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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 94-775/95-865 Clustering on UCI Drug Consumption Data\n",
"\n",
"Author: George H. Chen (georgechen [at symbol] cmu.edu)\n",
"\n",
"This demo uses the UCI drug consumption dataset:\n",
"https://archive.ics.uci.edu/ml/datasets/Drug+consumption+%28quantified%29#"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We begin with some boilerplate code."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use('seaborn')\n",
"%config InlineBackend.figure_format = 'retina' # if you use a Mac with Retina display"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading and preprocessing data\n",
"\n",
"Next, we load in the UCI drug consumption data (which we assume resides in the same directory as this notebook). Each data point is represented as a 12-dimensional feature vector. Even though some of these features are not numerical (e.g., gender), they have been turned into numerical values (see the documentation on the UCI drug consumption data for what the numerical values mean for features that were originally not numerical)."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import csv\n",
"import numpy as np\n",
"np.set_printoptions(suppress=True) # somewhat prettier printing\n",
"\n",
"drug_data = []\n",
"with open('./drug_consumption.data', 'r') as csvfile:\n",
" csv_reader = csv.reader(csvfile, delimiter=',')\n",
" for row in csv_reader:\n",
" # row[0] is an ID, which we ignore\n",
" # row[1], row[2], ..., row[12] correspond to the 12 feature vectors we care about\n",
" drug_data.append([float(x) for x in row[1:13]])\n",
"drug_data = np.array(drug_data) # convert the data to be a numpy array"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1885, 12)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"drug_data.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We next standardize the data. Note that each row of `drug_data` corresponds to a different person, and each column corresponds to a different feature. Here, the standardization done subtracts off the mean of each column and divides by the standard deviation of the column (so that each column has mean 0 and unit variance):"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"scaler = StandardScaler()\n",
"drug_data_normalized = scaler.fit_transform(drug_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dimensionality reduction with PCA\n",
"\n",
"Next we use PCA to bring the dimensionality of the data from 12 down to 2."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA\n",
"pca = PCA(n_components=2)\n",
"drug_data_normalized_pca2d = pca.fit_transform(drug_data_normalized)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We check how much variance is explained."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.24249161, 0.15598527])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pca.explained_variance_ratio_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can plot the 2D PCA representation (in the second line here, I ask for the two axes to use the same scaling, i.e., you'll notice that the grid lines form squares):"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-4.782217706634691, 5.24485743345645, -4.964051279891315, 5.089895139660201)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 329,
"width": 479
}
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(drug_data_normalized_pca2d[:, 0], drug_data_normalized_pca2d[:, 1])\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This PCA plot doesn't look great."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dimensionality reduction with t-SNE\n",
"\n",
"Next, I apply t-SNE. Note that the code is nearly identical to using PCA: we import the nonlinear dimensionality reduction method we want to use (`TSNE`), create an instance of it (which we name `tsne`), and for that particular instance, we do `fit_transform` on the data. **Warning:** t-SNE takes way longer to run than PCA."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.manifold import TSNE\n",
"\n",
"tsne = TSNE(n_components=2, random_state=0) # note: in practice you should actually play with the perplexity, learning rate, and number of iterations\n",
"drug_data_normalized_tsne2d = tsne.fit_transform(drug_data_normalized)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting is done just like before, except now we use our newly defined variable `drug_data_normalized_tsne2d`:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-56.61162137814321,\n",
" 48.259448526580705,\n",
" -61.537774881639415,\n",
" 64.23827536992066)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 329,
"width": 484
}
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(drug_data_normalized_tsne2d[:, 0], drug_data_normalized_tsne2d[:, 1])\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Unlike in PCA, in general for nonlinear dimensionality reduction methods, the axes aren't as easy to interpret. Each axis here is no longer just a simple weighted combination of the original features. In terms of interpretation, the main thing here is that points close to each other are more similar, and points far away from each other are more dissimilar.\n",
"\n",
"\n",
"However, with t-SNE, we are able to get some distinct blobs that appear. Could these blobs be semantically interesting? Possibly! (And possibly not!) Let's try to figure out what these clusters are..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Clustering using k-means"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the visualization above, it looks like there are maybe something like 6 clusters (small ones in the top left and bottom right, and then four bigger clusters in the middle). Let's try k-means with k=6...\n",
"\n",
"**WARNING:** In practice, you should usually try clustering in the original high-dimensional space first. Remember that reducing dimensionality typically results in some sort of information loss. Here, we intentionally cluster on the low-dimensional t-SNE representation as it's easier to visualize and explain the material."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"KMeans(n_clusters=6, n_init=1000, random_state=0)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.cluster import KMeans\n",
"\n",
"kmeans = KMeans(n_clusters=6, n_init=1000, random_state=0)\n",
"kmeans.fit(drug_data_normalized_tsne2d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can look at the cluster centers and the cluster assignments."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 5.495932 , -35.47972 ],\n",
" [-38.052128 , 2.1478677],\n",
" [ 13.238311 , 26.327503 ],\n",
" [ -2.3535678, 40.868908 ],\n",
" [-20.915821 , -17.874037 ],\n",
" [ 29.355467 , -5.258396 ]], dtype=float32)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmeans.cluster_centers_ # cluster centers"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([2, 4, 1, ..., 5, 5, 0], dtype=int32)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmeans.labels_ # cluster assignments"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# kmeans_cluster_assignments = kmeans.labels_\n",
"\n",
"# alternatively, we can do:\n",
"kmeans_cluster_assignments = kmeans.predict(drug_data_normalized_tsne2d)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-56.61162137814321,\n",
" 48.259448526580705,\n",
" -61.537774881639415,\n",
" 64.23827536992066)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 329,
"width": 484
}
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(drug_data_normalized_tsne2d[:, 0],\n",
" drug_data_normalized_tsne2d[:, 1],\n",
" c=kmeans_cluster_assignments, cmap='Set3')\n",
"# - `c` specifies how the different points should be colored (here, I set it to the\n",
"# cluster assignments so different clusters get different colors)\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These clusters don't look very good (which shouldn't be surprising--think about when k-means is expected to work well). In particular, the middle four blobs get cut up and assigned to different clusters."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Clustering using a Gaussian mixture model (GMM)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's instead cluster using a GMM. A GMM is going to be in some sense more general than what a k-means \"model\" can capture. The fitting code is almost the same as in k-means."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"GaussianMixture(n_components=6, n_init=1000, random_state=0)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.mixture import GaussianMixture\n",
"\n",
"gmm = GaussianMixture(n_components=6, n_init=1000, random_state=0)\n",
"gmm.fit(drug_data_normalized_tsne2d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can examine the cluster probabilities (the pi's in the lecture slides) and the cluster centers (the mu's in the lecture slides). Note that these are not ordered in any particular way."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.22672633, 0.35336741, 0.04387784, 0.12766965, 0.23087375,\n",
" 0.01748503])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gmm.weights_ # cluster probabilities"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-30.48247212, -10.34984579],\n",
" [ 4.72825165, 33.90384962],\n",
" [ 26.46021606, -33.29293874],\n",
" [ 29.56640234, -2.48163878],\n",
" [ 1.57662311, -32.57944607],\n",
" [-49.23866102, 31.13444752]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gmm.means_ # cluster centers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some times it's helpful to quickly check the cluster sizes by printing out the cluster probabilities in decreasing order. For instance, we can quickly see if there are tiny clusters (which would appear with small probabilities)."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.35336741, 0.23087375, 0.22672633, 0.12766965, 0.04387784,\n",
" 0.01748503])"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sort(gmm.weights_)[::-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we plot the GMM clusters:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(-56.61162137814321,\n",
" 48.259448526580705,\n",
" -61.537774881639415,\n",
" 64.23827536992066)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 329,
"width": 484
}
},
"output_type": "display_data"
}
],
"source": [
"gmm_cluster_assignments = gmm.predict(drug_data_normalized_tsne2d)\n",
"plt.scatter(drug_data_normalized_tsne2d[:, 0],\n",
" drug_data_normalized_tsne2d[:, 1],\n",
" c=gmm_cluster_assignments, cmap='Set3')\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## A sketch of how to do interpretation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above clustering looks better than the k-means clustering. Note, however, that we have not actually carefully checked yet whether these clusters found are actually semantically meaningful in any way. To do so, we should look at what sorts of feature vectors land in each of these clusters, and interpret these clusters in terms of the original features (recall that these include psychological measures, level of education, age, gender, country of residence, and ethnicity--although not in this particular order). For example, if we wanted to carefully look at what the original feature vectors are for all the individuals in cluster 2, we would use the following code snippet:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-0.64601346, -0.24741538, -0.31212808, -0.50250564, 0.04647308,\n",
" 0.62396718, -0.20950026, 0.32818526, -0.56721244, -0.5564059 ,\n",
" 0.81038731, 0.79183821])"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"drug_data[gmm_cluster_assignments == 2].mean(axis=0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For example, we can plot out all the cluster centers:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Feature value')"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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