of the ``row`` and/or ``col`` variables\n",
      "        appear in the grid of subplots.    \n",
      "    height : scalar\n",
      "        Height (in inches) of each facet. See also: ``aspect``.    \n",
      "    aspect : scalar\n",
      "        Aspect ratio of each facet, so that ``aspect * height`` gives the width\n",
      "        of each facet in inches.    \n",
      "    facet_kws : dict\n",
      "        Additional parameters passed to :class:`FacetGrid`.\n",
      "    \n",
      "    kwargs\n",
      "        Other keyword arguments are documented with the relevant axes-level function:\n",
      "    \n",
      "        - :func:`histplot` (with ``kind=\"hist\"``)\n",
      "        - :func:`kdeplot` (with ``kind=\"kde\"``)\n",
      "        - :func:`ecdfplot` (with ``kind=\"ecdf\"``)\n",
      "    \n",
      "    Returns\n",
      "    -------\n",
      "    :class:`FacetGrid`\n",
      "        An object managing one or more subplots that correspond to conditional data\n",
      "        subsets with convenient methods for batch-setting of axes attributes.\n",
      "    \n",
      "    See Also\n",
      "    --------\n",
      "    histplot : Plot a histogram of binned counts with optional normalization or smoothing.\n",
      "    kdeplot : Plot univariate or bivariate distributions using kernel density estimation.\n",
      "    rugplot : Plot a tick at each observation value along the x and/or y axes.\n",
      "    ecdfplot : Plot empirical cumulative distribution functions.\n",
      "    jointplot : Draw a bivariate plot with univariate marginal distributions.\n",
      "    \n",
      "    Examples\n",
      "    --------\n",
      "    \n",
      "    See the API documentation for the axes-level functions for more details\n",
      "    about the breadth of options available for each plot kind.\n",
      "    \n",
      "    .. include:: ../docstrings/displot.rst\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(sns.displot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(df['Annual Income (k$)'], kde=True);\n",
    "# Get the current Axes object\n",
    "# ax = plt.gca()\n",
    "# # Set limits for the y-axis\n",
    "# ax.set_xlim(0, 150)  # Adjust the limits according to your data and preference\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CustomerID', 'Gender', 'Age', 'Annual Income (k$)',\n",
       "       'Spending Score (1-100)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns= ['Age', 'Annual Income (k$)',\n",
    "       'Spending Score (1-100)']\n",
    "for i in columns:\n",
    "    plt.figure()\n",
    "    sns.displot(df[i], kde=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CustomerID                 int64\n",
       "Gender                    object\n",
       "Age                        int64\n",
       "Annual Income (k$)         int64\n",
       "Spending Score (1-100)     int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Male', 'Female'], dtype=object)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Gender\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Annual Income (k$)', ylabel='Density'>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(df, x='Annual Income (k$)', shade=True, hue='Gender')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns= ['Age', 'Annual Income (k$)',\n",
    "       'Spending Score (1-100)']\n",
    "for i in columns:\n",
    "    plt.figure()\n",
    "    sns.kdeplot(df, x=i, shade=True, hue='Gender')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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h5ORkSdLJkyd13XXXXfl0AAAAX6Hdh5leeOEFPfDAA9q4caNGjBghx3FUWlqqffv26Y033pAklZaW6h/+4R86fFgAAIAva3fMTJo0SQcOHNDSpUt14MABGWM0btw4vfnmm/riiy8kST/60Y86ek4AAIBL+lofmtenTx8tXLhQkvTFF1/ov/7rv/Sd73xHu3fvVlNTU4cOCAAA0Jav/UEwb7/9th5++GElJSUpPz9f48aN065duzpyNgAAgK/Urj0zn3zyiVatWqVXXnlFZ86c0dSpU/WXv/xFb7zxhgYOHBisGQEAAFp12Xtmxo8fr4EDB2rv3r166aWXdOzYMb300kvBnA0AAOArXfaemaKiIj3++OP60Y9+pNTU1GDOBAAAcNkue8/M73//e9XW1mr48OFKS0tTfn6+Tpw4EczZAAAAvtJlx0x6erqWL1+u48ePa/bs2SosLNQ3v/lNNTc3q7i4WLW1tcGcEwAA4JLa/W6myMhIzZo1S++8844++OADPfnkk1q4cKHi4+M1adKkYMwIAADQqq/91mxJuvHGG7Vo0SJ98sknWrNmTUfNBAAAcNmuKGYuCAsL0/3336+33nqrIx4OAADgsnVIzAAAALiFmAEAAFYjZgAAgNWIGQAAYDViBgAAWI2YAQAAVguZmMnLy5PjOMrOzvYvM8bI5/MpKSlJERERyszMVHl5uXtDAgCAkBMSMVNaWqqXX35ZQ4YMCVi+aNEiLV68WPn5+SotLVVCQoJGjx7NpRMAAICf6zFz+vRpTZ8+XcuXL9d1113nX26M0ZIlSzR//nxNmTJFgwYNUkFBgc6ePavVq1e7ODEAAAglrsfMnDlzNGHCBN19990Byw8fPqzKykqNGTPGv8zj8WjUqFHavn17q4/X0NCgmpqagBsAAOi8urr5zQsLC/WHP/xBpaWlLdZVVlZKkrxeb8Byr9erjz/+uNXHzMvL0zPPPNOxgwIAgJDl2p6ZiooKPfHEE3rttdcUHh7e6naO4wTcN8a0WHaxnJwcVVdX+28VFRUdNjMAAAg9ru2ZKSsrU1VVlW655Rb/sqamJv3ud79Tfn6+9u/fL+n8HprExET/NlVVVS321lzM4/HI4/EEb3AAABBSXNszc9ddd+mDDz7Q7t27/bfhw4dr+vTp2r17t2644QYlJCSouLjY/28aGxtVUlKijIwMt8YGAAAhxrU9M9HR0Ro0aFDAsqioKMXFxfmXZ2dnKzc3V6mpqUpNTVVubq4iIyM1bdo0N0YGAAAhyNUTgL/KvHnzVFdXp6ysLJ06dUppaWkqKipSdHS026MBAIAQEVIxs23btoD7juPI5/PJ5/O5Mg8AAAh9rn/ODAAAwJUgZgAAgNWIGQAAYDViBgAAWI2YAQAAViNmAACA1YgZAABgNWIGAABYjZgBAABWI2YAAIDVQupyBjYyxvz1TtNf3BsECCUXvRYCXiMAEATEzBVqaGjwfx29p9DFSYDQ1NDQoMjISLfHANCJcZgJAABYjT0zV8jj8fi/rv32g1JYNxenAUJE01/8eyovfo0AQDAQM1fIcZy/3gnrRswAXxLwGgGAIOAwEwAAsBoxAwAArEbMAAAAqxEzAADAasQMAACwGjEDAACsRswAAACrETMAAMBqfGgeALTi4otkNjS5OAgQQi5+LYTKhWSJGQBoxcUXkn3snTgXJwFCU6hcSJbDTAAAwGrsmQGAVlx8kcz8kSflCXNxGCBENDT9dU9lqFxIlpgBgFZcfJFMT5iIGeBLQuVCshxmAgAAViNmAACA1YgZAABgNWIGAABYjZgBAABWI2YAAIDViBkAAGA1YgYAAFiNmAEAAFYjZgAAgNWIGQAAYDViBgAAWI2YAQAAViNmAACA1YgZAABgNWIGAABYjZgBAABWI2YAAIDViBkAAGA1YgYAAFiNmAEAAFYjZgAAgNWIGQAAYDViBgAAWI2YAQAAViNmAACA1VyNmaVLl2rIkCGKiYlRTEyM0tPTtXHjRv96Y4x8Pp+SkpIUERGhzMxMlZeXuzgxAAAINa7GTK9evbRw4ULt2rVLu3bt0p133qn77rvPHyyLFi3S4sWLlZ+fr9LSUiUkJGj06NGqra11c2wAABBCXI2ZiRMnavz48RowYIAGDBig5557Tj169NDOnTtljNGSJUs0f/58TZkyRYMGDVJBQYHOnj2r1atXt/qYDQ0NqqmpCbgBAIDOK2TOmWlqalJhYaHOnDmj9PR0HT58WJWVlRozZox/G4/Ho1GjRmn79u2tPk5eXp5iY2P9t+Tk5KsxPgAAcInrMfPBBx+oR48e8ng8evTRR7Vu3ToNHDhQlZWVkiSv1xuwvdfr9a+7lJycHFVXV/tvFRUVQZ0fAAC4q6vbA9x4443avXu3vvjiC73xxhuaMWOGSkpK/OsdxwnY3hjTYtnFPB6PPB5P0OYFAAChxfU9M927d1f//v01fPhw5eXl6dvf/rZ+9atfKSEhQZJa7IWpqqpqsbcGAABcu1yPmS8zxqihoUEpKSlKSEhQcXGxf11jY6NKSkqUkZHh4oQAACCUuHqY6Wc/+5nGjRun5ORk1dbWqrCwUNu2bdOmTZvkOI6ys7OVm5ur1NRUpaamKjc3V5GRkZo2bZqbYwO4BjU0OZKM22Ncs4yRGpvPf929i9TG2QYIsvOvhdDiasz8+c9/1ve+9z0dP35csbGxGjJkiDZt2qTRo0dLkubNm6e6ujplZWXp1KlTSktLU1FRkaKjo90cG8A16LF3rnd7BACtcDVmVqxY0eZ6x3Hk8/nk8/muzkAAAMA6rr+bCQBCVXh4eMAlVuCe+vp6TZ48WZK0bt06hYeHuzwRJIXM74GYAYBWOI6jiIgIt8fAl4SHh/N7QYCQezcTAABAexAzAADAasQMAACwGufMdCCn+RyfQuEmY6Tmc+e/7tKVD6JwkXPh9wAAVwEx04F67F7j9ggAAFxzOMwEAACsxp6ZK8TnUIQOPociNPF7ABBsxMwV4nMoQhOfQwEA1w4OMwEAAKsRMwAAwGrEDAAAsBoxAwAArEbMAAAAqxEzAADAasQMAACwGjEDAACsRswAAACrETMAAMBqxAwAALAaMQMAAKxGzAAAAKsRMwAAwGrEDAAAsBoxAwAArEbMAAAAqxEzAADAasQMAACwGjEDAACsRswAAACrETMAAMBqxAwAALAaMQMAAKxGzAAAAKsRMwAAwGrEDAAAsBoxAwAArEbMAAAAqxEzAADAasQMAACwGjEDAACsRswAAACrETMAAMBqxAwAALAaMQMAAKxGzAAAAKsRMwAAwGrEDAAAsBoxAwAArEbMAAAAqxEzAADAasQMAACwmqsxk5eXpxEjRig6Olrx8fG6//77tX///oBtjDHy+XxKSkpSRESEMjMzVV5e7tLEAAAg1LgaMyUlJZozZ4527typ4uJinTt3TmPGjNGZM2f82yxatEiLFy9Wfn6+SktLlZCQoNGjR6u2ttbFyQEAQKjo6uY337RpU8D9lStXKj4+XmVlZbrjjjtkjNGSJUs0f/58TZkyRZJUUFAgr9er1atXa/bs2W6MDQAAQkhInTNTXV0tSbr++uslSYcPH1ZlZaXGjBnj38bj8WjUqFHavn37JR+joaFBNTU1ATcAANB5hUzMGGM0d+5cjRw5UoMGDZIkVVZWSpK8Xm/Atl6v17/uy/Ly8hQbG+u/JScnB3dwAADgqpCJmccee0x//OMftWbNmhbrHMcJuG+MabHsgpycHFVXV/tvFRUVQZkXAACEBlfPmbngxz/+sd566y397ne/U69evfzLExISJJ3fQ5OYmOhfXlVV1WJvzQUej0cejye4AwMAgJDh6p4ZY4wee+wxrV27Vm+//bZSUlIC1qekpCghIUHFxcX+ZY2NjSopKVFGRsbVHhcAAIQgV/fMzJkzR6tXr9Z///d/Kzo62n8eTGxsrCIiIuQ4jrKzs5Wbm6vU1FSlpqYqNzdXkZGRmjZtmpujAwCAEOFqzCxdulSSlJmZGbB85cqVmjlzpiRp3rx5qqurU1ZWlk6dOqW0tDQVFRUpOjr6Kk8LAABCkasxY4z5ym0cx5HP55PP5wv+QAAAwDoh824mAACAr4OYAQAAViNmAACA1YgZAABgtZD40Dy4yxij+vp6t8e4Yhc/h87wfCQpPDy81U+7Bi4Hr+/Qxeu74zjmct5SZLGamhrFxsaqurpaMTExbo8Tkurq6jRu3Di3x8AlbNy4UREREW6PAYvx+g5dvL7b1p6/3xxmAgAAVmPPDDrNbmhjjBoaGiSdv0ZXZ9h9y25oXCle36GL13fb2vP3m3NmIMdxOs2uzsjISLdHAEIKr29cCzjMBAAArEbMAAAAqxEzAADAasQMAACwGjEDAACsRswAAACrETMAAMBqxAwAALAaMQMAAKxGzAAAAKsRMwAAwGrEDAAAsBoxAwAArNbpr5ptjJF0/lLiAADADhf+bl/4O96WTh8ztbW1kqTk5GSXJwEAAO1VW1ur2NjYNrdxzOUkj8Wam5t17NgxRUdHy3Ect8dBkNXU1Cg5OVkVFRWKiYlxexwAHYjX97XFGKPa2lolJSWpS5e2z4rp9HtmunTpol69erk9Bq6ymJgY/mMHdFK8vq8dX7VH5gJOAAYAAFYjZgAAgNWIGXQqHo9HTz/9tDwej9ujAOhgvL7Rmk5/AjAAAOjc2DMDAACsRswAAACrETMAAMBqxAw6vSNHjshxHO3evdvtUQC4oG/fvlqyZInbYyCIiBmEpJkzZ8pxHD366KMt1mVlZclxHM2cOfPqDwagTRdeu1++ffTRR26Phk6MmEHISk5OVmFhoerq6vzL6uvrtWbNGvXu3dvFyQC05Z577tHx48cDbikpKW6PhU6MmEHIGjZsmHr37q21a9f6l61du1bJyckaOnSof9mmTZs0cuRI9ezZU3Fxcbr33nt18ODBNh977969Gj9+vHr06CGv16vvfe97+uyzz4L2XIBricfjUUJCQsAtLCxM//M//6NbbrlF4eHhuuGGG/TMM8/o3Llz/n/nOI6WLVume++9V5GRkbrpppu0Y8cOffTRR8rMzFRUVJTS09MDXt8HDx7UfffdJ6/Xqx49emjEiBHasmVLm/NVV1frhz/8oeLj4xUTE6M777xTe/bsCdrPA8FHzCCkff/739fKlSv991955RXNmjUrYJszZ85o7ty5Ki0t1datW9WlSxdNnjxZzc3Nl3zM48ePa9SoUbr55pu1a9cubdq0SX/+8581derUoD4X4Fq2efNmPfzww3r88ce1d+9eLVu2TKtWrdJzzz0XsN2//uu/6pFHHtHu3bv1t3/7t5o2bZpmz56tnJwc7dq1S5L02GOP+bc/ffq0xo8fry1btuj999/X2LFjNXHiRB09evSScxhjNGHCBFVWVmrDhg0qKyvTsGHDdNddd+nzzz8P3g8AwWWAEDRjxgxz3333mRMnThiPx2MOHz5sjhw5YsLDw82JEyfMfffdZ2bMmHHJf1tVVWUkmQ8++MAYY8zhw4eNJPP+++8bY4z5+c9/bsaMGRPwbyoqKowks3///mA+LaDTmzFjhgkLCzNRUVH+23e/+11z++23m9zc3IBtf/3rX5vExET/fUlmwYIF/vs7duwwksyKFSv8y9asWWPCw8PbnGHgwIHmpZde8t/v06eP+eUvf2mMMWbr1q0mJibG1NfXB/ybfv36mWXLlrX7+SI0dPqrZsNu3/jGNzRhwgQVFBT4/4/qG9/4RsA2Bw8e1M9//nPt3LlTn332mX+PzNGjRzVo0KAWj1lWVqbf/va36tGjR4t1Bw8e1IABA4LzZIBrxN///d9r6dKl/vtRUVHq37+/SktLA/bENDU1qb6+XmfPnlVkZKQkaciQIf71Xq9XkjR48OCAZfX19aqpqVFMTIzOnDmjZ555RuvXr9exY8d07tw51dXVtbpnpqysTKdPn1ZcXFzA8rq6uq88PI3QRcwg5M2aNcu/W/nf/u3fWqyfOHGikpOTtXz5ciUlJam5uVmDBg1SY2PjJR+vublZEydO1PPPP99iXWJiYscOD1yDLsTLxZqbm/XMM89oypQpLbYPDw/3f92tWzf/147jtLrswv+0PPXUU9q8ebNeeOEF9e/fXxEREfrud7/b5us/MTFR27Zta7GuZ8+el/cEEXKIGYS8e+65x/8fprFjxwasO3nypPbt26dly5bp9ttvlyS98847bT7esGHD9MYbb6hv377q2pWXAHA1DBs2TPv3728ROVfq97//vWbOnKnJkydLOn8OzZEjR9qco7KyUl27dlXfvn07dBa4hxOAEfLCwsK0b98+7du3T2FhYQHrrrvuOsXFxenll1/WRx99pLfffltz585t8/HmzJmjzz//XA899JDee+89HTp0SEVFRZo1a5aampqC+VSAa9Y///M/69VXX5XP51N5ebn27dun119/XQsWLLiix+3fv7/Wrl2r3bt3a8+ePZo2bVqrJ/9L0t1336309HTdf//92rx5s44cOaLt27drwYIF/hOMYR9iBlaIiYlRTExMi+VdunRRYWGhysrKNGjQIP3kJz/RL37xizYfKykpSe+++66ampo0duxYDRo0SE888YRiY2PVpQsvCSAYxo4dq/Xr16u4uFgjRozQrbfeqsWLF6tPnz5X9Li//OUvdd111ykjI0MTJ07U2LFjNWzYsFa3dxxHGzZs0B133KFZs2ZpwIABevDBB3XkyBH/OTqwj2OMMW4PAQAA8HXxv6EAAMBqxAwAALAaMQMAAKxGzAAAAKsRMwAAwGrEDAAAsBoxAwAArEbMAAAAqxEzADq1zMxMZWdnuz0GgCAiZgAEXWVlpZ544gn1799f4eHh8nq9GjlypP7jP/5DZ8+edXs8AJbjksEAgurQoUO67bbb1LNnT+Xm5mrw4ME6d+6cDhw4oFdeeUVJSUmaNGmS22O2qqmpSY7jcN0uIITx6gQQVFlZWeratat27dqlqVOn6qabbtLgwYP1ne98R7/5zW80ceJESVJ1dbV++MMfKj4+XjExMbrzzju1Z88e/+P4fD7dfPPN+vWvf62+ffsqNjZWDz74oGpra/3bnDlzRo888oh69OihxMREvfjiiy3maWxs1Lx58/TNb35TUVFRSktL07Zt2/zrV61apZ49e2r9+vUaOHCgPB6PPv744+D9gABcMWIGQNCcPHlSRUVFmjNnjqKioi65jeM4MsZowoQJqqys1IYNG1RWVqZhw4bprrvu0ueff+7f9uDBg3rzzTe1fv16rV+/XiUlJVq4cKF//VNPPaXf/va3WrdunYqKirRt2zaVlZUFfL/vf//7evfdd1VYWKg//vGPeuCBB3TPPffoww8/9G9z9uxZ5eXl6T//8z9VXl6u+Pj4Dv7JAOhQBgCCZOfOnUaSWbt2bcDyuLg4ExUVZaKiosy8efPM1q1bTUxMjKmvrw/Yrl+/fmbZsmXGGGOefvppExkZaWpqavzrn3rqKZOWlmaMMaa2ttZ0797dFBYW+tefPHnSREREmCeeeMIYY8xHH31kHMcxn376acD3ueuuu0xOTo4xxpiVK1caSWb37t0d80MAEHScMwMg6BzHCbj/3nvvqbm5WdOnT1dDQ4PKysp0+vRpxcXFBWxXV1engwcP+u/37dtX0dHR/vuJiYmqqqqSdH6vTWNjo9LT0/3rr7/+et14443++3/4wx9kjNGAAQMCvk9DQ0PA9+7evbuGDBlyBc8YwNVEzAAImv79+8txHP3pT38KWH7DDTdIkiIiIiRJzc3NSkxMDDh35YKePXv6v+7WrVvAOsdx1NzcLEkyxnzlPM3NzQoLC1NZWZnCwsIC1vXo0cP/dURERIsAAxC6iBkAQRMXF6fRo0crPz9fP/7xj1s9b2bYsGGqrKxU165d1bdv36/1vfr3769u3bpp586d6t27tyTp1KlTOnDggEaNGiVJGjp0qJqamlRVVaXbb7/9a30fAKGHE4ABBNW///u/69y5cxo+fLhef/117du3T/v379drr72mP/3pTwoLC9Pdd9+t9PR03X///dq8ebOOHDmi7du3a8GCBdq1a9dlfZ8ePXroBz/4gZ566ilt3bpV//u//6uZM2cGvKV6wIABmj59uh555BGtXbtWhw8fVmlpqZ5//nlt2LAhWD8CAEHGnhkAQdWvXz+9//77ys3NVU5Ojj755BN5PB4NHDhQP/3pT5WVlSXHcbRhwwbNnz9fs2bN0okTJ5SQkKA77rhDXq/3sr/XL37xC50+fVqTJk1SdHS0nnzySVVXVwdss3LlSj377LN68skn9emnnyouLk7p6ekaP358Rz91AFeJYy7nQDMAAECI4jATAACwGjEDAACsRswAAACrETMAAMBqxAwAALAaMQMAAKxGzAAAAKsRMwAAwGrEDAAAsBoxAwAArEbMAAAAq/0fI2b5OKkDsMEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns= ['Age', 'Annual Income (k$)',\n",
    "       'Spending Score (1-100)']\n",
    "for i in columns:\n",
    "    plt.figure()\n",
    "    sns.boxplot(df, x=\"Gender\", y=df[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Gender\n",
       "Female    0.56\n",
       "Male      0.44\n",
       "Name: proportion, dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Gender\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bivariate analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Annual Income (k$)', ylabel='Spending Score (1-100)'>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(df,x='Annual Income (k$)', y='Spending Score (1-100)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850.25x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# df=df.drop(\"CustomerID\", axis=1)\n",
    "sns.pairplot(df, hue=\"Gender\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gender</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Female</th>\n",
       "      <td>38.098214</td>\n",
       "      <td>59.250000</td>\n",
       "      <td>51.526786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>39.806818</td>\n",
       "      <td>62.227273</td>\n",
       "      <td>48.511364</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Age  Annual Income (k$)  Spending Score (1-100)\n",
       "Gender                                                       \n",
       "Female  38.098214           59.250000               51.526786\n",
       "Male    39.806818           62.227273               48.511364"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"Gender\"])[['Age', 'Annual Income (k$)',\n",
    "       'Spending Score (1-100)']].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.012398</td>\n",
       "      <td>-0.327227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <td>-0.012398</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.009903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "      <td>-0.327227</td>\n",
       "      <td>0.009903</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Age  Annual Income (k$)  Spending Score (1-100)\n",
       "Age                     1.000000           -0.012398               -0.327227\n",
       "Annual Income (k$)     -0.012398            1.000000                0.009903\n",
       "Spending Score (1-100) -0.327227            0.009903                1.000000"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop([\"Gender\"], axis=1).corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df.drop([\"Gender\"], axis=1).corr(),annot=True, cmap=\"coolwarm\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering - Univaraite , Bivariate, Multivariate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "clustering1= KMeans(n_clusters=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {color: black;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=3)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KMeans</label><div class=\"sk-toggleable__content\"><pre>KMeans(n_clusters=3)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "KMeans(n_clusters=3)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clustering1.fit(df[['Annual Income (k$)']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2], dtype=int32)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clustering1.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Income Cluster\"]=clustering1.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "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>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "      <th>Income Cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Male</td>\n",
       "      <td>19</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Male</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Female</td>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Female</td>\n",
       "      <td>23</td>\n",
       "      <td>16</td>\n",
       "      <td>77</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Female</td>\n",
       "      <td>31</td>\n",
       "      <td>17</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gender  Age  Annual Income (k$)  Spending Score (1-100)  Income Cluster\n",
       "0    Male   19                  15                      39               1\n",
       "1    Male   21                  15                      81               1\n",
       "2  Female   20                  16                       6               1\n",
       "3  Female   23                  16                      77               1\n",
       "4  Female   31                  17                      40               1"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Income Cluster\n",
       "0    90\n",
       "1    74\n",
       "2    36\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Income Cluster\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2822.4996947496948"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clustering1.inertia_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "inertia_scores=[]\n",
    "for i in range(1,11):\n",
    "    kmeans=KMeans(n_clusters=i)\n",
    "    kmeans.fit(df[['Annual Income (k$)']])\n",
    "    inertia_scores.append(kmeans.inertia_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[137277.28000000003,\n",
       " 48660.88888888889,\n",
       " 23517.33093093093,\n",
       " 13278.112713472485,\n",
       " 8481.49619047619,\n",
       " 5430.245925925926,\n",
       " 3941.4163614163613,\n",
       " 2953.685977421271,\n",
       " 2229.589704739705,\n",
       " 1763.620779220779]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inertia_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb5f4291410>]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(range(1,11),inertia_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Gender', 'Age', 'Annual Income (k$)', 'Spending Score (1-100)',\n",
       "       'Income Cluster'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "      <th>Income Cluster</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income Cluster</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>38.722222</td>\n",
       "      <td>67.088889</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>39.500000</td>\n",
       "      <td>33.486486</td>\n",
       "      <td>50.229730</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37.833333</td>\n",
       "      <td>99.888889</td>\n",
       "      <td>50.638889</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Age  Annual Income (k$)  Spending Score (1-100)  \\\n",
       "Income Cluster                                                          \n",
       "0               38.722222           67.088889               50.000000   \n",
       "1               39.500000           33.486486               50.229730   \n",
       "2               37.833333           99.888889               50.638889   \n",
       "\n",
       "                Income Cluster  \n",
       "Income Cluster                  \n",
       "0                          0.0  \n",
       "1                          1.0  \n",
       "2                          2.0  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Income Cluster')[['Age', 'Annual Income (k$)', 'Spending Score (1-100)',\n",
    "       'Income Cluster']].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "      <th>Income Cluster</th>\n",
       "      <th>Spendind and income Cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Male</td>\n",
       "      <td>19</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Male</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Female</td>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Female</td>\n",
       "      <td>23</td>\n",
       "      <td>16</td>\n",
       "      <td>77</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Female</td>\n",
       "      <td>31</td>\n",
       "      <td>17</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gender  Age  Annual Income (k$)  Spending Score (1-100)  Income Cluster  \\\n",
       "0    Male   19                  15                      39               1   \n",
       "1    Male   21                  15                      81               1   \n",
       "2  Female   20                  16                       6               1   \n",
       "3  Female   23                  16                      77               1   \n",
       "4  Female   31                  17                      40               1   \n",
       "\n",
       "   Spendind and income Cluster  \n",
       "0                            4  \n",
       "1                            3  \n",
       "2                            4  \n",
       "3                            3  \n",
       "4                            4  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clustering2= KMeans(n_clusters=5)\n",
    "clustering2.fit(df[['Annual Income (k$)', 'Spending Score (1-100)']])\n",
    "df[\"Spendind and income Cluster\"]=clustering2.labels_\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb5f42866d0>]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inertia_scores2=[]\n",
    "for i in range(1,11):\n",
    "    kmeans2=KMeans(n_clusters=i)\n",
    "    kmeans2.fit(df[['Annual Income (k$)', 'Spending Score (1-100)']])\n",
    "    inertia_scores2.append(kmeans2.inertia_)\n",
    "plt.plot(range(1,11),inertia_scores2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "centers=pd.DataFrame(clustering2.cluster_centers_)\n",
    "centers.columns=[\"x\",\"y\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "plt.scatter(x=centers['x'], y=centers['y'], s=100, c='black',marker=\"*\")\n",
    "sns.scatterplot(df,x='Annual Income (k$)', y='Spending Score (1-100)', hue=\"Spendind and income Cluster\", palette=\"tab10\")\n",
    "plt.savefig(\"clustering_bivariate.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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>Gender</th>\n",
       "      <th>Female</th>\n",
       "      <th>Male</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spendind and income Cluster</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.592593</td>\n",
       "      <td>0.407407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.457143</td>\n",
       "      <td>0.542857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.590909</td>\n",
       "      <td>0.409091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.608696</td>\n",
       "      <td>0.391304</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Gender                         Female      Male\n",
       "Spendind and income Cluster                    \n",
       "0                            0.592593  0.407407\n",
       "1                            0.538462  0.461538\n",
       "2                            0.457143  0.542857\n",
       "3                            0.590909  0.409091\n",
       "4                            0.608696  0.391304"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "pd.crosstab(df[\"Spendind and income Cluster\"], df[\"Gender\"], normalize=\"index\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "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>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "      <th>Income Cluster</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spendind and income Cluster</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>42.716049</td>\n",
       "      <td>55.296296</td>\n",
       "      <td>49.518519</td>\n",
       "      <td>0.358025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32.692308</td>\n",
       "      <td>86.538462</td>\n",
       "      <td>82.128205</td>\n",
       "      <td>0.923077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>41.114286</td>\n",
       "      <td>88.200000</td>\n",
       "      <td>17.114286</td>\n",
       "      <td>1.028571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25.272727</td>\n",
       "      <td>25.727273</td>\n",
       "      <td>79.363636</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>45.217391</td>\n",
       "      <td>26.304348</td>\n",
       "      <td>20.913043</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   Age  Annual Income (k$)  \\\n",
       "Spendind and income Cluster                                  \n",
       "0                            42.716049           55.296296   \n",
       "1                            32.692308           86.538462   \n",
       "2                            41.114286           88.200000   \n",
       "3                            25.272727           25.727273   \n",
       "4                            45.217391           26.304348   \n",
       "\n",
       "                             Spending Score (1-100)  Income Cluster  \n",
       "Spendind and income Cluster                                          \n",
       "0                                         49.518519        0.358025  \n",
       "1                                         82.128205        0.923077  \n",
       "2                                         17.114286        1.028571  \n",
       "3                                         79.363636        1.000000  \n",
       "4                                         20.913043        1.000000  "
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(\"Spendind and income Cluster\")[['Age', 'Annual Income (k$)', 'Spending Score (1-100)',\n",
    "       'Income Cluster']].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multivariate clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "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>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "      <th>Income Cluster</th>\n",
       "      <th>Spendind and income Cluster</th>\n",
       "      <th>Gender_Male</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23</td>\n",
       "      <td>16</td>\n",
       "      <td>77</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>17</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Age  Annual Income (k$)  Spending Score (1-100)  Income Cluster  \\\n",
       "0   19                  15                      39               1   \n",
       "1   21                  15                      81               1   \n",
       "2   20                  16                       6               1   \n",
       "3   23                  16                      77               1   \n",
       "4   31                  17                      40               1   \n",
       "\n",
       "   Spendind and income Cluster  Gender_Male  \n",
       "0                            4            1  \n",
       "1                            3            1  \n",
       "2                            4            0  \n",
       "3                            3            0  \n",
       "4                            4            0  "
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dff=pd.get_dummies(df, drop_first=True)\n",
    "dff[\"Gender_Male\"]=dff[\"Gender_Male\"].astype(int)\n",
    "dff.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Age', 'Annual Income (k$)', 'Spending Score (1-100)', 'Income Cluster',\n",
       "       'Spendind and income Cluster', 'Gender_Male'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dff.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "      <th>Gender_Male</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23</td>\n",
       "      <td>16</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>17</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Age  Annual Income (k$)  Spending Score (1-100)  Gender_Male\n",
       "0   19                  15                      39            1\n",
       "1   21                  15                      81            1\n",
       "2   20                  16                       6            0\n",
       "3   23                  16                      77            0\n",
       "4   31                  17                      40            0"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dff=dff[['Age', 'Annual Income (k$)', 'Spending Score (1-100)','Gender_Male']]\n",
    "dff.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Create a scaler\n",
    "scale= StandardScaler()\n",
    "dff=scale.fit_transform(dff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-1.424569</td>\n",
       "      <td>-1.738999</td>\n",
       "      <td>-0.434801</td>\n",
       "      <td>1.128152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.281035</td>\n",
       "      <td>-1.738999</td>\n",
       "      <td>1.195704</td>\n",
       "      <td>1.128152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.352802</td>\n",
       "      <td>-1.700830</td>\n",
       "      <td>-1.715913</td>\n",
       "      <td>-0.886405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.137502</td>\n",
       "      <td>-1.700830</td>\n",
       "      <td>1.040418</td>\n",
       "      <td>-0.886405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.563369</td>\n",
       "      <td>-1.662660</td>\n",
       "      <td>-0.395980</td>\n",
       "      <td>-0.886405</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0         1         2         3\n",
       "0 -1.424569 -1.738999 -0.434801  1.128152\n",
       "1 -1.281035 -1.738999  1.195704  1.128152\n",
       "2 -1.352802 -1.700830 -1.715913 -0.886405\n",
       "3 -1.137502 -1.700830  1.040418 -0.886405\n",
       "4 -0.563369 -1.662660 -0.395980 -0.886405"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dff=pd.DataFrame(scale.fit_transform(dff))\n",
    "dff.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb5edcbcd10>]"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inertia_scores3=[]\n",
    "for i in range(1,11):\n",
    "    kmeans3=KMeans(n_clusters=i)\n",
    "    kmeans3.fit(dff)\n",
    "    inertia_scores3.append(kmeans3.inertia_)\n",
    "plt.plot(range(1,11),inertia_scores3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"clustring.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}