\n\n# K-Means Clustering\n\nEstimated time needed: **25** minutes\n\n## Objectives\n\nAfter completing this lab you will be able to:\n\n* Use scikit-learn's K-Means Clustering to cluster data\n",
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"source": "## Introduction\n\nThere are many models for **clustering** out there. In this notebook, we will be presenting the model that is considered one of the simplest models amongst them. Despite its simplicity, the **K-means** is vastly used for clustering in many data science applications, it is especially useful if you need to quickly discover insights from **unlabeled data**. In this notebook, you will learn how to use k-Means for customer segmentation.\n\nSome real-world applications of k-means:\n\n* Customer segmentation\n* Understand what the visitors of a website are trying to accomplish\n* Pattern recognition\n* Machine learning\n* Data compression\n\nIn this notebook we practice k-means clustering with 2 examples:\n\n* k-means on a random generated dataset\n* Using k-means for customer segmentation\n",
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"source": "
\n \n\n",
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"source": "### Import the Libraries\n\nLet's first import the required libraries.\nAlso run %matplotlib inline since we will be plotting in this section.\n",
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"source": "#you are running the lab in your browser, so we will install the libraries using ``piplite``\nimport piplite\nawait piplite.install(['pandas'])\nawait piplite.install(['matplotlib'])\nawait piplite.install(['scipy'])\nawait piplite.install(['seaborn'])\n",
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"execution_count": 1,
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"cell_type": "code",
"source": "import random \nimport numpy as np \nimport matplotlib.pyplot as plt \nfrom sklearn.cluster import KMeans \nfrom sklearn.datasets import make_blobs \n%matplotlib inline",
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"execution_count": 2,
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"source": "### Download the Data\n",
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"cell_type": "code",
"source": "from pyodide.http import pyfetch\n\nasync def download(url, filename):\n response = await pyfetch(url)\n if response.status == 200:\n with open(filename, \"wb\") as f:\n f.write(await response.bytes())",
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"source": "
k-Means on a randomly generated dataset
\n\nLet's create our own dataset for this lab!\n",
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"source": "First we need to set a random seed. Use numpy's random.seed() function, where the seed will be set to 0.\n",
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"cell_type": "code",
"source": "np.random.seed(0)",
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"execution_count": 4,
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"source": "Next we will be making random clusters of points by using the make_blobs class. The make_blobs class can take in many inputs, but we will be using these specific ones.
Input \n\n
\n
n_samples: The total number of points equally divided among clusters.
\n
Value will be: 5000
\n
centers: The number of centers to generate, or the fixed center locations.
\n
Value will be: [[4, 4], [-2, -1], [2, -3],[1,1]]
\n
cluster_std: The standard deviation of the clusters.
\n
Value will be: 0.9
\n
\n \n Output \n
\n
X: Array of shape [n_samples, n_features]. (Feature Matrix)
\n
The generated samples.
\n
y: Array of shape [n_samples]. (Response Vector)
\n
The integer labels for cluster membership of each sample.
\nNow that we have our random data, let's set up our K-Means Clustering.\n",
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"source": "The KMeans class has many parameters that can be used, but we will be using these three:\n\n
\n
init: Initialization method of the centroids.
\n
\n
Value will be: \"k-means++\"
\n
k-means++: Selects initial cluster centers for k-mean clustering in a smart way to speed up convergence.
\n
\n
n_clusters: The number of clusters to form as well as the number of centroids to generate.
\n
Value will be: 4 (since we have 4 centers)
\n
n_init: Number of time the k-means algorithm will be run with different centroid seeds. The final results will be the best output of n_init consecutive runs in terms of inertia.
\n
Value will be: 12
\n
\n\nInitialize KMeans with these parameters, where the output parameter is called k_means.\n",
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"source": "k_means = KMeans(init = \"k-means++\", n_clusters = 4, n_init = 12)",
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"execution_count": 7,
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"source": "Now let's fit the KMeans model with the feature matrix we created above, X .\n",
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"cell_type": "code",
"source": "k_means.fit(X)",
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"execution_count": 8,
"outputs": [
{
"execution_count": 8,
"output_type": "execute_result",
"data": {
"text/plain": "KMeans(n_clusters=4, n_init=12)"
},
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"source": "Now let's grab the labels for each point in the model using KMeans' .labels\\_ attribute and save it as k_means_labels .\n",
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"cell_type": "code",
"source": "k_means_labels = k_means.labels_\nk_means_labels",
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"execution_count": 9,
"outputs": [
{
"execution_count": 9,
"output_type": "execute_result",
"data": {
"text/plain": "array([0, 3, 3, ..., 1, 0, 0])"
},
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"source": "We will also get the coordinates of the cluster centers using KMeans' .cluster_centers\\_ and save it as k_means_cluster_centers .\n",
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"source": "k_means_cluster_centers = k_means.cluster_centers_\nk_means_cluster_centers",
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"execution_count": 10,
"outputs": [
{
"execution_count": 10,
"output_type": "execute_result",
"data": {
"text/plain": "array([[-2.03743147, -0.99782524],\n [ 3.97334234, 3.98758687],\n [ 0.96900523, 0.98370298],\n [ 1.99741008, -3.01666822]])"
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"source": "
Creating the Visual Plot
\n\nSo now that we have the random data generated and the KMeans model initialized, let's plot them and see what it looks like!\n",
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"source": "Please read through the code and comments to understand how to plot the model.\n",
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"source": "# Initialize the plot with the specified dimensions.\nfig = plt.figure(figsize=(6, 4))\n\n# Colors uses a color map, which will produce an array of colors based on\n# the number of labels there are. We use set(k_means_labels) to get the\n# unique labels.\ncolors = plt.cm.Spectral(np.linspace(0, 1, len(set(k_means_labels))))\n\n# Create a plot\nax = fig.add_subplot(1, 1, 1)\n\n# For loop that plots the data points and centroids.\n# k will range from 0-3, which will match the possible clusters that each\n# data point is in.\nfor k, col in zip(range(len([[4,4], [-2, -1], [2, -3], [1, 1]])), colors):\n\n # Create a list of all data points, where the data points that are \n # in the cluster (ex. cluster 0) are labeled as true, else they are\n # labeled as false.\n my_members = (k_means_labels == k)\n \n # Define the centroid, or cluster center.\n cluster_center = k_means_cluster_centers[k]\n \n # Plots the datapoints with color col.\n ax.plot(X[my_members, 0], X[my_members, 1], 'w', markerfacecolor=col, marker='.')\n \n # Plots the centroids with specified color, but with a darker outline\n ax.plot(cluster_center[0], cluster_center[1], 'o', markerfacecolor=col, markeredgecolor='k', markersize=6)\n\n# Title of the plot\nax.set_title('KMeans')\n\n# Remove x-axis ticks\nax.set_xticks(())\n\n# Remove y-axis ticks\nax.set_yticks(())\n\n# Show the plot\nplt.show()\n",
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"execution_count": 11,
"outputs": [
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"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "
"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": "## Practice\n\nTry to cluster the above dataset into 3 clusters.\\\nNotice: do not generate the data again, use the same dataset as above.\n",
"metadata": {}
},
{
"cell_type": "code",
"source": "# write your code here\nk_means3 = KMeans(init = \"k-means++\", n_clusters = 3, n_init = 12)\nk_means3.fit(X)\n\nk_means_labels = k_means3.labels_\nk_means_cluster_centers = k_means3.cluster_centers_\n\n\n# Initialize the plot with the specified dimensions.\nfig = plt.figure(figsize=(6, 4))\n\n# Colors uses a color map, which will produce an array of colors based on\n# the number of labels there are. We use set(k_means_labels) to get the\n# unique labels.\ncolors = plt.cm.Spectral(np.linspace(0, 1, len(set(k_means_labels))))\n\n# Create a plot\nax = fig.add_subplot(1, 1, 1)\n\n# For loop that plots the data points and centroids.\n# k will range from 0-3, which will match the possible clusters that each\n# data point is in.\nfor k, col in zip(range(len([[4,4], [-2, -1], [2, -3], [1, 1]])), colors):\n\n # Create a list of all data points, where the data points that are \n # in the cluster (ex. cluster 0) are labeled as true, else they are\n # labeled as false.\n my_members = (k_means_labels == k)\n \n # Define the centroid, or cluster center.\n cluster_center = k_means_cluster_centers[k]\n \n # Plots the datapoints with color col.\n ax.plot(X[my_members, 0], X[my_members, 1], 'w', markerfacecolor=col, marker='.')\n \n # Plots the centroids with specified color, but with a darker outline\n ax.plot(cluster_center[0], cluster_center[1], 'o', markerfacecolor=col, markeredgecolor='k', markersize=6)\n\n# Title of the plot\nax.set_title('KMeans')\n\n# Remove x-axis ticks\nax.set_xticks(())\n\n# Remove y-axis ticks\nax.set_yticks(())\n\n# Show the plot\nplt.show()\n",
"metadata": {
"trusted": true
},
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "",
"image/png": 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"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "
\n\nImagine that you have a customer dataset, and you need to apply customer segmentation on this historical data.\nCustomer segmentation is the practice of partitioning a customer base into groups of individuals that have similar characteristics. It is a significant strategy as a business can target these specific groups of customers and effectively allocate marketing resources. For example, one group might contain customers who are high-profit and low-risk, that is, more likely to purchase products, or subscribe for a service. A business task is to retain those customers. Another group might include customers from non-profit organizations and so on.\n\nLet's download the datasetfrom IBM Object Storage. **Did you know?** When it comes to Machine Learning, you will likely be working with large datasets. As a business, where can you host your data? IBM is offering a unique opportunity for businesses, with 10 Tb of IBM Cloud Object Storage: [Sign up now for free](http://cocl.us/ML0101EN-IBM-Offer-CC)\n",
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},
{
"cell_type": "code",
"source": "path='https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%204/data/Cust_Segmentation.csv'",
"metadata": {
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"trusted": true
},
"execution_count": 14,
"outputs": []
},
{
"cell_type": "markdown",
"source": "### Load Data From CSV File\n\nBefore you can work with the data, you must use the URL to get the Cust_Segmentation.csv.\n",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
}
},
{
"cell_type": "code",
"source": "await download(path, \"Cust_Segmentation.csv\")\nfilename =\"Cust_Segmentation.csv\"",
"metadata": {
"trusted": true
},
"execution_count": 15,
"outputs": []
},
{
"cell_type": "markdown",
"source": "we create a pandas dataframe\n",
"metadata": {}
},
{
"cell_type": "code",
"source": "import pandas as pd\ncust_df = pd.read_csv(\"Cust_Segmentation.csv\")\ncust_df.head()",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
},
"trusted": true
},
"execution_count": 16,
"outputs": [
{
"execution_count": 16,
"output_type": "execute_result",
"data": {
"text/plain": " Customer Id Age Edu Years Employed Income Card Debt Other Debt \\\n0 1 41 2 6 19 0.124 1.073 \n1 2 47 1 26 100 4.582 8.218 \n2 3 33 2 10 57 6.111 5.802 \n3 4 29 2 4 19 0.681 0.516 \n4 5 47 1 31 253 9.308 8.908 \n\n Defaulted Address DebtIncomeRatio \n0 0.0 NBA001 6.3 \n1 0.0 NBA021 12.8 \n2 1.0 NBA013 20.9 \n3 0.0 NBA009 6.3 \n4 0.0 NBA008 7.2 ",
"text/html": "
"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": "We can easily check the centroid values by averaging the features in each cluster.\n",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
}
},
{
"cell_type": "code",
"source": "df.groupby('Clus_km').mean()",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
},
"trusted": true
},
"execution_count": 21,
"outputs": [
{
"execution_count": 21,
"output_type": "execute_result",
"data": {
"text/plain": " Customer Id Age Edu Years Employed Income \\\nClus_km \n0 432.006154 32.967692 1.613846 6.389231 31.204615 \n1 410.166667 45.388889 2.666667 19.555556 227.166667 \n2 403.780220 41.368132 1.961538 15.252747 84.076923 \n\n Card Debt Other Debt Defaulted DebtIncomeRatio \nClus_km \n0 1.032711 2.108345 0.284658 10.095385 \n1 5.678444 10.907167 0.285714 7.322222 \n2 3.114412 5.770352 0.172414 10.725824 ",
"text/html": "
\n\n
\n \n
\n
\n
Customer Id
\n
Age
\n
Edu
\n
Years Employed
\n
Income
\n
Card Debt
\n
Other Debt
\n
Defaulted
\n
DebtIncomeRatio
\n
\n
\n
Clus_km
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n \n \n
\n
0
\n
432.006154
\n
32.967692
\n
1.613846
\n
6.389231
\n
31.204615
\n
1.032711
\n
2.108345
\n
0.284658
\n
10.095385
\n
\n
\n
1
\n
410.166667
\n
45.388889
\n
2.666667
\n
19.555556
\n
227.166667
\n
5.678444
\n
10.907167
\n
0.285714
\n
7.322222
\n
\n
\n
2
\n
403.780220
\n
41.368132
\n
1.961538
\n
15.252747
\n
84.076923
\n
3.114412
\n
5.770352
\n
0.172414
\n
10.725824
\n
\n \n
\n
"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": "Now, let's look at the distribution of customers based on their age and income:\n",
"metadata": {}
},
{
"cell_type": "code",
"source": "area = np.pi * ( X[:, 1])**2 \nplt.scatter(X[:, 0], X[:, 3], s=area, c=labels.astype('float'), alpha=0.5)\nplt.xlabel('Age', fontsize=18)\nplt.ylabel('Income', fontsize=16)\n\nplt.show()\n",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
},
"trusted": true
},
"execution_count": 23,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "",
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"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": ""
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": "from mpl_toolkits.mplot3d import Axes3D \nfig = plt.figure(1, figsize=(8, 6))\nplt.clf()\nax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n\nplt.cla()\n# plt.ylabel('Age', fontsize=18)\n# plt.xlabel('Income', fontsize=16)\n# plt.zlabel('Education', fontsize=16)\nax.set_xlabel('Education')\nax.set_ylabel('Age')\nax.set_zlabel('Income')\n\nax.scatter(X[:, 1], X[:, 0], X[:, 3], c= labels.astype('float'))",
"metadata": {
"trusted": true
},
"execution_count": 28,
"outputs": [
{
"name": "stderr",
"text": ":4: MatplotlibDeprecationWarning: Axes3D(fig) adding itself to the figure is deprecated since 3.4. Pass the keyword argument auto_add_to_figure=False and use fig.add_axes(ax) to suppress this warning. The default value of auto_add_to_figure will change to False in mpl3.5 and True values will no longer work in 3.6. This is consistent with other Axes classes.\n ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n",
"output_type": "stream"
},
{
"execution_count": 28,
"output_type": "execute_result",
"data": {
"text/plain": ""
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": "k-means will partition your customers into mutually exclusive groups, for example, into 3 clusters. The customers in each cluster are similar to each other demographically.\nNow we can create a profile for each group, considering the common characteristics of each cluster.\nFor example, the 3 clusters can be:\n\n* AFFLUENT, EDUCATED AND OLD AGED\n* MIDDLE AGED AND MIDDLE INCOME\n* YOUNG AND LOW INCOME\n",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
}
},
{
"cell_type": "markdown",
"source": "
Want to learn more?
\n\nIBM SPSS Modeler is a comprehensive analytics platform that has many machine learning algorithms. It has been designed to bring predictive intelligence to decisions made by individuals, by groups, by systems – by your enterprise as a whole. A free trial is available through this course, available here: SPSS Modeler\n\nAlso, you can use Watson Studio to run these notebooks faster with bigger datasets. Watson Studio is IBM's leading cloud solution for data scientists, built by data scientists. With Jupyter notebooks, RStudio, Apache Spark and popular libraries pre-packaged in the cloud, Watson Studio enables data scientists to collaborate on their projects without having to install anything. Join the fast-growing community of Watson Studio users today with a free account at Watson Studio\n",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
}
},
{
"cell_type": "markdown",
"source": "### Thank you for completing this lab!\n\n## Author\n\nSaeed Aghabozorgi\n\n### Other Contributors\n\nJoseph Santarcangelo\n\n## Change Log\n\n| Date (YYYY-MM-DD) | Version | Changed By | Change Description |\n| ----------------- | ------- | ---------- | ---------------------------------- |\n| 2020-11-03 | 2.1 | Lakshmi | Updated URL of csv |\n| 2020-08-27 | 2.0 | Lavanya | Moved lab to course repo in GitLab |\n| | | | |\n| | | | |\n\n##