{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "authorship_tag": "ABX9TyN1/gHpLqKCKR1DYBSayM3e", "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "0oAYYFVMQhbZ", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "98bf5a8e-078f-49bc-8b81-c3f5597827bb" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n" ] } ], "source": [ "import pandas as pd\n", "file_path = \"/Wholesale customers data.csv\"\n", "data = pd.read_csv(file_path)\n", "print(type(data))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "HRTpQFWkGZSd" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "b70cd6a5", "outputId": "d414663c-85f8-43df-ddde-f8986d7c7a41" }, "source": [ "print(data.isnull().sum())" ], "execution_count": 16, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Channel 0\n", "Region 0\n", "Fresh 0\n", "Milk 0\n", "Grocery 0\n", "Frozen 0\n", "Detergents_Paper 0\n", "Delicassen 0\n", "dtype: int64\n" ] } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "87113589", "outputId": "9d5815f2-3852-40c1-8943-208627d1a7ec" }, "source": [ "outliers = {}\n", "\n", "for i in range(data.shape[1]):\n", " min_t = data[data.columns[i]].mean() \\\n", " - (3 * data[data.columns[i]].std())\n", " max_t = data[data.columns[i]].mean() \\\n", " + (3 * data[data.columns[i]].std())\n", " count = 0\n", " for j in data[data.columns[i]]:\n", " if j < min_t or j > max_t:\n", " count += 1\n", " outliers[data.columns[i]] = [count,data.shape[0]-count]\n", "\n", "print(outliers)\n" ], "execution_count": 23, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "{'Channel': [0, 440], 'Region': [0, 440], 'Fresh': [11, 429], 'Milk': [17, 423], 'Grocery': [12, 428], 'Frozen': [16, 424], 'Detergents_Paper': [16, 424], 'Delicassen': [13, 427]}\n" ] } ] }, { "cell_type": "code", "source": [ "plt.hist(data[\"Fresh\"])\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 430 }, "id": "ZkMUCjemThX0", "outputId": "6cd08e21-d4d2-4942-e572-1fc67bd90bb5" }, "execution_count": 24, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "plt.figure(figsize=(8,8))\n", "plt.pie(outliers[\"Detergents_Paper\"],autopct=\"%.2f\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 653 }, "id": "iUjdzVn9UOcF", "outputId": "a0bcd9ff-2542-481a-8f01-768c96f95e85" }, "execution_count": 25, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "data_standardized = (data - data.mean())/data.std()\n", "data_standardized.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "UA_9mtAFXICh", "outputId": "338f1c57-ec11-439f-b8e2-08a2a53354c5" }, "execution_count": 26, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Channel Region Fresh Milk Grocery Frozen \\\n", "0 1.447005 0.589997 0.095807 0.807451 0.005647 -0.813013 \n", "1 1.447005 0.589997 -0.416873 0.836483 0.277664 -0.325349 \n", "2 1.447005 0.589997 -0.481186 0.647584 0.022318 -0.122786 \n", "3 -0.689512 0.589997 0.150254 -0.787447 -0.447037 1.137011 \n", "4 1.447005 0.589997 1.004415 0.006986 -0.043552 0.352906 \n", "\n", " Detergents_Paper Delicassen \n", "0 0.011935 -0.012306 \n", "1 0.183803 0.315238 \n", "2 0.245720 3.522001 \n", "3 -0.589742 0.324212 \n", "4 -0.237121 2.864551 " ], "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ChannelRegionFreshMilkGroceryFrozenDetergents_PaperDelicassen
01.4470050.5899970.0958070.8074510.005647-0.8130130.011935-0.012306
11.4470050.589997-0.4168730.8364830.277664-0.3253490.1838030.315238
21.4470050.589997-0.4811860.6475840.022318-0.1227860.2457203.522001
3-0.6895120.5899970.150254-0.787447-0.4470371.137011-0.5897420.324212
41.4470050.5899971.0044150.006986-0.0435520.352906-0.2371212.864551
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "data_standardized", "summary": "{\n \"name\": \"data_standardized\",\n \"rows\": 440,\n \"fields\": [\n {\n \"column\": \"Channel\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9999999999999949,\n \"min\": -0.6895122114138607,\n \"max\": 1.4470045000093694,\n \"num_unique_values\": 2,\n \"samples\": [\n -0.6895122114138607,\n 1.4470045000093694\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Region\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.000000000000002,\n \"min\": -1.9930733938890461,\n \"max\": 0.5899966895017651,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.5899966895017651,\n -1.9930733938890461\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Fresh\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000000000000002,\n \"min\": -1.0612847352858692,\n \"max\": 3.0845316418428355,\n \"num_unique_values\": 424,\n \"samples\": [\n -0.2208268297782938,\n -0.36836373384293886\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Milk\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9999999999999998,\n \"min\": -1.0025502740569117,\n \"max\": 3.2873334047675162,\n \"num_unique_values\": 408,\n \"samples\": [\n -0.0077189712093821755,\n 0.11614007104394866\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Grocery\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9999999999999996,\n \"min\": -1.018719540246159,\n \"max\": 3.1667343148368223,\n \"num_unique_values\": 420,\n \"samples\": [\n -0.7450762081600487,\n -0.7442630036070439\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Frozen\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0,\n \"min\": -0.872552918691408,\n \"max\": 3.3550379800768066,\n \"num_unique_values\": 414,\n \"samples\": [\n -0.41040673192140475,\n -0.5109006880084062\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Detergents_Paper\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9999999999999999,\n \"min\": -0.729680228330155,\n \"max\": 3.2414778140031304,\n \"num_unique_values\": 405,\n \"samples\": [\n -0.5183851655605316,\n -0.6152865806808976\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Delicassen\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9999999999999999,\n \"min\": -1.010643439941735,\n \"max\": 3.52200128459824,\n \"num_unique_values\": 394,\n \"samples\": [\n 0.7385035961620082,\n 0.7893552415040581\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 26 } ] }, { "cell_type": "code", "source": [ "from sklearn.cluster import KMeans" ], "metadata": { "id": "RWge0BcqaIf0" }, "execution_count": 27, "outputs": [] }, { "cell_type": "code", "source": [ "ideal_k = []\n", "for i in range(1,21):\n", " est_kmeans = KMeans(n_clusters=i, random_state=0)\n", " est_kmeans.fit(data)\n", " ideal_k.append([i,est_kmeans.inertia_])" ], "metadata": { "id": "obFYDZoBaOvB" }, "execution_count": 28, "outputs": [] }, { "cell_type": "code", "source": [ "from sklearn.cluster import KMeans" ], "metadata": { "id": "v7K0_TaEgMk5" }, "execution_count": 29, "outputs": [] }, { "cell_type": "code", "source": [ "ideal_k = []\n", "for i in range(1,21):\n", " est_kmeans = KMeans(n_clusters=i, random_state=0)\n", " est_kmeans.fit(data_standardized)\n", " ideal_k.append([i,est_kmeans.inertia_])\n", "\n", "ideal_k = np.array(ideal_k)" ], "metadata": { "id": "PJI4lUdFgWbD" }, "execution_count": 30, "outputs": [] }, { "cell_type": "code", "source": [ "plt.plot(ideal_k[:,0],ideal_k[:,1])\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 430 }, "id": "duj-w0DggtzU", "outputId": "fc06a67a-4e9e-44e1-b480-2546fb457480" }, "execution_count": 31, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "est_kmeans = KMeans(n_clusters=6, random_state = 42)\n", "est_kmeans.fit(data_standardized)\n", "pred_kmeans = est_kmeans.predict(data_standardized)" ], "metadata": { "id": "y7VnnU8dgxhV" }, "execution_count": 34, "outputs": [] }, { "cell_type": "code", "source": [ "plt.subplots(1, 2, sharex='col', \\\n", " sharey='row', figsize=(16,8))\n", "plt.scatter(data.iloc[:,5], data.iloc[:,3], \\\n", " c=pred_kmeans, s=20)\n", "plt.xlim([0, 20000])\n", "plt.ylim([0, 20000])\n", "plt.xlabel('Frozen')\n", "plt.subplot(1, 2, 1)\n", "plt.scatter(data.iloc[:,4], data.iloc[:,3], \\\n", " c=pred_kmeans, s=20)\n", "plt.xlim([0, 20000])\n", "plt.ylim([0,20000])\n", "plt.xlabel('Grocery')\n", "plt.ylabel('Milk')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 539 }, "id": "bmJDCehDg19N", "outputId": "735c2d78-9225-424c-adb7-557a941ff343" }, "execution_count": 33, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "from sklearn.cluster import MeanShift" ], "metadata": { "id": "4NCGUdb0iEbV" }, "execution_count": 35, "outputs": [] }, { "cell_type": "code", "source": [ "est_meanshift = MeanShift(bandwidth=0.8)\n", "est_meanshift.fit(data_standardized)\n", "pred_meanshift = est_meanshift.predict(data_standardized)" ], "metadata": { "id": "mJl7_zqriIHx" }, "execution_count": 39, "outputs": [] }, { "cell_type": "code", "source": [ "plt.subplots(1, 2, sharex='col', \\\n", " sharey='row', figsize=(16,8))\n", "plt.scatter(data.iloc[:,5], data.iloc[:,3], \\\n", " c=pred_meanshift, s=20)\n", "plt.xlim([0, 20000])\n", "plt.ylim([0,20000])\n", "plt.xlabel('Frozen')\n", "plt.subplot(1, 2, 1)\n", "plt.scatter(data.iloc[:,4], data.iloc[:,3], \\\n", " c=pred_meanshift, s=20)\n", "plt.xlim([0, 20000])\n", "plt.ylim([0,20000])\n", "plt.xlabel('Grocery')\n", "plt.ylabel('Milk')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 539 }, "id": "M0jncZSHiVRb", "outputId": "316f8d67-f486-4782-8a5f-f31cca0635a5" }, "execution_count": 40, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "from sklearn.cluster import DBSCAN" ], "metadata": { "id": "FTkcwUyWipIg" }, "execution_count": 41, "outputs": [] }, { "cell_type": "code", "source": [ "est_dbscan = DBSCAN(eps=0.6)\n", "pred_dbscan = est_dbscan.fit_predict(data_standardized)" ], "metadata": { "id": "1lvJsfIIjEQt" }, "execution_count": 44, "outputs": [] }, { "cell_type": "code", "source": [ "plt.subplots(1, 2, sharex='col', \\\n", " sharey='row', figsize=(16,8))\n", "plt.scatter(data.iloc[:,5], data.iloc[:,3], \\\n", " c=pred_dbscan, s=20)\n", "plt.xlim([0, 20000])\n", "plt.ylim([0,20000])\n", "plt.xlabel('Frozen')\n", "plt.subplot(1, 2, 1)\n", "plt.scatter(data.iloc[:,4], data.iloc[:,3], \\\n", " c=pred_dbscan, s=20)\n", "plt.xlim([0, 20000])\n", "plt.ylim([0,20000])\n", "plt.xlabel('Grocery')\n", "plt.ylabel('Milk')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 539 }, "id": "a2ceMjTOjHMo", "outputId": "06dfa882-b310-4635-d573-90b8f9d63fb7" }, "execution_count": 45, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] } ] }