{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cluster Analysis Using K mean Algorithm" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#importing libraries\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CustomerIDGenderAgeAnnual Income\\n(INR)Spending Score (1-100)
01Male191539
12Male211581
23Female20166
34Female231677
45Female311740
\n", "
" ], "text/plain": [ " CustomerID Gender Age Annual Income\\n(INR) 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": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#importing data\n", "df = pd.read_csv(\"dataset.csv\")\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Removing CustomerID column." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df.drop([\"CustomerID\"], axis = 1, inplace=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AgeAnnual Income\\n(INR)Spending Score (1-100)
count200.000000200.000000200.000000
mean38.85000060.56000050.200000
std13.96900726.26472125.823522
min18.00000015.0000001.000000
25%28.75000041.50000034.750000
50%36.00000061.50000050.000000
75%49.00000078.00000073.000000
max70.000000137.00000099.000000
\n", "
" ], "text/plain": [ " Age Annual Income\\n(INR) Spending Score (1-100)\n", "count 200.000000 200.000000 200.000000\n", "mean 38.850000 60.560000 50.200000\n", "std 13.969007 26.264721 25.823522\n", "min 18.000000 15.000000 1.000000\n", "25% 28.750000 41.500000 34.750000\n", "50% 36.000000 61.500000 50.000000\n", "75% 49.000000 78.000000 73.000000\n", "max 70.000000 137.000000 99.000000" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#getting data insights\n", "df.describe()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 200 entries, 0 to 199\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Gender 200 non-null object\n", " 1 Age 200 non-null int64 \n", " 2 Annual Income\n", "(INR) 200 non-null int64 \n", " 3 Spending Score (1-100) 200 non-null int64 \n", "dtypes: int64(3), object(1)\n", "memory usage: 6.4+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data Visualisation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Violin Plot" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Violin Plot for Age of customers\n", "plt.figure(figsize=(10,8))\n", "plt.title(\"Frequency of Ages\")\n", "sns.axes_style(\"whitegrid\")\n", "sns.violinplot(y=df[\"Age\"])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Violin Plot for Spending of customers\n", "plt.figure(figsize=(10,7))\n", "plt.title(\"Frequency of Spending\")\n", "sns.axes_style(\"whitegrid\")\n", "sns.violinplot(y=df[\"Spending Score (1-100)\"])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Violin Plot for Annual Income of cusomers\n", "plt.figure(figsize=(10,8))\n", "plt.title(\"Frequency of Spending\")\n", "sns.axes_style(\"whitegrid\")\n", "sns.violinplot(y=df[\"Annual Income\\n(INR)\"])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. Boxplot " ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA08AAAEhCAYAAACnX5sZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3df7RcdX3u8fdDIgawFJGAKRCSWCpaa6v36PWq9VLRJbYK1hbBVpqqBV21mP7ASsy9l9p1U1mVa0t7pW1Qa4oWxV8Fl0qhFLHeNtBAoQoJlQZIghGOCGJFfgQ/94/ZpxziOclOzpmzZzLv11pnzezv3jPz6HJlfGZ/v3unqpAkSZIk7dw+XQeQJEmSpGFgeZIkSZKkFixPkiRJktSC5UmSJEmSWrA8SZIkSVILI1WeklzWdQZJGnX+WyxJGlbzuw4wlw488MBXjI2NeW12SerW/V0HGFSHHHJILVmypOsYkjTSrrvuum9W1cKp9o1UeTr66KNZv3591zEkaaQl+VrXGQbVkiVL/J6SpI4luWO6fQMzbS/Jh5LcneSrU+w7M0klOWTS2Moktya5Jckr5jatJEmSpFEzMOUJ+DBw/I6DSY4EXg5snjT2TOAU4Meb15yfZN7cxJQkSZI0igamPFXVl4BvTbHrj4DfBSavVToR+FhVPVRVtwG3As/vf0pJkiRJo2pgytNUkpwA3FlVN+6w63Bgy6Ttrc2YJEmSJPXFwJanJPsDq4D/NdXuKcamvIpektOTrE+yfnx8fDYjSpJGyFRrc5McnOSKJF9rHp88aZ9rcyVpLzOw5Ql4GrAUuDHJ7cARwPVJnkrvTNORk449Avj6VG9SVWuqaqyqxhYunPKKg5IktfFhfnBt7lnAlVV1NHBls+3aXEnaSw1seaqqr1TVoVW1pKqW0CtMz62qbwCXAqckeWKSpcDRwLUdxpX6btOmTZx88sncdtttXUeRRtI0a3NPBNY2z9cCr5k07tpcSdrLDEx5SnIR8E/A05NsTfLm6Y6tqpuAi4GbgcuAt1XVo3OTVOrGueeeywMPPMC5557bdRRJjzmsqrYBNI+HNuOt1+Y6vVyShsfA3CS3ql6/i/1LdtheDazuZyZpUGzatIktW3r/P2zz5s3cdtttLF26tONUknai9drcqloDrAEYGxub8hhJ0mAYmPIkaXo7nm0699xzef/7399RGkmT3JVkUVVtS7IIuLsZb702V8Nn9erVbNy4sesYA+mOO+4A4Kijjuo4yWA65phjWLVqVdcxNAMDM21P0vQmzjpN2Lx58zRHSppjlwLLm+fLgUsmjbs2VyPngQce4IEHHug6htQ3nnmShsCRRx75uAK1ePHiDtNIo6lZm3sscEiSrcDZwDnAxc063c3ASdBbm5tkYm3udlybu1fxzMH0Tj31VAAuvPDCjpNI/WF5kobAmWeeyYoVKx63LWlu7WRt7nHTHO/aXEnayzhtTxoCy5Yt48gje8snFi9e7MUiJEmSOmB5kobEmWeeyf777+9ZJ0mSpI44bU8aEsuWLePjH/941zEkSZJGlmeeJEmSJKkFy5MkSZIktWB5kiRJkqQWLE+SJEmS1ILlSZIkSZJasDxJkiRJUguWJ0mSJElqwfIkSZIkSS1YniRJkiSpBcuTJEmSJLVgeZIkSZKkFixPkiRJktSC5UmSJEmSWrA8SZIkSVILlidJkiRJamF+1wGkyS644AI2bdrUdYyBtG3bNgAWLVrUcZLBtGzZMk477bSuY0iSpL2Y5UkaEt/73ve6jiBJkjTSLE8aKJ45mN7KlSsBeM973tNxEkmSpNHkmidJkiRJasHyJEmSJEktWJ4kSZIkqQXLkyRJkiS1YHmSJEmSpBYsT5IkSZLUguVJkiRJkloYmPKU5ENJ7k7y1Ulj702yMcm/JvlMkoMm7VuZ5NYktyR5RTepJUmSJI2KgSlPwIeB43cYuwJ4VlU9G/g3YCVAkmcCpwA/3rzm/CTz5i6qJEmSpFEzMOWpqr4EfGuHscuranuzuQ44onl+IvCxqnqoqm4DbgWeP2dhJUmSJI2cgSlPLbwJ+ELz/HBgy6R9W5uxH5Dk9CTrk6wfHx/vc0RJkiRJe6uhKE9JVgHbgY9ODE1xWE312qpaU1VjVTW2cOHCfkWUJEmStJeb33WAXUmyHHgVcFxVTRSkrcCRkw47Avj6XGeTJEmSNDoG+sxTkuOBdwInVNUDk3ZdCpyS5IlJlgJHA9d2kVGSJEnSaBiYM09JLgKOBQ5JshU4m97V9Z4IXJEEYF1VvbWqbkpyMXAzvel8b6uqR7tJLkmSJGkUDEx5qqrXTzH8wZ0cvxpY3b9EkiRJkvSYgZ62J0mSJEmDwvIkSZIkSS1YniRJkiSpBcuTJEmSJLVgeZIkaYaS/FaSm5J8NclFSRYkOTjJFUm+1jw+ueuckqSZsTxJkjQDSQ4H3g6MVdWzgHnAKcBZwJVVdTRwZbMtSRpilidJkmZuPrBfkvnA/sDXgROBtc3+tcBrOsomSZollidJkmagqu4EzgU2A9uAb1fV5cBhVbWtOWYbcGh3KSVJs8HyJEnSDDRrmU4ElgI/AhyQ5A278frTk6xPsn58fLxfMSVJs8DyJEnSzLwMuK2qxqvqEeDTwAuBu5IsAmge757qxVW1pqrGqmps4cKFcxZakrT7LE+SJM3MZuAFSfZPEuA4YANwKbC8OWY5cElH+SRJs2R+1wEkSRpmVXVNkk8C1wPbgX8B1gBPAi5O8mZ6Beuk7lJKkmaD5UmSpBmqqrOBs3cYfojeWShJ0l7CaXuSJEmS1ILlSZIkSZJasDxJkiRJUguWJ0mSJElqwfIkSZIkSS1YniRJkiSpBcuTJEmSJLVgeZIkSZKkFixPkiRJktSC5UmSJEmSWrA8SZIkSVIL87sOIEmSBs/q1avZuHFj1zE0ZDZs2ADAqaee2nESDZtjjjmGVatWdR1jlyxPkiTpB2zcuJF1169j+4Hbu46iITLv4XkAfPnWL3ecRMNk/v3DU0mGJ6kkSbMoyQHAg1X1aNdZBtX2A7dz3wvu6zqGpL3cQesO6jpCa655kiSNhCT7JPmlJJ9LcjewEdiW5KYk701ydNcZJUmDzfIkSRoVVwFPA1YCT62qI6vqUOCngXXAOUne0GVASdJgc9qeJGlUvKyqHtlxsKq+BXwK+FSSJ8x9LEnSsLA8SZJGwkRxSnIYcDhQwNer6q4dj5EkaSoDM20vyYeS3J3kq5PGDk5yRZKvNY9PnrRvZZJbk9yS5BXdpJYkDYskz0myDvgi8IfAe4Grk6xL8txOw0mShsLAlCfgw8DxO4ydBVxZVUcDVzbbJHkmcArw481rzk8yb+6iSpKG0F8CK6rqGVX1subvGOA3m32SJO3UwJSnqvoS8K0dhk8E1jbP1wKvmTT+sap6qKpuA24Fnj8nQSVJw+qAqrpmx8GqWgcc0EEeSdKQGfQ1T4dV1TaAqtqW5NBm/HB6V0aasLUZkyRpOl9I8jngr4AtzdiRwK8Al3WWSpI0NAa9PE0nU4zVlAcmpwOnAyxevLifmSRJA6yq3p7klfRmLxxO77tkK/D+qvp8p+EkSUNh0MvTXUkWNWedFgF3N+Nb6f1aOOEI4OtTvUFVrQHWAIyNjU1ZsCRJo6GqvgB8oesckqThNDBrnqZxKbC8eb4cuGTS+ClJnphkKXA0cG0H+SRJQyLJ/CRvSfKFJP+a5Mbm+Vu9v5MkqY2BOfOU5CLgWOCQJFuBs4FzgIuTvBnYDJwEUFU3JbkYuBnYDrytqh7tJLgkaVhcCNwHvJveDAbozVxYDnwEOLmjXJKkITEw5amqXj/NruOmOX41sLp/iSRJe5nnVtXTdxjbCqxL8m9dBJIkDZdBn7YnSdJsuTfJSUn+87svyT5JTgbu7TCXJGlIWJ4kSaPiFOAX6V2M6N+as03fAF7b7JMkaacGZtqeJEn9VFW306xrSvIUIFX1zU5DSZKGimeeJEkjp6rumVyckry8yzySpOFgeZIkCT7YdQBJ0uBz2p4kaSQkuXS6XcBT5jKLJGk4WZ4kSaPip4E3AP+xw3iA5899HEnSsGldnpIcUFXf7WcYSZL6aB3wQFVdveOOJLd0kEeSNGR2ueYpyQuT3AxsaLZ/Msn5fU8mSdIsqqpXVtVV0+x7yVznkSQNnzYXjPgj4BXAPQBVdSPgl4wkaegleVXXGSRJw6PV1faqassOQ4/2IYskSXPt97sOIEkaHm3WPG1J8kKgkuwLvJ1mCp8kSUMuXQeQJA2PNmee3gq8DTgc2Ar8VLMtSdKwe0vXASRJw2OXZ56aO7D/8hxkkSRpTlXVtQBJXl5VV3SdR5I02HZZnpIsBc4Alkw+vqpO6F8sSZLm1AeBxV2HkCQNtjZrnv6G3pfKZ4Hv9zeOJEn9keTS6XYBT5nhex8EfAB4FlDAm4BbgI/T+/HxduB1VXXvTD5HktStNuXpwar6k74nkSSpv34aeAPwHzuMB3j+DN/7POCyqvrF5uJK+wPvAq6sqnOSnAWcBbxzhp8jSepQm/J0XpKzgcuBhyYGq+r6vqWSJGn2rQMeqKqrd9yR5JY9fdMkB9K7/+GvAlTVw8DDSU4Ejm0OWwt8EcuTJA21NuXpJ4BTgZfy2LS9arYlSRoKVfXKneybyc3flwHjwF8m+UngOmAFcFhVbWvef1uSQ6d6cZLTgdMBFi922ZUkDbI25enngWXNL2mSJA2lJKmqmukxU5gPPBc4o6quSXIevSl6rVTVGmANwNjY2O5+tiRpDrW5z9ONwEH9DiJJUp9dleSMJI87vZNk3yQvTbIWWL4H77sV2FpV1zTbn6RXpu5Ksqj5jEXA3TPILkkaAG3OPB0GbEzyzzx+zZOXKpckDZPj6V0F76LmNhz3AQuAefTW9f5RVd2wu29aVd9IsiXJ06vqFuA44ObmbzlwTvN4yez8x5AkdaVNeTq77ykkSeqzqnoQOB84P8kTgEOA71XVfbPw9mcAH22utLcJeCO92R0XJ3kzsBk4aRY+R5LUoV2Wp6q6OslhwPOaoWuryqkHkqShVVWPANtm8f1uAMam2HXcbH2GJKl7u1zzlOR1wLX0fjF7HXBNkl/sdzBJkiRJGiRtpu2tAp43cbYpyULg7+gtiJUkSZKkkdDmanv77DBN756Wr5MkaSAlOSrJy5rn+yX5oa4zSZIGX5szT5cl+Vvgomb7ZOAL/YskSVL/JDmN3k1pDwaeBhwB/DmuT5Ik7UKbC0a8I8lrgRcDAdZU1Wf6nkySpP54G/B84BqAqvpakkO7jSRJGga7LE/NvTA+X1Wfbrb3S7Kkqm7vdzhJkvrgoap6OAkASeYD1W0kSdIwaLN26RPA9ydtP9qMSZI0jK5O8i5gvyQvp/ed9tmOM0mShkCb8jS/qh6e2Gie79u/SJIk9dU7gXHgK8BbgM8D/6PTRJKkodDmghHjSU6oqksBkpwIfLO/sR4vyW8Bv0ZvWsVX6N25fX/g48AS4HbgdVV171zmkiQNlyT7AP9aVc8CLug6jyRpuLQ58/RW4F1JNifZQu8Xu7f0N9ZjkhwOvB0Ya77s5gGnAGcBV1bV0cCVzbYkSdOqqu8DNyZZ3HUWSdLwaXO1vX8HXpDkSUCq6jtt3jjJk4EfAb4H3N58Yc0k535JHqF3xunrwErg2Gb/WuCL9IqdJEk7swi4Kcm1wHcnBqvqhO4iSZKGQZur7T0R+AV60+PmT1ydqKp+f4pjf5jeJWBfT29d1DiwADgsyTrg/Kq6ancCVtWdSc4FNtMrYpdX1eVJDquqbc0x26a7zGyS0+ndz4PFi/2hUZLEu7sOIEkaTm3WPF0CfBu4DnhoF8d+Evgr4Ker6r7JO5L8F+DUJMuq6oNtAzZnsE4ElgL3AZ9I8oa2r6+qNcAagLGxMS9FK0kjrqquTnIY8Lxm6NqqurvLTJKk4dCmPB1RVce3ebOqevlO9l1Hr4DtrpcBt1XVOECSTwMvBO5Ksqg567QI8ItPkrRLSV4HvJfedO8Af5rkHVX1yU6DSZIGXpvy9I9JfqKqvrKnH5Lk6cCZVXXaHrx8M701V/vTm7Z3HLCe3jz15cA5zeMle5pvrl1wwQVs2rSp6xgaMhP/m1m5cmXHSTSMli1bxmmn7ck/wXulVcDzJs42JVkI/B292ROSJE2rTXl6MfCrSW6jN20vQFXVs3c8MMmzgXPpXSjib4A/Bc4H/ivwf/YkYFVdk+STwPXAduBf6E3DexJwcZI30ytYJ+3J+3dh06ZN/Pu/38jhhz/YdRQNkSc8oXd7tQcfvKbjJBo2d965oOsIg2afHabp3UO7q89KkkZcm/L0yt14vwuAPwP+CTieXuH5a+CXq2qPm0JVnQ2cvcPwQ/TOQg2lww9/kBUrbus6hqQRcN55S7uOMGguS/K3wEXN9snAFzrMI0kaEtOWpyQHN09bXZq88cSq+nDz/JYkZwJnVdWje5hPkqRZVVXvSPJaejMrAqypqs90HEuSNAR2dubpOqDofbHsqIBlU4wvSPKcSa/5D+DZaa5vXlXXzyCrJEkzlmQp8Pmq+nSzvV+SJVV1e7fJBssdd9zB/Pvnc9C6g7qOImkvN//++dxxxx1dx2hl2vJUVXsyz+MbwPum2S7gpXvwnpIkzaZP0Ltq64RHm7HnTX24JEk9bdY8tVZVx87m+0mS1Afzq+rhiY2qejjJvl0GGkRHHXUUWx7Zwn0vuG/XB0vSDBy07iCOOuqormO0MqvlKclLdrK7quofZvPzJEnaA+NJTqiqSwGSnAh8s+NMkqQhMKvlCXjHFGMF/CRwBDBvlj9PkqTd9Vbgo0n+L701uluAX+k2kiRpGLS52t6UqupbU4y9eof3eDG9mxFuA35jDzNKkjRrqurf6d18/UlAqmp3riorSRphs321PQCSHAf8z+a4P6iqK2YSUpKkmUryauBfq2rikk6/DfxCkjuAFVXlzfckSTs1q1fbS/Jz9M40fRtYVVX/bwbZJEmaTauBFwAkeRXwBuD1wHOAPwde0V00SdIwaLXmKcmTgaOBBRNjVfWlKQ79LLAVuAd4Z3N7Jya95oQ9TipJ0sxUVT3QPH8t8MGqug64Lsmvd5hLkjQkdlmekvwasILeBR9uoPer3T8x9T2bfmZW00mSNHvSrHN6ADgOOH/SvgVTv0SSpMe0OfO0gt6NA9dV1c8kOQZ491QHVtXVsxlOkqRZ9Mf0fgS8H9hQVesBkjyH3oWNJEnaqTbl6cGqejAJSZ5YVRuTPH2qA5N8hd5FIqZUVc/e06CSJM1EVX0oyd8ChwI3Ttr1DeCN3aSSJA2TNuVpa5KDgL8BrkhyL/D1aY49EXh0Z2+WJFU1bcGSJKlfqupO4M4dxjzrJElqZZflqap+vnn6e0muAn4YuGyawz8EfAq4pKo2Twwm2Rd4cZLfB64CPjyT0JIkSZI019pcMGLxpM2Je2A8Fdg8xeHHA28CLkqyFLiP3iLcecDlwB9V1Q0zSixJkiRJHWgzbe9zPHaz3AXAUuAW4Md3PLCqHqR39aLzkzwBOAT4XlXdN2uJJUmagSQHTzH8nap6ZM7DSJKGSptpez8xeTvJc4G3tHjdI3j1IknS4LkeOBK4l94PgwcB25LcDZzW3PtJkqQfsM/uvqCqrqd36XJJkobRZcDPVtUhVfUU4JXAxcCv8/h7P0mS9Dht1jz99qTNfYDnAuN9SyRJUn+NVdVbJzaq6vIkf1BVv53kiV0GkyQNtjZrnn5o0vPt9NZAfao/cSRJ6rtvJXkn8LFm+2Tg3iTzgO93F0uSNOjarHl691wEkSRpjvwScDa9+xcG+HIzNg94XYe5JEkDrs20vR8DzgSWTD6+ql7av1iSJPVHVX0TOGOa3bfOZRZJ0nBpM23vE8CfAx8AHu1vHEmS+ssfBSVJe6pNedpeVX/W9ySSJM2Nvvwo2KyZWg/cWVWvau4n9XF6Je124HVVde9sfZ4kae61uVT5Z5P8epJFSQ6e+Ot7MkmS+mN7Vf1ZVV1bVddN/M3C+64ANkzaPgu4sqqOBq5stiVJQ6xNeVoOvAP4R+C65m99P0NJktRHs/6jYJIjgJ+jdzZrwonA2ub5WuA1M/kMSVL32lxtb+lcBJEkaY4sbx7fMWmsgGUzeM8/Bn6Xx9/e47Cq2gZQVduSHDqD95ckDYA2a55I8kJ+cGHtX/UpkyRJfTPbPwomeRVwd1Vdl+TYPXj96cDpAIsXL57NaJKkWdbmUuUXAk8DbuCxhbUFWJ4kSUMjyUur6u+TvHaq/VX16T186xcBJyT5WWABcGCSjwB3JVnUnHVaBNw9zeeuAdYAjI2N1R5mkCTNgTZnnsaAZ1aV/6BLkobZfwf+Hnj1FPsK2KPyVFUrgZUAzZmnM6vqDUneS2+K4DnN4yV78v6SpMHRpjx9FXgqsK3PWUbGtm3b+O53F3DeeS4nk9R/W7cu4IAD/Ce8qs5uHt84Rx95DnBxkjcDm4GT5uhzJUl90qY8HQLcnORa4KGJwao6oW+pdpDkIHpXMHoWvV8H3wTcgvfPkCS1lOS3d7a/qt4308+oqi8CX2ye3wMcN9P3lCQNjjbl6ff6HaKF84DLquoXk+wL7A+8i979M85Jcha9+2e8s8uQbS1atIgHH9zMihW3dR1F0gg477ylLFiwqOsYg2DiSnhPB54HXNpsvxr4UieJJElDpc2lyq+evJ3kRcAvAVdP/YrZleRA4CXArzZ5HgYeTnIicGxz2Fp6v/QNRXmSJM29qno3QJLLgedW1Xea7d8DPtFhNEnSkGhzk1yS/FSSP0xyO/C/efwd1PttGTAO/GWSf0nygSQHsMP9M4Ap75+R5PQk65OsHx8fn7vUkqRBtRh4eNL2w/SmgEuStFPTnnlK8mPAKcDrgXvorS9KVf3MHGWbMB94LnBGVV2T5Dx6U/Ra8RKwkqQdXAhcm+Qz9NbR/jzefkOS1MLOzjxtpLfQ9dVV9eKq+lMeu8/TXNoKbK2qa5rtT9IrU3c1981gZ/fPkCRpsqpaTe/CQ/cC9wFvrKo/6DaVJGkY7Kw8/QLwDeCqJBckOQ7I3MR6TFV9A9iS5OnN0HHAzfQW+i5vxrx/hiRpd9xAb53TZ4B7kizuOI8kaQhMO22vqj4DfKZZX/Qa4LeAw5L8GfCZqrp8jjICnAF8tLnS3ibgjfSKn/fPkCTtliRnAGcDd9GbURF60/ee3WUuSdLga3O1ve8CH6VXXg6mV1LOAuasPFXVDcDYFLu8f4YkaXetAJ7e3IdJOzH//vkctO6grmNoiMz77jwAHj2gi5UeGlbz729z96TBsFtJq+pbwF80f5IkDaMtwLe7DjHojjnmmK4jaAht2NC7IPMzfvQZHSfRsBmWf3OGp+ZJkjQ7NgFfTPI54KGJwap6X3eRBs+qVau6jqAhdOqppwJw4YUXdpxE6g/LkyRp1Gxu/vZt/iRJasXyJEkaKVX1boAkBzTreiVJamVnlyqXJGmvk+S/JbkZ2NBs/2SS8zuOJUkaApYnSdKo+WPgFcA9AFV1I/CSThNJkoaC5UmSNHKqassOQ15XWZK0S655kiSNmi1JXghUc/P1t9NM4ZMkaWc88yRJGjVvBd4GHA7cCfxUsy1J0k555kmSNFKq6pvAL3edQ5I0fDzzJEkaKUmWJflskvEkdye5JMmyrnNJkgaf5UmSNGr+GrgYWAT8CPAJ4KJOE0mShoLlSZI0alJVF1bV9ubvI0B1HUqSNPhc8yRJGjVXJTkL+Bi90nQy8LkkBwNU1be6DCdJGlyWJ0nSqDm5eXzLDuNvolemXP8kSZqS5UmSNFKqamnXGSRJw8k1T5KkkZDkeUmeOmn7V5or7f3JxJQ9SZJ2xvIkSRoVfwE8DJDkJcA5wF8B3wbWdJhLkjQknLYnSRoV8yZdDOJkYE1VfQr4VJIbOswlSRoSnnmSJI2KeUkmfjQ8Dvj7Sfv8MVGStEt+WUiSRsVFwNVJvgl8D/gHgCQ/Sm/qniRJO2V5kiSNhKpaneRKYBFweVVN3Bh3H+CM7pJJkoaF5UmSNDKqat0UY//WRRZJ0vBxzZMkSZIktWB5kiRJkqQWLE+SJEmS1ILlSZIkSZJasDxJkiRJUguWJ0mSJElqwfIkSZIkSS14n6eO3HnnAs47b2nXMTRExsf3BWDhwoc7TqJhc+edC3ja07pOIUnS8Bua8pRkHrAeuLOqXpXkYODjwBLgduB1VXVvdwnbW7ZsWdcRNIQeeWQTAAsW+L8f7Z6nPc1/dyRJmg1DU56AFcAG4MBm+yzgyqo6J8lZzfY7uwq3O0477bSuI2gIrVy5EoD3vOc9HSeRJEkaTUOx5inJEcDPAR+YNHwisLZ5vhZ4zVznkiRJkjQ6hqI8AX8M/C7w/Uljh1XVNoDm8dCpXpjk9CTrk6wfHx/vf1JJ0khJcmSSq5JsSHJTkhXN+MFJrkjytebxyV1nlSTNzMCXpySvAu6uquv25PVVtaaqxqpqbOHChbOcTpIktgO/U1XPAF4AvC3JM3lsevnRwJXNtiRpiA3DmqcXASck+VlgAXBgko8AdyVZVFXbkiwC7u40pSRpJDWzHyZmQnwnyQbgcHrTy49tDlsLfJEhWZsrSZrawJ95qqqVVXVEVS0BTgH+vqreAFwKLG8OWw5c0lFESZIASLIEeA5wDU4vl6S9zsCXp504B3h5kq8BL2+2JUnqRJInAZ8CfrOq7m/7OqeXS9LwGIZpe/+pqr5Ib9oDVXUPcFyXeSRJAkjyBHrF6aNV9elm2OnlkrSXGeYzT5IkdS5JgA8CG6rqfZN2Ob1ckvYyQ3XmSZKkAfQi4FTgK0luaMbeRW86+cVJ3gxsBk7qKJ8kaZZYniRJmoGq+jKQaXY7vVyS9iJO25MkSZKkFixPkiRJktSC5UmSJEmSWrA8SZIkSVILlidJkiRJasHyJEmSJEktWJ4kSZIkqQXLkyRJkiS1YHmSJEmSpBYsT5IkSZLUguVJkiRJklqwPEmSJElSC5YnSZIkSWrB8iRJkiRJLVieJEmSJKkFy5MkSZIktWB5kiRJkqQWLE+SJEmS1ILlSZIkSZJasDxJkiRJUguWJ0mSJElqwfIkSZIkSS1YniRJkiSpBcuTJEmSJAJzgKIAAANMSURBVLVgeZIkSZKkFixPkiRJktSC5UmSJEmSWrA8SZIkSVILlidJkiRJamHgy1OSI5NclWRDkpuSrGjGD05yRZKvNY9P7jqrJEmSpL3XwJcnYDvwO1X1DOAFwNuSPBM4C7iyqo4Grmy2JUmSJKkvBr48VdW2qrq+ef4dYANwOHAisLY5bC3wmm4SSpIkSRoFA1+eJkuyBHgOcA1wWFVtg17BAg6d5jWnJ1mfZP34+PhcRZUkSZK0lxma8pTkScCngN+sqvvbvq6q1lTVWFWNLVy4sH8BJUmSJO3VhqI8JXkCveL00ar6dDN8V5JFzf5FwN1d5ZMkSZK09xv48pQkwAeBDVX1vkm7LgWWN8+XA5fMdTZJkiRJo2N+1wFaeBFwKvCVJDc0Y+8CzgEuTvJmYDNwUkf5JEmSJI2AgS9PVfVlINPsPm4us0iSJEkaXQM/bU+SJEmSBoHlSZIkSZJasDxJkiRJUgsDv+ZJo+WCCy5g06ZNXccYSBP/vaxcubLjJINp2bJlnHbaaV3HkB4nyfHAecA84ANVdU7HkTQLVq9ezcaNG7uOMZA2bNgAwKmnntpxksF0zDHHsGrVqq5jaAYsT9KQ2G+//bqOIGk3JJkHvB94ObAV+Ockl1bVzd0mk/pn//337zqC1FeWJw0UzxxI2os8H7i1qjYBJPkYcCJgeRpynjmQRpdrniRJ6o/DgS2Ttrc2Y4+T5PQk65OsHx8fn7NwkqTdZ3mSJKk/prpHYf3AQNWaqhqrqrGFCxfOQSxJ0p6yPEmS1B9bgSMnbR8BfL2jLJKkWWB5kiSpP/4ZODrJ0iT7AqcAl3acSZI0A14wQpKkPqiq7Ul+A/hbepcq/1BV3dRxLEnSDFieJEnqk6r6PPD5rnNIkmaH0/YkSZIkqQXLkyRJkiS1YHmSJEmSpBYsT5IkSZLUQqp+4H59e60k48AdXeeQZuAQ4Jtdh5Bm6Kiq8m6wU/B7SnsJv6s07Kb9nhqp8iQNuyTrq2qs6xySJE3H7yrtzZy2J0mSJEktWJ4kSZIkqQXLkzRc1nQdQJKkXfC7Snst1zxJkiRJUgueeZIkSZKkFixPkiRJktSC5UmSJEmSWrA8SZIkSVILlidJkiRJauH/A5EghtOERSCoAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Represnting the skewness of Annual Income and Spending Score using Box plot\n", "plt.figure(figsize=(14,5))\n", "plt.subplot(1,2,1)\n", "sns.boxplot(y=df[\"Annual Income\\n(INR)\"], color=\"yellow\")\n", "plt.subplot(1,2,2)\n", "sns.boxplot(y=df[\"Spending Score (1-100)\"],color=\"green\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The middle line shows Median value and the outer lines how the outliers\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3. Barplot" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Represing the Categroical datavalue Gender \n", "gender_c = df['Gender'].value_counts()\n", "sns.set_style(\"whitegrid\")\n", "plt.figure(figsize=(15,5))\n", "plt.title(\"Gender Distribution\")\n", "sns.barplot(x=gender_c.index, y=gender_c.values)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Representing the distribution of Spending Score \n", "ss1_10 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"] >= 1) & (df[\"Spending Score (1-100)\"] <= 10)]\n", "ss10_20 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"] >= 10) & (df[\"Spending Score (1-100)\"] <= 20)]\n", "ss20_30 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"] >= 20) & (df[\"Spending Score (1-100)\"] <= 30)]\n", "ss30_40 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"] >= 30) & (df[\"Spending Score (1-100)\"] <= 40)]\n", "ss40_50 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"] >= 40) & (df[\"Spending Score (1-100)\"] <= 50)]\n", "ss50_60 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"] >= 50) & (df[\"Spending Score (1-100)\"] <= 60)]\n", "ss60_70 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"] >= 60) & (df[\"Spending Score (1-100)\"] <= 70)]\n", "ss70_80 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"] >= 70) & (df[\"Spending Score (1-100)\"] <= 80)]\n", "ss80_90 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"] >= 80) & (df[\"Spending Score (1-100)\"] <= 90)]\n", "ss90_100 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"] >= 90) & (df[\"Spending Score (1-100)\"] <= 100)]\n", "\n", "ssx = [\"1-10\",\"10-20\",\"20-30\",\"30-40\",\"40-50\",\"50-60\",\"60-70\",\"70-80\",\"80-90\",\"90-100\"]\n", "ssy = [len(ss1_10.values),len(ss10_20.values),len(ss20_30.values),len(ss30_40.values),len(ss40_50.values),len(ss50_60.values),len(ss60_70.values),len(ss70_80.values),len(ss80_90.values),len(ss90_100.values)]\n", "\n", "plt.figure(figsize=(20,10))\n", "sns.barplot(x=ssx, y=ssy, palette=\"cubehelix\")\n", "plt.title(\"Spending Scores\")\n", "plt.xlabel(\"Score\")\n", "plt.ylabel(\"Number of Customer Having the Score\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Representing the Age Distribution\n", "\n", "age18_25 = df.Age[(df.Age <= 25) & (df.Age >= 18)]\n", "age26_35 = df.Age[(df.Age <= 35) & (df.Age >= 26)]\n", "age36_45 = df.Age[(df.Age <= 45) & (df.Age >= 36)]\n", "age46_55 = df.Age[(df.Age <= 55) & (df.Age >= 46)]\n", "age55above = df.Age[df.Age >= 56]\n", "\n", "x = [\"18-25\",\"26-35\",\"36-45\",\"46-55\",\"55+\"]\n", "y = [len(age18_25.values),len(age26_35.values),len(age36_45.values),len(age46_55.values),len(age55above.values)]\n", "\n", "plt.figure(figsize=(15,6))\n", "sns.barplot(x=x, y=y, palette=\"colorblind\")\n", "plt.title(\"Age Distribution of Customers\")\n", "plt.xlabel(\"Age\")\n", "plt.ylabel(\"Number of Customer\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now Implementing K mean Clsutering Algorithm" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#importing Kmean from sklearn\n", "from sklearn.cluster import KMeans\n", "#Within-cluster sum of squares of distance from respective centeroids\n", "wcss = []\n", "for k in range(1,15):\n", " kmeans = KMeans(n_clusters=k, init=\"k-means++\")\n", " kmeans.fit(df.iloc[:,1:])\n", " wcss.append(kmeans.inertia_)\n", "plt.figure(figsize=(15,6)) \n", "\n", "plt.grid()\n", "plt.plot(range(1,15),wcss, linewidth=2, color=\"red\", marker =\"8\")\n", "plt.xlabel(\"K Value\")\n", "plt.xticks(np.arange(1,16,1))\n", "plt.ylabel(\"WCSS(Within-Cluster-Sum-of-Squares)\")\n", "plt.title(\"Clustering By Increasing K values\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the Elbow Curve optimum Number of clusters Observed are:6" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#3D representation of data and dividng in 6 clusters \n", "km = KMeans(n_clusters=6)\n", "clusters = km.fit_predict(df.iloc[:,1:])\n", "df[\"label\"] = clusters\n", "\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", " \n", "fig = plt.figure(figsize=(20,10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "ax.scatter(df.Age[df.label == 0], df[\"Annual Income\\n(INR)\"][df.label == 0], df[\"Spending Score (1-100)\"][df.label == 0], c='blue', s=60)\n", "ax.scatter(df.Age[df.label == 1], df[\"Annual Income\\n(INR)\"][df.label == 1], df[\"Spending Score (1-100)\"][df.label == 1], c='red', s=60)\n", "ax.scatter(df.Age[df.label == 2], df[\"Annual Income\\n(INR)\"][df.label == 2], df[\"Spending Score (1-100)\"][df.label == 2], c='green', s=60)\n", "ax.scatter(df.Age[df.label == 3], df[\"Annual Income\\n(INR)\"][df.label == 3], df[\"Spending Score (1-100)\"][df.label == 3], c='orange', s=60)\n", "ax.scatter(df.Age[df.label == 4], df[\"Annual Income\\n(INR)\"][df.label == 4], df[\"Spending Score (1-100)\"][df.label == 4], c='purple', s=60)\n", "ax.scatter(df.Age[df.label == 5], df[\"Annual Income\\n(INR)\"][df.label == 5], df[\"Spending Score (1-100)\"][df.label == 5], c='pink', s=60)\n", "\n", "\n", "\n", "ax.view_init(30, 185)\n", "plt.xlabel(\"Age\")\n", "plt.ylabel(\"Annual Income\\n(INR)\")\n", "ax.set_zlabel('Spending Score (1-100)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Through K mean Cluster Analysis 6 clusters are divided" ] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }